diff --git "a/Week13_\353\263\265\354\212\265\352\263\274\354\240\234_\354\236\245\354\235\270\354\204\234.ipynb" "b/Week13_\353\263\265\354\212\265\352\263\274\354\240\234_\354\236\245\354\235\270\354\204\234.ipynb"
new file mode 100644
index 0000000..49bbd4b
--- /dev/null
+++ "b/Week13_\353\263\265\354\212\265\352\263\274\354\240\234_\354\236\245\354\235\270\354\204\234.ipynb"
@@ -0,0 +1,1420 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 78
+        },
+        "id": "tWLPM-1I3C8A",
+        "outputId": "c82ea9a8-b13a-493a-88f7-dda21ba73092"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-33f194d1-36c8-4432-8e60-02f42490a119\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-33f194d1-36c8-4432-8e60-02f42490a119\">\n",
+              "      Upload widget is only available when the cell has been executed in the\n",
+              "      current browser session. Please rerun this cell to enable.\n",
+              "      </output>\n",
+              "      <script>// Copyright 2017 Google LLC\n",
+              "//\n",
+              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+              "// you may not use this file except in compliance with the License.\n",
+              "// You may obtain a copy of the License at\n",
+              "//\n",
+              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
+              "//\n",
+              "// Unless required by applicable law or agreed to in writing, software\n",
+              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+              "// See the License for the specific language governing permissions and\n",
+              "// limitations under the License.\n",
+              "\n",
+              "/**\n",
+              " * @fileoverview Helpers for google.colab Python module.\n",
+              " */\n",
+              "(function(scope) {\n",
+              "function span(text, styleAttributes = {}) {\n",
+              "  const element = document.createElement('span');\n",
+              "  element.textContent = text;\n",
+              "  for (const key of Object.keys(styleAttributes)) {\n",
+              "    element.style[key] = styleAttributes[key];\n",
+              "  }\n",
+              "  return element;\n",
+              "}\n",
+              "\n",
+              "// Max number of bytes which will be uploaded at a time.\n",
+              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
+              "\n",
+              "function _uploadFiles(inputId, outputId) {\n",
+              "  const steps = uploadFilesStep(inputId, outputId);\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  // Cache steps on the outputElement to make it available for the next call\n",
+              "  // to uploadFilesContinue from Python.\n",
+              "  outputElement.steps = steps;\n",
+              "\n",
+              "  return _uploadFilesContinue(outputId);\n",
+              "}\n",
+              "\n",
+              "// This is roughly an async generator (not supported in the browser yet),\n",
+              "// where there are multiple asynchronous steps and the Python side is going\n",
+              "// to poll for completion of each step.\n",
+              "// This uses a Promise to block the python side on completion of each step,\n",
+              "// then passes the result of the previous step as the input to the next step.\n",
+              "function _uploadFilesContinue(outputId) {\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  const steps = outputElement.steps;\n",
+              "\n",
+              "  const next = steps.next(outputElement.lastPromiseValue);\n",
+              "  return Promise.resolve(next.value.promise).then((value) => {\n",
+              "    // Cache the last promise value to make it available to the next\n",
+              "    // step of the generator.\n",
+              "    outputElement.lastPromiseValue = value;\n",
+              "    return next.value.response;\n",
+              "  });\n",
+              "}\n",
+              "\n",
+              "/**\n",
+              " * Generator function which is called between each async step of the upload\n",
+              " * process.\n",
+              " * @param {string} inputId Element ID of the input file picker element.\n",
+              " * @param {string} outputId Element ID of the output display.\n",
+              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
+              " */\n",
+              "function* uploadFilesStep(inputId, outputId) {\n",
+              "  const inputElement = document.getElementById(inputId);\n",
+              "  inputElement.disabled = false;\n",
+              "\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  outputElement.innerHTML = '';\n",
+              "\n",
+              "  const pickedPromise = new Promise((resolve) => {\n",
+              "    inputElement.addEventListener('change', (e) => {\n",
+              "      resolve(e.target.files);\n",
+              "    });\n",
+              "  });\n",
+              "\n",
+              "  const cancel = document.createElement('button');\n",
+              "  inputElement.parentElement.appendChild(cancel);\n",
+              "  cancel.textContent = 'Cancel upload';\n",
+              "  const cancelPromise = new Promise((resolve) => {\n",
+              "    cancel.onclick = () => {\n",
+              "      resolve(null);\n",
+              "    };\n",
+              "  });\n",
+              "\n",
+              "  // Wait for the user to pick the files.\n",
+              "  const files = yield {\n",
+              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
+              "    response: {\n",
+              "      action: 'starting',\n",
+              "    }\n",
+              "  };\n",
+              "\n",
+              "  cancel.remove();\n",
+              "\n",
+              "  // Disable the input element since further picks are not allowed.\n",
+              "  inputElement.disabled = true;\n",
+              "\n",
+              "  if (!files) {\n",
+              "    return {\n",
+              "      response: {\n",
+              "        action: 'complete',\n",
+              "      }\n",
+              "    };\n",
+              "  }\n",
+              "\n",
+              "  for (const file of files) {\n",
+              "    const li = document.createElement('li');\n",
+              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
+              "    li.append(span(\n",
+              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
+              "        `last modified: ${\n",
+              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
+              "                                    'n/a'} - `));\n",
+              "    const percent = span('0% done');\n",
+              "    li.appendChild(percent);\n",
+              "\n",
+              "    outputElement.appendChild(li);\n",
+              "\n",
+              "    const fileDataPromise = new Promise((resolve) => {\n",
+              "      const reader = new FileReader();\n",
+              "      reader.onload = (e) => {\n",
+              "        resolve(e.target.result);\n",
+              "      };\n",
+              "      reader.readAsArrayBuffer(file);\n",
+              "    });\n",
+              "    // Wait for the data to be ready.\n",
+              "    let fileData = yield {\n",
+              "      promise: fileDataPromise,\n",
+              "      response: {\n",
+              "        action: 'continue',\n",
+              "      }\n",
+              "    };\n",
+              "\n",
+              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
+              "    let position = 0;\n",
+              "    do {\n",
+              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
+              "      const chunk = new Uint8Array(fileData, position, length);\n",
+              "      position += length;\n",
+              "\n",
+              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
+              "      yield {\n",
+              "        response: {\n",
+              "          action: 'append',\n",
+              "          file: file.name,\n",
+              "          data: base64,\n",
+              "        },\n",
+              "      };\n",
+              "\n",
+              "      let percentDone = fileData.byteLength === 0 ?\n",
+              "          100 :\n",
+              "          Math.round((position / fileData.byteLength) * 100);\n",
+              "      percent.textContent = `${percentDone}% done`;\n",
+              "\n",
+              "    } while (position < fileData.byteLength);\n",
+              "  }\n",
+              "\n",
+              "  // All done.\n",
+              "  yield {\n",
+              "    response: {\n",
+              "      action: 'complete',\n",
+              "    }\n",
+              "  };\n",
+              "}\n",
+              "\n",
+              "scope.google = scope.google || {};\n",
+              "scope.google.colab = scope.google.colab || {};\n",
+              "scope.google.colab._files = {\n",
+              "  _uploadFiles,\n",
+              "  _uploadFilesContinue,\n",
+              "};\n",
+              "})(self);\n",
+              "</script> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving mercari_train.tsv to mercari_train.tsv\n"
+          ]
+        }
+      ],
+      "source": [
+        "from google.colab import files\n",
+        "uploaded = files.upload()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.linear_model import Ridge , LogisticRegression\n",
+        "from sklearn.model_selection import train_test_split , cross_val_score\n",
+        "from sklearn.feature_extraction.text import CountVectorizer , TfidfVectorizer\n",
+        "import pandas as pd\n",
+        "\n",
+        "mercari_df= pd.read_csv('mercari_train.tsv',sep='\\t')\n",
+        "print(mercari_df.shape)\n",
+        "mercari_df.head(3)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 320
+        },
+        "id": "lUxDYKvHA9eB",
+        "outputId": "3b79d3ea-e56a-4712-cd8c-73c41ee51d93"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(1482535, 8)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   train_id                                 name  item_condition_id  \\\n",
+              "0         0  MLB Cincinnati Reds T Shirt Size XL                  3   \n",
+              "1         1     Razer BlackWidow Chroma Keyboard                  3   \n",
+              "2         2                       AVA-VIV Blouse                  1   \n",
+              "\n",
+              "                                       category_name brand_name  price  \\\n",
+              "0                                  Men/Tops/T-shirts        NaN   10.0   \n",
+              "1  Electronics/Computers & Tablets/Components & P...      Razer   52.0   \n",
+              "2                        Women/Tops & Blouses/Blouse     Target   10.0   \n",
+              "\n",
+              "   shipping                                   item_description  \n",
+              "0         1                                 No description yet  \n",
+              "1         0  This keyboard is in great condition and works ...  \n",
+              "2         1  Adorable top with a hint of lace and a key hol...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-e1bc094c-18e2-42fc-8085-6071220d1d3b\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>train_id</th>\n",
+              "      <th>name</th>\n",
+              "      <th>item_condition_id</th>\n",
+              "      <th>category_name</th>\n",
+              "      <th>brand_name</th>\n",
+              "      <th>price</th>\n",
+              "      <th>shipping</th>\n",
+              "      <th>item_description</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>0</td>\n",
+              "      <td>MLB Cincinnati Reds T Shirt Size XL</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Men/Tops/T-shirts</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>No description yet</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>Razer BlackWidow Chroma Keyboard</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Electronics/Computers &amp; Tablets/Components &amp; P...</td>\n",
+              "      <td>Razer</td>\n",
+              "      <td>52.0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>This keyboard is in great condition and works ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2</td>\n",
+              "      <td>AVA-VIV Blouse</td>\n",
+              "      <td>1</td>\n",
+              "      <td>Women/Tops &amp; Blouses/Blouse</td>\n",
+              "      <td>Target</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>Adorable top with a hint of lace and a key hol...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e1bc094c-18e2-42fc-8085-6071220d1d3b')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-e1bc094c-18e2-42fc-8085-6071220d1d3b button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-e1bc094c-18e2-42fc-8085-6071220d1d3b');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-68459bfe-7734-4626-b5fa-8f6bd2d8f60d\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-68459bfe-7734-4626-b5fa-8f6bd2d8f60d')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-68459bfe-7734-4626-b5fa-8f6bd2d8f60d button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "mercari_df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 2
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(mercari_df.info())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "JUn0ECTJB5rh",
+        "outputId": "ecab9a4b-b76f-4ca8-a705-0f8cb78e0a5a"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1482535 entries, 0 to 1482534\n",
+            "Data columns (total 8 columns):\n",
+            " #   Column             Non-Null Count    Dtype  \n",
+            "---  ------             --------------    -----  \n",
+            " 0   train_id           1482535 non-null  int64  \n",
+            " 1   name               1482535 non-null  object \n",
+            " 2   item_condition_id  1482535 non-null  int64  \n",
+            " 3   category_name      1476208 non-null  object \n",
+            " 4   brand_name         849853 non-null   object \n",
+            " 5   price              1482535 non-null  float64\n",
+            " 6   shipping           1482535 non-null  int64  \n",
+            " 7   item_description   1482529 non-null  object \n",
+            "dtypes: float64(1), int64(3), object(4)\n",
+            "memory usage: 90.5+ MB\n",
+            "None\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "\n",
+        "y_train_df = mercari_df['price']\n",
+        "plt.figure(figsize=(6,4))\n",
+        "sns.histplot(y_train_df, bins=100)\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 388
+        },
+        "id": "s0vdW9LgB5ua",
+        "outputId": "b85099f5-d146-454e-c340-0eaf6880d3c7"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x400 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "\n",
+        "y_train_df = np.log1p(y_train_df)\n",
+        "sns.histplot(y_train_df, bins=50)\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "A1Ytthx4B5w_",
+        "outputId": "db662fca-bd7c-4d0a-8ff8-9f9f0f8bbe69"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mercari_df['price'] = np.log1p(mercari_df['price'])\n",
+        "mercari_df['price'].head(3)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 178
+        },
+        "id": "y-8DTZNyB5zN",
+        "outputId": "8c8f110f-8157-48ba-eec1-0ed2312d7cee"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0    2.397895\n",
+              "1    3.970292\n",
+              "2    2.397895\n",
+              "Name: price, dtype: float64"
+            ],
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>price</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2.397895</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>3.970292</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2.397895</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> float64</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 6
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print('Shipping 값 유형:\\n',mercari_df['shipping'].value_counts())\n",
+        "print('item_condition_id 값 유형:\\n',mercari_df['item_condition_id'].value_counts())\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "wcqg13iDB53X",
+        "outputId": "0b6baded-f99a-44ad-a5d1-c85cbca4dfc9"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shipping 값 유형:\n",
+            " shipping\n",
+            "0    819435\n",
+            "1    663100\n",
+            "Name: count, dtype: int64\n",
+            "item_condition_id 값 유형:\n",
+            " item_condition_id\n",
+            "1    640549\n",
+            "3    432161\n",
+            "2    375479\n",
+            "4     31962\n",
+            "5      2384\n",
+            "Name: count, dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "boolean_cond= mercari_df['item_description']=='No description yet'\n",
+        "mercari_df[boolean_cond]['item_description'].count()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5u809R1OB55R",
+        "outputId": "e098117b-aa6e-4d51-efca-868a575a2791"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "np.int64(82489)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# apply lambda에서 호출되는 대,중,소 분할 함수 생성, 대,중,소 값을 리스트 반환\n",
+        "def split_cat(category_name):\n",
+        "    try:\n",
+        "        return category_name.split('/')\n",
+        "    except:\n",
+        "        return ['Other_Null' , 'Other_Null' , 'Other_Null']\n",
+        "\n",
+        "# 위의 split_cat( )을 apply lambda에서 호출하여 대,중,소 컬럼을 mercari_df에 생성.\n",
+        "mercari_df['cat_dae'], mercari_df['cat_jung'], mercari_df['cat_so'] = \\\n",
+        "                        zip(*mercari_df['category_name'].apply(lambda x : split_cat(x)))\n",
+        "\n",
+        "# 대분류만 값의 유형과 건수를 살펴보고, 중분류, 소분류는 값의 유형이 많으므로 분류 갯수만 추출\n",
+        "print('대분류 유형 :\\n', mercari_df['cat_dae'].value_counts())\n",
+        "print('중분류 갯수 :', mercari_df['cat_jung'].nunique())\n",
+        "print('소분류 갯수 :', mercari_df['cat_so'].nunique())\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4WACvyR_B59K",
+        "outputId": "b2a16b1e-c99e-4918-efd7-223b5ff87eba"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "대분류 유형 :\n",
+            " cat_dae\n",
+            "Women                     664385\n",
+            "Beauty                    207828\n",
+            "Kids                      171689\n",
+            "Electronics               122690\n",
+            "Men                        93680\n",
+            "Home                       67871\n",
+            "Vintage & Collectibles     46530\n",
+            "Other                      45351\n",
+            "Handmade                   30842\n",
+            "Sports & Outdoors          25342\n",
+            "Other_Null                  6327\n",
+            "Name: count, dtype: int64\n",
+            "중분류 갯수 : 114\n",
+            "소분류 갯수 : 871\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mercari_df['brand_name'] = mercari_df['brand_name'].fillna(value='Other_Null')\n",
+        "mercari_df['category_name'] = mercari_df['category_name'].fillna(value='Other_Null')\n",
+        "mercari_df['item_description'] = mercari_df['item_description'].fillna(value='Other_Null')\n",
+        "\n",
+        "# 각 컬럼별로 Null값 건수 확인. 모두 0가 나와야 합니다.\n",
+        "mercari_df.isnull().sum()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 429
+        },
+        "id": "dVsh0vq_B5_y",
+        "outputId": "3a19ffd9-48ea-426d-e82f-ebda1dad0858"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "train_id             0\n",
+              "name                 0\n",
+              "item_condition_id    0\n",
+              "category_name        0\n",
+              "brand_name           0\n",
+              "price                0\n",
+              "shipping             0\n",
+              "item_description     0\n",
+              "cat_dae              0\n",
+              "cat_jung             0\n",
+              "cat_so               0\n",
+              "dtype: int64"
+            ],
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>train_id</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>name</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>item_condition_id</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>category_name</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>brand_name</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>price</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>shipping</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>item_description</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>cat_dae</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>cat_jung</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>cat_so</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print('brand name 의 유형 건수 :', mercari_df['brand_name'].nunique())\n",
+        "print('brand name sample 5건 : \\n', mercari_df['brand_name'].value_counts()[:5])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4qUP4S4JB6Hk",
+        "outputId": "c0921ed3-62d4-4ed6-fd8a-43fbbf231920"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "brand name 의 유형 건수 : 4810\n",
+            "brand name sample 5건 : \n",
+            " brand_name\n",
+            "Other_Null           632682\n",
+            "PINK                  54088\n",
+            "Nike                  54043\n",
+            "Victoria's Secret     48036\n",
+            "LuLaRoe               31024\n",
+            "Name: count, dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print('name 의 종류 갯수 :', mercari_df['name'].nunique())\n",
+        "print('name sample 7건 : \\n', mercari_df['name'][:7])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "UzsQfwTcB6Jd",
+        "outputId": "7b2ff271-d553-43f5-be0f-4862d2923b3b"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "name 의 종류 갯수 : 1225273\n",
+            "name sample 7건 : \n",
+            " 0    MLB Cincinnati Reds T Shirt Size XL\n",
+            "1       Razer BlackWidow Chroma Keyboard\n",
+            "2                         AVA-VIV Blouse\n",
+            "3                  Leather Horse Statues\n",
+            "4                   24K GOLD plated rose\n",
+            "5       Bundled items requested for Ruie\n",
+            "6     Acacia pacific tides santorini top\n",
+            "Name: name, dtype: object\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "pd.set_option('max_colwidth', 200)\n",
+        "\n",
+        "# item_description의 평균 문자열 개수\n",
+        "print('item_description 평균 문자열 개수:',mercari_df['item_description'].str.len().mean())\n",
+        "\n",
+        "mercari_df['item_description'][:2]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 182
+        },
+        "id": "L6N1JdJjB6Lk",
+        "outputId": "7dcf43f3-c509-4b38-f967-4ea8989c2951"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "item_description 평균 문자열 개수: 145.71139703278507\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0                                                                                                                                                                              No description yet\n",
+              "1    This keyboard is in great condition and works like it came out of the box. All of the ports are tested and work perfectly. The lights are customizable via the Razer Synapse app on your PC.\n",
+              "Name: item_description, dtype: object"
+            ],
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>item_description</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>No description yet</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>This keyboard is in great condition and works like it came out of the box. All of the ports are tested and work perfectly. The lights are customizable via the Razer Synapse app on your PC.</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> object</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# name 속성에 대한 feature vectorization 변환\n",
+        "cnt_vec = CountVectorizer()\n",
+        "X_name = cnt_vec.fit_transform(mercari_df.name)\n",
+        "\n",
+        "# item_description 에 대한 feature vectorization 변환\n",
+        "tfidf_descp = TfidfVectorizer(max_features = 50000, ngram_range= (1,3) , stop_words='english')\n",
+        "X_descp = tfidf_descp.fit_transform(mercari_df['item_description'])\n",
+        "\n",
+        "print('name vectorization shape:',X_name.shape)\n",
+        "print('item_description vectorization shape:',X_descp.shape)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "oO9B-q-zB6Nj",
+        "outputId": "7bdea7b2-f9b2-451c-dffb-b8f3c3a7033a"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "name vectorization shape: (1482535, 105757)\n",
+            "item_description vectorization shape: (1482535, 50000)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.preprocessing import LabelBinarizer\n",
+        "\n",
+        "# brand_name, item_condition_id, shipping 각 피처들을 희소 행렬 원-핫 인코딩 변환\n",
+        "lb_brand_name= LabelBinarizer(sparse_output=True)\n",
+        "X_brand = lb_brand_name.fit_transform(mercari_df['brand_name'])\n",
+        "\n",
+        "lb_item_cond_id = LabelBinarizer(sparse_output=True)\n",
+        "X_item_cond_id = lb_item_cond_id.fit_transform(mercari_df['item_condition_id'])\n",
+        "\n",
+        "lb_shipping= LabelBinarizer(sparse_output=True)\n",
+        "X_shipping = lb_shipping.fit_transform(mercari_df['shipping'])\n",
+        "\n",
+        "# cat_dae, cat_jung, cat_so 각 피처들을 희소 행렬 원-핫 인코딩 변환\n",
+        "lb_cat_dae = LabelBinarizer(sparse_output=True)\n",
+        "X_cat_dae= lb_cat_dae.fit_transform(mercari_df['cat_dae'])\n",
+        "\n",
+        "lb_cat_jung = LabelBinarizer(sparse_output=True)\n",
+        "X_cat_jung = lb_cat_jung.fit_transform(mercari_df['cat_jung'])\n",
+        "\n",
+        "lb_cat_so = LabelBinarizer(sparse_output=True)\n",
+        "X_cat_so = lb_cat_so.fit_transform(mercari_df['cat_so'])"
+      ],
+      "metadata": {
+        "id": "xvnF4fXuB6Po"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(type(X_brand), type(X_item_cond_id), type(X_shipping))\n",
+        "print('X_brand_shape:{0}, X_item_cond_id shape:{1}'.format(X_brand.shape, X_item_cond_id.shape))\n",
+        "print('X_shipping shape:{0}, X_cat_dae shape:{1}'.format(X_shipping.shape, X_cat_dae.shape))\n",
+        "print('X_cat_jung shape:{0}, X_cat_so shape:{1}'.format(X_cat_jung.shape, X_cat_so.shape))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mKSZFwqCB6Rw",
+        "outputId": "05c81ea3-bccf-4afe-b6fd-543dc251f427"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'scipy.sparse._csr.csr_matrix'> <class 'scipy.sparse._csr.csr_matrix'> <class 'scipy.sparse._csr.csr_matrix'>\n",
+            "X_brand_shape:(1482535, 4810), X_item_cond_id shape:(1482535, 5)\n",
+            "X_shipping shape:(1482535, 1), X_cat_dae shape:(1482535, 11)\n",
+            "X_cat_jung shape:(1482535, 114), X_cat_so shape:(1482535, 871)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from  scipy.sparse import hstack\n",
+        "import gc\n",
+        "\n",
+        "sparse_matrix_list = (X_name, X_descp, X_brand, X_item_cond_id,\n",
+        "            X_shipping, X_cat_dae, X_cat_jung, X_cat_so)\n",
+        "\n",
+        "# 사이파이 sparse 모듈의 hstack 함수를 이용하여 앞에서 인코딩과 Vectorization을 수행한 데이터 셋을 모두 결합.\n",
+        "X_features_sparse= hstack(sparse_matrix_list).tocsr()\n",
+        "print(type(X_features_sparse), X_features_sparse.shape)\n",
+        "\n",
+        "# 데이터 셋이 메모리를 많이 차지하므로 사용 용도가 끝났으면 바로 메모리에서 삭제.\n",
+        "del X_features_sparse\n",
+        "gc.collect()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EBSHz5YRB6T3",
+        "outputId": "eb6744cd-e1fa-4539-f391-6257f81adaa5"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'scipy.sparse._csr.csr_matrix'> (1482535, 161569)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 17
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def rmsle(y , y_pred):\n",
+        "    # underflow, overflow를 막기 위해 log가 아닌 log1p로 rmsle 계산\n",
+        "    return np.sqrt(np.mean(np.power(np.log1p(y) - np.log1p(y_pred), 2)))\n",
+        "\n",
+        "def evaluate_org_price(y_test , preds):\n",
+        "\n",
+        "    # 원본 데이터는 log1p로 변환되었으므로 exmpm1으로 원복 필요.\n",
+        "    preds_exmpm = np.expm1(preds)\n",
+        "    y_test_exmpm = np.expm1(y_test)\n",
+        "\n",
+        "    # rmsle로 RMSLE 값 추출\n",
+        "    rmsle_result = rmsle(y_test_exmpm, preds_exmpm)\n",
+        "    return rmsle_result"
+      ],
+      "metadata": {
+        "id": "JlCcx3bVB6Wa"
+      },
+      "execution_count": 18,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import gc\n",
+        "from  scipy.sparse import hstack\n",
+        "\n",
+        "def model_train_predict(model,matrix_list):\n",
+        "    # scipy.sparse 모듈의 hstack 을 이용하여 sparse matrix 결합\n",
+        "    X= hstack(matrix_list).tocsr()\n",
+        "\n",
+        "    X_train, X_test, y_train, y_test=train_test_split(X, mercari_df['price'],\n",
+        "                                                      test_size=0.2, random_state=156)\n",
+        "\n",
+        "    # 모델 학습 및 예측\n",
+        "    model.fit(X_train , y_train)\n",
+        "    preds = model.predict(X_test)\n",
+        "\n",
+        "    del X , X_train , X_test , y_train\n",
+        "    gc.collect()\n",
+        "\n",
+        "    return preds , y_test"
+      ],
+      "metadata": {
+        "id": "6GOni4z4B6fi"
+      },
+      "execution_count": 19,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "linear_model = Ridge(solver = \"lsqr\", fit_intercept=False)\n",
+        "\n",
+        "sparse_matrix_list = (X_name, X_brand, X_item_cond_id,\n",
+        "                      X_shipping, X_cat_dae, X_cat_jung, X_cat_so)\n",
+        "linear_preds , y_test = model_train_predict(model=linear_model ,matrix_list=sparse_matrix_list)\n",
+        "print('Item Description을 제외했을 때 rmsle 값:', evaluate_org_price(y_test , linear_preds))\n",
+        "\n",
+        "sparse_matrix_list = (X_descp, X_name, X_brand, X_item_cond_id,\n",
+        "                      X_shipping, X_cat_dae, X_cat_jung, X_cat_so)\n",
+        "linear_preds , y_test = model_train_predict(model=linear_model , matrix_list=sparse_matrix_list)\n",
+        "print('Item Description을 포함한 rmsle 값:',  evaluate_org_price(y_test ,linear_preds))\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "NQe_ycVxB6hW",
+        "outputId": "d6506169-fadc-4d2c-9986-781d0bcc1ce2"
+      },
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Item Description을 제외했을 때 rmsle 값: 0.4983990938999374\n",
+            "Item Description을 포함한 rmsle 값: 0.4680432471796771\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from lightgbm import LGBMRegressor\n",
+        "\n",
+        "sparse_matrix_list = (X_descp, X_name, X_brand, X_item_cond_id,\n",
+        "                      X_shipping, X_cat_dae, X_cat_jung, X_cat_so)\n",
+        "\n",
+        "lgbm_model = LGBMRegressor(n_estimators=200, learning_rate=0.5, num_leaves=125, random_state=156)\n",
+        "lgbm_preds , y_test = model_train_predict(model = lgbm_model , matrix_list=sparse_matrix_list)\n",
+        "print('LightGBM rmsle 값:',  evaluate_org_price(y_test , lgbm_preds))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vGJUeJABCJSW",
+        "outputId": "464be022-2a6d-4d64-832c-998c70f80c88"
+      },
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 3450.660095 seconds.\n",
+            "You can set `force_row_wise=true` to remove the overhead.\n",
+            "And if memory is not enough, you can set `force_col_wise=true`.\n",
+            "[LightGBM] [Info] Total Bins 1068323\n",
+            "[LightGBM] [Info] Number of data points in the train set: 1186028, number of used features: 65338\n",
+            "[LightGBM] [Info] Start training from score 2.979514\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "LightGBM rmsle 값: 0.4563962127849484\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "preds = lgbm_preds * 0.45 + linear_preds * 0.55\n",
+        "print('LightGBM과 Ridge를 ensemble한 최종 rmsle 값:',  evaluate_org_price(y_test , preds))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "u6zW8DcZCJUy",
+        "outputId": "6aa8b564-9074-4141-89a3-c92254e755f4"
+      },
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "LightGBM과 Ridge를 ensemble한 최종 rmsle 값: 0.4467272727321774\n"
+          ]
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
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@@ -0,0 +1,5749 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "IakNSOXZYOTa"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "G1_Fy_7T1Fuh",
+        "outputId": "8dacc29f-3d04-430e-b29a-5c46eb7570bd"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CountVectorizer Shape: (7862, 1000)\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.datasets import fetch_20newsgroups\n",
+        "from sklearn.feature_extraction.text import CountVectorizer\n",
+        "from sklearn.decomposition import LatentDirichletAllocation\n",
+        "\n",
+        "# 모터사이클, 야구, 그래픽스, 윈도우즈, 중동, 기독교, 의학, 우주 주제를 추출.\n",
+        "cats = ['rec.motorcycles', 'rec.sport.baseball', 'comp.graphics', 'comp.windows.x',\n",
+        "        'talk.politics.mideast', 'soc.religion.christian', 'sci.electronics', 'sci.med'  ]\n",
+        "\n",
+        "# 위에서 cats 변수로 기재된 category만 추출. featch_20newsgroups( )의 categories에 cats 입력\n",
+        "news_df= fetch_20newsgroups(subset='all',remove=('headers', 'footers', 'quotes'),\n",
+        "                            categories=cats, random_state=0)\n",
+        "\n",
+        "#LDA는 Count 기반의 Vectorizer만 적용합니다.\n",
+        "count_vect = CountVectorizer(max_df=0.95, max_features=1000, min_df=2, stop_words='english', ngram_range=(1,2))\n",
+        "feat_vect = count_vect.fit_transform(news_df.data)\n",
+        "print('CountVectorizer Shape:', feat_vect.shape)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "lda = LatentDirichletAllocation(n_components=8, random_state=0)\n",
+        "lda.fit(feat_vect)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 79
+        },
+        "id": "tnF_S61830Yf",
+        "outputId": "01504f41-0d69-4fe3-dd31-f7995d02d096"
+      },
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "LatentDirichletAllocation(n_components=8, random_state=0)"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-1 {\n",
+              "  /* Definition of color scheme common for light and dark mode */\n",
+              "  --sklearn-color-text: #000;\n",
+              "  --sklearn-color-text-muted: #666;\n",
+              "  --sklearn-color-line: gray;\n",
+              "  /* Definition of color scheme for unfitted estimators */\n",
+              "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+              "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+              "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+              "  --sklearn-color-unfitted-level-3: chocolate;\n",
+              "  /* Definition of color scheme for fitted estimators */\n",
+              "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+              "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+              "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+              "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+              "\n",
+              "  /* Specific color for light theme */\n",
+              "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+              "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+              "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+              "  --sklearn-color-icon: #696969;\n",
+              "\n",
+              "  @media (prefers-color-scheme: dark) {\n",
+              "    /* Redefinition of color scheme for dark theme */\n",
+              "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+              "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+              "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+              "    --sklearn-color-icon: #878787;\n",
+              "  }\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 {\n",
+              "  color: var(--sklearn-color-text);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 pre {\n",
+              "  padding: 0;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 input.sk-hidden--visually {\n",
+              "  border: 0;\n",
+              "  clip: rect(1px 1px 1px 1px);\n",
+              "  clip: rect(1px, 1px, 1px, 1px);\n",
+              "  height: 1px;\n",
+              "  margin: -1px;\n",
+              "  overflow: hidden;\n",
+              "  padding: 0;\n",
+              "  position: absolute;\n",
+              "  width: 1px;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-dashed-wrapped {\n",
+              "  border: 1px dashed var(--sklearn-color-line);\n",
+              "  margin: 0 0.4em 0.5em 0.4em;\n",
+              "  box-sizing: border-box;\n",
+              "  padding-bottom: 0.4em;\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-container {\n",
+              "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+              "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+              "     so we also need the `!important` here to be able to override the\n",
+              "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+              "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+              "  display: inline-block !important;\n",
+              "  position: relative;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-text-repr-fallback {\n",
+              "  display: none;\n",
+              "}\n",
+              "\n",
+              "div.sk-parallel-item,\n",
+              "div.sk-serial,\n",
+              "div.sk-item {\n",
+              "  /* draw centered vertical line to link estimators */\n",
+              "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+              "  background-size: 2px 100%;\n",
+              "  background-repeat: no-repeat;\n",
+              "  background-position: center center;\n",
+              "}\n",
+              "\n",
+              "/* Parallel-specific style estimator block */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel-item::after {\n",
+              "  content: \"\";\n",
+              "  width: 100%;\n",
+              "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+              "  flex-grow: 1;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel {\n",
+              "  display: flex;\n",
+              "  align-items: stretch;\n",
+              "  justify-content: center;\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "  position: relative;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel-item {\n",
+              "  display: flex;\n",
+              "  flex-direction: column;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
+              "  align-self: flex-end;\n",
+              "  width: 50%;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
+              "  align-self: flex-start;\n",
+              "  width: 50%;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
+              "  width: 0;\n",
+              "}\n",
+              "\n",
+              "/* Serial-specific style estimator block */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-serial {\n",
+              "  display: flex;\n",
+              "  flex-direction: column;\n",
+              "  align-items: center;\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "  padding-right: 1em;\n",
+              "  padding-left: 1em;\n",
+              "}\n",
+              "\n",
+              "\n",
+              "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+              "clickable and can be expanded/collapsed.\n",
+              "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+              "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+              "*/\n",
+              "\n",
+              "/* Pipeline and ColumnTransformer style (default) */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-toggleable {\n",
+              "  /* Default theme specific background. It is overwritten whether we have a\n",
+              "  specific estimator or a Pipeline/ColumnTransformer */\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "}\n",
+              "\n",
+              "/* Toggleable label */\n",
+              "#sk-container-id-1 label.sk-toggleable__label {\n",
+              "  cursor: pointer;\n",
+              "  display: flex;\n",
+              "  width: 100%;\n",
+              "  margin-bottom: 0;\n",
+              "  padding: 0.5em;\n",
+              "  box-sizing: border-box;\n",
+              "  text-align: center;\n",
+              "  align-items: start;\n",
+              "  justify-content: space-between;\n",
+              "  gap: 0.5em;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 label.sk-toggleable__label .caption {\n",
+              "  font-size: 0.6rem;\n",
+              "  font-weight: lighter;\n",
+              "  color: var(--sklearn-color-text-muted);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
+              "  /* Arrow on the left of the label */\n",
+              "  content: \"▸\";\n",
+              "  float: left;\n",
+              "  margin-right: 0.25em;\n",
+              "  color: var(--sklearn-color-icon);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
+              "  color: var(--sklearn-color-text);\n",
+              "}\n",
+              "\n",
+              "/* Toggleable content - dropdown */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-toggleable__content {\n",
+              "  max-height: 0;\n",
+              "  max-width: 0;\n",
+              "  overflow: hidden;\n",
+              "  text-align: left;\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-0);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-toggleable__content pre {\n",
+              "  margin: 0.2em;\n",
+              "  border-radius: 0.25em;\n",
+              "  color: var(--sklearn-color-text);\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-0);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+              "  /* Expand drop-down */\n",
+              "  max-height: 200px;\n",
+              "  max-width: 100%;\n",
+              "  overflow: auto;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+              "  content: \"▾\";\n",
+              "}\n",
+              "\n",
+              "/* Pipeline/ColumnTransformer-specific style */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+              "  color: var(--sklearn-color-text);\n",
+              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+              "  background-color: var(--sklearn-color-fitted-level-2);\n",
+              "}\n",
+              "\n",
+              "/* Estimator-specific style */\n",
+              "\n",
+              "/* Colorize estimator box */\n",
+              "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-2);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
+              "#sk-container-id-1 div.sk-label label {\n",
+              "  /* The background is the default theme color */\n",
+              "  color: var(--sklearn-color-text-on-default-background);\n",
+              "}\n",
+              "\n",
+              "/* On hover, darken the color of the background */\n",
+              "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
+              "  color: var(--sklearn-color-text);\n",
+              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+              "}\n",
+              "\n",
+              "/* Label box, darken color on hover, fitted */\n",
+              "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+              "  color: var(--sklearn-color-text);\n",
+              "  background-color: var(--sklearn-color-fitted-level-2);\n",
+              "}\n",
+              "\n",
+              "/* Estimator label */\n",
+              "\n",
+              "#sk-container-id-1 div.sk-label label {\n",
+              "  font-family: monospace;\n",
+              "  font-weight: bold;\n",
+              "  display: inline-block;\n",
+              "  line-height: 1.2em;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-label-container {\n",
+              "  text-align: center;\n",
+              "}\n",
+              "\n",
+              "/* Estimator-specific */\n",
+              "#sk-container-id-1 div.sk-estimator {\n",
+              "  font-family: monospace;\n",
+              "  border: 1px dotted var(--sklearn-color-border-box);\n",
+              "  border-radius: 0.25em;\n",
+              "  box-sizing: border-box;\n",
+              "  margin-bottom: 0.5em;\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-estimator.fitted {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-0);\n",
+              "}\n",
+              "\n",
+              "/* on hover */\n",
+              "#sk-container-id-1 div.sk-estimator:hover {\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-2);\n",
+              "}\n",
+              "\n",
+              "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+              "\n",
+              "/* Common style for \"i\" and \"?\" */\n",
+              "\n",
+              ".sk-estimator-doc-link,\n",
+              "a:link.sk-estimator-doc-link,\n",
+              "a:visited.sk-estimator-doc-link {\n",
+              "  float: right;\n",
+              "  font-size: smaller;\n",
+              "  line-height: 1em;\n",
+              "  font-family: monospace;\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "  border-radius: 1em;\n",
+              "  height: 1em;\n",
+              "  width: 1em;\n",
+              "  text-decoration: none !important;\n",
+              "  margin-left: 0.5em;\n",
+              "  text-align: center;\n",
+              "  /* unfitted */\n",
+              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+              "  color: var(--sklearn-color-unfitted-level-1);\n",
+              "}\n",
+              "\n",
+              ".sk-estimator-doc-link.fitted,\n",
+              "a:link.sk-estimator-doc-link.fitted,\n",
+              "a:visited.sk-estimator-doc-link.fitted {\n",
+              "  /* fitted */\n",
+              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+              "  color: var(--sklearn-color-fitted-level-1);\n",
+              "}\n",
+              "\n",
+              "/* On hover */\n",
+              "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+              ".sk-estimator-doc-link:hover,\n",
+              "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+              ".sk-estimator-doc-link:hover {\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+              "  color: var(--sklearn-color-background);\n",
+              "  text-decoration: none;\n",
+              "}\n",
+              "\n",
+              "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+              ".sk-estimator-doc-link.fitted:hover,\n",
+              "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+              ".sk-estimator-doc-link.fitted:hover {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-3);\n",
+              "  color: var(--sklearn-color-background);\n",
+              "  text-decoration: none;\n",
+              "}\n",
+              "\n",
+              "/* Span, style for the box shown on hovering the info icon */\n",
+              ".sk-estimator-doc-link span {\n",
+              "  display: none;\n",
+              "  z-index: 9999;\n",
+              "  position: relative;\n",
+              "  font-weight: normal;\n",
+              "  right: .2ex;\n",
+              "  padding: .5ex;\n",
+              "  margin: .5ex;\n",
+              "  width: min-content;\n",
+              "  min-width: 20ex;\n",
+              "  max-width: 50ex;\n",
+              "  color: var(--sklearn-color-text);\n",
+              "  box-shadow: 2pt 2pt 4pt #999;\n",
+              "  /* unfitted */\n",
+              "  background: var(--sklearn-color-unfitted-level-0);\n",
+              "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+              "}\n",
+              "\n",
+              ".sk-estimator-doc-link.fitted span {\n",
+              "  /* fitted */\n",
+              "  background: var(--sklearn-color-fitted-level-0);\n",
+              "  border: var(--sklearn-color-fitted-level-3);\n",
+              "}\n",
+              "\n",
+              ".sk-estimator-doc-link:hover span {\n",
+              "  display: block;\n",
+              "}\n",
+              "\n",
+              "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+              "\n",
+              "#sk-container-id-1 a.estimator_doc_link {\n",
+              "  float: right;\n",
+              "  font-size: 1rem;\n",
+              "  line-height: 1em;\n",
+              "  font-family: monospace;\n",
+              "  background-color: var(--sklearn-color-background);\n",
+              "  border-radius: 1rem;\n",
+              "  height: 1rem;\n",
+              "  width: 1rem;\n",
+              "  text-decoration: none;\n",
+              "  /* unfitted */\n",
+              "  color: var(--sklearn-color-unfitted-level-1);\n",
+              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
+              "  /* fitted */\n",
+              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+              "  color: var(--sklearn-color-fitted-level-1);\n",
+              "}\n",
+              "\n",
+              "/* On hover */\n",
+              "#sk-container-id-1 a.estimator_doc_link:hover {\n",
+              "  /* unfitted */\n",
+              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+              "  color: var(--sklearn-color-background);\n",
+              "  text-decoration: none;\n",
+              "}\n",
+              "\n",
+              "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
+              "  /* fitted */\n",
+              "  background-color: var(--sklearn-color-fitted-level-3);\n",
+              "}\n",
+              "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LatentDirichletAllocation(n_components=8, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LatentDirichletAllocation</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html\">?<span>Documentation for LatentDirichletAllocation</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>LatentDirichletAllocation(n_components=8, random_state=0)</pre></div> </div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(lda.components_.shape)\n",
+        "lda.components_"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kVjgJRbz3z3s",
+        "outputId": "ae82fdc4-adeb-48ef-ceb4-936a367d1656"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(8, 1000)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([[2.69030238e+02, 1.87798026e+02, 7.09003824e+01, ...,\n",
+              "        1.22710343e+01, 1.06329639e+02, 7.25995512e+01],\n",
+              "       [1.25091799e-01, 2.46049106e+00, 1.25051902e-01, ...,\n",
+              "        2.80071176e+02, 1.25089783e-01, 5.05669662e+01],\n",
+              "       [1.33978420e+02, 1.25042012e-01, 9.98277256e+01, ...,\n",
+              "        1.25092219e-01, 3.31078261e+01, 1.25028398e-01],\n",
+              "       ...,\n",
+              "       [2.98813886e+01, 1.88071366e+01, 1.14748730e+01, ...,\n",
+              "        1.93022584e+01, 5.29368271e+00, 1.44478198e+01],\n",
+              "       [1.25074899e-01, 1.25105300e-01, 1.25004235e-01, ...,\n",
+              "        1.03576436e+02, 1.25100535e-01, 7.22276359e+01],\n",
+              "       [1.25172284e-01, 1.03967760e+00, 1.25221075e-01, ...,\n",
+              "        5.31740996e+01, 1.25025929e-01, 1.25062991e-01]])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 16
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def display_topics(model, feature_names, no_top_words):\n",
+        "    for topic_index, topic in enumerate(model.components_):\n",
+        "        print('Topic #',topic_index)\n",
+        "\n",
+        "        # components_ array에서 가장 값이 큰 순으로 정렬했을 때, 그 값의 array index를 반환.\n",
+        "        topic_word_indexes = topic.argsort()[::-1]\n",
+        "        top_indexes=topic_word_indexes[:no_top_words]\n",
+        "\n",
+        "        # top_indexes대상인 index별로 feature_names에 해당하는 word feature 추출 후 join으로 concat\n",
+        "        feature_concat = ' '.join([feature_names[i] for i in top_indexes])\n",
+        "        print(feature_concat)\n",
+        "\n",
+        "# CountVectorizer객체내의 전체 word들의 명칭을 get_features_names( )를 통해 추출\n",
+        "feature_names = count_vect.get_feature_names_out()\n",
+        "\n",
+        "# Topic별 가장 연관도가 높은 word를 15개만 추출\n",
+        "display_topics(lda, feature_names, 15)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OCNrphmi6V6h",
+        "outputId": "cce2b861-eb84-424c-ac63-59c0784b8c6a"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Topic # 0\n",
+            "10 year medical health 1993 20 12 disease cancer team patients research number new 11\n",
+            "Topic # 1\n",
+            "don just like know think good time ve does way really people want ll right\n",
+            "Topic # 2\n",
+            "image file jpeg output program gif images format files color entry use bit 03 02\n",
+            "Topic # 3\n",
+            "armenian armenians turkish people said turkey armenia government genocide turks muslim russian greek azerbaijan killed\n",
+            "Topic # 4\n",
+            "israel jews dos jewish israeli dos dos arab state people arabs palestinian adl ed anti peace\n",
+            "Topic # 5\n",
+            "edu com available graphics ftp window use mail data motif software version pub information server\n",
+            "Topic # 6\n",
+            "god people jesus church believe say christ does christian think christians did know bible man\n",
+            "Topic # 7\n",
+            "thanks use using does help like display need problem know server screen windows window program\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from google.colab import files\n",
+        "uploaded = files.upload()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "fMcVBDBqzLb0",
+        "outputId": "9bfe4608-43ec-4f71-e1c4-3f9ff8fbe3de"
+      },
+      "execution_count": 77,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-52f65724-4537-4182-817c-950a44fd9618\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-52f65724-4537-4182-817c-950a44fd9618\">\n",
+              "      Upload widget is only available when the cell has been executed in the\n",
+              "      current browser session. Please rerun this cell to enable.\n",
+              "      </output>\n",
+              "      <script>// Copyright 2017 Google LLC\n",
+              "//\n",
+              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+              "// you may not use this file except in compliance with the License.\n",
+              "// You may obtain a copy of the License at\n",
+              "//\n",
+              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
+              "//\n",
+              "// Unless required by applicable law or agreed to in writing, software\n",
+              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+              "// See the License for the specific language governing permissions and\n",
+              "// limitations under the License.\n",
+              "\n",
+              "/**\n",
+              " * @fileoverview Helpers for google.colab Python module.\n",
+              " */\n",
+              "(function(scope) {\n",
+              "function span(text, styleAttributes = {}) {\n",
+              "  const element = document.createElement('span');\n",
+              "  element.textContent = text;\n",
+              "  for (const key of Object.keys(styleAttributes)) {\n",
+              "    element.style[key] = styleAttributes[key];\n",
+              "  }\n",
+              "  return element;\n",
+              "}\n",
+              "\n",
+              "// Max number of bytes which will be uploaded at a time.\n",
+              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
+              "\n",
+              "function _uploadFiles(inputId, outputId) {\n",
+              "  const steps = uploadFilesStep(inputId, outputId);\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  // Cache steps on the outputElement to make it available for the next call\n",
+              "  // to uploadFilesContinue from Python.\n",
+              "  outputElement.steps = steps;\n",
+              "\n",
+              "  return _uploadFilesContinue(outputId);\n",
+              "}\n",
+              "\n",
+              "// This is roughly an async generator (not supported in the browser yet),\n",
+              "// where there are multiple asynchronous steps and the Python side is going\n",
+              "// to poll for completion of each step.\n",
+              "// This uses a Promise to block the python side on completion of each step,\n",
+              "// then passes the result of the previous step as the input to the next step.\n",
+              "function _uploadFilesContinue(outputId) {\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  const steps = outputElement.steps;\n",
+              "\n",
+              "  const next = steps.next(outputElement.lastPromiseValue);\n",
+              "  return Promise.resolve(next.value.promise).then((value) => {\n",
+              "    // Cache the last promise value to make it available to the next\n",
+              "    // step of the generator.\n",
+              "    outputElement.lastPromiseValue = value;\n",
+              "    return next.value.response;\n",
+              "  });\n",
+              "}\n",
+              "\n",
+              "/**\n",
+              " * Generator function which is called between each async step of the upload\n",
+              " * process.\n",
+              " * @param {string} inputId Element ID of the input file picker element.\n",
+              " * @param {string} outputId Element ID of the output display.\n",
+              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
+              " */\n",
+              "function* uploadFilesStep(inputId, outputId) {\n",
+              "  const inputElement = document.getElementById(inputId);\n",
+              "  inputElement.disabled = false;\n",
+              "\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  outputElement.innerHTML = '';\n",
+              "\n",
+              "  const pickedPromise = new Promise((resolve) => {\n",
+              "    inputElement.addEventListener('change', (e) => {\n",
+              "      resolve(e.target.files);\n",
+              "    });\n",
+              "  });\n",
+              "\n",
+              "  const cancel = document.createElement('button');\n",
+              "  inputElement.parentElement.appendChild(cancel);\n",
+              "  cancel.textContent = 'Cancel upload';\n",
+              "  const cancelPromise = new Promise((resolve) => {\n",
+              "    cancel.onclick = () => {\n",
+              "      resolve(null);\n",
+              "    };\n",
+              "  });\n",
+              "\n",
+              "  // Wait for the user to pick the files.\n",
+              "  const files = yield {\n",
+              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
+              "    response: {\n",
+              "      action: 'starting',\n",
+              "    }\n",
+              "  };\n",
+              "\n",
+              "  cancel.remove();\n",
+              "\n",
+              "  // Disable the input element since further picks are not allowed.\n",
+              "  inputElement.disabled = true;\n",
+              "\n",
+              "  if (!files) {\n",
+              "    return {\n",
+              "      response: {\n",
+              "        action: 'complete',\n",
+              "      }\n",
+              "    };\n",
+              "  }\n",
+              "\n",
+              "  for (const file of files) {\n",
+              "    const li = document.createElement('li');\n",
+              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
+              "    li.append(span(\n",
+              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
+              "        `last modified: ${\n",
+              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
+              "                                    'n/a'} - `));\n",
+              "    const percent = span('0% done');\n",
+              "    li.appendChild(percent);\n",
+              "\n",
+              "    outputElement.appendChild(li);\n",
+              "\n",
+              "    const fileDataPromise = new Promise((resolve) => {\n",
+              "      const reader = new FileReader();\n",
+              "      reader.onload = (e) => {\n",
+              "        resolve(e.target.result);\n",
+              "      };\n",
+              "      reader.readAsArrayBuffer(file);\n",
+              "    });\n",
+              "    // Wait for the data to be ready.\n",
+              "    let fileData = yield {\n",
+              "      promise: fileDataPromise,\n",
+              "      response: {\n",
+              "        action: 'continue',\n",
+              "      }\n",
+              "    };\n",
+              "\n",
+              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
+              "    let position = 0;\n",
+              "    do {\n",
+              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
+              "      const chunk = new Uint8Array(fileData, position, length);\n",
+              "      position += length;\n",
+              "\n",
+              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
+              "      yield {\n",
+              "        response: {\n",
+              "          action: 'append',\n",
+              "          file: file.name,\n",
+              "          data: base64,\n",
+              "        },\n",
+              "      };\n",
+              "\n",
+              "      let percentDone = fileData.byteLength === 0 ?\n",
+              "          100 :\n",
+              "          Math.round((position / fileData.byteLength) * 100);\n",
+              "      percent.textContent = `${percentDone}% done`;\n",
+              "\n",
+              "    } while (position < fileData.byteLength);\n",
+              "  }\n",
+              "\n",
+              "  // All done.\n",
+              "  yield {\n",
+              "    response: {\n",
+              "      action: 'complete',\n",
+              "    }\n",
+              "  };\n",
+              "}\n",
+              "\n",
+              "scope.google = scope.google || {};\n",
+              "scope.google.colab = scope.google.colab || {};\n",
+              "scope.google.colab._files = {\n",
+              "  _uploadFiles,\n",
+              "  _uploadFilesContinue,\n",
+              "};\n",
+              "})(self);\n",
+              "</script> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving accuracy_garmin_nuvi_255W_gps.txt.data to accuracy_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving bathroom_bestwestern_hotel_sfo.txt.data to bathroom_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving battery-life_amazon_kindle.txt.data to battery-life_amazon_kindle.txt (1).data\n",
+            "Saving battery-life_ipod_nano_8gb.txt.data to battery-life_ipod_nano_8gb.txt (1).data\n",
+            "Saving battery-life_netbook_1005ha.txt.data to battery-life_netbook_1005ha.txt (1).data\n",
+            "Saving buttons_amazon_kindle.txt.data to buttons_amazon_kindle.txt (1).data\n",
+            "Saving comfort_honda_accord_2008.txt.data to comfort_honda_accord_2008.txt (1).data\n",
+            "Saving comfort_toyota_camry_2007.txt.data to comfort_toyota_camry_2007.txt (1).data\n",
+            "Saving directions_garmin_nuvi_255W_gps.txt.data to directions_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving display_garmin_nuvi_255W_gps.txt.data to display_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving eyesight-issues_amazon_kindle.txt.data to eyesight-issues_amazon_kindle.txt (1).data\n",
+            "Saving features_windows7.txt.data to features_windows7.txt (1).data\n",
+            "Saving fonts_amazon_kindle.txt.data to fonts_amazon_kindle.txt (1).data\n",
+            "Saving food_holiday_inn_london.txt.data to food_holiday_inn_london.txt (1).data\n",
+            "Saving food_swissotel_chicago.txt.data to food_swissotel_chicago.txt (1).data\n",
+            "Saving free_bestwestern_hotel_sfo.txt.data to free_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving gas_mileage_toyota_camry_2007.txt.data to gas_mileage_toyota_camry_2007.txt (1).data\n",
+            "Saving interior_honda_accord_2008.txt.data to interior_honda_accord_2008.txt (1).data\n",
+            "Saving interior_toyota_camry_2007.txt.data to interior_toyota_camry_2007.txt (1).data\n",
+            "Saving keyboard_netbook_1005ha.txt.data to keyboard_netbook_1005ha.txt (1).data\n",
+            "Saving location_bestwestern_hotel_sfo.txt.data to location_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving location_holiday_inn_london.txt.data to location_holiday_inn_london.txt (1).data\n",
+            "Saving mileage_honda_accord_2008.txt.data to mileage_honda_accord_2008.txt (1).data\n",
+            "Saving navigation_amazon_kindle.txt.data to navigation_amazon_kindle.txt (1).data\n",
+            "Saving parking_bestwestern_hotel_sfo.txt.data to parking_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving performance_honda_accord_2008.txt.data to performance_honda_accord_2008.txt (1).data\n",
+            "Saving performance_netbook_1005ha.txt.data to performance_netbook_1005ha.txt (1).data\n",
+            "Saving price_amazon_kindle.txt.data to price_amazon_kindle.txt (1).data\n",
+            "Saving price_holiday_inn_london.txt.data to price_holiday_inn_london.txt (1).data\n",
+            "Saving quality_toyota_camry_2007.txt.data to quality_toyota_camry_2007.txt (1).data\n",
+            "Saving room_holiday_inn_london.txt.data to room_holiday_inn_london.txt (1).data\n",
+            "Saving rooms_bestwestern_hotel_sfo.txt.data to rooms_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving rooms_swissotel_chicago.txt.data to rooms_swissotel_chicago.txt (1).data\n",
+            "Saving satellite_garmin_nuvi_255W_gps.txt.data to satellite_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving screen_garmin_nuvi_255W_gps.txt.data to screen_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving screen_ipod_nano_8gb.txt.data to screen_ipod_nano_8gb.txt (1).data\n",
+            "Saving screen_netbook_1005ha.txt.data to screen_netbook_1005ha.txt (1).data\n",
+            "Saving seats_honda_accord_2008.txt.data to seats_honda_accord_2008.txt (1).data\n",
+            "Saving service_bestwestern_hotel_sfo.txt.data to service_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving service_holiday_inn_london.txt.data to service_holiday_inn_london.txt (1).data\n",
+            "Saving service_swissotel_hotel_chicago.txt.data to service_swissotel_hotel_chicago.txt (1).data\n",
+            "Saving size_asus_netbook_1005ha.txt.data to size_asus_netbook_1005ha.txt (1).data\n",
+            "Saving sound_ipod_nano_8gb.txt.data to sound_ipod_nano_8gb.txt (1).data\n",
+            "Saving speed_garmin_nuvi_255W_gps.txt.data to speed_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving speed_windows7.txt.data to speed_windows7.txt (1).data\n",
+            "Saving staff_bestwestern_hotel_sfo.txt.data to staff_bestwestern_hotel_sfo.txt (1).data\n",
+            "Saving staff_swissotel_chicago.txt.data to staff_swissotel_chicago.txt (1).data\n",
+            "Saving transmission_toyota_camry_2007.txt.data to transmission_toyota_camry_2007.txt (1).data\n",
+            "Saving updates_garmin_nuvi_255W_gps.txt.data to updates_garmin_nuvi_255W_gps.txt (1).data\n",
+            "Saving video_ipod_nano_8gb.txt.data to video_ipod_nano_8gb.txt (1).data\n",
+            "Saving voice_garmin_nuvi_255W_gps.txt.data to voice_garmin_nuvi_255W_gps.txt (1).data\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import glob, os\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')\n",
+        "pd.set_option('display.max_colwidth', 700)\n",
+        "\n",
+        "# 업로드한 파일들은 모두 /content에 저장됨\n",
+        "path = '/content'\n",
+        "all_files = glob.glob(os.path.join(path, \"*.data\"))\n",
+        "filename_list = []\n",
+        "opinion_text = []\n",
+        "\n",
+        "for file_ in all_files:\n",
+        "    # 파일을 table 형식으로 읽을 수 있을 때\n",
+        "    try:\n",
+        "        df = pd.read_table(file_, index_col=None, header=0, encoding='latin1')\n",
+        "        content = df.to_string()\n",
+        "    except:\n",
+        "        # 파일이 표 형식이 아니면 그냥 텍스트로 읽기\n",
+        "        with open(file_, encoding='latin1') as f:\n",
+        "            content = f.read()\n",
+        "    filename_ = file_.split('/')[-1]\n",
+        "    filename = filename_.split('.')[0]\n",
+        "    filename_list.append(filename)\n",
+        "    opinion_text.append(content)\n",
+        "\n",
+        "document_df = pd.DataFrame({'filename': filename_list, 'opinion_text': opinion_text})\n",
+        "print(document_df.shape)\n",
+        "document_df.head()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 641
+        },
+        "id": "IwH4wis80Qte",
+        "outputId": "0052117e-8670-47b4-da39-c0c7ea87b113"
+      },
+      "execution_count": 87,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(102, 2)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                     filename  \\\n",
+              "0  interior_toyota_camry_2007   \n",
+              "1  speed_garmin_nuvi_255W_gps   \n",
+              "2     rooms_swissotel_chicago   \n",
+              "3  speed_garmin_nuvi_255W_gps   \n",
+              "4   comfort_toyota_camry_2007   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  opinion_text  \n",
+              "0                                                                                                                                                                                                                                      First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...  \n",
+              "1                                                                                                                                                            Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...  \n",
+              "2                                                                                                                                                                                                                    The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...  \n",
+              "3                                                                                                                                                            Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...  \n",
+              "4                                                                                                                                                  Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...  "
+            ],
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+              "      <th>0</th>\n",
+              "      <td>interior_toyota_camry_2007</td>\n",
+              "      <td>First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>rooms_swissotel_chicago</td>\n",
+              "      <td>The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>comfort_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...</td>\n",
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                                                                                                                   The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                                                                                                                  Also, thanks to Ken the concierge for recommending Grand Limo service .\\n2                                                                                                                                                                                    The restaurant is not cheap but is very well patronised and the service is very good as is the food .\\n3                                                                                                                                                                                                                                  Service was spotty  Front desk was marginally helpful .\\n4                                                                                                                                                                     This tuscan, themed hotel was charming, clean   comfortable and the complimentary concierge service was so helpful .\\n5                                                                                                                                                                                                         Phenominal Service, great room, great location ,  couldn't have asked for more .\\n6                                                                                                                                                                                                                It has some charms in decor, and all staff gave very good service to us .\\n7                                                                                                                                                                            The rooms were clean and updated, the beds were comfortable, and the bellman service was fast and efficient .\\n8                                                                                                                                                           A highlight of our visit was the historic boats at the Hyde Street Pier , ,  a national Park Service site that costs only $5 .\\n9                                                                                                                                                                                                                                 The service was quick and gracious checking in and out .\\n10                                                                                                                                                                                                                                                      Great location service and value !\\n11                                                                     So to sum up if your looking for somewhere to lay your head after a long day then this is the place for you if your looking for something a bit special with good customer service avoid this place like the plague\\n12                                                                                                                                                                       I did not take advantage of the concierge service, but I saw many people were receiving great service from them .\\n13                                                                                                                                                                                                                                                 Great value and service for the price !\\n14                                                                                                                                                                                                                                                     Excellent Service ,  Great Location\\n15                                                                                                                                                                                                                                                The staff and service were exceptional .\\n16                                                                                      The concierge can give discounts for booking city tours and for some restaurants, although we tried Neptune's which was recommended to us and felt it was overpriced for the service and quality .\\n17                                                                                                                                                                                                                       I personally appreciated the free internet service in the hotel .\\n18                                                                                                   In addition, they advertise Limousine service to the financial district but when I inquired they announce they had stopped the service and I would need to take mass transportation .\\n19                                                                                       As I checked out I expressed my disappointment there were no biscottis and transportation service and the check out clerk tells me they do have the service and I needed to make an appointment .\\n20                                                                                                                                                                                          All employee's that I mentioned have shown customer service skills that are above and beyond .\\n21                                                                                                                                                              We had a discussion on the plane that it was such a shame that customer service was gone in so many companies these days .\\n22                                                                                                                                                                                                   The rooms were a decent size for a city hotel and were very clean and well serviced .\\n23                                                                                                                                                                                                                                                       Wonderful service friendly people\\n24                                                                                                                                                                                                                                        seems service just isn't the way it used to be .\\n25                                                                                                                                                                        i'am 40 years old and its very disheartening that people have lost their pride of service and doing a good job .\\n26                                                                                                                                                                           We have stayed at The Tuscan Inn on our last 3 trips to San Francisco, and I really can't fault the service .\\n27                                                                                                                                                                                                         The staff at this hotel make you feel so welcome and its service with a smile .\\n28                                                                                                         All the staff go the extra mile to assist in anyway they can and the staff of the ajoining Cafe Pescatore are just as welcoming, with great service and the food is excellent .\\n29                                                                                                                                                                                        We ate at the Italian restaraunt located in the hotel and the food and service was outstanding .\\n30                                                                                                                                                                                                                                                    Never experienced the room service .\\n31                                                                                                                                                                                                                                              Service was all good, albeit a bit stoic .\\n32                                                                                                                                            Unfortunately we didn't get to dine in the hotel restaurant, but I'd say it would be good, if the after hours service is anything to go by !\\n33                                                                                                                                                      I'd highly recommend the Tuscan Inn based on location, cheerfulness of staff, aesthetics in the room and general overall service .\\n34                                                                                                                                                                                                                                             Excellent service great location good value\\n35                                                                                                      The staff at the front desk could not have been more helpful and whilst we did not avail his services, the concierge always seemed to be busy with guests giving info and advice .\\n36                                                                                                                                                                         There was also a gentleman offering massage at this time and we met a few people who had enjoyed his services .\\n37                                                                                                                                                                                                                                              The food and service were both excellent .\\n38                                                                                                                                                             This was probably not the best pick for us as we don't like tourist areas and Fishermans Wharf if one big tourist service .\\n39                                                                                                                                                                               There are many public transportation options including the cable cars, the trolley line and bus service .\\n40                                                                                                                                                  The highlight of this hotel for us was the service offered by the staff, particularly the two concierges on duty while we were there .\\n41                                                                                                                                                                                                       Their service was of the level and knowledge I would expect at at 5, star hotel .\\n42                                                     One day we had the do not disturb sign on the door before the maid had come so we could rest, and when we finally stepped out for about an hour, we changed the sign for maid service and everything was perfect when we returned !\\n43                                                                                                            Amenities ,  While this hotel isn't a luxury property, they have some nice touches like marble bathrooms, mini bar, room service and an evening wine reception every day   .\\n44                                                                                                               At this point I asked to be put through to Best Western Customer Services and amazingly our room was changed to a king bed suite as per our reservation within the hour .\\n45                                                                                                                                                                                                       They state that there is an obligatory service charge for tables of more than 6 .\\n46                                                                                                                             We dined as a party of 4 and were still hit with this and then the waitress failed to hand over $10 of change taking this as an additional service charge .\\n47                                                                                                                                                                                                                                   We were very impressed with the service we received .\\n48                                                                                                                                                                                                                                               The concierge service is second to none .\\n49                                                                                                                                          Tuscan Inn has it all, exellant location,very close to public transport, very clean, impeccable, friendly service and a supermarket opposite .\\n50                                                                                                                                               We found a great breakfast place just around the corner in Taylor St, called Darren's Cafe, good prices with excellant food and service .\\n51                                                                                                                                                                                    Valet parking for $40 per night seems a bit steep,but at least the service was efficient and quick .\\n52                                                                                                                                                                                                              very clean,well maintained,with efficient,if not overly friendly service .\\n53                                                                                                                                                                                          The hotel makes a big thing of the coffee bisc service in the morning,and this is quite nice .\\n54                                                                                                                                                                             I'd say that,as far as the evening   wine service is concerned,if you happen to be in the hotel,it's fine .\\n55                                                                                                                                                                                                                             Did not eat at the restaurant, but room service was great .\\n56                                                                                                                                                                                      Overall, the stay at The Tuscan Inn was great and would highly recommend due to the room service .\\n57                                                                                                                                                                                                                      There are other hotels in the area who do not offer room service .\\n58                                                                                                                                                                                                                                              The service in the hotel was really good .\\n59                                                                                                                                                     The restaurant in the hotel ,  Cafe Pescatore ,  does the breakfast run for room service, it was adequate but a little overpriced .\\n60                                                                                                         Lunch and dinner room service is provided by North Beach Pizza, which deliveries many Italian specialties including pasta, entrees, salads, sandwiches and of course ,  pizza .\\n61                                                                                                                           However, there are countless restaurants of all sorts and price ranges within a 1, 4 block walk of this hotel, there is little reason to order room service .\\n62                                                                                                                                                                                                   We did not use this service but thought it was nice that it was available if needed .\\n63                                                                                                                      We did not eat at the hotel restaurant, we chose to eat at the IHOP around the corner for breakfast and it was good food and service, and they are open 24 hours .\\n64                                                                                                                                                                                                                                               Maid service was prompt and outstanding .\\n65                                                                                                                                                                    very good hotel ,  great location, concierge extremely helpful, decor is nice and the maid service was excellent   .\\n66                                                                                                                                                                                                                                                    The customer service was wonderful .\\n67                                                                                                                                                                          The adjacent Cafe Pescatero was handy for breakfast but had some hiccups in service, but it was okay overall .\\n68                                                                                                                                                                                                                                                , provide service like high end hotels .\\n69                                                                     Will store your luggage in separate room on your check out day if you have late flight, want to spend more time,Oldest Italian restaurant in the country w in walking distance, back east service, integrity, etc .\\n70                                                                                                                                                                                                                                                    Split a fare w a private service i .\\n71                                                                                                                                                                , we walked everywhere including up the hill to Coit Tower   then walked down just in time to attend 1300 service @ St .\\n72                                                                                                                                                                                                The staff was so friendly and helpful and the concierge service was very knowledgeable .\\n73                                                                                                                 A masseur was giving guests a massage at the same location, not sure if there was a charge involved for that service, as there was no information about that anywhere .\\n74   The hotel is conveniently located to the shopping centre across the road, and we made use of this to purchase our breakfast requirements, as we had not had great service from the adjoining cafe Pescatore for our evening meal and thought we would do our own thing each morning .\\n75                                                                                                                                                                                                                                      Housekeeping service was very inadequate, though .\\n76                                                                                                                                                                                                                                                       and the service was just ok too .\\n77                                                                                                                                                                                                                           The whole trip was ruined by the guest service of the hotel .\\n78                                                                                                                                                                                      They say they pride themselves on being the best in guest service but I was not impressed at all .\\n79                                                                                                                                                                                                    The valet parking was overpriced, the service was terrible, and the coffe was cold .\\n80                                                                                                                                                         service was extra good, very friendly and there is a great cafe across the street   which has the best breakfast in the world .\\n81                                                                                                                                                                                                                                  The service was fine with the exception of check, in .\\n82                                                                                                                                                                         From reading other reviews, it seems as though this hotel has significant lapses in service from time to time .\\n83                                                                                                                                                                        Nevertheless, I did like this hotel,  the rooms, location, and most of the service and I would stay here again .\\n84                                                                                                                                                                                                                                                  Nice place but service could be better\\n85                                                                                                                                                                                                                     Overall we had a nice stay but just had some minor service issues .\\n86                                                                                                                                                                                            When we finally found the church later, the service times she had given us were wrong, too .\\n87                                                                                                                           Speaking of parking, you're going to have to pay and it's going to have to be valet service, as there are no free self park lots that are part of the hotel .\\n88                                                                                                                           The hotel is pretty much as you'd expect from the chain , nice clean rooms well serviced, and the staff were extremely helpful,  very pleasant to deal with .\\n89                                                                                                                                                                         Service was poor and they got our order wrong, but they did correct it at no extra cost and the food was good .\\n90                                                                                                                                                                                                                                                 Great service and friendly Front Desk .\\n91                                                                                                                                                                                                                                                    The Concierge service is excellent .\\n92                                                                                                                                     Valet parking was $36 a day, but we're not complaining because other SF wharf hotels have charged us a similar fee even without the valet service .\\n93                                                                                                                                                 This hotel is truly a value for the mid, level traveler looking for excellent accomodations and the HIGHEST LEVEL OF SERVICE ANYWHERE !\\n94                                                                                                                                                                                                     But the maid service was excellent, it was very clean and the bed was comfortable .\\n95                                                                                                                                                                                                                     The service from every staff member we encountered was delightful .\\n96                                                                                                                                                                                                                                                       Great location service and beer .\\n97                                                                                                                                                                                                                              The hotel room was average although the service was good .\\n98                                                                                                                                                      In accordance with the Tuscan Inn\\u0092s Italian style theme a coffee tea biscotti service was open from 6am till 9am in the mornings .\\n99                                                                                                                                                                                              In the evenings from 5pm till 6pm a wine, beer and sparkling water service was available .\\n100                                                                                                                                                                                                                                                         Maid service was prompt, too .\\n101                                                                                                                                                                                                                 the service is poor, and for those used to staying in Kimpton hotels .\\n102                                                                                                                                                                                                 There is simply not the service, oriented feeling one is used to in this hotel group .\\n103                                                                                                                              It has everthing you need to have a great time in a great city,  location, good service, great food  , comfortable rooms and a complimentary happy hour .\\n104                                                                                                                                                                                                                         The cafe is comfortable and service was attentive and polite .\\n105                                                                                                                                                                                                                                                 Room service at the hotel is limited :\\n106                                                                                                                    The rooms are small but very clean, charmingly decorated with a view of the little flowered courtyard, comfy beds, plenty of pillows   towels and smiling service .\\n107                                                                                                                                                                   I really didn't get a chance to experience the staff's level of service but the rooms are small as is the bathroom .\\n108                                                                                                                                                             One other thing, I took my family to the eating establishment connected to this hotel and the service there was TERRIBLE !\\n109                                                                                                                                The concierge, in turn, told us to see the bellman, who said the shuttle did not run on weekends and he knew nothing about how to arrange the service .\\n110                                                                                                                                                                                                                  We ate there several times and never had a bad meal or poor service .\\n111                                                                                                                                                                        While we were making these arrangements, the valet secured a shuttle service to get us to the airport on time .\\n112                                                                                                                                                                                               Found the food there to be quite nice, and our service was always prompt and efficient .\\n113                                                                                                                                                                        I planned a weekend getaway and thought because of the location and Hotel chain we would receive good service .\\n114                                                                                                                The service was excellent, the room was terrific, the bed was incredibly comfortable and the hotel is centrally located to all the major attractions of San Francisco .\\n115                                                                                                                                                                                                                  Very clean room, great location, wonderful service and dog friendly .\\n116                                                                                                                                                                                      The personalized service always stands out and if we have a problem, it is immediately remedied .\\n117                                                                                                                                                                                                                                 WORST BW we've ever stayed in as far as service goes .\\n118                                                                                                                                                                  We ate breakfast there one day and were appalled at the slow service, rude waitstaff, and overpriced breakfast food .\\n119                                                                                                                               I had breakfast and dinner a few times at the restaurant joined to the hotel, Cafe Pescatore, and thought the food and the service were both very good .\\n120                                                                                                                                                                                                                                       The rooms were great and the Service wonderful .\\n121                                                                                                                                                                                                                                       The only complaint I have is the Valet service .\\n122                                                                                                                                                                                                                              The front desk is the worst service I have had in years .\\n123                                                                                                                                                                                                                                And the hotel restaurant food and service was   awful .\\n124                                                                                                                                                                                                                                     great rooms fantastic location and great service !\\n125                                                         i would also urge other vistors to prebook Alacatraz with Blue and Gold Fleet direct on there website before they arrive in San Fran as you can pick up your tickets at the self service machine without the miles of queues !\\n126                                                                                                                                                                                    The food at the &quot Cafe&quot  is quite &quot hotel, like&quot  but the service makes up for it .\\n127                                                                                                                                                                                            friendly service was evident each day and the gentleman conceirge was patient and helpful .\\n128                                                                                                                                                  The valet guy was extremely helpful and very friendly but the check in guest services staff on the whole uninterested and unhelpful .\\n129                                                                                                                                                                                                         The hotel restaurant was a bit over priced but good service and good quality .\\n130                                                                                                                                                                                                                                   Courteous, responsive service and a great location !\\n131                                                                                                                                                              The service was good, the wine service each evening was very nice   next to the fireplace, and the location was awesome !\\n132                                                                                                                                                                         The service was friendly and helpful at the front desk, but the conciege that I dealt with was not very good .\\n133                                                                                                                                                                                                          Excellent staff and service and the adjoining Italian restaurant was superb .\\n134                                                                                                                                                                                                                                             A very cheerful staff and prompt service .\\n135                                                                                                                                                                                                            Great people, service was terrefic, especially during this stressful time !\\n136                                                                                                                        Teaming this Hotel with the great food   service @ Cafe Pescatore, I would definitely choose this hotel again while in SF, an experience we won't ever forget .\\n137                                                                                                                                    I was also disappointed that the hotel's &quot room service&quot  came from a nearby pizzeria, but the hotel still charged a fee on each delivery .\\n138                                                                                                                                                   Being that I worked as a front desk person at a Best Western for quite awhile I was on the lookout for good service and facilities .\\n139                                                                                                                                                                                       We asked her how to get back to the airport without having to pay the shuttle service $15 each .\\n140                                                                                                                                                                                                                                       And value is key for the rooms and the service !\\n141                                                                                                                                                                                                                                 The service is always great and the rooms very clean .\\n142                                                                                                                                                                                                                                           nette Lage aber durchschnittlicher Service !\",\n          \"                                                                                                                                                                                                                                                                         I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                                                                                                                                                           I have lots of music cd's and dvd's, so currently I'm just interested in storing some of my music and videos on the ipod so I can enjoy them on my vacation, and while at work .\\n2                                                                                                                                                                                                                                                                There's a right way and wrong way to store music and videos onto the ipod .\\n3                                                                                                                                                                                                                                                                               Audio and video recording are a step above the competition .\\n4                                                                                                                                                                                                                                                                                          As always, the video screen is sharp and bright .\\n5                                                                                                                                                                                                                                                                                                  ipod nano even better with video camera !\\n6                                                                                                                                                                             This time around, Apple is branching out of its iPod formula in a small, but not insignificant way by gracing the back of the Nano with its own video camera .\\n7                                                                                                                                                                                                                     Still, video fans should consider stepping up to a product with a larger screen, such as the Zune HD   or iPod Touch .\\n8                                                                                                                                                                      The user interface of the 5G Nano remains almost entirely unchanged with the exception of a few new menu items for the video camera, FM radio, and fitness features .\\n9                                                                                                                                                                                                                                                                                I can listen to it without headphones, i can record video .\\n10                                                                                                                                                                                                                                                      It looks nicer than my other one, love the video and everything else this one can do\\n11                                                                                                                                                               wish BB could engrave them too  announcer for songs is kind of annoying  Haven't yet tried the video, but very pleased with the size and quality of my music on this nano .\\n12                                                                                                                                                                                                                                                                                              Hard to delete videos from the Nano device .\\n13                                                                                                                                                                                                              The video design allow you to take different types of vidoe like x, ray, monochrome, and twist making it enjoyable to play .\\n14                                                                                                                                                                                                        The video quality is actually fairly good, my friend toook a video with it and she uploaded it to facebook and it came out great !\\n15                                                                                                                                                                                                                                                              It eve ncame out better than a video she took with an actual camera camera !\\n16                                                                                                                                                                                                                                                                                                            the video quality is perfect .\\n17                                                                                                                                                                                                                                                                                                        Great for music, just OK for video\\n18                                                                                                                                                                                                                                                                                            Video recorder only, cannot take just photos .\\n19                                                                                                                                                                                                                                                                     the VIDEO, VOICE and PEDOMETER recorder is one great addition to it .\\n20                                                                                                                                                 As for the video camera it's a nice addition considering it's an mp3 player first and foremost, I think people are going to go into this and think maybe I can replace my old video, NO .\\n21                                                                                                                                                                  It just a solid low quality video camera some of the lighting or your fingers may get in the way of the actual recording but once you get use to it, it can become fun .\\n22                                                                                                                                                                                                                                                                              I find it weird that it will take video but not still pics .\\n23                                                                                                                                                                                                           It looks just like the 4th generation, except on the back, there's a camera to take video clips or whatever it is you want to .\\n24                                                                                                                                 i hate itunes, but it seems to be a necessary evil in order to tag say a video as music and not a movie, so though i originally started with 3rd party apps for syncing i have since switched to itunes .\\n25                                                                                                                                                                            This time around, Apple is branching out of its iPod formula in a small, but not insignificant way by gracing the back of the Nano with its own video camera .\\n26                                                                                                                                                                                                                                               The video works very well for such a small sensor and it is so easy and convenient to use .\\n27                                                                                                                                                                                                                                     We have had portable video players for our children as our cars are not equipped with these devices .\\n28                                                                                                                                                                                                                                                                Video camera quality and sound are also surprising for such a small unit .\\n29                                                                                                                                                                             Not a tremendous surprise here, as we believed the sixth, generation  true video iPod  would not be announced until later in the year or even early in 2007 .\\n30   5G lies a more mature iPod, many steps wiser and more able than its one, year, old  The iPod gains many incremental improvements, including a brighter screen and better video battery life, but probably the most appealing aspect is the tantalizing price points of $249 for the 30GB version and $349 for the huge 80GB version   .\\n31                                                                                                                                                                                                                                                  The 80GB is enticing for video addicts both for the capacity iTunes movies are about 1 .\\n32                                                                                                                                                                                                                                                                                The video camera is nice, just wish it could take stills .\\n33                                                                                                                                                                                                                                                             The one problem with the video camera is it is not the easiest thing to use .\\n34                                                                                                                                                                                                           I also like that videos can be watched on it as well as listening to it without the ear phones that is a really great feature .\\n35                                                                                                                                                                                                                                                  The only odd thing is that is has a video camera but doesn't have a single shot camera .\\n36                                                                                                                                                                                                                                                                                  Easy to use, Video Camera, Radio, Size, Sound Quality  .\\n37                                                                                                                                                  The battery doesn't last a long time especially when you're recording or watching a video but I just listen to music most of the time and it lasts me a good length of time doing that .\\n38                                                                                                                                                                                                                                                                                   The video quality is great and has different settings .\\n39                                                                                                                                                                                                                                                   Definitely easier to use than the IPod Touch, and the video camera feature is awesome .\\n40                                                                                                                                                                                                                                                                  That way you will have enough storage to add music, video and pictures !\\n41                                                                                                                                                                                                         I haven't found anything that is not so great  This is a multi use MP3 player with the ability to make videos, music and videos .\\n42                                                                                                                                                                                                                          Great new features in this iPod generation include voice recording, listening to radio, and even filming video .\\n43                                                                                                                                                                                                                                                                                                         Has video camera and voice memo .\\n44                                                                                                                                                                                                                                                                                              The video looks great and it's easy to use .\\n45                                                                                                                                                                                                                                 No  off  switch  Compared to Gen 4 the ability to listen without speakers and the video camera is great .\\n46                                                                                                                                                                                                                                                                                 As easy to use as any other iPod, and the video is good .\\n47                                                                                                                                                                                                                                                                                     She loves to make her own videos and play them back .\\n48                                                                                                                                                                                                                                                                                                  The videos are so clear I just love it .\\n49                                                                                                                                                                                                                                                           However, the way it is designed, it is clumsy to hold while recording a video .\\n50                                                                                                                                                                                                                                                                      camera does only video, not pictures  Way better than 2nd gen nano .\\n51                                                                                                                                                                                                                                                             Love the camera, but wish it had photo capabilities, rather than just video .\\n52                                                                                                                                                                                                                                                                                     It's got radio, video, camera, video camera, small  .\\n53                                                                                                                                                                                                                                                                             Love the pedometer feature on the nano and the video camea  .\\n54                                                                                                                                                                                                                                                                                        The color, the video, overall the item is great  .\\n55                                                                                                                                                                                                                                                                          The size is very nice and compact and the videos are beautiful !\\n56                                                                                                                                                                                                                                 it would be nice to delete songs when they get old  the video camera is the best, i use it all the time .\\n57                                                                                                                                                                                                            It was fine quality sounds for  roof, raising  music and also insane levels of clearity for music videos or movies on the go !\\n58                                                                                                                                                                                                                                               The video camera feature is awesome enough, but all of the special effects are incredible .\\n59                                                                                                                                                                                                                                                          He loves shooting video and then viewing it in  cyborg  mode or in sepia tones .\\n60                                                                                                                                                                                                                                                                   Our 12 year old loves the IPod ,  especially the video camera feature .\\n61                                                                                                                                                                                                                                lots of features  I got this for my son because he wanted an MP3 player and a video camera for Christmas .\\n62                                                                                                                                                                                                                                                                     Like the extra features ,  pedometer, video camera, radio, speakers .\\n63                                                                                                                                                                                                                                                                     haven't quite mastered the video camera yet, but I'm okay with that !\\n64                                                                                                                                                                                                                                                                                                     Movies, videos, music, music, music .\\n65                                                                                                                                                                                                                                                                               Plenty of memory to add all your favorte music and videos .\\n66                                                                                                                                                                                                                                                                                                  The 16g holds a lot of music and video .\\n67                                                                                                                                                                                       video, motion sensing, screen size and sllek look  I recently upgraded from the 2nd generation Nano and love the new features of the newest model .\\n68                                                                                                                                                                                                                                                                                 Can't believe the picture quality and ease of video use !\\n69                                                                                                                                                                                                                                                                                                   It will take video, but not pictures  ?\\n70                                                                                                                                                                                                                                                         Secondly, the thing has the capability to record video, but won't take pictures .\\n71                                                                                                                                                                                                                                                                                 Yeah, that's typed correctly ,  video, but not pictures .\\n72                                                                                                                                                                                                                                                  Seems kinda silly that they would go right to video and completely neglect photography .\\n73                                                                                                                                                                                                                                                                             My daughter loves taking video, as well as the music & pics !\\n74                                                                                                                                                                                                                                                                                          She takes videos and pics with it all the time .\\n75                                                                                                                                                                                                                                                            I decided to get this iPod cause of the Memory and the Video Cam in the back .\\n76                                                                                                                                                                                                                                                                                            The video camera and the graphics is so cool !\\n77                                                                                                                                                                                                                                                                                                       Easy to use and cool video camera !\\n78                                                                                                                                                                                                                                                                         Comes in different colors, make videos, and holds alot of music .\\n79                                                                                                                                                                                                                                                                                         Small, holds lots of songs, video, easy to use  .\\n80                                                                                                                                                                                                                                                                                 Can't figure out how to review the video clips I record .\\n81                                                                                                                                                                                                                                         This is an easy to use item, but is slightly confusing to use when trying to review video clips .\\n82                                                                                                                                                                                                                                                         It takes video and has a really cool radio feature on it, according to the kids .\\n83                                                                                                                                                                                                                                                                           easy to use, cool helpful features, video camera, voice over  .\\n84                                                                                                                                                                                                                                                       The video camera is great   and the different effects are fun to mess around with .\\n85                                                                                                                                                                                                It would be nice if the video camera zoomed in a little and if there was a regular camera as well, but those are pretty minor complaints .\\n86                                                                                                                                                                                                                                            My daughter thinks that the video clarity is amazing and finds the built in speakers awesome .\\n87                                                                                                                                                                                                                                                                                              The camera and video feature are wonderful .\\n88                                                                                                                                                                                                                                                                                                        Holds tons of music, video, pics .\\n89                                                                                                                                                                                                                                                                          I wish the video camera had a pause on it, but you can't pause .\\n90                                                                                                                                                                                                                                                         It can hold tons of music, video, pics and watching movies on the plane is nice .\\n91                                                                                                                                                                                                                  I also wish the video camera had a pause on it, but it doesn't pause and starts with a new video everytime you stop it .\\n92                                                                                                                                                                                          She didn't want the touch, she wanted the nano because you can video, it has the radio that she can play back the songs and she likes the size .\\n93                                                                                                                                                                                                                                                                              The video camera is great and the screen size is a nice size\\n94                                                                                                                                                                                                                                                                              We haven't tried the video yet, so I can't comment on that .\\n95                                                                                                                                                                                                                                                           great video quality, no ear buds required internal sound system sounds great  .\\n96                                                                                                                                                                                Still to new to we'll see  Great product, video feature is awesome and I love how there is now internal sound and you don't have to use ear buds with it .\\n97                                                                                                                                                                                                                          Don't really need video camera  eventhough we don't use the video that much the rest of the features are great .\\n98                                                                                                                                                                                                                                                                                 It does so many things,  Wow, nav, video, mp3, and more !\\n99                                                                                                                                                                                                                                                         I love how easy it is to download from ITunes and the fact I can also do video  .\\n100                                                                                                                                                                                                                                     I am learning to navigate the menu better that at first and love that fact that I can take a video .\\n101                                                                                                                                                                                                                                                                                         Its easy to use and love the new video feature .\\n102                                                                                                                                                                                                                                                                 It does have some nice features such as the video camera and the radio .\\n103                                                                                                                                                                       He has been using it consistently ever since and has nothing but praise for it and it's many options  loves the video cam and the music player recorder especially\\n104                                                                                                                                                                                                                                                                                    Watching any videos drains the battery very quickly .\\n105                                                                                                                                                                                                                                                                               Glad you listen to the radio, play games and take video  .\\n106                                                                                                                                                                                                           none of my old Nano asseccories work with this one  Fun new Ipod, the video feature is fun but difficult to learn how to use .\\n107                                                                                                                                                                                                                      I've downloaded a lot of CDs and music from iTunes, also a few music videos,which are great fun to watch and hear .\\n108                                                                                                                                                                                                                                                                      Great for spot video if you do not have a camera availabe on hand .\\n109                                                                                                                                                                                                                                                               some changes such as video camera and bigger screean, but it was just ok .\\n110                                                                                                                                                                                                                                                                                       Great video camera and the funcionality is awesome\\n111                                                                                                                                                                                                                                                              Video camera function and the blending of songs at the end and beginning  .\\n112                                                                                                                                                                                                                              nothing  The functionality and video camera were great innovations added to the newest generation of Ipod !\\n113                                                                                                                                                                                                                                                           It's very easy to use and its video camera is very nice and it doesn't ghost .\\n114                                                                                                                                                                                                                                                         and the video quality is very good, and the sound quality is very good as well .\\n115                                                                                                                                                                                                                                                                        Sound quality, video quality, easy to use, space, customizable  .\\n116                                                                                                                                                                                                                                                        The colors are awesome, the sound is great and it hold tons of songs and videos !\\n117                                                                                                                                                                                                                                                                                     It has great video quality for such a small device .\\n118                                                                                                                                                                                                                                                                                                       the video recorder, sound, look  .\\n119                                                                                                                                                                                                                                                                                                       has bigger screen, video camera  .\\n120                                                                                                                                                                                                                                                                    the picture for the video is awesome its very clear and easy to see .\\n121                                                                                                                                                                                                                                                                                                        features, look and feel, video  .\\n122                                                                                                                                                                                                                                                                                                Video, even in low light, is impressive .\\n123                                                                                                                                                                                                                                                                                           Even the built, in video camera is very good .\\n124                                                                                                                                                                                                         I'm really disappointed that Apple is so proprietary that you can't use anything but iTunes to add music and videos to an iPod .\\n125                                                                                                                                                                                                                                                It has a built in video camera, and it shoots in high quality, which I was surprised at .\\n126                                                                                                                                                                                                                                                                                                    n you can put music videos pictures .\\n127                                                                                                                                                                                                                                                                    The video camera is cool, but I don't know that I would use it much .\\n128                                                                                                                                                                                                                                                                           This can record videos and it is also Very Very Light Weight !\\n129                                                                               i couldnt think of a single thing  this ipod is reallly great you can shoot videos listen to the radio plus you have 16 gigs of memory it is aweosme i really love it because its still as small as the last one only with a bigger screen and great color\\n130                                                                                                                                                                                                                                                          The video and external speaker components were a surprise on the 5th Gen iPod .\\n131                                                                                                                 I love the video camera it has on it, the pedometor is awesome to use and best of all I can listen to music on it when I'm doing other stuff on my computer when it might be slowed down when listening to music on it .\\n132                                                                                                                                                                                                                                                                           Awesome features fm radio, video camara, pedometer and more  .\\n133                                                                                                                                                                                                                     Nothing  What will Apple think of next for their Nano, the video camara records awesome video even in dim lighting .\\n134                                                                                                                                                                                                                                                                        All the neat little features and surprisingly good video camera !\\n135                                                                                                                                                                                                                             I took it to class and decided to test it out and everyone was surprised by how good the video quality was .\\n136                                                                                                                                                                               I'm planning on hiking half, dome next year and this is much much more lightweight than the video camera I have so it will definitely be accompanying me !\\n137                                                                                                                                                                     fm radio lots of storage for music, videos and pictures alarm clock to your tunes blue color lock button so you don't accidentally turn it off on ease of use Cons :\\n138                                                                                                                                                                                                                                          Hard to get videos onto computer  This was a purchase I made after I returned my Sony Walkman .\\n139                                                                                                                                                                                                                                                                                    A must, buy for everybody who loves music and video .\\n140                                                                                                                                                                                                                                                                             video camera built in and music plays without head phones  .\\n141                                                                                                                                                                                                                                                     need a video program on your computer to obtain video  Great product for the price .\\n142                                                                                                                                                                                                                                                                                I had the iPod Video but it did not work with my new Nike\\n143                                                                                                                                                                                                                                                                             chip so I bought the newest iPod video the day it came out .\\n144                                                                                                                                                                                                                                                                      I cannot figure out how to get the video I record off of the IPod .\\n145                                                                                                                                                                                                                             ,  I cannot figure out how to get the video I recorded on my Nano off to upload it to Facebook or You Tube .\\n146                                                                                                                                                                                                                                  shoes if using vid cam for long time, it kills battery  Standard Def video recording, but still sharp !\\n147                                                                                                                                                    Only things I wish they added is measuring distance [not just steps] on the pedometer, better sound on the speaker, and a  capturing still images  with the video recording feature .\\n148                                                                                                                                                                                                                                                                                           The video recording feature is the best part .\\n149                                                                                                                                                                                                                                                              7 out of 10 have not used video yet but the pixels would be just the same .\\n150                                                                                                                                                                                               The product is very useful if you want to go out for a jog and listen to your music or watch some videos if you stuck on a bus or subway .\\n151                                                                                                                                                                                                                                                                                           Video camera, FM turner, Speaker, Pedometer  .\\n152                                                                                                                                                                                                          Location of the video camera, and the gap between the click wheel and ipod  The Best Ipod ever and has the best features ever .\\n153                                                                                                                                                                                                                                                                                       Easy to use video camera, Big screen, Fun color  .\\n154                                                                                                                                                                                                                                                          Which I am sure all Nano's are like that  LOL The video camera is so much fun !\\n155                                                                                                                                                                                                                                                                                                 new look, shape and video cam feature  .\\n156                                                                                                                                                                                                                            Smudgy finger prints  I like the Video voice over color, purple I like hearing the Ipod w out the ear plugs .\\n157                                                                                                                                                                                                                                                                                                     light weight, radio, video camera  .\\n158                                                                                                                                                                                                                          I have an old 60GB ipod video that I use in my car and now I use this ipod for walking around campus and such .\\n159                                                                                                                                                                                                            The video camera is a great feature to have, however its not that high of a quality when you transfer it onto your computer .\\n160                                                                                                                                                                                                                                                                                                       Camera has great video effects   .\\n161                                                                                                                                                             The videos you record do not show up on iTunes though, you have to go to My Computer and find the ipod drive, then open the folder named DCIM, and the video files are in  .\\n162                                                                                                                                                                                                   When you're not in a game or watching a video, if you turn it on the side, coverflow displays, however you can turn this feature off .\\n163                                                                                                                                                                                                                                 I mean I do have my cell that takes pics and videos but I just love the picture video the NANO records .\\n164                                                                                                                                                                                                                                       And I just foundout you don't need the head phones in the iPod to listen to your music or videos !\\n165                                                                                                                                                                                                                                                                                       Video Camera with fun special effects, FM radio  .\\n166                                                                                                                   the glossy fingerprint attracting finish compared to last year's beautiful matte finish  Great improvements with the video camera, really fun special effects, easy to use ,  also great FM radio with pause feature .\\n167                                                                                                                                                                                                          then it would be perfect oh and make a 32 or 64gb version so I can fit all my music and have lots of room for video ,  thanks !\\n168                                                                                                                                                                                     But overall I love it ,  between the radio, speaker, microphone, video camera, effects, there are enough new features to justify buying a new nano .\\n169                                                                                                                                                                                                                                             It's great to have a decent video camera with you at all times if you don't have an iphone .\\n170                                                                                                                                                                                                                       Had the original iTouch but I was burglarized andwas waiting for the iTouch with video but can't wait any longer .\\n171                                                                                                                                                                                                                                  Video is impressive, speaker sound is good for size, easy menus, screen is big enough to watch movies .\\n172                                                                                                                                                                                                                                   The videos are very crisp and clean, the video camera is nice, I was very surprised with the quality .\\n173                                                                                                                                                                                                                                                        Small size and Color, Gettin your Money's worth, nice screen, and video camera  .\\n174                                                                                                                                                                                                                                                                                                       I do like the video camera on it .\\n175                                                                                                                                           The mic and camera are great, speaker is great for video playback or bedtime movie watching, the screen is now even bigger and the device is the same size but Lighter than the 4th gen nano !\\n176                                                                                                                                                                                                                                                        The Video Recording Quality, Price, Size, Weight, Radio, Pedometer, Voice Over  .\\n177                                                                                                                                                                                                                                                         video camera, radio, great price for a 16 gig, not a fingerprint magnet, small .\\n178                                                                                                                                                                                                       cant take pictures just videos, and u need the headphones given for the radio  good for just listening to music and for your car .\\n179                                                                                                                                                                                                                                                                                Easy to set up, has a video camera and a radio built in .\\n180                                                                                                                                                                                                                                                                        The video camera is not as good as I thought it was going to be .\\n181                                                                                                                                                                                                                                                                                NOTHING  Ipod nano has a VIDEO CAMERA it is so cool, ROCK\\n182                                                                                                                                                                                                                     the video is very clear, the built in speaker is pretty good, the radio is very useful and overall it's just great !\\n183                                                                                                                                                                                                                                                      He was delighted as it had a video and camera which his original one did not have .\\n184                                                                                                                                                                                                                                      It has plenty of room for her music and she loves taking pictures and making short videos with it .\\n185                                                                                                                                                                                                                                                          While the Nano allows for video and audio, the IPod touch has interactivity and\\n186                                                                                                                                                                                                                                                          While the Nano allows for video and audio, the IPod touch has interactivity and\\n187                                                                                                                                                                                                                        its really good up to apples usual standard sound quality and video quality is brillant and is ideal for anyone !\\n188                                                                                                                                                                                                                                       The video camera feature is nice but I don't understand why they didn't allow for picture taking ?\\n189                                                                                                                                                                                                 It's small and lightweight, it looks amazing, the video quality is way better than I ever imagined it would be, and the screen is huge .\\n190                                                                                                                                                                                                                                           The seller advertised it as the NEWEST model which should be able to take pictures and video .\\n191                                                                                                                                                                                                                                                            It is of the best buys I've done, sound quality, video and radio is excellent\\n192                                                                                                                                                                                                                                                                                     Great sound quality, love the video recording too  :\\n193                                                                                                                                                                                                                                                                             It's just a shame it only takes video and not still photos .\\n194                                                                                                                                                                                                                                                                           It has a cool video recorder, but i could've done without it .\\n195                                                                                                                                                                                                                                                                                             The video camera works great and the battery\\n196                                                                                                                                                                                                                                        If you had other ipods with the feauture of puting videos, when you synch them, they don't appear\\n197                                                                                                                                                                                                                                                                                                            Video option is easy to use .\\n198                                                                                                                                                                                                                                                                            I have the 5th gen iPod video, and this thing blows it away !\\n199                                                                                                                                                                                                                                                                                                         The video is surprisingly good !\\n200                                                                                                                                                                                                                                                                           I do wish that it also took pictures as well as video though .\\n201                                                                                                                                                                                                                                        So, the only thing about the iPod nano that I don't like   is the placement of the video camera .\\n202                                                                                                                                                                                                                                                                                                Video quality is better than I expected .\\n203                                                                                                                                                                                                                                                                                    Amazing amount of music photos videos can be stored .\\n204                                                                                                                                                                                                                                                                                                    Video taking feature is interesting .\\n205                                                                                                                                                                                                                                                                                                   It plays music, videos, radio, records\\n206                                                                                                                                                                                                                                                                                 The video capability is incredible, and so easy to use .\\n207                                                                                                                                                                                 My wife and I are really pleased with our Nano Ipods that we purchased from you so easy to use and good to have a camera as well as a video John Coleman\\n208                                                                                                                                                                                                                                                        It's a nice little gadget, I've put some songs on it and the video camera is good\\n209                                                                                                                                                                                                                                           The video camera is crystal clear and the memory space is more than ideal for all your needs .\\n210                                                                                                                                                                                                                                                                                she was quickly able to download music and videos xmas am\\n211                                                                                                                                                                                                                                                         I have used the video camera nd the sound is good considering and the picture is\\n212                                                                                                                                                                                                                                                                                     FM radio and a   video camera are pretty darn cool .\\n213                                                                                                                                                                                                                                                                                                          Great little audio video device\",\n          \"                                                                                                                                                                                                                                                                                    Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                                                                                                                                                                                                                              needs power seats on the passenger side .\\n2                                                                                                                                                                                                                          I haven't had any back pain from the seats, maybe these people exceed the seat weight limit ?\\n3                                                                                                                                                                                                                                  There is a great deal of road noise in the cabin and the seats are very low quality .\\n4                                                                                                                                                                                                                                                                                 Power seats are not fully adjustable .\\n5                                                                                                                                                                                                                                                                       Front seats are too narrow and not deep enough .\\n6                                                                                                                                                                                                                                                                                The seats are extremely uncomfortable .\\n7                                                                                                                                                                                                                                  I previously owned a 98 Avalon, and found the seats more comfortable than the Honda .\\n8                                                                                                                                                                                                                                                                                 The seats in the Honda are more firm .\\n9                                                                                                                                                                            I'm very sad ,  I loved my daughter's Civic and the dealer service is fantastic, but even good service can't help the uncomfortable seats .\\n10                                                                                                                                                                                           It cost me thousands of dollars to get rid of it, but the seats gave me and my wife back pain after 20 minutes of driving !\\n11                                                                                                                                                                                              Although it is fun to drive and quality seems ok, the leather seats are very uncomfortable, especially on a long drive .\\n12                                                                                                                                                                              The seats are decent, the interior design is excellent IMO as well as the exterior design, and thus far it has been extremely reliable .\\n13                                                                                                                                                                                                                                      In fact, I love the car just wish Honda wouldn't have made such horrible seats .\\n14                                                                                                                                                                                                                                                         Body wasn't used to seats like if you bought a new mattress .\\n15                                                                                                                                                                                                                               The interior quality is OK, my 1999 Accord EX had a better comfort level on the seats .\\n16                                                                                                                                                                                                                                                               I just purchased an Accord Sedan   with leather seats .\\n17                                                                                                                                                               Only needs to add drivers seat memory, 2, tone perforated leather, xenons, rear seat interior illumination mounted under front seats, and better tilt .\\n18                                                                                                                                                                                                          I can also fit three car seats in the back which was the reason I was able to go back the the Honda family .\\n19                                                                                                                                                                                                                                                                         The seats are very comfortable & supportive .\\n20                                                                                                                                                                                                                              I test drove an EX, L and felt the seats were too firm plus, the EX, L seemed too slow .\\n21                                                                                                                                                                                                                  This Accord has more road noise than I like and the seats tend to be hard, unlike my other Accords .\\n22                                                                                                                  Engine performance lacks punch after 60, head rest are poor design, lacks driver seat memory rear seat a c, radio system is marginal compared to Bose, Seats are hard and small for a large person .\\n23                                                                                                                                                                                                                                        The seats are comfortable, and there is ample leg room in the front and rear .\\n24                                                                                                                                                                                                                                                           Most uncomfortable seats in any vehicle I have ever owned .\\n25                                                                                                                                                                                                                               Only 2 things could make it better  memory seats and a smoother shifting transmission .\\n26                                                                                                                                                                                                                                                               Seats are firm but not uncomfortable ,  very BMW like .\\n27                                                                                                                                                                                                                   Advise anyone considering the L to drive one for awhile if you can ,  some cannot stand the seats .\\n28                                                                                                                                                                                                                                                                  The seat cover was coming out in between the seats .\\n29                                                                                                                              The only for sure complaint I have is the seats seems to hurt my back after I drove for a period of time, this may be because I am use to my silverado truck with leather bucket seats .\\n30                 DON'T rely on your test drive, the seats are Very uncomfortable and when the engine goes into the  econo  mode the vehicle  shifts rocks violently  forward and when leaving the  econo  mode it shifts rocks forward once again which means that the vehicle is  CONTINUOUSLY  SHAKING AND ROCKING .\\n31                                                                                                                                                                                                                                                                  Seats are very comfortable and ride is very smooth !\\n32                                                                                                                                                                                                                                                                        It's a black beauty with comfy leather seats .\\n33   The front seats are extremely uncomfortable after anything more than 15 minutes of driving due to what I see as a design flaw, the seat curvature is too great, and even with the lumbar support all the way retracted, it still feels like there is some type of bar sticking out in the wrong part of my back   .\\n34                                                                                                                However, long, distance comfort  is poor due to hard, narrow and deeply, bucketed seats combined with a very taut suspension which transmits even minor road imperfections through the whole vehicle .\\n35                                                                                                                                                  At first the seats seemed stiffer than I'd like, but after making a 2 1 2 hour trip, It felt very comfortable once I got the seat and lumbar adjusted to my liking .\\n36                                                                                                                                                                                                                                                          Great leg room in the back and the seats a very supportive .\\n37                                                                                                                                                                                                                                                           Door closure is solid, leather seats are very comfortable .\\n38                                                                                                                                                                                                                                                                 Ride is very good, but seats are just a little firm .\\n39                                                                                                                                                                                                                                                  Seats are not very comfortable and not happy with the heated seats .\\n40                                                                                                                                                                                                                                                                 The seats are very comfortable and I love the cloth .\\n41                                                                                                                                                                                                                                                                                   Seats are little on the hard side .\\n42                                                                                                                                                                                               The black leather seats feel a bit hot on the back in the warm weather but otherwise no complaints about the interior .\\n43                                                                                                                                                                                                                                                       Steering nice and tight, seats a little stiff but comfortable .\\n44                                                                                                                                                                                                         We wanted three things, heated seats and mirrors and an easy to get out of back seat for some aging friends .\\n45                                                                                                                                                                                                                                                                Ride is superior, comfortable seats, radio excellent .\\n46                                                                                                                                                                                                                                                                               5 Seats= Like sitting on a church pew .\\n47                                                                                                                                                                                                                                                                    Leather seats are the only thing of good quality .\\n48                                                                                                                                                                                                                                                              Problems with steering wheel, windows & seals, seats   .\\n49                                                                                                                                                                                                                              Smooth responsive acceleration,top of the line high quality supple comfy leather seats .\\n50                                                                                                                                                                                                          Also, amazing leg space in front AND back seats ,  the Accord could almost be considered a full size sedan .\\n51                                                                                                                                                   5L V6 scoots  sporty handling and acceleration good  sporty leather seats  highway gas mileage  appearance package worth having  no dealer service yet  Negatives :\\n52                                                                                                                                                                                                                  First off the new body style is very appealing and the new seats are more forgiving for larger men .\\n53                                                                                                                                                                                                                                            The heated seats for me and my passenger are a plus for the cold weather .\\n54                                                                                                                                                                                                                                     hard seats, hard ride, more road noise than expected, disappointing gas mileage .\\n55                                                                                                                                                                                                                                                                The seats are supportive and the materials are great .\\n56                                                                                                                                                                                                                                                                  You get a V, 6, heated leather seats, XM, 18  rims .\\n57                                                                                                                                                                                                                                                                                 Cloth front seats big & comfortable .\\n58                                                                                                                                                                                                                                                   Seats are stiff but once adjusted seem to become more comfortable .\\n59                                                                                                                                                                                                                                                                   The seats are very firm, but getting used to this .\\n60                                                                                                                                                                                                                    The seats in my 2008 which is just like a 2009 are considerably less than I'm used to from Honda .\\n61                                                                                                                                                                                                          The only hiccup I can report is that I think that the seats in our 2008 Odyssey are a bit more comfortable .\\n62                                                                                                                                                                     Don't get me wrong, the Accord is a comfortable car, I am just a big guy and the seats just feel like they could use a little more of something .\\n63                                                                                                                                                                                                     I have two herniated disks and the seats of the Honda have alleviated the pain in my legs and back when I drive .\\n64                                                                                                                                                                                                                                                                Additionally, the standard seats are not my favorite .\\n65                                                                                                                                                                                        Although it's a lower trim level, it has high quality interior trim  very comfortable seats  and and very smooth, quiet ride .\\n66                                                                                                                                                                                                                                                  Decent accel, huge back seat for my kids baby seats  large friends .\\n67                                                                                                                                                                                                                                                      we don't need moonroof, heated seats side mirrors we live in S .\\n68                                                                                                                                                                                                                                           With the leather seats, comfort is close to EX, L's at a  best buy  price .\\n69                                                                                                                                                                                                                                                                                     Seats are a bit too firm for me .\\n70                                                                                                                                                                                                                                                                                  Leather seats are very comfortable .\\n71                                                                                                                                                                                                                             The inside and outside pads should ALWAYS wear evenly   Always had stiff ride and seats .\\n72                                                                                                                                                                                                                                        I have a bad lower back, and the lumbar support on the seats is a life saver !\\n73                                                                                                                                                                                                                                                                                   Front seats much more comfortable .\\n74                                                                                                                                                       The satellite radio cuts out constantly, the heated seats are barely warm, the sound system is pathetic and the brakes wore out around 15,000 miles google it .\\n75                                                                                                                                                                                                                                               We are both tall, 5'11'' and 6'2  and have no problems with the seats .\\n76                                                                                                                                                                               After driving it for a few months I found the seats are tough on the lower back on long runs and it need a few more inches to go back .\\n77                                                                                                                                                                                                                                                Seats are too firm and leather is quite  hard  in character and feel .\\n78                                                                                                                                                                                                                                   I was slightly concerned about all the reviews with the seats being uncomfortable .\\n79                                                                                                                                                                                                                                                                               I love the seats, they are supportive .\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 87
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import glob, os\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')\n",
+        "pd.set_option('display.max_colwidth', 700)\n",
+        "\n",
+        "# 아래는 제 컴퓨터에서 압축 파일을 풀어 놓은 디렉터리이니, 여러분의 디렉터리를 설정해 주세요\n",
+        "path = '/content'\n",
+        "# path로 지정한 디렉터리 밑에 있는 모든 .data 파일들의 파일명을 리스트로 취합\n",
+        "all_files = glob.glob(os.path.join(path, \"*.data\"))\n",
+        "filename_list = []\n",
+        "opinion_text = []\n",
+        "\n",
+        "# 개별 파일들의 파일명은 filename_list 리스트로 취합,\n",
+        "# 개별 파일들의 파일 내용은 DataFrame 로딩 후 다시 string으로 변환하여 opinion_text 리스트로 취합\n",
+        "for file_ in all_files:\n",
+        "    # 개별 파일을 읽어서 DataFrame으로 생성\n",
+        "    df = pd.read_table(file_,index_col=None, header=0,encoding='latin1')\n",
+        "\n",
+        "    # 절대경로로 주어진 file 명을 가공. 만일 Linux에서 수행시에는 아래 \\\\를 / 변경.\n",
+        "    # 맨 마지막 .data 확장자도 제거\n",
+        "    filename_ = file_.split('/')[-1]\n",
+        "    filename = filename_.split('.')[0]\n",
+        "\n",
+        "    # 파일명 리스트와 파일 내용 리스트에 파일명과 파일 내용을 추가.\n",
+        "    filename_list.append(filename)\n",
+        "    opinion_text.append(df.to_string())\n",
+        "\n",
+        "# 파일명 리스트와 파일 내용 리스트를  DataFrame으로 생성\n",
+        "document_df = pd.DataFrame({'filename':filename_list, 'opinion_text':opinion_text})\n",
+        "document_df.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 53
+        },
+        "id": "0n7gCVJs6XCn",
+        "outputId": "34aca134-b409-419c-a07d-82f4dc0cbe1f"
+      },
+      "execution_count": 81,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Empty DataFrame\n",
+              "Columns: [filename, opinion_text]\n",
+              "Index: []"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-f4d08984-aeb7-4fc4-b7c9-8aade724acb5\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>filename</th>\n",
+              "      <th>opinion_text</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f4d08984-aeb7-4fc4-b7c9-8aade724acb5')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-f4d08984-aeb7-4fc4-b7c9-8aade724acb5 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-f4d08984-aeb7-4fc4-b7c9-8aade724acb5');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "document_df",
+              "summary": "{\n  \"name\": \"document_df\",\n  \"rows\": 0,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 81
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from nltk.stem import WordNetLemmatizer\n",
+        "import nltk\n",
+        "import string\n",
+        "\n",
+        "remove_punct_dict = dict((ord(punct), None) for punct in string.punctuation)\n",
+        "lemmar = WordNetLemmatizer()\n",
+        "\n",
+        "# 입력으로 들어온 token단어들에 대해서 lemmatization 어근 변환.\n",
+        "def LemTokens(tokens):\n",
+        "    return [lemmar.lemmatize(token) for token in tokens]\n",
+        "\n",
+        "# TfidfVectorizer 객체 생성 시 tokenizer인자로 해당 함수를 설정하여 lemmatization 적용\n",
+        "# 입력으로 문장을 받아서 stop words 제거-> 소문자 변환 -> 단어 토큰화 -> lemmatization 어근 변환.\n",
+        "def LemNormalize(text):\n",
+        "    return LemTokens(nltk.word_tokenize(text.lower().translate(remove_punct_dict)))"
+      ],
+      "metadata": {
+        "id": "lUdxV8Pom0Uh"
+      },
+      "execution_count": 88,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import nltk\n",
+        "nltk.download('punkt')\n",
+        "nltk.download('wordnet')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "eDgv3pyIn1QA",
+        "outputId": "34a4ffdd-c1a0-411c-ce24-68d677adc8c0"
+      },
+      "execution_count": 89,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
+            "[nltk_data]   Package punkt is already up-to-date!\n",
+            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
+            "[nltk_data]   Package wordnet is already up-to-date!\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "True"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 89
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+        "\n",
+        "tfidf_vect = TfidfVectorizer(tokenizer=LemNormalize, stop_words='english' , \\\n",
+        "                             ngram_range=(1,2), min_df=0.05, max_df=0.85 )\n",
+        "\n",
+        "#opinion_text 컬럼값으로 feature vectorization 수행\n",
+        "feature_vect = tfidf_vect.fit_transform(document_df['opinion_text'])\n"
+      ],
+      "metadata": {
+        "id": "ZmkCzEFD72gU"
+      },
+      "execution_count": 94,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.cluster import KMeans\n",
+        "\n",
+        "# 5개 집합으로 군집화 수행. 예제를 위해 동일한 클러스터링 결과 도출용 random_state=0\n",
+        "km_cluster = KMeans(n_clusters=5, max_iter=10000, random_state=0)\n",
+        "km_cluster.fit(feature_vect)\n",
+        "cluster_label = km_cluster.labels_\n",
+        "cluster_centers = km_cluster.cluster_centers_"
+      ],
+      "metadata": {
+        "id": "VcFjnm0O8DWz"
+      },
+      "execution_count": 95,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "document_df['cluster_label'] = cluster_label\n",
+        "document_df.head()"
+      ],
+      "metadata": {
+        "id": "kCYToqw08DZP",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 831
+        },
+        "outputId": "cc0c49d5-6220-44bd-f1a3-d15a24941be0"
+      },
+      "execution_count": 96,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                     filename  \\\n",
+              "0  interior_toyota_camry_2007   \n",
+              "1  speed_garmin_nuvi_255W_gps   \n",
+              "2     rooms_swissotel_chicago   \n",
+              "3  speed_garmin_nuvi_255W_gps   \n",
+              "4   comfort_toyota_camry_2007   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  opinion_text  \\\n",
+              "0                                                                                                                                                                                                                                      First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...   \n",
+              "1                                                                                                                                                            Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "2                                                                                                                                                                                                                    The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...   \n",
+              "3                                                                                                                                                            Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "4                                                                                                                                                  Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...   \n",
+              "\n",
+              "   cluster_label  \n",
+              "0              2  \n",
+              "1              0  \n",
+              "2              3  \n",
+              "3              0  \n",
+              "4              2  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-ce48532a-937c-464a-ba15-f82afd7b97a7\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>filename</th>\n",
+              "      <th>opinion_text</th>\n",
+              "      <th>cluster_label</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>interior_toyota_camry_2007</td>\n",
+              "      <td>First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>rooms_swissotel_chicago</td>\n",
+              "      <td>The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>comfort_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
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+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-ce48532a-937c-464a-ba15-f82afd7b97a7 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-ce48532a-937c-464a-ba15-f82afd7b97a7');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
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+              "\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
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+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
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+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
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+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
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+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "      border-top-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
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+              "      border-top-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
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+              "      border-bottom-color: var(--fill-color);\n",
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+              "</style>\n",
+              "\n",
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+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
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+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
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+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "document_df",
+              "summary": "{\n  \"name\": \"document_df\",\n  \"rows\": 102,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 51,\n        \"samples\": [\n          \"service_bestwestern_hotel_sfo\",\n          \"video_ipod_nano_8gb\",\n          \"seats_honda_accord_2008\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 51,\n        \"samples\": [\n          \"                                                                                                                                                         Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                                                                                                                  Also, thanks to Ken the concierge for recommending Grand Limo service .\\n2                                                                                                                                                                                    The restaurant is not cheap but is very well patronised and the service is very good as is the food .\\n3                                                                                                                                                                                                                                  Service was spotty  Front desk was marginally helpful .\\n4                                                                                                                                                                     This tuscan, themed hotel was charming, clean   comfortable and the complimentary concierge service was so helpful .\\n5                                                                                                                                                                                                         Phenominal Service, great room, great location ,  couldn't have asked for more .\\n6                                                                                                                                                                                                                It has some charms in decor, and all staff gave very good service to us .\\n7                                                                                                                                                                            The rooms were clean and updated, the beds were comfortable, and the bellman service was fast and efficient .\\n8                                                                                                                                                           A highlight of our visit was the historic boats at the Hyde Street Pier , ,  a national Park Service site that costs only $5 .\\n9                                                                                                                                                                                                                                 The service was quick and gracious checking in and out .\\n10                                                                                                                                                                                                                                                      Great location service and value !\\n11                                                                     So to sum up if your looking for somewhere to lay your head after a long day then this is the place for you if your looking for something a bit special with good customer service avoid this place like the plague\\n12                                                                                                                                                                       I did not take advantage of the concierge service, but I saw many people were receiving great service from them .\\n13                                                                                                                                                                                                                                                 Great value and service for the price !\\n14                                                                                                                                                                                                                                                     Excellent Service ,  Great Location\\n15                                                                                                                                                                                                                                                The staff and service were exceptional .\\n16                                                                                      The concierge can give discounts for booking city tours and for some restaurants, although we tried Neptune's which was recommended to us and felt it was overpriced for the service and quality .\\n17                                                                                                                                                                                                                       I personally appreciated the free internet service in the hotel .\\n18                                                                                                   In addition, they advertise Limousine service to the financial district but when I inquired they announce they had stopped the service and I would need to take mass transportation .\\n19                                                                                       As I checked out I expressed my disappointment there were no biscottis and transportation service and the check out clerk tells me they do have the service and I needed to make an appointment .\\n20                                                                                                                                                                                          All employee's that I mentioned have shown customer service skills that are above and beyond .\\n21                                                                                                                                                              We had a discussion on the plane that it was such a shame that customer service was gone in so many companies these days .\\n22                                                                                                                                                                                                   The rooms were a decent size for a city hotel and were very clean and well serviced .\\n23                                                                                                                                                                                                                                                       Wonderful service friendly people\\n24                                                                                                                                                                                                                                        seems service just isn't the way it used to be .\\n25                                                                                                                                                                        i'am 40 years old and its very disheartening that people have lost their pride of service and doing a good job .\\n26                                                                                                                                                                           We have stayed at The Tuscan Inn on our last 3 trips to San Francisco, and I really can't fault the service .\\n27                                                                                                                                                                                                         The staff at this hotel make you feel so welcome and its service with a smile .\\n28                                                                                                         All the staff go the extra mile to assist in anyway they can and the staff of the ajoining Cafe Pescatore are just as welcoming, with great service and the food is excellent .\\n29                                                                                                                                                                                        We ate at the Italian restaraunt located in the hotel and the food and service was outstanding .\\n30                                                                                                                                                                                                                                                    Never experienced the room service .\\n31                                                                                                                                                                                                                                              Service was all good, albeit a bit stoic .\\n32                                                                                                                                            Unfortunately we didn't get to dine in the hotel restaurant, but I'd say it would be good, if the after hours service is anything to go by !\\n33                                                                                                                                                      I'd highly recommend the Tuscan Inn based on location, cheerfulness of staff, aesthetics in the room and general overall service .\\n34                                                                                                                                                                                                                                             Excellent service great location good value\\n35                                                                                                      The staff at the front desk could not have been more helpful and whilst we did not avail his services, the concierge always seemed to be busy with guests giving info and advice .\\n36                                                                                                                                                                         There was also a gentleman offering massage at this time and we met a few people who had enjoyed his services .\\n37                                                                                                                                                                                                                                              The food and service were both excellent .\\n38                                                                                                                                                             This was probably not the best pick for us as we don't like tourist areas and Fishermans Wharf if one big tourist service .\\n39                                                                                                                                                                               There are many public transportation options including the cable cars, the trolley line and bus service .\\n40                                                                                                                                                  The highlight of this hotel for us was the service offered by the staff, particularly the two concierges on duty while we were there .\\n41                                                                                                                                                                                                       Their service was of the level and knowledge I would expect at at 5, star hotel .\\n42                                                     One day we had the do not disturb sign on the door before the maid had come so we could rest, and when we finally stepped out for about an hour, we changed the sign for maid service and everything was perfect when we returned !\\n43                                                                                                            Amenities ,  While this hotel isn't a luxury property, they have some nice touches like marble bathrooms, mini bar, room service and an evening wine reception every day   .\\n44                                                                                                               At this point I asked to be put through to Best Western Customer Services and amazingly our room was changed to a king bed suite as per our reservation within the hour .\\n45                                                                                                                                                                                                       They state that there is an obligatory service charge for tables of more than 6 .\\n46                                                                                                                             We dined as a party of 4 and were still hit with this and then the waitress failed to hand over $10 of change taking this as an additional service charge .\\n47                                                                                                                                                                                                                                   We were very impressed with the service we received .\\n48                                                                                                                                                                                                                                               The concierge service is second to none .\\n49                                                                                                                                          Tuscan Inn has it all, exellant location,very close to public transport, very clean, impeccable, friendly service and a supermarket opposite .\\n50                                                                                                                                               We found a great breakfast place just around the corner in Taylor St, called Darren's Cafe, good prices with excellant food and service .\\n51                                                                                                                                                                                    Valet parking for $40 per night seems a bit steep,but at least the service was efficient and quick .\\n52                                                                                                                                                                                                              very clean,well maintained,with efficient,if not overly friendly service .\\n53                                                                                                                                                                                          The hotel makes a big thing of the coffee bisc service in the morning,and this is quite nice .\\n54                                                                                                                                                                             I'd say that,as far as the evening   wine service is concerned,if you happen to be in the hotel,it's fine .\\n55                                                                                                                                                                                                                             Did not eat at the restaurant, but room service was great .\\n56                                                                                                                                                                                      Overall, the stay at The Tuscan Inn was great and would highly recommend due to the room service .\\n57                                                                                                                                                                                                                      There are other hotels in the area who do not offer room service .\\n58                                                                                                                                                                                                                                              The service in the hotel was really good .\\n59                                                                                                                                                     The restaurant in the hotel ,  Cafe Pescatore ,  does the breakfast run for room service, it was adequate but a little overpriced .\\n60                                                                                                         Lunch and dinner room service is provided by North Beach Pizza, which deliveries many Italian specialties including pasta, entrees, salads, sandwiches and of course ,  pizza .\\n61                                                                                                                           However, there are countless restaurants of all sorts and price ranges within a 1, 4 block walk of this hotel, there is little reason to order room service .\\n62                                                                                                                                                                                                   We did not use this service but thought it was nice that it was available if needed .\\n63                                                                                                                      We did not eat at the hotel restaurant, we chose to eat at the IHOP around the corner for breakfast and it was good food and service, and they are open 24 hours .\\n64                                                                                                                                                                                                                                               Maid service was prompt and outstanding .\\n65                                                                                                                                                                    very good hotel ,  great location, concierge extremely helpful, decor is nice and the maid service was excellent   .\\n66                                                                                                                                                                                                                                                    The customer service was wonderful .\\n67                                                                                                                                                                          The adjacent Cafe Pescatero was handy for breakfast but had some hiccups in service, but it was okay overall .\\n68                                                                                                                                                                                                                                                , provide service like high end hotels .\\n69                                                                     Will store your luggage in separate room on your check out day if you have late flight, want to spend more time,Oldest Italian restaurant in the country w in walking distance, back east service, integrity, etc .\\n70                                                                                                                                                                                                                                                    Split a fare w a private service i .\\n71                                                                                                                                                                , we walked everywhere including up the hill to Coit Tower   then walked down just in time to attend 1300 service @ St .\\n72                                                                                                                                                                                                The staff was so friendly and helpful and the concierge service was very knowledgeable .\\n73                                                                                                                 A masseur was giving guests a massage at the same location, not sure if there was a charge involved for that service, as there was no information about that anywhere .\\n74   The hotel is conveniently located to the shopping centre across the road, and we made use of this to purchase our breakfast requirements, as we had not had great service from the adjoining cafe Pescatore for our evening meal and thought we would do our own thing each morning .\\n75                                                                                                                                                                                                                                      Housekeeping service was very inadequate, though .\\n76                                                                                                                                                                                                                                                       and the service was just ok too .\\n77                                                                                                                                                                                                                           The whole trip was ruined by the guest service of the hotel .\\n78                                                                                                                                                                                      They say they pride themselves on being the best in guest service but I was not impressed at all .\\n79                                                                                                                                                                                                    The valet parking was overpriced, the service was terrible, and the coffe was cold .\\n80                                                                                                                                                         service was extra good, very friendly and there is a great cafe across the street   which has the best breakfast in the world .\\n81                                                                                                                                                                                                                                  The service was fine with the exception of check, in .\\n82                                                                                                                                                                         From reading other reviews, it seems as though this hotel has significant lapses in service from time to time .\\n83                                                                                                                                                                        Nevertheless, I did like this hotel,  the rooms, location, and most of the service and I would stay here again .\\n84                                                                                                                                                                                                                                                  Nice place but service could be better\\n85                                                                                                                                                                                                                     Overall we had a nice stay but just had some minor service issues .\\n86                                                                                                                                                                                            When we finally found the church later, the service times she had given us were wrong, too .\\n87                                                                                                                           Speaking of parking, you're going to have to pay and it's going to have to be valet service, as there are no free self park lots that are part of the hotel .\\n88                                                                                                                           The hotel is pretty much as you'd expect from the chain , nice clean rooms well serviced, and the staff were extremely helpful,  very pleasant to deal with .\\n89                                                                                                                                                                         Service was poor and they got our order wrong, but they did correct it at no extra cost and the food was good .\\n90                                                                                                                                                                                                                                                 Great service and friendly Front Desk .\\n91                                                                                                                                                                                                                                                    The Concierge service is excellent .\\n92                                                                                                                                     Valet parking was $36 a day, but we're not complaining because other SF wharf hotels have charged us a similar fee even without the valet service .\\n93                                                                                                                                                 This hotel is truly a value for the mid, level traveler looking for excellent accomodations and the HIGHEST LEVEL OF SERVICE ANYWHERE !\\n94                                                                                                                                                                                                     But the maid service was excellent, it was very clean and the bed was comfortable .\\n95                                                                                                                                                                                                                     The service from every staff member we encountered was delightful .\\n96                                                                                                                                                                                                                                                       Great location service and beer .\\n97                                                                                                                                                                                                                              The hotel room was average although the service was good .\\n98                                                                                                                                                      In accordance with the Tuscan Inn\\u0092s Italian style theme a coffee tea biscotti service was open from 6am till 9am in the mornings .\\n99                                                                                                                                                                                              In the evenings from 5pm till 6pm a wine, beer and sparkling water service was available .\\n100                                                                                                                                                                                                                                                         Maid service was prompt, too .\\n101                                                                                                                                                                                                                 the service is poor, and for those used to staying in Kimpton hotels .\\n102                                                                                                                                                                                                 There is simply not the service, oriented feeling one is used to in this hotel group .\\n103                                                                                                                              It has everthing you need to have a great time in a great city,  location, good service, great food  , comfortable rooms and a complimentary happy hour .\\n104                                                                                                                                                                                                                         The cafe is comfortable and service was attentive and polite .\\n105                                                                                                                                                                                                                                                 Room service at the hotel is limited :\\n106                                                                                                                    The rooms are small but very clean, charmingly decorated with a view of the little flowered courtyard, comfy beds, plenty of pillows   towels and smiling service .\\n107                                                                                                                                                                   I really didn't get a chance to experience the staff's level of service but the rooms are small as is the bathroom .\\n108                                                                                                                                                             One other thing, I took my family to the eating establishment connected to this hotel and the service there was TERRIBLE !\\n109                                                                                                                                The concierge, in turn, told us to see the bellman, who said the shuttle did not run on weekends and he knew nothing about how to arrange the service .\\n110                                                                                                                                                                                                                  We ate there several times and never had a bad meal or poor service .\\n111                                                                                                                                                                        While we were making these arrangements, the valet secured a shuttle service to get us to the airport on time .\\n112                                                                                                                                                                                               Found the food there to be quite nice, and our service was always prompt and efficient .\\n113                                                                                                                                                                        I planned a weekend getaway and thought because of the location and Hotel chain we would receive good service .\\n114                                                                                                                The service was excellent, the room was terrific, the bed was incredibly comfortable and the hotel is centrally located to all the major attractions of San Francisco .\\n115                                                                                                                                                                                                                  Very clean room, great location, wonderful service and dog friendly .\\n116                                                                                                                                                                                      The personalized service always stands out and if we have a problem, it is immediately remedied .\\n117                                                                                                                                                                                                                                 WORST BW we've ever stayed in as far as service goes .\\n118                                                                                                                                                                  We ate breakfast there one day and were appalled at the slow service, rude waitstaff, and overpriced breakfast food .\\n119                                                                                                                               I had breakfast and dinner a few times at the restaurant joined to the hotel, Cafe Pescatore, and thought the food and the service were both very good .\\n120                                                                                                                                                                                                                                       The rooms were great and the Service wonderful .\\n121                                                                                                                                                                                                                                       The only complaint I have is the Valet service .\\n122                                                                                                                                                                                                                              The front desk is the worst service I have had in years .\\n123                                                                                                                                                                                                                                And the hotel restaurant food and service was   awful .\\n124                                                                                                                                                                                                                                     great rooms fantastic location and great service !\\n125                                                         i would also urge other vistors to prebook Alacatraz with Blue and Gold Fleet direct on there website before they arrive in San Fran as you can pick up your tickets at the self service machine without the miles of queues !\\n126                                                                                                                                                                                    The food at the &quot Cafe&quot  is quite &quot hotel, like&quot  but the service makes up for it .\\n127                                                                                                                                                                                            friendly service was evident each day and the gentleman conceirge was patient and helpful .\\n128                                                                                                                                                  The valet guy was extremely helpful and very friendly but the check in guest services staff on the whole uninterested and unhelpful .\\n129                                                                                                                                                                                                         The hotel restaurant was a bit over priced but good service and good quality .\\n130                                                                                                                                                                                                                                   Courteous, responsive service and a great location !\\n131                                                                                                                                                              The service was good, the wine service each evening was very nice   next to the fireplace, and the location was awesome !\\n132                                                                                                                                                                         The service was friendly and helpful at the front desk, but the conciege that I dealt with was not very good .\\n133                                                                                                                                                                                                          Excellent staff and service and the adjoining Italian restaurant was superb .\\n134                                                                                                                                                                                                                                             A very cheerful staff and prompt service .\\n135                                                                                                                                                                                                            Great people, service was terrefic, especially during this stressful time !\\n136                                                                                                                        Teaming this Hotel with the great food   service @ Cafe Pescatore, I would definitely choose this hotel again while in SF, an experience we won't ever forget .\\n137                                                                                                                                    I was also disappointed that the hotel's &quot room service&quot  came from a nearby pizzeria, but the hotel still charged a fee on each delivery .\\n138                                                                                                                                                   Being that I worked as a front desk person at a Best Western for quite awhile I was on the lookout for good service and facilities .\\n139                                                                                                                                                                                       We asked her how to get back to the airport without having to pay the shuttle service $15 each .\\n140                                                                                                                                                                                                                                       And value is key for the rooms and the service !\\n141                                                                                                                                                                                                                                 The service is always great and the rooms very clean .\\n142                                                                                                                                                                                                                                           nette Lage aber durchschnittlicher Service !\",\n          \"                                                                                                                                                                                                                                                                         I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                                                                                                                                                           I have lots of music cd's and dvd's, so currently I'm just interested in storing some of my music and videos on the ipod so I can enjoy them on my vacation, and while at work .\\n2                                                                                                                                                                                                                                                                There's a right way and wrong way to store music and videos onto the ipod .\\n3                                                                                                                                                                                                                                                                               Audio and video recording are a step above the competition .\\n4                                                                                                                                                                                                                                                                                          As always, the video screen is sharp and bright .\\n5                                                                                                                                                                                                                                                                                                  ipod nano even better with video camera !\\n6                                                                                                                                                                             This time around, Apple is branching out of its iPod formula in a small, but not insignificant way by gracing the back of the Nano with its own video camera .\\n7                                                                                                                                                                                                                     Still, video fans should consider stepping up to a product with a larger screen, such as the Zune HD   or iPod Touch .\\n8                                                                                                                                                                      The user interface of the 5G Nano remains almost entirely unchanged with the exception of a few new menu items for the video camera, FM radio, and fitness features .\\n9                                                                                                                                                                                                                                                                                I can listen to it without headphones, i can record video .\\n10                                                                                                                                                                                                                                                      It looks nicer than my other one, love the video and everything else this one can do\\n11                                                                                                                                                               wish BB could engrave them too  announcer for songs is kind of annoying  Haven't yet tried the video, but very pleased with the size and quality of my music on this nano .\\n12                                                                                                                                                                                                                                                                                              Hard to delete videos from the Nano device .\\n13                                                                                                                                                                                                              The video design allow you to take different types of vidoe like x, ray, monochrome, and twist making it enjoyable to play .\\n14                                                                                                                                                                                                        The video quality is actually fairly good, my friend toook a video with it and she uploaded it to facebook and it came out great !\\n15                                                                                                                                                                                                                                                              It eve ncame out better than a video she took with an actual camera camera !\\n16                                                                                                                                                                                                                                                                                                            the video quality is perfect .\\n17                                                                                                                                                                                                                                                                                                        Great for music, just OK for video\\n18                                                                                                                                                                                                                                                                                            Video recorder only, cannot take just photos .\\n19                                                                                                                                                                                                                                                                     the VIDEO, VOICE and PEDOMETER recorder is one great addition to it .\\n20                                                                                                                                                 As for the video camera it's a nice addition considering it's an mp3 player first and foremost, I think people are going to go into this and think maybe I can replace my old video, NO .\\n21                                                                                                                                                                  It just a solid low quality video camera some of the lighting or your fingers may get in the way of the actual recording but once you get use to it, it can become fun .\\n22                                                                                                                                                                                                                                                                              I find it weird that it will take video but not still pics .\\n23                                                                                                                                                                                                           It looks just like the 4th generation, except on the back, there's a camera to take video clips or whatever it is you want to .\\n24                                                                                                                                 i hate itunes, but it seems to be a necessary evil in order to tag say a video as music and not a movie, so though i originally started with 3rd party apps for syncing i have since switched to itunes .\\n25                                                                                                                                                                            This time around, Apple is branching out of its iPod formula in a small, but not insignificant way by gracing the back of the Nano with its own video camera .\\n26                                                                                                                                                                                                                                               The video works very well for such a small sensor and it is so easy and convenient to use .\\n27                                                                                                                                                                                                                                     We have had portable video players for our children as our cars are not equipped with these devices .\\n28                                                                                                                                                                                                                                                                Video camera quality and sound are also surprising for such a small unit .\\n29                                                                                                                                                                             Not a tremendous surprise here, as we believed the sixth, generation  true video iPod  would not be announced until later in the year or even early in 2007 .\\n30   5G lies a more mature iPod, many steps wiser and more able than its one, year, old  The iPod gains many incremental improvements, including a brighter screen and better video battery life, but probably the most appealing aspect is the tantalizing price points of $249 for the 30GB version and $349 for the huge 80GB version   .\\n31                                                                                                                                                                                                                                                  The 80GB is enticing for video addicts both for the capacity iTunes movies are about 1 .\\n32                                                                                                                                                                                                                                                                                The video camera is nice, just wish it could take stills .\\n33                                                                                                                                                                                                                                                             The one problem with the video camera is it is not the easiest thing to use .\\n34                                                                                                                                                                                                           I also like that videos can be watched on it as well as listening to it without the ear phones that is a really great feature .\\n35                                                                                                                                                                                                                                                  The only odd thing is that is has a video camera but doesn't have a single shot camera .\\n36                                                                                                                                                                                                                                                                                  Easy to use, Video Camera, Radio, Size, Sound Quality  .\\n37                                                                                                                                                  The battery doesn't last a long time especially when you're recording or watching a video but I just listen to music most of the time and it lasts me a good length of time doing that .\\n38                                                                                                                                                                                                                                                                                   The video quality is great and has different settings .\\n39                                                                                                                                                                                                                                                   Definitely easier to use than the IPod Touch, and the video camera feature is awesome .\\n40                                                                                                                                                                                                                                                                  That way you will have enough storage to add music, video and pictures !\\n41                                                                                                                                                                                                         I haven't found anything that is not so great  This is a multi use MP3 player with the ability to make videos, music and videos .\\n42                                                                                                                                                                                                                          Great new features in this iPod generation include voice recording, listening to radio, and even filming video .\\n43                                                                                                                                                                                                                                                                                                         Has video camera and voice memo .\\n44                                                                                                                                                                                                                                                                                              The video looks great and it's easy to use .\\n45                                                                                                                                                                                                                                 No  off  switch  Compared to Gen 4 the ability to listen without speakers and the video camera is great .\\n46                                                                                                                                                                                                                                                                                 As easy to use as any other iPod, and the video is good .\\n47                                                                                                                                                                                                                                                                                     She loves to make her own videos and play them back .\\n48                                                                                                                                                                                                                                                                                                  The videos are so clear I just love it .\\n49                                                                                                                                                                                                                                                           However, the way it is designed, it is clumsy to hold while recording a video .\\n50                                                                                                                                                                                                                                                                      camera does only video, not pictures  Way better than 2nd gen nano .\\n51                                                                                                                                                                                                                                                             Love the camera, but wish it had photo capabilities, rather than just video .\\n52                                                                                                                                                                                                                                                                                     It's got radio, video, camera, video camera, small  .\\n53                                                                                                                                                                                                                                                                             Love the pedometer feature on the nano and the video camea  .\\n54                                                                                                                                                                                                                                                                                        The color, the video, overall the item is great  .\\n55                                                                                                                                                                                                                                                                          The size is very nice and compact and the videos are beautiful !\\n56                                                                                                                                                                                                                                 it would be nice to delete songs when they get old  the video camera is the best, i use it all the time .\\n57                                                                                                                                                                                                            It was fine quality sounds for  roof, raising  music and also insane levels of clearity for music videos or movies on the go !\\n58                                                                                                                                                                                                                                               The video camera feature is awesome enough, but all of the special effects are incredible .\\n59                                                                                                                                                                                                                                                          He loves shooting video and then viewing it in  cyborg  mode or in sepia tones .\\n60                                                                                                                                                                                                                                                                   Our 12 year old loves the IPod ,  especially the video camera feature .\\n61                                                                                                                                                                                                                                lots of features  I got this for my son because he wanted an MP3 player and a video camera for Christmas .\\n62                                                                                                                                                                                                                                                                     Like the extra features ,  pedometer, video camera, radio, speakers .\\n63                                                                                                                                                                                                                                                                     haven't quite mastered the video camera yet, but I'm okay with that !\\n64                                                                                                                                                                                                                                                                                                     Movies, videos, music, music, music .\\n65                                                                                                                                                                                                                                                                               Plenty of memory to add all your favorte music and videos .\\n66                                                                                                                                                                                                                                                                                                  The 16g holds a lot of music and video .\\n67                                                                                                                                                                                       video, motion sensing, screen size and sllek look  I recently upgraded from the 2nd generation Nano and love the new features of the newest model .\\n68                                                                                                                                                                                                                                                                                 Can't believe the picture quality and ease of video use !\\n69                                                                                                                                                                                                                                                                                                   It will take video, but not pictures  ?\\n70                                                                                                                                                                                                                                                         Secondly, the thing has the capability to record video, but won't take pictures .\\n71                                                                                                                                                                                                                                                                                 Yeah, that's typed correctly ,  video, but not pictures .\\n72                                                                                                                                                                                                                                                  Seems kinda silly that they would go right to video and completely neglect photography .\\n73                                                                                                                                                                                                                                                                             My daughter loves taking video, as well as the music & pics !\\n74                                                                                                                                                                                                                                                                                          She takes videos and pics with it all the time .\\n75                                                                                                                                                                                                                                                            I decided to get this iPod cause of the Memory and the Video Cam in the back .\\n76                                                                                                                                                                                                                                                                                            The video camera and the graphics is so cool !\\n77                                                                                                                                                                                                                                                                                                       Easy to use and cool video camera !\\n78                                                                                                                                                                                                                                                                         Comes in different colors, make videos, and holds alot of music .\\n79                                                                                                                                                                                                                                                                                         Small, holds lots of songs, video, easy to use  .\\n80                                                                                                                                                                                                                                                                                 Can't figure out how to review the video clips I record .\\n81                                                                                                                                                                                                                                         This is an easy to use item, but is slightly confusing to use when trying to review video clips .\\n82                                                                                                                                                                                                                                                         It takes video and has a really cool radio feature on it, according to the kids .\\n83                                                                                                                                                                                                                                                                           easy to use, cool helpful features, video camera, voice over  .\\n84                                                                                                                                                                                                                                                       The video camera is great   and the different effects are fun to mess around with .\\n85                                                                                                                                                                                                It would be nice if the video camera zoomed in a little and if there was a regular camera as well, but those are pretty minor complaints .\\n86                                                                                                                                                                                                                                            My daughter thinks that the video clarity is amazing and finds the built in speakers awesome .\\n87                                                                                                                                                                                                                                                                                              The camera and video feature are wonderful .\\n88                                                                                                                                                                                                                                                                                                        Holds tons of music, video, pics .\\n89                                                                                                                                                                                                                                                                          I wish the video camera had a pause on it, but you can't pause .\\n90                                                                                                                                                                                                                                                         It can hold tons of music, video, pics and watching movies on the plane is nice .\\n91                                                                                                                                                                                                                  I also wish the video camera had a pause on it, but it doesn't pause and starts with a new video everytime you stop it .\\n92                                                                                                                                                                                          She didn't want the touch, she wanted the nano because you can video, it has the radio that she can play back the songs and she likes the size .\\n93                                                                                                                                                                                                                                                                              The video camera is great and the screen size is a nice size\\n94                                                                                                                                                                                                                                                                              We haven't tried the video yet, so I can't comment on that .\\n95                                                                                                                                                                                                                                                           great video quality, no ear buds required internal sound system sounds great  .\\n96                                                                                                                                                                                Still to new to we'll see  Great product, video feature is awesome and I love how there is now internal sound and you don't have to use ear buds with it .\\n97                                                                                                                                                                                                                          Don't really need video camera  eventhough we don't use the video that much the rest of the features are great .\\n98                                                                                                                                                                                                                                                                                 It does so many things,  Wow, nav, video, mp3, and more !\\n99                                                                                                                                                                                                                                                         I love how easy it is to download from ITunes and the fact I can also do video  .\\n100                                                                                                                                                                                                                                     I am learning to navigate the menu better that at first and love that fact that I can take a video .\\n101                                                                                                                                                                                                                                                                                         Its easy to use and love the new video feature .\\n102                                                                                                                                                                                                                                                                 It does have some nice features such as the video camera and the radio .\\n103                                                                                                                                                                       He has been using it consistently ever since and has nothing but praise for it and it's many options  loves the video cam and the music player recorder especially\\n104                                                                                                                                                                                                                                                                                    Watching any videos drains the battery very quickly .\\n105                                                                                                                                                                                                                                                                               Glad you listen to the radio, play games and take video  .\\n106                                                                                                                                                                                                           none of my old Nano asseccories work with this one  Fun new Ipod, the video feature is fun but difficult to learn how to use .\\n107                                                                                                                                                                                                                      I've downloaded a lot of CDs and music from iTunes, also a few music videos,which are great fun to watch and hear .\\n108                                                                                                                                                                                                                                                                      Great for spot video if you do not have a camera availabe on hand .\\n109                                                                                                                                                                                                                                                               some changes such as video camera and bigger screean, but it was just ok .\\n110                                                                                                                                                                                                                                                                                       Great video camera and the funcionality is awesome\\n111                                                                                                                                                                                                                                                              Video camera function and the blending of songs at the end and beginning  .\\n112                                                                                                                                                                                                                              nothing  The functionality and video camera were great innovations added to the newest generation of Ipod !\\n113                                                                                                                                                                                                                                                           It's very easy to use and its video camera is very nice and it doesn't ghost .\\n114                                                                                                                                                                                                                                                         and the video quality is very good, and the sound quality is very good as well .\\n115                                                                                                                                                                                                                                                                        Sound quality, video quality, easy to use, space, customizable  .\\n116                                                                                                                                                                                                                                                        The colors are awesome, the sound is great and it hold tons of songs and videos !\\n117                                                                                                                                                                                                                                                                                     It has great video quality for such a small device .\\n118                                                                                                                                                                                                                                                                                                       the video recorder, sound, look  .\\n119                                                                                                                                                                                                                                                                                                       has bigger screen, video camera  .\\n120                                                                                                                                                                                                                                                                    the picture for the video is awesome its very clear and easy to see .\\n121                                                                                                                                                                                                                                                                                                        features, look and feel, video  .\\n122                                                                                                                                                                                                                                                                                                Video, even in low light, is impressive .\\n123                                                                                                                                                                                                                                                                                           Even the built, in video camera is very good .\\n124                                                                                                                                                                                                         I'm really disappointed that Apple is so proprietary that you can't use anything but iTunes to add music and videos to an iPod .\\n125                                                                                                                                                                                                                                                It has a built in video camera, and it shoots in high quality, which I was surprised at .\\n126                                                                                                                                                                                                                                                                                                    n you can put music videos pictures .\\n127                                                                                                                                                                                                                                                                    The video camera is cool, but I don't know that I would use it much .\\n128                                                                                                                                                                                                                                                                           This can record videos and it is also Very Very Light Weight !\\n129                                                                               i couldnt think of a single thing  this ipod is reallly great you can shoot videos listen to the radio plus you have 16 gigs of memory it is aweosme i really love it because its still as small as the last one only with a bigger screen and great color\\n130                                                                                                                                                                                                                                                          The video and external speaker components were a surprise on the 5th Gen iPod .\\n131                                                                                                                 I love the video camera it has on it, the pedometor is awesome to use and best of all I can listen to music on it when I'm doing other stuff on my computer when it might be slowed down when listening to music on it .\\n132                                                                                                                                                                                                                                                                           Awesome features fm radio, video camara, pedometer and more  .\\n133                                                                                                                                                                                                                     Nothing  What will Apple think of next for their Nano, the video camara records awesome video even in dim lighting .\\n134                                                                                                                                                                                                                                                                        All the neat little features and surprisingly good video camera !\\n135                                                                                                                                                                                                                             I took it to class and decided to test it out and everyone was surprised by how good the video quality was .\\n136                                                                                                                                                                               I'm planning on hiking half, dome next year and this is much much more lightweight than the video camera I have so it will definitely be accompanying me !\\n137                                                                                                                                                                     fm radio lots of storage for music, videos and pictures alarm clock to your tunes blue color lock button so you don't accidentally turn it off on ease of use Cons :\\n138                                                                                                                                                                                                                                          Hard to get videos onto computer  This was a purchase I made after I returned my Sony Walkman .\\n139                                                                                                                                                                                                                                                                                    A must, buy for everybody who loves music and video .\\n140                                                                                                                                                                                                                                                                             video camera built in and music plays without head phones  .\\n141                                                                                                                                                                                                                                                     need a video program on your computer to obtain video  Great product for the price .\\n142                                                                                                                                                                                                                                                                                I had the iPod Video but it did not work with my new Nike\\n143                                                                                                                                                                                                                                                                             chip so I bought the newest iPod video the day it came out .\\n144                                                                                                                                                                                                                                                                      I cannot figure out how to get the video I record off of the IPod .\\n145                                                                                                                                                                                                                             ,  I cannot figure out how to get the video I recorded on my Nano off to upload it to Facebook or You Tube .\\n146                                                                                                                                                                                                                                  shoes if using vid cam for long time, it kills battery  Standard Def video recording, but still sharp !\\n147                                                                                                                                                    Only things I wish they added is measuring distance [not just steps] on the pedometer, better sound on the speaker, and a  capturing still images  with the video recording feature .\\n148                                                                                                                                                                                                                                                                                           The video recording feature is the best part .\\n149                                                                                                                                                                                                                                                              7 out of 10 have not used video yet but the pixels would be just the same .\\n150                                                                                                                                                                                               The product is very useful if you want to go out for a jog and listen to your music or watch some videos if you stuck on a bus or subway .\\n151                                                                                                                                                                                                                                                                                           Video camera, FM turner, Speaker, Pedometer  .\\n152                                                                                                                                                                                                          Location of the video camera, and the gap between the click wheel and ipod  The Best Ipod ever and has the best features ever .\\n153                                                                                                                                                                                                                                                                                       Easy to use video camera, Big screen, Fun color  .\\n154                                                                                                                                                                                                                                                          Which I am sure all Nano's are like that  LOL The video camera is so much fun !\\n155                                                                                                                                                                                                                                                                                                 new look, shape and video cam feature  .\\n156                                                                                                                                                                                                                            Smudgy finger prints  I like the Video voice over color, purple I like hearing the Ipod w out the ear plugs .\\n157                                                                                                                                                                                                                                                                                                     light weight, radio, video camera  .\\n158                                                                                                                                                                                                                          I have an old 60GB ipod video that I use in my car and now I use this ipod for walking around campus and such .\\n159                                                                                                                                                                                                            The video camera is a great feature to have, however its not that high of a quality when you transfer it onto your computer .\\n160                                                                                                                                                                                                                                                                                                       Camera has great video effects   .\\n161                                                                                                                                                             The videos you record do not show up on iTunes though, you have to go to My Computer and find the ipod drive, then open the folder named DCIM, and the video files are in  .\\n162                                                                                                                                                                                                   When you're not in a game or watching a video, if you turn it on the side, coverflow displays, however you can turn this feature off .\\n163                                                                                                                                                                                                                                 I mean I do have my cell that takes pics and videos but I just love the picture video the NANO records .\\n164                                                                                                                                                                                                                                       And I just foundout you don't need the head phones in the iPod to listen to your music or videos !\\n165                                                                                                                                                                                                                                                                                       Video Camera with fun special effects, FM radio  .\\n166                                                                                                                   the glossy fingerprint attracting finish compared to last year's beautiful matte finish  Great improvements with the video camera, really fun special effects, easy to use ,  also great FM radio with pause feature .\\n167                                                                                                                                                                                                          then it would be perfect oh and make a 32 or 64gb version so I can fit all my music and have lots of room for video ,  thanks !\\n168                                                                                                                                                                                     But overall I love it ,  between the radio, speaker, microphone, video camera, effects, there are enough new features to justify buying a new nano .\\n169                                                                                                                                                                                                                                             It's great to have a decent video camera with you at all times if you don't have an iphone .\\n170                                                                                                                                                                                                                       Had the original iTouch but I was burglarized andwas waiting for the iTouch with video but can't wait any longer .\\n171                                                                                                                                                                                                                                  Video is impressive, speaker sound is good for size, easy menus, screen is big enough to watch movies .\\n172                                                                                                                                                                                                                                   The videos are very crisp and clean, the video camera is nice, I was very surprised with the quality .\\n173                                                                                                                                                                                                                                                        Small size and Color, Gettin your Money's worth, nice screen, and video camera  .\\n174                                                                                                                                                                                                                                                                                                       I do like the video camera on it .\\n175                                                                                                                                           The mic and camera are great, speaker is great for video playback or bedtime movie watching, the screen is now even bigger and the device is the same size but Lighter than the 4th gen nano !\\n176                                                                                                                                                                                                                                                        The Video Recording Quality, Price, Size, Weight, Radio, Pedometer, Voice Over  .\\n177                                                                                                                                                                                                                                                         video camera, radio, great price for a 16 gig, not a fingerprint magnet, small .\\n178                                                                                                                                                                                                       cant take pictures just videos, and u need the headphones given for the radio  good for just listening to music and for your car .\\n179                                                                                                                                                                                                                                                                                Easy to set up, has a video camera and a radio built in .\\n180                                                                                                                                                                                                                                                                        The video camera is not as good as I thought it was going to be .\\n181                                                                                                                                                                                                                                                                                NOTHING  Ipod nano has a VIDEO CAMERA it is so cool, ROCK\\n182                                                                                                                                                                                                                     the video is very clear, the built in speaker is pretty good, the radio is very useful and overall it's just great !\\n183                                                                                                                                                                                                                                                      He was delighted as it had a video and camera which his original one did not have .\\n184                                                                                                                                                                                                                                      It has plenty of room for her music and she loves taking pictures and making short videos with it .\\n185                                                                                                                                                                                                                                                          While the Nano allows for video and audio, the IPod touch has interactivity and\\n186                                                                                                                                                                                                                                                          While the Nano allows for video and audio, the IPod touch has interactivity and\\n187                                                                                                                                                                                                                        its really good up to apples usual standard sound quality and video quality is brillant and is ideal for anyone !\\n188                                                                                                                                                                                                                                       The video camera feature is nice but I don't understand why they didn't allow for picture taking ?\\n189                                                                                                                                                                                                 It's small and lightweight, it looks amazing, the video quality is way better than I ever imagined it would be, and the screen is huge .\\n190                                                                                                                                                                                                                                           The seller advertised it as the NEWEST model which should be able to take pictures and video .\\n191                                                                                                                                                                                                                                                            It is of the best buys I've done, sound quality, video and radio is excellent\\n192                                                                                                                                                                                                                                                                                     Great sound quality, love the video recording too  :\\n193                                                                                                                                                                                                                                                                             It's just a shame it only takes video and not still photos .\\n194                                                                                                                                                                                                                                                                           It has a cool video recorder, but i could've done without it .\\n195                                                                                                                                                                                                                                                                                             The video camera works great and the battery\\n196                                                                                                                                                                                                                                        If you had other ipods with the feauture of puting videos, when you synch them, they don't appear\\n197                                                                                                                                                                                                                                                                                                            Video option is easy to use .\\n198                                                                                                                                                                                                                                                                            I have the 5th gen iPod video, and this thing blows it away !\\n199                                                                                                                                                                                                                                                                                                         The video is surprisingly good !\\n200                                                                                                                                                                                                                                                                           I do wish that it also took pictures as well as video though .\\n201                                                                                                                                                                                                                                        So, the only thing about the iPod nano that I don't like   is the placement of the video camera .\\n202                                                                                                                                                                                                                                                                                                Video quality is better than I expected .\\n203                                                                                                                                                                                                                                                                                    Amazing amount of music photos videos can be stored .\\n204                                                                                                                                                                                                                                                                                                    Video taking feature is interesting .\\n205                                                                                                                                                                                                                                                                                                   It plays music, videos, radio, records\\n206                                                                                                                                                                                                                                                                                 The video capability is incredible, and so easy to use .\\n207                                                                                                                                                                                 My wife and I are really pleased with our Nano Ipods that we purchased from you so easy to use and good to have a camera as well as a video John Coleman\\n208                                                                                                                                                                                                                                                        It's a nice little gadget, I've put some songs on it and the video camera is good\\n209                                                                                                                                                                                                                                           The video camera is crystal clear and the memory space is more than ideal for all your needs .\\n210                                                                                                                                                                                                                                                                                she was quickly able to download music and videos xmas am\\n211                                                                                                                                                                                                                                                         I have used the video camera nd the sound is good considering and the picture is\\n212                                                                                                                                                                                                                                                                                     FM radio and a   video camera are pretty darn cool .\\n213                                                                                                                                                                                                                                                                                                          Great little audio video device\",\n          \"                                                                                                                                                                                                                                                                                    Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                                                                                                                                                                                                                              needs power seats on the passenger side .\\n2                                                                                                                                                                                                                          I haven't had any back pain from the seats, maybe these people exceed the seat weight limit ?\\n3                                                                                                                                                                                                                                  There is a great deal of road noise in the cabin and the seats are very low quality .\\n4                                                                                                                                                                                                                                                                                 Power seats are not fully adjustable .\\n5                                                                                                                                                                                                                                                                       Front seats are too narrow and not deep enough .\\n6                                                                                                                                                                                                                                                                                The seats are extremely uncomfortable .\\n7                                                                                                                                                                                                                                  I previously owned a 98 Avalon, and found the seats more comfortable than the Honda .\\n8                                                                                                                                                                                                                                                                                 The seats in the Honda are more firm .\\n9                                                                                                                                                                            I'm very sad ,  I loved my daughter's Civic and the dealer service is fantastic, but even good service can't help the uncomfortable seats .\\n10                                                                                                                                                                                           It cost me thousands of dollars to get rid of it, but the seats gave me and my wife back pain after 20 minutes of driving !\\n11                                                                                                                                                                                              Although it is fun to drive and quality seems ok, the leather seats are very uncomfortable, especially on a long drive .\\n12                                                                                                                                                                              The seats are decent, the interior design is excellent IMO as well as the exterior design, and thus far it has been extremely reliable .\\n13                                                                                                                                                                                                                                      In fact, I love the car just wish Honda wouldn't have made such horrible seats .\\n14                                                                                                                                                                                                                                                         Body wasn't used to seats like if you bought a new mattress .\\n15                                                                                                                                                                                                                               The interior quality is OK, my 1999 Accord EX had a better comfort level on the seats .\\n16                                                                                                                                                                                                                                                               I just purchased an Accord Sedan   with leather seats .\\n17                                                                                                                                                               Only needs to add drivers seat memory, 2, tone perforated leather, xenons, rear seat interior illumination mounted under front seats, and better tilt .\\n18                                                                                                                                                                                                          I can also fit three car seats in the back which was the reason I was able to go back the the Honda family .\\n19                                                                                                                                                                                                                                                                         The seats are very comfortable & supportive .\\n20                                                                                                                                                                                                                              I test drove an EX, L and felt the seats were too firm plus, the EX, L seemed too slow .\\n21                                                                                                                                                                                                                  This Accord has more road noise than I like and the seats tend to be hard, unlike my other Accords .\\n22                                                                                                                  Engine performance lacks punch after 60, head rest are poor design, lacks driver seat memory rear seat a c, radio system is marginal compared to Bose, Seats are hard and small for a large person .\\n23                                                                                                                                                                                                                                        The seats are comfortable, and there is ample leg room in the front and rear .\\n24                                                                                                                                                                                                                                                           Most uncomfortable seats in any vehicle I have ever owned .\\n25                                                                                                                                                                                                                               Only 2 things could make it better  memory seats and a smoother shifting transmission .\\n26                                                                                                                                                                                                                                                               Seats are firm but not uncomfortable ,  very BMW like .\\n27                                                                                                                                                                                                                   Advise anyone considering the L to drive one for awhile if you can ,  some cannot stand the seats .\\n28                                                                                                                                                                                                                                                                  The seat cover was coming out in between the seats .\\n29                                                                                                                              The only for sure complaint I have is the seats seems to hurt my back after I drove for a period of time, this may be because I am use to my silverado truck with leather bucket seats .\\n30                 DON'T rely on your test drive, the seats are Very uncomfortable and when the engine goes into the  econo  mode the vehicle  shifts rocks violently  forward and when leaving the  econo  mode it shifts rocks forward once again which means that the vehicle is  CONTINUOUSLY  SHAKING AND ROCKING .\\n31                                                                                                                                                                                                                                                                  Seats are very comfortable and ride is very smooth !\\n32                                                                                                                                                                                                                                                                        It's a black beauty with comfy leather seats .\\n33   The front seats are extremely uncomfortable after anything more than 15 minutes of driving due to what I see as a design flaw, the seat curvature is too great, and even with the lumbar support all the way retracted, it still feels like there is some type of bar sticking out in the wrong part of my back   .\\n34                                                                                                                However, long, distance comfort  is poor due to hard, narrow and deeply, bucketed seats combined with a very taut suspension which transmits even minor road imperfections through the whole vehicle .\\n35                                                                                                                                                  At first the seats seemed stiffer than I'd like, but after making a 2 1 2 hour trip, It felt very comfortable once I got the seat and lumbar adjusted to my liking .\\n36                                                                                                                                                                                                                                                          Great leg room in the back and the seats a very supportive .\\n37                                                                                                                                                                                                                                                           Door closure is solid, leather seats are very comfortable .\\n38                                                                                                                                                                                                                                                                 Ride is very good, but seats are just a little firm .\\n39                                                                                                                                                                                                                                                  Seats are not very comfortable and not happy with the heated seats .\\n40                                                                                                                                                                                                                                                                 The seats are very comfortable and I love the cloth .\\n41                                                                                                                                                                                                                                                                                   Seats are little on the hard side .\\n42                                                                                                                                                                                               The black leather seats feel a bit hot on the back in the warm weather but otherwise no complaints about the interior .\\n43                                                                                                                                                                                                                                                       Steering nice and tight, seats a little stiff but comfortable .\\n44                                                                                                                                                                                                         We wanted three things, heated seats and mirrors and an easy to get out of back seat for some aging friends .\\n45                                                                                                                                                                                                                                                                Ride is superior, comfortable seats, radio excellent .\\n46                                                                                                                                                                                                                                                                               5 Seats= Like sitting on a church pew .\\n47                                                                                                                                                                                                                                                                    Leather seats are the only thing of good quality .\\n48                                                                                                                                                                                                                                                              Problems with steering wheel, windows & seals, seats   .\\n49                                                                                                                                                                                                                              Smooth responsive acceleration,top of the line high quality supple comfy leather seats .\\n50                                                                                                                                                                                                          Also, amazing leg space in front AND back seats ,  the Accord could almost be considered a full size sedan .\\n51                                                                                                                                                   5L V6 scoots  sporty handling and acceleration good  sporty leather seats  highway gas mileage  appearance package worth having  no dealer service yet  Negatives :\\n52                                                                                                                                                                                                                  First off the new body style is very appealing and the new seats are more forgiving for larger men .\\n53                                                                                                                                                                                                                                            The heated seats for me and my passenger are a plus for the cold weather .\\n54                                                                                                                                                                                                                                     hard seats, hard ride, more road noise than expected, disappointing gas mileage .\\n55                                                                                                                                                                                                                                                                The seats are supportive and the materials are great .\\n56                                                                                                                                                                                                                                                                  You get a V, 6, heated leather seats, XM, 18  rims .\\n57                                                                                                                                                                                                                                                                                 Cloth front seats big & comfortable .\\n58                                                                                                                                                                                                                                                   Seats are stiff but once adjusted seem to become more comfortable .\\n59                                                                                                                                                                                                                                                                   The seats are very firm, but getting used to this .\\n60                                                                                                                                                                                                                    The seats in my 2008 which is just like a 2009 are considerably less than I'm used to from Honda .\\n61                                                                                                                                                                                                          The only hiccup I can report is that I think that the seats in our 2008 Odyssey are a bit more comfortable .\\n62                                                                                                                                                                     Don't get me wrong, the Accord is a comfortable car, I am just a big guy and the seats just feel like they could use a little more of something .\\n63                                                                                                                                                                                                     I have two herniated disks and the seats of the Honda have alleviated the pain in my legs and back when I drive .\\n64                                                                                                                                                                                                                                                                Additionally, the standard seats are not my favorite .\\n65                                                                                                                                                                                        Although it's a lower trim level, it has high quality interior trim  very comfortable seats  and and very smooth, quiet ride .\\n66                                                                                                                                                                                                                                                  Decent accel, huge back seat for my kids baby seats  large friends .\\n67                                                                                                                                                                                                                                                      we don't need moonroof, heated seats side mirrors we live in S .\\n68                                                                                                                                                                                                                                           With the leather seats, comfort is close to EX, L's at a  best buy  price .\\n69                                                                                                                                                                                                                                                                                     Seats are a bit too firm for me .\\n70                                                                                                                                                                                                                                                                                  Leather seats are very comfortable .\\n71                                                                                                                                                                                                                             The inside and outside pads should ALWAYS wear evenly   Always had stiff ride and seats .\\n72                                                                                                                                                                                                                                        I have a bad lower back, and the lumbar support on the seats is a life saver !\\n73                                                                                                                                                                                                                                                                                   Front seats much more comfortable .\\n74                                                                                                                                                       The satellite radio cuts out constantly, the heated seats are barely warm, the sound system is pathetic and the brakes wore out around 15,000 miles google it .\\n75                                                                                                                                                                                                                                               We are both tall, 5'11'' and 6'2  and have no problems with the seats .\\n76                                                                                                                                                                               After driving it for a few months I found the seats are tough on the lower back on long runs and it need a few more inches to go back .\\n77                                                                                                                                                                                                                                                Seats are too firm and leather is quite  hard  in character and feel .\\n78                                                                                                                                                                                                                                   I was slightly concerned about all the reviews with the seats being uncomfortable .\\n79                                                                                                                                                                                                                                                                               I love the seats, they are supportive .\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cluster_label\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0,\n          4,\n          3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 96
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "document_df[document_df['cluster_label']==0].sort_values(by='filename')"
+      ],
+      "metadata": {
+        "id": "_QjuVbjU8Dat",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "97164241-3897-48ff-df4c-23dbe2ab536e"
+      },
+      "execution_count": 97,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                           filename  \\\n",
+              "65    accuracy_garmin_nuvi_255W_gps   \n",
+              "91    accuracy_garmin_nuvi_255W_gps   \n",
+              "25  directions_garmin_nuvi_255W_gps   \n",
+              "38  directions_garmin_nuvi_255W_gps   \n",
+              "64     display_garmin_nuvi_255W_gps   \n",
+              "90     display_garmin_nuvi_255W_gps   \n",
+              "18   satellite_garmin_nuvi_255W_gps   \n",
+              "84   satellite_garmin_nuvi_255W_gps   \n",
+              "28      screen_garmin_nuvi_255W_gps   \n",
+              "87      screen_garmin_nuvi_255W_gps   \n",
+              "1        speed_garmin_nuvi_255W_gps   \n",
+              "3        speed_garmin_nuvi_255W_gps   \n",
+              "55     updates_garmin_nuvi_255W_gps   \n",
+              "72     updates_garmin_nuvi_255W_gps   \n",
+              "46       voice_garmin_nuvi_255W_gps   \n",
+              "62       voice_garmin_nuvi_255W_gps   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   opinion_text  \\\n",
+              "65                                                                                                                                                                                                                                                                 , and is very, very accurate .\\n0                                                                                                                                                                           but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n1                                                                                                              This functi...   \n",
+              "91                                                                                                                                                                                                                                                                 , and is very, very accurate .\\n0                                                                                                                                                                           but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n1                                                                                                              This functi...   \n",
+              "25                                                                                                                                                                                                                                                                You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...   \n",
+              "38                                                                                                                                                                                                                                                                You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...   \n",
+              "64                                                                                                                                                                                                                                                       3 quot  widescreen display was a bonus .\\n0                                                                                                                                           This made for smoother graphics on the 255w of the vehicle moving along displayed roads, where the 750's display was more of a  jerky  movement .\\n1                                                                                                                         ...   \n",
+              "90                                                                                                                                                                                                                                                       3 quot  widescreen display was a bonus .\\n0                                                                                                                                           This made for smoother graphics on the 255w of the vehicle moving along displayed roads, where the 750's display was more of a  jerky  movement .\\n1                                                                                                                         ...   \n",
+              "18                                                                                                                                                                                                                                                                                          It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...   \n",
+              "84                                                                                                                                                                                                                                                                                          It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...   \n",
+              "28                                                                                                                                                                                                      It is easy to read and when touching the screen it works great !\\n0                                                                                                                                                                    and zoom out   buttons on the 255w to the same side of the screen which makes it a bit easier .\\n1                                                                                                                                                                           ...   \n",
+              "87                                                                                                                                                                                                      It is easy to read and when touching the screen it works great !\\n0                                                                                                                                                                    and zoom out   buttons on the 255w to the same side of the screen which makes it a bit easier .\\n1                                                                                                                                                                           ...   \n",
+              "1                                                                                                                                                             Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "3                                                                                                                                                             Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "55                                                                             Another thing to consider was that I paid $50 less for the 750 and it came with the FM transmitter cable and a USB cord to connect it to your computer for updates and downloads .\\n0                                                                                                                                                                                                update and reroute much _more_ quickly than my other GPS   .\\n1                                                                                                       UPDATE ON THIS ,  It finally turned out that to see the elevation contours at lowe...   \n",
+              "72                                                                             Another thing to consider was that I paid $50 less for the 750 and it came with the FM transmitter cable and a USB cord to connect it to your computer for updates and downloads .\\n0                                                                                                                                                                                                update and reroute much _more_ quickly than my other GPS   .\\n1                                                                                                       UPDATE ON THIS ,  It finally turned out that to see the elevation contours at lowe...   \n",
+              "46                                                                                                                                                                                                   The voice prompts and maps are wonderful especially when driving after dark .\\n0                                                                                                                                                                               I also thought the the voice prompts of the 750 where more pleasant sounding than the 255w's .\\n1                                                                                                                                                       ...   \n",
+              "62                                                                                                                                                                                                   The voice prompts and maps are wonderful especially when driving after dark .\\n0                                                                                                                                                                               I also thought the the voice prompts of the 750 where more pleasant sounding than the 255w's .\\n1                                                                                                                                                       ...   \n",
+              "\n",
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+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
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+              "    .dataframe tbody tr th {\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>filename</th>\n",
+              "      <th>opinion_text</th>\n",
+              "      <th>cluster_label</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>65</th>\n",
+              "      <td>accuracy_garmin_nuvi_255W_gps</td>\n",
+              "      <td>, and is very, very accurate .\\n0                                                                                                                                                                           but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n1                                                                                                              This functi...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>91</th>\n",
+              "      <td>accuracy_garmin_nuvi_255W_gps</td>\n",
+              "      <td>, and is very, very accurate .\\n0                                                                                                                                                                           but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n1                                                                                                              This functi...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>directions_garmin_nuvi_255W_gps</td>\n",
+              "      <td>You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>38</th>\n",
+              "      <td>directions_garmin_nuvi_255W_gps</td>\n",
+              "      <td>You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>64</th>\n",
+              "      <td>display_garmin_nuvi_255W_gps</td>\n",
+              "      <td>3 quot  widescreen display was a bonus .\\n0                                                                                                                                           This made for smoother graphics on the 255w of the vehicle moving along displayed roads, where the 750's display was more of a  jerky  movement .\\n1                                                                                                                         ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>display_garmin_nuvi_255W_gps</td>\n",
+              "      <td>3 quot  widescreen display was a bonus .\\n0                                                                                                                                           This made for smoother graphics on the 255w of the vehicle moving along displayed roads, where the 750's display was more of a  jerky  movement .\\n1                                                                                                                         ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>satellite_garmin_nuvi_255W_gps</td>\n",
+              "      <td>It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>84</th>\n",
+              "      <td>satellite_garmin_nuvi_255W_gps</td>\n",
+              "      <td>It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>screen_garmin_nuvi_255W_gps</td>\n",
+              "      <td>It is easy to read and when touching the screen it works great !\\n0                                                                                                                                                                    and zoom out   buttons on the 255w to the same side of the screen which makes it a bit easier .\\n1                                                                                                                                                                           ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>screen_garmin_nuvi_255W_gps</td>\n",
+              "      <td>It is easy to read and when touching the screen it works great !\\n0                                                                                                                                                                    and zoom out   buttons on the 255w to the same side of the screen which makes it a bit easier .\\n1                                                                                                                                                                           ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>55</th>\n",
+              "      <td>updates_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another thing to consider was that I paid $50 less for the 750 and it came with the FM transmitter cable and a USB cord to connect it to your computer for updates and downloads .\\n0                                                                                                                                                                                                update and reroute much _more_ quickly than my other GPS   .\\n1                                                                                                       UPDATE ON THIS ,  It finally turned out that to see the elevation contours at lowe...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>72</th>\n",
+              "      <td>updates_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another thing to consider was that I paid $50 less for the 750 and it came with the FM transmitter cable and a USB cord to connect it to your computer for updates and downloads .\\n0                                                                                                                                                                                                update and reroute much _more_ quickly than my other GPS   .\\n1                                                                                                       UPDATE ON THIS ,  It finally turned out that to see the elevation contours at lowe...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>46</th>\n",
+              "      <td>voice_garmin_nuvi_255W_gps</td>\n",
+              "      <td>The voice prompts and maps are wonderful especially when driving after dark .\\n0                                                                                                                                                                               I also thought the the voice prompts of the 750 where more pleasant sounding than the 255w's .\\n1                                                                                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>62</th>\n",
+              "      <td>voice_garmin_nuvi_255W_gps</td>\n",
+              "      <td>The voice prompts and maps are wonderful especially when driving after dark .\\n0                                                                                                                                                                               I also thought the the voice prompts of the 750 where more pleasant sounding than the 255w's .\\n1                                                                                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
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+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
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+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"document_df[document_df['cluster_label']==0]\",\n  \"rows\": 16,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 8,\n        \"samples\": [\n          \"directions_garmin_nuvi_255W_gps\",\n          \"speed_garmin_nuvi_255W_gps\",\n          \"accuracy_garmin_nuvi_255W_gps\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 8,\n        \"samples\": [\n          \"                                                                                                                                                                                                                                                              You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but not any more .\\n1                                                                                                                                                                                                                                                            the directions didn't tell me anything I didn't already know after fiddling with it for 10 minutes .\\n2                                                                                                                                                                                                                                                                     It also does not offer an option to view the route as a series of turn by turn directions .\\n3                                                                                                                                                                                                                                                                   It gives your heading not in terms of degres but only in terms of one of eight directions   .\\n4                                                                                                                                                                             The widescreen is a plus and I highly recommend it, even though it has the wide screen you can stick it in your back pocket which can be conveniently used for walking directions .\\n5                                                                                                                                                                                                                                          Garmin's nuvi 255W   is a handy little device that provides excellent value, but more importantly spot on directions .\\n6                                                 While I recommend that you refrain from entering a directions request while driving your car, I note that some of the more impressive features of this GPS are literally one touch away, and so mounting the device close enough to you to activite a one touch feature would seem to be relatively important .\\n7                                                                                                       But leaving it on the seat next to you is likely to cause a few double takes because as comfortable as you think you're going to be just listening for directions, the fact remains that the graphics will attract your eyeballs like a moth to a flame .\\n8                                                                                                                                                                                                                                                                                         I've found the directions in major metropolitan areas to be excellent .\\n9                                                                                                                                                                                                                                               but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n10                                                                                                                                         Another screen at the touch of the button will show you the turn by turn directions coming up so that you can plan even better, especially in areas that you have just enough familiarity to be considered dangerous .\\n11                                                                                                                                                                                                                                                              I like how the Garmin 255W doesn't make you type in complete directions when it isn't necessary .\\n12                                                                                                                                       The only other annoyance of any time is that if you deviate from your route and don't indicate that you are detouring, you get to hear the Garmin repeatedly chastize you because it has to recalulate your directions .\\n13                                                                                                                                                                                                                                                                                   No more firing up the computer, going to the site, printing the directions .\\n14                                                                                                                                                                                                                                                                     It speaks the directions so that you don't have to keep looking down at a piece of paper .\\n15                                                                                                                                                                                                                                                                                                     It allows for detours with directions on how to get back .\\n16                                                                                                                                                                                                                                                                            Saves mobile phone minutes, because you don't have to call and ask for directions .\\n17                                                                                                                                                                                                                       Traffic directions are as good and detailed as can be, as you would expect from a Garmin, and less intrusive than on some other brands .\\n18                                                                                                                                                                                                                                                          In closing, this is a fantastic GPS with some very nice features and is very accurate in directions .\\n19                                                                                                                                                                                                                                                            The sound is tolerable, but when you are hearing spoken directions a lot, it gets really annoying .\\n20                                                                                                                                                                                                                                                                                      However, the TTS gave me few wrong directions during my trip to NY city .\\n21                                                                                                                                                                                                                                                                                                        0 out of 5 stars gives strange directions, July 6, 2009\\n22                                                                                                                                                                                                                                                                                                             The directions are highly accurate down to a  T  .\\n23                                                                                                                                                                                                       Depending on what you are using it for, it is a nice adjunct to a travel trip and the directions are accurate and usually the quickest, but not always .\\n24                                                                                                                                                                                                               I tend to be a technological idiot but I figure this out, right out of the box and I hadn't even read the directions yet, , this is major easy .\\n25                                                                                                                                                                                                                                                              Gives you immediate directions to get to the location you chose to set up as your home location .\\n26                                                                                                                                                                                                                                    Allows you to type in two street names, and if they intersect, the GPS unit will give you directions to that intersection .\\n27                                                                                                                                                                                                                                                                               You can touch anywhere on the map and press GO for directions to that location .\\n28                                                                                                                                                                                                         Shows you your current latitude and longitude location, and allows you to enter new coordinates to set up so you can get directions to that location .\\n29                                                                                                                                                                                                                                                            If you missed the spoken directions, you can look at the top of the screen for written directions .\\n30                                                                                                                                                                                                                                                                                         However, I much prefer robotic voices to no spoken directions at all .\\n31                                                                                                                                                                                                                                                                                                                                Some of the verbal directions :\\n32                                                                                                                                                                        It should tell me to take the Southwest Drive exit, or the Buffalo Gap Road exit, like the highway sign says, or like I would verbally tell someone to take if giving them directions .\\n33                                                                                                                                                                                                                                            So, although the Nuvi doesn't verbalize those directions, I can look at the screen to see the exit I need to take .\\n34                                                                                                                                                                                                                   Directions seemed to focus on Interstate travel and I have not played with the device enough to know if it can be set to avoid Interstates .\\n35                                                                                                                                                                                                                       It lost satellite contact a couple of times on the trip   but apparently picked them up again because there were no skipped directions .\\n36                                                                                                                                                                                                                                                                                                                   Directions were easy to see and understand .\\n37                                                                                                                                                                                                                                                                                                       The spoken directions are generally easy to understand .\\n38                                                                                                                                                                                                                                  Since the directions are also displayed on the screen, I find the occasional mispronunciation entertaining and not an issue .\\n39                                                                                                                                                                                                                                                                   It does know when you are not near a public road but it cannot give directions to the road .\\n40                                                                                                                                                                                                                                                                                               The spoken turn, by, turn directions are clear and very timely .\\n41   My only real gripes on the software interface side would be its inability to show 1, way streets on your overhead map   and that this particular model does not support the Garmin routing feature that you can sync between your PC and their more expensive models to pick multiple waypoints instead of just a point 'A' to point 'B' directions system .\\n42                                                                                                                                                                                                                                        You can even get turn, by, turn directions from the program, and Google Maps has features that work with Garmin units .\\n43                                                                                                                                         Any time you're facing a closed roadway or are terribly stuck in highway traffic, you'll get a very slick change in directions to your destination given to you in literally less than 5 seconds than you ask for it .\\n44                                                                                                                                                                                                                                                                                                            button, and it gave us directions right to Carmel .\\n45                                                                                                                                                                                                                                                                                      The purpose of the GPS is to give me directions in unfamiliar locations .\\n46                                                                                                                                                                                                                                                                                         The voice directions are great, but sometimes it mispronounces names .\\n47                                                                                                                                                                 It takes a little while to get the satellites sometimes, but I just set it up as soon as I get in the car and by the time I'm out on the road and actually need directions it's up and going .\\n48                                                                                                                                                                                                                       I had a great time torturing the poor thing and deliberately not following its directions while driving one day in downtown Sacramento .\\n49                                                                                                                                                                                                                                                                                      As with the 285WT, it gave me bad directions in one place in Sacramento .\\n50                                                                                                                                                                                     I avoided the more complex ones as I had read that FM updates can confuse the device and changing directions after the obstruction has been cleared is not a good option .\\n51                                                                                                                                                                                        I like being able to select different voices, however when I am using Daniel with the English accent, he seems to be clearing his throat at the end of his directions .\\n52                                                                                                                                                                                                                                                            It loads quickly, have pretty accurate directions, and can recalculate quickly when I miss a turn .\\n53                                                                                                                                                                                                        Often when I'd get a phone call or was talking to someone, it would have been nice to just have the ability to quickly make the voice directions mute .\\n54                                                                                                                                                                                                                                   The directions were pretty right on, with a brief glitch with the distance it was calculating for some approaching streets .\\n55                                                                                                                                                                                                     I am sure I've not even touched upon the many features this GPS boasts, but for basic travel directions for the non, techie then this is a great product .\\n56                                                                                                                                                                                                                                          My daughter would then call my wife, asking her to plot a course using a mapping Web site and recite the directions .\\n57                                                                                                                   Daughter Dearest now carries the Nuvi in the glove box of her car, pulling it out, plugging it in, and getting directions whenever she needs, in a manner that notably is much faster and clearer than reading a map or calling her mother .\\n58                                                                                                                                                                                                                                                                                                                    When it comes to directions, I'm horrible .\\n59                                                                                                                                                                                                                                         There are different voices you can choose to give you your directions, even Australian, American and British English .\\n60                                                                                                                                                                                                                                                                        I mainly bought the first one for my wife since she needs directions alot of the time .\\n61                                                                                                                                                                                                                                                                              It worked so well that people from the wedding were following me for directions .\\n62                                                                                                                                                                                                                                         In the week that I have had it, it's been spot on in providing directions and keeps up with the speed I am traveling .\\n63                                                                                                                                    The Voice Prompted turn by turn directions make it easy to get from one place to another without having to look up at the GPS, but of course you also get turn, by, turn directions on the GPS with a touch of the screen .\\n64                                                                                                                                                                                                                 Amazon had the best price for this model which I chose for its ability to adjust the directions if you reroute, text to speech feature and 4 .\\n65                                                                                                                                                                                                                                                    For the first time in several years, my husband & I took a roadtrip with no  squabbling  about directions .\\n66                                                                                                                                                                                                                                                                Directions and maps are easy to use, and if you miss a turn, it updates your route in seconds .\\n67                                                                                                                                                                                                                                                                        It has worked well for local driving giving accurate directions for roads and streets .\\n68                                                                                                                                                                                                                                                                                          I was so tired of having to go to Mapquest and print out directions .\\n69                                                                                                                                                                                                                                                      The voice directions give you fair warning when you are about to take a turn, which is really important .\\n70                                                                                                                                                                                              What the 255w does best is find a street address, business, point of interest, hospital or airport and give you turn, by, turn directions with amazing accuracy .\\n71                                                                                                                                                                                                                                                                   I would have struggled to find with my usual combination of maps and Web, based directions .\\n72                                                                                                                                                                                                                                                              The directions the GPS gave me were absolutely correct  , but the name of the highway was wrong .\\n73                                                                                                                                                                                                     Wish I had bought it about two years ago rather than spend a lot on maps and wasting time asking directions, especially in relatively remote areas of ME .\\n74                                                                                                                                                                                                                                                                          I spent 2 weeks driving around the Mid, West following Mapquest maps and directions .\\n75                                                                                                                                             I chose small towns as destinations and it always led me there without any problems, thus allowing me to enjoy the scenery of the fall foliage without worrying about using a map for directions or getting lost .\\n76                                                                                                                                                                                                                      I use the map feature when I don't need directions which makes it easier to identify streets when street signs are obscured or missing  .\\n77                                                                                                                                                                                                                                                    On the negative side, the directions it gives to a given address are not always the best way to get there .\\n78                                                                                                                                                                                                                                                                                         0 out of 5 stars MyOn, StarDirectionsReplacementUnit, October 15, 2009\\n79                                                                                                                                                                                                                           My new Garmin 255w had very Easy Set Up, Accurate Directions to locations, User Friendly Unit to anyone in my vehicle who tried it .\\n80                                                                                                                                                                                                                                                                                          This unit has replaced my GM On, Star Directions unit in my vehicle .\\n81                                                                                                                                                                                                                                                                                                                               directions routing are perfect .\\n82                                                                                                                                                                                                                                                                                                                          spoken directions are crystal clear .\\n83                                                                                                                                                                                                                                                                Practiced visiting places I already knew to see how accurate the directions and maps would be .\\n84                                                                                                                                                                                                                                                                                                The directions provided have all been quite accurate thus far .\\n85                                                                                                                                                                                                                                                                                                    No more stopping at so and so gas stations for directions .\\n86                                                                                                                                                                                                                                                                                             Map is bright and detailed, voice directions are clear and loud  .\\n87                                                                                                           It can be a little distracting the first few times you use it, but once you find the right mounting spot, it s like it's not there until you need it and then it's there waiting for you to with all the directions to get you to your destination .\\n88                                                                                                                                                                                                                                    I had no trouble with the volume level of the spoken directions either and found it to be an interesting and helpful tool .\\n89                                                                                                                                                                                                                                                                                    Several voice options will announce both directions and street names, etc .\\n90                                                                                                                                                                          After a certain amount of frustration dealing with paper maps, missed exits and fumbling for directions in the dark ,  I decided it was time to get on the GPS car navigation wagon .\\n91                                                                                                                                                                                                                  Also, there is there no asking for directions from passengers like spouses and children who have difficulty reading conventional paper maps .\\n92                                                                                                                                                                                                                                                      Others have said that the voice directions leave something to be desired in terms of volume and clarity .\\n93                                                                                                                                                                                                                                                                            It was accurate on determing original directions and recalculating when necessary .\\n94                                                                                                                                                                                                                                   But driving on the highway with music on and windows down, it will be hard to hear the directions using just 70% of volume .\\n95                                                                                                                                                                               I didnt know the address of the mueseum so I typed it into the unit and it found not only the meuseum, but the nearest garage, the places to eat, and directions were right ON .\\n96                                                                                                                                                                                                                                                                                          The display is very easy to read, and the directions were very good .\\n97                                                                                                                                                                               The model 255W that we received seemed to take longer to find a satelite, and the man's voice was very fast and not as clear, and at times seemed a bit confused in directions .\",\n          \"                                                                                                                                                          Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                                                                        My final decision was to keep the 255w and return the 750 because I really liked the graphic turn indicator and the posted speed limit and current speed indicators .\\n2                                                                                                                                                                                                                                                            It even tells you the speed limit on most roads .\\n3                                                                                                                               The new display posts speed limit signs of major roads flush left on the screen, which is a new feature that is also really helpful, if you're driving in an unfamiliar area .\\n4                                                                                                          Display is excellent ,  the layout of information on the screen is very good showing upcoming turns at the top, your speed, the local speed limit and the estimated time of arrival at the bottom .\\n5                                                                                                                                                                                                                                                              But the name of the game for thieves is speed .\\n6                                                                                                                                                                  With a reset button, you can track your max speed, moving time, stopped time, average speed total for the trip, average moving speed, etc .\\n7                                                                                                                                                                                       It tells you on the main screen your estimated time of arrival which will change depending upon your stops and speed .\\n8                                                                                                                                  Well, you can one up him now by not only announcing the time, but the average speed as well, and you have documented proof of the reason you were delayed for precisely 7 .\\n9                                                                                                                                                                                                                                                                         ,  Speed of map updates is awesome .\\n10                                                                                                                                 The navigation display shows more information, such as next turn street and speed limit, and the picture update is smooth instead of jerky as I have seen in other models .\\n11                                                                                                                                                                                                            TomTom seems to underestimate speed limits on community highways and gives sub, optimal routes .\\n12                                                 For example, on the route from Rocky Mountain National park to Arches National Park Garmin's route is 40 mins shorter on a 7 hour drive because it chooses shorter route along minor highways instead of longer route along I, 70 with higher speed limit .\\n13                                                                                                     If you are driving in NYC or other major city, be prepared to add 1 minute for each red traffic light and beware that Garmin expects you to drive with a speed close to speed limit along NYC streets .\\n14                                                                                                                                                                                                                                               ,  255w shows speed limit on most highways and some streets .\\n15   That newer interface, as another reviewer has mentioned, gives you speed limits on some major roads, shows you your current speed, puts the zoom buttons closer together, changes text size to give you road names, and shows you the direction of the next upcoming turn near the distance to the turn .\\n16                                                                                                                                                                                        SPEED, , on most major highways, it tells what the speed limit is for that road   AND tells you what your speed is .\\n17                                                                                                                                                                                                                                                        Indicates posted speed limits of the road you are on\\n18                                                                                                                                                                                                       On the lower left hand side, this unit shows the maximum speed limit for the road you are traveling .\\n19                                                                                                                                                                                            This is very useful feature because many a times this will help to avoid the risk of getting a speeding ticket .\\n20                                                                                                                                                                                                                                         By the way, the bottom menu also shows your current driving speed .\\n21                                                                                                                                                                                                                                                                  That's what the car's speedometer is for .\\n22                                                                                                                                                                                         And, it's nice that the Garmin tells you that, at your current speed, you'll reach your destination in 43 minutes .\\n23                                                                                                                                                                                  When you are looking at the map, you are shown the speed limit for the road you are travelling on, and your actual speed .\\n24                                                                                                                     I have noticed that when I see a speed limit sign on the road, indicating a change of speed limit for that road, the Nuvi is not far behind in changing the speed limit on the screen .\\n25                                                                                                                                 I can see that this could at some point become out of date if the governing authority changes the speed limit on a particular road, but it is a cool function nonetheless .\\n26                                                                                                                                                                                                          It was fun to know where you are and the speed that you are going and the time you will be there .\\n27                                                                                                                                                                                                                                                        6 Love the speed limit and actual speed indicators .\\n28                                                                                                                                                 I have observed several cases on an interstate where the 255W required driving well over the speed limit in order to achieve the initial arrival estimate .\\n29                                                                                                                                                         The city routes were somewhat closer but they could not have actually been faster because of the numerous traffic lights and slower driving speed .\\n30                                                                                                                                                                                     I really love the new interface, the turn signs at the corner, speed limit indicator and the fast satellite reception .\\n31                                                                                                                                                It has a lot of good features ,  including a speedometer, posted speed limits on major roads, and it notes your average and max speed on your current trip .\\n32                                                                                                                                                                                                                                   , alerting you that a rest stop is coming up in a mile, or speed alerts .\\n33                                                                                                                                                                                                                               Lastly  , you can immediately see the speed limit for every road you are on .\\n34                                                                                                                                                                                  The local  speed limit  is shown on left side of the screen with current driving speed shown at the bottom of the screen .\\n35                                                                                                                                                                                      I also enjoy the estimated time of arrival feature that recalibrates itself automatically based on your travel speed .\\n36                                                                                                                                                                                                           Having the speed limit show up on the screen was also great since I was in unfamiliar territory .\\n37                                                                                                                                                                               I watched the screen several times as I passed by a speed limit sign, and it would change almost immediately as I passed by !\\n38                    I used it the day I bought it,   and then this morning, and as soon as it comes on it is  ready to navigate  The only downfall of this product, and the only reason I did not give it 5 stars is the fact that the speed limit it displays for the road you are on isn't 100% accurate .\\n39                                                                                                                                                                                                                    The road I live off of, the speed limit is 45, the GPS says that the speed limit is 50 .\\n40                                                                                                                                                                                         From what I have seen as far as the speed limit issue is that it is off only by 5mph, but dead on in other places .\\n41                                                                                                                                                                ,  The speed limit sign on the display is handy but in the first week of using the GPS I found it had the wrong speed limit a couple times .\\n42                                                                                                                      The only glitch I have found so far is that the speed limits are not 100% accurate, although the GPS, amazingly, is able to very accurately tell you how fast your vehicle is moving .\\n43                                                                                 I was a little disappointed in the inaccuracy of the posted speed limit, as I'm guilty of not paying close enough attention to those signs, especially w  interstate speed traps that are constantly changing up and down .\\n44                                                                                                                                                                                                                                   I also really like the way it shows my speed and the posted speed limit .\\n45                                                                                                                                                                                                                                                   The posted speed limit on the screen is pretty cool too .\\n46                                                                                                                                                                                      In the week that I have had it, it's been spot on in providing directions and keeps up with the speed I am traveling .\\n47                                                                                                                                                                                                                                                                 Shows the speed limits on the major roads !\\n48                                                                                                                                                                                                               The turn or exit instructions happen too close to the turns or exits when at highway speeds .\\n49                                                                                                                                                                                                                            There should be some features built, in the device such as speed limit monitor .\\n50                                                                                                                                                                                         This greatly helps the driver to keep his eye on the road instead of looking at the speedometer from time to time .\\n51                                                                                                                                                                                                                                              Some countries impose lower speed limit in residential areas .\\n52                                                                                                                                                                                                                           One unexpected feature is the speed limit and actual speed displayed on the map .\\n53                                                                                                                                                                                                                                   The speed limit is usually correct except on recently modified highways .\\n54                                                                                                                            I often find myself wondering if the speed limit changed and I didn't see the sign, so for this one feature I leave the unit on even if it is not navigating to a set location .\\n55                                                                                                                                                                                                                                     If it helps me avoid one speeding ticket it will have paid for itself .\\n56                                                                                                                                                                                                                                   I liked the way it tells you the speed limit and how fast you are going .\\n57                                                                                                                                                                                                                                              It knows exactly what the speed limit is on all major routes .\\n58                                                                                                                                                                                                                It is cool to always know what the speed limit is and exactly how fast you are traveling   .\\n59                                                                                                                                                                                                                                                                        ,  Tells you the streets speed limit\\n60                                                                                                                                                      It is very easy to use, and when driving in the US  , it displays the speed limit and your speed, which is helpful when converting from Kms to Miles .\\n61                                                                                                                                                                                              LOCAL SPEED LIMIT SOMETIMES WERE NOT CORRECT,THEN WE WOULD PASS A SPEED LIMIT SIGN & IT WOULD CORRECT ITSELF .\\n62                                                                                                                                                                                                  SHOWING ACTUAL SPEED IS NICE ,  ESPECIALLY FOR THE LITTLE WOMEN, AS SHE LOVES TO REMIND ME ALONG THE WAY .\\n63                                                                                                                                                                                                                                                        Plus you can download speed cameras alerts at http :\\n64                                                                                                                                                I can't believe how accurate and detailed the information estimated time of arrival,speed limits along the way,and detailed map of my route, to name a few .\\n65                                                                     What I like most about the 255W is that it shows the road's speed limit right above your actual speed, which I find most helpful, since, again, I use it mostly in areas where I'm not familiar with the roads and local speed limits .\\n66                                                                                                                                                                                                                                               The new speed limit display on the 205 255 is quite helpful .\\n67                                                                                                                                                                                                                                 Speed of calculation, accuracy, and simplicity of operation are top notch .\",\n          \"                                                                                                                                                                                                                                                               , and is very, very accurate .\\n0                                                                                                                                                                           but for the most part, we find that the Garmin software provides accurate directions, whereever we intend to go .\\n1                                                                                                              This function is not accurate if you don't leave it in battery mode say, when you stop at the Cracker Barrell for lunch and to play one of those trangle games with the tees .\\n2                                                                                                                                                                      It provides immediate alternatives if the route from the online map program was inaccurate or blocked by an obstacle .\\n3                                                                                                                                                                    I've used other GPS units, as well as GPS built into cars   and to this day NOTHING beats the accuracy of a Garmin GPS .\\n4                                                                                                                                                                                                                            It got me from point A to point B with 100% accuracy everytime .\\n5                                                                                                                                                                                                                        It has yet to disappoint, getting me everywhere with 100% accuracy .\\n6                                                                                                                                                                                                                                   0 out of 5 stars Honest, accurate review, , PLEASE READ !\\n7                                                                                                                                                                                                                  Aside from that, every destination I've thrown at has been 100% accurate .\\n8                                                                                                                                                                                       In closing, this is a fantastic GPS with some very nice features and is very accurate in directions .\\n9                                                                                                                                                                                             Plus, I've always heard that there are  quirks  with any GPS being accurate, having POIs, etc .\\n10                                                                                                                                                                                                                                          DESTINATION TIME, , This is pretty accurate too .\\n11                                                                                                                                                                                                                                                           But, it's always very accurate .\\n12                                                                                                                                                                                                               The map is pretty accurate and the Point of interest database also is good .\\n13                                                                                                                                                                                                                                           Most of the times, this info was very accurate .\\n14                                                                                                                                                                                                          I've even used it in the  pedestrian  mode, and it's amazing how accurate it is .\\n15                                                                                                                                                                                                                      ONLY  is only accurate when an ad says,  Top sirloin steak, ONLY $1 .\\n16                                                                                                                                                                                The most accurate review stated that these machines are adjunct to a good map and signs on the interstate .\\n17                                                                                                                                                                                                                                         The directions are highly accurate down to a  T  .\\n18                                                                                                                                   Depending on what you are using it for, it is a nice adjunct to a travel trip and the directions are accurate and usually the quickest, but not always .\\n19                                                                                                                                                                                                      The screen is easy to see, the voice tells you where you are and it's very accurate .\\n20                                                                                                                                                                                                                   It was accurate to the minute when it told me when I would arrive home .\\n21                                                                                                                                                                                                            0 out of 5 stars GPS Navigator doesn't navigate accurately on a straight road .\\n22                                                                                                                                                                                          I was familiar with the streets and only used the Nuvi to get an accurate arrival time estimate .\\n23                                                                                                                                                                                                                                 but after that it is very easy and quite accurate to use .\\n24                                                                                                                                                                                                                                                  The accuracy at this point is very good .\\n25                                                                                                                                              While the 255W routing seems generally accurate and logical, on my first use I discovered that it does have some errors in its internal map .\\n26                                                                                                                                                                                                    Bottom line is I wanted a unit that is accurate and had reliable satellite connection .\\n27                                                                                                                                                                                                                            I've used it around town and find it to be extremely accurate .\\n28                                                                                                                                                                          I found the maps to be inaccurate at first, but after I updated them from Garmin's website everything is golden .\\n29                                                                                                                                                                                                                                 A lot of my friends' addresses are inaccurate by any GPS .\\n30                                                                                                                                                                                        It loads quickly, have pretty accurate directions, and can recalculate quickly when I miss a turn .\\n31                                                                                                                            Because the accuracy is good to the street address level, it may not be able to guide you to the exact location if your destination is inside a shopping mall .\\n32                                                                                                                                                                                            I updated to the latest 2010 map soon after I received the unit, so the map is accurate to me .\\n33                                                                                                                                                                                                                   I was blown away at the accuracy and routing capability this thing had .\\n34   I used it the day I bought it,   and then this morning, and as soon as it comes on it is  ready to navigate  The only downfall of this product, and the only reason I did not give it 5 stars is the fact that the speed limit it displays for the road you are on isn't 100% accurate .\\n35                                                                                                                                                                                                        If your looking for a nice, accurate GPS for not so much money, got with this one .\\n36                                                                                                                                                                                                                 0 out of 5 stars Inexpensive, accurate, plenty of features, August 6, 2009\\n37                                                                                                     The only glitch I have found so far is that the speed limits are not 100% accurate, although the GPS, amazingly, is able to very accurately tell you how fast your vehicle is moving .\\n38                                                                I was a little disappointed in the inaccuracy of the posted speed limit, as I'm guilty of not paying close enough attention to those signs, especially w  interstate speed traps that are constantly changing up and down .\\n39                                                                                                                                                                                                    The closest one that gives the most accurate route that I usually take is the Navigon .\\n40                                                                                                                          After 2 weeks, it has yet to make a mistake, and is always completely accurate ,  even to the point of telling me which side of the street my destination is on .\\n41                                                                                                                                                                                                    It has worked well for local driving giving accurate directions for roads and streets .\\n42                                                                                                                                                                                                  The estimated time to arrival does not seem to calculate the travelling time accurately .\\n43                                                                                                                          Accuracy is as good as any other unit, they all sometimes tell you you have arrived when you haven't, or continue to tell you to turn when you're already there .\\n44                                                                                                                                                                                                                                                       Accuracy is determined by the maps .\\n45                                                                                                                                                                                                                               Less traveled rural roads will not be accurate on any unit .\\n46                                                                                                                                                                                                                                                           Accuracy is within a few yards .\\n47                                                                                                                          What the 255w does best is find a street address, business, point of interest, hospital or airport and give you turn, by, turn directions with amazing accuracy .\\n48                                                                                                                                                                                    The Garmin is loaded with very accurate maps that generally know the roads in even the remotest areas .\\n49                                                        I'm really glad I bought it though, and like the easy to read graphics, the voice used to tell you the name of the street you are to turn on, the uncannily accurate estimates of mileage and time of arrival at your destination .\\n50                                                                                                                                                       My new Garmin 255w had very Easy Set Up, Accurate Directions to locations, User Friendly Unit to anyone in my vehicle who tried it .\\n51                                                                                                                                 I had a GPS 10, years ago when I owned a boat that was difficult to use and with very poor accuracy so I had assumed that the road GPS wasn't any better .\\n52                                                                                                                                                                                            Practiced visiting places I already knew to see how accurate the directions and maps would be .\\n53                                                                                                                                                                                                                            Easy to use, excellent accuracy, nice and intuitive interface .\\n54                                                                                                                                                                                                                            The directions provided have all been quite accurate thus far .\\n55                                                                                                                                                                                                             ,  Very Accurate but with one small glitch I found ,  I'll explain in the CONS\\n56                                                                                                                                                                                                                      This is a great GPS, it is so easy to use and it is always accurate .\\n57                                                                                                                                        Very easy to operate and pretty accurate as well, only led me astray once and that was in northern Maine where roads are few and paved ones fewer .\\n58                                                                                                                                                                                                                                      Easy to use and amazed at how accurate this item is .\\n59                                                                                                                                                                                                                                        To date it's been a very easy to use and accurate .\\n60                                                                                                                                                                                                                                         Mounted really easily and has been very accurate .\\n61                                                                                                                                                                                                                                                              seems to be rather accurate .\\n62                                                                                                                                                                                                        It was accurate on determing original directions and recalculating when necessary .\\n63                                                                                                                                                                                                                                                          Highly accurate, POIs are great .\\n64                                                                                                                               I can't believe how accurate and detailed the information estimated time of arrival,speed limits along the way,and detailed map of my route, to name a few .\\n65                                                                                                                                                                                                                Speed of calculation, accuracy, and simplicity of operation are top notch .\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cluster_label\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
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+        }
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+        "id": "tXkl7fyC8Dcl",
+        "colab": {
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+          "height": 1000
+        },
+        "outputId": "ae52a88a-b260-4692-9ace-068b13bb661a"
+      },
+      "execution_count": 98,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                          filename  \\\n",
+              "74      battery-life_amazon_kindle   \n",
+              "60      battery-life_amazon_kindle   \n",
+              "16      battery-life_ipod_nano_8gb   \n",
+              "83      battery-life_ipod_nano_8gb   \n",
+              "20     battery-life_netbook_1005ha   \n",
+              "21     battery-life_netbook_1005ha   \n",
+              "9            buttons_amazon_kindle   \n",
+              "70           buttons_amazon_kindle   \n",
+              "100  eyesight-issues_amazon_kindle   \n",
+              "89   eyesight-issues_amazon_kindle   \n",
+              "8                features_windows7   \n",
+              "96               features_windows7   \n",
+              "24             fonts_amazon_kindle   \n",
+              "99             fonts_amazon_kindle   \n",
+              "80         keyboard_netbook_1005ha   \n",
+              "37         keyboard_netbook_1005ha   \n",
+              "77        navigation_amazon_kindle   \n",
+              "51        navigation_amazon_kindle   \n",
+              "76             price_amazon_kindle   \n",
+              "22             price_amazon_kindle   \n",
+              "92            screen_ipod_nano_8gb   \n",
+              "7             screen_ipod_nano_8gb   \n",
+              "30           screen_netbook_1005ha   \n",
+              "75           screen_netbook_1005ha   \n",
+              "44        size_asus_netbook_1005ha   \n",
+              "94        size_asus_netbook_1005ha   \n",
+              "42             sound_ipod_nano_8gb   \n",
+              "59             sound_ipod_nano_8gb   \n",
+              "54             video_ipod_nano_8gb   \n",
+              "93             video_ipod_nano_8gb   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    opinion_text  \\\n",
+              "74                                                                                                                                                                                                                After I plugged it in to my USB hub on my computer to charge the battery the charging cord design is very clever !\\n0                                                                                                                                     After you have paged tru a 500, page book one, page, at, a, time to get from Chapter 2 to Chapter 15, see how excited you are about a low battery and all the time it took to get there !\\n1                                                     ...   \n",
+              "60                                                                                                                                                                                                                After I plugged it in to my USB hub on my computer to charge the battery the charging cord design is very clever !\\n0                                                                                                                                     After you have paged tru a 500, page book one, page, at, a, time to get from Chapter 2 to Chapter 15, see how excited you are about a low battery and all the time it took to get there !\\n1                                                     ...   \n",
+              "16                                                                                                                                                                                                                                                                                                  short battery life  I moved up from an 8gb .\\n0                                                                                                                                                                                                                                                                                            I love this ipod except for the battery life .\\n1                             ...   \n",
+              "83                                                                                                                                                                                                                                                                                                  short battery life  I moved up from an 8gb .\\n0                                                                                                                                                                                                                                                                                            I love this ipod except for the battery life .\\n1                             ...   \n",
+              "20                                                                                                                                                                                                                                                                                                                   6GHz 533FSB cpu, glossy display, 3, Cell 23Wh Li, ion Battery  , and a 1 .\\n0                                                                                                                                                                                                                                                                                              Not to mention that as of now...   \n",
+              "21                                                                                                                                                                                                                                                                                                                   6GHz 533FSB cpu, glossy display, 3, Cell 23Wh Li, ion Battery  , and a 1 .\\n0                                                                                                                                                                                                                                                                                              Not to mention that as of now...   \n",
+              "9                                                                                                                                               I thought it would be fitting to christen my Kindle with the Stephen King novella UR, so went to the Amazon site on my computer and clicked on the button to buy it .\\n0                                                                                                                                                                                                            As soon as I'd clicked the button to confirm my order it appeared on my Kindle almost immediately !\\n1                                                                                   ...   \n",
+              "70                                                                                                                                              I thought it would be fitting to christen my Kindle with the Stephen King novella UR, so went to the Amazon site on my computer and clicked on the button to buy it .\\n0                                                                                                                                                                                                            As soon as I'd clicked the button to confirm my order it appeared on my Kindle almost immediately !\\n1                                                                                   ...   \n",
+              "100                                                                                                                                                                                            It feels as easy to read as the K1 but doesn't seem any crisper to my eyes   .\\n0                                                                                                                                                            the white is really GREY, and to avoid considerable eye, strain I had to refresh pages   every other page .\\n1                                    The dream has always been a portable electronic device that could hold a ton of reading material, automate subscriptions and fa...   \n",
+              "89                                                                                                                                                                                             It feels as easy to read as the K1 but doesn't seem any crisper to my eyes   .\\n0                                                                                                                                                            the white is really GREY, and to avoid considerable eye, strain I had to refresh pages   every other page .\\n1                                    The dream has always been a portable electronic device that could hold a ton of reading material, automate subscriptions and fa...   \n",
+              "8                                                                                                                                                                               I had to uninstall anti, virus and selected other programs, some of which did not have listings in the  Programs and Features  Control Panel section .\\n0                                                                                                                                                                                                                           This review briefly touches upon some of the key features and enhancements of Microsoft's latest OS .\\n1                                                 ...   \n",
+              "96                                                                                                                                                                              I had to uninstall anti, virus and selected other programs, some of which did not have listings in the  Programs and Features  Control Panel section .\\n0                                                                                                                                                                                                                           This review briefly touches upon some of the key features and enhancements of Microsoft's latest OS .\\n1                                                 ...   \n",
+              "24                                                                                                                                                                                                                                                                                                                      Being able to change the font sizes is awesome !\\n0                                                                                                                                                                                                                                                                        For whatever reason, Amazon decided to make the Font on the Home Screen   ...   \n",
+              "99                                                                                                                                                                                                                                                                                                                      Being able to change the font sizes is awesome !\\n0                                                                                                                                                                                                                                                                        For whatever reason, Amazon decided to make the Font on the Home Screen   ...   \n",
+              "80                                                                                                                                                                                   ,  I think the new keyboard rivals the great hp mini keyboards .\\n0                                                                                                                                 Since the battery life difference is minimum, the only reason to upgrade would be to get the better keyboard .\\n1                                                                                                                                                                                   The keyboard is now as good as t...   \n",
+              "37                                                                                                                                                                                   ,  I think the new keyboard rivals the great hp mini keyboards .\\n0                                                                                                                                 Since the battery life difference is minimum, the only reason to upgrade would be to get the better keyboard .\\n1                                                                                                                                                                                   The keyboard is now as good as t...   \n",
+              "77                                                                                                                                                                                                                                                                                                                    In fact, the entire navigation structure has been completely revised ,  I'm still getting used to it but it's a huge step forward .\\n0                                                                                                                                                                                                                                                                 ...   \n",
+              "51                                                                                                                                                                                                                                                                                                                    In fact, the entire navigation structure has been completely revised ,  I'm still getting used to it but it's a huge step forward .\\n0                                                                                                                                                                                                                                                                 ...   \n",
+              "76                                                                                                                                                                                                                                  If a case was included, as with the Kindle 1, that would have been reflected in a higher price .\\n0                                                                                                                                                                                                                                                                                lower overall price, with nice leather cover .\\n1                                                     ...   \n",
+              "22                                                                                                                                                                                                                                  If a case was included, as with the Kindle 1, that would have been reflected in a higher price .\\n0                                                                                                                                                                                                                                                                                lower overall price, with nice leather cover .\\n1                                                     ...   \n",
+              "92                                                                                                                                                                                                                                                                                             As always, the video screen is sharp and bright .\\n0                                                                                                                                                                                                        2, inch screen   and a glossy, polished aluminum finish that one CNET editor described as looking like a Christmas tree ornament .\\n1                             ...   \n",
+              "7                                                                                                                                                                                                                                                                                              As always, the video screen is sharp and bright .\\n0                                                                                                                                                                                                        2, inch screen   and a glossy, polished aluminum finish that one CNET editor described as looking like a Christmas tree ornament .\\n1                             ...   \n",
+              "30                                                                                                                                                                                                                                                                           Keep in mind that once you get in a room full of light or step outdoors screen reflections could become annoying .\\n0                                                                                                                                                                                                                                                                                                       I've used mine outsi...   \n",
+              "75                                                                                                                                                                                                                                                                           Keep in mind that once you get in a room full of light or step outdoors screen reflections could become annoying .\\n0                                                                                                                                                                                                                                                                                                       I've used mine outsi...   \n",
+              "44                                                                                                                                                                                                         A few other things I'd like to point out is that you must push the micro, sized right angle end of the ac adapter until it snaps in place or the battery may not charge .\\n0                                                                                                                                                                                                                                                                                                           The full size right shift k...   \n",
+              "94                                                                                                                                                                                                         A few other things I'd like to point out is that you must push the micro, sized right angle end of the ac adapter until it snaps in place or the battery may not charge .\\n0                                                                                                                                                                                                                                                                                                           The full size right shift k...   \n",
+              "42      headphone jack i got a clear case for it and it  i got a clear case for it and it like prvents me from being able to put the jack all the way in so the sound can b messsed up or i can get it in there and its playing well them go to move or something and it slides out .\\n0                                                                                                                                                                                                                Picture and sound quality are excellent for this typ of devic .\\n1                                                                                                                                                   ...   \n",
+              "59      headphone jack i got a clear case for it and it  i got a clear case for it and it like prvents me from being able to put the jack all the way in so the sound can b messsed up or i can get it in there and its playing well them go to move or something and it slides out .\\n0                                                                                                                                                                                                                Picture and sound quality are excellent for this typ of devic .\\n1                                                                                                                                                   ...   \n",
+              "54                                                                                                                                                                                                                                                                            I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                           ...   \n",
+              "93                                                                                                                                                                                                                                                                            I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                           ...   \n",
+              "\n",
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+              "      <th></th>\n",
+              "      <th>filename</th>\n",
+              "      <th>opinion_text</th>\n",
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+              "    <tr>\n",
+              "      <th>74</th>\n",
+              "      <td>battery-life_amazon_kindle</td>\n",
+              "      <td>After I plugged it in to my USB hub on my computer to charge the battery the charging cord design is very clever !\\n0                                                                                                                                     After you have paged tru a 500, page book one, page, at, a, time to get from Chapter 2 to Chapter 15, see how excited you are about a low battery and all the time it took to get there !\\n1                                                     ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>60</th>\n",
+              "      <td>battery-life_amazon_kindle</td>\n",
+              "      <td>After I plugged it in to my USB hub on my computer to charge the battery the charging cord design is very clever !\\n0                                                                                                                                     After you have paged tru a 500, page book one, page, at, a, time to get from Chapter 2 to Chapter 15, see how excited you are about a low battery and all the time it took to get there !\\n1                                                     ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>battery-life_ipod_nano_8gb</td>\n",
+              "      <td>short battery life  I moved up from an 8gb .\\n0                                                                                                                                                                                                                                                                                            I love this ipod except for the battery life .\\n1                             ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>83</th>\n",
+              "      <td>battery-life_ipod_nano_8gb</td>\n",
+              "      <td>short battery life  I moved up from an 8gb .\\n0                                                                                                                                                                                                                                                                                            I love this ipod except for the battery life .\\n1                             ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>battery-life_netbook_1005ha</td>\n",
+              "      <td>6GHz 533FSB cpu, glossy display, 3, Cell 23Wh Li, ion Battery  , and a 1 .\\n0                                                                                                                                                                                                                                                                                              Not to mention that as of now...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>battery-life_netbook_1005ha</td>\n",
+              "      <td>6GHz 533FSB cpu, glossy display, 3, Cell 23Wh Li, ion Battery  , and a 1 .\\n0                                                                                                                                                                                                                                                                                              Not to mention that as of now...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>buttons_amazon_kindle</td>\n",
+              "      <td>I thought it would be fitting to christen my Kindle with the Stephen King novella UR, so went to the Amazon site on my computer and clicked on the button to buy it .\\n0                                                                                                                                                                                                            As soon as I'd clicked the button to confirm my order it appeared on my Kindle almost immediately !\\n1                                                                                   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>70</th>\n",
+              "      <td>buttons_amazon_kindle</td>\n",
+              "      <td>I thought it would be fitting to christen my Kindle with the Stephen King novella UR, so went to the Amazon site on my computer and clicked on the button to buy it .\\n0                                                                                                                                                                                                            As soon as I'd clicked the button to confirm my order it appeared on my Kindle almost immediately !\\n1                                                                                   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>100</th>\n",
+              "      <td>eyesight-issues_amazon_kindle</td>\n",
+              "      <td>It feels as easy to read as the K1 but doesn't seem any crisper to my eyes   .\\n0                                                                                                                                                            the white is really GREY, and to avoid considerable eye, strain I had to refresh pages   every other page .\\n1                                    The dream has always been a portable electronic device that could hold a ton of reading material, automate subscriptions and fa...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>eyesight-issues_amazon_kindle</td>\n",
+              "      <td>It feels as easy to read as the K1 but doesn't seem any crisper to my eyes   .\\n0                                                                                                                                                            the white is really GREY, and to avoid considerable eye, strain I had to refresh pages   every other page .\\n1                                    The dream has always been a portable electronic device that could hold a ton of reading material, automate subscriptions and fa...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>features_windows7</td>\n",
+              "      <td>I had to uninstall anti, virus and selected other programs, some of which did not have listings in the  Programs and Features  Control Panel section .\\n0                                                                                                                                                                                                                           This review briefly touches upon some of the key features and enhancements of Microsoft's latest OS .\\n1                                                 ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>96</th>\n",
+              "      <td>features_windows7</td>\n",
+              "      <td>I had to uninstall anti, virus and selected other programs, some of which did not have listings in the  Programs and Features  Control Panel section .\\n0                                                                                                                                                                                                                           This review briefly touches upon some of the key features and enhancements of Microsoft's latest OS .\\n1                                                 ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>fonts_amazon_kindle</td>\n",
+              "      <td>Being able to change the font sizes is awesome !\\n0                                                                                                                                                                                                                                                                        For whatever reason, Amazon decided to make the Font on the Home Screen   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>99</th>\n",
+              "      <td>fonts_amazon_kindle</td>\n",
+              "      <td>Being able to change the font sizes is awesome !\\n0                                                                                                                                                                                                                                                                        For whatever reason, Amazon decided to make the Font on the Home Screen   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>80</th>\n",
+              "      <td>keyboard_netbook_1005ha</td>\n",
+              "      <td>,  I think the new keyboard rivals the great hp mini keyboards .\\n0                                                                                                                                 Since the battery life difference is minimum, the only reason to upgrade would be to get the better keyboard .\\n1                                                                                                                                                                                   The keyboard is now as good as t...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>37</th>\n",
+              "      <td>keyboard_netbook_1005ha</td>\n",
+              "      <td>,  I think the new keyboard rivals the great hp mini keyboards .\\n0                                                                                                                                 Since the battery life difference is minimum, the only reason to upgrade would be to get the better keyboard .\\n1                                                                                                                                                                                   The keyboard is now as good as t...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>77</th>\n",
+              "      <td>navigation_amazon_kindle</td>\n",
+              "      <td>In fact, the entire navigation structure has been completely revised ,  I'm still getting used to it but it's a huge step forward .\\n0                                                                                                                                                                                                                                                                 ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>51</th>\n",
+              "      <td>navigation_amazon_kindle</td>\n",
+              "      <td>In fact, the entire navigation structure has been completely revised ,  I'm still getting used to it but it's a huge step forward .\\n0                                                                                                                                                                                                                                                                 ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>76</th>\n",
+              "      <td>price_amazon_kindle</td>\n",
+              "      <td>If a case was included, as with the Kindle 1, that would have been reflected in a higher price .\\n0                                                                                                                                                                                                                                                                                lower overall price, with nice leather cover .\\n1                                                     ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>price_amazon_kindle</td>\n",
+              "      <td>If a case was included, as with the Kindle 1, that would have been reflected in a higher price .\\n0                                                                                                                                                                                                                                                                                lower overall price, with nice leather cover .\\n1                                                     ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>92</th>\n",
+              "      <td>screen_ipod_nano_8gb</td>\n",
+              "      <td>As always, the video screen is sharp and bright .\\n0                                                                                                                                                                                                        2, inch screen   and a glossy, polished aluminum finish that one CNET editor described as looking like a Christmas tree ornament .\\n1                             ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>screen_ipod_nano_8gb</td>\n",
+              "      <td>As always, the video screen is sharp and bright .\\n0                                                                                                                                                                                                        2, inch screen   and a glossy, polished aluminum finish that one CNET editor described as looking like a Christmas tree ornament .\\n1                             ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>30</th>\n",
+              "      <td>screen_netbook_1005ha</td>\n",
+              "      <td>Keep in mind that once you get in a room full of light or step outdoors screen reflections could become annoying .\\n0                                                                                                                                                                                                                                                                                                       I've used mine outsi...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75</th>\n",
+              "      <td>screen_netbook_1005ha</td>\n",
+              "      <td>Keep in mind that once you get in a room full of light or step outdoors screen reflections could become annoying .\\n0                                                                                                                                                                                                                                                                                                       I've used mine outsi...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>44</th>\n",
+              "      <td>size_asus_netbook_1005ha</td>\n",
+              "      <td>A few other things I'd like to point out is that you must push the micro, sized right angle end of the ac adapter until it snaps in place or the battery may not charge .\\n0                                                                                                                                                                                                                                                                                                           The full size right shift k...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>94</th>\n",
+              "      <td>size_asus_netbook_1005ha</td>\n",
+              "      <td>A few other things I'd like to point out is that you must push the micro, sized right angle end of the ac adapter until it snaps in place or the battery may not charge .\\n0                                                                                                                                                                                                                                                                                                           The full size right shift k...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>42</th>\n",
+              "      <td>sound_ipod_nano_8gb</td>\n",
+              "      <td>headphone jack i got a clear case for it and it  i got a clear case for it and it like prvents me from being able to put the jack all the way in so the sound can b messsed up or i can get it in there and its playing well them go to move or something and it slides out .\\n0                                                                                                                                                                                                                Picture and sound quality are excellent for this typ of devic .\\n1                                                                                                                                                   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>59</th>\n",
+              "      <td>sound_ipod_nano_8gb</td>\n",
+              "      <td>headphone jack i got a clear case for it and it  i got a clear case for it and it like prvents me from being able to put the jack all the way in so the sound can b messsed up or i can get it in there and its playing well them go to move or something and it slides out .\\n0                                                                                                                                                                                                                Picture and sound quality are excellent for this typ of devic .\\n1                                                                                                                                                   ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>54</th>\n",
+              "      <td>video_ipod_nano_8gb</td>\n",
+              "      <td>I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                           ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>93</th>\n",
+              "      <td>video_ipod_nano_8gb</td>\n",
+              "      <td>I bought the 8, gig Ipod Nano that has the built, in video camera .\\n0                                                                                                                                                                                                                      Itunes has an on, line store, where you may purchase and download music and videos which will install onto the ipod .\\n1                           ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5f930dee-1d10-4e7e-a128-7e499ad7dafb')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-5f930dee-1d10-4e7e-a128-7e499ad7dafb button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-5f930dee-1d10-4e7e-a128-7e499ad7dafb');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-7bad8111-98c5-42c1-b376-c8271853dc7f\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7bad8111-98c5-42c1-b376-c8271853dc7f')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-7bad8111-98c5-42c1-b376-c8271853dc7f button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"document_df[document_df['cluster_label']==1]\",\n  \"rows\": 30,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"price_amazon_kindle\",\n          \"screen_netbook_1005ha\",\n          \"battery-life_amazon_kindle\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"                                                                                                                                                                                                                               If a case was included, as with the Kindle 1, that would have been reflected in a higher price .\\n0                                                                                                                                                                                                                                                                                lower overall price, with nice leather cover .\\n1                                                                                                                                          If you have the first Kindle and are deciding whether to upgrade, do it now while you can still get a good price for your old Kindle on Amazon's Marketplace, craigslist, wherever .\\n2    Before purchasing, I was obsessed with the reviews and predictions I found online and reading about some of the critiques such as the thick border, the lack of touchscreen, lack of battery SD slot, lack of a back light, awkward difficult keyboard layout, minimally faster page flipping, and the super, high price .\\n3                                                                                                                                                                                                                    However, I think all the positives of the K2 greatly make it worth the price which I'll talk about below .\\n4                                                                                                                                                                                                                      We have all paid for our covers whether it's an  extra  cost or added in to the price of the e, reader .\\n5                                                                                                                                                                                                                                                     Amazon is not charging full price to replace a broken or damaged Kindle .\\n6                                                                                                                                                                                                          I believe that what he said was that when the books were on the NYT Best Seller's list, they would be priced at $9 .\\n7                                                                                                                                                                                                                                                            When the book was no longer on that list, the price could change .\\n8                                                                                                                                                                                                                                        There are text books and other books that run in the hundreds of dollars price range .\\n9                                                                                                                                                                                                                                                                                        of course they won't be priced at $9 .\\n10                                                                                                                                                                                                                                  The difference between the books I've purchased and the price of the Kindle is about $166 .\\n11                                                                                                                                                                                                                                  In addition, the prices for books are often more expensive , ,  particularly new releases .\\n12                                                                                                                                                                                                                      One last thing I was unaware of is how much free or nominally, priced content there is for the Kindle .\\n13                                                                                                                                                                                                                          Konrath are offering novels at prices ranging from $1 to $2 dollars, as a way to find new readers .\\n14                                                                                                                                                                                                                                                                     00, so the price of Kindle effectively dropped to $349 .\\n15                                                                                                                                                                                                                                                       Savings trump purchase price with Kindle's low book price advantages .\\n16                                                                                                                                                     I would have been glad to have paid any price to have had a book reader that was easier to read for myself with 20 20 vision and especially for the low, vision reader .\\n17                                                                                                                                                                                                                                                                                   I did see a few big price differences eg .\\n18                                                                                                                                                                                                                                                                                   The other drawback for some is the price .\\n19                                                                                                                                                                                                           Book prices are less than you will find in book stores and may be less than you will find on other e, book sites .\\n20                                                                                                                                                                                                                                                               Is the K2 so much better than the K1 as to justify the price ?\\n21                                                                                                                                                                                                                         the BUT comes in and applies to the fact that the price for the downloads has been going up and up .\\n22                                                                                                                                                                                                 since the cost of the kindle is high anyway, the benefit, other than easy storage, was the reduced price of book downloads .\\n23                                                                                                                                                                                 The lack of such an obvious and necessary feature, especially considering the price of the device, really degrades its value and usability .\\n24                                                 I want you to know that ultimately, however, if I want a Kindle I will have to capitulate and accept Amazon's terms because Amazon has a monopoly over their own machine, and I will have to purchase one even at prices I believe are needlessly high for e, book readers .\\n25                                                                                                                                                                                And I know for sure that many print publishers will see this as an opportunity to provide attractively priced paper books as an alternative .\\n26                                                                                                                                                                                                                                                  At the steep price of this device we should get better quality components .\\n27                                                                                                                            To have this continuous, high speed, wireless connectivity without the need for a physical computer to upload download onto is truly amazing and makes the price of the Kindle truly irrelevant .\\n28                                                                                                                                                                                     price  , and intuitive operation your parents and grandparents can operate this device, if you are fortunate enough to still have them !\\n29                                                                                                                                                                               As a teacher, I really wanted this machine and have been waiting for the price to drop so that I could give myself the excuse to purchase it .\\n30                                                                                                                                                                                                                                                                                             Disappointing given the prices .\\n31                                                                                                                                                                                                                                                                     The price for new hardbacks on the Kindle is great too .\\n32                                                                                                                                                                                                                                               After reading the reviews and pondering the price all day, I took the plunge .\\n33                                                                                                                                                                             The ability to plug in headphones and play Miles Davis to drown out the screaming kid while you are reading at the doctors office is priceless .\\n34                                                                                                                                                       If you are searching for a REAL review on the Kindle 2 by someone that was waiting to receive it rather than complaining about price or other issues then here it is .\\n35                          However, I will say, the selection of inexpensive books has been worth the purchase price of this item  especially for those that enjoy reading the classics or nationwide news, it has been a joy to purchase entire collections for a fraction of the cost of purchasing new or even used books .\\n36                                                                                                                                                                                           Those in college, with children or just have a love of reading will likely find the convenience and savings well worth the price .\\n37                                                                                                                                                                                                                         I found many simply by doing a search on genre's of interest with price  low to high  as a default .\\n38                                                                                                                                                                                                                                                     To justify the purchase price, those functions really need to be there .\\n39                                                                                                                                                                                                                                                            The price of these 'classic' titles is pretty hard to beat, too .\\n40                                                                                                                                                                            I was a little miffed when i saw that they would now be charging for the Kindle cover, which was included in the price for the previous version .\\n41                                                                                                                                                                              Mind you, it's the same size as the Kindle 1, and that of most book pages, but I for one dream of something larger without a larger price tag .\\n42                                                                                                                                                                                                                 If I have to spend the full puirchase price on the K2 with a K1 still in hand I would have probably waited .\\n43                                                                                                                                                                                                                                           Although pricey, the real value of this purchase is that it got me to read again .\\n44                                                                                                                                                                                        But, as far as my reading experience with the kindle 2, I have downloaded so many books and all at a fraction of the original price .\\n45                                                                                                                                                                                                                                                                                       I just hope that the price goes down .\\n46                                                                                                                                            Yes, it costs extra, but they lowered the price on the Kindle 2 so that buying the basic cover costs plus the purchase price of the device itself equals the cost of a Kindle 1 .\\n47                                                                                                                                                                         But given my book storage issues and how much it would cost me to rent a bigger apartment here in the City, I didn't mind paying the current price .\\n48                                                                                                                                                                                                                            That may not be true for everyone, but, as I said, I'm sure the price will eventually come down .\\n49                                                                                                                                                                              Some people may find this an inconvenience, but I think it is just a small price to pay for delayed convenience especially where I am located .\\n50                                                                                                                                                                                                                                                                                                Books are retardedly pricey .\\n51                                                                                                                                                                                                                                                                                           Should have been priced at $250  .\\n52                                                                                                                                                                                                                                                                         Even if you want to , I think it is way too pricey .\\n53                                                                                                                                                                                                                                         The subscription prices and book prices are really good from what my wife tells me .\\n54                                                                                                                                                                                                                                Though it would be nice if the cover was included in the K2 price, it is still worth buying .\\n55                                                                                                                                                                                                  It is pricey but if you buy as many books as I do, it will pay for itself within a year due to the low cost of most books .\\n56                                                                                                                                                                                                The price of the device itself is the only drawback but if your an avid reader like myself the reward far outways the price .\\n57                                                                                                                                                                                                        The price, tag is pretty hefty for most people, though I would counter that the value proposition makes up for it   .\\n58                                                                                                                                                                                                                                                          I'm positive that future releases will bring the price point down .\\n59                                                                                                                                                                                                                                                                      2, Book Selection & price,  I made a list of 20 books .\\n60                                                                                                                                                                                                       Of the 20, several were priced higher on B&N then amazon, significantly so, while 5 were not available on B&N at all .\\n61                                                                                                                                                                                            for the price of a few hundred used old, fashioned  paperbacks  and free your shelves for figurines or a nice bottle collection !\\n62                                                                                                                                                                                                         When the original Kindle was released, I was intrigued, but never researched it due to the insanely high price tag .\\n63                                                                                                                                                                                                                                                                                     It was obviously out of my price range .\\n64                                                                                                                                                                                                                                                                                    One, for what you get it is over priced .\\n65                                                                                                                                                                                                                                  Last I would suggest for the price a protective cover should be included with the product .\\n66                                                                                                                                                                                                                                                      The price, tag for this item is quite steep when you first look at it .\\n67                                                                                                                                                                                                                I checked the difference in price between the cheapest print available of the books and the Kindle Editions .\\n68                                                                                                                                                                                                                                  Turns out some of them were the same price, while others were much cheaper for the Kindle .\\n69                                                                                                                                                                                                      she thought she wanted one, but was a bit daunted by the price and the question of how much she would actually use it .\\n70                                                                                                                                                                   I thought about buying an eBook reader for a few months and had thought i would go with the B&N Nook until i compared book prices between B&N and Amazon .\\n71                                                                                                                                                                                                                                               Amazons book are priced significantly lower and easier to find in my opinion .\\n72                                                                                                                                                                                                                                                             Ultimately, I end up paying full price and have for many years .\\n73                                                                                                                                                                        About a month ago after finishing in one weekend and realizing that I paid $28 for it I thought Kindle's cheaper prices and mobility would be great .\\n74                                                                                                                                                                                                          I can download samples and buy books for $10 so I have a lot of things I would not buy if I had to pay full price .\\n75                                                                                                                                                                                                                                                                              Books are priced in US$ for oversea consumers .\\n76                                                                                                                                                                                                                                                                           99, thus offsetting the high price of the Kindle .\\n77                                                                                                                                                             Perhaps the misunderstanding was mine, but I find myself once again buying books or borrowing from the Library because of inflated prices for the new releases .\\n78                                                                                                                                                                                                                                                                              If Amazon reduces their prices back to the $9 .\\n79                                                                                                                                                                                                                                              99 price and credits those who've paid more, I'll once again recommend Kindle .\\n80                                                                                                                                                                                                           Another has a desire to obtain old books ,  we looked up Moby Dick and she was amazed that the price was only $1 .\\n81                                                                                                                                                                                                                                                           Most of the complaints about the Kindle price, b&w, no wifi, etc .\\n82                                                                                                                                                                                                                                                                    As to price, I usually purchase books on a weekly basis .\\n83                                                                                                                                                                                                      While the price of the Kindle 2 isn't inexpensive, adding up how much I spend in books and how much room they take up !\\n84                                                                                                                                  I had been wanting a Kindle but had balked at getting one because of the price, but after our last move and packing up all of our books, and giving many away I was more open to the idea .\\n85                                                                                                                                                                                                                                                             I was still hesitant after I saw the Kindle 2 because of price .\\n86                                                                                                                                                                                                                                             The ability to clip articles, make notes and save items for later is priceless .\\n87                                                                                                                                                                                                                                                                                           Even the price doesn't bother me .\\n88                                                                                                                                                                                                                                          In addition, you can sort the Kindle books by price and find many more free books .\\n89                                                                                                                                                            Reading is something that I absolutely love, but I find it hard to wait several days for a book to be shipped to me or pay the outrageous prices at a bookstore .\\n90                                                                                                                                                                                                                                I would love a case cover that's well made and doesn't cost a third the price of the device .\\n91                                                                                                                                                                           I must say that I am shocked at how many of these  reviews  are one stars given by people complaining about the price but dont even own a Kindle !\\n92                                                                                                                              There are many other ways such as mp3 players, portable DVD players, not to mention the radio to listen to while driving, that are almost fully paid for by the price for just one audio book .\\n93                                                                                                                                                                                                                                                                                I don't miss the pricetag of a printed book !\\n94                                                                                                                                                                                                  to buy the international version of the kindle 2, I have to admit, that this is a great device and for me worth the price .\\n95                                                                                                                                                                                                no waiting time for the paperback version, and getting the e, book version almost for the same price as the paperback version\\n96                                                                                                                                                                                                                                                                                      4 Delivery and Prices for Austrian User\\n97                                                                                                                                                                                                     The average price of an up, to, date e, book for an Austrian user is about 13,79 USD, some you get for about 10,58 USB .\\n98                                                                                                                                                                                                                                    Non, best seller book prices should be lower, just like some magazine subscriptions are .\",\n          \"                                                                                                                                                                                                                                                                        Keep in mind that once you get in a room full of light or step outdoors screen reflections could become annoying .\\n0                                                                                                                                                                                                                                                                                                       I've used mine outside on a sunny day, and the screen is still very much legible .\\n1                                                                                                                                                                                                                                                                                                                In fact it was much more detailed than the matte screen on my Dell D600 .\\n2                                                                                                                                                                                                                                                                                                         Some ppl may prefer a higher resolution screen but I don't think it's required .\\n3                                                                                                                                                                                                                                                                I delayed ordering the computer because of the horror stories of bad batteries, faulty chargers and blue screen crashes .\\n4                                                                                                                                                                                                                                                           1 inch screens, Windows XP operating systems, a plethora of USB ports, a card reader, WiFi and most have a few color choices .\\n5                                                                                                                                                                                                                                                                                                               1 inch screens are a bit cramped if several toolbars have been turned on .\\n6                                                                                                                                                                                             Some of the Asus special on screen controls, update and expand features built into the machine have not been all that useful and some border on being advertisements for buying Asus stuff .\\n7                                                                                                                                                                                                                                                                          Two other things that make this a superior computer are battery life, and the LED backlighting for the screen .\\n8                                                                                                                                                                                                                                                  The ways the screen opens   enables a smaller footprint when the case is closed, although it limits how far back the screen will tilt .\\n9                                                                                                                                                                                                                                                                   Surfing the net is a breeze, but I did have one  blue screen of death  when dealing with one demanding internet site .\\n10                                                                                                                                                                                                The light weight, the battery life, the keyboard, the non, protruding removable battery, the bright screen, the track pad disable button and general ease of use makes it hard to beat .\\n11                                                                                                                                                                                                                      I recommend minimizing the size of the scroll zones on the right and bottom, other wise you find the screen suddenly scrolling when you did not want it to do so .\\n12                                                                                                                                                                                                                        zoom in or zoom out of a screen  , but on occasion it will zoom when you don't want or expect it to because of an inadvertent gesture or touch by a thumb, etc .\\n13                                                                                                                                                                                                        The occasional blue screen of death unfortunately has not gone away  Microsoft attributes it to an errant driver, but I have not been able to isolate what driver is the cause .\\n14                                                                                                                                                                                                                                                                                                                                                The screen is not as bright as my Acer .\\n15                                                                                                                                                                                                                                                                                                              There are 2 bios updates and the latest is for a brighter screen setting .\\n16                                                                                                                                                                                                                                                                         This makes the screen much brighter and as with all new computers it seems there are always important updates .\\n17                                                                                                                                                                                                                                                               Also if you install Firefox web browser and push the f11 key the browser becomes full screen, helpful on a small screen .\\n18                                                                                                                                                                                                                                                                                                 I got used to the glossy screens a while ago  this one is remarkably bright and vivid .\\n19                                                                                                                                                                                                                                                                                                                                   Now I keep getting the  blue screen  serious errors .\\n20                                                                                                                                                                                                                                                                                              wrote  it has crashed unexpectedly and displayed the blue screen of death numerous times .\\n21                                                                                                                                                                                                                                                                                                                  Sometimes the blue screen of death appears for no discernible reason .\\n22                                                                                                                                                                                                                                                                                                        I began by considering netbooks with screens smaller than the now, standard 10 .\\n23                                                                                                                                                                                        If money is your leading consideration, then one of these may be for you, but for just a bit more money you get a much better screen, better battery life, bigger drive, more upgradeable, etc .\\n24                                                                                                                                                                                                                                      But with screen brightness cranked up, bluetooth & wi, fi in constant use, some video playback  , and internet radio running, I'm getting a good 8\\n25                                                                                                                                                                                                                                                                                          With wi, fi off & the screen dimmed, I don't think I'll have a problem getting the stated 10 .\\n26                                                                                                                                                                                                     The keyboard is not quite perfect, the screen doesn't tilt back as far as I'd like, slightly higher resolution in the screen would be nice a new model not yet available in the U .\\n27                                                                                                                                                                                                                                                                                                                               has an 11  screen with the same or better battery life, .\\n28                                                                                                                                                                                                                                                                                                                                                   It's small with a very clear screen .\\n29                                                                                                                                                                                                                                                I've had the 1005HA, PU1X for a week now ,  on and running applications continuously ,  without a single crash, blue screen, or hangup .\\n30                                                                                                                                                                                                                                                                                    The touchpad feels great, the boot up was fast, keyboard feels comfortable, and the screen is good .\\n31                                                                                                                                                                                                                                                                                                               My only complaint with it is that the screen doesn't go back far enough .\\n32                                                                                                                                                                                                                                                               The touchpad works well, the screen glossy, ness really doesn't bother me, and it's not too bad of a fingerprint magnet .\\n33                                                                                                                                                                                                                                                                                                                                        On full screen display is smooth and no issues .\\n34                                                                                                                                                                                                       Some iTunes content is a little laggy if it is maximized display, but not full screen for some reason, but switching to full screen display has taken care of that issue for me .\\n35                                                                                                                                                                                                                                                                                              And with a two, fingered gesture on the scratchpad, you can enlarge or shrink the screen .\\n36              It won't give you all the functionality of a full, sized laptop, and the small screen may take some getting used to, but no regular laptop gives you this kind of battery life, and most of the functions absent here aren't used by most people most of the time anyway, so if the tradeoff is fewer features for greatly, increased battery life, I'll take the latter .\\n37                                                                                                                                                                                                                                                                                                   On a full charge, with wireless on, screen brightness on medium, I get a reported 8 .\\n38                                                                                                                                                                                                                                                                                                                            5 hours with no wireless, and screen brightness on minimum .\\n39                                                                                                                                                                                                                                                                                                                                           5 PASS ,  Screen is bright and large enough .\\n40                                                                                                                                                                                                                                                                  Once I configured Firefox to always run full screen mode  , surfing was no problem with plenty of screen real estate .\\n41                                                                                                                                                                                                                                                  All features worked excellently for me so far especially appreciate the touchpad lock button  as well as the screen off function key .\\n42                                                                                                                                                                                                                                                                             heavy rearward weight bias so much that it wants to fall backwards  with the screen pushed back all the way\\n43                                                                                                                                                                                                                                                                                      the screen is STUNNING, and if you've got a bright light shining down on it, you've got a choice :\\n44                                                                                                                                                                                                                                                                                                               you can either move the screen to eliminate the glare, or move the lamp .\\n45                                                                                                                                                                                                                                                    I'd far rather have this beautifully crisp screen and make the occasional adjustment for glare, than deal with a matte screen 24 7 .\\n46                                                                                                                                                                                                                                                                                  One of the other complaints I'd come across is how for some, the screen doesn't tilt back far enough .\\n47                                                                                                                                                                                                                                                                                                              yeah, you'd probably want the screen to tilt far enough back to lay flat .\\n48                                                            And if you can't wait to twist yourself into some contortion in bed where you need the screen to go back further than reasonable, you can always invest in one of those $20 lap desks ,  you know, the kind with the beanbag bottom, so that you can shift the desk into whatever ridiculous position will suit your fancy .\\n49                                                                                                                                                                                                                                                                                                  and I could have gotten a matte screen, but neither of those  features  impressed me .\\n50                                                                                                                                                                                                Except for difficulties seeing the entire New York Times crossword puzzle all at once on the screen, the Asus satisfies my needs and seems about as fast as my 5, year, old IBM laptop .\\n51                                                                                                                                                                                                                                             I was also nervous about the fact that occasionally the image on the computer screen  shivered , although it normally recovered from that .\\n52                                                                                                                                                                                                                                                                                                                         Also considered lower, end 14, 15  screens for use of the DVD .\\n53                                                                                                                                                                                                                                                                                                                                                          I like the gloss screen fine .\\n54                                                                                                                                                                                                                                                                                                                 The screen is too small for any meaningful work, but the apps DO work .\\n55                                                                                                                                                                                                                                                                           Again, the screen is too small for this to be anything more than just satisfying from a purchase standpoint .\\n56                                                                                                                                                                                                                                             like others have said, it is definitely a fingerprint magnet, and the glossy screen can be a bit of a problem in some lighting conditions .\\n57                                                                                                                                                                                                                                                                    I received my Asus 1005HA yesterday installed the two gb ram and tried to turn it on and the screen remained blank .\\n58                                                                                                                                                                                                                                                                                                                                                  The screen is small, only 1024 x 600 .\\n59                                                                                                                                                                                                                                                                                                                                 I can hear the windows but my screen is totally blank .\\n60                                                                                                                                                                                                                                                                                                                       I can tell the backlight is on, but all I get is a black screen .\\n61                                                                                                                                                                                                                                                                                                                                           I don't even see the bios screen on startup .\\n62                                                                                                                                                                                                                                                                                                                                                        The screen is sharp and bright .\\n63                                                                                                                                                                                                                                                                                                                          The screen is clear and easily viewed in indoor environments .\\n64                                                                                                                                                                                                                                                                           With the view maximized, the screen is large enough to work on documents and read online research materials .\\n65                                                                                                                                                                                                                                                                                           The fashionable glossiness of both body and screen acquires fingerprints and smears rapidly .\\n66                                                                                                                                                                                                                                                                       The shiny screen is reflective, which can be a problem if you have your back to a sunny window or work outdoors .\\n67                                                                                                                                                                                                                                                                                    I keep the screen brightness set at about half and easily get more than eight hours with wi, fi on .\\n68                                                                                                                                                                                                                    I don't know what the other reviewers are talking about as far as the screen brightness goes because my screen is far too bright at the higher end of the spectrum .\\n69                                                                                                                                                                                                                                                                                            It is a fingerprint magnet, and because of the glossy screen, its very reflective of light .\\n70                                                                                                                                                                                                                                                                                                          ,  don't know why they use the screen size most do ,  1024 x 600 seems cramped\\n71                                                                                                                                                                                                                                                                                                                                         Takes sometime to get use to the small screen .\\n72                                                                                                                                                                                                                                                                                                                                      yeah, the new LED screen technology is that good .\\n73                                                                                                                                                                                                                                       The screen resolution isn't the highest you can get but I found that the higher resolution netbooks usually had older prcessors for some reason .\\n74                                                                                                                                                                                                                                                                                                                            I'm happy with the screen and resolution choices available .\\n75                                                                                                                                                                                                                                                                                             I usually run IE8 in full screen mode   with a 95% zoom setting and a 1024x600 resolution .\\n76                                                                                                                                                                                                                                                                                                                                             Surprisingly readable screen for the size .\\n77                                                                                                                                                                                                                                                                                                                                                       4 DO NOT GET WAX ON YOUR SCREEN .\\n78                                                                                                                                                                                                                                                                           Hit F11 and you have full screen browsing ,  just move the cursor to the top of the screen for the controls .\\n79                                                                                                                                                                                                                                                                                                                          The screen really is too small ,  1024x600 is barely livable .\\n80                                                                                                                                                                                                                                With the battery in the back the computer has most of its weight in the back so the computer easily tips back when the screen is opened all the way up .\\n81                                                                                                                                                                                                                                                                                                                                                Screen brightness is very satisfactory .\\n82                                                                                                                                                                                                                                                                                      ASUS Docking is a program to have a quick menu on top of your screen to access all ASUS software .\\n83                                                                                                                                                                                                                                                                                                                             The screen is easy to read in outside lighting conditions .\\n84                                                                                                                                                                                                                                                                                                  My other HP laptop has a mat screen surface and is almost impossible to read outside .\\n85                                                                                                                                                                                                                                                                          Long battery life, sharp looking machine, fingerprint magnet,glossy screen=glare,ease of use and portability .\\n86                                                                                                                                                                                                                                                                                                               The most noticeable difference is the screen and keyboard functionality .\\n87                                                                                                                                                                                                                                                                                                 The cover and screen are glossy and it has a 92% keyboard which is plenty comfortable .\\n88                                                                                                                                                                                                                                          The battery life is excellent, with normal usage I can get about 7 hours easily, more if I turn off WIFI and turn down the screen brightness .\\n89   One of the downside I have noticed is that the netbook is heavy near the hinge because that's where the battery is located and if you want to put it on your lap while sitting, you have to put your hand on the bottom chassis so that the netbook doesn't tip over, and the screen doesn't bend all the way backwards which can be annoy, otherwise this is a really nice netbook .\\n90                                                                                                                                                                                                                                                                                                                       Screen is nice, and adequately sized, , use fullscreen browsing .\\n91                                                                                                                                                                                                                                                                 I also needed Web connectivity for research, a screen with a low squint factor and a keyboard that wasn't too cramped .\\n92                                                                                                                                                                                                                                                                                                                                                The screen size works just fine for me .\\n93                                                                                                                                                                                                                               Having the touchpad feature of expanding zooming the presentation on the screen is a nice feature, but I have to admit having never needing to use it   .\\n94                                                                                                                                                                                                               And it goes in that bag wrapped in the white paper plastic bag it was originally boxed up in, with another piece of packing plastic between the keyboard and the screen .\\n95                                                                                                                                                                                                                                                                                                                                          , I'm still getting used to the small screen .\\n96                                                                                                                                                                                                                                                                                                                                   Tiny screen compromises the experience of web surfing\\n97                                                                                                                                                                                                                                                                         I'll see the first black screen, it appears to be starting, and then stays with either a grey or black screen .\\n98                                                                                                                                                                                                                                                                                         3 sometimes the screen will all of a sudden distort and I have to re, start to get it to work .\\n99                                                                                                                                                                                                                                                                 1 keyboard still floats  2the screen goes to a solid blue screen either right after starting or after it sits a while .\\n100                                                                                                                                                                                                                                                                              Great battery life, decent sized screen, and the keyboard was large enough to be comfortable to type on .\\n101                                                                                                                                                                                                                                                                Very nice, in fact, though I strongly dislike glossy screens ,  no matter, I knew it would have one when I ordered it .\\n102                                                                                                                                                                                                                             The battery life has been very good, especially if you follow the rule of turning off the wireless and bluetooth, and turning down the screen brightness .\\n103                                                                                                                                                                                                                                                                                                                                9  screens, but felt that was too much of a sacrifice .\\n104                                                                                                                                                                                                                                                                                                                     The screen is small but still large enough to read comfortably   .\\n105                                                                                                                                                                                                                                                                                                                                       0 out of 5 stars Bad LCD Screen, October 7, 2009\\n106                                                                                                                                                                                                                                                                                                        I fired it up and out of the box it has a vertical red line on the LCD screen .\\n107                                                                                                                                                                                                                                                                                                                                                  just a big dark, screen paperweight .\\n108                                                                                                                                                                                                                                                                                                                       The netbook is light and sturdy, and it the screen looks great .\\n109                                                                                                                                                                                                                                                                                                                                  only 10, inch screen, small keyboard and no CD, ROM .\\n110                                                                                                                                                                                                                                                                                                         My advice is to visit a store to personally try the keyboard and screen size .\\n111                                                                                                                                                                                                                                                                                      Decent speed processor, nice screen quality, great asus softwares  , and very long battery life .\\n112                                                                                                                                                                                                                                                                                                                                                         pretty decent screen quality .\\n113                                                                                                                                                                                                   although the screen is relatively small to my eyes   it wasn't really hard to get used to the size and the screen is clear and bright, no prob reading articles and writing essays .\\n114                                                                                                                                                                                                                                                                                                    One of the things that I found difficult to get used to is the size of the screen .\\n115                                                                                                                                                                                                                                           10  can be enough for some, but it was kinda small for me, so the thing I did was try to max out the screens by removing unnecessary menus .\\n116                                                                                                                                                                                                                                                         When using Internet explorer or Firefox, press F11 and the screen will enlarge, giving you some additional freedom and space .\\n117                                                                                                                                                                                                                                                                                                                         GLOSSY SCREENS ARE THE STUPIDEST INVENTION OF THIS MILLENIUM .\\n118                                                                                                                                                                                                                                                                                                                              Seeing reflections on the screen is just plain annoying .\\n119                                                                                                                                                                                                                                                                          As new netbooks come out, look for the ones with matt screen and see if it has a good feature set and price .\\n120                                                                                                                                                                                                                                                                                                           The screen is very sharp and readable even with the tiny text at this size .\\n121                                                                                                                                                                                                                             With 1GB of RAM, it really isn't TOO bad to try to run Photoshop or something either  , but the screen would be too small for something like that anyhow .\\n122                                                                                                                                                                                                                             The battery life is unbelievable, even while using USB to transfer files, watching movies and surfing the internet with screen brightness all the way up .\\n123                                                                                                                                                                                                                     Factory settings to preserve battery life have the screen luminescence set to 50% but can easily be adjusted to the necessary ambience illumination you may need .\\n124                                                                                                                                                                                                                        The 1024x600 screen can be set, if you wish, so that it is a 1024x600 viewport to a larger 1024x768 desktop, reachable by moving the mouse to the screen edge .\\n125                                                                                                                                                                                                                                                                                                             This is useful if you have an application that demands a 1024x768 screen .\\n126                                                                                                                                                                                                                                                           Screen appearance is enhanced by Asus software, and I do like the appearance and visibility in various lighting situations .\\n127                                                                                                                                                                                                                                                                                                                            The 10 inch screen started getting to me on the Asus 1005 .\\n128                                                                                                                                                                                                                                                                                                      I love the capability of making the screen bigger or smaller with the mouse pad .\\n129                                                                                                                                                                                                                                                       The mouse pad is very sensitive so I sometimes find myself on a different part of the screen if I accidentally touch something .\\n130                                                                                                                                                                                                                                                                                                                 The screen is comfortable and sufficently bright for occassional use .\\n131                                                                                                                                                                                                                                                                                                                               The screen is crisp and clear, and the unit runs great .\\n132                                                                                                                                                                                                                                                                                                                              The greatest shortcoming is the small screen resolution .\\n133                                                                                                                                                                                                                                                       Yes, screen is small, video card is weak, and keyboard is cramped, but this is the case for other netbooks at this price point .\\n134                                                                                                                                                                                      I have not done an actual test of the full battery life but from what iv seen in general use it has around 9 hours while running wifi and other applications with around half screen brightness .\\n135                                                                                                                                                                                                                                                                                                        Streaming videos from Hulu and Netflix look incredible on this 10 inch screen .\\n136                                                                                                                                                                                                                                                                                  The only minor issue that I have with 1005HA is that it does not allow the screen to rotate further .\\n137                                                                                                                                                                                                                                                                                                          The screen rotation angle is good enough for putting the netbook on desktop .\\n138                                                                                                                                                                                                                         Due to the size of netbooks and a wide screen format, the screen should have been designed to be able to rotate all the way back to inline with the keyboard .\\n139                                                                                                                                                                                                                                                                                                            The screen is very bright and sharp with a maximum resolution of 1024x600 .\\n140                                                                                                                                                                                                                                                                       The 10, inch screen is bright and has good color, and the keyboard is only slightly smaller than a regular one .\\n141                                                                                                                                                                                                                                                                      Performance is good, screen very good, wireless very good, numerous USB ports, and keyboard layout is excellent .\\n142                                                                                                                                             It boots up quickly, especially after getting rid of the extra asus software that auto, boots at startup, its battery life is phenomenal, the screen is clear and easy to read, the keyboard is comfortable to type on and feels natural .\\n143                                                                                                                                               But even with that, and the glossy screen, fingerprint magnet, limited screen tilt, tinny speakers, and intermittent odd glitches, I still think it's a great value and would buy it again today if I were on the market for a netbook .\\n144                                                                                                                                                                                                                                                                                                                            Now the screen is cracked with big black blotches as well .\\n145                                                                                                                                                                                                                                                                                                                                                    Blue screen crashed several times .\\n146                                                                                                                                                                                                                                                                                                                    Hard to see full web pages on small screen, resolution inadequate .\\n147                                                                                                                                                                                                                Instead I convert DVDs to DVIX AVI files using Fair Use Wizard and load them on to memory slot card and they play great, 700mb files look fine on this size of screen .\\n148                                                                                                                                                                                                                                                                                  The screen resolution can be a little small at times, but that is a sacrifice I was willing to make .\\n149                                                                                                                                                                                                                                                                    Yes it does take some getting use to a smaller screen, the key board actually works better than my laptop though  .\\n150                                                                                                                                                                                                                                                               I was worried the screen size would be too small and uncomfortable to read, but it has been great for everything I run :\\n151                                                                                                                                                                                                                   Most of my professors teach from Power Points, and it makes my life so much simpler having the PPT on my screen that I can annotate while listening to the lecture .\\n152                                                                                                                                                                                                                                                                                 I have not accidentally knocked it over, but I think it could easily be done  the screen is glossy   .\\n153                                                                                                                                                                                                                                                                                                     Purchased this machine to enjoy the convenience of Windows and the larger screen .\\n154                                                                                                                                                                                                                                                                             years old, so the screen size was also a concern, but it is adequate for the type of things I use it for .\\n155                                                                                                                                                   As soon as you connect the VGA cable to an unknown projector and press the function key for projection, it automatically adjusts the size and resolution to fit the projector even if it cannot display properly on its own screen .\\n156                                                                                                                                                                                                                                                                                                                                      The keyboard is great and the screen looks good .\\n157                                                                                                                                                                                                                                                                                                                         It's also a shame that this model comes with a glossy screen .\\n158                                                                                                                                                                                                                                                                              I personally haven't had a problem with the screen, but it would be fairly unusable outdoors in the sun .\\n159                                                                                                                                                                                                                                                                      For this extra amount, I was looking for the larger screen, the longer battery life and the keyboard ergonomics .\\n160                                                                                                                                                                                                                                                                                       I have more productivity  flow  on a conventional laptop with a full sized screen and keyboard .\\n161                                                                                                                             This machine is plenty fast, it's just that if I try to do work with it ,  my office's order entry system as displayed on the netbook screen must be scrolled up and down since it's a  chopped  1024 x 600 height screen, instead of the more usual 786 .\\n162                                                                                                                                                                                                                                  you lose those 186 pixels and even one line of a large order maintenance screen can require you to have to break the flow of productivity to scroll .\\n163                                                                                                                                                                                                                                                                                                                                    The small screen is probably the biggest drawback .\\n164                                                                                                                                                                                                             Could be better and don't use the highest resolution unless you want all of your stuff to have the wrong aspect ration on the screen It flattens it to make more visible .\\n165                                                                                                                                                                                                                                                                                                           Browsing is amazingly better by using full screen mode on browser with F11 .\\n166                                                                                                                                                                                                                                                                                             That extra space the menu and address bar take up are sorely needed on this small screen .\\n167                                                                                                                                                                                                                                                                                                              In full screen browsing it is so much better that I would never go back .\\n168                                                                                                                                                                                           Because the screen is so small in order to get the standard 1024x 768 display without having to scroll the normal screen the screen has to be  smashed  so the display is slightly altered .\\n169                                                                                                                                                                                                                                            One hint ,  there's a setting that lets you  compress  the screen which makes everything smaller and allows you to fit more on the screen .\\n170                                                                                                                                                                                                           I mostly find that when I make typos, it's not because of the keyboard, it's because of the smallness of the screen, , I just can't see what I'm doing as well as a laptop .\\n171                                                                                                                                                                                                                                                                                                                         As others have noted, I wish the screen wasn't so reflective .\\n172                                                                                                                                                                                                                                                                     And maybe it's something I need to figure out how to fix, but I don't like the aspect ratio of the screen either .\\n173                                                                                                                                                                                                                                                                                                                       Has all the features of my bigger laptop except a large screen .\\n174                                                                                                                                                                                                                                                                                                                                                   1 inch screen is bigger than the 8 .\\n175                                                                                                                                                                                                                                                                                                                             I want a netbook for portability, not screen real estate .\\n176                                                                                                                                                                                                                                                                                                         , I was willing to downsize my screen size in favor of portability and speed .\",\n          \"                                                                                                                                                                                                             After I plugged it in to my USB hub on my computer to charge the battery the charging cord design is very clever !\\n0                                                                                                                                     After you have paged tru a 500, page book one, page, at, a, time to get from Chapter 2 to Chapter 15, see how excited you are about a low battery and all the time it took to get there !\\n1                                                                                                                                                                                                                                                 NO USER REPLACEABLE BATTERY, , Unless you buy the extended warranty for $65 .\\n2                                                                                                                                                                                             After 1 year you pay $80 plus shipping to send the device to Amazon and have the Kindle REPLACED, not the battery changed out   .\\n3                                                                                                                                                                                                           The fact that Kindle 2 has no SD card capability and the battery is not user, serviceable is not an issue with me .\\n4                    Things like the buttons that made it easy to accidentally turn pages  the separate cursor on the side that could only select lines and was sometimes hard to see  the occasionally awkward menus  the case which practically forced you to remove it to use it and sometimes pulled the battery door off .\\n5                                                                                                                                                           The issue with the battery door opening is thus solved, but Amazon went further, eliminating the door altogether and wrapping the back with sleek stainless steel .\\n6                                                                                                                 Frankly, I never used either the card slot or changed the battery on my Kindle 1 but I liked that they were there and I miss them on the Kindle 2, even though, I have to admit, I don't actually need them .\\n7                                                                                                                                                                                                                              It's also easy to charge the Kindle in the car if you have a battery charger with a USB port   .\\n8                                                                                                                  You can't carry an extra battery ,  though with the extended battery life and extra charging options it's almost a non, issue ,  and you can't replace the battery because of the iPod, like fixed backing .\\n9                                                                                                                                                                                                                                                       For one thing, there's no charge except battery power no pun intended !\\n10   Before purchasing, I was obsessed with the reviews and predictions I found online and reading about some of the critiques such as the thick border, the lack of touchscreen, lack of battery SD slot, lack of a back light, awkward difficult keyboard layout, minimally faster page flipping, and the super, high price .\\n11                                                                                                                                                                                As for the battery, Amazon's explanation was that it'd thicken the Kindle, so I'm fine with it b c the slenderness of the K2 is such a plus .\\n12                                                                                                                                                                                         Short battery life ,  I charged this thing for a couple of hours, 24 hours ago ,  it's still running and just at 75% of full power .\\n13                                                                                                                                                                                                              I turned it on, noticed there was about a half a battery charge and proceeded to find my way around the thing .\\n14                                                                                                                                                                                                                                                                                           Fourth, your battery icon stinks .\\n15                                                                                                                                                                                                                                                          It is so subtle that you can't tell how much battery life is left .\\n16                                                                                  Kindle is an  out of the box  reading, ready unit that immediately addressed me by my nickname, no log, in necessary, and could have begun downloading whatever I wanted over the 3G Whispernet within seconds as the battery was charging,\\n17                                                                                                                                                                                  very thin, light, weight, and attractive, looking with more data storage and faster battery charges with longer usage compared to Kindle 1,\\n18                                                                                                                                                                                        What I'm ambivalent about ,  I don't find the battery life any better than the K1, I thought the K1 battery life was perfectly fine .\\n19                                                                                                                                                                                                                                 extended use of this feature will cut into battery life significantly, I've been getting 2 .\\n20                                                                                                                                                                                                                                                                                               because the battery ran down .\\n21                                                                                                                                                                                                   A week ago, I ordered my Kindle 2 and when it was delivered, the battery was in critical stage and it would not power on .\\n22                                                                                                                                                                                           When that came in, it was also in the critical battery stage and this time the charge light would not even come on upon charging .\\n23                                                                                                                                                                                                                                                            Battery life is very good, even with the wireless on constantly .\\n24                                                                                                                                                                                          K2 goes into sleep mode if you leave it be for a few minutes, but in this mode it still uses battery power if wireless is enabled .\\n25                                                                                                                                                                                                                                                      Many have been critical of the non user replaceability of the battery .\\n26                                                                                                                                                                                                                                  I can do without the K2 several years from now for a week while the battery gets replaced .\\n27                                                                                                                                                                More likely, by the time the battery no longer holds a charge, there will be a K7 with a color screen and 200 times the memory that I'll want to upgrade to !\\n28                                                                                                                                                                                                                                                                 ,  Battery life is weeks at a time, even with constant use .\\n29                                                                                                                                                                                                                                                And the battery life has gotten a lot shorter too, again, after TONS of use .\\n30                                                                                                                                                                                                                    which, I guess, is unavoidable with rechargable batteries, but I wish I could change the battery myself .\\n31                                                                                                                                                                                                                                  The battery was almost fully charged upon receipt so I turned it on and I was in business .\\n32                                                                                                                                                                                     Good thing the nook boasts a removable back cover, because the store clerk had to take it off to remove the battery for a hard restart .\\n33                                                                                                                                                                                                                                                                                             Battery life is pretty spot on .\\n34                                                                                                                                                                                                  The 2 days battery life was with the wireless turned ON which is wholly unneccesary in the normal operation of the device .\\n35                                                                                                                                                                                                                                                                                 Turn wireless OFF ,  It saves your battery .\\n36                                                                                                                                                                                           And I like the fact the wireless is a menu option, I just leave it on all the time anyways with little perceptible battery drain .\\n37                                                                                                                                                                                                                                                                 ,  Battery life seems a bit longer but the K1 was good too .\\n38                                                                                                                                                                                                                          The Sony takes 60 seconds   to go back to the main menu and used an incrediable amount of battery .\\n39                                                                                                                                                                               The original Kindle had a removable battery and you could buy extra batteries in case you'd be away from a power source for an extended time .\\n40                                                                                                                                                                                                                                                                  The battery in the Kindle 2 is not removable by the owner .\\n41                                                                                                                                                                                                                                                      The Sony is smaller and thinner and, I think, has longer battery life .\\n42                                                                                                                                                                              It's not clear how big an advantage it is to have the extra battery life, though, because both get you through a long day with power to spare .\\n43                                                                                                                                                                                                                            the screen is small, and the battery doesn't last long enough to be used in the way I use books .\\n44                                                                                                                                                                                                                                                                          The battery charged quickly, in less than 2 hours .\\n45                                                                                                                                                                                                     If I didn't have a reading lamp handy, I find that the  Mighty Bright  clip on battery operated book light that amazon .\\n46                                                                                                                                                                                                                                                                      would no doubt run down the Kindle 2's battery faster .\\n47                                                                                                                                                                                                                                                     So far, the battery charge seems to last quite a long time for reading .\\n48                                                                                                                                                                                                                                                     I leave the wireless access feature turned off for longer battery life .\\n49                                                                                                                                                                                           So far, it has taken anywhere from two to three hours to recharge the device, depending on how far down I've let the battery run .\\n50                                                                                                                                                                         I'm not pleased with the prospect of having to send the unit in to have the battery replaced when it finally fails and won't take or hold a charge .\\n51                                                                                                                                                                                                                           Apparently the Kindle 1 had a battery the owner could replace quickly, the way a cell phone does .\\n52                                                                                                                                                                                                                        So I give the Kindle 2 an A, minus, the minus because the battery isn't replaceable by the end user .\\n53                                                                                                                                                                                                                                               So my only real complaint right now is a battery the end, user can't replace .\\n54                                                                                                                                                                                                                                                                             And the lack of backlight saves on the battery .\\n55                                                                                                                                                                                                                                              I can leave it on sleep for days and hardly ever need to recharge the battery .\\n56                                                                                                                                                                                                                                                                    3The battery definitely does not last two weeks on mine .\\n57                                                                                                                                                                                                                                            With 2, 3 hours of reading per day, my Kindle battery has lasted me only 4 days .\\n58                                                                                                                                                                                                                                                            No idea what battery life is like because I just gave it to her .\\n59                                                                                                                                                                                                                                                               >> Better battery life, FAR better with wireless function on .\\n60                                                                                                                                                                                                                                                             To me, this is more important than a user, replaceable battery .\\n61                                                                                                                                                                                                          >> It has a user, replaceable battery, though this is offset by improved life with the built, in Kindle 2 battery .\\n62                                                                                                                                                                                                        The battery life is disappointing ,  with the wireless on, it probably wouldn't last 20 hours of determined reading .\\n63                                                                                                                                                                                        A single battery charge of my Kindle lasts almost two weeks compared to the 3, 4 hours on my iphone or the 5, 6 hours on my netbook .\\n64                                                                                                                                                                                                           Besides, I don't want to make the tradeoff of inferior battery life in order to power a device, native backlight .\\n65                                                                                                                                                                                                                                                                                Plus the touch screen consumes battery life .\\n66                                                                                                                                                                                                                                       4,  I like that you can change the battery in the Nook and you can add a memory card .\\n67                                                                                                                                                                                                                                                     However I have IPods and I never use up all the memory or battery life .\\n68                                                                                                                                                                                                                                                               Plus the Kindle 2's Battery life is 4 days longer per charge .\\n69                                                                                                                                                    Oh and one more thing ,  I've discovered that if you turn of  wifi    until you know you need to send or retrieve something, the battery lasts for many many more hours .\\n70                                                                                                                                                                                                                                             A clip, on light seems like a fine solution, plus it doesn't drain the battery .\\n71                                                                                                                                                                                                                                                                                       ,  The battery life seems fine to me .\\n72                                                         I left wireless on for the first 3 days, and after reading through  Ur  and 25% of  DaVinci Code , plus lots of general playing around with the device and checking out features, I got the low, battery warning about 55 hours after intially charging it to full .\\n73                                                                                                                                                                                                                          This feature uses a lot of battery and the battery lasts for maximum 2, 3 days but it is worth it .\\n74                                                                                                                                                                                      I live in the UK, my Kindle arrived last Thursday and it was up and running in minutes as the battery had some charge when it arrived .\\n75                                                                                                                                                                   The Kindle does not come with a UK power adaptor, so that has been an extra \\u00a312 expense, but I could charge the battery using the computer and USB cable .\\n76                                                                                                                                                                                                                                                                                       The battery life is unbelievable too .\\n77                                                                                                                                                                                          Also, I only carried my kindle on the plane to Japan, and I could read for over 15 hours and the battery wasn't even halfway over .\\n78                                                                                                                                          The books download quickly, the battery lasts a long time, it is simple to use, the bookmark feature is nice, and I love the cool pics on the screen when you turn the gadget off .\\n79                                                                                                                                                                                                                                                                The battery life is great and I even like the screen savers .\\n80                                                                                                                                                                                                                            I just found out how to save the battery and you can read for well over a week without a charge .\\n81                                                                                                                                                                                                                       If the battery lasts a couple years, not being able to replace it myself will not be a factor either .\\n82                                                                                                                                                                                                                                                I've left the wireless on and really don't see tremendous battery usage yet .\\n83                                                                                                                                                                                                                                   At first I thought,wait a minute,no memory chip,no exchangeable battery,a few other diff .\\n84                                                                                                                                                                                                                                       It came with battery uncharged, but it charged up as advertised in less than 3 hours .\\n85                                                                                                                                                                                                                                                                                       And the long battery life is amazing !\\n86                                                                                                                                                                                                                                                                                             The battery life seems amazing .\\n87                                                                                                                                                                       While the Kindle 2 shows the title on the left as before and more readable, the battery life and network icons are in the place of the author's name .\\n88                                                                                                                                                                                                                                                                            By the way, Kindle battery lasts forever indeed !\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cluster_label\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1\n        ],\n        \"semantic_type\": \"\",\n        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+              "86        comfort_toyota_camry_2007   \n",
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+              "61    gas_mileage_toyota_camry_2007   \n",
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+              "67       interior_honda_accord_2008   \n",
+              "47       interior_toyota_camry_2007   \n",
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+              "34    performance_honda_accord_2008   \n",
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+              "68          seats_honda_accord_2008   \n",
+              "40                   speed_windows7   \n",
+              "50                   speed_windows7   \n",
+              "31   transmission_toyota_camry_2007   \n",
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+              "71                                                                                                                                                                                                                                                                                                                                                                                                 Drivers seat not comfortable, the car itself compared to other models of similar class .\\n0                                                                                                                                                                                                                               ...   \n",
+              "15                                                                                                                                                                                                                                                                                                                                                                                                 Drivers seat not comfortable, the car itself compared to other models of similar class .\\n0                                                                                                                                                                                                                               ...   \n",
+              "4                                                                                                                                                    Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...   \n",
+              "86                                                                                                                                                   Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...   \n",
+              "69                                                                                                                                                                                                                                                                                                                                                                               Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                                                                                                                                                                  ...   \n",
+              "61                                                                                                                                                                                                                                                                                                                                                                               Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                                                                                                                                                                  ...   \n",
+              "49                                                                                                                                                                                                                                                                                                                                                                                                                                                                              I love the new body style and the interior is a simple pleasure except for the center dash .\\n0                                                                                                                                              ...   \n",
+              "67                                                                                                                                                                                                                                                                                                                                                                                                                                                                              I love the new body style and the interior is a simple pleasure except for the center dash .\\n0                                                                                                                                              ...   \n",
+              "47                                                                                                                                                                                                                                       First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...   \n",
+              "0                                                                                                                                                                                                                                        First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...   \n",
+              "14                                                                                                                                                                                 It's quiet, get good gas mileage and looks clean inside and out .\\n0                                                                                                                                                                     The mileage is great, and I've had to get used to stopping less for gas .\\n1                                                                                                                                                                                                         Thought gas ...   \n",
+              "45                                                                                                                                                                                 It's quiet, get good gas mileage and looks clean inside and out .\\n0                                                                                                                                                                     The mileage is great, and I've had to get used to stopping less for gas .\\n1                                                                                                                                                                                                         Thought gas ...   \n",
+              "43                                                                                      Very happy with my 08 Accord, performance is quite adequate it has nice looks and is a great long,  distance cruiser .\\n0                                                                                                                                 6, 4, 3 eco engine has poor performance and gas mileage of 22 highway .\\n1                                                                                                                                                 Overall performance is good but comfort level is poor .\\n2                                                                                      ...   \n",
+              "34                                                                                      Very happy with my 08 Accord, performance is quite adequate it has nice looks and is a great long,  distance cruiser .\\n0                                                                                                                                 6, 4, 3 eco engine has poor performance and gas mileage of 22 highway .\\n1                                                                                                                                                 Overall performance is good but comfort level is poor .\\n2                                                                                      ...   \n",
+              "73                                                                                                             The Eee Super Hybrid Engine utility lets users overclock or underclock their Eee PC's to boost performance or provide better battery life depending on their immediate requirements .\\n0                                                                                                                                                                                                                  In Super Performance mode CPU, Z shows the bus speed to increase up to 169 .\\n1                                                                                                                  One...   \n",
+              "101                                                                                                            The Eee Super Hybrid Engine utility lets users overclock or underclock their Eee PC's to boost performance or provide better battery life depending on their immediate requirements .\\n0                                                                                                                                                                                                                  In Super Performance mode CPU, Z shows the bus speed to increase up to 169 .\\n1                                                                                                                  One...   \n",
+              "66                                                                                                                                                                                                                                                                         I previously owned a Toyota 4Runner which had incredible build quality and reliability .\\n0                                                                                                                                                                                                                                                                                               I bought the Camry because of Toyota reliability and qua...   \n",
+              "33                                                                                                                                                                                                                                                                         I previously owned a Toyota 4Runner which had incredible build quality and reliability .\\n0                                                                                                                                                                                                                                                                                               I bought the Camry because of Toyota reliability and qua...   \n",
+              "63                                                                                                                                                                                                                                                                                       Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                   ...   \n",
+              "68                                                                                                                                                                                                                                                                                       Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                   ...   \n",
+              "40                                                                                                                         Windows 7 is quite simply faster, more stable, boots faster, goes to sleep faster, comes back from sleep faster, manages your files better and on top of that it's beautiful to look at and easy to use .\\n0                                                                                                                                                                                                                                           , faster about 20% to 30% faster at running applications than my Vista ,  seriously\\n1                                                     ...   \n",
+              "50                                                                                                                         Windows 7 is quite simply faster, more stable, boots faster, goes to sleep faster, comes back from sleep faster, manages your files better and on top of that it's beautiful to look at and easy to use .\\n0                                                                                                                                                                                                                                           , faster about 20% to 30% faster at running applications than my Vista ,  seriously\\n1                                                     ...   \n",
+              "31                                                                                                                                                                                                                                                                                                                                                                                After slowing down, transmission has to be  kicked  to speed up .\\n0                                                                                                                                                                                                                                                                       ...   \n",
+              "82                                                                                                                                                                                                                                                                                                                                                                                After slowing down, transmission has to be  kicked  to speed up .\\n0                                                                                                                                                                                                                                                                       ...   \n",
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+              "      <th></th>\n",
+              "      <th>filename</th>\n",
+              "      <th>opinion_text</th>\n",
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+              "    <tr>\n",
+              "      <th>71</th>\n",
+              "      <td>comfort_honda_accord_2008</td>\n",
+              "      <td>Drivers seat not comfortable, the car itself compared to other models of similar class .\\n0                                                                                                                                                                                                                               ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>comfort_honda_accord_2008</td>\n",
+              "      <td>Drivers seat not comfortable, the car itself compared to other models of similar class .\\n0                                                                                                                                                                                                                               ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>comfort_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>86</th>\n",
+              "      <td>comfort_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>69</th>\n",
+              "      <td>gas_mileage_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                                                                                                                                                                  ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>61</th>\n",
+              "      <td>gas_mileage_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                                                                                                                                                                  ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>49</th>\n",
+              "      <td>interior_honda_accord_2008</td>\n",
+              "      <td>I love the new body style and the interior is a simple pleasure except for the center dash .\\n0                                                                                                                                              ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>67</th>\n",
+              "      <td>interior_honda_accord_2008</td>\n",
+              "      <td>I love the new body style and the interior is a simple pleasure except for the center dash .\\n0                                                                                                                                              ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>47</th>\n",
+              "      <td>interior_toyota_camry_2007</td>\n",
+              "      <td>First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>interior_toyota_camry_2007</td>\n",
+              "      <td>First of all, the interior has way too many cheap plastic parts like the cheap plastic center piece that houses the clock .\\n0                                                                                                                                                                       3 blown struts at 30,000 miles, interior trim coming loose and rattling squeaking, stains on paint, and bug splats taking paint off, premature uneven brake wear, on 3rd windsh...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>mileage_honda_accord_2008</td>\n",
+              "      <td>It's quiet, get good gas mileage and looks clean inside and out .\\n0                                                                                                                                                                     The mileage is great, and I've had to get used to stopping less for gas .\\n1                                                                                                                                                                                                         Thought gas ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>45</th>\n",
+              "      <td>mileage_honda_accord_2008</td>\n",
+              "      <td>It's quiet, get good gas mileage and looks clean inside and out .\\n0                                                                                                                                                                     The mileage is great, and I've had to get used to stopping less for gas .\\n1                                                                                                                                                                                                         Thought gas ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>43</th>\n",
+              "      <td>performance_honda_accord_2008</td>\n",
+              "      <td>Very happy with my 08 Accord, performance is quite adequate it has nice looks and is a great long,  distance cruiser .\\n0                                                                                                                                 6, 4, 3 eco engine has poor performance and gas mileage of 22 highway .\\n1                                                                                                                                                 Overall performance is good but comfort level is poor .\\n2                                                                                      ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>34</th>\n",
+              "      <td>performance_honda_accord_2008</td>\n",
+              "      <td>Very happy with my 08 Accord, performance is quite adequate it has nice looks and is a great long,  distance cruiser .\\n0                                                                                                                                 6, 4, 3 eco engine has poor performance and gas mileage of 22 highway .\\n1                                                                                                                                                 Overall performance is good but comfort level is poor .\\n2                                                                                      ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>73</th>\n",
+              "      <td>performance_netbook_1005ha</td>\n",
+              "      <td>The Eee Super Hybrid Engine utility lets users overclock or underclock their Eee PC's to boost performance or provide better battery life depending on their immediate requirements .\\n0                                                                                                                                                                                                                  In Super Performance mode CPU, Z shows the bus speed to increase up to 169 .\\n1                                                                                                                  One...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>101</th>\n",
+              "      <td>performance_netbook_1005ha</td>\n",
+              "      <td>The Eee Super Hybrid Engine utility lets users overclock or underclock their Eee PC's to boost performance or provide better battery life depending on their immediate requirements .\\n0                                                                                                                                                                                                                  In Super Performance mode CPU, Z shows the bus speed to increase up to 169 .\\n1                                                                                                                  One...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>66</th>\n",
+              "      <td>quality_toyota_camry_2007</td>\n",
+              "      <td>I previously owned a Toyota 4Runner which had incredible build quality and reliability .\\n0                                                                                                                                                                                                                                                                                               I bought the Camry because of Toyota reliability and qua...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>quality_toyota_camry_2007</td>\n",
+              "      <td>I previously owned a Toyota 4Runner which had incredible build quality and reliability .\\n0                                                                                                                                                                                                                                                                                               I bought the Camry because of Toyota reliability and qua...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>63</th>\n",
+              "      <td>seats_honda_accord_2008</td>\n",
+              "      <td>Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                   ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>68</th>\n",
+              "      <td>seats_honda_accord_2008</td>\n",
+              "      <td>Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                   ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>speed_windows7</td>\n",
+              "      <td>Windows 7 is quite simply faster, more stable, boots faster, goes to sleep faster, comes back from sleep faster, manages your files better and on top of that it's beautiful to look at and easy to use .\\n0                                                                                                                                                                                                                                           , faster about 20% to 30% faster at running applications than my Vista ,  seriously\\n1                                                     ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50</th>\n",
+              "      <td>speed_windows7</td>\n",
+              "      <td>Windows 7 is quite simply faster, more stable, boots faster, goes to sleep faster, comes back from sleep faster, manages your files better and on top of that it's beautiful to look at and easy to use .\\n0                                                                                                                                                                                                                                           , faster about 20% to 30% faster at running applications than my Vista ,  seriously\\n1                                                     ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>transmission_toyota_camry_2007</td>\n",
+              "      <td>After slowing down, transmission has to be  kicked  to speed up .\\n0                                                                                                                                                                                                                                                                       ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>82</th>\n",
+              "      <td>transmission_toyota_camry_2007</td>\n",
+              "      <td>After slowing down, transmission has to be  kicked  to speed up .\\n0                                                                                                                                                                                                                                                                       ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a7fc88e5-647b-4c2c-827f-e667b6cf9d63')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-a7fc88e5-647b-4c2c-827f-e667b6cf9d63 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-a7fc88e5-647b-4c2c-827f-e667b6cf9d63');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-95607228-d304-4474-90a3-c5301808fa09\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-95607228-d304-4474-90a3-c5301808fa09')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-95607228-d304-4474-90a3-c5301808fa09 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"document_df[document_df['cluster_label']==2]\",\n  \"rows\": 24,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 12,\n        \"samples\": [\n          \"speed_windows7\",\n          \"seats_honda_accord_2008\",\n          \"comfort_honda_accord_2008\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 12,\n        \"samples\": [\n          \"                                                                                                                      Windows 7 is quite simply faster, more stable, boots faster, goes to sleep faster, comes back from sleep faster, manages your files better and on top of that it's beautiful to look at and easy to use .\\n0                                                                                                                                                                                                                                           , faster about 20% to 30% faster at running applications than my Vista ,  seriously\\n1                                                                                                                                                                                                                                                                            Yes, it'll make your computer run a bit slower but\\n2                                                                                                                                                                                                                                                                                               ,  Fast startup and performance\\n3                                                                                                                                                                                                                            Also, in my non, benchmarked experience, Windows 7 has been at least as fast as XP if not faster .\\n4                                                                                                                                                                                                                                                                It's fast, secure, stable, visually appealing and fun to use .\\n5                                                                                                                                                                                                                  For these two computers, normal use is pretty fast, ,  not quite as fast as Windows XP SP3, but very close .\\n6                                                                                                                                                                                                                          It loads blazing fast, software runs smooth and even downloads from the internet seem to be faster .\\n7                                                                                                                                                                                                                            XP SP3 Performance Comparison , smaller resource footprint, and faster start shutdown wake times .\\n8                                                                                                                                                                                                                                                                                   Other than that, it starts up pretty fast .\\n9                                                                                                                                                                                    Its faster to load, easier to use, and it has a new feature called the library where you can access all your related files in one window .\\n10                                                                                           Performance wise it is slightly faster than Vista and I'm talking 10 to 15 seconds difference for starting the computer, other computers I have the run on Linux still start in less than 1 quarter the time that Windows 7 does .\\n11                                                                                                                                                                                          If you have newer hardware, 64, bit is probably the way to go as it is faster and will allow you to take advantage of more than 3 .\\n12                                                                                                                                                                                                                          Installation took about 30 minutes, actually much faster than any other OS install I've ever done .\\n13                                                                                                                                                                                                                                                            Overall the OS just 'feels' faster, snappier, and easier to use .\\n14                                                                                                                                                                                                                                     If you want a stable, fast, visually appealing and advances OS, W7 will not disappoint .\\n15                                                                                                                                      It does boot up faster than Vista, I do like the taskbar at the bottom as you can  pin  icons to start all of your programs and you can start a program with the desired file opening .\\n16                                                                                                                                                                                                                       Although Win 7 seems a bit faster than Vista did, I do not notice any decrease in the start, up time .\\n17                                                                                                                                                                                                                                                                      It may be that Win7 is faster, sounder, prettier, etc .\\n18                                                                                                                                                                                                         Yes the comp does boot a bit faster, but it's going to take a lot sequences to break even on the time spent so far .\\n19                                                                                                                                                                                                                                                                                       It may or may not be a little faster .\\n20                                                                                                                                                                                                               W7 is fast and resource friendly, every hardware device works perfect  , and there's a ton of great features .\\n21                                                                                                                                                      My system seems to be faster, all of my previous programs and peripherals run without a problem, things come up quicker when clicking on them and I love the new look .\\n22                                                                                                                                                              How about allowing the user to keep the menu open so thathe she doesn't have to repeatedly click to open it if there's a failure or the connection is to slow ?\\n23                                                                                                                                                                                                                                         1 Very fast SDHC scanning speed in comparison to vista and xp  big headache relief .\\n24                                                                                                                                                It might do that on vista   but I got the trojans recently and haven't been using vista as much since it's on a slow HP mini netbook that gets sickeningly hot to the touch .\\n25                                                                                                                                                                               5 Seems to load the desktop much faster than vista, but it might be because I have 2 gigs of ram on my w7 netbook and only 1 on my vista one .\\n26                                                                                                                                                                                                                                                                              This is much faster than visata and I love it .\\n27                                                                                                                                                                                                                                       Some of the things I like most about Windows 7 is how fast it boots up and shuts off .\\n28                                                                                                                                                                                                                                                                                      When I ran Vista, it was a bit slower .\\n29                                                                                                                                                                                                                                                                                         But Windows 7 is definitely faster !\\n30                                                                                                                                                                                                                                   It is also way faster than what I experience using Windows XP, but I won't get into that .\\n31                                                                                                                                                                                                                                        It is more stable than Vista and wakes up from sleep much faster, also boots faster .\\n32                                                                                                                                                                                                                                                                              It boots faster and shuts down faster than XP .\\n33                                                                                                                                                                                                                XP Mode worked on everything I had except an Honestech analog video capture device, but seemed to be slower .\\n34                                                                                                                                                                                                                                     I like many other people, was running Vista and tired of it being so slow and crashing .\\n35                                                                                                                                                                                                                                                                   As far as speed, I will admit that its not as fast as XP .\\n36                                                                                                                                                                                                                      The speed at which the upgrade completed is quite fast and the driver hardware detection was seamless .\\n37                                                                                                                                                                                                                                             The machines run as fast as ever with new functionality and better stability   .\\n38                                                                                                                                                                                                                                                                                         fast, stable, compatible, and cool .\\n39                                                                                                                                                                                                                                                                                       It is as fast as Vista if not faster .\\n40                                                                                                                                                                                      It's very stable, it seems significantly faster than Vista, and it has got rid of most of the redundant security conformation dialogs .\\n41                                                                                                                                                                                                                                                                                     Programs load and run faster than ever .\\n42                                                                                                                                                                                                                                                               Windows 7 is also faster in the core of the operating system .\\n43                                                                                                                                                                                  The operating system loads faster, shuts off faster and so far has need a  3 finger salute ,  control alt delete  about as often as Vista .\\n44                                                                                                                                                                                                 I do note this computer is running much faster but part of that may well be that it now has 4 gb of memory as opposed to 3gb\\n45                                                                                                                                                                                                                                            All the applications that I checked worked OK, although Photoshop opened slowly .\\n46                                                                                                                                                                                                                                                                              Several improvements, and it does seem faster .\\n47    , RW   | Creative Sound Blaster Audigy 4 | MOTU FastLane USB MIDI interface | E, MU 0404 USB audio interface | Yamaha YST, M15 speakers | HP Photosmart 8150 printer | HP Scanjet 4070 scanner | D, Link DIR, 628 router | Microsoft Natural Keyboard & Optical Mouse | Logitech RumblePad 2 | Windows 7 Home Premium x64\\n48                                                                                                                                                                                                                                                                               Also it starts faster and runs things faster .\\n49                                                                                                                                                                                                                                                                              34 seconds faster will make a HUGE difference .\\n50                                                                                                                                                                                                                                                 I installed the 64bit version and it made my computer respond a lot faster .\\n51                                                                                                                                                                       I can finally use adobe CS4, before with Vista 32bit photoshop cs4 wouldn't run so smoothly as cs3 but now it opens faster and is just working great .\\n52                                                                                                                                          I ordered the upgrade disc from HP and tried 3 times to upgrade to Vista, but all 3 times I had problems with it being too slow, buggy, and my software games printer didn't work .\\n53                                                                                                                                                                                                                                                            It's as fast as XP, and all my software and hardware work great !\\n54                                                                                                                                                                                                                                 It's a faster install, and you get a fresh clean install so it feels like a new computer   .\\n55                                                                                                                                                                                                                                                           My system boots much faster, and shuts down almost instantly now .\\n56                                                                                                                                                                                                                                                                  it's fast, very organized and just plain and simple witty .\\n57                                                                                                                                                                                                                                                                                            Also connect time is way faster .\\n58                                                                                                                                                                              Finding and configuring is way more intuitive, start up and shut down is faster, and best of all, that damn hard drive light is not always on .\\n59                                                                                                                                                                                                                                    I have been running Win7 for a week now and and it is at least twice as fast as Win2K   .\\n60                                                                                                                                                                                                                                 I have to say it was the smoothest, fastest, and easiest install since doing a DOS install .\\n61                                                                                                                                                                                                                                                    Applications are noticeably faster ,  especially Quicken 09, Outlook 07 .\\n62                                                                                                                                                                                                                     It boots faster, the programs run faster and the overall performance has been nothing short of amazing .\\n63                                                                                                                                                                                                                                 Vista had all of its upgrades and worked fine, but did not connect to the internet as fast .\\n64                                                                                                                                                                                                                                  It operates much faster, starts up faster, and rarily freezes up like the worthless Vista .\\n65                                                                                                                                                                                                                                                                                     W7 does everything so much faster also .\\n66                                                                                                                                                                                                                                                        0 out of 5 stars Fast Shipment and Excellent Value, December 17, 2009\\n67                                                                                                                                                                           The install took a little more time than I had expected, and encouraged backup of all data which slowed things down more, but went very smoothly .\\n68                                                                                                                                                                                                 I have been operating for two months with no problems  not much different than Vista, but much faster to load and turn off .\\n69                                                                                                                                                                                                                                                                       0 out of 5 stars Faster performance, December 13, 2009\\n70                                                                                                                                                                                                                                                              With 7, however, things have become a lot smoother and faster .\\n71                                                                                                                                                                                                   Based on speed and performance, it does deliver for it is pretty fast when opening programs, boot time, hibernation, etc .\\n72                                                                                                                                                                                                                                                                                Windows 7 is overall faster than Windows XP .\\n73                                                                                                                                                                                 I cannot say that the system is significantly faster, or that boot or shutdown times are significantly improved, but I did not expect that .\\n74                                                                                                                       It made my system faster which i didn't think was possible, it has a more creative appeal, i didn't lose any of my important files and the installation went smoothly and without any kinks whatsoever\\n75                                                                                                                                                                                        Windows 7 is fun, fast and creative, , it finally gave a newer more interesting look to the paint program and i have no issues at all\\n76                                                                                                                                                                                                                                                                                            My notebook runs so much faster .\\n77                                                                                                                                                                                                                                                                    I admit Windows 7 performs faster than Vista as a whole .\\n78                                                                                                                                                                                                                                                                                  ,  Superfast file movement over a network .\\n79                                                                                                                                                                                                                            We have a 5 year old laptop that we were about to throw away because it was too slow running XP .\\n80                                                                                                                                                                                                        Someone commented that maybe it was just faster because I cleaned out the  bloatware  that was on the old XP system .\\n81                                                                                                                                                                                                                                                Previously we tried to make the laptop faster by installing XP from scratch .\\n82                                                                                                                                                                                                                                                                         Now Window 7 runs smoothly, 10, 20% faster overall .\\n83                                                                                                                                                                                                                                                                                       ,  opening applications is very slow .\\n84                                                                                                                                                                                                                                                                I am not seeing a faster boot up or shut down at this point .\\n85                                                                                                                                                                                                                                        It's a bit faster than Vista and I really like the new taskbar and simplified menus .\\n86                                                                                                                                                                        Windows 7 home premium eliminates almost all of these and is much faster  well worth the upgrade if you are going to keep your computer for a while .\\n87                                                                                                                                                                                                                             It's nice to finally have a Windows OS that is fast, fun, stable, functional, and good looking .\\n88                                                                                Very robust and extremely fast, I can find and open programs or files by just hitting  window  on the keyboard   and typing in the first few letters of the thing I want to open and Win7 almost instantaneously finds what I'm looking for .\\n89                                                                                                                                                                                                                                                                                            Win7 looks great and feels fast .\\n90                                                                                                                                                                                                                                                                                  faster than XP in many areas on my system .\\n91                                                                                                                                                                                                                                                                                             Web apps are noticeably slower .\\n92                                                                                                                                                                                                                                          I had not experience any weird chokes or slowness that I had experienced in Vista .\\n93                                                                                                                                                                                                                                                                         Win7 runs faster than Vista, and is more intuitive .\\n94                                                                                                                                                                                                                                                In short, Win7 feels faster, leaner, and more user, friendly than Vista did .\\n95                                                                                                                                                                                                                                                                      Everything from the internet to Photoshop runs faster .\\n96                                                                                                                                                                                                                                                                              My Vista system was awful ,  slow and painful .\\n97                                                                                                                                                                                                                                                        It does shut down MUCH faster and MOST of my hardware seems to work .\\n98                                                                                                                                                                                                                                                         Upgrading over your old OS can cause problems and slow things down .\\n99                                                                                                                                                                                                                                                  Other than that, seems very fast and works well and worth the $50 upgrade .\\n100                                                                                                                                                                                                                                                                  The upgrade process was simple, fast, and went perfectly .\\n101                                                                                                                                                                                                                                                  Boot, hibernation, sleep, and restart procedures are much slower than XP .\\n102                                                                                                                                                                                                                                   It makes it a lot easier to find what you are looking for and is just all around faster .\\n103                                                                                                                                                                                                                                                                microsoft has created a great os, easy,fast and fun to use .\\n104                                                                                                                                                                                                                                                                                       Now my PC is really extremelly fast .\\n105                                                                                                                                                                                                                                                            My laptop starts and shuts down so much faster than with Vista .\\n106                                                                                                                                                                                                                                        I say my start up was cut down by half the previous time and it closes even faster .\\n107                                                                                                                                                                                                         There are less steps to get to files, every application opens faster even desktop gadgets seem to function better .\\n108                                                                                                                                                                               I'm been using Windows 7 since its inception I upgraded from beta to RC to finally RTM and I can tell you right now it is fast and reliable .\\n109                                                                                                                                                                                                          Boot up of the Operating System is slower in the RTM for whatever reason but on newer hardware it is pretty fast .\\n110                                                                                                                                                                                                                Obviously compared to XP you know it will be slower going in but I am very happy with the operating system .\\n111                                                                                                                                                                                                               It's fast, it doesn't crash, and the interface is clean and far more Mac, like than any previous OS from M$ .\\n112                                                                                                                            I own XP Professional and wanted a nice, clean install of Win7 so I didn't have a bunch of legacy files hanging around to slow down Win7 so I reformatted the HD before doing the Win7 install .\\n113                                                                                                                                                                                                                                                                                    It is very fast and very user friendly .\\n114                                                                                                                                                                                                                     Although most are saying that the start up is faster  I happen to disagree, I feel its about the same .\\n115                                                                                                                                                                                                                            It takes a little work to setup and doesn't run you application as fast as they would natively .\\n116                                                                                                                                                                                                                                                    You need a faster CPU and extra memory if you plan on using this a lot .\\n117                                                                                                                                               I am very happy with the program, it is much faster, I upgraded from Windows xp, the bad part is there is no driver available to install for my HP wireless printer to work .\\n118                                                                                                                                                                                                                                                        0 out of 5 stars Windows 7 runs slower than Vista, December 15, 2009\\n119                                                                                                                                                                                                                              Since putting Windows 7 on my computer, the computer runs much slower than it did with Vista .\\n120                                                                                                                                                                                                       So I just got the Windows 7 upgrade installed  , and I was instantly amazed at how fast and sleek everything looked .\\n121                                                                                                                                                                                                                                                            Simply put, Windows 7 looks amazing, and is fast and intuitive .\\n122                                                                                                                                                                                                                  I started to upload a youtube video, went away to have breakfast and came back to a blue screen of death .\",\n          \"                                                                                                                                                                                                                                                                                    Front seats are very uncomfortable .\\n0                                                                                                                                                                                                                                  No memory seats, no trip computer, can only display outside temp with trip odometer .\\n1                                                                                                                                                                                                                                                                              needs power seats on the passenger side .\\n2                                                                                                                                                                                                                          I haven't had any back pain from the seats, maybe these people exceed the seat weight limit ?\\n3                                                                                                                                                                                                                                  There is a great deal of road noise in the cabin and the seats are very low quality .\\n4                                                                                                                                                                                                                                                                                 Power seats are not fully adjustable .\\n5                                                                                                                                                                                                                                                                       Front seats are too narrow and not deep enough .\\n6                                                                                                                                                                                                                                                                                The seats are extremely uncomfortable .\\n7                                                                                                                                                                                                                                  I previously owned a 98 Avalon, and found the seats more comfortable than the Honda .\\n8                                                                                                                                                                                                                                                                                 The seats in the Honda are more firm .\\n9                                                                                                                                                                            I'm very sad ,  I loved my daughter's Civic and the dealer service is fantastic, but even good service can't help the uncomfortable seats .\\n10                                                                                                                                                                                           It cost me thousands of dollars to get rid of it, but the seats gave me and my wife back pain after 20 minutes of driving !\\n11                                                                                                                                                                                              Although it is fun to drive and quality seems ok, the leather seats are very uncomfortable, especially on a long drive .\\n12                                                                                                                                                                              The seats are decent, the interior design is excellent IMO as well as the exterior design, and thus far it has been extremely reliable .\\n13                                                                                                                                                                                                                                      In fact, I love the car just wish Honda wouldn't have made such horrible seats .\\n14                                                                                                                                                                                                                                                         Body wasn't used to seats like if you bought a new mattress .\\n15                                                                                                                                                                                                                               The interior quality is OK, my 1999 Accord EX had a better comfort level on the seats .\\n16                                                                                                                                                                                                                                                               I just purchased an Accord Sedan   with leather seats .\\n17                                                                                                                                                               Only needs to add drivers seat memory, 2, tone perforated leather, xenons, rear seat interior illumination mounted under front seats, and better tilt .\\n18                                                                                                                                                                                                          I can also fit three car seats in the back which was the reason I was able to go back the the Honda family .\\n19                                                                                                                                                                                                                                                                         The seats are very comfortable & supportive .\\n20                                                                                                                                                                                                                              I test drove an EX, L and felt the seats were too firm plus, the EX, L seemed too slow .\\n21                                                                                                                                                                                                                  This Accord has more road noise than I like and the seats tend to be hard, unlike my other Accords .\\n22                                                                                                                  Engine performance lacks punch after 60, head rest are poor design, lacks driver seat memory rear seat a c, radio system is marginal compared to Bose, Seats are hard and small for a large person .\\n23                                                                                                                                                                                                                                        The seats are comfortable, and there is ample leg room in the front and rear .\\n24                                                                                                                                                                                                                                                           Most uncomfortable seats in any vehicle I have ever owned .\\n25                                                                                                                                                                                                                               Only 2 things could make it better  memory seats and a smoother shifting transmission .\\n26                                                                                                                                                                                                                                                               Seats are firm but not uncomfortable ,  very BMW like .\\n27                                                                                                                                                                                                                   Advise anyone considering the L to drive one for awhile if you can ,  some cannot stand the seats .\\n28                                                                                                                                                                                                                                                                  The seat cover was coming out in between the seats .\\n29                                                                                                                              The only for sure complaint I have is the seats seems to hurt my back after I drove for a period of time, this may be because I am use to my silverado truck with leather bucket seats .\\n30                 DON'T rely on your test drive, the seats are Very uncomfortable and when the engine goes into the  econo  mode the vehicle  shifts rocks violently  forward and when leaving the  econo  mode it shifts rocks forward once again which means that the vehicle is  CONTINUOUSLY  SHAKING AND ROCKING .\\n31                                                                                                                                                                                                                                                                  Seats are very comfortable and ride is very smooth !\\n32                                                                                                                                                                                                                                                                        It's a black beauty with comfy leather seats .\\n33   The front seats are extremely uncomfortable after anything more than 15 minutes of driving due to what I see as a design flaw, the seat curvature is too great, and even with the lumbar support all the way retracted, it still feels like there is some type of bar sticking out in the wrong part of my back   .\\n34                                                                                                                However, long, distance comfort  is poor due to hard, narrow and deeply, bucketed seats combined with a very taut suspension which transmits even minor road imperfections through the whole vehicle .\\n35                                                                                                                                                  At first the seats seemed stiffer than I'd like, but after making a 2 1 2 hour trip, It felt very comfortable once I got the seat and lumbar adjusted to my liking .\\n36                                                                                                                                                                                                                                                          Great leg room in the back and the seats a very supportive .\\n37                                                                                                                                                                                                                                                           Door closure is solid, leather seats are very comfortable .\\n38                                                                                                                                                                                                                                                                 Ride is very good, but seats are just a little firm .\\n39                                                                                                                                                                                                                                                  Seats are not very comfortable and not happy with the heated seats .\\n40                                                                                                                                                                                                                                                                 The seats are very comfortable and I love the cloth .\\n41                                                                                                                                                                                                                                                                                   Seats are little on the hard side .\\n42                                                                                                                                                                                               The black leather seats feel a bit hot on the back in the warm weather but otherwise no complaints about the interior .\\n43                                                                                                                                                                                                                                                       Steering nice and tight, seats a little stiff but comfortable .\\n44                                                                                                                                                                                                         We wanted three things, heated seats and mirrors and an easy to get out of back seat for some aging friends .\\n45                                                                                                                                                                                                                                                                Ride is superior, comfortable seats, radio excellent .\\n46                                                                                                                                                                                                                                                                               5 Seats= Like sitting on a church pew .\\n47                                                                                                                                                                                                                                                                    Leather seats are the only thing of good quality .\\n48                                                                                                                                                                                                                                                              Problems with steering wheel, windows & seals, seats   .\\n49                                                                                                                                                                                                                              Smooth responsive acceleration,top of the line high quality supple comfy leather seats .\\n50                                                                                                                                                                                                          Also, amazing leg space in front AND back seats ,  the Accord could almost be considered a full size sedan .\\n51                                                                                                                                                   5L V6 scoots  sporty handling and acceleration good  sporty leather seats  highway gas mileage  appearance package worth having  no dealer service yet  Negatives :\\n52                                                                                                                                                                                                                  First off the new body style is very appealing and the new seats are more forgiving for larger men .\\n53                                                                                                                                                                                                                                            The heated seats for me and my passenger are a plus for the cold weather .\\n54                                                                                                                                                                                                                                     hard seats, hard ride, more road noise than expected, disappointing gas mileage .\\n55                                                                                                                                                                                                                                                                The seats are supportive and the materials are great .\\n56                                                                                                                                                                                                                                                                  You get a V, 6, heated leather seats, XM, 18  rims .\\n57                                                                                                                                                                                                                                                                                 Cloth front seats big & comfortable .\\n58                                                                                                                                                                                                                                                   Seats are stiff but once adjusted seem to become more comfortable .\\n59                                                                                                                                                                                                                                                                   The seats are very firm, but getting used to this .\\n60                                                                                                                                                                                                                    The seats in my 2008 which is just like a 2009 are considerably less than I'm used to from Honda .\\n61                                                                                                                                                                                                          The only hiccup I can report is that I think that the seats in our 2008 Odyssey are a bit more comfortable .\\n62                                                                                                                                                                     Don't get me wrong, the Accord is a comfortable car, I am just a big guy and the seats just feel like they could use a little more of something .\\n63                                                                                                                                                                                                     I have two herniated disks and the seats of the Honda have alleviated the pain in my legs and back when I drive .\\n64                                                                                                                                                                                                                                                                Additionally, the standard seats are not my favorite .\\n65                                                                                                                                                                                        Although it's a lower trim level, it has high quality interior trim  very comfortable seats  and and very smooth, quiet ride .\\n66                                                                                                                                                                                                                                                  Decent accel, huge back seat for my kids baby seats  large friends .\\n67                                                                                                                                                                                                                                                      we don't need moonroof, heated seats side mirrors we live in S .\\n68                                                                                                                                                                                                                                           With the leather seats, comfort is close to EX, L's at a  best buy  price .\\n69                                                                                                                                                                                                                                                                                     Seats are a bit too firm for me .\\n70                                                                                                                                                                                                                                                                                  Leather seats are very comfortable .\\n71                                                                                                                                                                                                                             The inside and outside pads should ALWAYS wear evenly   Always had stiff ride and seats .\\n72                                                                                                                                                                                                                                        I have a bad lower back, and the lumbar support on the seats is a life saver !\\n73                                                                                                                                                                                                                                                                                   Front seats much more comfortable .\\n74                                                                                                                                                       The satellite radio cuts out constantly, the heated seats are barely warm, the sound system is pathetic and the brakes wore out around 15,000 miles google it .\\n75                                                                                                                                                                                                                                               We are both tall, 5'11'' and 6'2  and have no problems with the seats .\\n76                                                                                                                                                                               After driving it for a few months I found the seats are tough on the lower back on long runs and it need a few more inches to go back .\\n77                                                                                                                                                                                                                                                Seats are too firm and leather is quite  hard  in character and feel .\\n78                                                                                                                                                                                                                                   I was slightly concerned about all the reviews with the seats being uncomfortable .\\n79                                                                                                                                                                                                                                                                               I love the seats, they are supportive .\",\n          \"                                                                                                                                                                                                                                                                                                                                                                                              Drivers seat not comfortable, the car itself compared to other models of similar class .\\n0                                                                                                                                                                                                                                                                                                                                                                                                   It's very comfortable, remarkably large inside and just an overall great vehicle .\\n1                                                                                                                                                                                                                                                                                                                                                                                                                                                 Front seats are very uncomfortable .\\n2                                                                                                                                                                                                                                                                                                                                                                                                                      I'm 6' tall, and find the driving position pretty comfortable .\\n3                                                                                                                                                                                            However, there are a couple of things that kill it for me 1 terrible driver seat comfort, kills my back 2 lack luster interior design, my Acadia has much better comfort 3 the VCM drives me crazy because the constant change in cylinder use is perceptible enough to be an annoyance .\\n4                                                                                                                                                                                                                                                                                                                                                                                                                                              The seats are extremely uncomfortable .\\n5                                                                                                                                                                                                                                                                                                                                                                                                While the Accord is no Acura it is a close relative in terms of quality and comfort .\\n6                                                                                                                                                                                                                                                                                                                                                                                                I previously owned a 98 Avalon, and found the seats more comfortable than the Honda .\\n7                                                                                                                                                                                                                                                                                                                                          I'm very sad ,  I loved my daughter's Civic and the dealer service is fantastic, but even good service can't help the uncomfortable seats .\\n8                                                                                                                                                                                                                                                                                                                                                                                                                              Overall performance is good but comfort level is poor .\\n9                                                                                                                                                                                                                                                                                                                                                                                                                           The ride is a great balance between handling and comfort .\\n10                                                                                                                                                                                                                                                                                                                                                            Although it is fun to drive and quality seems ok, the leather seats are very uncomfortable, especially on a long drive .\\n11                                                                                                                                                                                                                     Although not the fastest, most luxurious, or technologically advanced in the very competitive mid, size sedan segment, the Accord strikes the perfect balance of sport, comfort and value, creating a vehicle that feels and acts like a much pricier machine .\\n12                                                                                                                                                                                                                                                                                                                                                                                                                            Has lots of features, is comfortable, everything works .\\n13                                                                                                                                                                                                                                                                                                                                                                                                    The two door coupe is very comfortable and roomy and draws plenty of attention .\\n14                                                                                                                                                                                                                                                                                                                                                                                                                                               The seat is extremely uncomfortable .\\n15                                                                                                                                                                                                                                                                                                                                                                                                                                           The driver's seat is very uncomfortable .\\n16                                                                                                                                                                                                                                                                                                                                                                               The head rest tills forward which pushes the driver's head forward at a very uncomfortable position .\\n17                                                                                                                                                                                                                                                                                                                                                                                                         The front driver seat's lumbar support seemed very uncomfortable at first .\\n18                                                                                                                                                                                                                                                                                                                                                                                                                                                  The car is comfortable and QUIET .\\n19                                                                                                                                                                                                                                                                                                                                                                                                                                  No big deal The car is huge and very comfortable .\\n20                                                                                                                                                                                                                                                                                                                                                                                                                                 Very tight, runs great, very comfortable to drive .\\n21                                                                                                                                                                                                                                                                                                                                                                                             The interior quality is OK, my 1999 Accord EX had a better comfort level on the seats .\\n22                                                                                                                                                                                                                                                                                                                                                                Initially the dashboard controls were a little intimidating, but it doesn't take long to get comfortable with them .\\n23                                                                                                                                                                                                                                                                                                                                                                                                                                                    I fit in the Coupe comfortably .\\n24                                                                                                                                                                                                                                                                                                                                                                                                                                               The driver seating is uncomfortable .\\n25                                                                                                                                                                                                                                                                                                                                                                                                                                  It's a comfortable ride and is very high quality .\\n26                                                                                                                                                                                                                                                                                                                                                                                                            For a 4 cylinder car I am surprised at the comfortable and peppy drive .\\n27                                                                                                                                                                                                                                                                                                                                                         This a good choice if   you need an affordable and comfortable commuting vehicle but hate the idea of a boring boxy sedan .\\n28                                                                                                                                                                                                                                                                                                                                                                                                         What a car, design, ride, comfort, 270 watt audio system, I love this car .\\n29                                                                                                                                                                                                                                                                                                                                                                                                                                       The seats are very comfortable & supportive .\\n30                                                                                                                                                                                                                                                                                                                                                                    I like my Accord very much, but had I known the drivers seat was so uncomfortable I would have never bought it .\\n31                                                                                                                                                                                                                                                                                                                                                                     Aside from missing the turbo's acceleration, I've preferred the Accord's better mileage, handling and comfort .\\n32                                                                                                                                                                                                                                                                                                                                                                           This Accord is the only large car I found with upscale comfort amenities and a good manual transmission .\\n33                                                                                                                                                                                                                                                                                                                                                                                                                                            Comfort inside is better than expected .\\n34                                                                                                                                                                                                                                                                                                                                                                                                                                   My family of 5 can comfortably ride in this car .\\n35                                                                                                                                                                                                                                                                                                                                                                                                                      This car is a dream from the GAS to the STYLE to the COMFORT .\\n36                                                                                                                                                                                                                                                                                                                                                                                                                                        Its the most comfortable Accord I have had .\\n37                                                                                                                                                                                                                                                                                                                                                                                                              I do find the lumbar on the driver's seat a bit uncomfortable though .\\n38                                                                                                                                                                                                                                                                                                                                                                                                                    The car is very comfortable, the steering is tight and precise .\\n39                                                                                                                                                                                                                                                                                                                                                                                                      The seats are comfortable, and there is ample leg room in the front and rear .\\n40                                                                                                                                                                                                                                                                                                                                                                                                                         Most uncomfortable seats in any vehicle I have ever owned .\\n41                                                                                                                                                                                                                                                                                                                                                                                                                                    It is very comfortable, easy to drive and park .\\n42                                                                                                                                                                                                                                                                                                                                                                                                               I would recommend this car for great value, comfort, & fun to drive !\\n43                                                                                                                                                                                                                                                                                                                                                                                                                             Seats are firm but not uncomfortable ,  very BMW like .\\n44                                                                                                                                                                                                                                                                                                                                                                                                                          Rides with comfort and motor will pick up if you need it .\\n45                                                                                                                                                                                                                                                                                                                                                                                                         It gives a sporty driving feel and offers a very comfortable Highway ride .\\n46                                                                                                                                                                                                                                                                                                                                                                                                                           Uncomfortable in Camry, Had a Nissan before, rough ride .\\n47                                                                                                                                                                                                                                                                                                                                                                                                                   Test drove Honda and enjoyed the firm yet very comfortable ride .\\n48                                                                                                                                                                                                                                                                                                                                                                             It's very comfortable, has pretty much every luxury feature you might want, and is still fun to drive .\\n49                                                                                                                                                                               DON'T rely on your test drive, the seats are Very uncomfortable and when the engine goes into the  econo  mode the vehicle  shifts rocks violently  forward and when leaving the  econo  mode it shifts rocks forward once again which means that the vehicle is  CONTINUOUSLY  SHAKING AND ROCKING .\\n50                                                                                                                                                                                                                                                                                                                                                                                                                                Seats are very comfortable and ride is very smooth !\\n51                                                                                                                                                                                                                                                                                                                                                                                                                                                      My only complaint is comfort .\\n52                                                                                                                                                                 The front seats are extremely uncomfortable after anything more than 15 minutes of driving due to what I see as a design flaw, the seat curvature is too great, and even with the lumbar support all the way retracted, it still feels like there is some type of bar sticking out in the wrong part of my back   .\\n53                                                                                                                                                                                                                                                                                                                                                            However, the 08 Accord is well designed, handles well for its size and the comfort level is so much better than the TL .\\n54                                                                                                                                                                                                                                                                                                                                                                                                       Absolutely got a great car, roomy, comfortable, great ride for a nice price .\\n55                                                                                                                                                                                                                                                                                                                                                                                                                                     Fun to drive, safe, reliable, and comfortable .\\n56                                                                                                                                                                                                                                                                                                                                                                                         Driver's seat is not fully adjustable using 8, way power seat which is very uncomfortable .\\n57                                                                                                                                                                                                                                                                                                                                                                                      The car is solid, beautiful, comfortable, fuel efficient and big enough for my family of 5   .\\n58                                                                                                                                                                                                                                                                                                                                                                                Everyone loves the way it rides and we took it to the lake   without a single complaint of comfort .\\n59                                                                                                                                                                                                                              Driving 55 miles per hr between Houston and Austin this slow is very painful, boring to drv,Our Avalanche averaged 15 city with a very comfortable seat and only 20 highway but the vast majority of our driving is in the city not a good trade off .\\n60                                                                                                                                                                                                                                                                                                                                                                                                                                                     At 6'5 it is very comfortable .\\n61                                                                                                                                                                                                                                                                                                                                                                            Good looking inside and out, comfortable and roomy, commendable performance, and excellent gas mileage .\\n62                                                                                                                                                                                                                                                                              However, long, distance comfort  is poor due to hard, narrow and deeply, bucketed seats combined with a very taut suspension which transmits even minor road imperfections through the whole vehicle .\\n63                                                                                                                                                                                                                                                                                                                                                                          The seat contour creates uncomfortable pressure points which quickly become tiring and downright painful .\\n64                                                                                                                                                                                                                                                                                                                                                                                                            The Camry was very comfortable, but not sporty and the ride was boring .\\n65                                                                                                                                                                                                                                                                                                                                                                                                         s a great car, spacious, comfortable, fun to drive, and handles very well .\\n66                                                                                                                                                                                                                                                                                                                At first the seats seemed stiffer than I'd like, but after making a 2 1 2 hour trip, It felt very comfortable once I got the seat and lumbar adjusted to my liking .\\n67                                                                                                                                                                                                                                                                                                                                                                             extremely comfortable, more power than camry, lots of space, good fuel economy, and mean looking Cons :\\n68                                                                                                                                                                                                                                                                                                                                                                       Ride, comfort, visibility, braking, steering and acceleration are excellent for a car of its size and price .\\n69                                                                                                                                                                                                                                                                                                                                                                    The '08 is more comfortable and handles quite a bit better than the very good experience we had with the '06's .\\n70                                                                                                                                                                                                                                                                                                                                                                                                                         Door closure is solid, leather seats are very comfortable .\\n71                                                                                                                                                                                                                                                                                                            From the hard and uncomfortable driver seat, excessive body roll, several rattles in the interior and intrusive road noise, the vehicle just does not strike a chord n .\\n72                                                                                                                                                                                                                                                                                                                                                                               In fact, I find my 2006 Civic Ex w Nav to be a better built, more comfortable and more engaging car .\\n73                                                                                                                                                                                                                                                                                                                                                                                                                                                 Lots of room and very comfortable .\\n74                                                                                                                                                                                                                                                                                                                                                                    I purchased this car because the amount of time I spend on the road, I need a comfortable car that is reliable .\\n75                                                                                                                                                                                                                                                                                                                                                                                             This car is comfortable, loaded with options and every one that gets into it loves it .\\n76                                                                                                                                                                                                                                                                                                                                                                                                                Seats are not very comfortable and not happy with the heated seats .\\n77                                                                                                                                                                                                                                                                                                                                                                                                                               The seats are very comfortable and I love the cloth .\\n78                                                                                                                                                                                                                                                                                                                                                                                                                         The Accord has looks, comfort, great ride and reliability .\\n79                                                                                                                                                                                                                                                                                                                                                                                             Ample room for someone that is 6'2 , and extremely comfortable for my daily commute   .\\n80                                                                                                                                                                                                                                                                                                                                                                                                                                        An extremely comfortable and capable sedan .\\n81                                                                                                                                                                                                                                                                                                                                                                                     I went for comfort over performance to fit it in my budget so the EX, L with the 4 cyl engine .\\n82                                                                                                                                                                                                                                                                                                                                                              So far, the reliability has been as expected, it is comfortable on my back, and the gas mileage has been pretty good .\\n83                                                                                                                                                                                                                                                                                                                                                                                                                                 The interior design is roomy and very comfortable .\\n84                                                                                                                                                                                                                                                                                                                                                                                                                     Steering nice and tight, seats a little stiff but comfortable .\\n85                                                                                                                                                                                                                                                                                                                                                                                                        Interior is very roomy, and I can sit comfortably in the rear seat at 6'2  .\\n86                                                                                                                                                                                                                                                                                                                                                                                                                                           Great car, really comfortable and quiet .\\n87                                                                                                                                                                                                                                                                                                                                                                                                       Solid build, comfortable interior, smooth ride, fuel efficient averaging 27 .\\n88                                                                                                                                                                                                                                                                                                                                                                                                            This is my second Accord and it's bigger, zippier and more comfortable .\\n89                                                                                                                                                                                                                                                                                                                                                                                                                                 This car is stylish and very comfortable to drive .\\n90                                                                                                                                                                                                                                                                                                                                                                                                                                        It is comfortable, easy to drive, and fast !\\n91                                                                                                                                                                                                                                                                                                                                                                                                                                                Very comfortable and roomy vehicle .\\n92                                                                                                                                                                                                                                                                                                                                                                       The ride is firm but not harsh, It is more comfortable than the Maxima and looks much better than any Camry .\\n93                                                                                                                                                                                                                                                                                                                      I previously owned a Chrysler 300 2006, so it is difficult going from a real comfortable interior, really massive dash to a bland and old fashioned interior .\\n94                                                                                                                                                                                                                                                                                                                                                                                                            Fun to drive, economic, very comfortable, and excellent on the highway .\\n95                                                                                                                                                                                                                                                                                                                                                                                                        It's much more comfortable than the Vette and I absolutely love driving it .\\n96                                                                                                                                                                                                                                                                                                                                                                                                                                    It has great handling and does so with comfort .\\n97                                                                                                                                                                                                                                                                                                                                                                                                             Have to say the comfort, look, design and how it drives is first rate .\\n98                                                                                                                                                                                                                                                                                                                                                                                                                                        Back seat comfort and entry exit are great .\\n99                                                                                                                                                                                                                                                                                                                                                                                                                              Ride is superior, comfortable seats, radio excellent .\\n100   my first fill up was 26 mpg mixed city and hwy I only expect it to get better, steering is tight and precise, only complaints are road noise is more than i like but its livable, rain or just dew pours in right on top of the power window controls when the window is cracked, but window guards have fixed that, its a fun car to drive, and for what it is, its comfortable, controls are great, easy to reach, I'm looking forward to a lot of great miles with this car .\\n101                                                                                                                                                                                                                                                                                                                                                                                                         The Honda was very comfortable to drive and averaged 32 miles per gallon .\\n102                                                                                                                                                                                                                                                                                                                                                                                                                        The leather seat is not the most comfortable, but not bad .\\n103                                                                                                                                                                                                                                                                                                                                                                                                                  I drive 140 miles daily, and found the comfort the best feature .\\n104                                                                                                                                                                                                                                                                                                                                                                                                    It drives well, the satellite radio is awesome and it has the comfort of home .\\n105                                                                                                                                                                                                                                                                                                                                                         It has a comfortable ride and most controls are logical, but the location of the volume knobs takes some getting used to .\\n106                                                                                                                                                                                                                                                                                                                                                                                   Excellent car, would recommend this to anyone looking for a sharp, reliable, comfortable sedan .\\n107                                                                                                                                                                                                                                                                                                                                                                                                     A little pricy but it's really a comfortable car and a great driving machine .\\n108                                                                                                                                                                                                                                                                                                                                                                                                                                                      Great comfort in the Accord .\\n109                                                                                                                                                                                                                                                                                                                                                                                                                                              Awesome interior with great comfort .\\n110                                                                                                                                                                                                                                                                                                                                                                                                                         Three months and I still can't get comfortable in the LX .\\n111                                                                                                                                                                                                                                                                                                         For test drive , I wish I had removed the hard plastic from the driver's seat  tried harder to get comfortable in the non, electric seat  spent more time on rough roads .\\n112                                                                                                                                                                                                                                                                                                                                                                                                                  but I do miss the more comfortable ride of my '05 & '96 Camry's .\\n113                                                                                                                                                                                                                                                                                                                                                                                                          Otherwise the car is comfortable, stylish, spacious and it handles well .\\n114                                                                                                                                                                                                                                                                                                                                                                                                                                       Very comfortable ride compared to my Lexus .\\n115                                                                                                                                                                                                                                                                                                                                                     My main reason for purchasing this car was to get a fuel, efficient vehicle that also was comfortable to drive on long trips .\\n116                                                                                                                                                                                                                                                                                                                                                                                                 Interior is nice but not as comfortable as past Accords and feels a little cheap .\\n117                                                                                                                                                                                                                                                                                  I am extremely satisfied after the first week  though it was more costly, I still like the smooth power and handling of the V, 6, the comfort of the leather interior, and something new for me .\\n118                                                                                                                                                                                                                                                                     This Accord model has a great balance of features that blends attractive styling, driveablity, build quality, economy, and comfort with all the loaded options that I will enjoy over several years and 100000\\n119                                                                                                                                                                                                                                                                                                                                                                   I wanted a larger car that was comfortable and the redesign of the Accord making it bigger made the difference .\\n120                                                                                                                                                                                                                                                                                                                                                                                             The car is roomy inside, comfortable, handles and performs great and is fun to drive .\\n121                                                                                                                                                                                                                                                                                                                                                                                                                                              Cloth front seats big & comfortable .\\n122                                                                                                                                                                                                                                                                                                                                                                                                                Seats are stiff but once adjusted seem to become more comfortable .\\n123                                                                                                                                                                                                                                                                                                                                                                                                                     Traded in my Oddysey for better gas mileage and more comfort .\\n124                                                                                                                                                                                                                                                                                                                                          So far not super impressed with gas mileage, and comfort, well lets just say my dealership just ordered a new seat cushion for me today .\\n125                                                                                                                                                                                                                                                                                                                                                                                                                                                Comfort is my only real complaint .\\n126                                                                                                                                                                                                                                                                                                                               My my, I have never experienced such smooth performance, stability, pick, up, mileage and comfort that I am enjoying with my new 2008 Honda Accord .\\n127                                                                                                                                                                                                                                                                                                                                                                                               I admire engine performance and comfort while driving atleast 30 mile a day to job .\\n128                                                                                                                                                                                                                                                                                                                                                                                                                On the inside, it was for the most part comfortable and luxurious .\\n129                                                                                                                                                                                                                                                                                                                                                                       The only hiccup I can report is that I think that the seats in our 2008 Odyssey are a bit more comfortable .\\n130                                                                                                                                                                                                                                                                                                                                  Don't get me wrong, the Accord is a comfortable car, I am just a big guy and the seats just feel like they could use a little more of something .\\n131                                                                                                                                                                                                                                                                                                                                                                                         The 2008 Honda Accord EX, L V6 is an ideal combination of comfort, economy, and pleasure !\\n132                                                                                                                                                                                                                                                                                                                                                               No, the Honda does not have the anti, sway of those vehicles in high, cornering speeds, but it is more comfortable .\\n133                                                                                                                                                                                                                                                                                                                                                                                      Was looking for something fun, fast, comfortable and practical and got it all with this car .\\n134                                                                                                                                                                                                                                                                                                                                                                                                                   The car achieves a nice balance between sportiness and comfort .\\n135                                                                                                                                                                                                                                                                                                                                                                                                                                  There is an amazing comfort level with this car .\\n136                                                                                                                                                                                                                                                                                                                                                          Comfort based on the quality and attention to detail Honda efficiently packs into this newly reclassified full size car .\\n137                                                                                                                                                                                                                                                                                                                                                                                                       The interior is comfortable, neat and you can find everything within reach .\\n138                                                                                                                                                                                                                                                                                                                                                                                                          The heated leather seat is very comfortable and audio system is rocking .\\n139                                                                                                                                                                                                                                                                                                                                                     Although it's a lower trim level, it has high quality interior trim  very comfortable seats  and and very smooth, quiet ride .\\n140                                                                                                                                                                                                                                                                                                                                                                                                                                           I love the interior layout and comfort .\\n141                                                                                                                                                                                                                                                                                                                       My only complaint is the seat is not comfortable for a long period of driving and if it is raining and you barely roll the window down uou will get soaked .\\n142                                                                                                                                                                                                                                                                                                                                                                                                                                    Very roomy and comfortable even with 5 adults .\\n143                                                                                                                                                                                                                                                                                                                                                                                  At 6'3  I can sit comfortably in the drivers seat and have an unobstructed view out the windows .\\n144                                                                                                                                                                                                                                                                                                                                          00 per gallon I wanted something more fuel efficient but large enough to seat four adults comfortably and provide a sense of safety too .\\n145                                                                                                                                                                                                                                                                                                                                                                I commute alot, so interior is important to me, and its leather is does not seem cheap   and comfort is top notch .\\n146                                                                                                                                                                                                                                                                                                                                                                                                            Gliding  can best define the comfort and quietness of the ride inside .\\n147                                                                                                                                                                                                                                                                                                                                                                                                        With the leather seats, comfort is close to EX, L's at a  best buy  price .\\n148                                                                                                                                                                                                                                                                                                                                                                                                                     Its ride, comfort and overall performance is an absolute joy .\\n149                                                                                                                                                                                                                                                                                                                                                                                             Traded in a 2007 Hyundai Azera Limited that depreciated too fast for my comfort zone .\\n150                                                                                                                                                                                                                                                                                                                                                                                                                                               Leather seats are very comfortable .\\n151                                                                                                                                                                                                                                                                                                                                                                                                                         Interior is very comfortable w  ergonomic design in mind .\\n152                                                                                                                                                                                                                                                                                                                                                                                                                                                Front seats much more comfortable .\\n153                                                                                                                                                                                                                                                                                                                                                                                                                                         Comfortable, good in snow, easy to drive .\\n154                                                                                                                                                                                                                                                                                                                                                                                                                                         The driver, side seat is not comfortable .\\n155                                                                                                                                                                                                                                                                                                                                                                                                                                        This car is very comfortable car to drive .\\n156                                                                                                                                                                                                                                                                                                                                                                                                    Driver seat could be more comfortable however, but I love everything about it .\\n157                                                                                                                                                                                                                                                                                                                                                                                                                         I find the interior comfortable for short and long trips .\\n158                                                                                                                                                                                                                                                                                                                                                                                      My wife does say the vehicle is not as comfortable for long trips as other cars we've owned .\\n159                                                                                                                                                                                                                                                                                                                                                                                                                    Comfortable ride no thanks to the comfort of the drivers seat !\\n160                                                                                                                                                                                                                                                                                                                                                                                                          Very comfortable drive, holds the road very nicely and a blast to drive .\\n161                                                                                                                                                                                                                                                                                                                                                                                                          The Accord is so large, comforting, and easy to understand radio system .\\n162                                                                                                                                                                                                                                                                                                                                                                                                I was slightly concerned about all the reviews with the seats being uncomfortable .\\n163                                                                                                                                                                                                                                                                                                                                                                                                                         This is by far the most comfortable vehicle I have owned .\\n164                                                                                                                                                                                                                                                                                                                                    When I bought this car a year ago, I initially wrote a review stating I may have buyer's remorse due to extremely uncomfortable driver's seat .\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cluster_label\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
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+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   opinion_text  \\\n",
+              "79                                                                                                                                                                                                                                                The room was not overly big, but clean and very comfortable beds, a great shower and very clean bathrooms .\\n0                                                                                                                                                                                                                          The second room was smaller, with a very inconvenient bathroom layout, but at least it was quieter and we were able to sleep .\\n1 ...   \n",
+              "19                                                                                                                                                                                                                                                The room was not overly big, but clean and very comfortable beds, a great shower and very clean bathrooms .\\n0                                                                                                                                                                                                                          The second room was smaller, with a very inconvenient bathroom layout, but at least it was quieter and we were able to sleep .\\n1 ...   \n",
+              "32                                                                                                                                                                                                                                                                      The room was packed to capacity with queues at the food buffets .\\n0                                                                                                                                                   The over zealous   staff cleared our unfinished drinks while we were collecting cooked food and movement around the room with plates was difficult in the crowded circumstances .\\n1                                         ...   \n",
+              "39                                                                                                                                                                                                                                                                      The room was packed to capacity with queues at the food buffets .\\n0                                                                                                                                                   The over zealous   staff cleared our unfinished drinks while we were collecting cooked food and movement around the room with plates was difficult in the crowded circumstances .\\n1                                         ...   \n",
+              "85                                                                                                                                                                                                                                                                                                                                                                   The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...   \n",
+              "26                                                                                                                                                                                                                                                                                                                                                                   The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...   \n",
+              "88                                                                                                                                                                The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...   \n",
+              "10                                                                                                                                                                The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...   \n",
+              "5                                                                                                                                                                                                                        Parking was expensive but I think this is common for San Fran .\\n0                                                                                                                                                                                        there is a fee for parking but well worth it seeing no where to park if you do have a car .\\n1                                                                                                                                           ...   \n",
+              "53                                                                                                                                                                                                                       Parking was expensive but I think this is common for San Fran .\\n0                                                                                                                                                                                        there is a fee for parking but well worth it seeing no where to park if you do have a car .\\n1                                                                                                                                           ...   \n",
+              "48                                                                                                                                                                                                                                                                                                                                                                                                                          We arrived at 23,30 hours and they could not recommend a restaurant so we decided to go to Tesco, with very limited choices but when you are hingry you do not careNext day they rang the bell at 8,00 hours to clean the room, not being very nice being waken up so earlyEvery day they gave u...   \n",
+              "27                                                                                                                                                                                                                                                                                                                                                                                                                          We arrived at 23,30 hours and they could not recommend a restaurant so we decided to go to Tesco, with very limited choices but when you are hingry you do not careNext day they rang the bell at 8,00 hours to clean the room, not being very nice being waken up so earlyEvery day they gave u...   \n",
+              "13                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Great Location ,  Nice   Rooms ,  H...   \n",
+              "97                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Great Location ,  Nice   Rooms ,  H...   \n",
+              "2                                                                                                                                                                                                                     The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...   \n",
+              "12                                                                                                                                                                                                                    The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...   \n",
+              "58                                                                                                                                                           Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...   \n",
+              "98                                                                                                                                                           Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...   \n",
+              "78                                                                                                                                                                                                                                                                                                      not customer, oriented hotelvery low service levelboor reception\\n0                                                                                                                                                                                                                                                                    The room was quiet, clean, the bed and pillows were comfortable, and the serv...   \n",
+              "11                                                                                                                                                                                                                                                                                                      not customer, oriented hotelvery low service levelboor reception\\n0                                                                                                                                                                                                                                                                    The room was quiet, clean, the bed and pillows were comfortable, and the serv...   \n",
+              "52                                                                                                                                                                                                                                                                                                                                                  Mediocre room and service for a very extravagant price .\\n0                                                                                                                                                                                                                                                                                                             ...   \n",
+              "17                                                                                                                                                                                                                                                                                                                                                  Mediocre room and service for a very extravagant price .\\n0                                                                                                                                                                                                                                                                                                             ...   \n",
+              "23                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Staff are friendl...   \n",
+              "95                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Staff are friendl...   \n",
+              "6                                                                                                                                                                                                                                                                                         The staff at Swissotel were not particularly nice .\\n0                                                                                                                                                               Each time I waited at the counter for staff   for several minutes and then was waved to the desk upon my turn with no hello or anything, or apology for waiting in line .\\n1                                 ...   \n",
+              "36                                                                                                                                                                                                                                                                                        The staff at Swissotel were not particularly nice .\\n0                                                                                                                                                               Each time I waited at the counter for staff   for several minutes and then was waved to the desk upon my turn with no hello or anything, or apology for waiting in line .\\n1                                 ...   \n",
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+              "      <th>79</th>\n",
+              "      <td>bathroom_bestwestern_hotel_sfo</td>\n",
+              "      <td>The room was not overly big, but clean and very comfortable beds, a great shower and very clean bathrooms .\\n0                                                                                                                                                                                                                          The second room was smaller, with a very inconvenient bathroom layout, but at least it was quieter and we were able to sleep .\\n1 ...</td>\n",
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+              "      <td>The room was not overly big, but clean and very comfortable beds, a great shower and very clean bathrooms .\\n0                                                                                                                                                                                                                          The second room was smaller, with a very inconvenient bathroom layout, but at least it was quieter and we were able to sleep .\\n1 ...</td>\n",
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+              "      <td>The room was packed to capacity with queues at the food buffets .\\n0                                                                                                                                                   The over zealous   staff cleared our unfinished drinks while we were collecting cooked food and movement around the room with plates was difficult in the crowded circumstances .\\n1                                         ...</td>\n",
+              "      <td>3</td>\n",
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+              "      <th>39</th>\n",
+              "      <td>food_holiday_inn_london</td>\n",
+              "      <td>The room was packed to capacity with queues at the food buffets .\\n0                                                                                                                                                   The over zealous   staff cleared our unfinished drinks while we were collecting cooked food and movement around the room with plates was difficult in the crowded circumstances .\\n1                                         ...</td>\n",
+              "      <td>3</td>\n",
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+              "      <th>85</th>\n",
+              "      <td>food_swissotel_chicago</td>\n",
+              "      <td>The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...</td>\n",
+              "      <td>3</td>\n",
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+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>food_swissotel_chicago</td>\n",
+              "      <td>The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
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+              "      <th>88</th>\n",
+              "      <td>free_bestwestern_hotel_sfo</td>\n",
+              "      <td>The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
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+              "      <th>10</th>\n",
+              "      <td>free_bestwestern_hotel_sfo</td>\n",
+              "      <td>The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>parking_bestwestern_hotel_sfo</td>\n",
+              "      <td>Parking was expensive but I think this is common for San Fran .\\n0                                                                                                                                                                                        there is a fee for parking but well worth it seeing no where to park if you do have a car .\\n1                                                                                                                                           ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>53</th>\n",
+              "      <td>parking_bestwestern_hotel_sfo</td>\n",
+              "      <td>Parking was expensive but I think this is common for San Fran .\\n0                                                                                                                                                                                        there is a fee for parking but well worth it seeing no where to park if you do have a car .\\n1                                                                                                                                           ...</td>\n",
+              "      <td>3</td>\n",
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+              "      <th>48</th>\n",
+              "      <td>room_holiday_inn_london</td>\n",
+              "      <td>We arrived at 23,30 hours and they could not recommend a restaurant so we decided to go to Tesco, with very limited choices but when you are hingry you do not careNext day they rang the bell at 8,00 hours to clean the room, not being very nice being waken up so earlyEvery day they gave u...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>room_holiday_inn_london</td>\n",
+              "      <td>We arrived at 23,30 hours and they could not recommend a restaurant so we decided to go to Tesco, with very limited choices but when you are hingry you do not careNext day they rang the bell at 8,00 hours to clean the room, not being very nice being waken up so earlyEvery day they gave u...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
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+              "      <th>13</th>\n",
+              "      <td>rooms_bestwestern_hotel_sfo</td>\n",
+              "      <td>Great Location ,  Nice   Rooms ,  H...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>97</th>\n",
+              "      <td>rooms_bestwestern_hotel_sfo</td>\n",
+              "      <td>Great Location ,  Nice   Rooms ,  H...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
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+              "      <th>2</th>\n",
+              "      <td>rooms_swissotel_chicago</td>\n",
+              "      <td>The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...</td>\n",
+              "      <td>3</td>\n",
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+              "      <th>12</th>\n",
+              "      <td>rooms_swissotel_chicago</td>\n",
+              "      <td>The Swissotel is one of our favorite hotels in Chicago and the corner rooms have the most fantastic views in the city .\\n0                                                                                                                                   The rooms look like they were just remodled and upgraded, there was an HD TV and a nice iHome docking station to put my iPod so I could set the alarm to wake up with my music instead of the radio .\\n1                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>58</th>\n",
+              "      <td>service_bestwestern_hotel_sfo</td>\n",
+              "      <td>Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>98</th>\n",
+              "      <td>service_bestwestern_hotel_sfo</td>\n",
+              "      <td>Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>78</th>\n",
+              "      <td>service_holiday_inn_london</td>\n",
+              "      <td>not customer, oriented hotelvery low service levelboor reception\\n0                                                                                                                                                                                                                                                                    The room was quiet, clean, the bed and pillows were comfortable, and the serv...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>service_holiday_inn_london</td>\n",
+              "      <td>not customer, oriented hotelvery low service levelboor reception\\n0                                                                                                                                                                                                                                                                    The room was quiet, clean, the bed and pillows were comfortable, and the serv...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>52</th>\n",
+              "      <td>service_swissotel_hotel_chicago</td>\n",
+              "      <td>Mediocre room and service for a very extravagant price .\\n0                                                                                                                                                                                                                                                                                                             ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>service_swissotel_hotel_chicago</td>\n",
+              "      <td>Mediocre room and service for a very extravagant price .\\n0                                                                                                                                                                                                                                                                                                             ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>staff_bestwestern_hotel_sfo</td>\n",
+              "      <td>Staff are friendl...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>95</th>\n",
+              "      <td>staff_bestwestern_hotel_sfo</td>\n",
+              "      <td>Staff are friendl...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>staff_swissotel_chicago</td>\n",
+              "      <td>The staff at Swissotel were not particularly nice .\\n0                                                                                                                                                               Each time I waited at the counter for staff   for several minutes and then was waved to the desk upon my turn with no hello or anything, or apology for waiting in line .\\n1                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>36</th>\n",
+              "      <td>staff_swissotel_chicago</td>\n",
+              "      <td>The staff at Swissotel were not particularly nice .\\n0                                                                                                                                                               Each time I waited at the counter for staff   for several minutes and then was waved to the desk upon my turn with no hello or anything, or apology for waiting in line .\\n1                                 ...</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-84661b56-a3bf-4d34-a6d1-52980ce73b68')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-84661b56-a3bf-4d34-a6d1-52980ce73b68 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-84661b56-a3bf-4d34-a6d1-52980ce73b68');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-4ecf51ec-1e7d-4f45-8d1d-80d7f2f162a5\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4ecf51ec-1e7d-4f45-8d1d-80d7f2f162a5')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-4ecf51ec-1e7d-4f45-8d1d-80d7f2f162a5 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"document_df[document_df['cluster_label']==3]\",\n  \"rows\": 26,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 13,\n        \"samples\": [\n          \"staff_bestwestern_hotel_sfo\",\n          \"service_holiday_inn_london\",\n          \"bathroom_bestwestern_hotel_sfo\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 13,\n        \"samples\": [\n          \"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Staff are friendly and helpful   .\\n0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The staff in the morning seemed to need another cup of coffee as they weren't excited to see us .\\n1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      A perfect hotel a perfect location perfect staff !\\n2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The front desk staff is more than eager to help, smile, make you happy .\\n3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff is friendly and we only went to one of the &quot Happy Hours&quot  for a glass of wine as we were either at the baseball game   or on the two tours we took in ,  busy time !\\n4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The front desk and the concierge staff were very helpful when we had a question .\\n5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff is helpful and knowledgable .\\n6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The room was clean and comfortable and the staff were friendly and helpful .\\n7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The staff was very helpful, got two great suggestions for dinner on the water, and booked the shuttle back to the Airport, way cheaper than a taxi !\\n8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The service was good, very friendly staff and we loved the free wine reception each night .\\n9                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff at the desk very rarely welcomed you back from your day out sightseeing etc .\\n10                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       I found the concierge and front desk staff to be helpful and the housekeepers to be quite good .\\n11                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The check in   check out were very efficient, however my personal opinion was that the staff did not go out of their way to be friendly or welcoming .\\n12                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     On arrival, were met by friendly reception staff .\\n13                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             They have a parking garage, but they make you leave your vehicle for them to park   and then if you want to take a drive later, you have to wait for the staff to get it .\\n14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The Tuscan staff moved our packed luggage into the new room, and my husband and I discovered that both of our phone chargers were missing .\\n15                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Which is a pitty, because the location was wonderful, and two of the staff members were really nice .\\n16                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Upon entering the elegant lobby we were greeted pleasantly by the staff .\\n17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Helpful staff and safe surrounds .\\n18                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              It has some charms in decor, and all staff gave very good service to us .\\n19                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The staff are very friendly and helpful, particularly the concierges and the Manager's Reception is a nice touch .\\n20                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The rooms were nice and the staff was very friendly .\\n21                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          but its nice and clean and the staff was really nice, and its located 2 blocks from the warfh\\n22                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Staff was very friendly helpful .\\n23                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      There was a super market just across the street which was handy and the staff were sooo helpful !\\n24                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Checking in was quick and easy, the staff we're pleasant and I requested a low floor room which I got .\\n25                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       However, the Tuscan Inn has the best of all worlds,  great location, all the amenities, excellent staff, nice restaurant adjoining, and very reasonable prices .\\n26                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         the staff, while all polite, looked a bit distracted, and frankly disengaged .\\n27                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        not the incredible, enthusiastic staff describes in such stellar terms by some lucky visitors .\\n28                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Hotel staff were all very friendly and knowledgeable .\\n29                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The staff at the desk didn't go out of their way to be helpful .\\n30                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The front desk staff were very friendly and efficient .\\n31                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The staff is very rude and doesn't seem to care at all about their guests .\\n32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    So clean, quiet, excellent location, delicious coffee bar every morning, staff helpful   friendly .\\n33                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The staff are very friendly and go out of their way to help you .\\n34                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The staff   concierge were all very helpful and gave us a lot of tips of what to see and where to eat .\\n35                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The front desk staff was efficent and friendly .\\n36                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  I have to say I see everyone that reviews this hotel compliments the front desk staff I actually found from the second day on that they were most unhelpful and actually quite rude !\\n37                                                                                                                                                                                                                                                                                                                                                                                                                      Also on my third day I came back from a long day sightseeing and stopped at the front desk to ask for milk and sugar to be sent up to the room as we wanted to have a coffee after our long day at which I was told to go into the restaurant and ask the waiting staff myself and take it up to my room myself !\\n38                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  All the staff was friendly, though I found the maintanence and housekeeping staff to be the warmest in the building .\\n39                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff and service were exceptional .\\n40                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Every hotel should have this staff !\\n41                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Im actually still in the hotel and couldnt wait to write my review, but from the moment we arrived the staff at this best western could not have done more for us .\\n42                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Every hotel should have the staff that is here at the Best western Tuscan inn .\\n43                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Checkout early Wednesday morning took about 2 minutes to complete, no complaints with the staff .\\n44                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The hotel staff ,  as a whole ,  were more than happy to go above and beyond to satisfy your request .\\n45                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      We found the staff very helpful especially Jose .\\n46                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                It has a good look, nice sitting area in the lobby, wine hour every night, friendly and helpful staff .\\n47                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Good Location but what's with the Check in   out staff ?\\n48                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             So I had problems with the check in and check out staff  .\\n49                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Do not know if I will stay there again, due to the problems with the staff at the check in out counter .\\n50                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Also, the staff   Chief Chief Concierge are very friendly   knowledgable .\\n51                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Hotel was comfortable and all the staff helpful and polite .\\n52                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Jorge was extremely friendly and helpful, but the rest of the staff was less animated and warm .\\n53                                                                                                                                                                                                                                                                                                                                                                                             also the wine gathering with the manager the one day i did attempt to attend it was so badly orgonised that i couldnt get to the table to get my wine so i just went tot he bar and had a drink there, but on the whole it was a great hotel and certain members of staff lift it out of the good to the great hotel that i experianced  !\\n54                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The staff was very helpful in giving us suggestions and directions when we asked .\\n55                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Very close to Fisherman's Wharf, a grocery store located right across the street, and very helpful and friendly staff .\\n56                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The staff are so friendly and the hotel is in a great location, just 2 blocks from Fisherman's Wharf , bus and cable car station .\\n57                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The staff at this hotel make you feel so welcome and its service with a smile .\\n58                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        All the staff go the extra mile to assist in anyway they can and the staff of the ajoining Cafe Pescatore are just as welcoming, with great service and the food is excellent .\\n59                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      This hotel offers a lot ,  a great location, great staff, free wine tastings and morning coffee .\\n60                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Staff were helpful and generally friendly .\\n61                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The staff was helpful and friendly .\\n62                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff were very helpful .\\n63                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Staff was friendly and helpful ,  we had no issues .\\n64                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Upon arriving downstairs, I found the duty manager staff napping on the guest ?\\n65                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Would not stay here again, due to noise and staff, but ok for the price, if I would have paid rack rate, I would have been more upset .\\n66                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff was wonderful, our room was very pretty with a view of the Fisherman's Wharf area .\\n67                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     I'd highly recommend the Tuscan Inn based on location, cheerfulness of staff, aesthetics in the room and general overall service .\\n68                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Lunch time staff were miserable and in the evening we did not book so had ages to wait for a table, crowded and noisy .\\n69                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The front desk staff were very friendly with a dedicated concierge desk where guests could book excursions or just get information .\\n70                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    We found the staff to be very helpful and courteous and we had no problems at all .\\n71                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff was very friendly especially Jose !\\n72                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We spent 2 nights and found the staff to be very friendly .\\n73                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The hotel staff are really friendly .\\n74                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The reception staff were very accommodating and said the hotel was fully booked but first thing in the morning they would move our luggage to a room over looking the courtyard .\\n75                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Staff were knowledgeable and friendly .\\n76                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The Concierge staff ,  exceptional and extremely helpful ,  right from suggestions on transportation excursion options to recommending an amazing restaurant .\\n77                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              This hotel seems to get very mixed reviews, particularly about the reception desk staff .\\n78                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             I can only think that some of the staff are very good and some equally bad, since our experience was a very positive one .\\n79                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         DIsappointed in Front Desk Staff and Room Size\\n80                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The front desk staff couldn\\u0092t even be bothered to greet us hello .\\n81                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The staff at the front desk could not have been more helpful and whilst we did not avail his services, the concierge always seemed to be busy with guests giving info and advice .\\n82                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The hotel is charming and comfortable, and the staff is great .\\n83                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff was amazing, and went out of their way to help us .\\n84                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Helpful staff and great location\\n85                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff at the hotel more than made up for the tiny rooms .\\n86                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               If you are looking for an inexpensive hotel to stay at where the staff will make your tour of their city a good experience, this is it .\\n87                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The staff was very friendly and we really enjoyed their dinner recommendations .\\n88                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The police were investigating something that had happened and staff would not cooperate so the police got very annoyed .\\n89                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       We arrived early in the morning and tried to check in and the front desk staff said they would have a room cleaned asap for us .\\n90                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The front desk staff didn't seem to care but the concierge who took care of us was great he also had many suggestions and tips for us about the Bay area .\\n91                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The highlight of this hotel for us was the service offered by the staff, particularly the two concierges on duty while we were there .\\n92                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The lobby is nice, and the staff was very friendly .\\n93                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       a superb hotel with staff so helpful efficient, the food at the pescadora restaurant is a must, and to be quite honest better than most of the other places we ate at on the wharf whilst there, one of which being quoted to being the best , .\\n94                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Afternoon wine tasting was a cool touch by the hotel staff, and proved very popular with most of the guest including us .\\n95                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Staff were pleasant and helpful .\\n96                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The staff were very helpful with suggesting places to eat and with directions of how to get to places eg .\\n97                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The room was clean, the staff was great and it was CLOSE to Pier 39 and Fisherman's Wharf   .\\n98                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 We found the reception staff, maids and porters friendly and helpful .\\n99                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The room was always clean and the maid staff was friendly, saying &quot hello&quot  and &quot have a nice day&quot  as you passed .\\n100                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Staff ,  Very friendly and helpful .\\n101                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             On the plus side some of the staff were nice and helpful especially the concierge who was most gracious .\\n102                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   No mention of the lies, arrogance and \\u0091up you attitude\\u0092 of some of the staff then ?\\n103                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Right from checking in, the staff was unbelievable !\\n104                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Every single staff member we came into contact with was extremely helpful and very nice !\\n105                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      We arrived wondering what to expect and as soon as we arrived the staff made us feel welcomed  .\\n106                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               They also had a staffmember serve soda and wine in the loungy lobby area in the early evening, which was a nice bonus .\\n107                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    all the staff we encountered were super friendly and the hotel location is great .\\n108                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The staff were helpful and efficient .\\n109                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Checking in was easy, with very friendly, helpful front desk staff .\\n110                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     One of the friendliest desk concierge staffs I've encountered   .\\n111                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Everything was clean, good staff .\\n112                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Really enjoyed the friendliness of the staff and the big rooms .\\n113                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Rooms were well cleaned and reception staff helpful .\\n114                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Staff was some of the nicest I have encountered in a long time .\\n115                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Great rooms  great staff  great hotel\\n116                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Tuscan Inn has exceptionally helpful and friendly staff .\\n117                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     There was never a time where I saw the concierge desk unstaffed .\\n118                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Excellent location friendly staff clean and pleasant rooms\\n119                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    All the staff was excellent, but the concereige, Clay, really went above and beyond to help us find our way around San Fransisco .\\n120                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 I was very delighted with the pleasant and professional hotel staff all the way from the doormen to the desk clerks .\\n121                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The Corceige was excellent and some of the hotel staff did care and others did not   .\\n122                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff very polite smiling and helpful .\\n123                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The reception staff were very welcoming and the room was large and well appointed .\\n124                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff members were extra helpful, the room well decorated, detailed, clean, and bright .\\n125                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              we found a friendly staff through out the hotel great location,rooms were small but as pointed out to me all land is prime in the area and all places have small rooms .\\n126                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Staff at front desk was fine, obviously the restaurant could use some work .\\n127                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Staff was pleasant, bellhops were more than happy to get us a cab .\\n128                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               There was no mention from hotel staff .\\n129                                                                                                                                                                                                                                                                                                                                                                                                                                                                  My husband mentioned to the front desk staff that it would have been appreciated if someone had told us about the renovations when we made our reservation or at check in and was told that the hotel manager set the policy that the staff was to not tell guests .\\n130                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The location  the rooms  the staff  the concierge  the Managers nightly wine reception    everything about this hotel made our holiday MAGIC .\\n131                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We made sure to tip the housekeeping staff each morning, perhaps that insured that they did an outstanding job every day .\\n132                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              The front desk staff were very helpful .\\n133                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The staff was great, all the way around, helpful and polite .\\n134                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The staff were very friendly and you could book any trips you wanted with them .\\n135                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The staff were very friendly and helpful during our stay .\\n136                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The restaurant Pescatore was excellent, friendly staff, and enjoyable food .\\n137                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               From the time we walked into the lobby until the time we checked out the stafff was always very hellpful and the room was very nice, clean, and quiet .\\n138                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The lobby was welcoming, the staff was friendly and we felt good about being there .\\n139                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Hotel staff was polite and helpful .\\n140                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The Staff helped make our stay a great experience .\\n141                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Hotel staff was friendly and helpful .\\n142                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                He was one of the better concierge staff I've encountered at a hotel .\\n143                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The entire staff was helpful .\\n144                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The travel agent booked this hotel and this was the only hotel out of 10 that I did not book myself although hotel sounded ok This was part of the deal for the airfares  Location is excellent , Rooms Ok Staff variable some very helpful others not so  .\\n145                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Staff were friendly and helpful and we enjoyed the complimentary wine tasting   each evening .\\n146                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         A staff member must have gone in right after we checked out .\\n147                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff gave the typical run around .\\n148                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The reception staff were extremely helpful and polite and couldn\\u0092t do enough for you  all in all a good stay for a couple of nights .\\n149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The check in was quick and fast and the staff and nice concierge was very pleasurable .\\n150                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff were friendly and helpful,it was a good base from which to explore San Francisco .\\n151                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              The staff was so friendly and helpful and the concierge service was very knowledgeable .\\n152                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        All staff very friendly and could not have been more helpful .\\n153                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      All the staff were extremely helpful and polite and always saying hi when eye contact was made .\\n154                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        PositivesThe staff were friendly and helpful .\\n155                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       We were there for 10 nights, the staff were very friendly and pleased to help .\\n156                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The front desk staff recommended &quot Fior d'Italia&quot  for a dinner reservation .\\n157                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The staff was very helpful and the rooms were well apportioned .\\n158                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff were friendly and helpful .\\n159                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The hotel staff was a hit and miss situation .\\n160                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Staff was courteous and the wine hour each evening gave us a chance to meet many people from all over the world .\\n161                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The next morning the hotel staff were very accomodating in changing our room and moving our belongings to an outside room which was not only larger, but had central air .\\n162                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The hotel staff was consistently friendly and helpful throughout our stay, especially Cliff, the consierge, providing directions, maps, dinner recommendations and reservations, and suggestions for sightseeing .\\n163                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The location is great, the staff very friendly and helpful, and the room was neat and clean though a bit small .\\n164                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           But the thing that impressed us the most was the overall friendliness and helpfulness of the entire staff .\\n165                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               We booked this by checking other travellers comments on Trip Advisor and were pleased with the helpfulness of the staff, the location and overall cleanliness and comfort of our room .\\n166                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Great place to stay ,  very clean and confortable rooms and helpful staff .\\n167                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              The front desk staff was great, helpful on check, in, had supply of extra coffee supplies for the room and stamps for purchase, offered to mail our postcards, and the concierge desk seemed very busy .\\n168                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The pleasant European theme is carried throughout this hotel and on arrival we were welcomed by efficient and friendly staff .\\n169                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Diane from Edmonton, Alberta, CanadaWe stayed at the hotel May 22 to May 25, 2007 and found the staff and particularly the concierge very helpful .\\n170                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The whole staff at the Tuscan Inn was very hospitable and I highly recommend this hotel .\\n171                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The hotel is pretty much as you'd expect from the chain , nice clean rooms well serviced, and the staff were extremely helpful,  very pleasant to deal with .\\n172                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The staff were friendly and the free coffee and biscoti each morning and wine at 6pm each evening were occassions when one could meet other guests .\\n173                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff were very pleasant but I don't think I'd stay there again .\\n174                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Staff was all friendly and courteous .\\n175  Upon arriving late through no fault of our own and finding our room double booked we were put up in a nearby sister hotel   until our room was ready the next day and they give us a complimentary bottle of champagne ,  after this though there were no more snags and everything went great ,  hotel staff friendly and helpful ,  rooms were quiet, clean and comfortable ,  food in the restaurant fabulous ,  the situation of the hotel was very convenient ,  just a few mins walk from fishermans wharf with a public transport stop, supermarket, small shops, bars and cafes also really close at hand ,  approx 10 mins walking distance for ferries to alcatraz and bay cruise, etc ,  would definitely stop here again\\n176                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Staff very helpful and pleasant .\\n177                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             From start to finish the staff did not put a foot wrong .\\n178                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The staff's professional, spirited attitude, , be they reservationist, valet, front desk, or housekeeper, , deserves 5 stars .\\n179                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Staff were very pleasant, always asking if we needed directions or anything   and smiling and opening doors etc .\\n180                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Staff were very friendly and courteous .\\n181                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         It is in a really good position, is not too large, and the staff are really helpful, and, contrary to what we expected on visiting America for the first time, are not waiting around for tips all the time !\\n182                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       We arrived on the evening of december 5th, and the check, in staff were helpful and efficient .\\n183                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         We didn't enjoy it, because some of the staff seemed to have little English, and misunderstood our requests .\\n184                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The only quibble we had with the Tuscan Inn was that outside our room was a large cupboard, and staff kept going in there, made quite a noise, and finished off by banging the door .\\n185                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Hotel was Very nicely furnished, staff was Very helpful .\\n186                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We were both delighted with the friendly staff, clean rooms and very convenient location .\\n187                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Comfortable bed, staff was excellent .\\n188                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Rooms are small but tastefully done, very clean and the staff friendly and helpful .\\n189                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Good atmosphere, welcoming and quite cosy lobby and lounge, helpful and friendly staff  Overall impressed .\\n190                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The staff was very friendly and accomadating with any questions or requests .\\n191                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The staff was friendly and polite, and the a .\\n192                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        staff were helpful although the valet parking and the laundry costs were extremely expensive .\\n193                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            location, friendly staff, beautiful rooms and comfy beds .\\n194                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We found the staff extremely helpful and the room was clean , tidy , a decent size and the bed was extremely comfortable .\\n195                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Top, notch staff and very clean and comfortable !\\n196                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Downsides are disinterested staff, bordering on rude and quite small rooms .\\n197                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff was exceptionally helpful and friendly, from the front desk, concierge, valet, and housekeeping .\\n198                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Front desk staff even took the time to call a restaurant at pier 39 to inquire about the dress code for me even though they had a couple of people also waiting to ask questions or to check in .\\n199                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The service from every staff member we encountered was delightful .\\n200                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The staff were very polite and helpful, loved the large lobby area with the large fireplace where you were invited to sample wonderful wine and nibbles early evening and tea or coffee in the mornings .\\n201                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The staff was really great,  friendly, knowledgable, etc .\\n202                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The staff at this hotel is superb, from the front desk staff to the housekeepers .\\n203                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      It is clean, decorated in boutique style, very relaxing, and has helpful staff .\\n204                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The hotel is clean and comfortalbe with a knowledgeable and helpful staff .\\n205                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Front desk staff were always pleasant .\\n206                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Upon arrival, I was given the goings, on and was politely welcomed by all staff .\\n207                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The front desk staff is AWESOME   !\\n208                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The staff was friendly, pleasant, and helpful, and a houseman went out of his way to dry my son's sneakers   .\\n209                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The staff attitude ranges from perfunctory to rude .\\n210                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   a staff member named Mark actually snapped at me at the wine tasting when I tried to find out what kind of wine was being offered .\\n211                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The check in was easy, the staff friendly and helpful .\\n212                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             From the time we arrived we were made to feel most welcome by all staff .\\n213                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Very friendly staff serving great breakfasts and evening meals   .\\n214                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Good hotel great location friendly staff .\\n215                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       It represents value for money, the rooms and bathrooms were impeccably clean, fresh linen daily, and the staff extremely helpful and friendly .\\n216                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Staff were more than helpful and accommodating and we were were moved   overlooking the street .\\n217                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          We asked the staff to empty the refrigerator and snack bar so we could stock our own items, they did it easily and quickly .\\n218                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Found the staff friendly like the other reviews .\\n219                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             I found the staff to be helpful when required but unobtrusive otherwise .\\n220                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             It's modern, clean, efficient, comfortable, and professionally run with courteous staff .\\n221                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  I really didn't get a chance to experience the staff's level of service but the rooms are small as is the bathroom .\\n222                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Staff was neither especially helpful or unhelpful .\\n223                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The staff was not overly friendly nor helpful .\\n224                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Our room was large and comfortable, and the staff was top, notch   .\\n225                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        HOWEVER, the front desk staff is always more than willing to jump in with helpful advice and recommendations .\\n226                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   I've tried 4 or 5 of the local recommended restaurants, and the staff definitely knows what the area has to offer .\\n227                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The front desk was very helpful as was the rest of the staff .\\n228                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The reception staff were struggling a bit and our check in was done wrong   Next day, our room keys stoped working even though we were there for 2 days ,  again a check in error .\\n229                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The staff were very pleasant, the concierge Daniel made excellent reservations for us and the bed was extremely comfortable .\\n230                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        It is in a great location, the staff is always alert and courteous, the rooms are clean, the morning coffee and biscotti are a nice touch, the happy hour is a PLUS, and the price is right  !\\n231                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             I could excuse this if staff was friendly but I left there dissapointed .\\n232                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Our reservations were completely wrong and staff were clueless, so I thought, until further inquiries proved that they were lying through their teeth .\\n233                                                                                                                                                                                                                                                                                                                                                                                                                                    One morning I overheard people booking in experiencing similar difficluties and a staff member trying to be helpful, I offered some assistance and we were told by him that since Best Western shifted its booking facility offshore there's nothing that Tuscan Inn staff can do to help guests .\\n234                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The staff was very friendly, we had no issues at all with the front desk .\\n235                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        I happened to go up to our room when the housekeeping staff was out in force ,  every single woman I passed said hello to me !\\n236                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       There appears to be no management actively involved with running this dump, cause when we asked to speak with one the front desk staff got very nervous and suddenly worked hard to find our lost reservation .\\n237                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The staff is friendly and helpful .\\n238                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The staff at check, in were nice enough, but unfortunately the concierge was not very helpful, giving us wrong information about our car hire location causing us to get 2 cab rides instead of one .\\n239                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The reason that I liked this hotel so much was that it felt cosy and welcoming, the lobby had a log fire going constantly and all the staff were very friendly and helpful .\\n240                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Staff and concierge were very helpful .\\n241                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff of the hotel was very friendly and the evening cocktail hour was a great touch with many choices .\\n242                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    I will say that the beds were comfortable and select staff were friendly, but definitely not enough incentive to try my luck again at this hotel .\\n243                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The room was inviting, the staff tremendously helpful and courteous, and the concierge was the best in the business .\\n244                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The restaurant was decorated beautifully, the wait staff was professional without being snobby, the menu was creative and delicious .\\n245                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The front desk and the housekeeping staff were equally as friendly .\\n246                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The staff and faclilties were great  !\\n247                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The staff was friendly and very knowledgeable about everything we asked .\\n248                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The entire staff was extremely friendly and accomodating .\\n249                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         A wonderful stay, staff especially friendly, complimentary wine tasting a definite plus, rooms well appointed and well kept .\\n250                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We felt very welcomed by the freindly staff that was able to help us with all of our questions and needs .\\n251                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff has a wine get, to, gether for the patrons in the lobby every evening at 5, 6 p .\\n252                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             The staff was friendly and accomodating .\\n253                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Our rooms were so much nicer then we expected and the staff was friendly and helpful .\\n254                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Great room, friendly staff, superb location ,  just a couple of blocks away from the hustle and bustle of Fisherman's Wharf and 2 minutes from the cable car turnaround that takes you straight to Union Square .\\n255                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The staff is wonderful, they had knowledge of the city andthe area and helped us in so many ways .\\n256                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The staff was friendly, courteous, professional and knowledgeable .\\n257                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The staff is courteous and professional, and the concierge is very helpful .\\n258                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       It was great ,  very pretty, clean, nice staff, great wine hour every evening .\\n259                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The food is lovely and the staff very friendly .\\n260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 We ate breakfast there one day and were appalled at the slow service, rude waitstaff, and overpriced breakfast food .\\n261                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff was friendly, courteous and always offering extra help even when I was checking out at 4am to catch a plane .\\n262                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The rooms were clean and well appointed ,  the maid staff were excellent .\\n263                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Great restaurant with a friendly staff .\\n264                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff was beyond kind and helpful .\\n265                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Our last visit   we stayed at the Hyatt at FW and while it was &quot fine,&quot  The Tuscan Inn has much more charm, and a terrific staff !\\n266                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            We found the staff friendly and the drinks in the evening an added bonus .\\n267                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  the beds were VERY comfortable and we had a great room which overlooked the street below with the bay in the distance   the valet and the porters all very friendly and nothing seemed to be too much trouble for any of the staff !\\n268                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The only others with access to this food and drink were the cleaning staff .\\n269                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff was very friendly and attentive .\\n270                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The staff is friendly and the hotel itself is not what it appears from the outside .\\n271                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff were helpful, it was in a great location, and was very charming .\\n272                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Apart from that, the staff were very friendly and helpful, the rooms were nicely decorated, and the beds were very comfortable .\\n273                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 the rooms are very clean and are charmingly appointed  the staff could not be friendlier, and they knock themselves out to make guests feel welcome .\\n274                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The hotel was lovely ,  really clean with friendly helpful staff   fantastically situated in between North Beach   Fishermans Wharf .\\n275                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The staff are 100% present and attentive to your every need .\\n276                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   VERY helpful staff allowed us to check in 4 hours early, and continued to impress !\\n277                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Great hotel, great staff, great location not any problems what so ever .\\n278                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff were helpful and attentive, the rooms were quite spacious and the whole place looked as if it was cared for .\\n279                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               the staff was very friendly and the location is great .\\n280                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Staff was extremely friendly and helpful .\\n281                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     The staff seemed pleasant and efficient whenever I had dealings with them , indeed the only quibble I had was that the bell boys at the front were a little undermanned on occasions but I will not let this alter my view of the hotel overall .\\n282                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 My final thought ,  1 recurring image during this week   was the staff demonstarations outside a number of prominent hotels , many were day long vigils and many were noisy ,  the good news was that the Tuscan was not 1 of them  !\\n283                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The staff was friendly and the coffee   biscotti snack in the morning and the wine in late afternoon were both very nice .\\n284                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          It was a lovely hotel and the front desk staff was so warm and welcoming to us as we arrived, , tired and still on NY time .\\n285                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Staff accommodating and friendly .\\n286                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Staff was friendly and the vino hour in the evening was a nice touch .\\n287                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The hotel was clean and the staff was very friendly .\\n288                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Hotel is nice and clean, in a very convenient location, and the staff is friendly and helpful .\\n289                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Wasn't really impressed with the staff .\\n290                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Found the staff helpful especially the lady concierge who supplied maps and bus routes for Lincoln Park .\\n291                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The valet guy was extremely helpful and very friendly but the check in guest services staff on the whole uninterested and unhelpful .\\n292                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              The manager was a little grumpy when we first checked in but the rest of the staff were extremely friendly and helpful .\\n293                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Other than that it was a pleasant stay, the room was clean, our bed was really comfortable and the reception staff were friendly .\\n294                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The staff was friendly and helpful, the beds were comfortable, the rooms were clean, and the location was convenient .\\n295                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Excellent staff and service and the adjoining Italian restaurant was superb .\\n296                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            A very cheerful staff and prompt service .\\n297                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Friendly Staff Great Location !\\n298                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          The friendly, helpful and knowledgeable staff can do or help you with just about anything you want or need .\\n299                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The hotel staff was great and housekeeping went so far as to organize the toiletries I had brough from home and had left scattered on the vanity .\\n300                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   The staff is friendly and helpful .\\n301                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           , pleasant staff, close to the Wharf, just a few blocks to the cable car turnaround, Pier 39 shopping,   ferry boat tours .\\n302                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Staff was helpful when they were not too busy .\\n303                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       The friendly staff bent over backward to make us feel welcome and comfortable !\\n304                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The reservation staff helped me find a room cost much lower than &quot rack rate .\\n305                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 We ate two meals at the Pescatore Cafe, and the food was good, and the staff was exceptionally nice .\\n306                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Also, the hotel staff was very helpful and considerate .\\n307                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                More intimate, close personal attention from the staff and exceptionally clean rooms .\\n308                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Their curteous staff helped with our travel plans for tours and also assisted during check, out while the planes were still grounded .\\n309                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The price was great, the staff was awesome, and the rooms were clean .\\n310                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Especially the housekeeping staff .\\n311                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           The staff are friendly and there is one computer for internet access as well as free coffee and biscuits in the afternoon .\\n312                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Staff were friendly and helpful .\\n313                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         The front desk staff were more than helpful .\\n314                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff was very aggressive about checking the honor bar regularly, and even incorrectly charged us for using it this was reversed, but aggravating !\\n315                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               The staff is wonderful to deal with and very helpful if you need directions or advice .\\n316                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Wonderful Hotel ,  Excellent Staff\",\n          \"                                                                                                                                                                                                                                                                                                    not customer, oriented hotelvery low service levelboor reception\\n0                                                                                                                                                                                                                                                                    The room was quiet, clean, the bed and pillows were comfortable, and the service was adequate .\\n1                                                                                                                                                                                                                                                                                 There were no service issues to speak of, but it's not an overly, friendly hotel .\\n2                                                                                                                                                                                                                                                                                                             Good Location Horrible Service Disgusting Procedures .\\n3                                                                                                                                                                                                                                                                            If you're looking for a full, service experience, this is still not the hotel for you .\\n4                                                                                                                                                                                                      The Holiday Inn Kensington Forum is fine if you like large, impersonal hotels with mediocre service, overcrowded breakfast rooms and don't mind tired decor .\\n5                                                                                                                                                                                                                                                                                                       We found the front desk service unfriendly and indifferent .\\n6                                                                                                                                                                                                                                                                                                                       Great stay friendly service great location .\\n7                                                                                                                                                                                 A prompt reply indicated not and that the reception area deposit boxes were temporarily out of service, so they offered to upgrade our rooms to executive rooms at no extra cost .\\n8                                                                                                                                                                                       In London its often hard to find good location and good customer service in the same place ,  The Holiday Inn Kensington Forum did that for me and I couldn't ask for more .\\n9                                                                                                                                                                                                                                                                                                      Breakfast was good, with many choices and excellent service .\\n10                                                                                                                                                                                                                                                                                                                    Service in all areas, at all levels was good .\\n11                                                                                                                                                      It's rated 4, stars, but I also stayed at an equivalently rated Marriott while in London, and a 3, star Holiday Inn Express in Scotland, and the service and rooms were much better at the other locations .\\n12                                                                                                                                                                                                                                                                                                        Maid service was good and the staff were always pleasant .\\n13                                                                                                                                                                                                                  At the reception the service were exelent ,  altought during that five minutes I was standing there, the receptionists appologised three times !\\n14                                                                                                                                                                                                                                                                                                                             Good Location New Room Bad Service  .\\n15                                                                                                                                                                                                                   The only cleanliness complaint is the cleaning service did not remove dirty glasses or a decaying lemon wedge with the in room kettle service .\\n16                                                                                                                                                                                                                                                                                                        I am recommending the Forum despite the service problems .\\n17                                                                                                                                                                                                                                                                                                                             Poor serviceNot friendly assistance .\\n18                                                                                                                                                                                                                                                                                                                                  It is not 4 star hotel service .\\n19                                                                                                                                                                                                                                                                                                        Convenient location not 4, star room and services but OK .\\n20                                                                                                                                                                                                                                                                                        ROOM and SERVICE ,  our room was obviously not one of the renovated ones .\\n21                                                                                                          Service was a joke , ,  the  evening concierge  doubled as the day doorman and was not very knowledgeable about anything , ,  honestly, the last thing I want to hear when I ask about cool pubs to go to is  why don't you go to the bar in the hotel ?\\n22                                                                                                                                                                                                                                                                                                                                 Service impersonal but friendly .\\n23                                                                                                                                                                                                                                                               Did not use any of the hotels other services, but I was pleased overall and would stay here again .\\n24                                                                                                                                                                                               They also have a great room service menu and was surprised at the big portions and quality of the food, great to get a bit in your room after a night on the town .\\n25                                                                                                                                                                                                                                                       We arrived at 11 am, but were able to check in with the professional and service, minded staff right away .\\n26                                                                                                                                                                                                                                                                                   Someone needs to help those folks with a refresher course in customer service .\\n27                                                                                                                                                                                                                                                                                              Near a tube station that services three subway lines, for starters .\\n28                                                                                                                                                                                                                                                                   We are low maintenance so we didn't have to request service much, but when we did it was fine .\\n29                                                                                                                                                                                                                                                                                       Not too happy with the service from frontdesk, concierge and housekeeping .\\n30                                                                                                                                                                                                                                                            I ordered room service one night, and the food was delightful, and the service was fast and friendly .\\n31                                                                                                                                                                                     If you need a hotel with services like access to a computer or a concierge who can do more than give directions and order full price tickets to events then don't stay here .\\n32                                                                                                                                              However the hotel is very large and loses some personal service as a result ,  the service we received was variable, with little recognition of our Platinum Priority Club Rewards status, and slow room service   .\\n33                                                                                                                                                                                                                                    For a little extra money, the soon to be Crowne Plaza over the road offers far better service yet with the same great location\\n34                                                                                                                                                                                                                                                                                                                         Only postive is their breakfast service .\\n35                                                                                                                                                                                                                                                                                                                     Convenient location Great Concierge service .\\n36                                                                                                                                                                                                                                                                              I would definitely stay here again for the location and the great customer service .\\n37                                                                                                                                                                             Talking about food, something worth noticing is that there was a fridge in the room, but it was completely reserved for the mini, bar service beverages, which completely filled it .\\n38                                                                                                                                                                                                                                                                                    The service was the worst service we have EVER recieved in my life the worst .\\n39                                                                                                                                                                                                              30am, service finished at 11am, there was a queue for the toasters and the cooked breakfast was uninspiring ,  the ingredients seemed poor quality .\\n40                                                                                                                                                                                      Room service is expensive but good, the food was delivered hot and was tasty but was chosen from the current uninspired Holiday Inn room service menu, when I ordered a \\u00a36 .\\n41                                                                                                                                                                                                                                                                                                         , but after I called room service it was promptly fixed .\\n42                                                                                                                                                                                                                                                            There are no bottle openers or cork screws in the room so ask room service for them if you need them .\\n43                                                                                                                                                                                                       There is also a laundry service at the hotel, but they also change an outrageous amount so unless you have an expense account I wouldn't plan on using it .\\n44                                                                                                                                                                                                                                                                                                      Reception was busy but service was good throughout my stay .\\n45                                                                                                                                                                                                                                But there are much better hotels to choose from for the same price and at least you get some good service and respect from staff .\\n46                                                                                                                                                                                                                                                                                  The room and bathroom were very clean and serviced each day to a high standard .\\n47                                                                                                                                                                                                                               The main restaurant is on floor 1 and offers a full cooked and continental buffet was good choice and generally very good service .\\n48                                                                                                                                                                                                                       If you're looking for a comfortable, clean hotel with a mid, range level of service and easy access, then this hotel would serve you well .\\n49                                                                                                                                                                                                                                       We ate on evening once at the Garfunkels pub in the mall, it was typical chain restaurant food but fast with good service .\\n50                                                                                                                                                                                                                                                                                                          Did not use any other facilities or order room service .\\n51                                                                                                                                                                                                                             There was an adequate self service buffet, not a huge selection or very well presented, cloths were not changed when food got spilt .\\n52                                                                                                                                                                                                                                                                                                                 Exceptionally poor ,  and surprising ,  service .\\n53                                                                                                                                                                                                                                                                                                                             Great location service questionable .\\n54                                                                                                                                                                                                                                                            Our room was clean, though small, the service was great, and we would stay here again in a heartbeat !\\n55                                                                                                                                                                                                                                                                                                I liked this hotel, Nice big room and very good customer service .\\n56                                                                                                                                                                                                                                                                     Front, line staff members speak very poor English, and provide VERY poor customer service   .\\n57                                                                                                                                                                                                                                                                                                              Poor customer service, bad and overpriced pub food .\\n58                                                                                                                                                                                                                                                                                                                  Room service took 15 minutes, which shocked me .\\n59                                                                                                                                                                                                                                                We were very pleased with the room, and the staff was all very nice and helpful, including the concierge service .\\n60                                                                                                                                                                                                          If you hang around in the lobby, you can hear other people complaining about poor service, poor room quality and a host of other problems to the staff .\\n61                                                                                                                                                                                                                                                                                                                   but be prepared for some poor service quality .\\n62                                                                                                                                                                                                                             Service can be slow at peak times with waits up to one hour at times, but on average I had to wait no longer that around 30 minutes .\\n63                                                                                                                                                                                                                                                                                      The food was excellent, the service was very friendly and the prices cheap .\\n64                                                                                                                                                                                                                                                                                                                     The food is excellent and the service great .\\n65                                                                                                                                                                                                    Service was friendly, our room was on the highest floor  , but that wasn't a problem because of the lifts, and we had a great view of the city from the room .\\n66                                                                                                                                                                                                                                 but after having spent an entire week in London, I came to realize that just about anybody in the service industry is just that .\\n67                                                                                                                                                                                                                                                                                                                      Service was impeccably English hotel, wide .\\n68                                                                                                                                                                                                                                                   The breakfast is self service on the first floor, not cheap   but not bad either as there is plenty of choice .\\n69                                                                                                                                                                                                                       The card which is left for you to leave comments and review your service went missing from my room on the fourth day which speaks volumes .\\n70                                                                                                                                                                                               The service is pleasant enough, and I was given a room with a nice view of central London   on the 14th floor without having to ask, despite booking on Priceline .\\n71                                                                                                                                                                                                                                                           This is suppose to be a full service hotle, but I would only classify it at best as a Motel 6 quality .\\n72                                                                                                                                                                                                  Service at reception both for checking in or out can be slow and although I've always found the staff to be pleasant, not all of them fully understand english .\\n73                                   The buffet breakfast is ok although not the best I've had and usually includes a selection of fresh fruit as well as the usual 'full english' The food in the ground floor restaurant is good  I haven't had problems with room service although the menu has recently changed and doesn't have as good a selection as it did .\\n74                                                                                                                                                                                                                                                                                                      On the first night of my stay, I tried to use room service .\\n75                                                                                                                                                                                                                                                                                                                   On the third night I tried room service again .\\n76                                                                                                                                                                                                                                                 Room service pesonnel called me up after about 45minutes asking if I really needed the stuff that I had ordered .\\n77                                                                                                                                                                                                                                           the atmosphere is such that they are always right and that a customer is doing them a service by staying at the hotel .\\n78                                                                                                                                                                                                                                                                                                                  Is this the level of customer service you want ?\\n79                                                                                                                                                                                                                                                                                             On my last day I used the concierge service to arrange a cab for me .\\n80                                                                                                                                                                                                                                                                                                                                 If you use wake up call service .\\n81                                                                                                                                                                                                                                                                                                                                     I think that is bad service .\\n82                                                                                                                                                                                                                                                   There is a shuttle service for 34 pounds which needs to be booked one day ahead and plys only every half hour .\\n83                                                                                                                                                                                                                                                                                                                              Great location indifferent service .\\n84                                                                                                                                                                                                                                                              I would stay here again because in London it really is a value for the service and quality of room .\\n85                                                                                                                                                                                             Despite its size, and the fact that there are over 20 floors of bedrooms, lift service was never slow, and the breakfast operation   is exceptionally well, managed .\\n86                                                                                                                                                                                                                                                                                                 The maid service was good and everything was cleaned and tidied .\\n87                                                                                                                                                                                                                                                                      We ate at a really good Indian, very popular, good service plenty to eat for about \\u00a37 each .\\n88                                                                                                                                                                                                                                                                                                                             Basic clean lodging service lacking .\\n89                                                                                                                                                                                                                                                                                         The internet service which costs GBP15 per day is slower than dial, up  !\\n90                                                                                                                                                                                                                                                                                                                                Good room poor service all round .\\n91                                                                                                                                                                                                                                                                                        But those who put an emphasis on service quality should avoid this hotel .\\n92                                                                                                                                                                                                                                                                       The rude and poor service started from the concierge who was curt when I asked a question .\\n93                                                                                                                                                                                                                                                                                                                        The service at the breakfast room was ok .\\n94                                                                                                                                                    The only down side was the same as last time, very impersonal service by the Management and the on, duty Manager was just pure rude, but if you don't have to talk to any staff members, this hotel is great .\\n95                                                                                                                                                                                                                           Stayed in room 516 right at the end of the corridor was next to a services room from which there was a constant generator   fan noise .\\n96                                                                                                                                                                                    We passed a number of banks on the way up and also a large post office offering currency etc which should give better rates than the hotels in, house money changing service .\\n97                                                                                                                                                                                                                                                There is 24 hour room service, a restaurant, and a tavern in the hotel although we did not sample the hotel food .\\n98                                                                                                                                                   In all, as with many Holiday Inns hotels worldwide, affordable with good rooms and customer service but there is always one or two issues that keep this chain from being a affordable and good place to stay .\\n99                                                                                                                                                                                                                                                                        The fridge was self, service   and barely functional, so didn't chill the sodas I bought .\\n100                                                                                                                                                                                 The immediate area around the hotel is extremely well serviced by at least 3 internet cafes, grocery store next to tube station, as well as several nice cafes and restaurants .\\n101                                                                                                                                                                                                                                            ASK is a very nice Italian restaurant nearby serving pastas and pizzas with excellent service which will run about 10\\n102                                                                                                                                                                                                                                                                                   If you are looking for a bit more comfort and better service, look elsewhere .\\n103                                                                                                                                                                                                                                                                        Although we did get a strange phone call from room service at 1am, wrong number i think .\\n104                                                                                                                                                                                                                                                                                                                                 Well, located and good service .\\n105                                                                                                                                                                                                                                  In spite of its size, we found the service to be good ,  speedy check, in, and very rapid response to a broken toilet at 11pm .\\n106                                                                                                                                                                                                                                                                     Minimall with Boots pharmacy, Whole Foods type ritzy fullservice market, coffee shops, etc .\\n107                                                                                                                                                                                                                                                                                         The hotel offers a laundry service which I needed to take advantage of .\\n108                                                                                                                                                                                                                                                                               However the service was quite efficient  my pants were brought back the same day .\\n109                                                                                                                                                                                                                                                                                       It was clean and serviced promptly every day with fresh linen and towels .\\n110                                                                                                                                                                                                                                                                                                                      com and their 'top secret hotels' service .\\n111                                                                                                                                                                                                                                                                                                           Service was great and the concierge was very helpful .\\n112                                                                                                                                                                                                                                                                                                                     Excellent location shame about the service !\\n113                                                                                       When we wanted to watch a pay per view movie, was informed by reception there was a problem ,  it later transpired that we had been given an Aircrew room, where there is no mini, bar, pay per view movies turned off at reception, no menu's or room service available .\\n114                                                                                                                                                                                                                                                                              Also we were later informed that only executive rooms had the service of mini bar !\\n115                                                                                                                                                                                                                                                                                          The maid service was excellent and we felt very happy with our choice .\\n116                                                                                                                                                                                                                                                                                     We took a private car service from airport to hotel, and it cost 55 pounds .\\n117  Don't use the restaurant or room service, there's plenty of places to eat outside the hotel, there's a mini Tesco for groceries, a larger grocery store   plenty of internet cafe's, a Paul's Boulangerie right by the tube, great fro a quick breakfast, the Gloucester Road tube stop is a 3 minute walk, plenty of busses to High Street fabulous shopping !\\n118                                                                                                                                                                                                                                                   My daugher and I average about $70 a dinner regardless of whehter we ate out or did room service ,  ,  YIKES .\\n119                                                                                                                                                                                                                                                                                                            Service is not particularly attentive, but not rude .\\n120                                                                                                                                                                                                                                                                                                                                 Stunning food, amazing service .\\n121                                                                                                                                                                                                                                                                                                                             Great service and perfect location !\\n122                                                                                                                                                                                                                                                                    For the price, cleanliness, service and quality it definately deserves a higher star rating .\\n123                                                                                                                                                                                                                                                                                                              I wish that the hotel had better service, however .\\n124                                                                                                                                                                                                                                                                                                   To get ice, you have to first get a bucket from room service .\\n125                                                                                                                                                                                                                                                                                                                    To get Room Service, it called Housekeeping .\\n126                                                                                                                                                                                                                                For a similarly good location  , you can stay at the London Hilton Metropole for the same price and receive much better service .\\n127                                                                                                                                                                                                                                                                                           Quite snooty or surly service at reception, from two separate people .\\n128                                                                                    Staff were mostly ethnic origin, presenting a couple of communication problems at check in   room service was slow and fairly bland   and we noticed a lack of acknowledgement by any staff as we walked around the premises, again unusual for such a high profile company .\\n129                                                                                                                                                                         I stayed in room 354 ,  on the Exec Floor ,  no bathrobes, no newspaper delivery  , room service crockery standing outside room for almost 24 hours un movedand poor service in Bistro .\\n130                                                                                                                                                                                                                                                                         We had room service the night we arrived, and it was good quality, and arrived quickly .\\n131                                                                                                                                                                                                                                                                                                                             Super dinner and attentive service .\\n132                                                                                                                                                                                                                                                                                                                            Food was OK, service very haphazard .\\n133                            It is very close to Gloucester Rd tube station, has plenty of restaurants, pubs, supermarkets, chemists within 100 yds, is close to Hyde park for a run walk in summer, near Kensington High street, rooms are always clean and have recently been refurbed, room service menu is better than other hotel chains, breakfast is good .\\n134                                                                                                                                                                                                                                                       We had one evening meal in the ground floor restaurant, well cooked again, but the service was very slow .\\n135                                         Finally, the hotel did nothing to inform us about a transit strike on the tube and when we heard about it on our own and asked the concierge for help with getting to the airport, he advised taking a cab service for 50 pounds plus banking holiday surcharge, , we luckily found a cheaper alternative by ourselves .\\n136                                                                                                                                                                                                                                                            The included breakfeast was a plus and I noticed the wifi folks using the free service in the lobby .\\n137                                                                                                                                                                                                                                                                                      I noticed on my last stay that the quality of service was very diminished .\\n138                                                                                                                                                                                                                                                                                            We were on the 20th floor   very happy with the rooms   the service .\\n139                                                                                                                                                                                                                                          I can say that every time I have been disappointed with either the value, standards, cleanliness,service of the hotel .\\n140                                                                                                                                                                                                                                                                                                                The food was good and the service was very good .\\n141                                                                                                                                                                                                                                                                                                                                 Excellent location and service .\\n142                                                                                                                                                                                                    Concierge was very helpful  we didnt take the English breakfast but the downstairs bar offers croissants and Starbucks coffee and the service was very nice .\\n143                                                                                                                                                                                                                                                           Service was efficient but far from personal, how could it be when the place was as a large as it was !\\n144                                                                                                                                                                                                                                 It met all my expectations ,  very clean room w pleasing modern decor, above average housekeeping services, accomodating staff .\\n145                                                                     Additionally, one other problem was that room service was very very inefficient ,  requesting a menu to be brought to the room took 45 minutes and the guy actually had the audacity to suggest he read it to me over the phone instead of sending one up, after I had to call three times .\\n146                                                                                                                                                                                                                                                                       Room service will bring a bucket of ice any time, or there\\u0092s a machine on the 25th floor .\\n147                                                                                                                                                                                                                                                                                                                   Typical London impersonal service from staff .\\n148                                                                                                                                                                                                                                                                           Excellent location service cleanliness and price at the Holiday Inn Kensington Forum .\\n149                                                                                                                                                                                                                                                                                   All in all great location ,  nice restaurants nearby, nicely pitched service .\\n150                                                                                                                                                                                                                                                                                                      What brings down my rating for the hotel is their service .\\n151                                                                                                                                                                                                                                                 I still can't figure out if it's a difference in  service  from US and UK standards or if it's just this hotel .\\n152                                                                                                                                                                                                                               Good concierge service ,  recommended very good restaurants ,  italian and indian ,  to us ,  in walking distance from the hotel .\\n153                                                                                                                                                                                                                                                                                                The hotel staff are very helpful and provided excellent service .\\n154                                                                                                                                                                                                                                                                                                            We used room service one night and it was excellent .\\n155                                                                                                                                                                                                                                                                                   Food quality was good, service prompt, everything prepared as we had ordered .\\n156                                                                                                                                                                                                                                                                       The service was great with lots of coffee and tea and toast brought to the table for you .\\n157                                                                                                                                                                                                                                                                                                         The price is moderate for the service and the location .\\n158                                                                                                                                                                                                                                                                      The price, the space, the location and the service were the exactly right thing we wanted .\\n159                                                                                                                                                                                        This hotel is located in an excellent area of London and is just around the corner from Gloucester St tube station which has excellent service to all the tourist sites .\\n160                                                                                                                                                                                                                     Fantastic, professional, helpful staff, clean rooms, great room service, fitness area and Internet Business facilities keep me coming back .\\n161                                                                                                                                                                                                                                                                       Great location, freshly renovated, very small rooms, anonymous hotel, acceptable service .\\n162                                                                because it has sensor to count how many times you open it for beverage service, nice area, near Starbucks, pastry shops, fast foods, supermarket, walking distances to Kensington Palace, London Natural Science Museum, Harrods, Victoria Albert Musuem, pubs, and what else could you ask for .\\n163                                                                                                                                                                                                                                                                          My family stayed in 2 connecting rooms this July and had outstanding customer service .\\n164                                                                                                                                                                                                               , We booked our room through an internet service and was lodged in an executive room that included all the aminities expected in a 5, star hotel !\\n165                                                                                                                                                                                                                                                                   We also love the service of the staff, not to foreget the kindly people which store our bags .\\n166                                                                                                                                                                                                                                                                                                  I was very disappointed with the service from this huge hotel .\\n167                                                                                                                                                                                                                                                                                          Service was great and the location of the hotel was very convenient   .\\n168                                                                                                                                                                Be cautious of using the room services like the phone, mini bar and room service as the prices are sky high, but I would definitely stay there again and I would recommend this hotel to anyone !\",\n          \"                                                                                                                                                                                                                                              The room was not overly big, but clean and very comfortable beds, a great shower and very clean bathrooms .\\n0                                                                                                                                                                                                                          The second room was smaller, with a very inconvenient bathroom layout, but at least it was quieter and we were able to sleep .\\n1                                                                                                                                                                                                                                                                                                            Large comfortable room, wonderful bathroom .\\n2                                                                                                                                                                                                                                                                                           The rooms were nice, very comfy bed and very clean bathroom .\\n3                                                                                                                                                                                                                                                                                                              Bathroom was spacious too and very clean .\\n4                                                                                                                                                                                                                                                                                            The bathroom only had a single sink, but it was very large .\\n5                                                                                                                                                                                                                                                    The room was a standard but nice motel room like any other, bathroom seemed upgraded if I remember .\\n6                                                                                                                                                                                                                                                                                   The room was quite small but perfectly formed with a super bathroom .\\n7                                                                                                                                                                                                                                                                                                  You could eat off the bathroom floor it was so clean .\\n8                                                                                                                                                                                                                                                                       The bathroom door does the same thing, making the bathroom seem slightly larger .\\n9                                                                                                                                                                                                                                                                                                                bathroom spotless and nicely appointed .\\n10                                                                                                                                                                                                                                                                                             The rooms are exceptionally clean and also the bathrooms .\\n11                                                                                                                                                                                                                                                                                                         The bathroom was clean and the bed was comfy .\\n12                                                                                                                                                                                                                                                                                           They provide you with great aveda products in the bathroom .\\n13                                                                                                                                                                                                                Also, the bathroom was a bit dirty ,  brown water came out of the bath tub faucet initially and the sink wall by the toilet was dirty .\\n14                                                                                                                                                                                                                         If your dog tends to be a little disruptive or on the noisy side, there is a bathroom fan that you can keep on to make noise .\\n15                                                                                                                                                                                                                                                                                                               The bathroom was big and clean as well .\\n16                                                                                                                                                                                                       Also, the bathrooms were quite well set up, with a seperate toilet shower to basin, so whilst one guest is showering another can use the basin .\\n17                                                                                                                                                                                                                                                          The bathroom was marble and we had luxurious bathrobes and really, every detail attended to .\\n18                                                                                                                                                                                                                                                                                     It was very clean, had a beautiful bathroom, and was comfortable .\\n19                                                                                                                                                                                                                                                               The bed was comfortable and the bathroom was clean with a nice selection of toiletries .\\n20                                                                                                                                                                                                                                                                                                                    The bathroom was an adequate size .\\n21                                                                                                                                                                                                                                                                              First, from day one our bathroom had a urine smell that never went away .\\n22                                                                                                                                                                                                                                                             Otherwise the bathroom was decent enough ,  decent temperature and decent water pressure .\\n23                                                                                                                                                                                                                                                                                 Bathroom shower curtain reeked of mildew enough to smell up the room .\\n24                                                                                                                                                                       The bed was comfortable and the rooms and bathrooms were kept clean and although the refrigerators are honour bars the hotel is happy for you to chill your own drinks in them .\\n25                                                                                                                                                                                                                                                                                                      The room was very nice, and had a nice bathroom .\\n26                                                                                                                                                                                                                                      The room was wonderful with great beds, a nice bathroom and we also had an excellent view of Coit Tower as well .\\n27                                                                                                                                                                                                                                                                             The room was small, with a king bed, and a truly claustrophobic bathroom .\\n28                                                                                                                                                                           Amenities ,  While this hotel isn't a luxury property, they have some nice touches like marble bathrooms, mini bar, room service and an evening wine reception every day   .\\n29                                                                                                                                                                                                                                                                The bathroom was clean, well lit, and always well stocked with shampoo etc and towels .\\n30                                                                                                                                                                                                                                        The only odd thing was the bathroom door and room door opened outwards into the room and hallway respectively .\\n31                                                                                                                                                                                                                                       Room spacious 2 double beds gave us plenty of room, the beds were comfortable and the bathroom was a good size .\\n32                                                                                                                                                                                                                                                                                          The bathroom was large and included a mounted makeup mirror .\\n33                                                                                                                                                                                                                             The rooms are abit smallish  , but immaculately maintained, and tastefully decorated, with excellent bathroom facilities .\\n34                                                                                                                                                                                                                                                                                        Shower bathroom was good with good shower and plenty of space .\\n35                                                                                                                                                                                                                                                                                                     Both the bedroom and bathroom had plenty of room .\\n36                                                                                                                                                                                                                                                                                           large clean bathrooms fully stocked with everything needed .\\n37                                                                                                                                                                                                  However, when we arrived at our room there was a maintenance worker there measuring the bathroom counter, so maybe they're doing work in some units .\\n38                                                                                                                                                                                                                                                                                   The room was large and very comfortable with a nice large bathroom .\\n39                                                                                                                                                                                                                                                                                                  There is a wall, mounted hair dryer in the bathroom .\\n40                                                                                                                                                                                                                                                                                  The thing that bothered me the most was the bathroom was very dated .\\n41                                                                                                                                                                                                                                                                                            There is virtually no counterspace in the bathroom at all .\\n42                                                                                                                                                                                                                                                            Upon our arrival, there was a SLIGHT odor in bathroom but nothing worth complaining about .\\n43                                                                                                                                                                                                                                                                                                  The bathroom was adequate with thick, fluffy towels .\\n44                                                                                                                                                                                                                                                                                                                   The bathroom was large and private .\\n45                                                                                                                                                                                                              The bathroom was very clean and well appointed with nice towels and toiletries, it was not big, but room enough to do what one needs to .\\n46                                                                                                                                                                                                                       The Tuscan Inn room was quite nicely appointed, the bed was comfortable the chairs   TV adequate, the bathroom reasonably good .\\n47                                                                                                                                       my only real complaint would be that the bathroom does not have a separate vanity area, so 2 people getting dressed had to improvise, which was kind of surprising since the bathrooms were all redone on 2005 .\\n48                                                                                                                     The clever use of mirrors behind the bed helped to create the illusion of space, however, in reality the room was cramped and with two of us trying to use the hand basin and bathroom at the same time was particularly awkward .\\n49                                                                                                                                                                                                                    The bathroom containing the toilet and the shower was also very small, not to mention the sink and counter directly outside of it .\\n50   Turning the bathroom light on also turns the counter light on, meaning a middle, of, the, night trip to the bathroom means the whole side of the room gets illuminated  and the wooden shutters that were installed in place of traditional curtains to add to the hotel's theme do absolutely nothing to keep the room dark once the sun comes up .\\n51                                                                                                                                                                                                                                                                                            The room was a good size but the bathroomm was very small .\\n52                                                                                                                                                                                                                                                                                            Bathroom was adequate and clean and there was a hairdryer .\\n53                                                                                                                                                                                                                                     The wash basin was in the room without any privacy and there was a small bathroom for the toilet and bath shower .\\n54                                                                                                                                                                                                                                                 The bathroom had not been remodeled in alignment, but it was all very clean and perfectly acceptable .\\n55                                                                                                                                                                                                                                                                                                                    The bathroom had several problems .\\n56                                                                                                                                                                                                                                                                                                                        Bathrooms were also very nice .\\n57                                                                                                                                                                                                                                                                      The shower stall could have been bigger as the bathroom itself was pretty large .\\n58                                                                                                                                                                                                                         Then they gave us a room which had a view of a wall, a tiny bathroom so small in fact that the sink had to be in the bedroom .\\n59                                                                                                                                                                                                                                                          The room is not the most modern room but there was tons of space especially in the bathroom .\\n60                                                                                                                                                                                               We may have had an ADA room because it was pretty big with large bathroom ,  it was room 459 ,  and the room had all the amenities we were looking for .\\n61                                                                                                                                                                                                                                                                                   The room   and bathroom were perfect in size,  just what is needed .\\n62                                                                                                                                                                                                         The only possible complaint was that the sink in the bathroom had a crack in it, but it did not bother me enough to ask for a different room .\\n63                                                                                                                                                                                                                                                                                                                    Bathrooms, though, are plenty big .\\n64                                                                                                                                                          Although the rooms were clean and fresh, one of ours had several small problems ,  the phone didn't work, the bathroom door handle was quite loose, and the thermostat didn't work properly .\\n65                                                                                                                                                                                                        It represents value for money, the rooms and bathrooms were impeccably clean, fresh linen daily, and the staff extremely helpful and friendly .\\n66                                                                                                                                                                                                                                                    There were plenty of thick towels in the bathroom, and all the usual toiletries, hair, dryer, etc .\\n67                                                                                                                                                                                                                                   I really didn't get a chance to experience the staff's level of service but the rooms are small as is the bathroom .\\n68                                                                                                                                                                                                                                    The bathroom was also small  it was difficult to close the door once inside to avoid the door hitting you no joke !\\n69                                                                                                                                                                                                                           Some rooms had the bathroom sink outside the bathroom, which we would have preferred, but our sink was inside the bathroom .\\n70                                                                                                                                                                             The bathroom was clean and bright and the toiletries   were so good that we took the leftovers home because there was a website selling the shampoo listed on the bottle .\\n71                                                                                                                                                                                                                                                           The rooms were very nice, could of use just a little more shelf space by the bathroom sink .\\n72                                                                                                                                                                                                                                                                                                            The bathroom was clean but a little dated .\\n73                                                                                                                                                                                                        The only thing wrong with the room was the bathroom, it was not up to the standard of the rest of the decor but it was clean and large enough .\\n74                                                                                                                                                                                                                                                                                            The bathroom was just okay, but for the price we survived .\\n75                                                                                                                                                                                                                                                Hair dryer in bathroom constantly fell in sink from it's holder when anyone used the door to our room .\\n76                                                                                                                                                                                                                             The reasonable price of the hotel allowed us to book 2 rooms, thus giving the 4 of us a bit more space and 2 bathrooms   .\\n77                                                                                                                                                                                                                                                                                                                       Plenty of room in the bathroom .\\n78                                                                                                                                                                                                                                                                                                              Nice clean rooms and a spaciousbathroom .\\n79                                                                                                                                                                                                                                                               The only minor downside, as a few others have mentioned, is the bathroom sink lighting .\\n80                                                                                                                                                                                                                                                                                               Did not like the bathroom light shining into bedroom   .\\n81                                                                                                                                                                                                                                                                                                 Only negative is the bathroom area is a little small .\\n82                                                                                                                                                                                                                                                                          Our suite we had was small there was pubic hair on the bathroom floor from  ?\\n83                                                                                                                                                                                                                                                                                                                  bathroom a little on the older side .\\n84                                                                                                                                                                                                                                                                                                                The bathroom needed a face, lift also .\\n85                                                                                                                                                                                                                                                                                  The bathrooms are quite small compared to other hotels but adequate .\\n86                                                                                                                                                                                                                     The hotel was of a good standard, big clean rooms, decent bathroom and the free wine reception in the evening was an added bonus .\"\n        ],\n        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+              "29                                                                                                                                                                                                                                                                                                       Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                     ...   \n",
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+              "56                                                                                                                                                                                                                                                                                                                  Great location for tube and we crammed in a fair amount of sightseeing in a short time .\\n0                                                                                                                                                                                                                                                                All in all, a normal chain hotel on a nice lo...   \n",
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+              "35                                                                                                                                                                                                                                                                                                                                                               All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                 ...   \n",
+              "41                                                                                                                                                                                                                                                                                                                                                               All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                 ...   \n",
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+              "      <th>29</th>\n",
+              "      <td>location_bestwestern_hotel_sfo</td>\n",
+              "      <td>Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                     ...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>81</th>\n",
+              "      <td>location_bestwestern_hotel_sfo</td>\n",
+              "      <td>Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                     ...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>56</th>\n",
+              "      <td>location_holiday_inn_london</td>\n",
+              "      <td>Great location for tube and we crammed in a fair amount of sightseeing in a short time .\\n0                                                                                                                                                                                                                                                                All in all, a normal chain hotel on a nice lo...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>57</th>\n",
+              "      <td>location_holiday_inn_london</td>\n",
+              "      <td>Great location for tube and we crammed in a fair amount of sightseeing in a short time .\\n0                                                                                                                                                                                                                                                                All in all, a normal chain hotel on a nice lo...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>35</th>\n",
+              "      <td>price_holiday_inn_london</td>\n",
+              "      <td>All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                 ...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>41</th>\n",
+              "      <td>price_holiday_inn_london</td>\n",
+              "      <td>All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                 ...</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-22e16994-8528-4483-b5ac-37f9cab1088d')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-22e16994-8528-4483-b5ac-37f9cab1088d button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-22e16994-8528-4483-b5ac-37f9cab1088d');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-fc06f94c-82c0-4ef2-8a49-c96e54c9c7ff\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fc06f94c-82c0-4ef2-8a49-c96e54c9c7ff')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "    20% {\n",
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+              "      border-left-color: var(--fill-color);\n",
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+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-fc06f94c-82c0-4ef2-8a49-c96e54c9c7ff button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
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+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"document_df[document_df['cluster_label']==4]\",\n  \"rows\": 6,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"location_bestwestern_hotel_sfo\",\n          \"location_holiday_inn_london\",\n          \"price_holiday_inn_london\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"                                                                                                                                                                                                                                                                                                     Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                                                                                                                                                                                                                                     The location is good, and the overall decor is nice, but there was nothing that I can really rave about .\\n2                                                                                                                                                                                                                                                             Overall, it was a good location, but an average hotel with serious noise issues .\\n3                                                                                                                                                                                                                                                                                            A perfect hotel a perfect location perfect staff !\\n4                                                                                                                                                                                                                                                                                    The location is perfect to pier 39 and surrounding areas .\\n5                                                                                                                                                                                   My husband found this hotel on Trip Advisor and it ranked very high and we weren't disappointed at all as it is in a great location and a very nice hotel .\\n6                                                                                                                                                                                                                                                                                                              The hotel location was perfect .\\n7                                                                                                                                                                                     My husband and I stayed for two nights at the Tuscan Inn and enjoyed it's great location to Fisherman Wharf and proximity to San Francisco's streetcars .\\n8                                                                                                                                                                                                                                                                                       Perfect Location if you are Cruising from San Francisco\\n9                                                                                                                                    The location was perfect for perusing the shops at Fishermans Wharf, we had dinner at Nicks's Lighthouse ,  the food was fine but the rest rooms were in a horrendous state, which completely put us off .\\n10                                                                                                                                                                                                                                                                                                       What a great hotel terrific location !\\n11                                                                                                                                                                                                                                 Considering the rate $165 nite, and the location, 2 blocks from Fisherman's Warf, this is a terrific value .\\n12                                                                                                                                                                                                                                                                                                         Great location would stay here again\\n13                                                                                                                                                                                                                                                                       It is in an excellent location, which you need for such a short stay .\\n14                                                                                                                                                                                                                                                                 Overall a great hotel, awesome location, felt very safe everywhere we went .\\n15                                                                                                                                                                                                                                                                               We couldn't have been happier with the location and our room .\\n16                                                                                                                                                                                                                    Had a very good stay at the hotel,everything clean and modern,absolutely great location for all the tourist attractions .\\n17                                                                                                                                                                                                                                                                                        we were not there a lot, but the location was great .\\n18                                                                                                                                                                                                                                                                                                               Hotel is in perfect location .\\n19                                                                                                                                                                                                                                                                                                We enjoyed Tuscan Inn location and large room\\n20                                                                                                                                                                                                                                                                                                               Location could not be better .\\n21                                                                                                                                                                                                                                                 Also, the location is dull  nothing of real interest withing a couple of blocks all around .\\n22                                                                                                                                                                                                                                                                                                         Best location in Fisherman's Wharf .\\n23                                                                                                                                                                                                                                        Which is a pitty, because the location was wonderful, and two of the staff members were really nice .\\n24                                                                                                                                                                                                                                                             Phenominal Service, great room, great location ,  couldn't have asked for more .\\n25                                                                                                                                                                                                                                                                                                    Good location for most tourist sites, i .\\n26                                                                                                                                                                                                                                                                 Location in proximity to the Fisherman's Wharf was only 2 easy blocks away .\\n27                                                                                                                                                                                                                                                                                            nice hotel great location liked the little extras\\n28                 The location was PERFECT just a block and a half from fisherman's wharf and in walking distance to the pier with the sea lions, ghirardelli square,   and the start of the cable car tour on the hill, and also was a block and a half from the starbucks where the streetcar stops to take you to other parts of the city .\\n29                                                                                                                                                                                                                                                                                                         Good Location Small Rooms Some charm\\n30                                                                                                                                                                                                                                                                                                 We chose this hotel for its great location .\\n31                                                                                                                                                                                                                                                                A perfect location, can get loud outside, but overall would recommend hotel !\\n32                                                                                                                                                                                                                                                                                                                Really good location for me .\\n33                                                                                                                                                                                                                                 The location was amazing just a short walk from the cable car turn and all the main attractions at pier 39 .\\n34                                                                                                                                                                                                                                                                                                           A lovely hotel in a great location\\n35                                                                                                                                                                                                          The location was great, walk out the doors and forward 250 yards and you're on Pier39 and Fishermans Wharf right on the sea front .\\n36                                                                                                                                                                                                                                                                                                          A friendly hotel in a good location\\n37                                                                                                                                                                                                                                                                                      This hotel is in a good location on Fisherman's Wharf .\\n38                                                                                                                                                                                                  Everything about our stay at Best Western, Tuscan Inn was great, location to the wharf, cable cars and everything we wanted to see and do .\\n39                                                                                                                                                                                                                                        The location of Fisherman's Wharf area made me suspicious, as the area is very &quot touristy&quot  .\\n40                                                                                                                                                                             However, the Tuscan Inn has the best of all worlds,  great location, all the amenities, excellent staff, nice restaurant adjoining, and very reasonable prices .\\n41                                                                                                                                                                                                                                                              the tuscan inn has a good location, within easy walking distance to the wharf .\\n42                                                                                                                                                                                                                                                                 We loved the location, , easy walking distance to the wharf and cable cars .\\n43   00, however that being said if you are used to staying at true Kimpton hotels this will leave you wanting, but again location and price makes this a great hotel, the wine they serve is 2 buck chuck get there early if you want to partake, there were people everywhere waiting for the pourings, so we decided to skip out on this one\\n44                                                                                                                                                                                                                                                                                                           Great location service and value !\\n45                                                                                                                                                                                                                                                                This hotel was in a great location to the Wharf and other sites in the city .\\n46                                                                                                                                                                                                                                                                                                          perfect location comfortable room !\\n47                                                                                                                                                                                                                                                                              Perfect location, great italian resturant  , SUPER concierege .\\n48                                                                                                                                                                                                                                                                                 The location is excellent if you want to be near the wharf .\\n49                                                                                                                                                                                                                                                                               The location is good and the rooms are very pretty and clean .\\n50                                                                                                                                                                                                                                          So clean, quiet, excellent location, delicious coffee bar every morning, staff helpful   friendly .\\n51                                                                                                                                                                                                                                                                                                This hotel location could not be any better .\\n52                                                                                                                                                                                                                                                                                                       Perfect location to Fishermans Wharf .\\n53                                                                                                                                                                                                                                                                                                             Great location pretty good hotel\\n54                                                                                                                                                                                                                                                                                                      The location was really the best part .\\n55                                                                                                                                                                                                                                                                                                          Excellent Service ,  Great Location\\n56                                                                                                                                                                                                                                 I don't think you could do better for location, especuially if you're visiting the city for the first time .\\n57                                                                                                                                                                                                                                                                                                           Perfect Fisherman's Wharf Location\\n58                                                                                                                                                                                                                                                                                                    Perfect location near Fisherman's Wharf .\\n59                                                                                                                                                                                                                                                                  The Tuscan Inn has a great location to tourist sites within San Francisco .\\n60                                                                                                                                                                                                                                                                                     Good Location but what's with the Check in   out staff ?\\n61                                                                                                                                                                                                                                                                                 Excellent location, close to the wharf and cable car lines .\\n62                                                                                                                                                                                                                                                                                      Great location situated on the flat, no hill to climb !\\n63                                                                                                                                                                                                                                                           The location is perfect being so close to the Wharf and Pier 39 and the Powel St .\\n64                                                                                                                                                                                 The location of this hotel is great ,  close to Fisherman's Wharf, within walking distance of Ghiradelli Square, boats to Alcatraz and two cable car lines .\\n65                                                                                                                                                                                                           Although our weekend was during a storm, the close proximity to the piers and public transportation still made our location idea .\\n66                                                                                                                                                                          Location, wise, the hotel was perfect  it was within walking distance of the pier for Alcatraz and a two minute walk away from the tram as well as Lombard Street .\\n67                                                                                                                                                                                                           The staff are so friendly and the hotel is in a great location, just 2 blocks from Fisherman's Wharf , bus and cable car station .\\n68                                                                                                             It's a truely wonderful little hotel, with great people in a great location bus stop across the street, f car one block down and cable car one block up and west where you can buy a 7 day ticket for all 3 ,  who needs a car !\\n69                                                                                                                                                                                                                                            This hotel offers a lot ,  a great location, great staff, free wine tastings and morning coffee .\\n70                                                                                                                                                                                                                                                                                                   Again a nice quaint hotel perfect location\\n71                                                                                                                                                                                                       The rooms were large and comfortable and the location was fine if you don't mind a little walking to the Wharf and other attractions .\\n72                                                                                                                                                                                                        room was quiet, clean with good beds but very very smallnot a cheap hotelvalit parking was to much expencive but oke its the location\\n73                                                                                                                                                                                                                                                   Tuscon Inn was near the pier 39, which is a great location, checking in and out was easy .\\n74                                                                                                                                                                                                           I'd highly recommend the Tuscan Inn based on location, cheerfulness of staff, aesthetics in the room and general overall service .\\n75                                                                                                                                                                                     The hotel is in a fantastic location just a 5 minute walk from Fisherman's Wharf and no more then 10 minutes from the cable cars and other attractions .\\n76                                                                                                                                                                                                         Great location, the concierge guy was fantastic and there is a lovely restaurant attached to the hotel that does a great breakfast !\\n77                                                                                                                                                                                                                                                                                                  Excellent service great location good value\\n78                                                                                                                                                                                                                                                                                The location is great, only 2 blocks from Fisherman's Wharf .\\n79                                                                                                                                                                                                                                  It is in a great location, 5 minute walk to Fisherman 's Wharf promenade and 5 minute walk to a tram stop .\\n80                                                                                                                                                                                                                                                      The hotel was clean, in a good location and we would reccommend it to other travelors .\\n81                                                                                                                                                                                                                                                                                    The location is great, only a few blocks from the Wharf .\\n82                                                                                                                                                                                                                                                                                                 Lovely boutique hotel in convenient location\\n83                                                                                                                                                                                                                                               The location is fantastic ,  a 5 minute walk to the Wharf and close to bus and trolley stops .\\n84                                                                                                                                                                                                        The location is hard to beat with a Safeway, Trader Joe\\u0092s, Borders, World Market and the cable car all within a block of this hotel .\\n85                                                                                                                                                                                                                                                                                                             Helpful staff and great location\\n86                                                                                                                                                                                                                                                                                                     This hotel is in a convenient location .\\n87                                                                                                                                                                                                                                                                             This hotel was clean and in a excellent location to everything .\\n88                                                                                                                                                                                                                                                            A good location if you want to be walking distance to sights and transportation .\\n89                                                                                                        The location is great, I opted for a Fisherman's wharf stay for vacation having stayed near Union square on business in the past and I'm glad I did as it was easy walking distance to Chinatown and the touristy area of the wharf .\\n90                                                                                                                                            Location of the hotel was ideal to explore the know attractions, with just a 2 min walk to the wharf   ferries and the famous cable cars, which transported you to union square  lombard st etc .\\n91                                                                                                                                                   The location is ideal but the car park is really expensive, so if you are ending a trip here, take your hire car back after you have unloaded your luggage and get a taxi to the airport .\\n92                                                                                                                                                                                                                                                                                                        This hotel is in a perfect location .\\n93                                                                                                                                                                                                                                                                The Tuscan Inn was in a great location a few minutes from Fisherman's Wharf .\\n94                                                                                                                                                                                                     We have now stayed in three hotels in Fisherman's Wharf but the Tuscan Inn represents a good comprise of location, cost and facilities .\\n95                                                                                                                                                                     The location only 2 blocks from Fisherman's Wharf made it a perfect base for exploring the area, we were able to walk or take public transportation everywhere we went .\\n96                                                                                                                                                                                                                                                                                                         Great location to Fishermans Wharf .\\n97                                                                                                                                                                  My boyfriend's first response was &quot wow, this is a tiny room&quot , but it was what I was expecting considering the location and that this is only a 3, star property .\\n98                                                                                                                                                                                                                                                                                             Location ,  This is the best part of the hotel .\\n99                                                                                                                                                                                                                                                       The hotel is also very noisy but I guess this is inevitable considering the location .\\n100                                                                                                                                                                                                                                                                             If you want to be near Fishermans Wharf the location is great .\\n101                                                                                                                                                                                                                                                                                                 The location for tourists can not be beat .\\n102                                                                                                                                                                                                                                                                                   Collect the same rate as for Fisherman's Wharf location .\\n103                                                                                                                                                                                                                       First, it is in a fantastic location ,  blocks from Fisherman's Wharf and within walking distance to so many things !\\n104                                                                                                                                                                                                                                                                       The location is great, the hotel is very clean and nicely decorated .\\n105                                                                                                                                                                                                                                                          all the staff we encountered were super friendly and the hotel location is great .\\n106                                                                                                                                                                                                                                       Fantastic choice, 10 days at the Tuscan, location is wonderful only a couple of blocks from pier 39 .\\n107                                                                                                                                                                                                                                                                                                             Perfect Location and Lovely Inn\\n108                                                                                                                                                                                                                               The location is perfect ,  two blocks from Fisherman's Wharf and only a block to the street car and trolley .\\n109                                                                                                                                                                                              Tuscan Inn has it all, exellant location,very close to public transport, very clean, impeccable, friendly service and a supermarket opposite .\\n110                                                                                                                                                                                                                                           We read reviews on many hotels looking for above average accomodations in a convenient location .\\n111                                                                                                                                                                                                                                                                                                 Great hotel, nice location for everything !\\n112                                                                                                                                                                                                                                                                                  Excellent location friendly staff clean and pleasant rooms\\n113                                                                                                                                                                                  The location was excellent ,  near the waterfront, the aquarium, Pier 39, Giradelli Square etc and very easy walk to cable cars, trolleys and bus routes .\\n114                                                                                                                                                                                                                                                                              The Tuscin Inn is a great hotel depending your room location .\\n115                                                                                                                                                                                                                                                             Location is everything at this site  everything you need is right in the area .\\n116                                                                                                                                                                                                                                                                                                             Loved this hotel and location !\\n117                                                                                                                                                                                                                                                                                                          Loved the location of this hotel !\\n118                                                                                                                                                                                                                                                            Location was also near Pier 39  , Ghiradelli's chocolate factory, and Alcatraz .\\n119                                                                                                                                                                                                                                                                                            Great location, near lots of stuff to walk too .\\n120                                                                                                                                                                                                                                                                                                           A great hotel in a great location\\n121                                                                                                                                                                    we found a friendly staff through out the hotel great location,rooms were small but as pointed out to me all land is prime in the area and all places have small rooms .\\n122                                                                                                                                                                                                  Location was nice for getting all around the city  we mostly walked from place to place, even to and from downtown along the Embarcadero .\\n123                                                                                                                                                                                                                                                         Good location a few blocks from Fisherman's Wharf, if that's where you want to be .\\n124                                                                                                                                                                                                                                        We were very pleased with the hotel's location right in the heart of Fisherman's Wharf North Beach .\\n125                                                                                                                                                                                                                                                The location was also right next to Fisherman's Wharf and a 3 minute walk to the cable car .\\n126                                                                                                                                                                               I stayed at the Best Western Tuscan Inn at fishermans wharf last year, and when i booked the room I was just glad that i got a room at a good location in S .\\n127                                                                                                                                                                                                                                                                                                The hotel has the perfect location for a S .\\n128                                                                                                                                                                                              The location  the rooms  the staff  the concierge  the Managers nightly wine reception    everything about this hotel made our holiday MAGIC .\\n129                                                                                                                                                                                                                Highly recommend, great location, clean, quiet, friendly, nicely decorated, happy hour 5p, 6p, just tea coffee avail in am .\\n130                                                                                                                                                                                          The Tuscan Inn at Fisherman's Wharf in San Francisco is in such a great location for tourism, I'm surprised there isn't a much larger hotel here .\\n131                                                                                                                                                                                                                                                                                        We were very happy with the location of this hotel .\\n132                                                                                                                                                                                             Location wise, it is very centralized, walkable distance to the fisherman's wharf as well as the cable cars at both Hyde and Powell Streets   .\\n133                                                                                                                                                                                                                                                     The hotel is very central to everything and I would stay there again for its location .\\n134                                                                                                                                                                                                                                                              Rooms were pretty standard   ,  but it's the location which sells this place .\\n135                                                                                                                                                                                                                                                                                               A nice comfortable hotel in a good location .\\n136                                                                                                                                                                                                                             This hotel is in the perfect location whether you are focusing your sightseeing at the Wharf or all over town .\\n137                                                                                                                                                                                                                                                                         The hotel itself is in a perfect location for all the attractions .\\n138                                                                                                                                                                                                               Excellent location, very close to the Fisherman's Wharf   that made it very convenient to do the &quot tourist&quot  things .\\n139                                                                                                                                                                                                                                                                                The first thing I have to comment on is the great location .\\n140                      This was my 9th trip to San Francisco but unlike prior trips I was with my in, laws and had different criteria for the trip, they wanted to be close to all the Fisherman\\u0092s Wharf action and walking distance to the main tourist attractions, this hotel was ideal and the best value we could find in the location .\\n141                                                                                                                                                                                                                        very good hotel ,  great location, concierge extremely helpful, decor is nice and the maid service was excellent   .\\n142                                                                                                                                                                                                The location is great, 2 blocks from FW and 5, 6 blocks from really good italian food in North Beach and Chinatown is in that area as well .\\n143                                                                                                                                                                                                                                             We loved the location as it was convenient to everything and a short walk to many attractions .\\n144                                                                                                                                                                                                                                                                                        Good location   avoid restaurant would not recommend\\n145                                                                                The travel agent booked this hotel and this was the only hotel out of 10 that I did not book myself although hotel sounded ok This was part of the deal for the airfares  Location is excellent , Rooms Ok Staff variable some very helpful others not so  .\\n146                                                                                                                                                                                                                                                                  The Tuscan Inn is markedly less expensive, and the location is identical .\\n147                                                                                                                                                                                                                                     It's a Best Western ,  so it's not luxery, but it's a nice hotel in a great location at a great price .\\n148                                                                                                                                                                                                                                                                                       Great hotel in a great location for Fisherman's Wharf\\n149                                                                                                                                                                                                                                                                                                      Great Location ,  Hotel room good also\\n150                                                                                                                                                                                                                                                                                                Overall an average hotel in a great location\\n151                                                                                                                                                                                                                                                        The location was great as we were within walking distance to just about everything .\\n152                                                                                                                                                                                                                                                              Excellent location 2 blocks from Fishermans Wharf and 1 block from cable car .\\n153                                                                                                                                                                                                                                         A good hotel in a good location for all the tourist attractions if you're walking, taxi or by bus .\\n154                                                                                                                                                                     A masseur was giving guests a massage at the same location, not sure if there was a charge involved for that service, as there was no information about that anywhere .\\n155                                                                                                                                                                                                                                                                              The location is within walking distance of fisherman\\u0092s wharf .\\n156                                                                                                                                                                         We were very suprised when we got there ,  the location was great, just set back enough to miss the noise of the warf but within a stones throw of all the action .\\n157                                                                                                                                                                                                                                            The Tuscan Inn is in a great location in Fishermen's Wharf and our boys really enjoyed Pier 39 .\\n158                                                                                                                                                                                                                                                                                           Great location clean rooms we enjoyed our visit .\\n159                                                                                             We were a little disappointed with the location of this hotel as although it is close to Fisherman's Wharf   Pier 39, it wasn't very busy in the nearby streets so we didn't feel like lingering in the restaurants before returning at night .\\n160                                                                                                                                                                                                                                                                      The location is excellent for access to the cable cars and the wharf .\\n161                                                                                                                                                                                                                                                                                                Great location for San Francisco sightseeing\\n162                                                                                                                                                                                                                                                     The location of this hotel is great if you are there to enjoy the tourist stuff of SF .\\n163                                                                                                                                                                                                                                                                                                  Great Location For Exploring San Francisco\\n164                                                                                                                                                                                                                                                                                               The location is perfect to explore the city .\\n165                                                                                                                                                                                                                            The location is great, the staff very friendly and helpful, and the room was neat and clean though a bit small .\\n166                                                                                                                                                     We booked this by checking other travellers comments on Trip Advisor and were pleased with the helpfulness of the staff, the location and overall cleanliness and comfort of our room .\\n167                                                                                                                                                                                                                                     The location of the hotel was within easy walking distance of Fisherman's Wharf and Ghiardelli Square .\\n168                                                                                                                                                                                                                            Nevertheless, I did like this hotel,  the rooms, location, and most of the service and I would stay here again .\\n169                                                                                                                                                                                            The location is fabulous for getting around the Fisherman's Wharf and the concierge, Hugo and Cliff, are fantastic and full of wonderful ideas .\\n170                                                                                                                                                                                                                                                                       Great location, if you are doing north and east San Francisco stuff .\\n171                                                                                                                                                                                                                                                                                      It's in a good location by Fisherman's Wharf Pier 39 .\\n172                                                                                                                                                                                                                                The location is great and accessible to all parts of the city by bus, cable car or the &quot F&quot  train .\\n173                                                                                                                                                                                                                                                                                                        Great location in Fishermans Wharf .\\n174                                                                                                              This hotel can trade on its location which, although a rather ugly and unappealing area full of tacky tourist shops, predictable chain restaurants and large number of tour groups, is an excellent base to explore the city .\\n175                                                                                                                                                                                                                                                                   The Best Western Tuscan Inn is at the perfect location in San Francisco .\\n176                                                                                                                                                                                                         The location was excellent for the Whalf attractions including cruises and Tram bus tours and for the cable car into Union square .\\n177                                                                                                                                                                                                                                                                                                Really good location for Fisherman's Wharf .\\n178                                                                                                                                                                                                                                                                                                     Great Location but not great experiance\\n179                                                                                                                                                                                                      The Tuscan Inn is in a great location if you want to do the touristy things around Fisherman's Wharf but don't expect anything grand .\\n180                                                                                                                                                                                                                                                              The hotel is in a great location, Close to Fishermans wharf, Cable cars, ect .\\n181                                                                                                                                                                                                                                                                                               Clean,friendly,and the location was perfect .\\n182                                                                                                                                                                                                                                                                                         Perfect location on the edge of Fisherman's Wharf .\\n183                                                                                                                                                                                                              We especially enjoyed eating at Cesar\\u0092s on Bay Street, which is an Italian restaurant at the same location for over 50 years .\\n184                                                                                                                                                                                                                                                                                                Great location thought I had seen everything\\n185                                                                                                                                                                                                                                                                                               The best part of the hotel was its location .\\n186                                                                                                                                                                                                                                           Exellent location for Pier39, Fishermans wharf and trams etc, with a large Safeway a block away .\\n187                                                                                                                                                                                                                                                                                                  Excellent location near Fishermans Wharf .\\n188                                                                                                                                                         But if I could get a deal like this on the same hotel, I'd go back every year as we attend the same event every year, and the location and facilities were exactly what we needed .\\n189                                                                                                                                                                                                                                          Location is very convenient to Fisherman's Wharf, North Beach, Russian Hill, and the Embarcadero .\\n190                                                                                                                                                                                                                                                  We were both delighted with the friendly staff, clean rooms and very convenient location .\\n191                                                                                                                                                                                                                                                                  Location is excellent, walking distance to Fisherman Wharf and Chinatown .\\n192                                                                                                                                                                                                                                             Visited 23 to 26 Sep ,  4 nightsGreat location within walking distance of Fisherman's Wharf   .\\n193                                                                                                                                                                                                                                                           We'd stay at the hotel again since the location, facilities and price were good .\\n194                                                                                                                                                                              the location is great for pier 39 and alcatraz  remember to pre book if you want to go onto the rock as when we went it was completely booked up for 5 days  !\\n195                                                                                                                                                                                                                                                                                  location, friendly staff, beautiful rooms and comfy beds .\\n196                                                                                                                                                                                                                                                                        Overall, though, a great location if you want to be near the Wharf .\\n197                                                                                                                                                                                                                                 Would definately recommend this hotal as the location is perfect , only afew blocks from Fishermans Wharf .\\n198                                                                                                                                                                                                                                                 Great location near Fisherman's Wharf and a great price for a suite albeit not a huge one !\\n199                                                                                                                                                                                                                                                                             The Fisherman's Wharf location is a bit over the top touristy .\\n200                                                                                                                                                                                                                                                                                                           not to mention perfect location !\\n201                                                                                                                                                                                                                                                                                                              So, the location was awesome .\\n202                                                                                                                                                                                                                                                                               If you want to stay near the Wharf this is a good location  .\\n203                                                                                                    The location is great since it is only a couple blocks to Fisherman's Wharf, the ferry for Alcatraz, Pier 39, Ghiradelli Square, cable cars, bus stops, and there is a small shopping center across the street with grocery store, etc .\\n204                                                                                                                                                                                                                                    If you're traveling to SF for the first time and have kids with you I think this is a perfect location .\\n205                                                                                                                                                                                           The BW Tuscan Inn is a very charming hotel with an excellent location if you want to be within a 5 minute walk to Fisherman's wharf and Pier 39 .\\n206                                                                                                                                                                                                                                                                                      The Tuscan Inn was perfect for us as far as location .\\n207                                                                                                                                                                                                                                                                            The location was good if you want to be near Fisherman's Wharf .\\n208                                                                                                                                                                                                                                                                                                           Great location service and beer .\\n209                                                                                                                                                                                                                                                                               Probably the best feature of the Tuscan Inn is its location .\\n210                                                                                                                                                         We stayed at the Tuscan Inn for 3 nights at the end of May, the hotel has a great location within walking distance to the waterfront, including attractions and great restaurants .\\n211                                                                                                                                                                                                                     Our travel agent, Terri, suggested this place and said it had a great location and cozier feel than some other hotels .\\n212                                                                                                                                                                                                                          The hotel is in the perfect location for Fishermans Wharf and the best activity in San Francisco BIKE THE BRIDGE .\\n213                                                                                                                                                                                                                                                                                                    The location of the hotel is very good .\\n214                                                                                                                                                                                                                          Ask to see a few rooms before you check in, because the room size and location can vary between floors and sides .\\n215                                                                         All in all, the location was perfect ,  a short walk to the cable cars or bus lines, a Safeway grocery and Walgreens drugs is across the street in a parking garage, type mall, and there are small places to eat breakfast nearby plus an IHOP a few blocks over .\\n216                                                                                                                                                                                                                                                                                         good location but ask for a room away from the road\\n217                                                                                                                                                                                                                                 good location, close to fishermans wharf, pier 39, ghiradaelli square and cable car stops to union square .\\n218                                                                                                                                                                                                                                                                                                  And the location is perfect for tourists .\\n219                                                                                                            Although there is no pool or fitness facility at location, as others have mentioned, passes are available at the front desk for $9 day for the 24 hour facility right across the street that has both gym equipment and a pool .\\n220                                                                                                                                                                                                                                                                                                               8 10Location 11 10Amenities :\\n221                                                                                                                                                                                                                                                                     I continue to find BW's in unique places with good property locations .\\n222                                                                                                                                                                                                                                                                                                Can't beat location, Mason and North Point .\\n223                                                                                                                                                                                                                                                           The location is mere walking distance to the wharf, cable car, and so much more .\\n224                                                                                                                                                      The Tuscan Inn is in a great location, 2 blocks from the wharf, a block from the cable car, a block from the F, Line, opposite a Safeway, and next door to a nice Italian restaurant .\\n225                                                                                                                                                                                   It has everthing you need to have a great time in a great city,  location, good service, great food  , comfortable rooms and a complimentary happy hour .\\n226                                                                                                                                                                                                                                                       Location is also great, with a couple of supermarkets within a block from the hotel .\\n227                                                                                                                                                                                                                                                                                                  Good hotel great location friendly staff .\\n228                                                                                                                                                                                                                                                   We found the location for few days stopover to be perfect for the top sightseeing musts .\\n229                                                                                                                                                                                                                                                                     All in all a nice little hotel in a good location in Fishermans Wharf .\\n230                                                                                                                                                                                                                                                                                                             Great Hotel in a Great Location\\n231                                                                                                                                        The location of the hotel is excellent ,  only a few minutes walk from the cable car terminal and adjoined by a large Barnes and Noble bookstore with Starbucks for whiling away any spare moments !\\n232                                                                                                                                The room had a few annoying decorative items , ,  like a four, foot long round pillow carefully placed at the same location on the bed by the maid every day , ,  that seemed spawned by a marketing maven .\\n233                                                                                                                                                                                                                              Other than the small room, the location was great and very close to all the attractions of Fisherman's Wharf .\\n234                                                                                                                                                                                                                                                                                                       Perfect Location Priced A Little High\\n235                                                                                                                                                                                                                                                                             The location is terrific ,  two blocks from Fisherman's Wharf .\\n236                                                                                                                                                                                                                                                                     It is a 2 block walk to the wharf and the location is very convenient .\\n237                                                                                                                                                                                                                                   While the rooms were lovely for that price they were extremely small, but the location was just perfect .\\n238                                                                                                                                                                                                                        Location is fantastic , ,  2, 1 2 blocks from Fisherman's Wharf, 4 blocks to Pier 39, 1, 1 2 blocks to the trolley .\\n239                                                                                                                                                                                                                                                                       The location was perfect, we could go anywhere and still feel close .\\n240                                                                                                                                              It is in a great location, the staff is always alert and courteous, the rooms are clean, the morning coffee and biscotti are a nice touch, the happy hour is a PLUS, and the price is right  !\\n241                                                                                                                                                                                                                             I planned a weekend getaway and thought because of the location and Hotel chain we would receive good service .\\n242                                                                                                                                                                                               If you get a cheap rate here, have low expectations and are sound sleepers, then this is good for location to Fisherman's Wharf attractions .\\n243                                                                                                                                                                                                                                                                                               Nice, medium sized hotel in a good location .\\n244                                                                                                                                                                                                                                     This hotel is in a great location in terms of a walking distance to key Fisherman's Wharf attractions .\\n245                                                                                                                                                                                                          The location is excellent right in the centre of fishermans wharf, a few minutes walk to all the major attractions and cable car .\\n246                                                                                                                                       The staff at check, in were nice enough, but unfortunately the concierge was not very helpful, giving us wrong information about our car hire location causing us to get 2 cab rides instead of one .\\n247                                                                                                                                                                                                                                                                                                         Good value hotel for the location .\\n248                                                                                                                                                                       The location of the hotel was fantastic it takes a couple of minutes to walk to pier 39 and is right next to the tram stop to take you into the main shopping areas .\\n249                                                                                                                                                                                                                                                     We would recommend this location for anyone who wanted to be close to all attractions .\\n250                                                                                                                                                                                                                                                                          The location was great, just a few blocks from Fisherman's Wharf .\\n251                                                                                                                                                                                                                                                                                                             Again, the location was great !\\n252                                                                                                                                                                                                                                                  The hotel is in a great location  you can walk to anything in the Fisherman\\u0092s Wharf area .\\n253                                                                                                                                                                                                                                                                 We enjoyed our comfortable, clean room, as well as the excellent location .\\n254                                                                                                                                                                                                                                          The location was a nice surprise as the cable cars are around the corner, buses available easily .\\n255                                                                                                                                                                                                                                                                                       A wonderful property in a super convenient location .\\n256                                                                                                                                                                                                                          I highly recommend this property to anyone looking for a comfortable stay in a quality hotel in a great location .\\n257                                                                                                                                                                                                                                                                       Very clean room, great location, wonderful service and dog friendly .\\n258                                                                                                                                                                                                                                                                                                      The location could not be any better .\\n259                                                                                                                                                   The room was very well appointed with quality furnishings and it was decorated in a classy and individual style, not what you normally expect from a chain hotel in a touristy location .\\n260                                                                                                                           Great room, friendly staff, superb location ,  just a couple of blocks away from the hustle and bustle of Fisherman's Wharf and 2 minutes from the cable car turnaround that takes you straight to Union Square .\\n261                                                                                                                                                                                                                                                                    The locationof the Tuscan Inn is the best, right on Fishermans Wharf   .\\n262                                                                                                                                                                                                                                                                                                              You cannot beat the location !\\n263                                                                                                                                                                                                                                                            The location is good here, but that is all the good I can say about this place .\\n264                                                                                                                                                                                                                                           The location is fantastic ,  just a few blocks from Fisherman's Wharf, and everything is nearby .\\n265                                                                                                                                                                                  From the hotel we walked to Fisherman's Wharf, Pier 30, The Cannery, Ghirardelli Square, Coit Tower, Lombard Street, Chinatown, and many other locations .\\n266                                                                                                                                                                                                                                                                                                      The only good hting was the location .\\n267                                                                                                                                                                                                                                                           Got to hotel, disappointed in the incredibly small rooms, but location is great .\\n268                                                                                                                                                                                                                                                                                                             PROSThe location is wonderful .\\n269                                                                                                                                                                                                                                                                             Overall though, the location was great and the hotel was nice .\\n270                                                                                                                                                                                                                              It is in a great location, the rooms are clean and comfortable and the managers wine hour is a welcome bonus .\\n271                                                                                                                                                                                                                                                                                           You also can't beat the Tuscan Inn for location .\\n272                                                                                                                                                                                                                                                                                                        Great location at a reasonable price\\n273                                                                                                                                                                                                                                                                                                              The hotel location was great .\\n274                                                                                                                                                      The location is great, if your an active person you can walk everywhere from this hotel, in fact we took a long run up the shore , , crissy field and accross the golden gate bridge .\\n275                                                                                                                                                                                                                                    We plan on visiting the city often, and we plan on staying at this location for the foreseeable future .\\n276                                                                                                                                                                                                                                                                            The rooms and building are quite nice ,  location is excellent .\\n277                                                                                                                                                                                                                                                                                                        great location and reasonably priced\\n278                                                                                                                                                                                                                                                                                   The location is perfect for walking to most attractions .\\n279                                                                                                                                                                                                                                                                                          Big, clean comfortable room and a great location .\\n280                                                                                                                                                                                                                                                                                          great rooms fantastic location and great service !\\n281                                                                                                                                                                                                                                                                            The best feature of this hotel is location, location, location .\\n282                                                                                                                                                                                                                                                                                    Great Hotel and brilliant location near Fishermans Wharf\\n283                                                                                                                                                                                                                                                                 The staff were helpful, it was in a great location, and was very charming .\\n284                                                                                                                                                                                                                                                                           We would probably stay here again, as the location is also good .\\n285                                                                                                                                                                                                                                                                    Great hotel, great staff, great location not any problems what so ever .\\n286                                                                                                                                                                                                                                                     You can't beat the location with a stick, but the &quot suite&quot  was awfully small .\\n287                                                                                                                                                                                                                                                                                     the staff was very friendly and the location is great .\\n288                                                                                                                                                              The location is 1st class , a few minutes from the Wharf and all its attractions , and close to a Safeways Supermarket   and handily placed for buses , trams and cable cars .\\n289                                                                                                                                                                                                                The location is perfect for the first, time visitor and Fisherman's Wharf has a lot of nice things to do and places to eat .\\n290                                                                                                                                                                                                                                                                 The best thing was the location, close walk to the wharf and other places .\\n291                                                                                                                                                                                                                                                                             Location is perfect for Fisherman's Wharf and adjoining areas .\\n292                                                                                                                                                                                                                                     The room was a good size and the location, being just a couple of blocks from the Wharf was excellent .\\n293                                                                                                                                                                                                                  It is very convenient to Fisherman's Wharf and you can easily get to any other locations in the city via the Muni system .\\n294                                                                                                                                                                                                                                                                                                        Great location,close to everything .\\n295                                                                                                                                                                                                                                             Hotel is nice and clean, in a very convenient location, and the staff is friendly and helpful .\\n296                                                                                                                                                                                                                                                            Great location for Fisherman's Wharf and a hotel with a homely, personal touch .\\n297                                                                                                                                                                                                                                                                                                       Lovely hotel and excellent location .\\n298                                                                                                                                                                                                                                                                                       Overall though a top hotel in an excellent location .\\n299                                                                                                                                                                                 We thought the location was excellent, , attractions in San Francisco are not all in one spot, so no hotel will be adjacent to everything you want to see .\\n300                                                                                                                                                                                                  Nice hotel close to the action  however, I did not like the location ,  while it was close to the Wharf, the area of the hotel was seedy .\\n301                                                                                                                                                                                                                                                                       The location could NOT be better ,  we were 2 blocks from the Wharf !\\n302                                                                                                                                                                                                                                                                         Hotel could not have been in a better location , ,  can't be beat !\\n303                                                                                                                                                                                                                                                                                        Courteous, responsive service and a great location !\\n304                                                                                                                                                                                                                                                                          The location was excellent,  so close to all the touristy things .\\n305                                                                                                                                                                                                                   The service was good, the wine service each evening was very nice   next to the fireplace, and the location was awesome !\\n306                                                                                                                                                                                                                                                                           Comfortable hotel in very good location for ferries and Pier 39 .\\n307                                                                                                                                                                                                                                                               Yes, the rooms were small for the money paid but the location was wonderful .\\n308                                                                                OK hotel,very small and tight room, nice lobby and good location if you want to be by all the tourists that get drawn to the wharf, the best part of the hotel,  the restaurant downstairs on the corner, a little pricey but good breakfeasts and dinners .\\n309                                                                                                                                                                                                                                                         if you want to be more center city, check out other locations in a different area .\\n310                                                                                                                                                                                                                      The staff was friendly and helpful, the beds were comfortable, the rooms were clean, and the location was convenient .\\n311                                                                                                                                                                                                                                                                          The location was perfect for a walk to the wharf and North Beach .\\n312                                                                                                                                                                                                                          A superb location, reasonable price, easy access to all the main sights and transit lines to get around the city .\\n313                                                                                                                                                                                                                                                                                                             Friendly Staff Great Location !\\n314                                                                                                                                                                                                                              Location is great, very close to the wharf, easy walk to pier 39, less than a block's walk to the Cable Cars .\\n315                                                                                                                                                                                                                                                                The location of the hotel provides easy walks to numerous area attractions .\\n316                                                                                                                                                                                                                                                             The location is perfect, right near the Wharf and lots of restaraunts   shops .\\n317                                                                                                                                                                                                                                                                                        All in all, a fantastic hotel and a great location .\\n318                                                                                                                                                                                                                                    We loved the location and were able to walk to take a trolley to all of our desired local destinations .\\n319                                                                                                                                                                                                                                                                                                            Great location nice atmosphere !\\n320                                                                                                                                                                                                                                      The location is terrific,  away from the city hassle but within walking distance to many attractions .\\n321                                                                                                                                                                                                                                                                      It was smaller than we were used to, but the location made up for it .\\n322                                                                                                                                                                                                                                                                                           In addition, it is location, location, location .\\n323                                                                                                                                                                                                                                                                                                      That said, the location is marvelous .\\n324                                                                                                                                                                                                                                                                     If you are looking for a great location, I would recommend this hotel .\\n325                                                                                                                                                                                                                                                                                                            Great Place Even better location\\n326                                                                                                                                                                                                                                                                         It was a very convenient location to Pier 39 and the trolley cars .\\n327                                                                                                                                                                                                                                                                                                 Value location and  they remember your name\\n328                                                                                                                                                                                                                It's location is fantastic if you want to get to the Ballpark, to the cable car, on and off the freeway, to the wharf, etc .\\n329                                                                                                                                                                                                                                                                                                        Decent suite OK price great location\",\n          \"                                                                                                                                                                                                                                                                                                                Great location for tube and we crammed in a fair amount of sightseeing in a short time .\\n0                                                                                                                                                                                                                                                                All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n1                                                                                                                                                                                                                                                                                                                                                                        Great Price Terrific Location .\\n2                                                                                                                                                                                                                                                                                                                                                                 The location is absolutely wonderful .\\n3                                                                                                                                                                                                                                                                                                                         Our main focus before booking was looking for a low price with good location .\\n4                                                                                                                                                                                                                                                                                                                                                                Very Good Value ,  Excellent Location .\\n5                                                                                                                                                                                                                                                                                                                               The location is ideal for travel all over the city via the Underground .\\n6                                                                                                                                                                                                                                                                                                                                                                    Excellent hotel in prime location .\\n7                                                                                                                                                                                                                                                                                                                                                 Good Location Horrible Service Disgusting Procedures .\\n8                                                                                                                                                                                                                                                                                               First and foremost, the good, yes it has good location, a block away from Gloucester Road Tube Station .\\n9                                                                                                                                                                                                                                                                                                                      The convenient location and competitive rates finally sold us on a repeat visit .\\n10                                                                                                                                                                                                                                                                             The location of this hotel is it's best feature ,  two blocks from the tube on lines that run to most major attractions .\\n11                                                                                                                                                                                                                                                                                                                The saving grace of this hotel, is the friendly staff and its location in Kensington .\\n12                                                                                                                                                                                                                                                                                                                                      The positives were the location, a block from the Gloucster Rd .\\n13                                                                                                                                                                                                                                                       The public areas are fine if bland, the rooms comfortable if slightly cramped, the location good for tube and bus but just a little 'distant' .\\n14                                                                                                                                                                                                                                                                                                                                                                    Its saving grace is its location .\\n15                                                                                                                                                                                                                                                                                                          The location is excellent ,  near to the Tube and walking distance of a lot of attractions .\\n16                                                                                                                                                                                                                                                                                                                                        Turned out to be this excellent property in a prime location .\\n17                                                                                                                                                                                                                                                                                   Location could not have been better with the Gloucester Road tube station just a few minutes' walk from the hotel .\\n18                                                                                                                                                                                                                                                                                              Bottom line is that I would definitely return to this property for its comfort and convenient location .\\n19                                                                                                                                                                                                                                                                                                                                                             Great Location clean good place to stay !\\n20                                                                                                                                                                                                                                                                Overall, I would recommend this hotel to friends, and would probably stay here again, because it was such a great location and clean .\\n21                                                                                                                                                                                                                   Even better is the hotel's location ,  literally a two, minute walk around the corner and you're at the Gloucester Road Tube Station and a host of small shops, pubs and eateries .\\n22                                                                                                                                                                                                                                                                                                                                                          Great stay friendly service great location .\\n23                                                                                                                                                                                                                                                                                                                   I would say this is a better than standard HI and the location just can't be beat .\\n24                                                                                                                                                                                                                                                                                                                                        I am giving a 'very good' based on staff, rates,and location .\\n25                                                                                                                                                                                                                                                                                                                                                     We liked the location and decided to stay again .\\n26                                                                                                                                                                                                                                                                                                                                   The location close to a tube station and a grocery store is ideal .\\n27                                                                                                                                                                                                                                                                                                                                                                    average hotel in a good location .\\n28                                                                                                                                                                                                                                                                                                                                                                    This hotel is in a good location .\\n29                                                                                                                                                                                                                                                                                        If you want a reasonably priced place to stay in London in a convenient location, then this is a good choice !\\n30                                                                                                                                                                                                                                                                                                                                      Excellent Hotel Excellent location Would definately stay again !\\n31                                                                                                                                                                                                                          In London its often hard to find good location and good customer service in the same place ,  The Holiday Inn Kensington Forum did that for me and I couldn't ask for more .\\n32                                                                                                                                                                                          It's rated 4, stars, but I also stayed at an equivalently rated Marriott while in London, and a 3, star Holiday Inn Express in Scotland, and the service and rooms were much better at the other locations .\\n33                                                                                                                                                                                                                                                                                                                                                                    great hotel in a lovely location .\\n34                                                                                                                                                                                                                                                                             Excellent location next to Gloucester Road tube station that has 3 train lines making getting around London really easy .\\n35                                                                                                                                                                                                                                                                                                                                                  Good location one excellent concierge but problems .\\n36                                                                                                                                                                                                                                                                                                                                                            The location of the hotel is really good .\\n37                                                                                                                                                                                                                                                                                                                                                                      Great Location for Sightseeing .\\n38                                                                                                                                                                                                                                                                                                                                                                Efficient hotel with a good location .\\n39                                                                                                                                                                                                                                                                                        The location is a block away from the underground station on the Picadilly Line direct from Heathrow Airport .\\n40                                                                                                                                                                                                                                                                                                                                                                   Excellent Hotel ,  Great Location .\\n41                                                                                                                                                                                                                                                                                                                                                                 Good Location New Room Bad Service  .\\n42                                                                                                                                                                                                                                                     The hotel was a great location just 1 block from Tube, Grocery Stores, Pharmacy and 2 blocks from Natural History and Victoria   Albert Museums .\\n43                                                                                                                                                                                                                                                                                                                                            Convenient location not 4, star room and services but OK .\\n44                                                                                                                                                                                                                                                                                                                                                    Great location but definitely NOT a 4 star hotel .\\n45                                                                                                                                                                                                                                                                                        LOCATION ,  this hotel is located around the block from the Gloucester tube station   and a few ATM machines .\\n46                                                                                                                                                                                                                                                                                                                                                              Great location but is it really 4 star ?\\n47                                                                                                                                                                                                                                                                                                                              ,  Great location  ,  Very good selection of food for breakfast buffet .\\n48                                                                                                                                                                                                                                                                                                                         The location was only a five minute walk from the Gloucester Road Tube stop .\\n49                                                                                                                                                                                                                                                           Great location, near Gloucester Road tube station, handy cluster of cafes, shops, couple of pubs, plus supermarket in the station complex .\\n50                                                                                                                                                                                                                                                                                                                                             For the price and location, this was a very great hotel .\\n51                                                                                                                                                                                                                                                                                                                                                                 Good location clean and comfortable .\\n52                                                                                                                                                                                                                                                                                                                                                    Great location but not sure it's worth the money .\\n53                                                                                                                                                                                                                                                                                                                   What you are really paying for at this hotel is location and in hotel restaurants .\\n54                                                                                                                                                                                                                                                                                                                                                 Fantastic location very close to the tube and buses .\\n55                                                                                                                                                                                                                                                                                                                                                   It was a pretty good value and in a good location .\\n56                                                                                                                                                                                                                                                                   We wanted something more spacious, but this hotel had extremely convenient location and good reviews, so we decided to stay there .\\n57                                                                                                                                                                                                                                                   The positives, great location, just a few minutes from a tube station which makes touring easy and with a travelcard taking midday breaks is easy .\\n58                                                                                                                                                                                                                                                                                                                                    Apart from the location, the hotel was really not up to standard .\\n59                                                                                                                                                                                                                                                                                       It is a great location, the rooms are a bit basic, but clean and we actually got a pretty good view this time .\\n60                                                                                                                                                                                                                                                                                                                                                                   excellent location friendly staff .\\n61                                                                                                                                                                                                                       went for a city break with the family hotel good location harrods 20 mins walk,royal albert hall 10 mins,and under ground around the corner,plenty to see and do around hotel .\\n62                                                                                                                                                                                                                                                                                       One good aspect of this hotel was the location, it is about 2 blocks to the tube station, shopping and eating .\\n63                                                                                                                                                                                                                                                                     Not too easy to find rooms for more than two people in London unless you compromise on a few things, such as cost, location etc .\\n64                                                                                                                                                                                                                                                                                                                       Location is not very good since one has to travel by tube to shop or sightsee .\\n65                                                                                                                                                                                                                                                                                                                                     The location to the Gloucester Road tube station was very handy .\\n66                                                                                                                                                                                                                                                                                                                                                                   We chose it due to its location i .\\n67                                                                                                                                                                                                                                                                                                                                                             Great location for first time traveller .\\n68                                                                                                                                                                                                                                                      When I approached one stewardess, she assured me that her airline used Holiday Inn Kensington Forum on a regular basis because of its location .\\n69                                                                                                                                                                                                                                                                                                                           Hotel was super average nothing great about it at all except the location .\\n70                                                                                                                                                                                                                                                                                    Since everyone starts with the good that I agree with ,  great location, very clean, I'll state the not, so good .\\n71                                                                                                                                                                                                                                                                                                                                              One of the best features of this hotel is the LOCATION .\\n72                                                                                                                                                                                                                                                                                                                         The hotel's location is perfect for sightseeing and shopping   and the Tube .\\n73                                                                                                                                                                                                                                                                                                                                                                      Location great but hotel dated .\\n74                                                                                                                                                                                                                                                                                                                       Tower block hotel in fantastic location near good shops, bars and restaurants .\\n75                                                                                                                                                                                                                       The positives about the place are the views from the windows if you have an upper floor room, and the location next to Gloucester Road tube station and a small shopping area .\\n76                                                                                                                                                                                                                                                                        For a little extra money, the soon to be Crowne Plaza over the road offers far better service yet with the same great location\\n77                                                                                                                                                                                                                                                                                                                                                   Nice hotel with great location for transportation .\\n78                                                                                                                                                                                                                                                                                      We've stayed at this hotel before and it's always been a great choice for it's location, cleanliness and staff .\\n79                                                                                                                                                                                                                                                                                                                           very good location, next to underground station, very near to city center .\\n80                                                                                                                                                                                                                                                                                                                                                         Convenient location Great Concierge service .\\n81                                                                                                                                                                                                                                                                                                                    It isn't the most central location but I found it easy enough to get into London .\\n82                                                                                                                                                                                                                                                                                                                  I would definitely stay here again for the location and the great customer service .\\n83                                                                                                                                                                                                                                                                                                                                                              Great location and above average rooms .\\n84                                                                                                                                                                                                                                                                                                                                       For the price and the location I thought this place was great .\\n85                                                                                                                                                                                                                                               The location is just around the corner from the tube, Boots and Waitrose   right next door, close to many restaurants including fast food if you like .\\n86                                                                                                                                                              Its location is probably the first thing worth mentioning, being a 10 minutes walk from the natural history museum, a 15 minutes walk from beautiful Hyde Park and just behind the corner of the Gloucester Road underground station   .\\n87                                                                                                                                                                                                                                                              Even otherwise, no matter if it's going to cost you a bit more, I'd still recommend it, considering its location and overall standards .\\n88                                                                                                                                                                                                                                                                                                                  There was a lot of road noise, but this is only to be expected, given the location .\\n89                                                                                                                                                                                                                                            Location is great, 5 mins walk to the Natural History Museum, 15 to Kensington High St and 2 mins to the tube and in a high room you can see for miles   .\\n90                                                                                                                                                                                                                                                                                           Location was excellent with close proximity to tube station We will definitely stau here again , good value\\n91                                                                                                                                                                                                                                                                                                                                                                 Great location for the tube and bus !\\n92                                                                                                                                                                                   Also it is perfect for the Gloucester Road tube station with direct trains to Heathrow airport terminals,very good location turn right as you exit the station the hotels a 3 minute walk on your right hand side .\\n93                                                                                                                                                                                                                                                                                             Location is very close to Gloucester Road Tube so easy to get into central london for the tourist sites .\\n94                                                                                                                                                                                                                                                                                                                                       Some positives are that it is in a good location for the tube .\\n95                                                                                                                                                                                                                                    It's a great location   ,  literally a minute's walk to Gloucester Road tube station, 5 mins walk to the Victoria   Albert Museum and the British Science Museum .\\n96                                                                                                                                                                                                                                                                                                                                     But for the price, and the favourable location, we were content .\\n97                                                                                                                                                                                                                                                                                                                                                                   pleasant hotel very good location .\\n98                                                                                                                                                                                                                                                                                                                                                         Great location for all London has too offer .\\n99                                                                                                                                                                                                                                                                                                                                             The hotel is in a very good location for touring London .\\n100                                                                                                                                                                                                                                                                                                                                 Clean rooms, great location, close to the Gloucester Tube entrance .\\n101                                     The one standout is location , ,  it's only about a block from the Gloucester Rd tube station, which is on the Picadilly line that connects to Heathrow, so being on the west side of London, it's a shorter ride to and from aiport and a very short walk to your hotel with no changes, and then you are close to public transport for the rest of your stay .\\n102                                                                                                                                                                                                                                                                                                                                                             Good hotel for the price nice location .\\n103                                                                                                                                                                                                                                                                                                                                                No noise problems   and a nice, convenient location .\\n104                                                                                                                                                                                                                                                                                                                                                               Perfect Location and Excellent Hotel .\\n105                                                                                                                                                                                                         Room ,  clean, good size, everything you need is in the room including the coolerLocation ,  within every attractions, short walk or you can take the double decker just across the street .\\n106                                                                                                                                                                                                                                                                                                                                                         Great location ,  good value place to stay .\\n107                                                                                                                                                                                                                                        The Holiday Inn Kensington Forum benefits from a fantastic location, right next to Gloucester Road Tube   or to Paddington Station for the Heathrow Express .\\n108                                                                                                                                                                                                                                                                                                                                                   Believe me, the location alone is worth the stay .\\n109                                                                                                                                                                                                                                                                                              The location is fantastic near Gloucester Station which was very handy for all our needs in transport !\\n110  The breakfast we had 1 morning was to say the least quite incredible there was so much variety, there was also no complaint in this area with the staff they were right on the ball   helpfulThis hotel while being high rise had some low moments for us as we felt some areas were really lacking but the hotels location is superb and staff like Peter did try and make your stay worth while .\\n111                                                                                                                                                                                                                                  The location is South West London and a healthy but doable walk from landmarks like the Museum of Natural History, Albert's Hall, Kensington Gardens, and Harrods .\\n112                                                                                                                                                                                                                                                                                         LOCATIONA block from Gloucester Road Tube which is conveniently on the Piccadilly, District   Circle lines .\\n113                                                                                                                                                                                                                                                                                             Other reviewers are right, the entrance is in a bizarre location but once you figure it out, it's fine .\\n114                                                                                                                                                                                                                                                 Nice clean rooms, good value, and average location near a tube station, but the rooms directing towards the main street outside are all VERY noisy .\\n115                                                                                                                                                                                                                                                                                                                                                    Terrific location wonderful staff excellent pub !\\n116                                                                                                                                                                                                                                                                                                                        This was our first trip to London and we found the location to be excellent .\\n117                                                                                                                                                                                                                                                                                                                 Lovely hotel, terrific location, wonderful helpful staff, immaculately clean rooms .\\n118                                                                                                                                                                                                                                                                                                                                                         Great location, 1 min from Gloucester Tube .\\n119                                                                                                                                                                                                                                                                                                                                                                      Excellent location good value .\\n120                                                                                                                                                                                                                                                                                              Excellent location in the nice and relatively quiet area 100m from Tube station and shops restaurants .\\n121                                                                                                                                                                                                                                                                                          The hotel's location is the best thing about it ,  near the tube stop, museums and Kensington High Street .\\n122                                                                                                                                                                                                                                                                                       For our purposes, the hotel was perfectly adequate ,  the location was good and the room was clean and quiet .\\n123                                                                                                                                                                                                                                                                                                                                                                     Good location but need upgrade .\\n124                                                                                                                                                                                                                                                                                                                                                           I really love the location of this hotel .\\n125                                                                                                                                                                                                                                                                                                                                          But again, the location could justify charging that price .\\n126                                                                                                                                                                                                                                                                                                                                               The hotel is very nice and the location is excellent .\\n127                                                                                                                                                                                                                                                                                                  If you're looking for a no, frills hotel that is all about location and price, this is your place .\\n128                                                                                                                                                                                                                                                                                                                              All, in, all this hotel was a great choice for the price and location .\\n129                                                                                                                                                                                                                                                                                                               The Holiday Inn Kensington Forum has a fantastic location for a city break in London .\\n130                                                                                                                                                                                                                                                                                                                                                                    The best thing was the location .\\n131                                                                                                                                                                                                                                                                                                                                                                      Good location ,near the tube  .\\n132                                                                                                                                                                                                                                                                                                                                                               Good price   location but no thrills .\\n133                                                                                                                                                                                                                                                                        The location is great ,  very close to Gloucester Road Tube, with Waitrose supermarket, coffee shops and restaurants nearby .\\n134                                                                                                                                                                                                                                                                                                                                                                   Great value and awesome location .\\n135                                                                                                                                         Instead you get attractively appointed, decent, sized rooms  , AC that works, a modern bathroom, plumbing that doesn't gurgle and bang in the night, iron and board, bathrobe and slippers, lots of TV channels and a location that can hardly be bettered .\\n136                                                                                                                                                                                                                                                                                   The location is terrific for museum, going and the Royal Albedrt Hall is an easy walk away if you enjoy concerts .\\n137                                                                                                                                                                                                                                                                                                                                                           Great Location Nice Rooms Friendly Staff .\\n138                                                                                                                                                                                                                                                                                                                                                                Great location service questionable .\\n139                                                                                                                                                                                                                                                                                                    Like other reviews, the location of the hotel is great, seconds around the corner from the tube .\\n140                                                                                                                                                                                                                                                                                                             Location wise, the tube station   is just around the bend and key restaurants Bugis St .\\n141                                                                                                                                                                                                                                                                                                                                Great location, close to the Underground and several excellent Pubs .\\n142                                                                                                                                                                                                                                                                      Everything was clean, the staff were very friendly and helpful and the location was excellent, all at a relatively cheap cost .\\n143                                                                                                                                                                                                                                                                                                                                   Location can't be beat, right on bus lines, next to tube station .\\n144                                                                                                                                                                                                                                                                                                                                                A nice hotel  a resonable rate and a great location .\\n145                                                                                                                                                                                                                                                                                    Location of hotel is great, next to Gloucester Road tube, close to museums, short hike to Buckingham Palace etc .\\n146                                                                                                                                                                                                                                                                                                                                                     Location is the only thing it has going for it .\\n147                                                                                                                                                                                                                                                                                                                                               Great location, okay value and what you would expect .\\n148                                                                                                                                                                                                                                                                                             On the positive side the location of Holiday Inn Forum was very handy for a conference I was attending .\\n149                                                                                                                                                                                                                                                                                                                            The location is superb with the tube and bus stops literally steps away .\\n150                                                                                                                                                                                                                                                                                                                                                             Nice location by Glouchester tube stop .\\n151                                                                                                                                                                                                                                                                                                                                  The best part about the hotel is the great location in Kensington .\\n152                                                                                                                                                                                                                                                                                                                                                            Great Location and great business hotel .\\n153                                                                                                                                                                                                                                                                                                           Holiday Inn Kensington Forum is a perfect no fuss business hotel with fantastic location .\\n154                                                                                                                                                                                                                                                                                                                                                             Great location pub in the ground floor .\\n155                                                                                                                                                                                                                                                                                              Having never been to London, I found it easy to get around to places of interest from this location   .\\n156                                                                                                                                                                                                                                                                                                                                                                     great location great breakfast !\\n157                                                                                                                                                                                                                                                 Great location ,  we did what others have descibed and turned along Cromwell road and went to the other Holiday Inn in error when we first arrived .\\n158                                                                                                                                                                                                                                                                                                                                      This was my second stay at this location in the past one year .\\n159                                                                                                                                                                                                                                                                                                                           The hotel is in an excellent location only a short walk to Gloucester Rd .\\n160                                                                                                                                                                                                                                       The location of the hotel is excellent, in a very nice area right next to the Gloucester Road tube station and direct on the picadilly line from Kings cross .\\n161                                                                                                                                                                                                                                                                                                                                        We thought this was a great value for such a great location .\\n162                                                                                                                                                                                                                                                                                                                                                                      Great location for vacationer .\\n163                                                                                                                                                                                                                                                                                                                                                         The hotel was good and in a great location .\\n164                                                                                                                                                                                                                                                                                                                                                                       You cannot beat the location !\\n165                                                                                                                                                                                                                                                                 Coming from Cardiff, the location was perfect, as it was straight off the M4 and a short drive on the A4 before reaching the hotel .\\n166                                                                                                                                                                                                                                                                                                                                                                 it's just a great location, period .\\n167                                                                                                                                                                                                                                                                                                                                              This hotel provided that and a great location to boot !\\n168                                                                                                                                                                                                                                                                                                                                                                    the hotel is in a good location .\\n169                                                                                                                                                                                                                                                                                                                                                                   Convenient Location for Tourists .\\n170                                                                                                                                                                                                                                                                                                                                                  Great location close to Gloucester Road tube stop .\\n171                                                                                                                                                                                                    Would definitely recommend this hotel if only for the fair price I got on priceline combined with the great, convenient location, which made it easy to get to all the touristy sites in London .\\n172                                                                                                                                                                                                                                                                                                                  Convenient to Gloucester Road tube station, , location could not have been better .\\n173                                                                                                                                                                                                                                                                                                                               Great location with cafes, restaurants and grocery stores all around .\\n174                                                                                                                                                                                                                                                                      All in all a clean room, great location near hyde park and all the stuff in kensington chelea, near tube station , quiet area .\\n175                                                                                                                                                                                                                                                                                                                                                                     Great location clean and quiet .\\n176                                                                                                                                                                                                                                                                                                                                                         Location is excellent to the tube stations .\\n177                                                                                                                                                                                                                     The good thing about this hotel is its location, you are a 10 minute walk from Harrods and \\u00a313 taxi ride to Covent Garden which will take you past all the tourist attractions :\\n178                                                                                                                                                                                                                                                                                                             Loved the location as it's only a 1, minute walk from the Gloucester Road tube station .\\n179                                                                                                                                                                                                                                                                                                                       I like this hotel due to its location, but the management need to get a grip .\\n180                                                                                                                                                                                                                                                                                                                                       Its in an easy location from the tube, just two minutes walk .\\n181                                                                                                                                                                                                                                                                    The hotel has an unbeatable location in a very nice part of South Kensington ,  only 1 block from the Gloucester Road station   .\\n182                                                                                                                                                                                                                                                                                        The location of the hotel is fine and actually the hotel is not extremely bad but it is extremely EXPENSIVE .\\n183                                                                                                                                                                                                                     We've stayed in London a lot and booked this hotel for one night due to a number of factors ,  the location, the price   the availibility of a room to accomodate three adults .\\n184                                                                                                                                                                 The hotel itself is truly in a great location ,  on the same road as the major London museums it took a leisurely 5, 10 minutes to stroll to the wonderful Natural History Museum   a further 5, 10 minutes up the road to Harrods .\\n185                                                                                                                                                                                                                                                                      If we hadn't experienced a problem with the a c I would have rated my overall stay here 5 5 for value, location, comfort, etc .\\n186                                                                                                                                                                                                                                                                                                                                          Location itself is great, but everything else is terrible .\\n187                                                                                                                                                                                                                                                                                                                              don t stay here unless if the Kensington location is important to you .\\n188                                                                                                                                                                                                                                                                                                                      Geat location, clean, relatively quiet inside the rooms, somewhat confortable .\\n189                                                                                                                                                                                                                                                                                                                              The main reasons are location and the quality of the air conditioning .\\n190                                                                                             Yes, the standard rooms are small for two people   and, yes, they seem to have a lot of trainee staff at the front desk, who struggle sometimes with the language, and yes some of the rooms are affected by traffic noise, but for a good location and a no, frills room provider, it is hard to beat .\\n191                                                                                                                                                                                                                                                                                                                                                        Clean rooms, bustling lobby, GREAT location .\\n192                                                                                                                                                                                                                                                                                                                                                                 I will NOT recommend this location .\\n193                                                                                                                                                                                                                                                    I travelled during the off, season in January to London, this was my first stay at this location and I would definitely consider doing so again .\\n194                                                                                                                                                                                                                                                            Less than a five minute walk from the tube station and within walking distance to the Museum of Natural History, really a good location .\\n195                                                                                                                                                                                                                                                                                                                                  , ,  The one thing this hotel has it going for it is the location .\\n196                                                                                                                                                                                                                                                                                                                           With a kid and a stroller, this definitely is a very convenient location .\\n197                                                                                                                                                                                                                                                                                                                                                     Cromwell is a pretty posh and popular location .\\n198                                                                                                                                                                                                                                                                                                                                                                    A fine hotel and great location .\\n199                                                                                                                                                                                                                                                                                                                         We could not have been happier with the location or the room for the price .\\n200                                                                                                                                                                                                                                                                                                                                                                 Great location indifferent service .\\n201                                                                                                            This being our first ever visit to UK, must say the location of the hotel, just 2min walk from Glousceter Rd tube stn was a great advantage as even during the weekend, Piccadely line remained open, though distict and central lines had some restrictions on a c of maintainence etc .\\n202                                                                                                                                                                                                                                                                                                                                                                  Good value and excellent location .\\n203                                                                                                                                                                                                                                                         Booking through Priceline led me to the Holiday Inn Kensington Forum which was inexpensive, in a great location, and clean and comfortable .\\n204                                                                                                                                                                                                                                                                 The location of the hotel is great because it's about a block from the Gloucester Road Tube Station which is on several Tube lines .\\n205                                                                                                                                                                                                                                                                    In short, the location of the hotel made travel around London and getting to train stations to go out of London incredibly easy .\\n206                                                                                                                                                                                                                                                                                                        Overall, we felt this hotel was in a convenient location and a good deal for a London hotel .\\n207                                                                                                                                                                                                                                                                                                                    As other reviewers mentioned, good location and lots around to do eat see enjoy .\\n208                                                                                                                                                                                                                                                                                                                                                                     Nice hotel with great location .\\n209                                                                                                                                                                                                                                                                                                                                The location is excellent, just a half a block from the Glouster Rd .\\n210                                                                                                                                                                                                                    Also, the tour bus most likely will not drop you off at your hotel after the tour, but rather at Victoria Station or some location nearest your hotel as the bus driver can get .\\n211                                                                                                                                                                                                                                                                                                Also, the close location of the gloucester road tube stop is great for getting around all of london .\\n212                                                                                                                                                                                                                                                                         Great location ,  a couple of minutes walk from Gloucester Rd underground station, and shops, restaurants, internet cafe etc\\n213                                                                                                                                                                                                                                                                                                                                                             Great location but don't bring the car !\\n214                                                                                                                                                                                                                                                   The location is great however, only 5 mins walk from the Gloucester Road tube and 10 mins walk to the South Kensington museums, Albert Hall, etc .\\n215                                                                                                                                                                                                                                                                                                                         The hotel is in an ok location ,  close the the Gloucester Rd tube station .\\n216                                                                                                                                                                                                                                                                                                                                                                The location of the hotel was great .\\n217                                                                                                                                                                                                                                                                                                                                        Otherwise, really great location with the refrige being key .\\n218                                                                                                                                                                                                                                                                                                                                 This is our 2nd time at the Kensington Forum and love the location .\\n219                                                                                                                                                                                                                                                                                               Location was great come out of tube station, take first turn right and walk 150 yards   you're there !\\n220                                                                                                                                                                                                                                                                                                                                                           Location was great ,  close to tube stop .\\n221                                                                                                                                                                                                                                            The location of the hotel was excellent, a 5 min stroll from Gloucester Road tube, next to tesco express and a large supermarket just around the corner .\\n222                                                                                                                                                                                                                                                                                                                                     The location is perfect, very central and very near the subway .\\n223                                                                                                                                                                                                                                                                                                                  However the location was great with the underground and good restaurants   nearby .\\n224                                                                                                                                                                                                                                                                                                                                        One of the nicest features about this hotel is the location .\\n225                                                                                                                                                                                                                                                                                                                                    So many employees, a wonderful location, an impressive building .\\n226                                                                                                                                                                                                                                                                                                                               Well, after all, as I said, great location, great view, NOTHING ELSE !\\n227                                                                                                                                                                                                     On a positive note the location is great and the overworked staff did their best however if visiting London their are definitely better options such as the NH which is just around the corner .\\n228                                                                                                                                                                                                                                                                                                                                            Perfect location, right around the corner from the tube .\\n229                                                                                                                                                                                                                                                                        Our parents who are 55, 70 were able to wonder around the entire city by themselves due to the ideal location of this hotel .\\n230                                                                                                                                                                                                                                                                           Nothing fancy but we were quite happy with the location of the hotel, just like most who have stayed at the hotel before .\\n231                                                                                                                                                                                                                                                                       Overall, we found the hotel only good for location and decent room if somewhat cold just like the weather was in London then .\\n232                                                                                                                                                                                                                                                     The breakfasts were excellent and the location is great for viewing London by bus, on foot and by tube  , which is just at the end of the road .\\n233                                                                                                                                                                                                                                                                                                                                                                Great Location, Very Clean Miami FL .\\n234                                                                                                                                                                                                                                                                                            The location in the Kensington area could not have been better, the area is safe, nice and fairly quiet .\\n235                                                                                                                                                                                                                                                             A Great Location, Friendly And Polite Staff, First Class Breakfast And Rooms As Described Above Will Have Me Returning Again And Again .\\n236                                                                                                                                                                                                                                                                                                                                                  Very convenient location for Gloucester Road tube .\\n237                                                                                                                                                                                                  The location was excellent with a number of good eating options locally and Garfunkels and Ask Pizza located in a complex within a very short walking distance for kids   who want something easy .\\n238                                                                                                                                                                                                                                 brilliant, behind tube station, near local stores, restaurant, posh area, near kensington park, great central location yet quiet enough in a cul, de, sac location .\\n239                                                                                                                                                                                                                 flaw location of main entrance, big signs and big flags on main street but enter from the back, tiny miserable unwelcoming cheap entrance design, confusing to first time visitors .\\n240                                                                                                                                                                                                                                                                                          the only reason to choose this hotel is its location, for other aspects, not up to standard for its price .\\n241                                                                                                                                                                                                                 The Forum Holiday is a big high rise and right across the street, is another Holiday Inn, albeit it much smaller which tends to confuse people looking for that 2nd location hotel .\\n242                                                                                                                                                                                                                                                                                                                                                             Great Location and Hotel for the Money .\\n243                                                                                                                                                                                                                       The location in South Kensington is excellent as the Gloucester Road tube station is just around the corner and is served by 3 main lines, , District, Circle and Piccadilly .\\n244                                                                                                                                                                                                                                                                                                         Can't say enough about the price, quality, location and convenience of this hotel and area .\\n245                                                                                                                                                                                                                                                                                 Good points excellent location really very close to the tube and the tube is on good lines so not lots of changing .\\n246                                                                                                                                                                                                                                                                                                 The location is in a good location near the tube and only a few minutes by cab to central London   .\\n247                                                                                                                                                                                                                                              Although in some ways I would have preferred a smaller, more authentic English hotel, we really couldn't beat the combination of price and location   .\\n248                                                                                                                                                                                                                                                                                                                                                    Location is good if you plan on taking the tube .\\n249                                                                                                                                                                                                                                                                                                            Would recommend the Holiday Inn Kensington Forum for location, price  , and cleanliness .\\n250                                                                                                                                                                                                                                                                                                                                                                     Decent rooms and good location .\\n251                                                                                                                                                                                                                                                                                        Stayed at this hotel, for one night, as the location was ideal for our night out at the Royal Albert Hall   .\\n252                                                                                                                                                                                                                         As also said before, location is excellent, very near the tube stations, plenty of delis and eating places nearby and a supermarkets for any snacks we wanted for the room .\\n253                                                                                                                                                                                                                                                                                                     Location is great, hotel is wonderful, and price is right, it really is hard to beat right now .\\n254                                                                                                                                                                                                                                                                                                                                                              good location great deal on priceline .\\n255                                                                                                                                                                                                                                                                                         This hotel is in a very convenient location, just a block and a half from the Gloucester Road tube station .\\n256                                                                                                                                                                                                                                                                      Comfortable room with large bed but limited space as is often the case with London hotels, but I found the location excellent .\\n257                                                                                                                                                                                                                                                                                             Stayed between Xmas and New Years and the room, location, etc were what to expect for the price I paid .\\n258                                                                                                                                                                                                                                                                                                                                              The location was great too as it was next to the tube .\\n259                                                                                                                                                                                                                                                                                                                                                           Excellent location but rooms far too hot .\\n260                                                                                                                                                                                                                                                                                                                    hotel but would stay again if the price was right due to the excellent location .\\n261                                                                                                                                                                                                                                                                                                                                                                      Good value in a good location .\\n262                                                                                                                                                                                                                                                                                                                                                   The location was ideal for getting around London .\\n263                                                                                                                                                                                                                                                                                                                                           Which leads us to ,  location, this hotel's best feature .\\n264                                                                                                                                                                                                                                                                                                                                   Stay here ,  you won't regret it,  great price ,  great location .\\n265                                                                                                                                                                                                                                                                                                                             The Hotel location was absolutely perfect for sightseeing and shopping .\\n266                                                                                                                                                                                                                                                                    Overall, for the money, location, and for the piece of mind knowing that its going to be clean and comfortable, look no further .\\n267                                                                                                                                                                                                                                                                                                                                                             Perfectly adequate  excellent location .\\n268                                                                                                                                                                                                                                                                                                                                       THe location was great, just aroung the corner from the tube .\\n269                                                                                                                                                                                                                                                                   But we also didn't give them any hard times, so they didn't have to fake anything  ,   The location of the hotel is just perfect .\\n270                                                                                                                                                                                                                                                                                                                                     As everyone mentions, the location was perfect for sightseeing .\\n271                                                                                                                                                                                                                                                                                                  ,  very clean,  quiet,  bathrooms appear to have been updated recentlyThe hotel location is great .\\n272                                                                                                                                                                                                                                                                                                      The location is fab ,  near the Gloucester underground station and the Waitrose grocery store .\\n273                                                                                                                                                                                                                                                                                                                                                         Excellent location shame about the service !\\n274                                                                                                                                                                                                                                                                                                                                                           Fantastic location and local amenities i .\\n275                                                                                                                                                                                                                                                                                                                                           The location is great and the Tube station is very close .\\n276                                                                                                                                                                                                                                                                                                                                                              good hotel for the price and location .\\n277                                                                                                                                                                                                                                                                                                                                 Apart from that, the staff were friendly and the location is great .\\n278                                                                                                                                                                                                                                                                                                    The location is incredibly convenient, with lots of restaurants and easily walkable to the tube .\\n279                                                                                                                                                                                                                                                                                                                       The single thing to recommend this hotel is the location, which is excellent .\\n280                                                                                                                                                                                                                                                                                                                                   The location is EXCELLENT, just round the corner from the subway .\\n281                                                                                                                                                                                                                                                                                                          Friendly helpful staff, clean and comfortable rooms and not to mention its great location .\\n282                                                                                                                                                                                                                                                                      This hotel is in a very good location ,  tube, buses, restaurants, shopping and museums all within very easy walking distance .\\n283                                                                                                                                                                                                                                                    All in all, if you do not mind giving up the Euopean atmosphere, the Holiday Inn gives you a comfortable stay with the most convenient location .\\n284                                                                                                                                                                                                                        Location was great being only a few yards from the Gloucester Road tube on Piccadilly, Circle and District lines and was therefore an ideal base for our sight seeing visit .\\n285                                                                                                                                                                                                                                                                                                                                            Great location and can't beat the price and the comfort !\\n286                                                                                                                                                                                          Since this location is the designated layover site for American Airlines, there were tons of pilots and flight attendants everywhere, but that added to the  familiar  feeling of having Americans around .\\n287                                                                                                                                                                                                                                                                                                                               Pleasant staff, clean hotel, comfortable beds, with a great location .\\n288                                                                                                                                                                                                                                                                                                                                        Good Price Great Location Would definately stay there again !\\n289                                                                                                                                                                                                                                                                           Anyway it may not have the charm or history of other hotels in London, but for the price location we would   visit again .\\n290                                                                                                                                                                                                                                                                                                                                                                 Excellent location clean but small .\\n291                                                                                                                                                                                                                                                                                                                                                    The best feature of this hotel is it's location .\\n292                                                                                                                                                                                                                                                                    The location is perfect with many everything you need just outside the door including a great French patisserie and coffee shop .\\n293                                                                                                                                                                                                                        Best part of all is the location, loved the Gloucester Road tube station nearby and the South Kensington area in general, very safe to walk around in any time day or night .\\n294                                                                                                                                                                                                                                                             Gloucester Road tube station is at the westernmost side of zone 1, making it a perfect location between the airport and central London .\\n295                                                                                                                                                                                                                                                                                                                  The location of the hotel is superb ,  2 minutes walk from Gloucester Road tube   .\\n296                                                                                                                                                                                                                                                                                                                                                                    Location is hard to beat though .\\n297                                                                                                                                                                                                                                                                                                                          The hotel was clean, the beds were comfortable and the location was great .\\n298                                                                                                                                                                                                                                                     Maybe I'm being a little harsh so if you can get this hotel at a good rate it is probably just about worth it, as it has an excellent location .\\n299                                                                                                                                                                                                                                                                                                                                                                 Awesome location comfortable rooms .\\n300                                                                                                                                                                                                                                                                                                                                                                 Great service and perfect location !\\n301                                                                                                                                                                                                                                                                                              I would definately recommed this hotel to anyone as it is unbeatable for price and location in London .\\n302                                                                                                                                                                                                                                                                                                                           I wanted a good location, above all else, and this hotel fills that need .\\n303                                                                                                                                                                                                                                                                    For a similarly good location  , you can stay at the London Hilton Metropole for the same price and receive much better service .\\n304                                                                                                                                                                                                                                                                                                It's a great location and the rooms are nice and clean and yes, a bit small but definately NOT tiny .\\n305                                                                                                                                                                                                                                                                                                                                      It's a great location VERY near the Gloucester Rd tube stop   .\\n306                                                                                                                                                                                                                                                                                        Perfect if you are going to see the sights in London, , great location to get around from, , right downtown .\\n307                                                                                                                                                                                                                                                                                                                                                               A decent hotel with a great location .\\n308                                                                                                                                                                                                                                                                                                                                                     The raves about the location are well deserved .\\n309                                                                                                                                                                                                                                                                                                                                                    it's a solid property, with an amazing location !\\n310                                                                                                                                                                                                                                                                                                                                                              Again the location just can't be beat !\\n311                                                                                                                                                                                                                                                                                                                                                           Great Location ,  Just fine for our stay .\\n312                                                                                                                                                                                                                                                                                                                               Very convenient location one block from Gloucester Road tube station .\\n313                                                                                                                                                                                                                                                                                                                 It is in a very good location for catching the tube or the Hop On Hop Off bus tour .\\n314                                                                                                                                                                                                                                                                        The hotel caters to airline personnel, cruise tourists, and is a good choice for someone that wants to have a safe location .\\n315                                                                                                                                                                                                                                                                                                 Good location if you want to be near the Piccadilly line to Heathrow  , but otherwise very average .\\n316                                                                                                                                                                                                                                                                                                                                                                     Solid Deal in a Great Location .\\n317                                                                                                                                                                                                                                                                                                                                                                 Excellent Hotel Excellent Location !\\n318                                                                                                                                                                                                                                                                                                Location wise it is a 5 min walk to the tube and you are on the circle, district and picadilly line .\\n319                                                                                                                                                                                                                                                                                    The location is great though to get to the Tube and sites around West london and i got a good rate for the room .\\n320                                                                                                                                                                                                                                                                 The top feature of The Holiday Inn Kensington Forum is its location, in a superb area of London that's clean, safe and interesting .\\n321                                                                                                                                                                                                                                                                                                                                 Not impressed at all and will not stay again despite good location .\\n322                                                                                                                                                                                                                                                                                        But it's great value for money, great location, pleasant staff, good food, and we'll be staying there again .\\n323                                                                                                                                                                                                                                                                                       We thought this modern, efficient hotel was excellent value for such a great location in the heart of London .\\n324                                                                                                                                                                                                                                                                                                                                                    Great location  great breakfast  bathrooms tiny .\\n325                                                                                                                                                                                                                                 The location of the hotel is, as stated earlier, absolutely fine and well within walking distance of the V A, Natural History Museum, Science Museum and Hyde Park .\\n326                                                                                                                                                                                                                                                                                                              The location can't be beat , ,  a two, minute walk from the Gloucester Road tube stop .\\n327                                                                                                                                                                                                                                                                                                                        Great location, close to a tube station with a 24 hour Tesco metro nearby   .\\n328                                                                                                                                                                                                                                                                                                                                          Mother was very pleased with the location and convenience .\\n329                                                                                                                                                                                                                                                                                                                                                          GREAT location and bargain internet price !\\n330                                                                                                                                                                                                                                                                         The rooms are a standard European size   but they are kept spotlessly clean and the hotel couldn't be in a better location .\\n331                                                                                                                                                                                                                                                                                                                                        The location of the hotel was brilliant ,  really nice area .\\n332                                                                                                                                                                                                                                                                             Still, if you're just looking for a cheap place to lay your head, the Holiday Inn Kensington Forum is a great location .\\n333                                                                                                                                                                                                                                  The location is fantastic, , you're literally around the corner from the Tube station  there's a Sainsbury's supermarket right above the aforesaid Tube station   .\\n334                                                                                                                                                                                                                                                                                                                        Another plus is its location ,  convenient to the tube, museums, shops, etc .\\n335                                                                                                                                                                                                                                                                                                                                 This was our second stay stay at this hotel based on it's location .\\n336                                                                                                                                                                                                                b basis Hotel huge ,  900 rooms Buffet breakfast good for a buffet This is a well run hotel with a great location for the metro  Rooms a bit on the small side but I would stay again\\n337                                                                                                                                                                                                                                                                                         The location is also good because it is literally 150 footsteps   from Gloucester Road Underground Station .\\n338                                                                                                                                                                                                     I have stayed in a few hotels in London while touring but it would be difficult to find a better location in London for the tourist class who is looking for value, efficiency and cleanliness .\\n339                                                                                                                                                                                                                                                                                                                                             The location and American standards   are nice touches .\\n340                                                                                                                                                                                                                                                                                                                                     The location was perfect, just a minute from the Gloucester Rd .\\n341                                                                                                                                                                                                                                                                                                                                        We were easily able to navigate the city from this location .\\n342                                                                                                                                                                                                                                                                                                                                           The hotel is clean, modern, and in an excellent location .\\n343                                                                                                                                                                                                                                                                                                                                 But we would definitely stay again because of the hotel's location .\\n344                                                                                                                                                                                                                                                                                                        Aside from that, the location is great and the furnishings were modern and very comfortable .\\n345                                                                                                                                                                                                                                                                                                                                                                     Excellent location and service .\\n346                                                                                                                                                                                                                                                                                    The location is excellent, just a short walk from the Gloucester Road tube station and in a lovely neighborhood .\\n347                                                                                                                                                                                                                                                                                                  Overall an above average hotel based on location and price   but not one for a romantic get, away !\\n348                                                                                                                                                                                                                                                                                                Location is fantastic ,  both on bus line and underground, with many useful stores on Gloucester Rd .\\n349                                                                                                                                                                                                                                                                                                                                           This is a good basic hotel which has a terrific location .\\n350                                                                                                                                                                                                                                       ,  checked us in at 11 am after a transatlantic flight,  room larger than average, compared to our continental Europe travel,  location, location, location  .\\n351                                                                                                                                                                                                                                                                    The location is right next to the Picadilly line tube stop, so it is very convenient to get around town and also to the airport .\\n352                                                                                                                                                                                                                                                                              Great location, grocery store open 24 hours within 5 mins walk and friendly international staff, will stay here again .\\n353                                                                                                                                                                                                                                                                                                                                                  Great location ,  but executive room not worth it !\\n354                                                                                                                                                                                                                                                                                                We enjoyed our trip to London ,  and the location for the Holiday Inn Kensington Forum was terrific .\\n355                                                                                                                                                                                                                                                                         I do recommend the hotel ,  it was clean, excellent location, there was ice on the top floor along with one microwave, etc .\\n356                                                                                                                                                                                                                                                                                                                       Right off of the Piccadilly and Circle tube lines, the location is excellent .\\n357                                                                                                                                                                                                   It is a relatively new hotel, clean and has a great location which is close to the underground with 3 connecting lines, it gives you an advantage to go anywhere without changing lots of trains .\\n358                                                                                                                                                                                                                                                                                                                                        Fantastic location right next to Gloucester Rd tube station .\\n359                                                                                                                                                                                                                                                                                                               Excellent location service cleanliness and price at the Holiday Inn Kensington Forum .\\n360                                                                                                                                                                                                                                                                                                                       All in all great location ,  nice restaurants nearby, nicely pitched service .\\n361                                                                                                                                                                                                                                                                                                                                    Speaking of the tube, the location really is great 1 block away !\\n362                                                                                                                                                                                                                                                                                                                                                             The location of the hotel is excellent .\\n363                                                                                                                                                                                                                                               Like others, I liked the location with restaurants, Glouster tube station, small grocery stores, , , and internet cafes within easy walking distance .\\n364                                                                                                                                                                                    The location of the hotel is excellent ,  one block from the tube Gloucester Rd and the surrounding neighborhood is fantastic ,  take a walk from High Street Kensington to the hotel ,  I'd love to live there !\\n365                                                                                                                                                                                                                                                                                                                                                             Great Hotel Great Location Great Value !\\n366                                                                                                                                                                                             The biggest advantage of this hotel is it's excellent location just off of Gloucester Road in Kensington, with the Undergroud one block away, along with several nice restaurants and pubs in the area .\\n367                                                                                                                                                                                Although the location is a bit removed from the West End, it is only a block away from the Gloucester Road underground, with three train lines that will take you almost anywhere in the city in 15 minutes or less .\\n368                                                                                                                                                                                                                                                                                                                                                        great location good but large tourist hotel .\\n369                                                                                                                                                                                                                                                                                                                                                          The location is great and very convenient .\\n370                                                                                                                                                                                                                                                                The location is great but there are many hotels in the same area so I might try out others but would certainly consider coming back .\\n371                                                                                                                                                                                                                                                                                                                                                     Can't beat the location, rooms, value and view !\\n372                                                                                                                                                                                                                                                                                                                                                           Good Value Nice Hotel Fantastic Location .\\n373                                                                                                                                                                                                                                                                                                                                                  Holiday Inn KF has a location that cannot be beat .\\n374                                                                                                                                                                                                                                                                                                                                                           this is definitely the location you want .\\n375                                                                                                                                                                                                                                                                                                                                                                     Great location loved the hotel .\\n376                                                                                                                                                                                                                                                                                                                The tube station is right there and the location is great for getting around London .\\n377                                                                                                                                                                                                                                                                                                                                                       You could not beat the location or the price .\\n378                                                                                                                                                                                                                                                                                                                                             The price is moderate for the service and the location .\\n379                                                                                                                                                                                                                 I will say this hotel is in a wonderful location, right across from the gloucester tube station and only a stop or two away from Notting hill, Harrods, and Kensington High street .\\n380                                                                                                                                                                                                                                                                                                                                                  Location is so convienent to the tube and grocery .\\n381                                                                                                                                                                                                                                                                                                                   Other than room size, we were very happy with the hotel, especially its location .\\n382                                                                                                                                                                                                                                                                                                                                      Overall good hotel and very good location close to the tube   .\\n383                                                                                                                                                                                                                                                                                                                  The hotel has a great location with easy access to most of London's tourist sites .\\n384                                                                                                                                                                                                                                                                                                                                      The room is a tad small but is super clean and great location .\\n385                                                                                                                                                                                                                                                                                                          The price, the space, the location and the service were the exactly right thing we wanted .\\n386                                                                                                           Yes I do stay here a lot and as such, guess that I get extra special treatment but it is in a great location with the tube within a 2 min walk surrounded by places to eat and drink and far enough out of central London to be quiet but you can still be in the west end in 15 minutes .\\n387                                                                                                                                                                                                                                                                                                                                                                   GREAT LOCATION COMFORTABLE HOTEL .\\n388                                                                                                                                                                                                                                                                                                                                                 Outstanding location, even an internet cafe nearby .\\n389                                                                                                                                                                                                                                                                                                                                                                   the hotel is in a GREAT location .\\n390                                                                                                                                                                                                                                                                                                           Great location, freshly renovated, very small rooms, anonymous hotel, acceptable service .\\n391                                                                                                                                                                                                                                                                                                                                                      The location couldn't be better in my opinion .\\n392                                                                                                                                                                                                                                                                                                                                                                   Price and location can't be beat .\\n393                                                                                                                                                                                                                                                                                        As said by others, an absolutely excellent location, on tube lines that will get you to just about anywhere .\\n394                                                                                                                                                                                                                             The location could not have been better with being so close to the Underground station and near good restaurants, grocery stores, post office, pharmacy, Internet cafe .\\n395                                                                                                                                                                                                                                                                                                    The hotel is set in an absolutely ideal location, offers great rates, and excellent conceirge   .\\n396                                                                                                                                                                                                                                                             Great location, one block from the Gloucester Tube station with a number of acceptable restaurants in the area within walking distance .\\n397                                                                                                                                                                                                                                                                                                                                                                 Best location and unbeatable price !\\n398                                                                                                                                                                                                                                                                                                                               This is an awesome location right near the Gloucester Road tube stop .\\n399                                                                                                                                                                                                                                                                                Definitely stay here if you are on a budget ,  and even if not, it's still nice and the location is really the best !\\n400                                                                                                                                                                                                                                                                      A true bargain in the London hotel market, and a very convenient location adjacent to the Gloucester road underground station .\\n401                                                                                                                                                                                                                                                                                                                                                        Excellent location but a couple of problems .\\n402                                                                                                                                                                                                                                            The location is excellent being a few minutes walk from Gloucester Road tube station with its good connection to Heathrow airport and to central London .\\n403                                                                                                                                                                                                                                                                                                                                                                   Great choice in a great location .\\n404                                                                                                                                                                                                                                                             The location could not be better ,  one block from the intersection of Cromwell and Gloucester Roads, with the Glouster Road tube stop .\\n405                                                                                                                                                                                                                                                                                                                  I say  fortunate  because the location was perfect for my needs as a first, timer .\\n406                                                                                                                                                                                                                                                                                             This is definitely a modern hotel, no English charm here, but the location and the price can't be beat .\\n407                                                                                                                                                                                                                                                                                                                                   The location could not be better and best of all it was so clean .\\n408                                                                                                                                                                                                                                                                                         Everything worked well, was in good condition and the room was quiet in spite of the hotel's busy location .\\n409                                                                                                                                                                                                                                                                                                                              Service was great and the location of the hotel was very convenient   .\\n410                                                                                                                                                                                                                                                                                                                                                       Great room fabulous price wonderful location !\",\n          \"                                                                                                                                                                                                                                                                                                                                                             All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Great Price Terrific Location .\\n1                                                                                                                                                                                                                                                                                                                                                                                                                     Our main focus before booking was looking for a low price with good location .\\n2                                                                                                                                                                                                                                                                                                                                                                                                            All for the bargain price off \\u00a3 250 for 2 nights including return rail to North Wales .\\n3                                                                                                                                                                                                                                                                                                                                                                                                       Explore the area and you will find plenty of pubs where you can eat for a reasonable price .\\n4                                                                                                                                                                                                                                                                                                                                                               Half expected a noisy room by the elevator for the bargain price we paid, but instead got a 17th floor room with awesome city view .\\n5                                                                                                                                                                                                                                                                                                                                                                                                                                                   The price we paid for our rooms was reasonable .\\n6                                                                                                                                                                                                                                                                                   I got this hotel on price line for a 4 night stay with my boyfriend for our anniversary, for about \\u00a380 a night inc taxes, however after reading reviews about this hotel I was very worried about staying here .\\n7                                                                                                                                                                                                                                                                                                                                                                                                                Breakfast is ok, but not worth paying for if it's not included in your room price .\\n8                                                                                                                                                                                                                                                                                                                                      If you're looking for a clean place to rest your head at a decent price and want flexibility to check in or out as you please, this is a good place for you .\\n9                                                                                                                                                                                                                                                                                                                                            All in all, it was a decent hotel, but I think I may try somewhere else next time purely just to see what else is available at the same kind of price .\\n10                                                                                                                                                                                                                                                                                                                                                                                             We ate breakfast at the hotel a couple of days and thought it was overprice for the quality of food .\\n11                                                                                                                                                                                                                                                                                                                                                                                                                                         For the price and location, this was a very great hotel .\\n12                                                                                                                                                                                                                                                                                                                                                                                                                                                      Price was unbeatable, just 79 pounds night .\\n13                                                                                                                                                                                                                                                                                                                                                                                                         We got this for $75 a night, which is a lot cheaper than any listed price we could find .\\n14                                                                                                                                                                                                                                                                                                                                                                                                                                   Our breakfasts and one dinner meal were included in our price .\\n15                                                                                                                                                                                                                                                                                                                                                                            One day late and I paid the same price for a better room in HI Kensington, the supposedly better classed HI nearby   .\\n16                                                                                                                                                                                                                                                                                                                     If you need a hotel with services like access to a computer or a concierge who can do more than give directions and order full price tickets to events then don't stay here .\\n17                                                                                                                                                                                                                                                                                                                                                                                         \\\\the staff is very friendlyi had found a really nice price and for this money this hotel was incredible .\\n18                                                                                                                                                                                                                                                                                                                                                                                                                                   For the price and the location I thought this place was great .\\n19                                                                                                                                                                                                                                                                                                                                                                                                                           Good pub nearby   with wonderful breakfasts and meals at a good price .\\n20                                                                                                                                                                                                                                                                                                                                                            As previous reviewers have said, there's a variety of shops nearby   and breakfast of a better quality and price can be bought there .\\n21                                                                                                                                                                                                                                                                                                                                                                                                                                    and fully intend to come back again ,  if the price is right .\\n22                                                                                                                                                                                                                                                                                                                                                                                          I booked this one as none of my favourites were available and I was amazed at the lowish price offered .\\n23                                                                                                                                                                                                                                                                                                                                                                                                                                                         Very happy with the hotel for the price .\\n24                                                                                                                                                                                                                                                                                                                                                                                                                                       Overall for the price I think it was extremely good value .\\n25                                                                                                                                                                                                                                                                                                                                                                                                                                            The biggest disappointment was the price of Internet .\\n26                                                                                                                                                                                                                                                                                                                                           However, if you are looking for a comprehensive hotel experience, I'm sure there are plenty of better hotels available for the same price in the city .\\n27                                                                                                                                                                                                                                                                                                                                                                But there are much better hotels to choose from for the same price and at least you get some good service and respect from staff .\\n28                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Great Hotel for a great price .\\n29                                                                                                                                                                                                                                                                                                                                                                                    I used priceline' name your own price and my bid of a $100 night was exepted for a Sunday and a Monday night .\\n30                                                                                                                                                                                                                                                                                                                                                                                                                                                          Good hotel for the price nice location .\\n31                                                                                                                                                                                                                                                                                                                                                                                     It's nicer than certain other hotels you'd get in the same price range on Priceline and all in all was nice .\\n32                                                                                                                                                                                                                                                I wouldn't say it stands out particularly, but if you're looking for a reliable, convenient, comfortable place in London, this is a great place to stay , ,  especially if you can get it at a good price on Priceline or another site like that .\\n33                                                                                                                                                                                                                                                                                                                                                                                                                                                   Nothing that spectacular to justify the price .\\n34                                                                                                                                                                                                                                                                                                                                                                                        It's an okay hotel, and I don't mind staying there again if I get it for a cheap price through Priceline .\\n35                                                                                                                                                                                                                                                                                                                                                                                                       Restaurant ,  make sure to try Thai and Singapore restaurants ,  delicious and good price .\\n36                                                                                                                                                                                                                                                                                                                                                                                                                                       But again, the location could justify charging that price .\\n37                                                                                                                                                                                                                                                                                                                                                                                                                       Thought that we would be looked after given its rating and the price paid .\\n38                                                                                                                                                                                                                                                                                                                                        The price was exceptional for the Kensington area, and as many reviewers have mentioned, it is a two or three minute walk to the Gloucester tube station .\\n39                                                                                                                                                                                                                                                                                                                                                                                                                           All, in, all this hotel was a great choice for the price and location .\\n40                                                                                                                                                                                                                                                                                                                                                                                                                              I booked this hotel via Holiday inn ,2 nights for the price off 1  .\\n41                                                                                                                                                                                                                                                                                                                                                                                                                                                            Good price   location but no thrills .\\n42                                                                                                                                                                                                                                                                                                                                                                                                                                                             Got decent price on Hotwire as well .\\n43                                                                                                                                                                                                                                                                                                                                                                                                                                              Overall, for the price  , it is a pretty good deal .\\n44                                                                                                                                                                                                                                                                                                                                                                                                                                 Good price through ExpediaHotel in general is in good shapeTips :\\n45                                                                                                                                                                                                                                                                                                                                                I would not stay at this Holiday Inn again unless the price was halved, because there are simply too many places offering better value in London .\\n46                                                                                                                                                                                                                                                                                                                                                                         Breakfast was appalling, plenty of it, you certainly won\\u0092t starve, but the quality was awful considering the price paid .\\n47                                                                                                                                                                                                                                                                                                                                                                                                        I was shown an executive room if i wanted to upgrade, for the price of 35 pounds a night .\\n48                                                                                                                                                                                                                                                                                                                                                                                                                                                     All in all a pleasant stay for a good price .\\n49                                                                                                                                                                                                                                                                                                                                                                                                                            Although the menu is limited it was very good and a reasonable price .\\n50                                                                                                                                                                                                                                                                                                           In particular, there was a nice Indian run coffee breakfast restaurant across the street from the tube stop on Gloucester Road that served a good English breakfast at a decent price .\\n51                                                                                                                                                                                                                                                                                                 Would definitely recommend this hotel if only for the fair price I got on priceline combined with the great, convenient location, which made it easy to get to all the touristy sites in London .\\n52                                                                                                                                                                                                                                                                                                Staff very friendly and I always worry when booking through priceline that I will get the worst rooms because the price was so good but got a great room on the 16th floor facing the London Eye .\\n53                                                                                                                                                                                                                                                                                                                                                                                                                           Just make sure you eat as much as you can for the price you have paid .\\n54                                                                                                                                                                                                                                                                                                                                                              I would recommendeating out as the evening food is frozen re, heat type and for the price you are paying it is not simply worth it .\\n55                                                                                                                                                                                                                                                                                                                                                      However, the first price that they charged me was too much so I had to get a refund then be charged the correct amount for a standard room .\\n56                                                                                                                                                                                                                                                                                                                                                                ,  smallish roomsOld style bar pubNo ventilation on a smoking floorIt's not worth the hotel web, site price of \\u00a3160 for STD room .\\n57                                                                                                                                                                                                                                                                                                                                                                                                                                  In short it's a good hotel if you get the price off lastminute .\\n58                                                                                                                                                                                                                                                                                                                                                                                                                                                 com   and not the hotel web, site price of \\u00a3160 .\\n59                                                                                                                                                                                                                                                                                                                  We've stayed in London a lot and booked this hotel for one night due to a number of factors ,  the location, the price   the availibility of a room to accomodate three adults .\\n60                                                                                                                                           Another word of warning when booking through the Holiday Inn website ,  VAT was NOT included in the price at the time of booking until you actually processed the booking and paid for the room ,  this is apparently now normal for many London hotels which I'd never experienced before ,  we ended up paying \\u00a317 more per night than I'd expected .\\n61                                                                                                                                                                                                                                                                                                                                                                                                                       Despite the above problems I would recommend a stay here, price dependant .\\n62                                                                                                                                                                                                                                                                                                                                                                                                                                               Bought the room for about 1 2 price using Hotwire .\\n63                                                                                                                                                                                                                                                                                                                                                                                               Don't buy the bottled water from the hotel ,  go to the supermarket and get it for half the price !\\n64                                                                                                                                                                                                                                                                                                                                                                                                     However, a continental breakfast was included in the price and had a fairly large selection .\\n65                                                                                                                                                                                                                                                                                                                                                                                                                      We could not have been happier with the location or the room for the price .\\n66                                                                                                                                                                                                                                                                                                                     The bathroom is tiny but at least there is a bathroom attached to the room  in a lot of hotels that I looked at online in the same price range, bathrooms were not en suite .\\n67                                                                                                                                                                                                                                                                                                                                                                                                                                                  I would stay here again if the price was right .\\n68                                                                                                                                                                                                                                                                                                                                                                                       the only reason to choose this hotel is its location, for other aspects, not up to standard for its price .\\n69                                                                                                                                                                                                                                                                                                                                                                  In sum, we wouldn't pay rack rate for this hotel, but at a reduced price it's an efficient, functional place to stay in London .\\n70                                                                                                                                                                                                                                                                                                                                                                                                     I would not pay rack rate for a room here, but it is quite attractive at a discounted price .\\n71                                                                                                                                                                                                                                                                                                                                                                                                                      00 which is an affordable price for a hotel in the posh area of Kensington .\\n72                                                                                                                                                                                                                                                                                                                                                                                           Hotel was clean, convenient to tubes, internet cafes, and local dining of all price ranges and styles .\\n73                                                                                                                                                                                                                                                                                                                                                                                      Also got a good price for the room thro priceline about 47 pounds per night, hotel very clean and well run .\\n74                                                                                                                                                                                                                                                                                                                                                                                                                        All in all I would recommend and would stay again if the price was right !\\n75                                                                                                                                                                                                                                                                                                                                                                                                                                        I had prepaid for the room on Hotwire good price at $120 .\\n76                                                                                                                                                                                                                                                                                                                                                                                                         If you are just looking for basic lodging at a good price in London,  this is the place .\\n77                                                                                                                                                                                                                                                                                                                                           Although in some ways I would have preferred a smaller, more authentic English hotel, we really couldn't beat the combination of price and location   .\\n78                                                                                                                                                                                                                                                                                                                                                                                                             If you're from the US, think 2, 3X the average price when you convert to US dollars .\\n79                                                                                                                                                                                                                                                                                                                                                                                                         Would recommend the Holiday Inn Kensington Forum for location, price  , and cleanliness .\\n80                                                                                                                                                                                                                                                                                                                                                                                                  Location is great, hotel is wonderful, and price is right, it really is hard to beat right now .\\n81                                                                                                                                                                                                                                                                                                               Our amazing deal from priceline did not include breakfast, but there were many places in the neighborhood to grab breakfast for a reasonable price before heading out for the day .\\n82                                                                                                                                                                                                                                                                                                                                                                                          Stayed between Xmas and New Years and the room, location, etc were what to expect for the price I paid .\\n83                                                                                                                                                                                                                                                                                My friend and I had one pancakes and syrup, two orange juices, one tea, and one smoked salmon and scrambled egg with english muffin for \\u00a38   in total ,  the same price as one discounted breakfast at the hotel !\\n84                                                                                                                                                                                                                                                                                                                                                                                                     So often I have booked a hotel at a price only to be disappointed with my choice on arrival .\\n85                                                                                                                                                                                                                                                                                                                                                                                                                 hotel but would stay again if the price was right due to the excellent location .\\n86                                                                                                                                                                                                                                                                                                                                                                                                                                          The bags were located in the closet, but no price list .\\n87                                                                                                                                                                                                                                                                                                                                                                                                                                          I could have bought a new pair of jeans for that price .\\n88                                                                                                                                                                                                                                                                                                                                                                                                            All in all it was just what we expected based on the price and would stay here again .\\n89                                                                                                                                                                                                                                                                                                                                                                                                                                Stay here ,  you won't regret it,  great price ,  great location .\\n90                                                                                                                         The shower pressure was a bit low but that's the price you pay for the top floor and it was well worth it  ,  Instead of minibar there was an empty fridge which came quite handy for our own beverages, I doubt they would have milk in their minibar  ,  Tea and coffee making facilites and iron with board were a great bonus to what we had expected from our room .\\n91                                                                                                                                                                                                                                                                                                                                              The only downsize of this hotel I see in the cost of breakfast, with price of more than \\u00a315 for full English breakfast or \\u00a310 if booked in advance .\\n92                                                                                                                                                                                                                                                                                                                                                          Our Hotwire price did not include breakfast, but several restaurants were nearby, and the hotel had a reasonable coffee crossaint deal .\\n93                                                                                                                                                                                                                                                                                                                                                                                                                                Reserved this hotel through Hotwire and got a price of $90 night .\\n94                                                                                                                                                                                                                                              That's a good price even though the room was tiny, however, when it came to the continental breakfast, the hotel would not permit us to partake of same, telling us that because we reserved through Hotwire, we were ineligible for the breakfast .\\n95                                                                                                                                                                                                                                                                                                                                                                                                                                                              Good if you don't pay retail price .\\n96                                                                                                                                                                                                                                                                                                                                                  Overall, this hotel is okay if you're on a budget or get a good deal through a discount site, but definitely NOT worth paying retail price for .\\n97                                                                                                                                                                                                                                                                                                                                                                                                                                                           good hotel for the price and location .\\n98                                                                                                                                                                                                                                                                                                                                                                                                                                         Great location and can't beat the price and the comfort !\\n99                                                                                                                                                                                                                                                                                                                                                                                                                                     Good Price Great Location Would definately stay there again !\\n100                                                                                                                                                                                                                                                                                                                                                                       Anyway it may not have the charm or history of other hotels in London, but for the price location we would   visit again .\\n101                                                                                                                                                                                                                                                                                                                                                                        We didn't eat at the hotel ,  there were some great cafe's just around the block with great food at a much better price .\\n102                                                                                                                                                                                                                                                                                                                                                                                          I would definately recommed this hotel to anyone as it is unbeatable for price and location in London .\\n103                                                                                                                                                                                                                                                                                                                                                                                                                                         It was a bargain price for the hotel and it was great  .\\n104                                                                                                                                                                                                                                                                                                                                                                For a similarly good location  , you can stay at the London Hilton Metropole for the same price and receive much better service .\\n105                                                                                                                                                                                                                                                                                                                                                                                                                The room was small, the beds were hard, but a great value for the price we paid .\\n106                                                                                                                                                                                                                                                                                                                                                                                                                                                      GREAT location and bargain internet price !\\n107                                                                                                                                                                                                                                                                                                                                                    There is little difference in the price and when we return to London in three weeks I have booked the Millennium in preference to the Forum .\\n108                                                                                                                                                                                                                                                                                                                                                                                                                                   Although this was about the same price as the local bars etc .\\n109                                                                                                                                                                                                                                                                                                                                                                 All in all I would definitly recommend this hotel to anyone wanting a pleasant stay in London, in a nice area, at a good price !\\n110                                                                                                                                                                                                                                                                                                                                                                We have just stayed in the Kensington Forum and have to say that it is the best hotel we have stayed in in London for the price .\\n111                                                                                                                                                                                                                                                                                                                                                                                                             Our one night stay was arranged by the cruise line so I can't comment on the price .\\n112                                                                                                                                                                                                                                                                                                                                                                                                                                                                A very good value for the price .\\n113                                                                                                                                                                                                                                                                                                                                                                                              Overall an above average hotel based on location and price   but not one for a romantic get, away !\\n114                                                                                                                                                                                                                                                                                                                                                    Got this at a great price via priceline and at first was worried about Holiday Inn,  as usually don't care too much for this chain in the U .\\n115                                                                                                                                                                                                                                                                                                                                                                                     Considering the horrible exchange rate GBP USD at the time we were in London, I believe the price was fair .\\n116                                                                                                                                                                                                                                                                                                                                                                                  I\\u0092m pretty sure the driver took the most direct route from the hotel, so not sure why the difference in price .\\n117                                                                                                                                                                                                                                                                                                                                                                                                                                     We stayed 5 nights in a room whose price was second lowest .\\n118                                                                                                                                                                                                                                                                                                                                                                                                           Excellent location service cleanliness and price at the Holiday Inn Kensington Forum .\\n119                                                                                                                                                                                                                                                                                                                                                                                                                    Even though this price doesn't include breakfast it was still a great value .\\n120                                                                                                                                                                                                                                                                                                                                                           The Kensington Forum is about as close to an American style hotel as one can reasonably hope to find in London at a reasonable price .\\n121                                                                                                                                                                                                                                                                                                                                      The continental breakfast which was included in the price was very nice and served in the dining room, a pleasant time before dashing off around the city .\\n122                                                                                                                                                                                                                                                                                                                                                                                                                                                   You could not beat the location or the price .\\n123                                                                                                                                                                                                                                                                                                                                                                                                                                         The price is moderate for the service and the location .\\n124                                                                                                                                                                                                                                                                                                                                                                                                               The price was a real bargain as the published price at the hotel was 210 pounds  !\\n125                                                                                                                                                                                                                                                                                                                                                                                                                                         The quality was very good and the price was reasonable .\\n126                                                                                                                                                                                                                                                                                                                                                                                                                                                                Excellent hotel excellent price .\\n127                                                                                                                                                                                                                                                                                                                                                                                                                                        Can't beat the price of $75 per night through Priceline .\\n128                                                                                                                                                                                                                                                                                                                                                                                                                                   One of the better places I've stayed in London for the price .\\n129                                                                                                                                                                                                                                                                                                                                                                                                                                                              Hard to find better at this price .\\n130                                                                                                                                                                                                                                                                                                                                                                                                                                      00 Pounds, hotel guests get it at the amazing price of 15 .\\n131                                                                                                                                                                                                                                                                                                                                                                                                For that price you get a glass of champagne, half a lobster and a wonderful hot and cold buffet .\\n132                                                                                                                                                                                                                                                                                                                                                                                                                                                               Price and location can't be beat .\\n133                                                                                                                                                                                                                                                                                                                                                                                                                     The price for triple cost me 76 pounds at the height of the tourist season .\\n134                                                                                                                                                                                                                                                                                                                                                                                        The price was right, and we were even told by an English tour guide that we had gotten a very good deal .\\n135                                                                                                                                                                                                                                                                                                     Continental breakfast was included in the price of our room package that we purchased through Northwest Airlines, but the breakfast room on the second floor was a bit of a feeding trough .\\n136                                                                                                                                                                                                                                                                                                                                                                                                                                                             Best location and unbeatable price !\\n137                                                                                                                                                                                                                                                                                                                                                                                                                                          We had terrific price per room and seems hard to beat .\\n138                                                                                                                                                                                                                                                                                                                                                                There is a great supermarket and some restaurants pubs ,  we ate one night at  Ask , which is a small chain of reasonable price .\\n139                                                                                                                                                                                                                                                                                                                                                                                         This is definitely a modern hotel, no English charm here, but the location and the price can't be beat .\\n140  After initial angst of getting a room, after a NY, London flight, I settled for a twin and not a double bedded room, 17th floor , small but very comfortable room, windows do open, bathroom new , staff fine and concierge area knowledgeable and openly interested and helpful, the hotel really tries, dont nit pick small things, dont pay more than $120 max and if you want to at least check out other reliable hotels, there are many shockers at all price ranges, do your research  !\\n141                                                                                                                                                                                                                                                                                                                                                                                                                                                   Great room fabulous price wonderful location !\"\n        ],\n        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+            }
+          },
+          "metadata": {},
+          "execution_count": 101
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.cluster import KMeans\n",
+        "\n",
+        "# 3개의 집합으로 군집화\n",
+        "km_cluster = KMeans(n_clusters=3, max_iter=10000, random_state=0)\n",
+        "km_cluster.fit(feature_vect)\n",
+        "cluster_label = km_cluster.labels_\n",
+        "\n",
+        "\n",
+        "# 소속 클러스터를 cluster_label 컬럼으로 할당하고 cluster_label 값으로 정렬\n",
+        "document_df['cluster_label'] = cluster_label\n",
+        "document_df.sort_values(by='cluster_label')"
+      ],
+      "metadata": {
+        "id": "z9gZ_XrQ8I9j",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "868b0faf-22aa-4cf7-d61d-0ef514726332"
+      },
+      "execution_count": 102,
+      "outputs": [
+        {
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+          "data": {
+            "text/plain": [
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+              "3        speed_garmin_nuvi_255W_gps   \n",
+              "10       free_bestwestern_hotel_sfo   \n",
+              "18   satellite_garmin_nuvi_255W_gps   \n",
+              "25  directions_garmin_nuvi_255W_gps   \n",
+              "..                              ...   \n",
+              "81   location_bestwestern_hotel_sfo   \n",
+              "85           food_swissotel_chicago   \n",
+              "86        comfort_toyota_camry_2007   \n",
+              "98    service_bestwestern_hotel_sfo   \n",
+              "97      rooms_bestwestern_hotel_sfo   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   opinion_text  \\\n",
+              "1                                                                                                                                                             Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "3                                                                                                                                                             Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...   \n",
+              "10                                                                                                                                                                The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...   \n",
+              "18                                                                                                                                                                                                                                                                                          It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...   \n",
+              "25                                                                                                                                                                                                                                                                You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...   \n",
+              "..                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ...   \n",
+              "81                                                                                                                                                                                                                                                                                                       Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                     ...   \n",
+              "85                                                                                                                                                                                                                                                                                                                                                                   The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...   \n",
+              "86                                                                                                                                                  Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...   \n",
+              "98                                                                                                                                                           Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...   \n",
+              "97                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Great Location ,  Nice   Rooms ,  H...   \n",
+              "\n",
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+              "      <th>1</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
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+              "      <th>3</th>\n",
+              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
+              "      <td>Another feature on the 255w is a display of the posted speed limit on the road which you are currently on right above your current displayed speed .\\n0                                                                                                                                                                   I found myself not even looking at my car speedometer as I could easily see my current speed and the speed limit of my route at a glance .\\n1                                                                                       ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>free_bestwestern_hotel_sfo</td>\n",
+              "      <td>The wine reception is a great idea as it is nice to meet other travellers and great having access to the free Internet access in our room .\\n0                                                                                      They also have a computer available with free internet which is a nice bonus but I didn't find that out till the day before we left but was still able to get on there to check our flight to Vegas the next day .\\n1                                                                                                 ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>satellite_garmin_nuvi_255W_gps</td>\n",
+              "      <td>It's fast to acquire satellites .\\n0    If you've ever had a  Brand X  GPS take you on some strange route that adds 20 minutes to your trip, has you turn the wrong way down a one way road, tell you to turn AFTER you've passed the street, frequently loses the satellite signal, or has old maps missing streets, you know how important this stuff is .\\n1                                                                 ...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>directions_garmin_nuvi_255W_gps</td>\n",
+              "      <td>You also get upscale features like spoken directions including street names and programmable POIs .\\n0                                                                                                                                                                                                                                                                                                I used to hesitate to go out of my directions but no...</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>81</th>\n",
+              "      <td>location_bestwestern_hotel_sfo</td>\n",
+              "      <td>Good Value good location ,  ideal choice .\\n0                                                                                                                                                                                                                                                                                          Great Location ,  Nice   Rooms ,  Helpless Concierge\\n1                     ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>food_swissotel_chicago</td>\n",
+              "      <td>The food for our event was delicious .\\n0                                                                                                                                                                                                                                                                                                              ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>86</th>\n",
+              "      <td>comfort_toyota_camry_2007</td>\n",
+              "      <td>Ride seems comfortable and gas mileage fairly good averaging 26 city and 30 open road .\\n0                                                                                                        Seats are fine, in fact of all the smaller sedans this is the most comfortable I found for the price as I am 6', 2  and 250# .\\n1                                                                                                                                                                                     Great gas mileage and comfortable on long trips ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>98</th>\n",
+              "      <td>service_bestwestern_hotel_sfo</td>\n",
+              "      <td>Both of us having worked in tourism for over 14 years were very disappointed at the level of service provided by this gentleman .\\n0                                                                                                                                                                                              The service was good, very friendly staff and we loved the free wine reception each night .\\n1                                                                                                                               ...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>97</th>\n",
+              "      <td>rooms_bestwestern_hotel_sfo</td>\n",
+              "      <td>Great Location ,  Nice   Rooms ,  H...</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>102 rows × 3 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
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+              "      fill: #174EA6;\n",
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+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
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+              "\n",
+              "    <script>\n",
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+              "        document.querySelector('#df-acaaa91e-a467-49bf-bb51-890f2f4d8a11 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-acaaa91e-a467-49bf-bb51-890f2f4d8a11');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
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+              "\n",
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+              "    </g>\n",
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+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
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+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
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+              "      --hover-bg-color: #434B5C;\n",
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+              "      --disabled-bg-color: #3B4455;\n",
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+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
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+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
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+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
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+              "            document.querySelector('#' + key + ' button');\n",
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+              "summary": "{\n  \"name\": \"document_df\",\n  \"rows\": 102,\n  \"fields\": [\n    {\n      \"column\": \"filename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 51,\n        \"samples\": [\n          \"parking_bestwestern_hotel_sfo\",\n          \"location_holiday_inn_london\",\n          \"price_holiday_inn_london\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"opinion_text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 51,\n        \"samples\": [\n          \"                                                                                                                                                                                                                     Parking was expensive but I think this is common for San Fran .\\n0                                                                                                                                                                                        there is a fee for parking but well worth it seeing no where to park if you do have a car .\\n1                                                                                                                                                        The parking was free, which was great, and the hotel was conveniently located for public transport, and local attractions .\\n2                                                                                                                                                                                               As for in, and, out parking, I have seen a lot of San Francisco with no car at all .\\n3                                                                                                         They have a parking garage, but they make you leave your vehicle for them to park   and then if you want to take a drive later, you have to wait for the staff to get it .\\n4                                                                                                                                                                                       There is no real parking space, so I had to pull up in front of the hotel in a small space .\\n5                                                                                                                                                                                                                                         There was valet parking at a cost of $42 .\\n6                                                                                                                                                                                      Rooms are very comfortable and we were charged $15 for parking our motorcycle in the garage .\\n7                                                                                                                                                                                    Our ONLY complaint was one doorman valet wasn't thrilled about us parking the car at the front \\n8                                                                                                                                                                                                                                         Parking is easier then you might realize .\\n9                                                                                                                                                                                                There is a parking ramp across the street that is MUCH cheaper then hotel parking .\\n10                                                                                                                                         Our room rate was all in order \\u0096 we\\u0092d booked a TravelZoo special, and the front desk had the right rate, and the right parking discount .\\n11                                                                                                                               Of course you have the added thrill of paying over $40 a night for parking and whatever your chiropractor bill is when you are done with the beds .\\n12                                                                                                                                                                                                               I found a great mid week deal that included a discount on parking .\\n13                                                                                                                                                                                                   On the other hand, the valet parking attendant bell people were very friendly .\\n14                                                                                                                                                                                                                               Parking is expensive, Rooms are on the small side .\\n15                                                                                                                                                                                                              However, parking is $30 night and valet only, which becomes a pain .\\n16                                                                                                                                                                                                                           Only other downer was $38 per night for valet parking .\\n17                                                                                                                                             room was quiet, clean with good beds but very very smallnot a cheap hotelvalit parking was to much expencive but oke its the location\\n18                                                                                                                                                                      Parking is crazy expensive, we drove up from LA so we had a car ,  but otherwise, you really don't need it .\\n19                                                                                                                                                                                                      Parking is expensive   and everything is very much within walking distance .\\n20                                                                                                                                             Valet parking is, in my view, unreasonably high at $38 per night, but again we knew this before we arrived so can't really complain .\\n21                                                                                                                                  As most hotels in the city, parking is expensive so unless you really need a vehicle it\\u0092s cheaper to just buy a MUNI Passport during your stay .\\n22                                                                                                                                                                                  The hotel does have parking, but it is expensive and hard to get around the city while driving .\\n23                                                                                                                                                                  The parking was steep  , so if I had to do it again I would have parked 1 2 block north for about half of that .\\n24                                                                                                                                                                                              Parking at $45 a night was outrageous, but probably worth it to keep your car safe .\\n25                                                                                                                                                                                                                               We did not have a car, hotel parking is expensive .\\n26                                                                                                                                                                                          The valet parking was very convenient and seemed secure as it is attached to the hotel .\\n27                                                                                                                                                                                       A lot of hotel parking garages lots are not on the same premises as the hotel in the area .\\n28                                                                                                                                                                                                            First, the biggest &quot gotcha&quot  is the mandatory valet parking .\\n29                                                                                                                               Not trying to bad mouth the Tuscan, it is a nice place to stay, and if you're not put off by the valet parking, you shouldn't be too disappointed .\\n30                                                                                                                                                                              Valet parking for $40 per night seems a bit steep,but at least the service was efficient and quick .\\n31                                                                                                                                                                          The prize for vallet parking is steep but I think you can expect that anywhere you go in San Francisco .\\n32                                                                                                                                                     Valet parking was $45 per night with tax, but that includes in and out privileges and my car was there whenever I needed it .\\n33                                                                                                                                                                                                                        Watch out for steep parking rates of about $45 per night .\\n34                                                                                                                                                                                                              This total includes the taxes and tips for mandatory valet parking .\\n35                                                                                                                                                                                                                          Aside from the parking rate, you won't be disappointed .\\n36                                                                           The other thing that I found disappointing was I can't remember the exact details but something like the charge they quote for parking   was even more than that because there was some sort of a tax .\\n37                                                                                                                                                                                                                                                     Onsite parking is available .\\n38                                                                                                                                                                             I called before we ever arrived to inquire about it and was told that parking was no problem at all .\\n39                                                                                              I guess calling to inquire about parking while giving them our name and reservation dates didn't warrant the clerk to inform us that we should make a reservation for our car also .\\n40                                                                                                                                                                                                            Valet parking is provided at $36 day which was, I thought, excessive .\\n41                                                                                                                                                                Walgreens has same souvenirs the airport shops do for 1 2 $Do not rent a car, waste of time, money,   no parking !\\n42                                                                                                                                                                                              The valet parking was overpriced, the service was terrible, and the coffe was cold .\\n43                                                                                                                                                                                                                                          At the hotel, it is valet only parking .\\n44                                                                                                                                                                                                                        Check for Internet deals and don't pay for their parking .\\n45                                                                                                                                                                                            I do think that if you are staying at a hotel you should not have to pay for parking .\\n46                                                                                        The hotel, located a few blocks from Fisherman's Wharf as well as Ghiardelli Square, has a nice Italian theme that carries into the lobby as well as the uniforms for the parking valets .\\n47                                                                                                                     Speaking of parking, you're going to have to pay and it's going to have to be valet service, as there are no free self park lots that are part of the hotel .\\n48                                                                                                     Not only is it pricey at $36 day, but having nothing but valet parking means you have no access to your car unless you have one of the valets fetch it from the lot for you .\\n49   Although our room was indeed non, smoking   and we had a king size bed we ended up on the 3rd floor and our room, facing Mason Street, overlooked a concrete multi, story parking lot although if you stood at the window you could see the Coit Tower which was a nicer view !\\n50                                                                                                                                                                                                                                   Several have mentioned the charge for parking .\\n51                                                                                                                                                                                     It really does save if you can get a deal with free parking, but the fee is not out of line .\\n52                                                                                                                               Valet parking was $36 a day, but we're not complaining because other SF wharf hotels have charged us a similar fee even without the valet service .\\n53                                                                                                                                                                                                                       Another irritant was the crazy parking fees for the hotel .\\n54                                                                                                                                                                  They do a good job and are a heck of a lot cheaper than a cab and you won\\u0092t have to mess with the parking fees .\\n55                                                                                                                                                                                                                                   When I got a GREAT deal $99 INCLUDING parking !\\n56                                                                                                                                                                                                                                     The great thing for us was the free parking .\\n57                                                                                                                                                                                                 Normally parking is $36 a night so getting that thrown in was a fantastic steal .\\n58                                                                                                                                      We stayed at the BW Tuscan Inn only because they were offering a great winter deal , $99 for a room with king, size bed and free parking   .\\n59                                                                                                                                                          Overall, we would recommend this place to friends, especially if they are able to get a good discount and free parking .\\n60                                                                                                                                                                                                           Nice rooms, a bit on the smaller side, but parking right at the hotel .\\n61                                                                                                                                                                                    staff were helpful although the valet parking and the laundry costs were extremely expensive .\\n62                                                                                                                                                                                                   They allowed this, so we only had to pay the regular parking fee of the hotel .\\n63                                                                                                                                                                                               Way too much money to pay for parking, but that is the way it is in San Francisco .\\n64                                                                                                                                                                                                                             You don't need a car because parking is a nightmare .\\n65                                                                                                                                                                                                                                            all these hotels charge parking fees .\\n66                                                                                                                                                                  Parking at the hotel is expensive at $32 plus tax per night but the up side is that you have in out privilages .\\n67                                                                                                                                                                                                                                             Parking in the city is a royal pain !\\n68                                                                                                                                                        Although the parking charge is steep, it seems to be the market price in San Francisco, or as the locals like to call it :\\n69                                                                                                           I notice on other reviews the high cost of parking which we didn't have to consider as we were advised you do not need a car to get around SF, and this is quite true .\\n70               All in all, the location was perfect ,  a short walk to the cable cars or bus lines, a Safeway grocery and Walgreens drugs is across the street in a parking garage, type mall, and there are small places to eat breakfast nearby plus an IHOP a few blocks over .\\n71                                                                                                                                                                                               Parking at the hotel was a hefty $32 per day with unlimited in and out privileges .\\n72                                                                                                                                                                                                                                 Parking is an issue in SF so either pay the $30 .\\n73                                                                                      In addition, the valet parking is apparently handled by an outside contractor, and turned out to be considerably more expensive than we had been told ,  $35 day ,  which seemed very high .\\n74                                                                                                                                                                          Because of the exhorbitant $29 valet parking fee, we only rented a car for Sonoma and Napa for one day .\\n75                                                                                                                                                                                  You'll be having fun while some other poor sod is looking for a parking space that isn't there .\\n76                                                                                                                                                                                         30 am, we discovered that the parking garage next door   would not be open until 7 ,  7 :\\n77                                                                                                                                                                                          I thought the $29 per day parking was ridiculous, but I hear that's the standard in SF .\\n78                                                                                                                     Upon arriving, there was a very long and confusing to do with the valet parking ,  we hadn't gotten our luggage out of th car and the valet wanted the keys .\\n79                                                                                                                                                                                                                                  There was a fee of $29 per day for the parking .\\n80                                                                                                                                                                                                                                           Valet parking attendant was no better .\\n81                                                                                                                                                                                                                                 paid $161 plus tax along with a $20 parking fee .\\n82                                                                                                                                                            As far as parking is concerned, we were shell, shocked at what most of the hotels charge for parking\\u0097up to $40 night .\\n83                                                                                                                                                 The Tuscan is $29 night, but if you search for a package rate on their web site, you may get parking included in your room rate .\\n84                                                                                                                                                                           And, conveniently, there is a Safeway and a drug store hidden in the parking garage across the street .\\n85                                                                                                                                                          We didnt have or need a car so we didnt have to deal with parking a car I believe it is $30 a day, ,  par for the city .\\n86                                                                                                                                                                              It is located 2 blocks from the wharf which was outstanding considering parking is hard to come by .\\n87                                                                                            Note to those with a car, overnight valet parking is $26 but right next door the car park is $15 and it takes about 30 seconds to get from your car back to the hotel ,  why pay $26 ?\\n88                                                                                                                                                                                                                          Parking was $26 day ,  free valet with on and off priv .\\n89                                                                                                                                                                                                                                  Make sure you realize that you pay for parking .\\n90                                                                                                                                                                                                                                         00 for valet parking, but that was okay .\\n91                                                                                                                                                                           I was aupset, since my $89 night room had gone to $138 night between the parking   and the pet charge .\\n92                                                                                                                                                                                                   We didn't pull our car out of the parking garage the whole time we were there .\\n93                                                                                                                                                                                                                                       Parking is not cheap, check before you go .\\n94                                                                                                                                                                                                                                              Parking was only $10 with AAA rate .\\n95                                                                                                                                                                                                                                              Hotel parking   is now $23 a night .\",\n          \"                                                                                                                                                                                                                                                                                                                Great location for tube and we crammed in a fair amount of sightseeing in a short time .\\n0                                                                                                                                                                                                                                                                All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n1                                                                                                                                                                                                                                                                                                                                                                        Great Price Terrific Location .\\n2                                                                                                                                                                                                                                                                                                                                                                 The location is absolutely wonderful .\\n3                                                                                                                                                                                                                                                                                                                         Our main focus before booking was looking for a low price with good location .\\n4                                                                                                                                                                                                                                                                                                                                                                Very Good Value ,  Excellent Location .\\n5                                                                                                                                                                                                                                                                                                                               The location is ideal for travel all over the city via the Underground .\\n6                                                                                                                                                                                                                                                                                                                                                                    Excellent hotel in prime location .\\n7                                                                                                                                                                                                                                                                                                                                                 Good Location Horrible Service Disgusting Procedures .\\n8                                                                                                                                                                                                                                                                                               First and foremost, the good, yes it has good location, a block away from Gloucester Road Tube Station .\\n9                                                                                                                                                                                                                                                                                                                      The convenient location and competitive rates finally sold us on a repeat visit .\\n10                                                                                                                                                                                                                                                                             The location of this hotel is it's best feature ,  two blocks from the tube on lines that run to most major attractions .\\n11                                                                                                                                                                                                                                                                                                                The saving grace of this hotel, is the friendly staff and its location in Kensington .\\n12                                                                                                                                                                                                                                                                                                                                      The positives were the location, a block from the Gloucster Rd .\\n13                                                                                                                                                                                                                                                       The public areas are fine if bland, the rooms comfortable if slightly cramped, the location good for tube and bus but just a little 'distant' .\\n14                                                                                                                                                                                                                                                                                                                                                                    Its saving grace is its location .\\n15                                                                                                                                                                                                                                                                                                          The location is excellent ,  near to the Tube and walking distance of a lot of attractions .\\n16                                                                                                                                                                                                                                                                                                                                        Turned out to be this excellent property in a prime location .\\n17                                                                                                                                                                                                                                                                                   Location could not have been better with the Gloucester Road tube station just a few minutes' walk from the hotel .\\n18                                                                                                                                                                                                                                                                                              Bottom line is that I would definitely return to this property for its comfort and convenient location .\\n19                                                                                                                                                                                                                                                                                                                                                             Great Location clean good place to stay !\\n20                                                                                                                                                                                                                                                                Overall, I would recommend this hotel to friends, and would probably stay here again, because it was such a great location and clean .\\n21                                                                                                                                                                                                                   Even better is the hotel's location ,  literally a two, minute walk around the corner and you're at the Gloucester Road Tube Station and a host of small shops, pubs and eateries .\\n22                                                                                                                                                                                                                                                                                                                                                          Great stay friendly service great location .\\n23                                                                                                                                                                                                                                                                                                                   I would say this is a better than standard HI and the location just can't be beat .\\n24                                                                                                                                                                                                                                                                                                                                        I am giving a 'very good' based on staff, rates,and location .\\n25                                                                                                                                                                                                                                                                                                                                                     We liked the location and decided to stay again .\\n26                                                                                                                                                                                                                                                                                                                                   The location close to a tube station and a grocery store is ideal .\\n27                                                                                                                                                                                                                                                                                                                                                                    average hotel in a good location .\\n28                                                                                                                                                                                                                                                                                                                                                                    This hotel is in a good location .\\n29                                                                                                                                                                                                                                                                                        If you want a reasonably priced place to stay in London in a convenient location, then this is a good choice !\\n30                                                                                                                                                                                                                                                                                                                                      Excellent Hotel Excellent location Would definately stay again !\\n31                                                                                                                                                                                                                          In London its often hard to find good location and good customer service in the same place ,  The Holiday Inn Kensington Forum did that for me and I couldn't ask for more .\\n32                                                                                                                                                                                          It's rated 4, stars, but I also stayed at an equivalently rated Marriott while in London, and a 3, star Holiday Inn Express in Scotland, and the service and rooms were much better at the other locations .\\n33                                                                                                                                                                                                                                                                                                                                                                    great hotel in a lovely location .\\n34                                                                                                                                                                                                                                                                             Excellent location next to Gloucester Road tube station that has 3 train lines making getting around London really easy .\\n35                                                                                                                                                                                                                                                                                                                                                  Good location one excellent concierge but problems .\\n36                                                                                                                                                                                                                                                                                                                                                            The location of the hotel is really good .\\n37                                                                                                                                                                                                                                                                                                                                                                      Great Location for Sightseeing .\\n38                                                                                                                                                                                                                                                                                                                                                                Efficient hotel with a good location .\\n39                                                                                                                                                                                                                                                                                        The location is a block away from the underground station on the Picadilly Line direct from Heathrow Airport .\\n40                                                                                                                                                                                                                                                                                                                                                                   Excellent Hotel ,  Great Location .\\n41                                                                                                                                                                                                                                                                                                                                                                 Good Location New Room Bad Service  .\\n42                                                                                                                                                                                                                                                     The hotel was a great location just 1 block from Tube, Grocery Stores, Pharmacy and 2 blocks from Natural History and Victoria   Albert Museums .\\n43                                                                                                                                                                                                                                                                                                                                            Convenient location not 4, star room and services but OK .\\n44                                                                                                                                                                                                                                                                                                                                                    Great location but definitely NOT a 4 star hotel .\\n45                                                                                                                                                                                                                                                                                        LOCATION ,  this hotel is located around the block from the Gloucester tube station   and a few ATM machines .\\n46                                                                                                                                                                                                                                                                                                                                                              Great location but is it really 4 star ?\\n47                                                                                                                                                                                                                                                                                                                              ,  Great location  ,  Very good selection of food for breakfast buffet .\\n48                                                                                                                                                                                                                                                                                                                         The location was only a five minute walk from the Gloucester Road Tube stop .\\n49                                                                                                                                                                                                                                                           Great location, near Gloucester Road tube station, handy cluster of cafes, shops, couple of pubs, plus supermarket in the station complex .\\n50                                                                                                                                                                                                                                                                                                                                             For the price and location, this was a very great hotel .\\n51                                                                                                                                                                                                                                                                                                                                                                 Good location clean and comfortable .\\n52                                                                                                                                                                                                                                                                                                                                                    Great location but not sure it's worth the money .\\n53                                                                                                                                                                                                                                                                                                                   What you are really paying for at this hotel is location and in hotel restaurants .\\n54                                                                                                                                                                                                                                                                                                                                                 Fantastic location very close to the tube and buses .\\n55                                                                                                                                                                                                                                                                                                                                                   It was a pretty good value and in a good location .\\n56                                                                                                                                                                                                                                                                   We wanted something more spacious, but this hotel had extremely convenient location and good reviews, so we decided to stay there .\\n57                                                                                                                                                                                                                                                   The positives, great location, just a few minutes from a tube station which makes touring easy and with a travelcard taking midday breaks is easy .\\n58                                                                                                                                                                                                                                                                                                                                    Apart from the location, the hotel was really not up to standard .\\n59                                                                                                                                                                                                                                                                                       It is a great location, the rooms are a bit basic, but clean and we actually got a pretty good view this time .\\n60                                                                                                                                                                                                                                                                                                                                                                   excellent location friendly staff .\\n61                                                                                                                                                                                                                       went for a city break with the family hotel good location harrods 20 mins walk,royal albert hall 10 mins,and under ground around the corner,plenty to see and do around hotel .\\n62                                                                                                                                                                                                                                                                                       One good aspect of this hotel was the location, it is about 2 blocks to the tube station, shopping and eating .\\n63                                                                                                                                                                                                                                                                     Not too easy to find rooms for more than two people in London unless you compromise on a few things, such as cost, location etc .\\n64                                                                                                                                                                                                                                                                                                                       Location is not very good since one has to travel by tube to shop or sightsee .\\n65                                                                                                                                                                                                                                                                                                                                     The location to the Gloucester Road tube station was very handy .\\n66                                                                                                                                                                                                                                                                                                                                                                   We chose it due to its location i .\\n67                                                                                                                                                                                                                                                                                                                                                             Great location for first time traveller .\\n68                                                                                                                                                                                                                                                      When I approached one stewardess, she assured me that her airline used Holiday Inn Kensington Forum on a regular basis because of its location .\\n69                                                                                                                                                                                                                                                                                                                           Hotel was super average nothing great about it at all except the location .\\n70                                                                                                                                                                                                                                                                                    Since everyone starts with the good that I agree with ,  great location, very clean, I'll state the not, so good .\\n71                                                                                                                                                                                                                                                                                                                                              One of the best features of this hotel is the LOCATION .\\n72                                                                                                                                                                                                                                                                                                                         The hotel's location is perfect for sightseeing and shopping   and the Tube .\\n73                                                                                                                                                                                                                                                                                                                                                                      Location great but hotel dated .\\n74                                                                                                                                                                                                                                                                                                                       Tower block hotel in fantastic location near good shops, bars and restaurants .\\n75                                                                                                                                                                                                                       The positives about the place are the views from the windows if you have an upper floor room, and the location next to Gloucester Road tube station and a small shopping area .\\n76                                                                                                                                                                                                                                                                        For a little extra money, the soon to be Crowne Plaza over the road offers far better service yet with the same great location\\n77                                                                                                                                                                                                                                                                                                                                                   Nice hotel with great location for transportation .\\n78                                                                                                                                                                                                                                                                                      We've stayed at this hotel before and it's always been a great choice for it's location, cleanliness and staff .\\n79                                                                                                                                                                                                                                                                                                                           very good location, next to underground station, very near to city center .\\n80                                                                                                                                                                                                                                                                                                                                                         Convenient location Great Concierge service .\\n81                                                                                                                                                                                                                                                                                                                    It isn't the most central location but I found it easy enough to get into London .\\n82                                                                                                                                                                                                                                                                                                                  I would definitely stay here again for the location and the great customer service .\\n83                                                                                                                                                                                                                                                                                                                                                              Great location and above average rooms .\\n84                                                                                                                                                                                                                                                                                                                                       For the price and the location I thought this place was great .\\n85                                                                                                                                                                                                                                               The location is just around the corner from the tube, Boots and Waitrose   right next door, close to many restaurants including fast food if you like .\\n86                                                                                                                                                              Its location is probably the first thing worth mentioning, being a 10 minutes walk from the natural history museum, a 15 minutes walk from beautiful Hyde Park and just behind the corner of the Gloucester Road underground station   .\\n87                                                                                                                                                                                                                                                              Even otherwise, no matter if it's going to cost you a bit more, I'd still recommend it, considering its location and overall standards .\\n88                                                                                                                                                                                                                                                                                                                  There was a lot of road noise, but this is only to be expected, given the location .\\n89                                                                                                                                                                                                                                            Location is great, 5 mins walk to the Natural History Museum, 15 to Kensington High St and 2 mins to the tube and in a high room you can see for miles   .\\n90                                                                                                                                                                                                                                                                                           Location was excellent with close proximity to tube station We will definitely stau here again , good value\\n91                                                                                                                                                                                                                                                                                                                                                                 Great location for the tube and bus !\\n92                                                                                                                                                                                   Also it is perfect for the Gloucester Road tube station with direct trains to Heathrow airport terminals,very good location turn right as you exit the station the hotels a 3 minute walk on your right hand side .\\n93                                                                                                                                                                                                                                                                                             Location is very close to Gloucester Road Tube so easy to get into central london for the tourist sites .\\n94                                                                                                                                                                                                                                                                                                                                       Some positives are that it is in a good location for the tube .\\n95                                                                                                                                                                                                                                    It's a great location   ,  literally a minute's walk to Gloucester Road tube station, 5 mins walk to the Victoria   Albert Museum and the British Science Museum .\\n96                                                                                                                                                                                                                                                                                                                                     But for the price, and the favourable location, we were content .\\n97                                                                                                                                                                                                                                                                                                                                                                   pleasant hotel very good location .\\n98                                                                                                                                                                                                                                                                                                                                                         Great location for all London has too offer .\\n99                                                                                                                                                                                                                                                                                                                                             The hotel is in a very good location for touring London .\\n100                                                                                                                                                                                                                                                                                                                                 Clean rooms, great location, close to the Gloucester Tube entrance .\\n101                                     The one standout is location , ,  it's only about a block from the Gloucester Rd tube station, which is on the Picadilly line that connects to Heathrow, so being on the west side of London, it's a shorter ride to and from aiport and a very short walk to your hotel with no changes, and then you are close to public transport for the rest of your stay .\\n102                                                                                                                                                                                                                                                                                                                                                             Good hotel for the price nice location .\\n103                                                                                                                                                                                                                                                                                                                                                No noise problems   and a nice, convenient location .\\n104                                                                                                                                                                                                                                                                                                                                                               Perfect Location and Excellent Hotel .\\n105                                                                                                                                                                                                         Room ,  clean, good size, everything you need is in the room including the coolerLocation ,  within every attractions, short walk or you can take the double decker just across the street .\\n106                                                                                                                                                                                                                                                                                                                                                         Great location ,  good value place to stay .\\n107                                                                                                                                                                                                                                        The Holiday Inn Kensington Forum benefits from a fantastic location, right next to Gloucester Road Tube   or to Paddington Station for the Heathrow Express .\\n108                                                                                                                                                                                                                                                                                                                                                   Believe me, the location alone is worth the stay .\\n109                                                                                                                                                                                                                                                                                              The location is fantastic near Gloucester Station which was very handy for all our needs in transport !\\n110  The breakfast we had 1 morning was to say the least quite incredible there was so much variety, there was also no complaint in this area with the staff they were right on the ball   helpfulThis hotel while being high rise had some low moments for us as we felt some areas were really lacking but the hotels location is superb and staff like Peter did try and make your stay worth while .\\n111                                                                                                                                                                                                                                  The location is South West London and a healthy but doable walk from landmarks like the Museum of Natural History, Albert's Hall, Kensington Gardens, and Harrods .\\n112                                                                                                                                                                                                                                                                                         LOCATIONA block from Gloucester Road Tube which is conveniently on the Piccadilly, District   Circle lines .\\n113                                                                                                                                                                                                                                                                                             Other reviewers are right, the entrance is in a bizarre location but once you figure it out, it's fine .\\n114                                                                                                                                                                                                                                                 Nice clean rooms, good value, and average location near a tube station, but the rooms directing towards the main street outside are all VERY noisy .\\n115                                                                                                                                                                                                                                                                                                                                                    Terrific location wonderful staff excellent pub !\\n116                                                                                                                                                                                                                                                                                                                        This was our first trip to London and we found the location to be excellent .\\n117                                                                                                                                                                                                                                                                                                                 Lovely hotel, terrific location, wonderful helpful staff, immaculately clean rooms .\\n118                                                                                                                                                                                                                                                                                                                                                         Great location, 1 min from Gloucester Tube .\\n119                                                                                                                                                                                                                                                                                                                                                                      Excellent location good value .\\n120                                                                                                                                                                                                                                                                                              Excellent location in the nice and relatively quiet area 100m from Tube station and shops restaurants .\\n121                                                                                                                                                                                                                                                                                          The hotel's location is the best thing about it ,  near the tube stop, museums and Kensington High Street .\\n122                                                                                                                                                                                                                                                                                       For our purposes, the hotel was perfectly adequate ,  the location was good and the room was clean and quiet .\\n123                                                                                                                                                                                                                                                                                                                                                                     Good location but need upgrade .\\n124                                                                                                                                                                                                                                                                                                                                                           I really love the location of this hotel .\\n125                                                                                                                                                                                                                                                                                                                                          But again, the location could justify charging that price .\\n126                                                                                                                                                                                                                                                                                                                                               The hotel is very nice and the location is excellent .\\n127                                                                                                                                                                                                                                                                                                  If you're looking for a no, frills hotel that is all about location and price, this is your place .\\n128                                                                                                                                                                                                                                                                                                                              All, in, all this hotel was a great choice for the price and location .\\n129                                                                                                                                                                                                                                                                                                               The Holiday Inn Kensington Forum has a fantastic location for a city break in London .\\n130                                                                                                                                                                                                                                                                                                                                                                    The best thing was the location .\\n131                                                                                                                                                                                                                                                                                                                                                                      Good location ,near the tube  .\\n132                                                                                                                                                                                                                                                                                                                                                               Good price   location but no thrills .\\n133                                                                                                                                                                                                                                                                        The location is great ,  very close to Gloucester Road Tube, with Waitrose supermarket, coffee shops and restaurants nearby .\\n134                                                                                                                                                                                                                                                                                                                                                                   Great value and awesome location .\\n135                                                                                                                                         Instead you get attractively appointed, decent, sized rooms  , AC that works, a modern bathroom, plumbing that doesn't gurgle and bang in the night, iron and board, bathrobe and slippers, lots of TV channels and a location that can hardly be bettered .\\n136                                                                                                                                                                                                                                                                                   The location is terrific for museum, going and the Royal Albedrt Hall is an easy walk away if you enjoy concerts .\\n137                                                                                                                                                                                                                                                                                                                                                           Great Location Nice Rooms Friendly Staff .\\n138                                                                                                                                                                                                                                                                                                                                                                Great location service questionable .\\n139                                                                                                                                                                                                                                                                                                    Like other reviews, the location of the hotel is great, seconds around the corner from the tube .\\n140                                                                                                                                                                                                                                                                                                             Location wise, the tube station   is just around the bend and key restaurants Bugis St .\\n141                                                                                                                                                                                                                                                                                                                                Great location, close to the Underground and several excellent Pubs .\\n142                                                                                                                                                                                                                                                                      Everything was clean, the staff were very friendly and helpful and the location was excellent, all at a relatively cheap cost .\\n143                                                                                                                                                                                                                                                                                                                                   Location can't be beat, right on bus lines, next to tube station .\\n144                                                                                                                                                                                                                                                                                                                                                A nice hotel  a resonable rate and a great location .\\n145                                                                                                                                                                                                                                                                                    Location of hotel is great, next to Gloucester Road tube, close to museums, short hike to Buckingham Palace etc .\\n146                                                                                                                                                                                                                                                                                                                                                     Location is the only thing it has going for it .\\n147                                                                                                                                                                                                                                                                                                                                               Great location, okay value and what you would expect .\\n148                                                                                                                                                                                                                                                                                             On the positive side the location of Holiday Inn Forum was very handy for a conference I was attending .\\n149                                                                                                                                                                                                                                                                                                                            The location is superb with the tube and bus stops literally steps away .\\n150                                                                                                                                                                                                                                                                                                                                                             Nice location by Glouchester tube stop .\\n151                                                                                                                                                                                                                                                                                                                                  The best part about the hotel is the great location in Kensington .\\n152                                                                                                                                                                                                                                                                                                                                                            Great Location and great business hotel .\\n153                                                                                                                                                                                                                                                                                                           Holiday Inn Kensington Forum is a perfect no fuss business hotel with fantastic location .\\n154                                                                                                                                                                                                                                                                                                                                                             Great location pub in the ground floor .\\n155                                                                                                                                                                                                                                                                                              Having never been to London, I found it easy to get around to places of interest from this location   .\\n156                                                                                                                                                                                                                                                                                                                                                                     great location great breakfast !\\n157                                                                                                                                                                                                                                                 Great location ,  we did what others have descibed and turned along Cromwell road and went to the other Holiday Inn in error when we first arrived .\\n158                                                                                                                                                                                                                                                                                                                                      This was my second stay at this location in the past one year .\\n159                                                                                                                                                                                                                                                                                                                           The hotel is in an excellent location only a short walk to Gloucester Rd .\\n160                                                                                                                                                                                                                                       The location of the hotel is excellent, in a very nice area right next to the Gloucester Road tube station and direct on the picadilly line from Kings cross .\\n161                                                                                                                                                                                                                                                                                                                                        We thought this was a great value for such a great location .\\n162                                                                                                                                                                                                                                                                                                                                                                      Great location for vacationer .\\n163                                                                                                                                                                                                                                                                                                                                                         The hotel was good and in a great location .\\n164                                                                                                                                                                                                                                                                                                                                                                       You cannot beat the location !\\n165                                                                                                                                                                                                                                                                 Coming from Cardiff, the location was perfect, as it was straight off the M4 and a short drive on the A4 before reaching the hotel .\\n166                                                                                                                                                                                                                                                                                                                                                                 it's just a great location, period .\\n167                                                                                                                                                                                                                                                                                                                                              This hotel provided that and a great location to boot !\\n168                                                                                                                                                                                                                                                                                                                                                                    the hotel is in a good location .\\n169                                                                                                                                                                                                                                                                                                                                                                   Convenient Location for Tourists .\\n170                                                                                                                                                                                                                                                                                                                                                  Great location close to Gloucester Road tube stop .\\n171                                                                                                                                                                                                    Would definitely recommend this hotel if only for the fair price I got on priceline combined with the great, convenient location, which made it easy to get to all the touristy sites in London .\\n172                                                                                                                                                                                                                                                                                                                  Convenient to Gloucester Road tube station, , location could not have been better .\\n173                                                                                                                                                                                                                                                                                                                               Great location with cafes, restaurants and grocery stores all around .\\n174                                                                                                                                                                                                                                                                      All in all a clean room, great location near hyde park and all the stuff in kensington chelea, near tube station , quiet area .\\n175                                                                                                                                                                                                                                                                                                                                                                     Great location clean and quiet .\\n176                                                                                                                                                                                                                                                                                                                                                         Location is excellent to the tube stations .\\n177                                                                                                                                                                                                                     The good thing about this hotel is its location, you are a 10 minute walk from Harrods and \\u00a313 taxi ride to Covent Garden which will take you past all the tourist attractions :\\n178                                                                                                                                                                                                                                                                                                             Loved the location as it's only a 1, minute walk from the Gloucester Road tube station .\\n179                                                                                                                                                                                                                                                                                                                       I like this hotel due to its location, but the management need to get a grip .\\n180                                                                                                                                                                                                                                                                                                                                       Its in an easy location from the tube, just two minutes walk .\\n181                                                                                                                                                                                                                                                                    The hotel has an unbeatable location in a very nice part of South Kensington ,  only 1 block from the Gloucester Road station   .\\n182                                                                                                                                                                                                                                                                                        The location of the hotel is fine and actually the hotel is not extremely bad but it is extremely EXPENSIVE .\\n183                                                                                                                                                                                                                     We've stayed in London a lot and booked this hotel for one night due to a number of factors ,  the location, the price   the availibility of a room to accomodate three adults .\\n184                                                                                                                                                                 The hotel itself is truly in a great location ,  on the same road as the major London museums it took a leisurely 5, 10 minutes to stroll to the wonderful Natural History Museum   a further 5, 10 minutes up the road to Harrods .\\n185                                                                                                                                                                                                                                                                      If we hadn't experienced a problem with the a c I would have rated my overall stay here 5 5 for value, location, comfort, etc .\\n186                                                                                                                                                                                                                                                                                                                                          Location itself is great, but everything else is terrible .\\n187                                                                                                                                                                                                                                                                                                                              don t stay here unless if the Kensington location is important to you .\\n188                                                                                                                                                                                                                                                                                                                      Geat location, clean, relatively quiet inside the rooms, somewhat confortable .\\n189                                                                                                                                                                                                                                                                                                                              The main reasons are location and the quality of the air conditioning .\\n190                                                                                             Yes, the standard rooms are small for two people   and, yes, they seem to have a lot of trainee staff at the front desk, who struggle sometimes with the language, and yes some of the rooms are affected by traffic noise, but for a good location and a no, frills room provider, it is hard to beat .\\n191                                                                                                                                                                                                                                                                                                                                                        Clean rooms, bustling lobby, GREAT location .\\n192                                                                                                                                                                                                                                                                                                                                                                 I will NOT recommend this location .\\n193                                                                                                                                                                                                                                                    I travelled during the off, season in January to London, this was my first stay at this location and I would definitely consider doing so again .\\n194                                                                                                                                                                                                                                                            Less than a five minute walk from the tube station and within walking distance to the Museum of Natural History, really a good location .\\n195                                                                                                                                                                                                                                                                                                                                  , ,  The one thing this hotel has it going for it is the location .\\n196                                                                                                                                                                                                                                                                                                                           With a kid and a stroller, this definitely is a very convenient location .\\n197                                                                                                                                                                                                                                                                                                                                                     Cromwell is a pretty posh and popular location .\\n198                                                                                                                                                                                                                                                                                                                                                                    A fine hotel and great location .\\n199                                                                                                                                                                                                                                                                                                                         We could not have been happier with the location or the room for the price .\\n200                                                                                                                                                                                                                                                                                                                                                                 Great location indifferent service .\\n201                                                                                                            This being our first ever visit to UK, must say the location of the hotel, just 2min walk from Glousceter Rd tube stn was a great advantage as even during the weekend, Piccadely line remained open, though distict and central lines had some restrictions on a c of maintainence etc .\\n202                                                                                                                                                                                                                                                                                                                                                                  Good value and excellent location .\\n203                                                                                                                                                                                                                                                         Booking through Priceline led me to the Holiday Inn Kensington Forum which was inexpensive, in a great location, and clean and comfortable .\\n204                                                                                                                                                                                                                                                                 The location of the hotel is great because it's about a block from the Gloucester Road Tube Station which is on several Tube lines .\\n205                                                                                                                                                                                                                                                                    In short, the location of the hotel made travel around London and getting to train stations to go out of London incredibly easy .\\n206                                                                                                                                                                                                                                                                                                        Overall, we felt this hotel was in a convenient location and a good deal for a London hotel .\\n207                                                                                                                                                                                                                                                                                                                    As other reviewers mentioned, good location and lots around to do eat see enjoy .\\n208                                                                                                                                                                                                                                                                                                                                                                     Nice hotel with great location .\\n209                                                                                                                                                                                                                                                                                                                                The location is excellent, just a half a block from the Glouster Rd .\\n210                                                                                                                                                                                                                    Also, the tour bus most likely will not drop you off at your hotel after the tour, but rather at Victoria Station or some location nearest your hotel as the bus driver can get .\\n211                                                                                                                                                                                                                                                                                                Also, the close location of the gloucester road tube stop is great for getting around all of london .\\n212                                                                                                                                                                                                                                                                         Great location ,  a couple of minutes walk from Gloucester Rd underground station, and shops, restaurants, internet cafe etc\\n213                                                                                                                                                                                                                                                                                                                                                             Great location but don't bring the car !\\n214                                                                                                                                                                                                                                                   The location is great however, only 5 mins walk from the Gloucester Road tube and 10 mins walk to the South Kensington museums, Albert Hall, etc .\\n215                                                                                                                                                                                                                                                                                                                         The hotel is in an ok location ,  close the the Gloucester Rd tube station .\\n216                                                                                                                                                                                                                                                                                                                                                                The location of the hotel was great .\\n217                                                                                                                                                                                                                                                                                                                                        Otherwise, really great location with the refrige being key .\\n218                                                                                                                                                                                                                                                                                                                                 This is our 2nd time at the Kensington Forum and love the location .\\n219                                                                                                                                                                                                                                                                                               Location was great come out of tube station, take first turn right and walk 150 yards   you're there !\\n220                                                                                                                                                                                                                                                                                                                                                           Location was great ,  close to tube stop .\\n221                                                                                                                                                                                                                                            The location of the hotel was excellent, a 5 min stroll from Gloucester Road tube, next to tesco express and a large supermarket just around the corner .\\n222                                                                                                                                                                                                                                                                                                                                     The location is perfect, very central and very near the subway .\\n223                                                                                                                                                                                                                                                                                                                  However the location was great with the underground and good restaurants   nearby .\\n224                                                                                                                                                                                                                                                                                                                                        One of the nicest features about this hotel is the location .\\n225                                                                                                                                                                                                                                                                                                                                    So many employees, a wonderful location, an impressive building .\\n226                                                                                                                                                                                                                                                                                                                               Well, after all, as I said, great location, great view, NOTHING ELSE !\\n227                                                                                                                                                                                                     On a positive note the location is great and the overworked staff did their best however if visiting London their are definitely better options such as the NH which is just around the corner .\\n228                                                                                                                                                                                                                                                                                                                                            Perfect location, right around the corner from the tube .\\n229                                                                                                                                                                                                                                                                        Our parents who are 55, 70 were able to wonder around the entire city by themselves due to the ideal location of this hotel .\\n230                                                                                                                                                                                                                                                                           Nothing fancy but we were quite happy with the location of the hotel, just like most who have stayed at the hotel before .\\n231                                                                                                                                                                                                                                                                       Overall, we found the hotel only good for location and decent room if somewhat cold just like the weather was in London then .\\n232                                                                                                                                                                                                                                                     The breakfasts were excellent and the location is great for viewing London by bus, on foot and by tube  , which is just at the end of the road .\\n233                                                                                                                                                                                                                                                                                                                                                                Great Location, Very Clean Miami FL .\\n234                                                                                                                                                                                                                                                                                            The location in the Kensington area could not have been better, the area is safe, nice and fairly quiet .\\n235                                                                                                                                                                                                                                                             A Great Location, Friendly And Polite Staff, First Class Breakfast And Rooms As Described Above Will Have Me Returning Again And Again .\\n236                                                                                                                                                                                                                                                                                                                                                  Very convenient location for Gloucester Road tube .\\n237                                                                                                                                                                                                  The location was excellent with a number of good eating options locally and Garfunkels and Ask Pizza located in a complex within a very short walking distance for kids   who want something easy .\\n238                                                                                                                                                                                                                                 brilliant, behind tube station, near local stores, restaurant, posh area, near kensington park, great central location yet quiet enough in a cul, de, sac location .\\n239                                                                                                                                                                                                                 flaw location of main entrance, big signs and big flags on main street but enter from the back, tiny miserable unwelcoming cheap entrance design, confusing to first time visitors .\\n240                                                                                                                                                                                                                                                                                          the only reason to choose this hotel is its location, for other aspects, not up to standard for its price .\\n241                                                                                                                                                                                                                 The Forum Holiday is a big high rise and right across the street, is another Holiday Inn, albeit it much smaller which tends to confuse people looking for that 2nd location hotel .\\n242                                                                                                                                                                                                                                                                                                                                                             Great Location and Hotel for the Money .\\n243                                                                                                                                                                                                                       The location in South Kensington is excellent as the Gloucester Road tube station is just around the corner and is served by 3 main lines, , District, Circle and Piccadilly .\\n244                                                                                                                                                                                                                                                                                                         Can't say enough about the price, quality, location and convenience of this hotel and area .\\n245                                                                                                                                                                                                                                                                                 Good points excellent location really very close to the tube and the tube is on good lines so not lots of changing .\\n246                                                                                                                                                                                                                                                                                                 The location is in a good location near the tube and only a few minutes by cab to central London   .\\n247                                                                                                                                                                                                                                              Although in some ways I would have preferred a smaller, more authentic English hotel, we really couldn't beat the combination of price and location   .\\n248                                                                                                                                                                                                                                                                                                                                                    Location is good if you plan on taking the tube .\\n249                                                                                                                                                                                                                                                                                                            Would recommend the Holiday Inn Kensington Forum for location, price  , and cleanliness .\\n250                                                                                                                                                                                                                                                                                                                                                                     Decent rooms and good location .\\n251                                                                                                                                                                                                                                                                                        Stayed at this hotel, for one night, as the location was ideal for our night out at the Royal Albert Hall   .\\n252                                                                                                                                                                                                                         As also said before, location is excellent, very near the tube stations, plenty of delis and eating places nearby and a supermarkets for any snacks we wanted for the room .\\n253                                                                                                                                                                                                                                                                                                     Location is great, hotel is wonderful, and price is right, it really is hard to beat right now .\\n254                                                                                                                                                                                                                                                                                                                                                              good location great deal on priceline .\\n255                                                                                                                                                                                                                                                                                         This hotel is in a very convenient location, just a block and a half from the Gloucester Road tube station .\\n256                                                                                                                                                                                                                                                                      Comfortable room with large bed but limited space as is often the case with London hotels, but I found the location excellent .\\n257                                                                                                                                                                                                                                                                                             Stayed between Xmas and New Years and the room, location, etc were what to expect for the price I paid .\\n258                                                                                                                                                                                                                                                                                                                                              The location was great too as it was next to the tube .\\n259                                                                                                                                                                                                                                                                                                                                                           Excellent location but rooms far too hot .\\n260                                                                                                                                                                                                                                                                                                                    hotel but would stay again if the price was right due to the excellent location .\\n261                                                                                                                                                                                                                                                                                                                                                                      Good value in a good location .\\n262                                                                                                                                                                                                                                                                                                                                                   The location was ideal for getting around London .\\n263                                                                                                                                                                                                                                                                                                                                           Which leads us to ,  location, this hotel's best feature .\\n264                                                                                                                                                                                                                                                                                                                                   Stay here ,  you won't regret it,  great price ,  great location .\\n265                                                                                                                                                                                                                                                                                                                             The Hotel location was absolutely perfect for sightseeing and shopping .\\n266                                                                                                                                                                                                                                                                    Overall, for the money, location, and for the piece of mind knowing that its going to be clean and comfortable, look no further .\\n267                                                                                                                                                                                                                                                                                                                                                             Perfectly adequate  excellent location .\\n268                                                                                                                                                                                                                                                                                                                                       THe location was great, just aroung the corner from the tube .\\n269                                                                                                                                                                                                                                                                   But we also didn't give them any hard times, so they didn't have to fake anything  ,   The location of the hotel is just perfect .\\n270                                                                                                                                                                                                                                                                                                                                     As everyone mentions, the location was perfect for sightseeing .\\n271                                                                                                                                                                                                                                                                                                  ,  very clean,  quiet,  bathrooms appear to have been updated recentlyThe hotel location is great .\\n272                                                                                                                                                                                                                                                                                                      The location is fab ,  near the Gloucester underground station and the Waitrose grocery store .\\n273                                                                                                                                                                                                                                                                                                                                                         Excellent location shame about the service !\\n274                                                                                                                                                                                                                                                                                                                                                           Fantastic location and local amenities i .\\n275                                                                                                                                                                                                                                                                                                                                           The location is great and the Tube station is very close .\\n276                                                                                                                                                                                                                                                                                                                                                              good hotel for the price and location .\\n277                                                                                                                                                                                                                                                                                                                                 Apart from that, the staff were friendly and the location is great .\\n278                                                                                                                                                                                                                                                                                                    The location is incredibly convenient, with lots of restaurants and easily walkable to the tube .\\n279                                                                                                                                                                                                                                                                                                                       The single thing to recommend this hotel is the location, which is excellent .\\n280                                                                                                                                                                                                                                                                                                                                   The location is EXCELLENT, just round the corner from the subway .\\n281                                                                                                                                                                                                                                                                                                          Friendly helpful staff, clean and comfortable rooms and not to mention its great location .\\n282                                                                                                                                                                                                                                                                      This hotel is in a very good location ,  tube, buses, restaurants, shopping and museums all within very easy walking distance .\\n283                                                                                                                                                                                                                                                    All in all, if you do not mind giving up the Euopean atmosphere, the Holiday Inn gives you a comfortable stay with the most convenient location .\\n284                                                                                                                                                                                                                        Location was great being only a few yards from the Gloucester Road tube on Piccadilly, Circle and District lines and was therefore an ideal base for our sight seeing visit .\\n285                                                                                                                                                                                                                                                                                                                                            Great location and can't beat the price and the comfort !\\n286                                                                                                                                                                                          Since this location is the designated layover site for American Airlines, there were tons of pilots and flight attendants everywhere, but that added to the  familiar  feeling of having Americans around .\\n287                                                                                                                                                                                                                                                                                                                               Pleasant staff, clean hotel, comfortable beds, with a great location .\\n288                                                                                                                                                                                                                                                                                                                                        Good Price Great Location Would definately stay there again !\\n289                                                                                                                                                                                                                                                                           Anyway it may not have the charm or history of other hotels in London, but for the price location we would   visit again .\\n290                                                                                                                                                                                                                                                                                                                                                                 Excellent location clean but small .\\n291                                                                                                                                                                                                                                                                                                                                                    The best feature of this hotel is it's location .\\n292                                                                                                                                                                                                                                                                    The location is perfect with many everything you need just outside the door including a great French patisserie and coffee shop .\\n293                                                                                                                                                                                                                        Best part of all is the location, loved the Gloucester Road tube station nearby and the South Kensington area in general, very safe to walk around in any time day or night .\\n294                                                                                                                                                                                                                                                             Gloucester Road tube station is at the westernmost side of zone 1, making it a perfect location between the airport and central London .\\n295                                                                                                                                                                                                                                                                                                                  The location of the hotel is superb ,  2 minutes walk from Gloucester Road tube   .\\n296                                                                                                                                                                                                                                                                                                                                                                    Location is hard to beat though .\\n297                                                                                                                                                                                                                                                                                                                          The hotel was clean, the beds were comfortable and the location was great .\\n298                                                                                                                                                                                                                                                     Maybe I'm being a little harsh so if you can get this hotel at a good rate it is probably just about worth it, as it has an excellent location .\\n299                                                                                                                                                                                                                                                                                                                                                                 Awesome location comfortable rooms .\\n300                                                                                                                                                                                                                                                                                                                                                                 Great service and perfect location !\\n301                                                                                                                                                                                                                                                                                              I would definately recommed this hotel to anyone as it is unbeatable for price and location in London .\\n302                                                                                                                                                                                                                                                                                                                           I wanted a good location, above all else, and this hotel fills that need .\\n303                                                                                                                                                                                                                                                                    For a similarly good location  , you can stay at the London Hilton Metropole for the same price and receive much better service .\\n304                                                                                                                                                                                                                                                                                                It's a great location and the rooms are nice and clean and yes, a bit small but definately NOT tiny .\\n305                                                                                                                                                                                                                                                                                                                                      It's a great location VERY near the Gloucester Rd tube stop   .\\n306                                                                                                                                                                                                                                                                                        Perfect if you are going to see the sights in London, , great location to get around from, , right downtown .\\n307                                                                                                                                                                                                                                                                                                                                                               A decent hotel with a great location .\\n308                                                                                                                                                                                                                                                                                                                                                     The raves about the location are well deserved .\\n309                                                                                                                                                                                                                                                                                                                                                    it's a solid property, with an amazing location !\\n310                                                                                                                                                                                                                                                                                                                                                              Again the location just can't be beat !\\n311                                                                                                                                                                                                                                                                                                                                                           Great Location ,  Just fine for our stay .\\n312                                                                                                                                                                                                                                                                                                                               Very convenient location one block from Gloucester Road tube station .\\n313                                                                                                                                                                                                                                                                                                                 It is in a very good location for catching the tube or the Hop On Hop Off bus tour .\\n314                                                                                                                                                                                                                                                                        The hotel caters to airline personnel, cruise tourists, and is a good choice for someone that wants to have a safe location .\\n315                                                                                                                                                                                                                                                                                                 Good location if you want to be near the Piccadilly line to Heathrow  , but otherwise very average .\\n316                                                                                                                                                                                                                                                                                                                                                                     Solid Deal in a Great Location .\\n317                                                                                                                                                                                                                                                                                                                                                                 Excellent Hotel Excellent Location !\\n318                                                                                                                                                                                                                                                                                                Location wise it is a 5 min walk to the tube and you are on the circle, district and picadilly line .\\n319                                                                                                                                                                                                                                                                                    The location is great though to get to the Tube and sites around West london and i got a good rate for the room .\\n320                                                                                                                                                                                                                                                                 The top feature of The Holiday Inn Kensington Forum is its location, in a superb area of London that's clean, safe and interesting .\\n321                                                                                                                                                                                                                                                                                                                                 Not impressed at all and will not stay again despite good location .\\n322                                                                                                                                                                                                                                                                                        But it's great value for money, great location, pleasant staff, good food, and we'll be staying there again .\\n323                                                                                                                                                                                                                                                                                       We thought this modern, efficient hotel was excellent value for such a great location in the heart of London .\\n324                                                                                                                                                                                                                                                                                                                                                    Great location  great breakfast  bathrooms tiny .\\n325                                                                                                                                                                                                                                 The location of the hotel is, as stated earlier, absolutely fine and well within walking distance of the V A, Natural History Museum, Science Museum and Hyde Park .\\n326                                                                                                                                                                                                                                                                                                              The location can't be beat , ,  a two, minute walk from the Gloucester Road tube stop .\\n327                                                                                                                                                                                                                                                                                                                        Great location, close to a tube station with a 24 hour Tesco metro nearby   .\\n328                                                                                                                                                                                                                                                                                                                                          Mother was very pleased with the location and convenience .\\n329                                                                                                                                                                                                                                                                                                                                                          GREAT location and bargain internet price !\\n330                                                                                                                                                                                                                                                                         The rooms are a standard European size   but they are kept spotlessly clean and the hotel couldn't be in a better location .\\n331                                                                                                                                                                                                                                                                                                                                        The location of the hotel was brilliant ,  really nice area .\\n332                                                                                                                                                                                                                                                                             Still, if you're just looking for a cheap place to lay your head, the Holiday Inn Kensington Forum is a great location .\\n333                                                                                                                                                                                                                                  The location is fantastic, , you're literally around the corner from the Tube station  there's a Sainsbury's supermarket right above the aforesaid Tube station   .\\n334                                                                                                                                                                                                                                                                                                                        Another plus is its location ,  convenient to the tube, museums, shops, etc .\\n335                                                                                                                                                                                                                                                                                                                                 This was our second stay stay at this hotel based on it's location .\\n336                                                                                                                                                                                                                b basis Hotel huge ,  900 rooms Buffet breakfast good for a buffet This is a well run hotel with a great location for the metro  Rooms a bit on the small side but I would stay again\\n337                                                                                                                                                                                                                                                                                         The location is also good because it is literally 150 footsteps   from Gloucester Road Underground Station .\\n338                                                                                                                                                                                                     I have stayed in a few hotels in London while touring but it would be difficult to find a better location in London for the tourist class who is looking for value, efficiency and cleanliness .\\n339                                                                                                                                                                                                                                                                                                                                             The location and American standards   are nice touches .\\n340                                                                                                                                                                                                                                                                                                                                     The location was perfect, just a minute from the Gloucester Rd .\\n341                                                                                                                                                                                                                                                                                                                                        We were easily able to navigate the city from this location .\\n342                                                                                                                                                                                                                                                                                                                                           The hotel is clean, modern, and in an excellent location .\\n343                                                                                                                                                                                                                                                                                                                                 But we would definitely stay again because of the hotel's location .\\n344                                                                                                                                                                                                                                                                                                        Aside from that, the location is great and the furnishings were modern and very comfortable .\\n345                                                                                                                                                                                                                                                                                                                                                                     Excellent location and service .\\n346                                                                                                                                                                                                                                                                                    The location is excellent, just a short walk from the Gloucester Road tube station and in a lovely neighborhood .\\n347                                                                                                                                                                                                                                                                                                  Overall an above average hotel based on location and price   but not one for a romantic get, away !\\n348                                                                                                                                                                                                                                                                                                Location is fantastic ,  both on bus line and underground, with many useful stores on Gloucester Rd .\\n349                                                                                                                                                                                                                                                                                                                                           This is a good basic hotel which has a terrific location .\\n350                                                                                                                                                                                                                                       ,  checked us in at 11 am after a transatlantic flight,  room larger than average, compared to our continental Europe travel,  location, location, location  .\\n351                                                                                                                                                                                                                                                                    The location is right next to the Picadilly line tube stop, so it is very convenient to get around town and also to the airport .\\n352                                                                                                                                                                                                                                                                              Great location, grocery store open 24 hours within 5 mins walk and friendly international staff, will stay here again .\\n353                                                                                                                                                                                                                                                                                                                                                  Great location ,  but executive room not worth it !\\n354                                                                                                                                                                                                                                                                                                We enjoyed our trip to London ,  and the location for the Holiday Inn Kensington Forum was terrific .\\n355                                                                                                                                                                                                                                                                         I do recommend the hotel ,  it was clean, excellent location, there was ice on the top floor along with one microwave, etc .\\n356                                                                                                                                                                                                                                                                                                                       Right off of the Piccadilly and Circle tube lines, the location is excellent .\\n357                                                                                                                                                                                                   It is a relatively new hotel, clean and has a great location which is close to the underground with 3 connecting lines, it gives you an advantage to go anywhere without changing lots of trains .\\n358                                                                                                                                                                                                                                                                                                                                        Fantastic location right next to Gloucester Rd tube station .\\n359                                                                                                                                                                                                                                                                                                               Excellent location service cleanliness and price at the Holiday Inn Kensington Forum .\\n360                                                                                                                                                                                                                                                                                                                       All in all great location ,  nice restaurants nearby, nicely pitched service .\\n361                                                                                                                                                                                                                                                                                                                                    Speaking of the tube, the location really is great 1 block away !\\n362                                                                                                                                                                                                                                                                                                                                                             The location of the hotel is excellent .\\n363                                                                                                                                                                                                                                               Like others, I liked the location with restaurants, Glouster tube station, small grocery stores, , , and internet cafes within easy walking distance .\\n364                                                                                                                                                                                    The location of the hotel is excellent ,  one block from the tube Gloucester Rd and the surrounding neighborhood is fantastic ,  take a walk from High Street Kensington to the hotel ,  I'd love to live there !\\n365                                                                                                                                                                                                                                                                                                                                                             Great Hotel Great Location Great Value !\\n366                                                                                                                                                                                             The biggest advantage of this hotel is it's excellent location just off of Gloucester Road in Kensington, with the Undergroud one block away, along with several nice restaurants and pubs in the area .\\n367                                                                                                                                                                                Although the location is a bit removed from the West End, it is only a block away from the Gloucester Road underground, with three train lines that will take you almost anywhere in the city in 15 minutes or less .\\n368                                                                                                                                                                                                                                                                                                                                                        great location good but large tourist hotel .\\n369                                                                                                                                                                                                                                                                                                                                                          The location is great and very convenient .\\n370                                                                                                                                                                                                                                                                The location is great but there are many hotels in the same area so I might try out others but would certainly consider coming back .\\n371                                                                                                                                                                                                                                                                                                                                                     Can't beat the location, rooms, value and view !\\n372                                                                                                                                                                                                                                                                                                                                                           Good Value Nice Hotel Fantastic Location .\\n373                                                                                                                                                                                                                                                                                                                                                  Holiday Inn KF has a location that cannot be beat .\\n374                                                                                                                                                                                                                                                                                                                                                           this is definitely the location you want .\\n375                                                                                                                                                                                                                                                                                                                                                                     Great location loved the hotel .\\n376                                                                                                                                                                                                                                                                                                                The tube station is right there and the location is great for getting around London .\\n377                                                                                                                                                                                                                                                                                                                                                       You could not beat the location or the price .\\n378                                                                                                                                                                                                                                                                                                                                             The price is moderate for the service and the location .\\n379                                                                                                                                                                                                                 I will say this hotel is in a wonderful location, right across from the gloucester tube station and only a stop or two away from Notting hill, Harrods, and Kensington High street .\\n380                                                                                                                                                                                                                                                                                                                                                  Location is so convienent to the tube and grocery .\\n381                                                                                                                                                                                                                                                                                                                   Other than room size, we were very happy with the hotel, especially its location .\\n382                                                                                                                                                                                                                                                                                                                                      Overall good hotel and very good location close to the tube   .\\n383                                                                                                                                                                                                                                                                                                                  The hotel has a great location with easy access to most of London's tourist sites .\\n384                                                                                                                                                                                                                                                                                                                                      The room is a tad small but is super clean and great location .\\n385                                                                                                                                                                                                                                                                                                          The price, the space, the location and the service were the exactly right thing we wanted .\\n386                                                                                                           Yes I do stay here a lot and as such, guess that I get extra special treatment but it is in a great location with the tube within a 2 min walk surrounded by places to eat and drink and far enough out of central London to be quiet but you can still be in the west end in 15 minutes .\\n387                                                                                                                                                                                                                                                                                                                                                                   GREAT LOCATION COMFORTABLE HOTEL .\\n388                                                                                                                                                                                                                                                                                                                                                 Outstanding location, even an internet cafe nearby .\\n389                                                                                                                                                                                                                                                                                                                                                                   the hotel is in a GREAT location .\\n390                                                                                                                                                                                                                                                                                                           Great location, freshly renovated, very small rooms, anonymous hotel, acceptable service .\\n391                                                                                                                                                                                                                                                                                                                                                      The location couldn't be better in my opinion .\\n392                                                                                                                                                                                                                                                                                                                                                                   Price and location can't be beat .\\n393                                                                                                                                                                                                                                                                                        As said by others, an absolutely excellent location, on tube lines that will get you to just about anywhere .\\n394                                                                                                                                                                                                                             The location could not have been better with being so close to the Underground station and near good restaurants, grocery stores, post office, pharmacy, Internet cafe .\\n395                                                                                                                                                                                                                                                                                                    The hotel is set in an absolutely ideal location, offers great rates, and excellent conceirge   .\\n396                                                                                                                                                                                                                                                             Great location, one block from the Gloucester Tube station with a number of acceptable restaurants in the area within walking distance .\\n397                                                                                                                                                                                                                                                                                                                                                                 Best location and unbeatable price !\\n398                                                                                                                                                                                                                                                                                                                               This is an awesome location right near the Gloucester Road tube stop .\\n399                                                                                                                                                                                                                                                                                Definitely stay here if you are on a budget ,  and even if not, it's still nice and the location is really the best !\\n400                                                                                                                                                                                                                                                                      A true bargain in the London hotel market, and a very convenient location adjacent to the Gloucester road underground station .\\n401                                                                                                                                                                                                                                                                                                                                                        Excellent location but a couple of problems .\\n402                                                                                                                                                                                                                                            The location is excellent being a few minutes walk from Gloucester Road tube station with its good connection to Heathrow airport and to central London .\\n403                                                                                                                                                                                                                                                                                                                                                                   Great choice in a great location .\\n404                                                                                                                                                                                                                                                             The location could not be better ,  one block from the intersection of Cromwell and Gloucester Roads, with the Glouster Road tube stop .\\n405                                                                                                                                                                                                                                                                                                                  I say  fortunate  because the location was perfect for my needs as a first, timer .\\n406                                                                                                                                                                                                                                                                                             This is definitely a modern hotel, no English charm here, but the location and the price can't be beat .\\n407                                                                                                                                                                                                                                                                                                                                   The location could not be better and best of all it was so clean .\\n408                                                                                                                                                                                                                                                                                         Everything worked well, was in good condition and the room was quiet in spite of the hotel's busy location .\\n409                                                                                                                                                                                                                                                                                                                              Service was great and the location of the hotel was very convenient   .\\n410                                                                                                                                                                                                                                                                                                                                                       Great room fabulous price wonderful location !\",\n          \"                                                                                                                                                                                                                                                                                                                                                             All in all, a normal chain hotel on a nice location  , I will be back if I do not find anthing closer to Picadilly for a better price .\\n0                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Great Price Terrific Location .\\n1                                                                                                                                                                                                                                                                                                                                                                                                                     Our main focus before booking was looking for a low price with good location .\\n2                                                                                                                                                                                                                                                                                                                                                                                                            All for the bargain price off \\u00a3 250 for 2 nights including return rail to North Wales .\\n3                                                                                                                                                                                                                                                                                                                                                                                                       Explore the area and you will find plenty of pubs where you can eat for a reasonable price .\\n4                                                                                                                                                                                                                                                                                                                                                               Half expected a noisy room by the elevator for the bargain price we paid, but instead got a 17th floor room with awesome city view .\\n5                                                                                                                                                                                                                                                                                                                                                                                                                                                   The price we paid for our rooms was reasonable .\\n6                                                                                                                                                                                                                                                                                   I got this hotel on price line for a 4 night stay with my boyfriend for our anniversary, for about \\u00a380 a night inc taxes, however after reading reviews about this hotel I was very worried about staying here .\\n7                                                                                                                                                                                                                                                                                                                                                                                                                Breakfast is ok, but not worth paying for if it's not included in your room price .\\n8                                                                                                                                                                                                                                                                                                                                      If you're looking for a clean place to rest your head at a decent price and want flexibility to check in or out as you please, this is a good place for you .\\n9                                                                                                                                                                                                                                                                                                                                            All in all, it was a decent hotel, but I think I may try somewhere else next time purely just to see what else is available at the same kind of price .\\n10                                                                                                                                                                                                                                                                                                                                                                                             We ate breakfast at the hotel a couple of days and thought it was overprice for the quality of food .\\n11                                                                                                                                                                                                                                                                                                                                                                                                                                         For the price and location, this was a very great hotel .\\n12                                                                                                                                                                                                                                                                                                                                                                                                                                                      Price was unbeatable, just 79 pounds night .\\n13                                                                                                                                                                                                                                                                                                                                                                                                         We got this for $75 a night, which is a lot cheaper than any listed price we could find .\\n14                                                                                                                                                                                                                                                                                                                                                                                                                                   Our breakfasts and one dinner meal were included in our price .\\n15                                                                                                                                                                                                                                                                                                                                                                            One day late and I paid the same price for a better room in HI Kensington, the supposedly better classed HI nearby   .\\n16                                                                                                                                                                                                                                                                                                                     If you need a hotel with services like access to a computer or a concierge who can do more than give directions and order full price tickets to events then don't stay here .\\n17                                                                                                                                                                                                                                                                                                                                                                                         \\\\the staff is very friendlyi had found a really nice price and for this money this hotel was incredible .\\n18                                                                                                                                                                                                                                                                                                                                                                                                                                   For the price and the location I thought this place was great .\\n19                                                                                                                                                                                                                                                                                                                                                                                                                           Good pub nearby   with wonderful breakfasts and meals at a good price .\\n20                                                                                                                                                                                                                                                                                                                                                            As previous reviewers have said, there's a variety of shops nearby   and breakfast of a better quality and price can be bought there .\\n21                                                                                                                                                                                                                                                                                                                                                                                                                                    and fully intend to come back again ,  if the price is right .\\n22                                                                                                                                                                                                                                                                                                                                                                                          I booked this one as none of my favourites were available and I was amazed at the lowish price offered .\\n23                                                                                                                                                                                                                                                                                                                                                                                                                                                         Very happy with the hotel for the price .\\n24                                                                                                                                                                                                                                                                                                                                                                                                                                       Overall for the price I think it was extremely good value .\\n25                                                                                                                                                                                                                                                                                                                                                                                                                                            The biggest disappointment was the price of Internet .\\n26                                                                                                                                                                                                                                                                                                                                           However, if you are looking for a comprehensive hotel experience, I'm sure there are plenty of better hotels available for the same price in the city .\\n27                                                                                                                                                                                                                                                                                                                                                                But there are much better hotels to choose from for the same price and at least you get some good service and respect from staff .\\n28                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Great Hotel for a great price .\\n29                                                                                                                                                                                                                                                                                                                                                                                    I used priceline' name your own price and my bid of a $100 night was exepted for a Sunday and a Monday night .\\n30                                                                                                                                                                                                                                                                                                                                                                                                                                                          Good hotel for the price nice location .\\n31                                                                                                                                                                                                                                                                                                                                                                                     It's nicer than certain other hotels you'd get in the same price range on Priceline and all in all was nice .\\n32                                                                                                                                                                                                                                                I wouldn't say it stands out particularly, but if you're looking for a reliable, convenient, comfortable place in London, this is a great place to stay , ,  especially if you can get it at a good price on Priceline or another site like that .\\n33                                                                                                                                                                                                                                                                                                                                                                                                                                                   Nothing that spectacular to justify the price .\\n34                                                                                                                                                                                                                                                                                                                                                                                        It's an okay hotel, and I don't mind staying there again if I get it for a cheap price through Priceline .\\n35                                                                                                                                                                                                                                                                                                                                                                                                       Restaurant ,  make sure to try Thai and Singapore restaurants ,  delicious and good price .\\n36                                                                                                                                                                                                                                                                                                                                                                                                                                       But again, the location could justify charging that price .\\n37                                                                                                                                                                                                                                                                                                                                                                                                                       Thought that we would be looked after given its rating and the price paid .\\n38                                                                                                                                                                                                                                                                                                                                        The price was exceptional for the Kensington area, and as many reviewers have mentioned, it is a two or three minute walk to the Gloucester tube station .\\n39                                                                                                                                                                                                                                                                                                                                                                                                                           All, in, all this hotel was a great choice for the price and location .\\n40                                                                                                                                                                                                                                                                                                                                                                                                                              I booked this hotel via Holiday inn ,2 nights for the price off 1  .\\n41                                                                                                                                                                                                                                                                                                                                                                                                                                                            Good price   location but no thrills .\\n42                                                                                                                                                                                                                                                                                                                                                                                                                                                             Got decent price on Hotwire as well .\\n43                                                                                                                                                                                                                                                                                                                                                                                                                                              Overall, for the price  , it is a pretty good deal .\\n44                                                                                                                                                                                                                                                                                                                                                                                                                                 Good price through ExpediaHotel in general is in good shapeTips :\\n45                                                                                                                                                                                                                                                                                                                                                I would not stay at this Holiday Inn again unless the price was halved, because there are simply too many places offering better value in London .\\n46                                                                                                                                                                                                                                                                                                                                                                         Breakfast was appalling, plenty of it, you certainly won\\u0092t starve, but the quality was awful considering the price paid .\\n47                                                                                                                                                                                                                                                                                                                                                                                                        I was shown an executive room if i wanted to upgrade, for the price of 35 pounds a night .\\n48                                                                                                                                                                                                                                                                                                                                                                                                                                                     All in all a pleasant stay for a good price .\\n49                                                                                                                                                                                                                                                                                                                                                                                                                            Although the menu is limited it was very good and a reasonable price .\\n50                                                                                                                                                                                                                                                                                                           In particular, there was a nice Indian run coffee breakfast restaurant across the street from the tube stop on Gloucester Road that served a good English breakfast at a decent price .\\n51                                                                                                                                                                                                                                                                                                 Would definitely recommend this hotel if only for the fair price I got on priceline combined with the great, convenient location, which made it easy to get to all the touristy sites in London .\\n52                                                                                                                                                                                                                                                                                                Staff very friendly and I always worry when booking through priceline that I will get the worst rooms because the price was so good but got a great room on the 16th floor facing the London Eye .\\n53                                                                                                                                                                                                                                                                                                                                                                                                                           Just make sure you eat as much as you can for the price you have paid .\\n54                                                                                                                                                                                                                                                                                                                                                              I would recommendeating out as the evening food is frozen re, heat type and for the price you are paying it is not simply worth it .\\n55                                                                                                                                                                                                                                                                                                                                                      However, the first price that they charged me was too much so I had to get a refund then be charged the correct amount for a standard room .\\n56                                                                                                                                                                                                                                                                                                                                                                ,  smallish roomsOld style bar pubNo ventilation on a smoking floorIt's not worth the hotel web, site price of \\u00a3160 for STD room .\\n57                                                                                                                                                                                                                                                                                                                                                                                                                                  In short it's a good hotel if you get the price off lastminute .\\n58                                                                                                                                                                                                                                                                                                                                                                                                                                                 com   and not the hotel web, site price of \\u00a3160 .\\n59                                                                                                                                                                                                                                                                                                                  We've stayed in London a lot and booked this hotel for one night due to a number of factors ,  the location, the price   the availibility of a room to accomodate three adults .\\n60                                                                                                                                           Another word of warning when booking through the Holiday Inn website ,  VAT was NOT included in the price at the time of booking until you actually processed the booking and paid for the room ,  this is apparently now normal for many London hotels which I'd never experienced before ,  we ended up paying \\u00a317 more per night than I'd expected .\\n61                                                                                                                                                                                                                                                                                                                                                                                                                       Despite the above problems I would recommend a stay here, price dependant .\\n62                                                                                                                                                                                                                                                                                                                                                                                                                                               Bought the room for about 1 2 price using Hotwire .\\n63                                                                                                                                                                                                                                                                                                                                                                                               Don't buy the bottled water from the hotel ,  go to the supermarket and get it for half the price !\\n64                                                                                                                                                                                                                                                                                                                                                                                                     However, a continental breakfast was included in the price and had a fairly large selection .\\n65                                                                                                                                                                                                                                                                                                                                                                                                                      We could not have been happier with the location or the room for the price .\\n66                                                                                                                                                                                                                                                                                                                     The bathroom is tiny but at least there is a bathroom attached to the room  in a lot of hotels that I looked at online in the same price range, bathrooms were not en suite .\\n67                                                                                                                                                                                                                                                                                                                                                                                                                                                  I would stay here again if the price was right .\\n68                                                                                                                                                                                                                                                                                                                                                                                       the only reason to choose this hotel is its location, for other aspects, not up to standard for its price .\\n69                                                                                                                                                                                                                                                                                                                                                                  In sum, we wouldn't pay rack rate for this hotel, but at a reduced price it's an efficient, functional place to stay in London .\\n70                                                                                                                                                                                                                                                                                                                                                                                                     I would not pay rack rate for a room here, but it is quite attractive at a discounted price .\\n71                                                                                                                                                                                                                                                                                                                                                                                                                      00 which is an affordable price for a hotel in the posh area of Kensington .\\n72                                                                                                                                                                                                                                                                                                                                                                                           Hotel was clean, convenient to tubes, internet cafes, and local dining of all price ranges and styles .\\n73                                                                                                                                                                                                                                                                                                                                                                                      Also got a good price for the room thro priceline about 47 pounds per night, hotel very clean and well run .\\n74                                                                                                                                                                                                                                                                                                                                                                                                                        All in all I would recommend and would stay again if the price was right !\\n75                                                                                                                                                                                                                                                                                                                                                                                                                                        I had prepaid for the room on Hotwire good price at $120 .\\n76                                                                                                                                                                                                                                                                                                                                                                                                         If you are just looking for basic lodging at a good price in London,  this is the place .\\n77                                                                                                                                                                                                                                                                                                                                           Although in some ways I would have preferred a smaller, more authentic English hotel, we really couldn't beat the combination of price and location   .\\n78                                                                                                                                                                                                                                                                                                                                                                                                             If you're from the US, think 2, 3X the average price when you convert to US dollars .\\n79                                                                                                                                                                                                                                                                                                                                                                                                         Would recommend the Holiday Inn Kensington Forum for location, price  , and cleanliness .\\n80                                                                                                                                                                                                                                                                                                                                                                                                  Location is great, hotel is wonderful, and price is right, it really is hard to beat right now .\\n81                                                                                                                                                                                                                                                                                                               Our amazing deal from priceline did not include breakfast, but there were many places in the neighborhood to grab breakfast for a reasonable price before heading out for the day .\\n82                                                                                                                                                                                                                                                                                                                                                                                          Stayed between Xmas and New Years and the room, location, etc were what to expect for the price I paid .\\n83                                                                                                                                                                                                                                                                                My friend and I had one pancakes and syrup, two orange juices, one tea, and one smoked salmon and scrambled egg with english muffin for \\u00a38   in total ,  the same price as one discounted breakfast at the hotel !\\n84                                                                                                                                                                                                                                                                                                                                                                                                     So often I have booked a hotel at a price only to be disappointed with my choice on arrival .\\n85                                                                                                                                                                                                                                                                                                                                                                                                                 hotel but would stay again if the price was right due to the excellent location .\\n86                                                                                                                                                                                                                                                                                                                                                                                                                                          The bags were located in the closet, but no price list .\\n87                                                                                                                                                                                                                                                                                                                                                                                                                                          I could have bought a new pair of jeans for that price .\\n88                                                                                                                                                                                                                                                                                                                                                                                                            All in all it was just what we expected based on the price and would stay here again .\\n89                                                                                                                                                                                                                                                                                                                                                                                                                                Stay here ,  you won't regret it,  great price ,  great location .\\n90                                                                                                                         The shower pressure was a bit low but that's the price you pay for the top floor and it was well worth it  ,  Instead of minibar there was an empty fridge which came quite handy for our own beverages, I doubt they would have milk in their minibar  ,  Tea and coffee making facilites and iron with board were a great bonus to what we had expected from our room .\\n91                                                                                                                                                                                                                                                                                                                                              The only downsize of this hotel I see in the cost of breakfast, with price of more than \\u00a315 for full English breakfast or \\u00a310 if booked in advance .\\n92                                                                                                                                                                                                                                                                                                                                                          Our Hotwire price did not include breakfast, but several restaurants were nearby, and the hotel had a reasonable coffee crossaint deal .\\n93                                                                                                                                                                                                                                                                                                                                                                                                                                Reserved this hotel through Hotwire and got a price of $90 night .\\n94                                                                                                                                                                                                                                              That's a good price even though the room was tiny, however, when it came to the continental breakfast, the hotel would not permit us to partake of same, telling us that because we reserved through Hotwire, we were ineligible for the breakfast .\\n95                                                                                                                                                                                                                                                                                                                                                                                                                                                              Good if you don't pay retail price .\\n96                                                                                                                                                                                                                                                                                                                                                  Overall, this hotel is okay if you're on a budget or get a good deal through a discount site, but definitely NOT worth paying retail price for .\\n97                                                                                                                                                                                                                                                                                                                                                                                                                                                           good hotel for the price and location .\\n98                                                                                                                                                                                                                                                                                                                                                                                                                                         Great location and can't beat the price and the comfort !\\n99                                                                                                                                                                                                                                                                                                                                                                                                                                     Good Price Great Location Would definately stay there again !\\n100                                                                                                                                                                                                                                                                                                                                                                       Anyway it may not have the charm or history of other hotels in London, but for the price location we would   visit again .\\n101                                                                                                                                                                                                                                                                                                                                                                        We didn't eat at the hotel ,  there were some great cafe's just around the block with great food at a much better price .\\n102                                                                                                                                                                                                                                                                                                                                                                                          I would definately recommed this hotel to anyone as it is unbeatable for price and location in London .\\n103                                                                                                                                                                                                                                                                                                                                                                                                                                         It was a bargain price for the hotel and it was great  .\\n104                                                                                                                                                                                                                                                                                                                                                                For a similarly good location  , you can stay at the London Hilton Metropole for the same price and receive much better service .\\n105                                                                                                                                                                                                                                                                                                                                                                                                                The room was small, the beds were hard, but a great value for the price we paid .\\n106                                                                                                                                                                                                                                                                                                                                                                                                                                                      GREAT location and bargain internet price !\\n107                                                                                                                                                                                                                                                                                                                                                    There is little difference in the price and when we return to London in three weeks I have booked the Millennium in preference to the Forum .\\n108                                                                                                                                                                                                                                                                                                                                                                                                                                   Although this was about the same price as the local bars etc .\\n109                                                                                                                                                                                                                                                                                                                                                                 All in all I would definitly recommend this hotel to anyone wanting a pleasant stay in London, in a nice area, at a good price !\\n110                                                                                                                                                                                                                                                                                                                                                                We have just stayed in the Kensington Forum and have to say that it is the best hotel we have stayed in in London for the price .\\n111                                                                                                                                                                                                                                                                                                                                                                                                             Our one night stay was arranged by the cruise line so I can't comment on the price .\\n112                                                                                                                                                                                                                                                                                                                                                                                                                                                                A very good value for the price .\\n113                                                                                                                                                                                                                                                                                                                                                                                              Overall an above average hotel based on location and price   but not one for a romantic get, away !\\n114                                                                                                                                                                                                                                                                                                                                                    Got this at a great price via priceline and at first was worried about Holiday Inn,  as usually don't care too much for this chain in the U .\\n115                                                                                                                                                                                                                                                                                                                                                                                     Considering the horrible exchange rate GBP USD at the time we were in London, I believe the price was fair .\\n116                                                                                                                                                                                                                                                                                                                                                                                  I\\u0092m pretty sure the driver took the most direct route from the hotel, so not sure why the difference in price .\\n117                                                                                                                                                                                                                                                                                                                                                                                                                                     We stayed 5 nights in a room whose price was second lowest .\\n118                                                                                                                                                                                                                                                                                                                                                                                                           Excellent location service cleanliness and price at the Holiday Inn Kensington Forum .\\n119                                                                                                                                                                                                                                                                                                                                                                                                                    Even though this price doesn't include breakfast it was still a great value .\\n120                                                                                                                                                                                                                                                                                                                                                           The Kensington Forum is about as close to an American style hotel as one can reasonably hope to find in London at a reasonable price .\\n121                                                                                                                                                                                                                                                                                                                                      The continental breakfast which was included in the price was very nice and served in the dining room, a pleasant time before dashing off around the city .\\n122                                                                                                                                                                                                                                                                                                                                                                                                                                                   You could not beat the location or the price .\\n123                                                                                                                                                                                                                                                                                                                                                                                                                                         The price is moderate for the service and the location .\\n124                                                                                                                                                                                                                                                                                                                                                                                                               The price was a real bargain as the published price at the hotel was 210 pounds  !\\n125                                                                                                                                                                                                                                                                                                                                                                                                                                         The quality was very good and the price was reasonable .\\n126                                                                                                                                                                                                                                                                                                                                                                                                                                                                Excellent hotel excellent price .\\n127                                                                                                                                                                                                                                                                                                                                                                                                                                        Can't beat the price of $75 per night through Priceline .\\n128                                                                                                                                                                                                                                                                                                                                                                                                                                   One of the better places I've stayed in London for the price .\\n129                                                                                                                                                                                                                                                                                                                                                                                                                                                              Hard to find better at this price .\\n130                                                                                                                                                                                                                                                                                                                                                                                                                                      00 Pounds, hotel guests get it at the amazing price of 15 .\\n131                                                                                                                                                                                                                                                                                                                                                                                                For that price you get a glass of champagne, half a lobster and a wonderful hot and cold buffet .\\n132                                                                                                                                                                                                                                                                                                                                                                                                                                                               Price and location can't be beat .\\n133                                                                                                                                                                                                                                                                                                                                                                                                                     The price for triple cost me 76 pounds at the height of the tourist season .\\n134                                                                                                                                                                                                                                                                                                                                                                                        The price was right, and we were even told by an English tour guide that we had gotten a very good deal .\\n135                                                                                                                                                                                                                                                                                                     Continental breakfast was included in the price of our room package that we purchased through Northwest Airlines, but the breakfast room on the second floor was a bit of a feeding trough .\\n136                                                                                                                                                                                                                                                                                                                                                                                                                                                             Best location and unbeatable price !\\n137                                                                                                                                                                                                                                                                                                                                                                                                                                          We had terrific price per room and seems hard to beat .\\n138                                                                                                                                                                                                                                                                                                                                                                There is a great supermarket and some restaurants pubs ,  we ate one night at  Ask , which is a small chain of reasonable price .\\n139                                                                                                                                                                                                                                                                                                                                                                                         This is definitely a modern hotel, no English charm here, but the location and the price can't be beat .\\n140  After initial angst of getting a room, after a NY, London flight, I settled for a twin and not a double bedded room, 17th floor , small but very comfortable room, windows do open, bathroom new , staff fine and concierge area knowledgeable and openly interested and helpful, the hotel really tries, dont nit pick small things, dont pay more than $120 max and if you want to at least check out other reliable hotels, there are many shockers at all price ranges, do your research  !\\n141                                                                                                                                                                                                                                                                                                                                                                                                                                                   Great room fabulous price wonderful location !\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cluster_label\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0,\n          1,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 102
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "cluster_centers = km_cluster.cluster_centers_\n",
+        "print('cluster_centers shape :',cluster_centers.shape)\n",
+        "print(cluster_centers)"
+      ],
+      "metadata": {
+        "id": "KpJD51FW8I_w",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "c2c68d7c-d717-4613-9db0-89d360b13b3d"
+      },
+      "execution_count": 103,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "cluster_centers shape : (3, 4610)\n",
+            "[[0.00858908 0.         0.         ... 0.01533606 0.         0.        ]\n",
+            " [0.00905105 0.         0.         ... 0.00250991 0.         0.        ]\n",
+            " [0.00112301 0.00099043 0.00109661 ... 0.         0.00115204 0.00091017]]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# 군집별 top n 핵심단어, 그 단어의 중심 위치 상대값, 대상 파일명들을 반환함.\n",
+        "def get_cluster_details(cluster_model, cluster_data, feature_names, clusters_num, top_n_features=10):\n",
+        "    cluster_details = {}\n",
+        "\n",
+        "    # cluster_centers array 의 값이 큰 순으로 정렬된 index 값을 반환\n",
+        "    # 군집 중심점(centroid)별 할당된 word 피처들의 거리값이 큰 순으로 값을 구하기 위함.\n",
+        "    centroid_feature_ordered_ind = cluster_model.cluster_centers_.argsort()[:,::-1]\n",
+        "\n",
+        "    #개별 군집별로 iteration하면서 핵심단어, 그 단어의 중심 위치 상대값, 대상 파일명 입력\n",
+        "    for cluster_num in range(clusters_num):\n",
+        "        # 개별 군집별 정보를 담을 데이터 초기화.\n",
+        "        cluster_details[cluster_num] = {}\n",
+        "        cluster_details[cluster_num]['cluster'] = cluster_num\n",
+        "\n",
+        "        # cluster_centers_.argsort()[:,::-1] 로 구한 index 를 이용하여 top n 피처 단어를 구함.\n",
+        "        top_feature_indexes = centroid_feature_ordered_ind[cluster_num, :top_n_features]\n",
+        "        top_features = [ feature_names[ind] for ind in top_feature_indexes ]\n",
+        "\n",
+        "        # top_feature_indexes를 이용해 해당 피처 단어의 중심 위치 상댓값 구함\n",
+        "        top_feature_values = cluster_model.cluster_centers_[cluster_num, top_feature_indexes].tolist()\n",
+        "\n",
+        "        # cluster_details 딕셔너리 객체에 개별 군집별 핵심 단어와 중심위치 상대값, 그리고 해당 파일명 입력\n",
+        "        cluster_details[cluster_num]['top_features'] = top_features\n",
+        "        cluster_details[cluster_num]['top_features_value'] = top_feature_values\n",
+        "        filenames = cluster_data[cluster_data['cluster_label'] == cluster_num]['filename']\n",
+        "        filenames = filenames.values.tolist()\n",
+        "        cluster_details[cluster_num]['filenames'] = filenames\n",
+        "\n",
+        "    return cluster_details\n"
+      ],
+      "metadata": {
+        "id": "c3SlMden8JB-"
+      },
+      "execution_count": 104,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def print_cluster_details(cluster_details):\n",
+        "    for cluster_num, cluster_detail in cluster_details.items():\n",
+        "        print('####### Cluster {0}'.format(cluster_num))\n",
+        "        print('Top features:', cluster_detail['top_features'])\n",
+        "        print('Reviews 파일명 :',cluster_detail['filenames'][:7])\n",
+        "        print('==================================================')\n"
+      ],
+      "metadata": {
+        "id": "O1dgdHcX8JFN"
+      },
+      "execution_count": 105,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "feature_names = tfidf_vect.get_feature_names_out()\n",
+        "\n",
+        "cluster_details = get_cluster_details(cluster_model=km_cluster, cluster_data=document_df,\\\n",
+        "                                  feature_names=feature_names, clusters_num=3, top_n_features=10 )\n",
+        "print_cluster_details(cluster_details)"
+      ],
+      "metadata": {
+        "id": "5szjgS3a8JHp",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "2130625c-0049-4e2a-92f5-b97c77049650"
+      },
+      "execution_count": 123,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "####### Cluster 0\n",
+            "Top features: ['direction', 'map', 'voice', 'screen', 'speed limit', 'accurate', 'satellite', 'speed', 'limit', 'update']\n",
+            "Reviews 파일명 : ['speed_garmin_nuvi_255W_gps', 'speed_garmin_nuvi_255W_gps', 'free_bestwestern_hotel_sfo', 'satellite_garmin_nuvi_255W_gps', 'directions_garmin_nuvi_255W_gps', 'screen_garmin_nuvi_255W_gps', 'directions_garmin_nuvi_255W_gps']\n",
+            "==================================================\n",
+            "####### Cluster 1\n",
+            "Top features: ['battery', 'screen', 'battery life', 'keyboard', 'life', 'kindle', 'video', 'size', 'page', 'button']\n",
+            "Reviews 파일명 : ['screen_ipod_nano_8gb', 'features_windows7', 'buttons_amazon_kindle', 'battery-life_ipod_nano_8gb', 'battery-life_netbook_1005ha', 'battery-life_netbook_1005ha', 'price_amazon_kindle']\n",
+            "==================================================\n",
+            "####### Cluster 2\n",
+            "Top features: ['room', 'hotel', 'service', 'staff', 'interior', 'food', 'location', 'seat', 'mileage', 'comfortable']\n",
+            "Reviews 파일명 : ['interior_toyota_camry_2007', 'rooms_swissotel_chicago', 'comfort_toyota_camry_2007', 'parking_bestwestern_hotel_sfo', 'staff_swissotel_chicago', 'service_holiday_inn_london', 'rooms_swissotel_chicago']\n",
+            "==================================================\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import sklearn\n",
+        "print(sklearn.__version__)"
+      ],
+      "metadata": {
+        "id": "4lrY4_en8JKL",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "91b70c57-dbb0-49a0-c2ac-977c72bab463"
+      },
+      "execution_count": 107,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "1.6.1\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "\n",
+        "def cos_similarity(v1, v2):\n",
+        "    dot_product = np.dot(v1, v2)\n",
+        "    l2_norm = (np.sqrt(sum(np.square(v1))) * np.sqrt(sum(np.square(v2))))\n",
+        "    similarity = dot_product / l2_norm\n",
+        "\n",
+        "    return similarity\n"
+      ],
+      "metadata": {
+        "id": "iPWuxf3P8W8E"
+      },
+      "execution_count": 108,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+        "\n",
+        "doc_list = ['if you take the blue pill, the story ends' ,\n",
+        "            'if you take the red pill, you stay in Wonderland',\n",
+        "            'if you take the red pill, I show you how deep the rabbit hole goes']\n",
+        "\n",
+        "tfidf_vect_simple = TfidfVectorizer()\n",
+        "feature_vect_simple = tfidf_vect_simple.fit_transform(doc_list)\n",
+        "print(feature_vect_simple.shape)"
+      ],
+      "metadata": {
+        "id": "DfnvCGTH8W-h",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "82287f3d-427e-494c-a4dd-4f88032da4b8"
+      },
+      "execution_count": 109,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(3, 18)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# TFidfVectorizer로 transform()한 결과는 Sparse Matrix이므로 Dense Matrix로 변환.\n",
+        "feature_vect_dense = feature_vect_simple.todense()\n",
+        "\n",
+        "#첫번째 문장과 두번째 문장의 feature vector  추출\n",
+        "vect1 = np.array(feature_vect_dense[0]).reshape(-1,)\n",
+        "vect2 = np.array(feature_vect_dense[1]).reshape(-1,)\n",
+        "\n",
+        "#첫번째 문장과 두번째 문장의 feature vector로 두개 문장의 Cosine 유사도 추출\n",
+        "similarity_simple = cos_similarity(vect1, vect2 )\n",
+        "print('문장 1, 문장 2 Cosine 유사도: {0:.3f}'.format(similarity_simple))\n"
+      ],
+      "metadata": {
+        "id": "4of3ZE8H8XAa",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "b6a88517-77d0-4904-e005-3b70d7160d11"
+      },
+      "execution_count": 110,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "문장 1, 문장 2 Cosine 유사도: 0.402\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "vect1 = np.array(feature_vect_dense[0]).reshape(-1,)\n",
+        "vect3 = np.array(feature_vect_dense[2]).reshape(-1,)\n",
+        "similarity_simple = cos_similarity(vect1, vect3 )\n",
+        "print('문장 1, 문장 3 Cosine 유사도: {0:.3f}'.format(similarity_simple))\n",
+        "\n",
+        "vect2 = np.array(feature_vect_dense[1]).reshape(-1,)\n",
+        "vect3 = np.array(feature_vect_dense[2]).reshape(-1,)\n",
+        "similarity_simple = cos_similarity(vect2, vect3 )\n",
+        "print('문장 2, 문장 3 Cosine 유사도: {0:.3f}'.format(similarity_simple))"
+      ],
+      "metadata": {
+        "id": "u1PQpcC38XCX",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "cbb1c1f0-10e7-4f52-c5cb-b63d23c83a5d"
+      },
+      "execution_count": 111,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "문장 1, 문장 3 Cosine 유사도: 0.404\n",
+            "문장 2, 문장 3 Cosine 유사도: 0.456\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics.pairwise import cosine_similarity\n",
+        "\n",
+        "similarity_simple_pair = cosine_similarity(feature_vect_simple[0] , feature_vect_simple)\n",
+        "print(similarity_simple_pair)\n"
+      ],
+      "metadata": {
+        "id": "wQodiSHv8XEx",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "96640d1b-5f46-403b-dec7-f955d9108f4f"
+      },
+      "execution_count": 112,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[[1.         0.40207758 0.40425045]]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics.pairwise import cosine_similarity\n",
+        "\n",
+        "similarity_simple_pair = cosine_similarity(feature_vect_simple[0] , feature_vect_simple[1:])\n",
+        "print(similarity_simple_pair)"
+      ],
+      "metadata": {
+        "id": "6yB_pWee8XG2",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "bdb9fc9d-0c89-4e6e-ece2-c5ec567e907c"
+      },
+      "execution_count": 113,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[[0.40207758 0.40425045]]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "similarity_simple_pair = cosine_similarity(feature_vect_simple , feature_vect_simple)\n",
+        "print(similarity_simple_pair)\n",
+        "print('shape:',similarity_simple_pair.shape)"
+      ],
+      "metadata": {
+        "id": "RgcFviTD8XIn",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "a39db959-cd4f-4d06-dd59-cecf89a68f97"
+      },
+      "execution_count": 114,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[[1.         0.40207758 0.40425045]\n",
+            " [0.40207758 1.         0.45647296]\n",
+            " [0.40425045 0.45647296 1.        ]]\n",
+            "shape: (3, 3)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from nltk.stem import WordNetLemmatizer\n",
+        "import nltk\n",
+        "import string\n",
+        "\n",
+        "remove_punct_dict = dict((ord(punct), None) for punct in string.punctuation)\n",
+        "lemmar = WordNetLemmatizer()\n",
+        "\n",
+        "# 입력으로 들어온 token단어들에 대해서 lemmatization 어근 변환.\n",
+        "def LemTokens(tokens):\n",
+        "    return [lemmar.lemmatize(token) for token in tokens]\n",
+        "\n",
+        "# TfidfVectorizer 객체 생성 시 tokenizer인자로 해당 함수를 설정하여 lemmatization 적용\n",
+        "# 입력으로 문장을 받아서 stop words 제거-> 소문자 변환 -> 단어 토큰화 -> lemmatization 어근 변환.\n",
+        "def LemNormalize(text):\n",
+        "    return LemTokens(nltk.word_tokenize(text.lower().translate(remove_punct_dict)))"
+      ],
+      "metadata": {
+        "id": "frClwgfs8XKb"
+      },
+      "execution_count": 115,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import glob, os\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')\n",
+        "pd.set_option('display.max_colwidth', 700)\n",
+        "\n",
+        "# 업로드한 파일들은 모두 /content에 저장됨\n",
+        "path = '/content'\n",
+        "all_files = glob.glob(os.path.join(path, \"*.data\"))\n",
+        "filename_list = []\n",
+        "opinion_text = []\n",
+        "\n",
+        "for file_ in all_files:\n",
+        "    # 파일을 table 형식으로 읽을 수 있을 때\n",
+        "    try:\n",
+        "        df = pd.read_table(file_, index_col=None, header=0, encoding='latin1')\n",
+        "        content = df.to_string()\n",
+        "    except:\n",
+        "        # 파일이 표 형식이 아니면 그냥 텍스트로 읽기\n",
+        "        with open(file_, encoding='latin1') as f:\n",
+        "            content = f.read()\n",
+        "    filename_ = file_.split('/')[-1]\n",
+        "    filename = filename_.split('.')[0]\n",
+        "    filename_list.append(filename)\n",
+        "    opinion_text.append(content)\n",
+        "\n",
+        "document_df = pd.DataFrame({'filename': filename_list, 'opinion_text': opinion_text})\n",
+        "\n",
+        "tfidf_vect = TfidfVectorizer(tokenizer=LemNormalize, stop_words='english' , \\\n",
+        "                             ngram_range=(1,2), min_df=0.05, max_df=0.85 )\n",
+        "feature_vect = tfidf_vect.fit_transform(document_df['opinion_text'])\n",
+        "\n",
+        "km_cluster = KMeans(n_clusters=3, max_iter=10000, random_state=0)\n",
+        "km_cluster.fit(feature_vect)\n",
+        "cluster_label = km_cluster.labels_\n",
+        "cluster_centers = km_cluster.cluster_centers_\n",
+        "document_df['cluster_label'] = cluster_label\n"
+      ],
+      "metadata": {
+        "id": "kjemm8jr1UHu"
+      },
+      "execution_count": 119,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics.pairwise import cosine_similarity\n",
+        "\n",
+        "# cluster_label=2인 데이터는 호텔로 클러스터링된 데이터임. DataFrame에서 해당 Index를 추출\n",
+        "hotel_indexes = document_df[document_df['cluster_label']==2].index\n",
+        "print('호텔로 클러스터링 된 문서들의 DataFrame Index:', hotel_indexes)\n",
+        "\n",
+        "# 호텔로 클러스터링된 데이터 중 첫번째 문서를 추출하여 파일명 표시.\n",
+        "comparison_docname = document_df.iloc[hotel_indexes[0]]['filename']\n",
+        "print('##### 비교 기준 문서명 ',comparison_docname,' 와 타 문서 유사도######')\n",
+        "\n",
+        "''' document_df에서 추출한 Index 객체를 feature_vect로 입력하여 호텔 클러스터링된 feature_vect 추출\n",
+        "이를 이용하여 호텔로 클러스터링된 문서 중 첫번째 문서와 다른 문서간의 코사인 유사도 측정.'''\n",
+        "similarity_pair = cosine_similarity(feature_vect[hotel_indexes[0]] , feature_vect[hotel_indexes])\n",
+        "print(similarity_pair)\n"
+      ],
+      "metadata": {
+        "id": "xrh9hFv78XO6",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "5e760a1a-1c6e-4886-ca76-27bc5bb79bd6"
+      },
+      "execution_count": 120,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "호텔로 클러스터링 된 문서들의 DataFrame Index: Index([ 0,  2,  4,  5,  6, 11, 12, 13, 14, 15, 17, 19, 23, 26, 27, 29, 31, 32,\n",
+            "       33, 34, 35, 36, 39, 40, 41, 43, 45, 47, 48, 49, 50, 52, 53, 56, 57, 58,\n",
+            "       61, 63, 66, 67, 68, 69, 71, 78, 79, 81, 82, 85, 86, 95, 97, 98],\n",
+            "      dtype='int64')\n",
+            "##### 비교 기준 문서명  interior_toyota_camry_2007  와 타 문서 유사도######\n",
+            "[[1.         0.03514439 0.27806853 0.01604357 0.00896711 0.01693995\n",
+            "  0.03514439 0.02785844 0.06061944 0.25919097 0.01505358 0.01457674\n",
+            "  0.0094297  0.00828266 0.02413097 0.01528842 0.03667727 0.00884942\n",
+            "  0.20454454 0.11424159 0.01356376 0.00896711 0.00884942 0.02169188\n",
+            "  0.01356376 0.11424159 0.06061944 1.         0.02413097 0.92795466\n",
+            "  0.02169188 0.01505358 0.01604357 0.01405917 0.01405917 0.0125491\n",
+            "  0.08765973 0.13920666 0.20454454 0.92795466 0.13920666 0.08765973\n",
+            "  0.25919097 0.01693995 0.01457674 0.01528842 0.03667727 0.00828266\n",
+            "  0.27806853 0.0094297  0.02785844 0.0125491 ]]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import seaborn as sns\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "%matplotlib inline\n",
+        "\n",
+        "# argsort()를 이용하여 앞예제의 첫번째 문서와 타 문서간 유사도가 큰 순으로 정렬한 인덱스 반환하되 자기 자신은 제외.\n",
+        "sorted_index = similarity_pair.argsort()[:,::-1]\n",
+        "sorted_index = sorted_index[:, 1:]\n",
+        "\n",
+        "# 유사도가 큰 순으로 hotel_indexes를 추출하여 재 정렬.\n",
+        "hotel_sorted_indexes = hotel_indexes[sorted_index.reshape(-1)]\n",
+        "\n",
+        "# 유사도가 큰 순으로 유사도 값을 재정렬하되 자기 자신은 제외\n",
+        "hotel_1_sim_value = np.sort(similarity_pair.reshape(-1))[::-1]\n",
+        "hotel_1_sim_value = hotel_1_sim_value[1:]\n",
+        "\n",
+        "# 유사도가 큰 순으로 정렬된 Index와 유사도값을 이용하여 파일명과 유사도값을 Seaborn 막대 그래프로 시각화\n",
+        "hotel_1_sim_df = pd.DataFrame()\n",
+        "hotel_1_sim_df['filename'] = document_df.iloc[hotel_sorted_indexes]['filename']\n",
+        "hotel_1_sim_df['similarity'] = hotel_1_sim_value\n",
+        "\n",
+        "fig1 = plt.gcf()\n",
+        "sns.barplot(x='similarity', y='filename',data=hotel_1_sim_df)\n",
+        "plt.title(comparison_docname)\n",
+        "fig1.savefig('p553_hotel.tif', format='tif', dpi=300, bbox_inches='tight')"
+      ],
+      "metadata": {
+        "id": "3nBfNYBC8XRU",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 492
+        },
+        "outputId": "88976df6-7c65-44e0-930e-33326a49065b"
+      },
+      "execution_count": 121,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from google.colab import files\n",
+        "uploaded = files.upload()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 149
+        },
+        "id": "1mq0dJpb7qPA",
+        "outputId": "ea17f096-cdde-4779-bf0e-7c33ab9320e5"
+      },
+      "execution_count": 128,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-d7d7fdea-2cd6-4a32-9067-5886ef85aedb\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-d7d7fdea-2cd6-4a32-9067-5886ef85aedb\">\n",
+              "      Upload widget is only available when the cell has been executed in the\n",
+              "      current browser session. Please rerun this cell to enable.\n",
+              "      </output>\n",
+              "      <script>// Copyright 2017 Google LLC\n",
+              "//\n",
+              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+              "// you may not use this file except in compliance with the License.\n",
+              "// You may obtain a copy of the License at\n",
+              "//\n",
+              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
+              "//\n",
+              "// Unless required by applicable law or agreed to in writing, software\n",
+              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+              "// See the License for the specific language governing permissions and\n",
+              "// limitations under the License.\n",
+              "\n",
+              "/**\n",
+              " * @fileoverview Helpers for google.colab Python module.\n",
+              " */\n",
+              "(function(scope) {\n",
+              "function span(text, styleAttributes = {}) {\n",
+              "  const element = document.createElement('span');\n",
+              "  element.textContent = text;\n",
+              "  for (const key of Object.keys(styleAttributes)) {\n",
+              "    element.style[key] = styleAttributes[key];\n",
+              "  }\n",
+              "  return element;\n",
+              "}\n",
+              "\n",
+              "// Max number of bytes which will be uploaded at a time.\n",
+              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
+              "\n",
+              "function _uploadFiles(inputId, outputId) {\n",
+              "  const steps = uploadFilesStep(inputId, outputId);\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  // Cache steps on the outputElement to make it available for the next call\n",
+              "  // to uploadFilesContinue from Python.\n",
+              "  outputElement.steps = steps;\n",
+              "\n",
+              "  return _uploadFilesContinue(outputId);\n",
+              "}\n",
+              "\n",
+              "// This is roughly an async generator (not supported in the browser yet),\n",
+              "// where there are multiple asynchronous steps and the Python side is going\n",
+              "// to poll for completion of each step.\n",
+              "// This uses a Promise to block the python side on completion of each step,\n",
+              "// then passes the result of the previous step as the input to the next step.\n",
+              "function _uploadFilesContinue(outputId) {\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  const steps = outputElement.steps;\n",
+              "\n",
+              "  const next = steps.next(outputElement.lastPromiseValue);\n",
+              "  return Promise.resolve(next.value.promise).then((value) => {\n",
+              "    // Cache the last promise value to make it available to the next\n",
+              "    // step of the generator.\n",
+              "    outputElement.lastPromiseValue = value;\n",
+              "    return next.value.response;\n",
+              "  });\n",
+              "}\n",
+              "\n",
+              "/**\n",
+              " * Generator function which is called between each async step of the upload\n",
+              " * process.\n",
+              " * @param {string} inputId Element ID of the input file picker element.\n",
+              " * @param {string} outputId Element ID of the output display.\n",
+              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
+              " */\n",
+              "function* uploadFilesStep(inputId, outputId) {\n",
+              "  const inputElement = document.getElementById(inputId);\n",
+              "  inputElement.disabled = false;\n",
+              "\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  outputElement.innerHTML = '';\n",
+              "\n",
+              "  const pickedPromise = new Promise((resolve) => {\n",
+              "    inputElement.addEventListener('change', (e) => {\n",
+              "      resolve(e.target.files);\n",
+              "    });\n",
+              "  });\n",
+              "\n",
+              "  const cancel = document.createElement('button');\n",
+              "  inputElement.parentElement.appendChild(cancel);\n",
+              "  cancel.textContent = 'Cancel upload';\n",
+              "  const cancelPromise = new Promise((resolve) => {\n",
+              "    cancel.onclick = () => {\n",
+              "      resolve(null);\n",
+              "    };\n",
+              "  });\n",
+              "\n",
+              "  // Wait for the user to pick the files.\n",
+              "  const files = yield {\n",
+              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
+              "    response: {\n",
+              "      action: 'starting',\n",
+              "    }\n",
+              "  };\n",
+              "\n",
+              "  cancel.remove();\n",
+              "\n",
+              "  // Disable the input element since further picks are not allowed.\n",
+              "  inputElement.disabled = true;\n",
+              "\n",
+              "  if (!files) {\n",
+              "    return {\n",
+              "      response: {\n",
+              "        action: 'complete',\n",
+              "      }\n",
+              "    };\n",
+              "  }\n",
+              "\n",
+              "  for (const file of files) {\n",
+              "    const li = document.createElement('li');\n",
+              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
+              "    li.append(span(\n",
+              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
+              "        `last modified: ${\n",
+              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
+              "                                    'n/a'} - `));\n",
+              "    const percent = span('0% done');\n",
+              "    li.appendChild(percent);\n",
+              "\n",
+              "    outputElement.appendChild(li);\n",
+              "\n",
+              "    const fileDataPromise = new Promise((resolve) => {\n",
+              "      const reader = new FileReader();\n",
+              "      reader.onload = (e) => {\n",
+              "        resolve(e.target.result);\n",
+              "      };\n",
+              "      reader.readAsArrayBuffer(file);\n",
+              "    });\n",
+              "    // Wait for the data to be ready.\n",
+              "    let fileData = yield {\n",
+              "      promise: fileDataPromise,\n",
+              "      response: {\n",
+              "        action: 'continue',\n",
+              "      }\n",
+              "    };\n",
+              "\n",
+              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
+              "    let position = 0;\n",
+              "    do {\n",
+              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
+              "      const chunk = new Uint8Array(fileData, position, length);\n",
+              "      position += length;\n",
+              "\n",
+              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
+              "      yield {\n",
+              "        response: {\n",
+              "          action: 'append',\n",
+              "          file: file.name,\n",
+              "          data: base64,\n",
+              "        },\n",
+              "      };\n",
+              "\n",
+              "      let percentDone = fileData.byteLength === 0 ?\n",
+              "          100 :\n",
+              "          Math.round((position / fileData.byteLength) * 100);\n",
+              "      percent.textContent = `${percentDone}% done`;\n",
+              "\n",
+              "    } while (position < fileData.byteLength);\n",
+              "  }\n",
+              "\n",
+              "  // All done.\n",
+              "  yield {\n",
+              "    response: {\n",
+              "      action: 'complete',\n",
+              "    }\n",
+              "  };\n",
+              "}\n",
+              "\n",
+              "scope.google = scope.google || {};\n",
+              "scope.google.colab = scope.google.colab || {};\n",
+              "scope.google.colab._files = {\n",
+              "  _uploadFiles,\n",
+              "  _uploadFilesContinue,\n",
+              "};\n",
+              "})(self);\n",
+              "</script> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving ratings_train.txt to ratings_train.txt\n",
+            "Saving ratings_test.txt to ratings_test.txt\n",
+            "Saving ratings.txt to ratings.txt\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "\n",
+        "train_df = pd.read_csv('ratings_train.txt', sep='\\t')\n",
+        "train_df.head(3)"
+      ],
+      "metadata": {
+        "id": "nAjFkWVK8JMR",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 143
+        },
+        "outputId": "d109591a-5ffc-4929-c2c1-1d70eea1c573"
+      },
+      "execution_count": 129,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "         id                           document  label\n",
+              "0   9976970                아 더빙.. 진짜 짜증나네요 목소리      0\n",
+              "1   3819312  흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나      1\n",
+              "2  10265843                  너무재밓었다그래서보는것을추천한다      0"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-4951c6d2-d9ab-4782-aba9-0d823a09d14c\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>document</th>\n",
+              "      <th>label</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>9976970</td>\n",
+              "      <td>아 더빙.. 진짜 짜증나네요 목소리</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>3819312</td>\n",
+              "      <td>흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>10265843</td>\n",
+              "      <td>너무재밓었다그래서보는것을추천한다</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4951c6d2-d9ab-4782-aba9-0d823a09d14c')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-4951c6d2-d9ab-4782-aba9-0d823a09d14c button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-4951c6d2-d9ab-4782-aba9-0d823a09d14c');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-515984e8-22ff-447f-b4c2-01caf318a1aa\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-515984e8-22ff-447f-b4c2-01caf318a1aa')\"\n",
+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-515984e8-22ff-447f-b4c2-01caf318a1aa button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "train_df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 129
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_df['label'].value_counts( )"
+      ],
+      "metadata": {
+        "id": "f86FuJph8XVv",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 178
+        },
+        "outputId": "b735889b-50f7-41ee-ae83-2b5d9451bae1"
+      },
+      "execution_count": 130,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "label\n",
+              "0    75173\n",
+              "1    74827\n",
+              "Name: count, dtype: int64"
+            ],
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>count</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>label</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>75173</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>74827</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 130
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import re\n",
+        "\n",
+        "train_df = train_df.fillna(' ')\n",
+        "# 정규 표현식을 이용하여 숫자를 공백으로 변경(정규 표현식으로 \\d 는 숫자를 의미함.)\n",
+        "train_df['document'] = train_df['document'].apply( lambda x : re.sub(r\"\\d+\", \" \", x) )\n",
+        "\n",
+        "# 테스트 데이터 셋을 로딩하고 동일하게 Null 및 숫자를 공백으로 변환\n",
+        "test_df = pd.read_csv('ratings_test.txt', sep='\\t')\n",
+        "test_df = test_df.fillna(' ')\n",
+        "test_df['document'] = test_df['document'].apply( lambda x : re.sub(r\"\\d+\", \" \", x) )\n",
+        "\n",
+        "# id 칼럼 삭제 수행\n",
+        "train_df.drop('id', axis=1, inplace=True)\n",
+        "test_df.drop('id', axis=1, inplace=True)\n"
+      ],
+      "metadata": {
+        "id": "STHfCpFh2Kcz"
+      },
+      "execution_count": 131,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install konlpy"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "zF7D0uRk8gSJ",
+        "outputId": "65cc84a4-b05f-4d75-821f-947db31a7fb8"
+      },
+      "execution_count": 135,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting konlpy\n",
+            "  Downloading konlpy-0.6.0-py2.py3-none-any.whl.metadata (1.9 kB)\n",
+            "Collecting JPype1>=0.7.0 (from konlpy)\n",
+            "  Downloading jpype1-1.5.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.9 kB)\n",
+            "Requirement already satisfied: lxml>=4.1.0 in /usr/local/lib/python3.11/dist-packages (from konlpy) (5.4.0)\n",
+            "Requirement already satisfied: numpy>=1.6 in /usr/local/lib/python3.11/dist-packages (from konlpy) (2.0.2)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from JPype1>=0.7.0->konlpy) (24.2)\n",
+            "Downloading konlpy-0.6.0-py2.py3-none-any.whl (19.4 MB)\n",
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+            "\u001b[?25hDownloading jpype1-1.5.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (494 kB)\n",
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+            "\u001b[?25hInstalling collected packages: JPype1, konlpy\n",
+            "Successfully installed JPype1-1.5.2 konlpy-0.6.0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from konlpy.tag import Okt\n",
+        "\n",
+        "okt = Okt()\n",
+        "def tw_tokenizer(text):\n",
+        "    tokens_ko = okt.morphs(text)\n",
+        "    return tokens_ko"
+      ],
+      "metadata": {
+        "id": "wtNd7Jtu2Kep"
+      },
+      "execution_count": 136,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+        "from sklearn.linear_model import LogisticRegression\n",
+        "from sklearn.model_selection import GridSearchCV\n",
+        "\n",
+        "# Twitter 객체의 morphs( ) 객체를 이용한 tokenizer를 사용. ngram_range는 (1,2)\n",
+        "tfidf_vect = TfidfVectorizer(tokenizer=tw_tokenizer, ngram_range=(1,2), min_df=3, max_df=0.9)\n",
+        "tfidf_vect.fit(train_df['document'])\n",
+        "tfidf_matrix_train = tfidf_vect.transform(train_df['document'])"
+      ],
+      "metadata": {
+        "id": "TFVts9hK2KgJ"
+      },
+      "execution_count": 137,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Logistic Regression 을 이용하여 감성 분석 Classification 수행.\n",
+        "lg_clf = LogisticRegression(random_state=0, solver='liblinear')\n",
+        "\n",
+        "# Parameter C 최적화를 위해 GridSearchCV 를 이용.\n",
+        "params = { 'C': [1 ,3.5, 4.5, 5.5, 10 ] }\n",
+        "grid_cv = GridSearchCV(lg_clf , param_grid=params , cv=3 ,scoring='accuracy', verbose=1 )\n",
+        "grid_cv.fit(tfidf_matrix_train , train_df['label'] )\n",
+        "print(grid_cv.best_params_ , round(grid_cv.best_score_,4))\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "tl_zV_Xa2Kh6",
+        "outputId": "f8b9f501-d2ba-43b3-93a5-096de58aaa40"
+      },
+      "execution_count": 138,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Fitting 3 folds for each of 5 candidates, totalling 15 fits\n",
+            "{'C': 3.5} 0.8593\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics import accuracy_score\n",
+        "\n",
+        "# 학습 데이터를 적용한 TfidfVectorizer를 이용하여 테스트 데이터를 TF-IDF 값으로 Feature 변환함.\n",
+        "tfidf_matrix_test = tfidf_vect.transform(test_df['document'])\n",
+        "\n",
+        "# classifier 는 GridSearchCV에서 최적 파라미터로 학습된 classifier를 그대로 이용\n",
+        "best_estimator = grid_cv.best_estimator_\n",
+        "preds = best_estimator.predict(tfidf_matrix_test)\n",
+        "\n",
+        "print('Logistic Regression 정확도: ',accuracy_score(test_df['label'],preds))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "o34v_5o62Kju",
+        "outputId": "e6b6ce70-1ef0-4a81-cace-dabac91d8fdd"
+      },
+      "execution_count": 139,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Logistic Regression 정확도:  0.86172\n"
+          ]
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file