From 5a23440286de93007458fac06b75bf28a24d7f01 Mon Sep 17 00:00:00 2001 From: Vincent Rouvreau Date: Tue, 18 Mar 2025 19:11:18 +0100 Subject: [PATCH 1/4] ipywidgets requires to be installed in requirements --- .binder/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/.binder/requirements.txt b/.binder/requirements.txt index 722658a..d3fbc2d 100644 --- a/.binder/requirements.txt +++ b/.binder/requirements.txt @@ -12,3 +12,4 @@ gudhi>=3.9.0 # Tuto-GUDHI-cover-complex.ipynb requires sklearn interfaces torch tqdm eagerpy +ipywidgets From cc0a46400ace40b45019c6bb17a96eebbad420fa Mon Sep 17 00:00:00 2001 From: Vincent Rouvreau Date: Wed, 19 Mar 2025 08:11:39 +0100 Subject: [PATCH 2/4] Python 3.11 + anywidget --- .binder/requirements.txt | 1 + .github/workflows/test_notebooks.yml | 35 ++++++++++++++-------------- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/.binder/requirements.txt b/.binder/requirements.txt index d3fbc2d..48ad8af 100644 --- a/.binder/requirements.txt +++ b/.binder/requirements.txt @@ -13,3 +13,4 @@ torch tqdm eagerpy ipywidgets +anywidget diff --git a/.github/workflows/test_notebooks.yml b/.github/workflows/test_notebooks.yml index ad83692..cc71b56 100644 --- a/.github/workflows/test_notebooks.yml +++ b/.github/workflows/test_notebooks.yml @@ -4,23 +4,22 @@ on: [push, pull_request] jobs: build: - runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 - - name: Set up Python 3.8 - uses: actions/setup-python@v2 - with: - python-version: 3.8 - - name: Install LaTeX support for matplotlib - run: | - sudo apt update - sudo apt install -y ghostscript dvipng texlive-full - - name: Install Python dependencies - run: | - python -m pip install --upgrade pip - pip install -r .binder/requirements.txt - pip install jupyter - - name: Execute notebooks - run: | - for f in *.ipynb; do echo "Processing $f file.."; time jupyter nbconvert --to notebook --ExecutePreprocessor.timeout=600 --inplace --execute $f;done; + - uses: actions/checkout@v2 + - name: Set up Python 3.11 + uses: actions/setup-python@v2 + with: + python-version: 3.11 + - name: Install LaTeX support for matplotlib + run: | + sudo apt update + sudo apt install -y ghostscript dvipng texlive-full + - name: Install Python dependencies + run: | + python -m pip install --upgrade pip + pip install -r .binder/requirements.txt + pip install jupyter + - name: Execute notebooks + run: | + for f in *.ipynb; do echo "Processing $f file.."; time jupyter nbconvert --to notebook --ExecutePreprocessor.timeout=600 --inplace --execute $f;done; From 13170111a9031bed14c5d91fdcd01a25ae84f9ba Mon Sep 17 00:00:00 2001 From: Vincent Rouvreau Date: Wed, 19 Mar 2025 08:46:45 +0100 Subject: [PATCH 3/4] Do not execute mechanism for visualization --- .github/workflows/test_notebooks.yml | 2 +- Tuto-GUDHI-alpha-complex-visualization.ipynb | 211 ++++--------------- 2 files changed, 42 insertions(+), 171 deletions(-) diff --git a/.github/workflows/test_notebooks.yml b/.github/workflows/test_notebooks.yml index cc71b56..d117b72 100644 --- a/.github/workflows/test_notebooks.yml +++ b/.github/workflows/test_notebooks.yml @@ -22,4 +22,4 @@ jobs: pip install jupyter - name: Execute notebooks run: | - for f in *.ipynb; do echo "Processing $f file.."; time jupyter nbconvert --to notebook --ExecutePreprocessor.timeout=600 --inplace --execute $f;done; + for f in *.ipynb; do echo "Processing $f file.."; time jupyter nbconvert --TagRemovePreprocessor.enabled=True --TagRemovePreprocessor.remove_cell_tags="['do_not_execute']" --to notebook --ExecutePreprocessor.timeout=600 --inplace --execute $f;done; diff --git a/Tuto-GUDHI-alpha-complex-visualization.ipynb b/Tuto-GUDHI-alpha-complex-visualization.ipynb index 0c90be2..576f929 100644 --- a/Tuto-GUDHI-alpha-complex-visualization.ipynb +++ b/Tuto-GUDHI-alpha-complex-visualization.ipynb @@ -33,7 +33,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2025-03-19T07:45:44.845720Z", + "iopub.status.busy": "2025-03-19T07:45:44.845364Z", + "iopub.status.idle": "2025-03-19T07:45:44.991204Z", + "shell.execute_reply": "2025-03-19T07:45:44.990815Z" + } + }, "outputs": [], "source": [ "import numpy as np\n", @@ -53,7 +60,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2025-03-19T07:45:44.992928Z", + "iopub.status.busy": "2025-03-19T07:45:44.992762Z", + "iopub.status.idle": "2025-03-19T07:45:45.001019Z", + "shell.execute_reply": "2025-03-19T07:45:45.000587Z" + } + }, "outputs": [], "source": [ "points = np.array([ac.get_point(i) for i in range(st.num_vertices())])\n", @@ -80,7 +94,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2025-03-19T07:45:45.002280Z", + "iopub.status.busy": "2025-03-19T07:45:45.002188Z", + "iopub.status.idle": "2025-03-19T07:45:45.185706Z", + "shell.execute_reply": "2025-03-19T07:45:45.185331Z" + } + }, "outputs": [], "source": [ "# For matplotlib in a notebook\n", @@ -91,19 +112,23 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2025-03-19T07:45:45.187397Z", + "iopub.status.busy": "2025-03-19T07:45:45.187260Z", + "iopub.status.idle": "2025-03-19T07:45:45.409413Z", + "shell.execute_reply": "2025-03-19T07:45:45.409167Z" + }, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -132,173 +157,19 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "Thanks to [Plotly](https://plot.ly/python/), we can also visualize triangulations. Here, we added some interactivity with a [slider widget](https://www.plot.ly/python/slider-widget/) to set the maximal filtration value to use for displaying triangles.\n", "\n", "Dynamic display does not work on github as it only exports html and not the JavaScript when rendering. By the way you can try it on a binder instance: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GUDHI/TDA-tutorial/master)" ] }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4f92c91394f84538911370bd013a41a8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(FloatSlider(value=0.005, description='Alpha:', max=0.01, readout_format='.4f', step=0.00…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualization with plotly\n", - "\n", - "import plotly\n", - "from plotly.graph_objs import graph_objs as go\n", - "import ipywidgets as widgets\n", - "\n", - "plotly.offline.init_notebook_mode()\n", - "from plotly.offline import iplot\n", - "\n", - "alpha = widgets.FloatSlider(\n", - " value = 0.005,\n", - " min = 0.0,\n", - " max = 0.01,\n", - " step = 0.0001,\n", - " description = 'Alpha:', \n", - " readout_format = '.4f'\n", - ")\n", - "\n", - "mesh = go.Mesh3d(\n", - " x = points[:, 0], \n", - " y = points[:, 1], \n", - " z = points[:, 2], \n", - " i = triangles[:, 0], \n", - " j = triangles[:, 1], \n", - " k = triangles[:, 2]\n", - ")\n", - "\n", - "fig = go.FigureWidget(\n", - " data = mesh, \n", - " layout = go.Layout(\n", - " title = dict(\n", - " text = 'Alpha Complex Representation of the 2-Torus'\n", - " ), \n", - " scene = dict(\n", - " xaxis = dict(nticks = 4, range = [-1.5, 1.5]), \n", - " yaxis = dict(nticks = 4, range = [-1.5, 1.5]), \n", - " zaxis = dict(nticks = 4, range = [-1.5, 1.5])\n", - " )\n", - " )\n", - ")\n", - "\n", - "def view_torus(alpha):\n", - " if alpha < 0.0015:\n", - " alpha = 0.0015\n", - " triangles = np.array([s[0] for s in st.get_skeleton(2) if len(s[0]) == 3 and s[1] <= alpha])\n", - " fig.data[0].i = triangles[:, 0]\n", - " fig.data[0].j = triangles[:, 1]\n", - " fig.data[0].k = triangles[:, 2]\n", - " iplot(fig)\n", - "\n", - "widgets.interact(view_torus, alpha = alpha);" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -338,7 +209,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.0" }, "toc": { "base_numbering": 1, From 603405fd8d348d7bf257bfc001fa162fcf84aca5 Mon Sep 17 00:00:00 2001 From: Vincent Rouvreau Date: Wed, 19 Mar 2025 10:10:20 +0100 Subject: [PATCH 4/4] Remove %matplotlib that are no more required --- ...-Barycenters-of-persistence-diagrams.ipynb | 67 +- ...-GUDHI-Expected-persistence-diagrams.ipynb | 49 +- ...Quantization-of-persistence-diagrams.ipynb | 44 +- Tuto-GUDHI-alpha-complex-visualization.ipynb | 160 +- Tuto-GUDHI-cover-complex.ipynb | 6087 +---------------- Tuto-GUDHI-cubical-complexes.ipynb | 26 +- Tuto-GUDHI-extended-persistence.ipynb | 177 +- Tuto-GUDHI-persistence-diagrams.ipynb | 120 +- ...implicial-complexes-from-data-points.ipynb | 88 +- ...icial-complexes-from-distance-matrix.ipynb | 71 +- 10 files changed, 572 insertions(+), 6317 deletions(-) diff --git a/Tuto-GUDHI-Barycenters-of-persistence-diagrams.ipynb b/Tuto-GUDHI-Barycenters-of-persistence-diagrams.ipynb index c5cad5a..77ac2a6 100644 --- a/Tuto-GUDHI-Barycenters-of-persistence-diagrams.ipynb +++ b/Tuto-GUDHI-Barycenters-of-persistence-diagrams.ipynb @@ -2,7 +2,13 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Barycenters of persistence diagrams" ] @@ -107,7 +113,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Current gudhi version: 3.2.0\n", + "Current gudhi version: 3.11.0\n", "Version >= 3.2.0 is required for this tutorial\n" ] } @@ -123,17 +129,6 @@ "execution_count": 2, "metadata": {}, "outputs": [], - "source": [ - "# Note: %matplotlib notebook allows for iteractive 3D plot.\n", - "#%matplotlib notebook\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], "source": [ "from gudhi.wasserstein.barycenter import lagrangian_barycenter as bary\n", "from gudhi.persistence_graphical_tools import plot_persistence_diagram\n", @@ -158,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -171,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -180,20 +175,18 @@ "Text(0.5, 1.0, 'Set of 3 persistence diagrams')" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -217,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -254,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -266,21 +259,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -362,7 +351,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -376,9 +365,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-Expected-persistence-diagrams.ipynb b/Tuto-GUDHI-Expected-persistence-diagrams.ipynb index ba65797..0159e0d 100644 --- a/Tuto-GUDHI-Expected-persistence-diagrams.ipynb +++ b/Tuto-GUDHI-Expected-persistence-diagrams.ipynb @@ -97,17 +97,6 @@ "execution_count": 1, "metadata": {}, "outputs": [], - "source": [ - "# Note: %matplotlib notebook enables iteractive 3D plot.\n", - "#%matplotlib notebook\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], "source": [ "import numpy as np\n", "import gudhi as gd\n", @@ -131,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -160,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -175,19 +164,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -197,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -207,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -238,19 +225,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -272,7 +257,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -286,9 +271,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.0" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-Quantization-of-persistence-diagrams.ipynb b/Tuto-GUDHI-Quantization-of-persistence-diagrams.ipynb index f00e05e..56468d3 100644 --- a/Tuto-GUDHI-Quantization-of-persistence-diagrams.ipynb +++ b/Tuto-GUDHI-Quantization-of-persistence-diagrams.ipynb @@ -2,7 +2,13 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Quantization of (expected) Persistence Diagram" ] @@ -34,23 +40,13 @@ }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Notebook global settings" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "## Motivation and mathematical formulation" ] @@ -241,7 +237,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "n = len(diags)\n", @@ -298,7 +300,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -312,7 +314,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/Tuto-GUDHI-alpha-complex-visualization.ipynb b/Tuto-GUDHI-alpha-complex-visualization.ipynb index 576f929..8e1d03a 100644 --- a/Tuto-GUDHI-alpha-complex-visualization.ipynb +++ b/Tuto-GUDHI-alpha-complex-visualization.ipynb @@ -33,14 +33,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2025-03-19T07:45:44.845720Z", - "iopub.status.busy": "2025-03-19T07:45:44.845364Z", - "iopub.status.idle": "2025-03-19T07:45:44.991204Z", - "shell.execute_reply": "2025-03-19T07:45:44.990815Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -60,14 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2025-03-19T07:45:44.992928Z", - "iopub.status.busy": "2025-03-19T07:45:44.992762Z", - "iopub.status.idle": "2025-03-19T07:45:45.001019Z", - "shell.execute_reply": "2025-03-19T07:45:45.000587Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "points = np.array([ac.get_point(i) for i in range(st.num_vertices())])\n", @@ -95,29 +81,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "execution": { - "iopub.execute_input": "2025-03-19T07:45:45.002280Z", - "iopub.status.busy": "2025-03-19T07:45:45.002188Z", - "iopub.status.idle": "2025-03-19T07:45:45.185706Z", - "shell.execute_reply": "2025-03-19T07:45:45.185331Z" - } - }, - "outputs": [], - "source": [ - "# For matplotlib in a notebook\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2025-03-19T07:45:45.187397Z", - "iopub.status.busy": "2025-03-19T07:45:45.187260Z", - "iopub.status.idle": "2025-03-19T07:45:45.409413Z", - "shell.execute_reply": "2025-03-19T07:45:45.409167Z" - }, "scrolled": true }, "outputs": [ @@ -170,9 +133,126 @@ "Dynamic display does not work on github as it only exports html and not the JavaScript when rendering. By the way you can try it on a binder instance: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GUDHI/TDA-tutorial/master)" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "do_not_execute" + ] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "51cb45b5f6a245ddac6587bd218ffd54", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.005, description='Alpha:', max=0.01, readout_format='.4f', step=0.00…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization with plotly\n", + "\n", + "import plotly\n", + "from plotly.graph_objs import graph_objs as go\n", + "import ipywidgets as widgets\n", + "\n", + "plotly.offline.init_notebook_mode()\n", + "from plotly.offline import iplot\n", + "\n", + "alpha = widgets.FloatSlider(\n", + " value = 0.005,\n", + " min = 0.0,\n", + " max = 0.01,\n", + " step = 0.0001,\n", + " description = 'Alpha:', \n", + " readout_format = '.4f'\n", + ")\n", + "\n", + "mesh = go.Mesh3d(\n", + " x = points[:, 0], \n", + " y = points[:, 1], \n", + " z = points[:, 2], \n", + " i = triangles[:, 0], \n", + " j = triangles[:, 1], \n", + " k = triangles[:, 2]\n", + ")\n", + "\n", + "fig = go.FigureWidget(\n", + " data = mesh, \n", + " layout = go.Layout(\n", + " title = dict(\n", + " text = 'Alpha Complex Representation of the 2-Torus'\n", + " ), \n", + " scene = dict(\n", + " xaxis = dict(nticks = 4, range = [-1.5, 1.5]), \n", + " yaxis = dict(nticks = 4, range = [-1.5, 1.5]), \n", + " zaxis = dict(nticks = 4, range = [-1.5, 1.5])\n", + " )\n", + " )\n", + ")\n", + "\n", + "def view_torus(alpha):\n", + " if alpha < 0.0015:\n", + " alpha = 0.0015\n", + " triangles = np.array([s[0] for s in st.get_skeleton(2) if len(s[0]) == 3 and s[1] <= alpha])\n", + " fig.data[0].i = triangles[:, 0]\n", + " fig.data[0].j = triangles[:, 1]\n", + " fig.data[0].k = triangles[:, 2]\n", + " iplot(fig)\n", + "\n", + "widgets.interact(view_torus, alpha = alpha);" + ] + }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### Other libraries" ] diff --git a/Tuto-GUDHI-cover-complex.ipynb b/Tuto-GUDHI-cover-complex.ipynb index 483ab20..0f89b9d 100644 --- a/Tuto-GUDHI-cover-complex.ipynb +++ b/Tuto-GUDHI-cover-complex.ipynb @@ -2,7 +2,13 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Topological Exploratory Data Analysis" ] @@ -17,7 +23,13 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "from gudhi.cover_complex import MapperComplex, GraphInducedComplex, NerveComplex\n", @@ -25,8 +37,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "%matplotlib notebook" + "from mpl_toolkits.mplot3d import Axes3D" ] }, { @@ -79,1002 +90,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], + "image/png": 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1252,996 +274,9 @@ "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], + "image/png": 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -2446,996 +481,9 @@ "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], + "image/png": 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -3459,1050 +507,52 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, + "outputs": [], + "source": [ + "cover_complex.save_to_dot(file_name=\"human\", color_name=\"color\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "!neato -Tpdf human.dot -o human.pdf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. You can create an HTML file and visualize it in browser." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'human.html' is generated. You can now use your favorite web browser to visualize it.\n" + ] + } + ], + "source": [ + "cover_complex.save_to_html(file_name=\"human\", data_name=\"human\", cover_name=\"uniform\", color_name=\"height\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cover_complex.save_to_dot(file_name=\"human\", color_name=\"color\")" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "!neato -Tpdf human.dot -o human.pdf" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "3. You can create an HTML file and visualize it in browser." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "'human.html' is generated. You can now use your favorite web browser to visualize it.\n" - ] - } - ], - "source": [ - "cover_complex.save_to_html(file_name=\"human\", data_name=\"human\", cover_name=\"uniform\", color_name=\"height\")" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ + "text/html": [ "\n", " " + "" ] }, "execution_count": 31, @@ -4553,7 +603,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "'human.html' is generated. You can now use your favorite web browser to visualize it.\r\n" + "'human.html' is generated. You can now use your favorite web browser to visualize it.\n" ] } ], @@ -4873,996 +923,9 @@ "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], + "image/png": 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3FEc2/YYrifFYGDEHP/60DX369NHIa2sCFYCc7NmzBz179sTevXvRvXv3f/16N6+kY1TTSVCr1GAyQ00/B6w7/Z0GkpKKLDg4GOHh4UhKSoKDg8O/fr0Da47huxFrAQkAAwYu6IVPx/f790FJhVVaWgofHx+Ym5vj7NmzUCj+/Rb18tMQsOIjkNVAUQmgfOcgzCxrayAtqahSU1Ph6emJ0NBQzJkz51+/Xn5OAYZ5heJx5hPIsgzDSgoceBABpVKpgbSaQQUgJ4wxdO7cGbcuZWDiyKlo3KY+vN7776N1JSUlyMzMxN27d//ydf/cMyhvm0NC2WiikakRDuZv08VbIW+xZ8+ewb2OO1q4tEK/Xv3Rsndz2LtU/a/PycvLe2UfvHv3Lp4eL4VBXtloHwNDs84+mL1/ig7eCXmbnT59Gm1atsWYPmF4r+V7aD+4FUzN/37UmDGGJ0+evPpYeD8De9fe+MPvAsziSxhYfqqLt0LeYl9//TX27lqAw/+ZhCr2TQDjjv91hk6tViMrK+vVx8MrWZDiLV/6/Q3XlqJGXUdtv43XRgUgR+HztuOHKbvxvGbD0KV9YVvH8pWdKSMjAw8fPnzp+aampnB0dISjoyNsS6ohN1oNoOyDNx85cAuoihkzZsDNzU3Xb428RYJajMGt6ExIEmBiYYIxPw5Fvjr3L/3vxfc5OTkvPd/Gxqa8H5rctEXBTRXAyvrhfcN0fDy5M8aNGwdra2tO75Dou8K8QvSwHwRVvgwJElwa1sCn3/fEvXuZr+yDmZmZKCoqKn++JEmoUqXK837ogC2L0mBpXoIXg4nDxqvRqv0MBAQE6NUIDNEvxXmxYE/7wkApQaEAnhT3RcLN1n97LLx//z7UanX58w0MDODg4ABHR0dUs3RE7rGyxxkYGJOhbvEUsxfMgp+fH6d3+DIqADka+/6XuBqVDKDsjPYB7iIB0QAAOzs7ODo6wsnJqfzD9c9fNjY25Wcnsixj1bjNOLrlJOyqvwO37tXw/calePDgAYYOHYovv/wSNWrU4PZeiX4qLSlFJ5P+5T8zxpCMy8jATSiVStjb2//Xfujg4PDS9TLPHmZjdr+lSI65AQ+/2ihxe4bV61fB1NQUEyZMQEhIiMauryEVR8yROEz5cPZLj51lh1GAPJiYmPzPY6G9vT0MDQ3Ln8tK4sGywwD5CR7ktceI8dewd+8+1K1bFzNnzkSvXr00MtVMKhY591vIuRugUMgAgKyHKjjUTwPw8onu333Z2dm91K8Orj2GTdO2w8DIAM0H1cfmA+sQHx+Pjh07YtasWWjcuDGX9/kCFYAczfpkCU7+FAUJEiSFhKa9GmDY/ADY29vD2Nj4X79+YWEhVq5ciXnz5iEnJwfDhw/HlClTUK1aNQ2kJxUBYww97YYg90le+eUDny7qhbb9/FGlShWNjJZkZmZi9uzZWLduHSpVqoQpU6Zg+PDhdGMIKZeWeBuf1f+i/GeFUsLXv41HnXpuqFSpkkZulLt48SKmTZuGw4cPo2HDhvjmm2/QuXNnjd2ER95+LD8ccs4sSBIgyxLyimvgQekKODo6auTEVZZl7Nq1C9OnT0dycjJ69OiBmTNnwsvLSwPp/zk6BeLIwKMU2XgCpYECDVt7YdKasahZs6ZGij+gbIr4iy++wM2bNzF9+nSEh4ejVq1amDhxIh4/fqyRNsjbr8T9CVSKEhiZGKL3F10xYGxf2Nvba2yqzMHBAStWrEBKSgq6dOmC0NBQ1K5dG2vXrkVpaalG2iBvN9vq1si0TAUMGCxtLTDlx3Fo/l5T2NraaqxAa9KkCQ4dOoTIyEhYWVmha9euaNGiBU6cOKGR1ydvv+j4mvjx5xyo1EooDGvBuvoq1KlTR2OzFgqFAn369EFiYiK2bNmCuLg41K9fHwEBAfj999810sY/out1Z0iZF+tfjRw5UmdtPnnyhE2dOpWZm5szKysr9tVXX9EWcYJ7sf7Vrl27dNZmcnIy69evHwPAatWqxcLDw5lKpdJZ+0T/hISEMHNzc3b79m2dtCfLMjt69Chr2rQpA8A++OADFhUVpZO2iX4qLS1l9evXZ02aNNHZ8ai4uJitXr2aOTo6MqVSyQIDA1l6erpO2maMFoLmpnfv3qxq1apaXQH/72RlZbHQ0FBmbGzMbG1t2bx581heXh5jjLHSklJWXEiLR4sgNzeXVa9enXXq1InL9ljx8fGse/fuDADz8PBgO3fuLF8hv6igiKlKqSgUwaVLl5hCoWALFy7UeduyLLN9+/ax+vXrMwDsww8/ZJcuXSr/f7I6j7aOE8SiRYuYQqFgFy9e1HnbBQUFbMmSJczOzo4ZGRmx4OBglpmZyRgrW7S/IE87W8dSAcjB4cOHGQC2detWrjkyMjLYiBEjmIGBAatatSr7ov9k1tG4H2un7M3WT97GNRvRvrCwMGZiYqK1HWle14ULF1iHDh0YANaoYSM2tsNk1lb6mHWxCGBRey9wzUa0S6VSMV9fX+bt7a21HWleh1qtZtu3b2fu7u4MABv8aTeWd6cjU9+rzdQPWjO5NI1bNqJ9d+7c0fqONK8jNzeXzZkzh9nY2DBTU1M2MiCE9XhnMGsrfcymdJqt8cEZuglExwoLC+Ht7Q1nZ2ccP35cLy5ATktLw1dTv8bd7bmQ/nBZ6Pfn5sCjGS2eWhElJiaiUaNG+OqrrzB16lTecQAAkZGRmD7iGxhetyl/zMTcGHufbaGlOyqoVatWYeTIkThz5oxeLI2hUqmwbds2qJ/NxIBeChgYSAAUgFFLKGzX8o5HtOTjjz9GVFQUkpKS9GK5qmfPnmHx4sX4dXYMTNjz9X0lYMTiweg5prPG2qGbQHRs3rx5uH37NlasWKEXxR8AuLi4YMHcb18q/gAg51HO3zyDvM1kWcaIESPg6uqK8ePH845TrmXLlpj0xeSXHivKL4aqRMUpEdGmrKwsTJ48GYGBgXpR/AFl67gNGjQInw7sBoXyxfFQBtgTrrmI9hw6dAi7d+/G4sWL9aL4A8qWnJk5cyaqVKpavjqDQqFAzqNcjbZDBaAOpaSkYN68eZgwYQLq1q3LO85LqtR4B806//8+nNXrOqJ+K0+OiYi2bNmyBWfOnMHKlSs1dse5przbrQnecbQt//nDYW1gbKpfGYlmjB8/HgYGBpg/fz7vKH+htOgPhfRi1FmCZDaIax6iHYWFhQgODkabNm3Qr5/+bVnZ+4v/3ybW2MwIbQe21Ojr0xSwjjDG0L59e6SmpuLq1aswNTXlHekvVKUqRO2NQUlhCVp85AtzKzPekYiGPX78GO7u7ujYsSO2bt3KO84rZT/Kwbn9l2BV2QLNuzSmBXsroN9++w2tW7fGhg0bMHToUN5xXompbgAllwCDupCMGvCOQ7Rg2rRpWLBgARISElCnTh3ecV4p9kQC7qc9QJP29VGlhp1GX5sKQB2JiIhA//79cfDgQXTq1Il3HCKooKAg7Ny5E8nJyaha9b/v+UuINhQXF6NBgwaws7PDqVOnqMAnXCQlJaF+/fqYPHkyvv76a95xuKACUAeys7NRt25d+Pn5YdeuXbzjEEGdPXsWfn5+WLFiBUaOHMk7DhHU7Nmz8dVXX+Hy5cvcdkAgYmOMoU2bNrh9+zYSExOF3ZWICkAdCAkJwebNm3H9+nU4OTnxjkMEpFKp0LhxYxgZGSE6OpruqiVc3Lx5E56enggJCcGCBQt4xyGC2rZtGwYMGIDDhw+jQ4cOvONwQwWgll26dAlNmzbFt99+i9DQUN5xiKAWL16MsLAwXLhwgfsG5ERMjDF06dIFCQkJuHbtGiwsLHhHIgJ69uwZ3N3d4e/vjx07dvCOw5UB7wAVVcLp6zi18yy27/0RXvW8MHr0aN6RiGAYYziy+STiTl/ByoiyaV8q/oiuFeYV4ufvfkFs9GVE/hKFH/ZspuKP6Fxm6n0cWH0UJ06eQEl+KZYsWcI7EndUAGrBtXPJ+OKDGQAYTNSV0KLB+zAwoD810a2fFuzDhsnbAInBnfmgY8OuvCMRAU3/aAHiT16FLMtormwLX69mvCMRwWQ/ykFws8nIz86HWq1Gq6pdUK1aNd6xuKPbr7Tg/MFYSJIEJgOSJCHlTBrvSERAp3dHl33DylaRv3wskW8gIpziwmLE/ZoIJrOyBW1lCXG/Uj8kunU9+nfkPsmDrGaQoEBeViGybj3kHYs7KgC1wMndAbJaBgAolApUr+vIORERkb1bFTCUXeIrSRKqu1M/JLplZGIEy3fMwSCXP0bHQ6JrDm7VAAlgYJAkwNTCBJWq2fCOxR0VgFqQJd1BGrsOi3fM4P2+B6ZGjOUdiQgoVZGIp8oHsLW3QYfBH+CTyT14RyKCKSoqwu9mcZDNS1HV2Q4jlw5B/Zb1eMcigslVP0OS4hJMKhmhpncNfLN/EkzNxVz65Y/oLmANu3//Pjw9PdG+fXtERETwjkMEdeTIEXTs2BHr1q3DsGHDeMchgpo4cSKWLl2Ky5cvo149KvyI7qlUKvj5+SEnJweXL18Wds2/V6E7EzSIMYZRo0ZBqVRi2bJlvOMQQeXk5CAoKAjt2rVDYGAg7zhEUBcuXMDChQsxa9YsKv4IN0uWLEFMTAyioqKo+PsTGgHUoJ07d6JPnz7YsWMHevfuzTsOEdSIESOwdetWJCYmwtnZmXccIqDi4mI0btwYJiYmiI6OplUQCBfJyclo0KABRo0ahUWLFvGOo3eoANSQhw8fwtPTEy1btqTt3gg3v/76K9q0aYOVK1dixIgRvOMQQU2bNg3z58/HpUuX4O3tzTsOEZBarYa/vz+ysrIQHx8PMzMz3pH0Dp2Wacjo0aOhVquxYsUK3lGIoPLy8jBs2DC0atUKw4cP5x2HCOry5cuYO3cupk+fTsUf4Wb58uWIiopCZGQkFX9/g0YANWDv3r3o0aMHtm7dioCAAN5xiKBGjx6NDRs24MqVK3B1deUdhwiopKQETZs2BWMMMTExMDIy4h2JCCg1NRXe3t4IDAyk6/H/CyoA/6UnT57A09MTvr6+2LdvHyRJ4h2JCOj06dNo2bIlli5dijFjxvCOQwT1zTff4Ouvv8aFCxfg4+PDOw4RkCzLaNOmDdLT03HlyhXadvC/oALwXxo0aBD+85//4OrVq3BwcOAdhwiooKAADRs2RJUqVRAZGQmFgpb3JLqXkJCAxo0bY8KECZg1axbvOERQq1atwsiRI3HixAm0bt2adxy9RgXgv3Dw4EF06dIFmzZtwuDBg3nHIYIaP348VqxYgfj4eNSpU4d3HCIglUqF5s2bo7CwELGxsTA2NuYdiQgoPT0dXl5eCAgIwOrVq3nH0XtUAL6h7OxseHp6wsvLC4cOHaKpX8JFdHQ0/Pz8MG/ePISFhfGOQwQ1b948TJ06FefOnUPTpk15xyECYoyhQ4cOSEpKQmJiIqysrHhH0nt0F/A/dPFoPDZP345bt9Ig5yqwbt06Kv6ITjHGsGvRfhzZchJJ6VfhW78ZQkNDecciginMK8SKMZsQf/oqLt48h9CxoVT8EZ27k3wXy0dvxM2kNCTeTsGmw+uo+HtNVAD+A4/uPsa0bvOgKlWByQz1jVugkqUt71hEMKd3R2PthB8AACawgKuBN5RKJedURDRrw37AsfBTkNUyHFELXlZNeEcigmGMYUqnOXiQ/hBqWYan5Asny5q8Y7016GrxfyAj5R5UJSqAAZIkQV2iRlb6Q96xiGBS425BUpSNOktQ4P7vDzgnIiJKuXQTsloGUHY8vH3tLudERDQlRSW4n/YAsswgoeyYmJZwm3OqtwcVgP+Aa8OaUBhLYJChUCpQ2aESnOrY845FBOPlXxeyLIOBQVJI8O3QkHckIqBaTauDgQESAAY0bteAdyQiGGNTY1R2tQFjMiSFBANDJbxbevCO9dagKeB/IOr8GZwpOoQBLQPh5e2F3uO7wdiU7nYjurXzWAQSlecxtPNw1G1YB30mdOcdiQhGpVJhx4VwqOyU6NW2Dxq3a4D2g1rxjkUEc/v2bRy5vxsfeH+IFk388OGwNnD2cOId661BdwG/pmfPnsHLywv16tXDkSNH6MYPwsXZs2fx3nvvYe7cuZg4cSLvOERQL+76jYqKQvPmzXnHIQJijKF9+/bld/1aW1vzjvTWoQLwNQ0ZMgQ///wzEhMTUb16dd5xiIBeLPhsa2uLM2fOwMCABvCJ7iUmJqJx48YYN24c5s2bxzsOEdTq1asxYsQIHDlyBO3bt+cd561EBeBrOHDgALp27YqNGzdiyJAhvOMQQYWGhmLVqlWIi4uDu7s77zhEQKWlpWjevDmKiopw6dIlmJiY8I5EBJSWlgZvb28EBARgzZo1vOO8tagA/B9e7PXr4+ODAwcO0NQv4eL06dPw9/fHwoULac0/ws2LvX6jo6PRpAkt+0J078Vev2lpaUhISIClpSXvSG8tKgD/hwEDBuDgwYNITEyEo6Mj7zhEQPn5+ahfvz7s7e1x6tQpWvOPcBEXFwdfX19MmjQJ33zzDe84RFDLly9HSEgI7fWrAVQA/hd79uxBz549ER4ejoEDB/KOQwQVEhKCDRs2ID4+HrVr1+YdhwiopKQEvr6+AICYmBgYGRlxTkREdOPGDTRo0ABDhgzB8uXLecd561EB+DcePXoET09PvPvuu9izZw9N/RIufvvtN7Ru3Rrff/89QkJCeMchgpo+fTrmzp2LCxcuoFGjRrzjEAGp1Wr4+/vj3r17iI+Ph4WFBe9Ibz26jfBvBAcHQ6VSYfXq1VT8ES5yc3MxdOhQ+Pv7Y9SoUbzjEEFdunQJc+bMwbRp06j4I9x8//33OHv2LE6ePEnFn4bQCOAr7Ny5E3369EFERAT69evHOw4R1Oeff46tW7fiypUrqFWrFu84REDFxcVo3LgxjIyMcP78eRgaGvKORASUnJyMhg0b4vPPP8eSJUt4x6kwaATwD+7feoCMWxkY8fkI9OrVC3379uUdiQhGlmWkX72Di5cvYs2aNVi5ciUVf0TniguLcfv6XawNX42UlBRcunSJij+ic9mPcnAv7QGGBA9G9erVMXv2bN6RKhQaAXxu+/y92DB5GwAgx/AJ9tzcCgdH2ueX6I6qVIVp3ebh4pF4AACrVYijKf+BQkFbdhPdeXDnEcb4fYlHGY+hhho+Q9yxcMNc3rGIYC4cuoyvei5AabEKhcjHtL1j0aEbLfisSfTJAqAgtxAbp/5Y/rNVqS1uXczgmIiI6OKR+PLiDwAUaWYozC3kmIiI6OclB/Dk3lMAgAIK5MepOCciIlozPhylJWV9z1QyR0b0I86JKh4qAFG2p+CfB0JlWeaUhojqz32OgYHG54muyTIr74uSJIHRoZBwIKvV5Z/LCoUCjD6TNY4KQABmlqZQ1Cot/9nTzx1NO/lwTERE5NbUGfmG2eU/fzKpByxszDkmIiJyetcOJawIAGBgoMSQ2Z9wTkREZOVjBIayAtCmijW6jezAOVHFQ9cAAti4cSMCAwOxeUU4fBs1hbuvG5QGtNsC0a2AgAD8cvAQ9v2wHzVq1UBNz+q8IxHB5OXloUGDBrC3c8DyeavgVNse7zhW5h2LCObFrjNjR4Ri4MeD4NbIBWaWprxjVTjCF4Dp6enw9vbGxx9/jI0bN/KOQwS1e/dufPzxx9i6dSsCAgJ4xyGCGjlyJLZs2YL4+Hi4ubnxjkMEVFxcDF9fX0iSRLvOaJnQy8DIsozAwEDY2NjQ2kKEmwcPHuDzzz9Hjx490L9/f95xiKCOHz+OVatWYdmyZVT8EW5mzpyJpKQkKv50QOgRwJUrV2LUqFE4duwY2rZtyzsOERBjDB9//DEiIyNx9epVVKlShXckIqDs7Gx4e3ujdu3aOHbsGC09RLg4f/48WrRogZkzZ2Lq1Km841R4whaALzaVHjRoEFauXMk7DhHUtm3bMGDAAOzatQu9evXiHYcIaujQodi1axcSEhLg7OzMOw4RUGFhIRo1agQrKyucPXsWBgZCT1DqhJAFoFqtRqtWrZCZmUmbShNuMjMz4enpiU6dOmHbtm284xBBHThwAF27dsX69esRGBjIOw4RVGhoKFauXInLly/Dw8ODdxwhCFliL126FFFRUTh16hQVf4QLxhiGDRsGU1NTLFu2jHccIqjHjx8jKCgInTp1wtChQ3nHIYKKjIzE0qVL8e2331Lxp0PCjQBev34djRo1wqhRo7Bo0SLecYigNmzYgGHDhuHAgQPo3Lkz7zhEUP3798fhw4eRmJgIBwcH3nGIgPLy8lC/fn04Ojri5MmTUCppCTZdEaoAVKlUaNGiBXJzcxEbGwtTU1pXiOjei6WHevfujQ0bNvCOQwS1a9cu9O7dG9u2baO7zwk3L5YeunLlClxdXXnHEYpQU8Dz58/HpUuXcPbsWSr+CBeyLGPo0KGwsbHB4sWLecchgnrw4AFGjBiBnj174pNPaKcPwsexY8ewatUqLF++nIo/DoQZAYyPj4evry/CwsIwe/Zs3nGIoFasWIHg4GBaeohwwxhDz549ERUVhcTERFp6iHCRnZ0NLy8vuLu74+jRo7T0EAd6OQKYeOY61k/aBpVKjUFf94Vvh4Zv9DqMMWyeth37VhxGduEzeNVoiOnTp2s2LKmw9q8+igOrj+IdR1sELwuEfa2qb/Q6TM4Fy/4CclE06tk/w4Txw6j4I6+lpKgEa8LCEX/yGrzeq4sRiwfB2NT4jV4rLSEdsz9Zisyb95FamIZVO1dR8UdeS1b6QywLXo8Htx+h07C2+Cjkwzd+rd+2R2FV6GZkP8uGITPDxqiNVPxxoncjgLlP8/BJ9eEoKSwFA4NCqcCgNT1gbmsKxhhkWX7p68+P/fHnjLgsRK2MAwAwyLCqbIndDzZBkiS+b5LovYtH4zC5Y9lIsaSQYOtkjYBl3V677/3xMV+PE/B0iYVCwaBSM8C4K4zeoelf8r+tm/gDdi7aDyYzSAoJjbp5wG9w49fqf3/++dCMM8jNKgCeH/EnbAlGu4H+fN8geSsMbzQetxJvQ1aXdZ5u01rDubHjP+p/jDHkPynAgcmRYHLZAI2kkLD15kpUdbbj/A7FpPERwAd3HuHS0XjY16qKhh94vfJ3GGO4f/8+bty4Uf6VmpqKGzdu4G7yfXgVvFv+u7JKRvDQ0XiKh/84S3XJFXXQEBIkSFAg93E+1Co1DAz1cuCTaFDyxVSkxt2C13t1UaOu4yt/R6VSIT09vbzv/bEfFqUwuLB6kCQJTGZ4lP4U3bp1e6MsuzbYw9PFHIAEA6UESPf+xTsjbwtZlnH+YCxyHufi3a5NYFXZ8pW/V1BQgJs3b77U/158b33LEZVZ1fJ+eGzPb1iwZ+Yb5flA+gjK54d8SSEh69Y/P6aSt09BbiHO7ouBsakRWnT3hdLg1XfZPnny5JXHwhs3bsAzyw8KqWyUjjGGRTO/QzqS/3EWK6kSmqINAJQNxDDg0d0nVAByotFKKOP3exjZZCIKcwsBAD0ndEKddjX+0qFSU1NRUFBQ/jwnJye4ubmhUaNG6NHdBTHfJaEwuwiABFNLE1w8dx6WthZQKBQvfUmS9Lc/S5KEe2lZGN5gPArzi8AYQ4vuTaj4E8CvEWcwd8B3AAMMDJUYtWEQmLXqLwe3W7duQaVSAQAMDQ3h4uICV1dXtGnTBnadq+H04rjy1/T0c8ePO7Neq+/98TFJksCKDoM9Gw21GlAqAcn0Iz5/GKJT341Yi1/WnQAAVHaohFHhn+Leo8y/fLhmZmaWP8fc3Bxubm5wc3ND7969IacbIm5HMiRFWQE4avpwdAve/T/735+PhZIk4buRa3Fg9TEwMEiSBL8eTXn9aYiOFBUUI6T5ZNy+fhcA0Ki9F7p92eaVhd7Tp0/Ln2dnZwdXV1e4ubmhXbt2uLXvIe5eeQBJApgs4ceDW1C7ca3XPh6+6IOqUhWGNwxDRvJdyDKDrZMN3BrV5PTXIRqdAt48fTsi5u6BrJYBACWsGJHYD6VSCWdn5/IDm5ubW3nncnFx+csdufdvPcDOhf+BWiWj59jOfzuC8zoyfr+H/esOY+6i2QhbMgYho0P+1Xsk+i/k3SlIOv87gLKp//vsDq4iBqampuX97sV/X3xfvXr1v2w9FH/yKo6Gn4RttUroN+kjmFuZvXEmVnwWV+O2YOLUrVi47CItdlrBFRcWo4v5gJceu8picA/pqFSp0iuPhW5ubqhSpcpLl6gwxvDLuuNIjEqCR7M66PJ5uze+XkqtVuNYeCQ2rtiE2IxoJN+9TmuuVXDnf4nFl13mvvTYaXYQxSiEo6PjK4+Frq6usLa2fuk5hXmF2D5vLx7efYy2AS3h07b+G2fKeZKLQxt+xYL5C1C3tQu27dj6xq9F/h2NFoA/Lz2I1V9sAWMMkIBKDtaY89skODs7w9DQUFPNvJEePXrg5s2biIuLo2sAK7ipXebg4pF4yGoZkgLw7dEAI5cOgb29PdeLjYuLi+Hk5IRPP/2UFiGv4NQqNT6qNAhF+cXljw38tge6DOkIW1tbjsmAixcvwtfXlxYhF8C16BSMaTG1/GdJIWFWZBi8GnrCzOzNT2g1Yf78+ZgxYwYyMzO5/5sQlUY/DTsPb4vG7cvODKxsLTDjpzC4ublxL/4AICgoCFeuXEFMTAzvKETLRiweDLvqlQEArg1cELYyBI6OjtzvNDM2NsagQYOwZcsWFBcX/+8nkLeW0kCJieEhMDYzAgB0GPIBBozrpxcfdI0bN0bDhg2xdu1a3lGIlnk0q40+Yd0hSYCBkQFC136Opi18uRd/ADB48GCo1Wps3UojgLxo5S7gwrxCGJsZc//A/SO1Wg0XFxd06NAB69at4x2HaBljDIV5RTC1MNGrEd+kpCR4eHggIiIC/fr14x2HaJlapUZJcSlMzU14R3nJypUrMXr0aNy+fZu2gBNAcWExFEoFDI34D8b8Ua9evZCSkoIrV67o1XFaFFqp0EwtTPWq+AMApVKJwMBAREREIDc3l3ccomWSJMHM0lTvDip169bF+++/TychglAaKPWu+AOAgIAAGBkZYdOmTbyjEB0wNjXWu+IPKJuZS0xMxPnz53lHEZJ+VWlaNnToUBQWFmL79u28oxCBffbZZ/j111+RmprKOwoRlLW1Nfr27YsNGzZAlmXecYig2rVrB2dnZzoh5kSoArB69ero2LEjdTbCVa9evWBjY4P169fzjkIEFhQUhLS0NJw4cYJ3FCKoFzNz27dvR05ODu84whGqAATKRl9iYmIQFxfHOwoRlKmpKQYOHIhNmzahtLSUdxwiqHfffRf16tWjE2LC1ZAhQ1BUVISIiAjeUYQjXAHYuXNn2Nvb00GPcBUUFISsrCzs37+fdxQiKEmSEBQUhL179+LBgwe84xBBOTk5oVOnTnRXOgfCFYAGBgYYMmQItm3b9tJuJITokre3N5o3b04nIoSrgQMHQqFQYMuWLbyjEIF99tlniI2NRWxsLO8oQhGuAASAwMBAZGdnY+fOnbyjEIEFBQXhyJEjSE9P5x2FCKpy5cro1asX1q9fDy2sCEbIa/nwww/h4OBAJ8Q6JmQBWKtWLbRr1446G+Gqb9++sLCwwMaNG3lHIQILCgpCSkoKIiMjeUchgjIwMMDQoUOxbds25Ofn844jDCELQKDsoBcVFYVr167xjkIEZW5ujv79+2Pjxo1QqVS84xBB+fv7o3bt2nRCTLgKDAxEXl4eduzYwTuKMIQtALt37w5nG1d8M+hb/LLuONRqNe9IREBBQcPQsmk20hJHgRVH8Y5DBCRJEoZ8OgTnforFyi82IiMlk3ckIqCaNWui7XvtsXnadmyftwf5OXSNvrZpZSu4t8HVs8kY+/6XYEyGBAV6jOmEkUuG8I5FBMPy1oDlLYJaDSiVgGSzCpJJG96xiEAYYxjb8ktcjUqGQpJgammK9YlLYOdUmXc0IpBnD7MxwHUkinKLoFAoUaeJK74/N1vvdhWrSIT9y0btOQ+FQgHp+Z/gtwgafSG6x4rKloFRKgEGBVjREc6JiGjyswtwLSoFEiQwBhTkFCLu10TesYhgEiKvozivBJKkAGMMyTE38OTeU96xKjRhC0B712qQ1c+3QJIAR7dqfAMRMSldwNjzf4aMQTKowTcPEY6phQksbS2AP2ybbV+rCr9AREj2taqWf8/A/r9fEq0RtgDsFNQG3Ud1hMJEQrFxASaGh/CORAQkWc2AZNwcT54xxCRUA8yDeEciglEaKPHNfybB3rUKilkR/Ab7wOs9D96xiGDcGrlg9MogmFobowB5CNs6EsamxrxjVWgGvAPwolQqEbwsELbvmiIgIABKC+l/P4kQDZOU70Cy3YyJYYG4cOECEhLogEd0z7OFO8JTVsDFxQXPrFx5xyGC6vp5e3i2d4OrqyueSaN4x6nwhB0BfMHf3x8AaA0swpW/vz8SExPx6NEj3lGIwPz9/XHq1CneMYjAXFxc4OTkRP1QB4QvAB0dHeHq6kqdjXD14kTk9OnTnJMQkfn7+yM+Ph5Pn9LF94QPSZLoRERHhC8AATrrJfw5OzvD2dmZ+iHhyt/fH4wxnDlzhncUIjB/f3/ExsYiJyeHd5QKjQpAlHW2hIQEPH78mHcUIjA6ESG80fQb0Qf+/v6QZRlRUbQ8mzZRAQiafiP6gabfCG80/Ub0Qe3atVGtWjXqh1pGBSBo+o3oB5p+I/qApt8Ib3QiohtUAD7XqlUr6myEq1q1atH0G+GOpt+IPvD398fFixeRn5/PO0qFRQXgc/7+/oiLi6PpN8INnfUSfUDTb0Qf+Pv7Q6VS4ezZs7yjVFhUAD5H029EH9D0G+GNTkSIPvDw8ICdnR31Qy2iAvA5uvuN6AOafiP6gKbfCG+SJKFly5b0maxFVAA+R2e9RB/Q9BvRBzT9RvSBv78/Lly4gMLCQt5RKiQqAP+ggZsPci+psG7yD8jPpjNfonuSJCF0VAM0cT8IVrAdjMm8IxEB1XarDQ+Lhtg8eQdij1/hHYcIyse7CaqX1MGsQYtw98Y93nEqHIkxxniH0Af3bz1AoOdYFBUUQ6lUom6z2vjuzCxIksQ7GhEIKzoM9mw0SlUMhgYSYB4MheVo3rGIYJaOWIuDa46CoeykZOGJr9CglSfvWEQgqlIVhnmHIiMlE5IkwbKSBTYnfw+rypa8o1UYNAL43JVT11BSWAqFpACTGa6fS0HeMxoFJLrFin4FY4qy4g8Aio/wDUSEFLXnAgAJEiQolQqcP3iJdyQimHs3s3A35R4kSAADcp/kIenCDd6xKhQqAJ+rXtex/HuFQoKNnRXMrEw5JiIikgxqQZJeDMorAYM6XPMQMdXwcIRCWfbxoFbJqOHhxDkREU1lB1uYmBmXz8JJCgkObtU4p6pYaAr4Dw6uPYYd3+6Dpa0Fxqz6DLV9avGORATDWAlYzhyg+CRg6AnJehYkRSXesYhgHmY8xqJhq5CRkokP+vphyOxPoFDQeAHRrfiTV7Fy3CaUFpVi0Nd94d+nBe9IFQoVgIQQQgghgqFTOkIIIYQQwVABSAghhBAiGCoACSGEEEIEQwUgIYQQQohgqAAkhBBCCBEMFYCEEEIIIYKhApAQQgghRDBUABJCCCGECIYKQEIIIYQQwVABSAghhBAiGCoACSGEEEIEQwUgIYQQQohgqAAkhBBCCBEMFYCEEEIIIYKhApAQQgghRDBUABJCCCGECIYKQEIIIYQQwVABSAghhBAiGCoACSGEEEIEQwUgIYQQQohg/g/fd7PHVKwXMQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, @@ -5895,7 +958,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:39<00:00, 2.55it/s]\n" + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:24<00:00, 4.02it/s]\n" ] } ], @@ -5928,996 +991,9 @@ "outputs": [ { "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "/* global mpl */\n", - "window.mpl = {};\n", - "\n", - "mpl.get_websocket_type = function () {\n", - " if (typeof WebSocket !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof MozWebSocket !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert(\n", - " 'Your browser does not have WebSocket support. ' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.'\n", - " );\n", - " }\n", - "};\n", - "\n", - "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = this.ws.binaryType !== undefined;\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById('mpl-warnings');\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent =\n", - " 'This browser does not support binary websocket messages. ' +\n", - " 'Performance may be slow.';\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = document.createElement('div');\n", - " this.root.setAttribute('style', 'display: inline-block');\n", - " this._root_extra_style(this.root);\n", - "\n", - " parent_element.appendChild(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message('supports_binary', { value: fig.supports_binary });\n", - " fig.send_message('send_image_mode', {});\n", - " if (fig.ratio !== 1) {\n", - " fig.send_message('set_device_pixel_ratio', {\n", - " device_pixel_ratio: fig.ratio,\n", - " });\n", - " }\n", - " fig.send_message('refresh', {});\n", - " };\n", - "\n", - " this.imageObj.onload = function () {\n", - " if (fig.image_mode === 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function () {\n", - " fig.ws.close();\n", - " };\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "};\n", - "\n", - "mpl.figure.prototype._init_header = function () {\n", - " var titlebar = document.createElement('div');\n", - " titlebar.classList =\n", - " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", - " var titletext = document.createElement('div');\n", - " titletext.classList = 'ui-dialog-title';\n", - " titletext.setAttribute(\n", - " 'style',\n", - " 'width: 100%; text-align: center; padding: 3px;'\n", - " );\n", - " titlebar.appendChild(titletext);\n", - " this.root.appendChild(titlebar);\n", - " this.header = titletext;\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", - "\n", - "mpl.figure.prototype._init_canvas = function () {\n", - " var fig = this;\n", - "\n", - " var canvas_div = (this.canvas_div = document.createElement('div'));\n", - " canvas_div.setAttribute('tabindex', '0');\n", - " canvas_div.setAttribute(\n", - " 'style',\n", - " 'border: 1px solid #ddd;' +\n", - " 'box-sizing: content-box;' +\n", - " 'clear: both;' +\n", - " 'min-height: 1px;' +\n", - " 'min-width: 1px;' +\n", - " 'outline: 0;' +\n", - " 'overflow: hidden;' +\n", - " 'position: relative;' +\n", - " 'resize: both;' +\n", - " 'z-index: 2;'\n", - " );\n", - "\n", - " function on_keyboard_event_closure(name) {\n", - " return function (event) {\n", - " return fig.key_event(event, name);\n", - " };\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'keydown',\n", - " on_keyboard_event_closure('key_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'keyup',\n", - " on_keyboard_event_closure('key_release')\n", - " );\n", - "\n", - " this._canvas_extra_style(canvas_div);\n", - " this.root.appendChild(canvas_div);\n", - "\n", - " var canvas = (this.canvas = document.createElement('canvas'));\n", - " canvas.classList.add('mpl-canvas');\n", - " canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'pointer-events: none;' +\n", - " 'position: relative;' +\n", - " 'z-index: 0;'\n", - " );\n", - "\n", - " this.context = canvas.getContext('2d');\n", - "\n", - " var backingStore =\n", - " this.context.backingStorePixelRatio ||\n", - " this.context.webkitBackingStorePixelRatio ||\n", - " this.context.mozBackingStorePixelRatio ||\n", - " this.context.msBackingStorePixelRatio ||\n", - " this.context.oBackingStorePixelRatio ||\n", - " this.context.backingStorePixelRatio ||\n", - " 1;\n", - "\n", - " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", - " 'canvas'\n", - " ));\n", - " rubberband_canvas.setAttribute(\n", - " 'style',\n", - " 'box-sizing: content-box;' +\n", - " 'left: 0;' +\n", - " 'pointer-events: none;' +\n", - " 'position: absolute;' +\n", - " 'top: 0;' +\n", - " 'z-index: 1;'\n", - " );\n", - "\n", - " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", - " if (this.ResizeObserver === undefined) {\n", - " if (window.ResizeObserver !== undefined) {\n", - " this.ResizeObserver = window.ResizeObserver;\n", - " } else {\n", - " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", - " this.ResizeObserver = obs.ResizeObserver;\n", - " }\n", - " }\n", - "\n", - " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", - " var nentries = entries.length;\n", - " for (var i = 0; i < nentries; i++) {\n", - " var entry = entries[i];\n", - " var width, height;\n", - " if (entry.contentBoxSize) {\n", - " if (entry.contentBoxSize instanceof Array) {\n", - " // Chrome 84 implements new version of spec.\n", - " width = entry.contentBoxSize[0].inlineSize;\n", - " height = entry.contentBoxSize[0].blockSize;\n", - " } else {\n", - " // Firefox implements old version of spec.\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", - " }\n", - " } else {\n", - " // Chrome <84 implements even older version of spec.\n", - " width = entry.contentRect.width;\n", - " height = entry.contentRect.height;\n", - " }\n", - "\n", - " // Keep the size of the canvas and rubber band canvas in sync with\n", - " // the canvas container.\n", - " if (entry.devicePixelContentBoxSize) {\n", - " // Chrome 84 implements new version of spec.\n", - " canvas.setAttribute(\n", - " 'width',\n", - " entry.devicePixelContentBoxSize[0].inlineSize\n", - " );\n", - " canvas.setAttribute(\n", - " 'height',\n", - " entry.devicePixelContentBoxSize[0].blockSize\n", - " );\n", - " } else {\n", - " canvas.setAttribute('width', width * fig.ratio);\n", - " canvas.setAttribute('height', height * fig.ratio);\n", - " }\n", - " /* This rescales the canvas back to display pixels, so that it\n", - " * appears correct on HiDPI screens. */\n", - " canvas.style.width = width + 'px';\n", - " canvas.style.height = height + 'px';\n", - "\n", - " rubberband_canvas.setAttribute('width', width);\n", - " rubberband_canvas.setAttribute('height', height);\n", - "\n", - " // And update the size in Python. We ignore the initial 0/0 size\n", - " // that occurs as the element is placed into the DOM, which should\n", - " // otherwise not happen due to the minimum size styling.\n", - " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", - " fig.request_resize(width, height);\n", - " }\n", - " }\n", - " });\n", - " this.resizeObserverInstance.observe(canvas_div);\n", - "\n", - " function on_mouse_event_closure(name) {\n", - " /* User Agent sniffing is bad, but WebKit is busted:\n", - " * https://bugs.webkit.org/show_bug.cgi?id=144526\n", - " * https://bugs.webkit.org/show_bug.cgi?id=181818\n", - " * The worst that happens here is that they get an extra browser\n", - " * selection when dragging, if this check fails to catch them.\n", - " */\n", - " var UA = navigator.userAgent;\n", - " var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n", - " if(isWebKit) {\n", - " return function (event) {\n", - " /* This prevents the web browser from automatically changing to\n", - " * the text insertion cursor when the button is pressed. We\n", - " * want to control all of the cursor setting manually through\n", - " * the 'cursor' event from matplotlib */\n", - " event.preventDefault()\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " } else {\n", - " return function (event) {\n", - " return fig.mouse_event(event, name);\n", - " };\n", - " }\n", - " }\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mousedown',\n", - " on_mouse_event_closure('button_press')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseup',\n", - " on_mouse_event_closure('button_release')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'dblclick',\n", - " on_mouse_event_closure('dblclick')\n", - " );\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " canvas_div.addEventListener(\n", - " 'mousemove',\n", - " on_mouse_event_closure('motion_notify')\n", - " );\n", - "\n", - " canvas_div.addEventListener(\n", - " 'mouseenter',\n", - " on_mouse_event_closure('figure_enter')\n", - " );\n", - " canvas_div.addEventListener(\n", - " 'mouseleave',\n", - " on_mouse_event_closure('figure_leave')\n", - " );\n", - "\n", - " canvas_div.addEventListener('wheel', function (event) {\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " on_mouse_event_closure('scroll')(event);\n", - " });\n", - "\n", - " canvas_div.appendChild(canvas);\n", - " canvas_div.appendChild(rubberband_canvas);\n", - "\n", - " this.rubberband_context = rubberband_canvas.getContext('2d');\n", - " this.rubberband_context.strokeStyle = '#000000';\n", - "\n", - " this._resize_canvas = function (width, height, forward) {\n", - " if (forward) {\n", - " canvas_div.style.width = width + 'px';\n", - " canvas_div.style.height = height + 'px';\n", - " }\n", - " };\n", - "\n", - " // Disable right mouse context menu.\n", - " canvas_div.addEventListener('contextmenu', function (_e) {\n", - " event.preventDefault();\n", - " return false;\n", - " });\n", - "\n", - " function set_focus() {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'mpl-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'mpl-button-group';\n", - " continue;\n", - " }\n", - "\n", - " var button = (fig.buttons[name] = document.createElement('button'));\n", - " button.classList = 'mpl-widget';\n", - " button.setAttribute('role', 'button');\n", - " button.setAttribute('aria-disabled', 'false');\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - "\n", - " var icon_img = document.createElement('img');\n", - " icon_img.src = '_images/' + image + '.png';\n", - " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", - " icon_img.alt = tooltip;\n", - " button.appendChild(icon_img);\n", - "\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " var fmt_picker = document.createElement('select');\n", - " fmt_picker.classList = 'mpl-widget';\n", - " toolbar.appendChild(fmt_picker);\n", - " this.format_dropdown = fmt_picker;\n", - "\n", - " for (var ind in mpl.extensions) {\n", - " var fmt = mpl.extensions[ind];\n", - " var option = document.createElement('option');\n", - " option.selected = fmt === mpl.default_extension;\n", - " option.innerHTML = fmt;\n", - " fmt_picker.appendChild(option);\n", - " }\n", - "\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "};\n", - "\n", - "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", - " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", - " // which will in turn request a refresh of the image.\n", - " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", - "};\n", - "\n", - "mpl.figure.prototype.send_message = function (type, properties) {\n", - " properties['type'] = type;\n", - " properties['figure_id'] = this.id;\n", - " this.ws.send(JSON.stringify(properties));\n", - "};\n", - "\n", - "mpl.figure.prototype.send_draw_message = function () {\n", - " if (!this.waiting) {\n", - " this.waiting = true;\n", - " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " var format_dropdown = fig.format_dropdown;\n", - " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", - " fig.ondownload(fig, format);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", - " var size = msg['size'];\n", - " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", - " fig._resize_canvas(size[0], size[1], msg['forward']);\n", - " fig.send_message('refresh', {});\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / fig.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", - " var x1 = msg['x1'] / fig.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", - " x0 = Math.floor(x0) + 0.5;\n", - " y0 = Math.floor(y0) + 0.5;\n", - " x1 = Math.floor(x1) + 0.5;\n", - " y1 = Math.floor(y1) + 0.5;\n", - " var min_x = Math.min(x0, x1);\n", - " var min_y = Math.min(y0, y1);\n", - " var width = Math.abs(x1 - x0);\n", - " var height = Math.abs(y1 - y0);\n", - "\n", - " fig.rubberband_context.clearRect(\n", - " 0,\n", - " 0,\n", - " fig.canvas.width / fig.ratio,\n", - " fig.canvas.height / fig.ratio\n", - " );\n", - "\n", - " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", - " // Updates the figure title.\n", - " fig.header.textContent = msg['label'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", - " fig.canvas_div.style.cursor = msg['cursor'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_message = function (fig, msg) {\n", - " fig.message.textContent = msg['message'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", - " // Request the server to send over a new figure.\n", - " fig.send_draw_message();\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", - " fig.image_mode = msg['mode'];\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", - " for (var key in msg) {\n", - " if (!(key in fig.buttons)) {\n", - " continue;\n", - " }\n", - " fig.buttons[key].disabled = !msg[key];\n", - " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", - " if (msg['mode'] === 'PAN') {\n", - " fig.buttons['Pan'].classList.add('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " } else if (msg['mode'] === 'ZOOM') {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.add('active');\n", - " } else {\n", - " fig.buttons['Pan'].classList.remove('active');\n", - " fig.buttons['Zoom'].classList.remove('active');\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Called whenever the canvas gets updated.\n", - " this.send_message('ack', {});\n", - "};\n", - "\n", - "// A function to construct a web socket function for onmessage handling.\n", - "// Called in the figure constructor.\n", - "mpl.figure.prototype._make_on_message_function = function (fig) {\n", - " return function socket_on_message(evt) {\n", - " if (evt.data instanceof Blob) {\n", - " var img = evt.data;\n", - " if (img.type !== 'image/png') {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " img.type = 'image/png';\n", - " }\n", - "\n", - " /* Free the memory for the previous frames */\n", - " if (fig.imageObj.src) {\n", - " (window.URL || window.webkitURL).revokeObjectURL(\n", - " fig.imageObj.src\n", - " );\n", - " }\n", - "\n", - " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " img\n", - " );\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " } else if (\n", - " typeof evt.data === 'string' &&\n", - " evt.data.slice(0, 21) === 'data:image/png;base64'\n", - " ) {\n", - " fig.imageObj.src = evt.data;\n", - " fig.updated_canvas_event();\n", - " fig.waiting = false;\n", - " return;\n", - " }\n", - "\n", - " var msg = JSON.parse(evt.data);\n", - " var msg_type = msg['type'];\n", - "\n", - " // Call the \"handle_{type}\" callback, which takes\n", - " // the figure and JSON message as its only arguments.\n", - " try {\n", - " var callback = fig['handle_' + msg_type];\n", - " } catch (e) {\n", - " console.log(\n", - " \"No handler for the '\" + msg_type + \"' message type: \",\n", - " msg\n", - " );\n", - " return;\n", - " }\n", - "\n", - " if (callback) {\n", - " try {\n", - " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", - " callback(fig, msg);\n", - " } catch (e) {\n", - " console.log(\n", - " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", - " e,\n", - " e.stack,\n", - " msg\n", - " );\n", - " }\n", - " }\n", - " };\n", - "};\n", - "\n", - "function getModifiers(event) {\n", - " var mods = [];\n", - " if (event.ctrlKey) {\n", - " mods.push('ctrl');\n", - " }\n", - " if (event.altKey) {\n", - " mods.push('alt');\n", - " }\n", - " if (event.shiftKey) {\n", - " mods.push('shift');\n", - " }\n", - " if (event.metaKey) {\n", - " mods.push('meta');\n", - " }\n", - " return mods;\n", - "}\n", - "\n", - "/*\n", - " * return a copy of an object with only non-object keys\n", - " * we need this to avoid circular references\n", - " * https://stackoverflow.com/a/24161582/3208463\n", - " */\n", - "function simpleKeys(original) {\n", - " return Object.keys(original).reduce(function (obj, key) {\n", - " if (typeof original[key] !== 'object') {\n", - " obj[key] = original[key];\n", - " }\n", - " return obj;\n", - " }, {});\n", - "}\n", - "\n", - "mpl.figure.prototype.mouse_event = function (event, name) {\n", - " if (name === 'button_press') {\n", - " this.canvas.focus();\n", - " this.canvas_div.focus();\n", - " }\n", - "\n", - " // from https://stackoverflow.com/q/1114465\n", - " var boundingRect = this.canvas.getBoundingClientRect();\n", - " var x = (event.clientX - boundingRect.left) * this.ratio;\n", - " var y = (event.clientY - boundingRect.top) * this.ratio;\n", - "\n", - " this.send_message(name, {\n", - " x: x,\n", - " y: y,\n", - " button: event.button,\n", - " step: event.step,\n", - " modifiers: getModifiers(event),\n", - " guiEvent: simpleKeys(event),\n", - " });\n", - "\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", - " // Handle any extra behaviour associated with a key event\n", - "};\n", - "\n", - "mpl.figure.prototype.key_event = function (event, name) {\n", - " // Prevent repeat events\n", - " if (name === 'key_press') {\n", - " if (event.key === this._key) {\n", - " return;\n", - " } else {\n", - " this._key = event.key;\n", - " }\n", - " }\n", - " if (name === 'key_release') {\n", - " this._key = null;\n", - " }\n", - "\n", - " var value = '';\n", - " if (event.ctrlKey && event.key !== 'Control') {\n", - " value += 'ctrl+';\n", - " }\n", - " else if (event.altKey && event.key !== 'Alt') {\n", - " value += 'alt+';\n", - " }\n", - " else if (event.shiftKey && event.key !== 'Shift') {\n", - " value += 'shift+';\n", - " }\n", - "\n", - " value += 'k' + event.key;\n", - "\n", - " this._key_event_extra(event, name);\n", - "\n", - " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", - " return false;\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", - " if (name === 'download') {\n", - " this.handle_save(this, null);\n", - " } else {\n", - " this.send_message('toolbar_button', { name: name });\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", - " this.message.textContent = tooltip;\n", - "};\n", - "\n", - "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", - "// prettier-ignore\n", - "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", - "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n", - "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n", - "\n", - "mpl.default_extension = \"png\";/* global mpl */\n", - "\n", - "var comm_websocket_adapter = function (comm) {\n", - " // Create a \"websocket\"-like object which calls the given IPython comm\n", - " // object with the appropriate methods. Currently this is a non binary\n", - " // socket, so there is still some room for performance tuning.\n", - " var ws = {};\n", - "\n", - " ws.binaryType = comm.kernel.ws.binaryType;\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " function updateReadyState(_event) {\n", - " if (comm.kernel.ws) {\n", - " ws.readyState = comm.kernel.ws.readyState;\n", - " } else {\n", - " ws.readyState = 3; // Closed state.\n", - " }\n", - " }\n", - " comm.kernel.ws.addEventListener('open', updateReadyState);\n", - " comm.kernel.ws.addEventListener('close', updateReadyState);\n", - " comm.kernel.ws.addEventListener('error', updateReadyState);\n", - "\n", - " ws.close = function () {\n", - " comm.close();\n", - " };\n", - " ws.send = function (m) {\n", - " //console.log('sending', m);\n", - " comm.send(m);\n", - " };\n", - " // Register the callback with on_msg.\n", - " comm.on_msg(function (msg) {\n", - " //console.log('receiving', msg['content']['data'], msg);\n", - " var data = msg['content']['data'];\n", - " if (data['blob'] !== undefined) {\n", - " data = {\n", - " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", - " };\n", - " }\n", - " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(data);\n", - " });\n", - " return ws;\n", - "};\n", - "\n", - "mpl.mpl_figure_comm = function (comm, msg) {\n", - " // This is the function which gets called when the mpl process\n", - " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", - "\n", - " var id = msg.content.data.id;\n", - " // Get hold of the div created by the display call when the Comm\n", - " // socket was opened in Python.\n", - " var element = document.getElementById(id);\n", - " var ws_proxy = comm_websocket_adapter(comm);\n", - "\n", - " function ondownload(figure, _format) {\n", - " window.open(figure.canvas.toDataURL());\n", - " }\n", - "\n", - " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", - "\n", - " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", - " // web socket which is closed, not our websocket->open comm proxy.\n", - " ws_proxy.onopen();\n", - "\n", - " fig.parent_element = element;\n", - " fig.cell_info = mpl.find_output_cell(\"
\");\n", - " if (!fig.cell_info) {\n", - " console.error('Failed to find cell for figure', id, fig);\n", - " return;\n", - " }\n", - " fig.cell_info[0].output_area.element.on(\n", - " 'cleared',\n", - " { fig: fig },\n", - " fig._remove_fig_handler\n", - " );\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / fig.ratio;\n", - " fig.cell_info[0].output_area.element.off(\n", - " 'cleared',\n", - " fig._remove_fig_handler\n", - " );\n", - " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", - "\n", - " // Update the output cell to use the data from the current canvas.\n", - " fig.push_to_output();\n", - " var dataURL = fig.canvas.toDataURL();\n", - " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", - " // the notebook keyboard shortcuts fail.\n", - " IPython.keyboard_manager.enable();\n", - " fig.parent_element.innerHTML =\n", - " '';\n", - " fig.close_ws(fig, msg);\n", - "};\n", - "\n", - "mpl.figure.prototype.close_ws = function (fig, msg) {\n", - " fig.send_message('closing', msg);\n", - " // fig.ws.close()\n", - "};\n", - "\n", - "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", - " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / this.ratio;\n", - " var dataURL = this.canvas.toDataURL();\n", - " this.cell_info[1]['text/html'] =\n", - " '';\n", - "};\n", - "\n", - "mpl.figure.prototype.updated_canvas_event = function () {\n", - " // Tell IPython that the notebook contents must change.\n", - " IPython.notebook.set_dirty(true);\n", - " this.send_message('ack', {});\n", - " var fig = this;\n", - " // Wait a second, then push the new image to the DOM so\n", - " // that it is saved nicely (might be nice to debounce this).\n", - " setTimeout(function () {\n", - " fig.push_to_output();\n", - " }, 1000);\n", - "};\n", - "\n", - "mpl.figure.prototype._init_toolbar = function () {\n", - " var fig = this;\n", - "\n", - " var toolbar = document.createElement('div');\n", - " toolbar.classList = 'btn-toolbar';\n", - " this.root.appendChild(toolbar);\n", - "\n", - " function on_click_closure(name) {\n", - " return function (_event) {\n", - " return fig.toolbar_button_onclick(name);\n", - " };\n", - " }\n", - "\n", - " function on_mouseover_closure(tooltip) {\n", - " return function (event) {\n", - " if (!event.currentTarget.disabled) {\n", - " return fig.toolbar_button_onmouseover(tooltip);\n", - " }\n", - " };\n", - " }\n", - "\n", - " fig.buttons = {};\n", - " var buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " var button;\n", - " for (var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " /* Instead of a spacer, we start a new button group. */\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - " buttonGroup = document.createElement('div');\n", - " buttonGroup.classList = 'btn-group';\n", - " continue;\n", - " }\n", - "\n", - " button = fig.buttons[name] = document.createElement('button');\n", - " button.classList = 'btn btn-default';\n", - " button.href = '#';\n", - " button.title = name;\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', on_click_closure(method_name));\n", - " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", - " buttonGroup.appendChild(button);\n", - " }\n", - "\n", - " if (buttonGroup.hasChildNodes()) {\n", - " toolbar.appendChild(buttonGroup);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = document.createElement('span');\n", - " status_bar.classList = 'mpl-message pull-right';\n", - " toolbar.appendChild(status_bar);\n", - " this.message = status_bar;\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = document.createElement('div');\n", - " buttongrp.classList = 'btn-group inline pull-right';\n", - " button = document.createElement('button');\n", - " button.classList = 'btn btn-mini btn-primary';\n", - " button.href = '#';\n", - " button.title = 'Stop Interaction';\n", - " button.innerHTML = '';\n", - " button.addEventListener('click', function (_evt) {\n", - " fig.handle_close(fig, {});\n", - " });\n", - " button.addEventListener(\n", - " 'mouseover',\n", - " on_mouseover_closure('Stop Interaction')\n", - " );\n", - " buttongrp.appendChild(button);\n", - " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", - " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", - "};\n", - "\n", - "mpl.figure.prototype._remove_fig_handler = function (event) {\n", - " var fig = event.data.fig;\n", - " if (event.target !== this) {\n", - " // Ignore bubbled events from children.\n", - " return;\n", - " }\n", - " fig.close_ws(fig, {});\n", - "};\n", - "\n", - "mpl.figure.prototype._root_extra_style = function (el) {\n", - " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - "};\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function (el) {\n", - " // this is important to make the div 'focusable\n", - " el.setAttribute('tabindex', 0);\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " } else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which === 13) {\n", - " this.canvas_div.blur();\n", - " // select the cell after this one\n", - " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", - " IPython.notebook.select(index + 1);\n", - " }\n", - "};\n", - "\n", - "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", - " fig.ondownload(fig, null);\n", - "};\n", - "\n", - "mpl.find_output_cell = function (html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i = 0; i < ncells; i++) {\n", - " var cell = cells[i];\n", - " if (cell.cell_type === 'code') {\n", - " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", - " var data = cell.output_area.outputs[j];\n", - " if (data.data) {\n", - " // IPython >= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] === html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "};\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel !== null) {\n", - " IPython.notebook.kernel.comm_manager.register_target(\n", - " 'matplotlib',\n", - " mpl.mpl_figure_comm\n", - " );\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], + "image/png": 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -6991,7 +1067,13 @@ { "cell_type": "code", "execution_count": 46, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -7007,13 +1089,6 @@ "source": [ "compute_differential_coordinates(cover_complex, nodes=bnd[3])" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -7032,7 +1107,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.11.0" }, "toc": { "base_numbering": 1, @@ -7049,5 +1124,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-cubical-complexes.ipynb b/Tuto-GUDHI-cubical-complexes.ipynb index 5ca2be4..58003e4 100644 --- a/Tuto-GUDHI-cubical-complexes.ipynb +++ b/Tuto-GUDHI-cubical-complexes.ipynb @@ -4,9 +4,14 @@ "cell_type": "markdown", "metadata": { "collapsed": true, + "editable": true, "jupyter": { "outputs_hidden": true - } + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ "# TDA with Python using the Gudhi Library \n", @@ -24,7 +29,13 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "import numpy as np\n", @@ -32,8 +43,7 @@ "import pickle as pickle\n", "from pylab import *\n", "from sklearn.neighbors import KernelDensity\n", - "import seaborn as sns\n", - "%matplotlib inline" + "import seaborn as sns" ] }, { @@ -295,7 +305,13 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { diff --git a/Tuto-GUDHI-extended-persistence.ipynb b/Tuto-GUDHI-extended-persistence.ipynb index 4fc599c..589b751 100644 --- a/Tuto-GUDHI-extended-persistence.ipynb +++ b/Tuto-GUDHI-extended-persistence.ipynb @@ -2,7 +2,13 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Extended Persistence" ] @@ -120,24 +126,19 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Note: %matplotlib notebook allows for iteractive 3D plot.\n", - "#%matplotlib notebook\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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byOVyLFmyBOXLl9fJe1SrVg0nT55ErVq1YGtri0uXLunkfYhE+P7773Ht2jVs2rSJj/prGf9pEpFQCxYsQK1ateDl5aXT9ylSpAiWL1+OOXPmwNHREZs2bdLp+xHpw5YtW7B27Vrs2bMHxYsXF51jcrgCgIiE+fHHH7F8+XKcP38eMtmHP8xWW/r27YvGjRvD3d0dSqUSS5YsQZEiRfTy3kTadObMGYwZMwbHjh3DF198ITrHJPEkiYiEUKvV8Pb2xqxZs1CjRg29vnfjxo2RmpqKBw8eoF27drh//75e35+osG7cuAEPDw/861//QuPGjUXnmCwOSUQkxOrVq6FWqzFixAgh71+6dGnExcXB1dUVLVq0wPHjx4V0EH2qZ8+ewcnJCTNmzECXLl1E55g0DklEpHf37t3DzJkzoVAohN5oamZmhqCgIERHR6Nfv34IDQ2FRqMR1kP0MW/evIGbmxu6desm7BcMKeGQRER6pdFo4Ofnh1GjRhnMRmBHR0ekpKQgLi4O7u7uePHihegkondoNBr4+vqiVKlSWLhwoegcSeCQRER6tX37dty6dQtBQUGiU/6iRo0aOHXqFKpUqYIWLVrgypUropOI/mL+/Pm4dOkSNm/eDHNzc9E5ksAhiYj0JiMjA2PGjEFUVJRBPlFmZWWFlStXYvr06ejQoQO2bNkiOokIALBt2zasXr0ae/fuLfTH9lDBcQUAEelNYGAgevXqhdatW4tO+aABAwbgm2++ebsmYOHChQY51JE0JCUlYeTIkTh69CiqVq0qOkdSeJJERHpx9OhRHD9+HHPnzhWdUiBNmjRBamoqbt68iQ4dOuDhw4eik0iCbt68CTc3N2zcuBFNmjQRnSM5HJKISOf++OMP+Pr6YvXq1ShZsqTonAIrW7Ys4uPj0a1bN9ja2uLUqVOik0hCnj9/DicnJ0ydOhXdunUTnSNJHJKISOdmzJiBVq1aoWvXrqJTPpmZmRmmTp2KDRs2wMvLC2FhYVwTQDqXk5MDDw8PdO7cGSNHjhSdI1m8J4mIdEqlUmHTpk1G/7RY586dkZycDA8PDyiVSqxbt86oTsXIeGg0GowYMQLFihXD4sWLRedIGk+SiEhncnJyIJfLsWjRIlSsWFF0TqHVrFkTiYmJKFeuHFq2bIkff/xRdBKZoNDQUJw7dw5btmzho/6CcUgiIp0JCwvDF198gf79+4tO0ZqiRYtizZo1mDhxItq1a4fY2FjRSWRCduzYgRUrVmDv3r0oUaKE6BzJ4+U2ItKJn376CYsWLYJKpYJMJhOdo3VDhgxBkyZN3l5+W7BgASwtLUVnkRFLTk7GiBEjcPjwYVSvXl10DoEnSUSkA2q1Gj4+Ppg2bRpq1aolOkdnmjdvDpVKhWvXrsHR0RGPHz8WnURG6vbt2+jZsyfWrVuHZs2aic6h/+KQRERat3btWmRlZWHUqFGiU3SuXLlySEhIgKOjI2xsbHD69GnRSWRkXrx4AScnJ0yaNAndu3cXnUP/g0MSEWnVw4cPMWXKFCgUCsncdGpmZoaZM2dCoVDA3d0dy5Yt45oAKpCcnBz06tULHTp0wOjRo0Xn0N9wSCIirRo5ciSGDx+Oxo0bi07Ru65du0KpVGLjxo3o06cPXr16JTqJDJhGo8HIkSNhYWGBpUuXmuS9e8aOQxIRaU1cXByuXr2KqVOnik4Rpnbt2jhz5gysra1hZ2eH69evi04iAxUWFgalUolt27bBwoLPURkiDklEpBXPnz/HqFGjEBUVhaJFi4rOEapYsWJYu3Ytxo4dC3t7e+zcuVN0EhmYXbt2YenSpUhISOBSUgPG0ZWItGLixIlwcXGBg4OD6BSDIZfL0bRpU3h4eCA5ORnz5s3jiQEhNTUVPj4+OHjwIGrUqCE6hz6AJ0lEVGgnT57EgQMHMH/+fNEpBsfW1hYqlQoXL15Ep06d8OTJE9FJJNDdu3fh6uoKhUIBGxsb0Tn0ERySiKhQsrKy4O3tjZUrV6J06dKicwxShQoVsH//ftjb28PW1hZJSUmik0iA33//HU5OThg/fjxcXFxE51ABcEgiokKZM2cOmjVrhh49eohOMWjm5uYIDg5GREQEXFxcsGLFCq4JkJDc3Fx4eXnB3t4eY8eOFZ1DBcSL40T02S5cuIC1a9fi8uXLolOMhrOzM5KSkuDu7g6lUok1a9bA2tpadBbpkEajwejRo6HRaBAeHs5H/Y0IT5KI6LPk5uZCLpdjwYIFqFy5sugco1K3bl2cPXsW5ubmaNWqFX7++WfRSaRDS5cuRWJiImJjY3njvpHhkEREn2Xp0qUoXbo0Bg8eLDrFKBUvXhwbNmyAv78/2rZti/j4eNFJpAPx8fFYtGgREhISUKpUKdE59Ik40hLRJ7tx4wZCQkKQnJzMSweFIJPJMHz4cDRr1gy9evVCcnIygoODJfNxLqbu3LlzkMvl2L9/P2rWrCk6hz4DT5KI6JNoNBr4+voiKCgIdevWFZ1jEuzs7HDu3DmkpKTgu+++Q3p6uugkKqR79+7BxcUFa9asQYsWLUTn0GfikEREn2Tjxo149uwZAgICRKeYlIoVK+LQoUNo2bIlbG1tkZKSIjqJPtPLly/h7OyMMWPGwM3NTXQOFQKHJCIqsCdPnmDixIlQKBS8AVUHzM3NMW/ePCxfvhzOzs5YvXo11wQYmdzcXPTu3Rt2dnYIDAwUnUOFxCGJiAps9OjRGDp0KJo1ayY6xaS5uLjgzJkzWLlyJQYPHow//vhDdBIV0NixY5GTk4OVK1fyfj0TwCGJiApkz549OH/+PGbOnCk6RRLq1asHpVKJvLw8tGnTBjdu3BCdRB+xfPlyHD9+HNu3b4elpaXoHNICDklE9FG///47/P39ERkZiWLFionOkQxra2ts2rQJ3t7eaN26NRISEkQn0XskJCQgJCQE+/bt48fzmBAOSUT0UUFBQejSpQs6dOggOkVyZDIZ/P39sXv3bowYMQLTp09HXl6e6Cz6H2lpaRgyZAh27dqFWrVqic4hLeKQREQfdPr0acTHxyM0NFR0iqS1adMGKpUKp0+fRrdu3ZCRkSE6iQA8ePAAPXr0QEREBOzs7ETnkJZxSCKi93r9+jW8vb0RHh6OsmXLis6RvMqVK+PIkSNo0qQJbGxsoFKpRCdJ2qtXr9C9e3f4+/vDw8NDdA7pAIckInqvefPmoUGDBtz1YkAsLCwQGhqKsLAwdO3aFQqFQnSSJOXl5aFv375o3rw5Jk2aJDqHdISLTogoX5cvX0ZERAQuXrwoOoXy4e7ujkaNGsHNzQ1JSUlYsWIFb6rXo/HjxyMzMxMRERF81N+E8SSJiN6Rl5cHb29vzJ07F1WrVhWdQ+/x1VdfITk5GZmZmWjbti1u3bolOkkSVq5ciUOHDmHHjh181N/EcUgionesWLECVlZWkMvlolPoI0qUKIEtW7Zg0KBBaNWqFQ4cOCA6yaQdOHAA33//Pfbt28f79CSAQxIR/cXt27cRHByMqKgomJnxjwhjIJPJMGbMGOzcuRPe3t6YPXs21Gq16CyTc+nSJQwaNAhxcXGoU6eO6BzSA/4JSERvaTQaDB8+HOPHj8c//vEP0Tn0iezt7ZGamopjx46he/fu+O2330QnmYxHjx6he/fuCA8PR+vWrUXnkJ5wSCKit2JiYvDo0SN+MKcRq1KlCo4dO4avvvoKtra2SEtLE51k9DIzM9G9e3f4+PjAy8tLdA7pEYckIgIApKenIzAwEGvXruXNqEbO0tISixcvRkhICDp37oz169eLTjJaeXl56N+/Pxo1aoQpU6aIziE94woAIgLwn08v79+/P2xtbUWnkJZ4enqiUaNGcHd3h1KpxLJly1C0aFHRWUZl0qRJeP78ObZt28ZH/SWIJ0lEhAMHDuDs2bOYPXu26BTSsoYNGyIlJQW//fYbHBwccOfOHdFJRmPNmjVISEjAzp07UaRIEdE5JACHJCKJe/nyJUaMGIE1a9bA2tpadA7pQMmSJREbG4vevXvDzs4Ohw8fFp1k8A4dOoRZs2Zh3759KFeunOgcEoRDEpHETZs2Dd9++y06deokOoV0SCaTYfz48di2bRsGDx6MuXPnck3Ae1y5cgUDBgzA9u3bUbduXdE5JBCHJCIJUyqViI2NRVhYmOgU0pP27dtDpVJh//79cHV1xfPnz0UnGZTHjx/D2dkZS5cuhb29vegcEoxDEpFEvXnzBnK5HEuXLkX58uVF55AeVa1aFSdOnEDt2rVha2vLz+f7rz/++AM9evTA0KFD0bdvX9E5ZAA4JBFJVEhICGrXrg1PT0/RKSRAkSJFsGzZMgQHB+Of//wn/vWvf4lOEkqtVmPgwIGoX78+pk+fLjqHDARXABBJ0NWrVxEeHo7z58/zsWaJ69OnDxo3bgw3NzcolUosWbIEVlZWorP0bvLkyUhPT8fhw4f5PUFv8SSJSGLUavXbz/eqUaOG6BwyAI0aNUJqaioePXqE9u3b4969e6KT9CoqKgq7du1CXFycJAdEej8OSUQSs3r1agDA8OHDBZeQISldujTi4uLQs2dPtGzZEseOHROdpBdHjx7F9OnTsW/fPt6bR+/gkEQkIffu3cOMGTMQFRUFMzN++9NfyWQyTJo0CTExMejfvz9CQkKg0WhEZ+nM1atX0a9fP8TGxqJevXqic8gA8U9JIonQaDTw8/PD6NGj0bBhQ9E5ZMA6duyI1NRU7N69G25ubnjx4oXoJK178uQJnJycsGjRIrRr1050DhkoDklEEhEbG4tbt24hKChIdAoZgerVq+PUqVOoWrUqWrRogcuXL4tO0pqsrCy4uLhgwIABGDBggOgcMmAckogkICMjAwEBAVAoFPwMKiowKysrrFy5EtOnT0fHjh2xefNm0UmFplarMWjQINSpU4efVUgfxRUARBIQGBgIT09PtGrVSnQKGaEBAwagSZMmb9cELFq0yGiH7WnTpuHhw4c4evQoH/Wnj+JJEpGJO3LkCE6cOIG5c+eKTiEj9s0330ClUuH27dvo0KEDHjx4IDrpk61fvx6xsbHYtWsXihYtKjqHjACHJCITlpmZCV9fX0RERKBEiRKic8jIlSlTBrt374aTkxNatGiBkydPik4qsOPHjyMoKAgJCQmoWLGi6BwyEhySiEzYzJkz0aZNG3Tt2lV0CpkIMzMzTJkyBRs3bkTv3r2xaNEig18TcO3aNfTp0wdbt25F/fr1ReeQEeE9SUQmSqVSITo62qSeSiLD0alTJ6SkpMDd3R1KpRLr169HyZIlRWe9Iz09HU5OTliwYAE6dOggOoeMDE+SiExQTk4Ohg0bhkWLFvHSAunMl19+idOnT6NChQpo0aIFrl69KjrpL16/fg1XV1f07t0bgwcPFp1DRohDEpEJWrRoEapWrYp+/fqJTiETZ2VlhdWrVyMoKAjt27dHbGys6CQA/3nUf8iQIahRowaCg4NF55CR4uU2IhPz008/ISwsDOfOneMjzqQ3gwcPRpMmTeDu7o6kpCSEhobC0tJSWM/MmTNx+/ZtHD9+nB/BQ5+N/+YQmRC1Wg0fHx9Mnz4dNWvWFJ1DEtOsWTOcO3cOP/30Ezp27IhHjx4J6di4cSNiYmIQHx+PYsWKCWkg08AhiciEKBQKZGVlYeTIkaJTSKLKli2LvXv3olOnTmjRogUSExP1+v4nT57EhAkTsG/fPlSqVEmv702mh0MSkYl4+PAhpk6dCoVCAXNzc9E5JGFmZmaYMWMGFAoFPDw8sHTpUr2sCbh+/Tq8vLywZcsWNGjQQOfvR6aPQxKRiRg5ciRGjBiBxo0bi04hAgB06dIFycnJ2LRpE/r06YNXr17p7L1+/fVXODk5Yd68eXB0dNTZ+5C0cEgiMgFxcXH48ccfMXXqVNEpRH9Rq1YtnDlzBiVKlEDLli1x7do1rb9HdnY2evbsCQ8PDwwbNkzrX5+ki0MSkZF79uwZRo0ahaioKFhZWYnOIXpH0aJFoVAoMG7cODg4OGDnzp1a+9oajQZDhw7FF198gXnz5mnt6xIBXAFAZPQmTpwIFxcX2Nvbi04h+iC5XI6mTZvCw8MDSqUS8+fPh4VF4X4MzZ49G7/88gtOnjzJR/1J6/hvFBolLsAAACAASURBVJERO3HiBA4ePIiQkBDRKUQFYmtri3PnzuHy5cvo1KkTnjx58tlfKzo6Ghs3bsSePXv4qD/pBIckIiOVlZUFHx8frFy5EqVKlRKdQ1Rg5cuXx759++Dg4ABbW1ucPXv2k79GYmIixo0bh4SEBFSuXFkHlUQckoiM1pw5c9C8eXP06NFDdArRJzM3N8ecOXMQEREBV1dXhIeHF3hNwM8//4xevXohJiYGX3/9tY5LScp4TxKREUpLS8O6detw6dIl0SlEheLs7AylUgk3NzcolUpERkbC2tr6va/PyMiAk5MT5syZg06dOumxlKSIQxKRkcnNzYVcLseCBQt4mYFMQp06dXD27Fn4+fmhVatWiIuLQ5FyVRGVeBO7LzxEZnYurK0s0L3xFzi1ZgZcXFzg4+MjOpsk4KND0uvXr9GuXTtkZ2cjNzcXHh4emD17tj7aiCgfS5cuRdmyZTFo0CDRKURaU7x4caxfvx6RkZFw8BqOUl3HQg0z5Kr/cwnuVXYutqTegVmzIeg6uLXgWpKKj96TZGVlhePHj+PixYu4cOECDh48CKVSqY82IvqbGzduICQkBGvWrIFMJhOdQ6RVMpkMXTz6o3S3cXijlr0dkP7/C8yhNrOE/5Y03MnIFBNJkvLRIUkmk6FEiRIAgJycHOTk5PAPZyIBNBoNfHx8EBQUhLp164rOIdKJqMSbyNN8+GdMTp4aitO39FREUlagp9vy8vLQtGlTVKpUCZ06dYKdnZ2uu4jobzZs2IAXL14gICBAdAqRzuy+8PDdE6S/yVVrsCvtgZ6KSMoKNCSZm5vjwoULuH//PlJSUnDlypV3XhMZGQlbW1vY2toiPT1d66FEUvb48WNMmjQJCoWi0BuKiQxZZnZuwV73pmCvIyqMT9qTVKZMGXTo0AEHDx5856/5+PhApVJBpVKhYsWKWgskImDMmDEYNmwYmjZtKjqFSKesrQr2S4B1Ef6yQLr30SEpPT0dz58/B/CfDb9HjhxB/fr1dR5GRP+xZ88epKWlYcaMGaJTiHTOtWlVWJh9+J4kCzMZejarpqcikrKPjuKPHj3CoEGDkJeXB7VaDU9PTzg7O+ujjUjyXrx4AX9/f0RHR/OzqUgSvB3qYOf5B8hV5733NZbmZpDb19ZjFUnVR4ekb775BmlpafpoIaK/mTx5Mrp27Yr27duLTiHSi5rlrdGrynP866YVLIpY/eUmbgszGSzNzbCqX3PULP/+rdxE2sKLukQG6vTp04iPj8e///1v0SlEepOeno7I2QFQbN2N5BclsCvtATLf5MK6iAV6NqsGuX1tDkikNxySiAzQ69evIZfLER4ejjJlyojOIdKbsWPHon///nD+thWcAQS7NBKdRBLGIYnIAM2dOxdff/013NzcRKcQ6c2BAweQlJSEy5cvi04hAsAhicjgXL58GatXr8bFixdFpxDpzcuXLzFixAgoFAoUL15cdA4RgE/ck0REupWXlwe5XI558+ahatWqonOI9GbatGno0KED/vnPf4pOIXqLJ0lEBiQ8PBzFihXDsGHDRKcQ6Y1SqURsbGy+n+ZAJBKHJCIDcfv2bXz//fdISkqCmRkPeUka3rx5A7lcjqVLl6J8+fKic4j+gn8SExkAjUaD4cOHIzAwEPXq1ROdQ6Q3ISEhqFOnDjw9PUWnEL2DJ0lEBiAmJgaPHz/G+PHjRacQ6c3Vq1cRHh6OtLQ0yGQf/igSIhE4JBEJlp6ejsDAQCQkJMDS0lJ0DpFeqNVqeHt7Y/bs2ahevbroHKJ88XIbkWABAQEYMGAAbG1tRacQ6c3q1ashk8kwfPhw0SlE78WTJCKB9u/fD6VSyeV5JCn37t3DzJkz8cMPP/AhBTJoHJKIBPlzed7atWu5PI8kQ6PRwM/PD6NHj0aDBg1E5xB9EIckIkGmTZuGjh07cnkeSUpsbCxu3bqFnTt3ik4h+igOSUQCJCUlYfv27VyeR5KSkZGBgIAA7Nq1C0WKFBGdQ/RRvBhMpGf/uzyvXLlyonOI9CYwMBBeXl5o1aqV6BSiAuFJEpGehYSEoG7duujVq5foFCK9OXLkCE6cOMHTUzIqHJKI9IjL80iKMjMz4evri4iICJQoUUJ0DlGB8XIbkZ5weR5J1cyZM9GmTRt07dpVdArRJ+FJEpGeREREcHkeSY5KpUJ0dDQvs5FR4pBEpAd/Ls9LTEzk8jySjJycHAwbNgxhYWGoUKGC6ByiT8Y/rYl07M/leWPGjOHyPJKURYsWoWrVqujbt6/oFKLPwpMkIh3btm0bbt++zeV5JCk//fQTwsLCcO7cOT6kQEaLQxKRDmVkZGDs2LHYvXs3l+eRZKjVavj4+GDGjBmoWbOm6Byiz8bLbUQ6NH78eHh5ecHOzk50CpHeKBQKvH79Gv7+/qJTiAqFJ0lEOnLkyBGcPHmST/WQpDx8+BBTp07FiRMnYG5uLjqHqFB4kkSkA38uz1u9ejWX55GkjBw5EiNGjECjRo1EpxAVGk+SiHRgxowZaNu2Lbp06SI6hUhv4uLi8OOPP2LLli2iU4i0gkMSkZalpqYiJiaGl9lIUp49e4ZRo0YhNjYWVlZWonOItIKX24i0KCcnB3K5nMvzSHImTpwIV1dXtG3bVnQKkdbwJIlIixYtWoRq1apxeR5JyokTJ3Dw4EH8+9//Fp1CpFUckoi05Pr161yeR5KTlZUFHx8frFq1CqVKlRKdQ6RVvNxGpAVcnkdSNXv2bNjY2KB79+6iU4i0jidJRFqgUCiQnZ3N5XkkKWlpaVi3bh0uX74sOoVIJzgkERUSl+eRFOXm5kIulyM0NBSVK1cWnUOkE7zcRlQIGo0G/v7+8PPz4/I8kpSlS5eiXLlyGDRokOgUIp3hSRJRIcTFxeHatWvYunWr6BQivblx4wZCQkKQkpLChxTIpHFIIvpMz549w+jRo7k8jyRFo9HAx8cHkydPRp06dUTnEOkUL7cRfSYuzyMp2rBhA168eIExY8aITiHSOZ4kEX2GEydO4NChQ/zoEZKUx48fY9KkSTh8+DAsLPjjg0wfT5KIPlFWVha8vb25PI8kZ/To0ZDL5WjatKnoFCK94K8CRJ9o9uzZsLW1hbOzs+gUIr2Jj4/HhQsXsHHjRtEpRHrDIYnoE3B5HknRixcvMHLkSERHR6NYsWKic4j0hpfbiAqIy/NIqiZPnoyuXbuiffv2olOI9IonSUQFtGTJEi7PI8lJTEzEnj17+JACSRKHJKIC+OWXX7BgwQIuzyNJef36Nby9vREeHo4yZcqIziHSO15uI/oIjUYDX19fLs8jyZk7dy6+/vpr9OzZU3QKkRA8SSL6CC7PIym6fPkyVq9ejYsXL4pOIRKGQxLRB/y5PO/IkSNcnkeSkZeXB7lcjnnz5qFq1aqic4iE4eU2og/4c3lekyZNRKcQ6U14eDiKFy8OuVwuOoVIKP5qTPQeXJ5HUnT79m18//33SEpK4kMKJHkckojyweV5JEUajQbDhw9HYGAg6tWrJzqHSDhebiPKR1BQELp168bleSQpMTExePLkCcaPHy86hcgg8CSJ6G8SExOxd+9eLs8jSUlPT0dgYCD27dsHS0tL0TlEBoEnSUT/g8vzSKoCAgIwYMAA2NjYiE4hMhg8SSL6H1yeR1K0f/9+KJVKfnAz0d9wSCL6r0uXLmHNmjVcnkeS8vLlS4wYMQJr165F8eLFRecQGRRebiPCX5fnValSRXQOkd5MnToVjo6O+Oc//yk6hcjg8CSJCP9ZnmdtbY1hw4aJTiHSm6SkJOzYsYMPKRC9B4ckkjwuzyMpevPmDeRyOZYuXYpy5cqJziEySLzcRpKm0Wjg6+uLCRMmcHkeSUpISAjq1q2LXr16iU4hMlg8SSJJi46OxtOnTzFu3DjRKUR6c/XqVYSHhyMtLY2np0QfwCGJJOvp06cIDAzE/v37uTyPJEOtVkMul2POnDmoXr266Bwig8bLbSRZY8eOxcCBA7k8jyQlIiICZmZm8PX1FZ1CZPB4kkSSxOV5JEX37t3DzJkzkZiYCDMz/o5M9DEckkhy/lyet27dOi7PI8nQaDQYMWIExowZgwYNGojOITIKHJJIcv5cnufo6Cg6hUhvtm3bhjt37iAuLk50CpHR4JBEksLleSRFGRkZGDt2LHbv3o0iRYqIziEyGrwoTZLx5/K8ZcuWcXkeScr48ePh5eUFOzs70SlERoUnSSQZ8+fPx//93//Bw8NDdAqR3hw+fBgnT57k6SnRZ+CQRJJw9epVrFixgsvzSFIyMzPh6+uL1atXo0SJEqJziIwOL7eRyePyPJKqGTNmwN7eHl26dBGdQmSUeJJEJi8iIgLm5uZcnkeSkpqaipiYGF5mIyoEDklk0u7evYtZs2ZxeR5JSk5ODuRyOcLCwlChQgXROURGiz81yGT97/K8+vXri84h0puFCxeiWrVq6Nu3r+gUIqPGkyQyWdu2bcPdu3exa9cu0SlEenP9+nUsXrwY586d40MKRIXEIYlMEpfnkRSp1Wr4+PhgxowZqFmzpugcIqPHy21kksaNG4fevXtzeR5JikKhQHZ2Nvz9/UWnEJkEniSRyTl8+DBOnTrFp3pIUh48eICpU6fi5MmTMDc3F51DZBJ4kkQmhcvzSIo0Gg38/f3h5+eHr7/+WnQOkcngSRKZFC7PIymKi4vD9evXsW3bNtEpRCaFQxKZDC7PIyl69uwZRo8ejdjYWFhZWYnOITIpvNxGJiEnJwfDhg3D4sWLuTyPJGXChAlwdXVF27ZtRacQmRyeJJFJWLhwIapXr44+ffqITiHSm+PHj+Pw4cM8PSXSEQ5JZPSuX7+OJUuWQKVScXkeSUZWVhZ8fHywatUqlCpVSnQOkUni5TYyalyeR1I1e/Zs2NrawtnZWXQKkcniSRIZtaioKLx58wZ+fn6iU4j05vz581i/fj0uXbokOoXIpHFIIqP14MEDTJs2jcvzSFJyc3Mhl8sRGhqKypUri84hMmkcksgo3MnIRFTiTey+8BCZ2bmwtrKA1aOL6D9iLJfnkaQsWbIE5cuXx8CBA0WnEJm8jw5J9+7dw8CBA/HkyRPIZDL4+PhgzJgx+mgjAgCcuP4UfjHnkZOnRq5aAwB4lZ2LV2W+wkEUQY/rT9Hhq0qCK4l075dffsGCBQuQkpLChxSI9OCjN25bWFggLCwMV69ehVKpxMqVK3H16lV9tBHhTkYm/GLOIysn7+2A9JaZBbJy1PCLOY87GZliAon0RKPRwNfXF5MnT0adOnVE5xBJwkeHpCpVqqB58+YAgJIlS6JBgwZ48OCBzsOIACAq8SZy8tQffE1OnhqK07f0VEQkxvr16/H777/zJJ9Ijz5pBcDt27eRlpYGOzs7XfUQ/cXuCw/fPUH6m1y1BrvSOLiT6Xr8+DGCgoKgUChgYcFbSYn0pcDfba9evYK7uzuWLl2a7+KyyMhIREZGAgDS09O1V0iSlpmdW7DXvSnY64iM0ejRoyGXy9GkSRPRKUSSUqCTpJycHLi7u6Nfv35wc3PL9zU+Pj5QqVRQqVSoWLGiViNJuqytCjbHWxfhb9dkmuLj43HhwgVMnz5ddAqR5Hx0SNJoNBg2bBgaNGiAcePG6aOJ6C3XplVhYfbhp3gszGTo2ayanoqI9OfFixfw9/dHVFQUihUrJjqHSHI+OiSdOXMGmzZtwvHjx9G0aVM0bdoU+/fv10cbEbwd6kCT9+FLaRp1Loa05keSkOkJCgqCk5MT2rdvLzqFSJI+eo3C3t4eGs2Hb5wl0pVDO2MgO5OAot+OQK5a85ebuC3MZLAwk6HMv+Pg2y8cW7ZsQYUKFQTWEmlPYmIi9u7diytXrohOIZIsfsAtGazDhw9jxowZOLAuDIcC2qFPyy9RwsoCMhlQwsoCfVp+iUMB7XA6dg1sbW1hY2ODlJQU0dlEhfb69WvI5XKEh4ejTJkyonOIJEum0cExka2tLVQqlba/LEnIlStX0LFjR+zcuRMODg4F+nt2794NHx8fBAcHw8fHhxuJyWhNmzYN165dw44dO0SnEEnC++YWPhJEBufJkyfo3r07Fi9eXOABCQBcXV3RsGFDuLm5ISkpCREREbzZlYzOpUuXEBkZiYsXL4pOIZI8Xm4jg/LHH3+gR48eGDRoEPr37//Jf/8//vEPJCcn482bN2jTpg1u3rypg0oi3cjLy4NcLse8efNQpUoV0TlEkschiQyGWq3GwIEDUa9ePcycOfOzv461tTViYmIwdOhQtG7dGvv27dNiJZHuLF++HNbW1hg2bJjoFCICL7eRAZkyZQqePHmCo0ePFvp+IplMhlGjRqF58+bw8vLCsGHDMGPGDJibm2uplki7bt26hblz5yIpKYn30xEZCJ4kkUFQKBTYuXMndu3aBSsrK6193bZt20KlUuHUqVNwcnJCRkaG1r42kbZoNBoMHz4cEyZMQL169UTnENF/cUgi4Y4dO4apU6di3759Otlz9MUXX+Do0aNo3LgxbGxscO7cOa2/B1FhREdH4+nTp/xUAyIDwyGJhLp69Sr69OmD2NhY/OMf/9DZ+1hYWGDhwoVYtGgRunTpAoVCobP3IvoUT58+RWBgIBQKBSwtLUXnENH/4JBEwjx9+hTOzs5YtGiR3j52wcPDA4mJiVi8eDHkcjlev36tl/clep+AgAAMHDgQNjY2olOI6G84JJEQWVlZcHFxQb9+/TBw4EC9vnf9+vWRkpKCly9fom3btrh9+7Ze35/oT/v27UNycjJmz54tOoWI8sEhifROrVZj8ODBqFWrFubMmSOkoUSJEti6dSv69+8POzs7HDx4UEgHSdfLly/h5+eHyMhIFC9eXHQOEeWDQxLp3fTp03H//n2sX79e6KPOMpkMY8eOxY4dOzBs2DDMmTMHarVaWA9Jy9SpU+Ho6AhHR0fRKUT0HtyTRHq1fv16bN26FUqlEkWLFhWdAwBwcHCASqWCp6cnkpOTER0djbJly4rOIhOWlJSEHTt24MqVK6JTiOgDeJJEenPixAkEBQVh3759qFixouicv6hSpQqOHz+Or776CjY2NkhLSxOdRCYqOzsbw4YNw7Jly1CuXDnROUT0ARySSC+uXbuG3r17Y8uWLahfv77onHxZWlpi8eLFmD9/Pjp37owNGzaITiITFBISgnr16sHDw0N0ChF9BC+3kc6lp6fD2dkZISEh6Nixo+icj/Ly8kLjxo3h5uYGpVKJZcuWaXULOEnX1atXsWLFCqSlpfGjR4iMAE+SSKdev34NV1dXeHp6YsiQIaJzCqxhw4ZISUlBeno6HBwccPfuXdFJZOTy8vIgl8sxZ84cVK9eXXQOERUAhyTSGY1Gg6FDh6JatWr4/vvvRed8slKlSmHHjh3w9PREy5YtcfToUdFJZMQiIiJgbm4OX19f0SlEVEC83EY6M3PmTNy6dQvHjx+HmZlxzuMymQyBgYGwtbVF3759MXLkSAQFBRnt/x4S4+7du5g1axZOnz7Nf3eIjAi/W0kn/vWvfyE6Ohrx8fEoVqyY6JxC+/bbb5GamoqEhAS4urri+fPnopPISGg0GowYMQIBAQEG+9ACEeWPQxJp3Q8//IDAwEAkJCSgUqVKonO0plq1ajh58iRq1aqFFi1a4NKlS6KTyAhs3boVd+/excSJE0WnENEn4pBEWvXzzz/D09MTMTExaNiwoegcrStSpAiWL1+O2bNnw9HREdHR0aKTyID9+uuvGDt2LBQKBYoUKSI6h4g+Ee9JIq3JyMhAt27dEBwcjE6dOonO0am+ffuicePGcHd3R1JSEpYsWcIfgvSO8ePHo0+fPrCzsxOdQkSfgSdJpBXZ2dno2bMnevbsCW9vb9E5etG4cWOkpqbiwYMHaN++Pe7fvy86iQzI4cOHcerUKQQHB4tOIaLPxCGJCk2j0UAul6NixYoICQkRnaNXpUuXRlxcHFxcXNCiRQscP35cdBIZgFevXsHX1xerV69GiRIlROcQ0WfikESFFhwcjOvXr2PTpk2SfLzZzMwMQUFBiI6ORr9+/RAaGgqNRiM6iwSaMWMG7O3t0aVLF9EpRFQIvCeJCmXz5s1Yt24dlEolihcvLjpHKEdHR6SkpKBXr15QKpVYv349SpcuLTqL9CwlJQWbN2/GlStXRKcQUSFJ79d+0prTp08jICAACQkJ+OKLL0TnGIQaNWrg1KlTqFKlClq0aMEflBKTk5MDuVyOxYsXo0KFCqJziKiQOCTRZ/nll1/g4eGBTZs2oVGjRqJzDIqVlRVWrlyJ6dOno0OHDtiyZYvoJNKT0NBQVK9eHX369BGdQkRawMtt9Ml+++03ODk5YdasWfjuu+9E5xisAQMG4JtvvoG7uzuUSiUWLlzINQEm7Nq1a1iyZAnOnTsHmUwmOoeItIAnSfRJ3rx5A3d3dzg7O2P48OGicwxekyZNkJqaips3b6JDhw54+PCh6CTSAbVaDR8fH8ycORM1a9YUnUNEWsIhiQpMo9HAx8cHpUuXRmhoqOgco1G2bFnEx8ejW7dusLW1xalTp0QnkZZFRUUhJycHfn5+olOISIs4JFGBzZs3D1euXEFMTAzMzc1F5xgVMzMzTJ06FRs2bICXlxfCwsK4JsBEPHjwANOmTYNCoeD3BZGJ4ZBEBbJt2zZERkZiz549sLa2Fp1jtDp37ozk5GRs3boVnp6eePnypegkKgSNRgM/Pz/4+fnh66+/Fp1DRFrGIYk+6uzZsxg1ahT27t2LqlWris4xejVr1kRiYiLKlSuHli1b4scffxSdRJ9p586d+PnnnzFlyhTRKUSkAxyS6INu3rwJd3d3bNiwAd98843oHJNRtGhRrFmzBhMnTkS7du0QGxsrOok+0bNnzzB69GgoFApYWVmJziEiHeCQRO/17NkzODk5Ydq0aejWrZvoHJM0ZMgQHDp0CEFBQRg3bhxycnJEJ1EBBQYGws3NDW3atBGdQkQ6wiGJ8vXmzRt4eHjgu+++g7+/v+gck9a8eXOoVCpcu3YNjo6OePz4segk+ohjx47hyJEjmDdvnugUItIhDkn0Do1GgxEjRsDa2hphYWGicyShXLlySEhIgKOjI2xsbHD69GnRSfQef/zxB3x9fbFq1SqUKlVKdA4R6RCHJHrHggULkJaWhs2bN/ORZj0yMzPDzJkzoVAo4O7ujmXLlnFNgAGaPXs2WrRoAWdnZ9EpRKRj/FgS+ovt27dj5cqVUCqVKFGihOgcSeratSuUSiXc3d2RlJQEhULB/y8MxPnz57FhwwZcvnxZdAoR6QFPkugtpVIJPz8/7N27F9WqVROdI2m1a9fGmTNnYG1tDTs7O1y/fl10kuTl5uZCLpcjNDQUlSpVEp1DRHrAIYkAALdv34abmxvWr1+Ppk2bis4hAMWKFcPatWsxduxY2NvbY+fOnaKTJG3x4sWoUKECBg4cKDqFiPSEl9sIz58/h5OTE4KCgnifhQGSy+Vo2rQpPDw8kJycjHnz5sHCgt+6+vTLL78gNDQUqampkMlkonOISE94kiRxOTk56NWrFzp27IjRo0eLzqH3sLW1hUqlwsWLF9GpUyc8efJEdJJk/PnBzlOmTEHt2rVF5xCRHnFIkjCNRgN/f38UKVIES5YsEZ1DH1GhQgXs378f9vb2sLW1RVJSkugkSVi3bh1evnzJXyKIJIhDkoQtWrQIKSkp2Lp1Ky/fGAlzc3MEBwcjIiICLi4uWLFiBdcE6NCjR48wefJkKBQKfo8QSRCHJImKi4vDsmXLkJCQgJIlS4rOoU/k7Oz8dj3AgAEDkJmZKTrJJI0ePRre3t5o0qSJ6BQiEoBDkgSlpqbC19cX8fHxqF69uugc+kx169bF2bNnYW5ujlatWuHnn38WnWRSdu/ejUuXLmH69OmiU4hIEA5JEnPnzh24urpCoVDAxsZGdA4VUvHixbFhwwb4+/ujbdu2iI+PF51kEl68eIGRI0ciMjISRYsWFZ1DRIJwSJKQFy9ewNnZGYGBgXBxcRGdQ1oik8kwfPhw7N27F6NGjcKUKVOQl5cnOsuoTZo0CU5OTmjfvr3oFCISiEOSROTm5sLLywsODg4ICAgQnUM6YGdnh3PnziElJQXfffcd0tPTRScZpR9++AEJCQkIDQ0VnUJEgnFIkgCNRoNRo0ZBJpNh+fLlXIZnwipWrIhDhw6hZcuWsLW1RUpKiugko/L69Wt4e3tjxYoVKF26tOgcIhKMQ5IELFmyBGfOnMG2bdv4GLMEmJubY968eVi+fDmcnZ2xevVqrgkooODgYDRu3Biurq6iU4jIAPAnponbvXs3wsLCkJSUhFKlSonOIT1ycXFBw4YN4ebmhqSkJERERKB48eKiswzWxYsXERUVhYsXL4pOISIDwZMkE3bu3Dl4e3sjPj4eX375pegcEqBevXpQKpXIy8tDmzZtcOPGDdFJBikvLw9yuRzz589HlSpVROcQkYHgkGSi7t27BxcXF0RGRsLW1lZ0DglkbW2NTZs2wdvbG61bt0ZCQoLoJIOzfPlylCxZEkOHDhWdQkQGhJfbTNDLly/h7OyMgIAA9OzZU3QOGQCZTAZ/f380b94cnp6eSE5OxqxZs2Bubi46Tbhbt25h7ty5SEpK4kMNRPQXPEkyMX8+6t+qVSuMHz9edA4ZmNatW0OlUuH06dPo1q0bMjIyRCcJpdFo4OvriwkTJqBevXqic4jIwHBIMiEajQYBAQHIzc3FihUr+Fsx5aty5co4cuQImjRpAhsbG6hUKtFJwmzatAnp6ekYN26c6BQiMkAckkzI8uXLcfLkSWzfvh2Wlpaic8iAWVhYIDQ0FGFhYejatSsUCoXoJL17+vQpJkyYgLVr1/L7hYjyxSHJROzduxcLFixAQkICl+BRgbm7u+P06dNYsmQJhg0bhqysLNFJejNmzBgMGjQIzZs3F51CRAaKxNDLTwAAEeRJREFUQ5IJSEtLw9ChQ7Fr1y7UqlVLdA4Zma+++grJycnIzMxE27ZtcevWLdFJOpeQkICUlBTMmjVLdAoRGTAOSUbu/v376NGjByIiImBnZyc6h4xUiRIlsGXLFgwaNAitWrXCgQMHRCfpzMuXL+Hn54fIyEgu1ySiD+KQZMRevXqF7t27Y+TIkfDw8BCdQ0ZOJpNhzJgx2LlzJ7y9vTF79myo1WrRWVo3ZcoUdOrUCY6OjqJTiMjAcUgyUnl5eejTpw9sbGwwceJE0TlkQuzt7ZGamopjx47B2dkZv/32m+gkrTl79ix27tyJhQsXik4hIiPAIclIjRs3DllZWYiIiOCj/qR1VapUwbFjx1C/fn3Y2toiLS1NdFKhZWdnQy6XY9myZShXrpzoHCIyAhySjNCKFStw5MgR7Nixg48uk85YWlpi8eLFCAkJQefOnbF+/XrRSYUyf/581KtXj5emiajA+LEkRmbfvn2YO3cuzp49izJlyojOIQnw9PREo0aN4O7ujqSkJCxfvhxFixYVnfVJ/v3vf2PlypW4cOECT16JqMB4kmRELl68iMGDByMuLg61a9cWnUMS0rBhQ6SkpODZs2dwcHDAnTt3RCcVWF5eHuRyOYKDg1GtWjXROURkRDgkGYmHDx+ie/fuWLlyJVq3bi06hySoZMmSiI2NRe//1969B1VVLm4cfzZsodqWmZcaRCy1QZOMLKmm8MLkeAZIvCteiFEhhSk1s7SiTOxkiZqNmoEa5SDeMmw8SZmJYkrKqB3NYiyvUaZYWpLJZe/fH52cX7kC1L332pfv5z907fU+/uHy2e9639ehQ3Xffffp448/NjtSgyxcuFBWq1WpqalmRwHgZShJXqCyslKPPPKIxo4dq8GDB5sdB37MYrFo0qRJWrlypZKTkzVjxgyPPibg2LFjeumll5STk6OAAB53AC4PTw0PV1tbq2HDhqlz586aOnWq2XEASVL37t1VWlqqDRs2KCEhQWfOnDE70iUcDofGjRuniRMnqkOHDmbHAeCFKEkebvLkyfr111/11ltvseAUHiUkJESbN29W27Ztde+99+qLL74wO9JfrFixQsePH9fkyZPNjgLAS7G7zYO9+eab+vDDD7Vjxw4FBQWZHQe4RFBQkObNm6f7779fDz/8sGbPnq2kpCSzY6miokITJ07UBx98wN8dAFeMkuShCgsLNX36dG3btk1NmzY1Ow5Qp8TERN15553q37+/SkpKNHfuXAUHB5uW58knn1RiYqKioqJMywDA+/G6zQPt27dPSUlJWrNmjdq1a2d2HKBBIiIitGvXLp04cULdu3fX8ePHTcnx0Ucfqbi4WDNmzDBlfAC+g5LkYU6cOKH4+HjNmzdPDz74oNlxgMvSpEkTvffee+rfv7+ioqK0adMmt45/7tw5jR07VosWLZLNZnPr2AB8DyXJg/z222/q06ePRo8ercTERLPjAFfEYrHo6aefVl5enkaMGKGZM2fK4XC4ZeyMjAxFR0erd+/ebhkPgG+jJHkIu92ukSNHqkOHDsrIyDA7DnDVYmJitGvXLhUUFKh///46e/asS8f7/PPPlZ+frzlz5rh0HAD+g5LkIaZMmaKKigrl5OSw1R8+IzQ0VFu2bFFISIi6du2qffv2uWScqqoqpaSkaM6cOWrevLlLxgDgfyhJHiAnJ0cFBQVau3atqTuCAFcIDg7WggULlJGRoZiYGC1fvtzpY8yaNUutW7fmNTUAp+IIAJNt3LhRGRkZKi4uVrNmzcyOA7jMyJEjddddd108JiArK8spZxh9/fXXmjt3rnbv3s0sLACnYibJRF9++aWGDx+uVatW6fbbbzc7DuBynTt3VmlpqY4cOaIePXqovLz8qu5nt9uVkpKiF198UWFhYU5KCQB/oCSZ5Mcff1R8fLzmzJmjbt26mR0HcJsbb7xRBQUFio+PV9euXVVUVHTF98rOzlZNTY3S0tKcFxAA/oeSZILz588rISFBSUlJGjFihNlxALcLCAjQs88+q3feeUdDhw5VVlbWZR8TUF5eroyMDC1evFiBgYEuSgrAn1GS3MxutyspKUnt2rXTtGnTzI4DmKpXr17auXOnVq1apUGDBumXX35p0OccDofS0tKUnp6uTp06uTglAH9FSXKz5557Tj/88IOWLFnCIlNAUlhYmIqLi9W8eXNFRUXpwIED9X5mzZo1OnjwoKZOneqGhAD8Fbvb3Gjp0qVavXq1SkpKdM0115gdB/AYwcHBWrRokXJzc9W9e3fNnz9fQ4YMkSQdPV2pnOJDKtj7vSov1Oi6oED98t/P9ca8tzgyA4BL1VuSRo0apfXr16tly5bav3+/OzL5pE2bNmnq1KnaunUrh90B/yA5OVmRkZEaMGCASkpKFDdmsh5f+V9V19pVY/9jzVJlVa2s4d31bHGlbgw7qZ7hLU1ODcBX1fu6LTk5WYWFhe7I4rO++uorJSYmauXKlQoPDzc7DuDRIiMjVVpaqv1HTijlnc91vrr2YkH6k8MSoPPVtUrL262jpytNSgrA19Vbkrp166abbrrJHVl80smTJxUXF6dZs2apR48eZscBvELTpk0V9ehUKbDuye7qWrsWbzvsplQA/A0Lt13o999/V9++fTVs2DA9+uijZscBvMq6vT/IUc8jqsbu0Pt7ru5ASgD4J05buJ2dna3s7GxJ0qlTp5x1W69lt9uVnJyssLAwTZ8+3ew4gNepvFDTsOuqGnYdAFwup80kpaamqrS0VKWlpWrRooWzbuu1XnjhBR07dky5ubkKCGDCDrhctuCGfYezBbFJF4Br8K+3C+Tm5io/P1/r1q1jqz9whfpGhsgaUPdZYtYAi/rd3cpNiQD4m3pLUmJioh544AGVlZUpNDRUS5YscUcur1VUVKRnnnlG69evZ0YNuAop0W3VKLDuR1SjwACNeeg2NyUC4G/qnafOz893Rw6fUFZWpiFDhig/P18dO3Y0Ow7g1do0s2nh8C5Ky9v9l3OSpD9mkBoFBmjh8C5q08xmYkoAvozXbU5SUVGhuLg4vfLKK4qJiTE7DuATeoa3VOH4aCVGhalxsFUOh12Ng61KjApT4fhoDpIE4FKseHSCP7f6Dxo0SKNGjTI7DuBT2jSzKTMhQpkJEbJYLHI4HPV/CACcgJmkq+RwODR69GiFhITo5ZdfNjsOAABwEmaSrtK0adP07bffavPmzWz1BwDAh1CSrsKyZcv07rvvqqSkRNdee63ZcQAAgBNRkq7Q1q1bNWnSJBUVFenmm282Ow4AAHAy3g9dgYMHD2rw4MHKy8vTHXfcYXYcAADgApSky3T69GnFxsYqMzNTvXr1MjsOAABwEUrSZbhw4YL69eunfv36KSUlxew4AADAhShJDeRwODRmzBi1aNFCM2fONDsOAABwMRZuN1BmZqbKyspUVFTEVn8AAPwAJakBli9frqVLl6qkpETXXXed2XEAAIAbUJLqsW3bNk2YMEGffvqpbrnlFrPjAAAAN+G9UR2++eYbDRw4UMuWLVNERITZcQAAgBtRkv7BTz/9pLi4OE2bNk29e/c2Ow4AAHAzSpKBqqoqDRgwQPHx8Ro7dqzZcQAAgAkoSX/jcDiUmpqqJk2a6LXXXjM7DgAAMAkLt//m3//+t/bv368tW7YoMDDQ7DgAAMAklKT/Z+XKlcrOztaOHTtks9nMjgMAAExESfqf7du36/HHH9cnn3yikJAQs+MAAACTsSZJ0qFDhzRgwADl5uaqc+fOZscBAAAewO9L0s8//6y4uDg9//zzio2NNTsOAADwEH5dkqqqqjRw4ED17t1b6enpZscBAAAexG9LksPh0Lhx42Sz2TR79myz4wAAAA/jtwu3X331Ve3Zs0dbt25lqz8AALiEX5ak1atXa8GCBSopKVHjxo3NjgMAADyQ35WkkpISpaWlaePGjWrVqpXZcQAAgIfyqzVJR44cUf/+/fX2228rMjLS7DgAAMCD+U1JOnPmjOLi4jRlyhTFx8ebHQcAAHg4vyhJ1dXVGjRokGJiYvTEE0+YHQcAAHgBny9JDodD6enpCgoK0ty5c82OAwAAvITPL9zOysrSzp07VVxcLKvV5/+4AADASXy6Naxdu1bz5s1TSUmJrr/+erPjAAAAL+KzJWnXrl167LHHVFhYqNDQULPjAAAAL+OTa5KOHj2qvn37avHixbrnnnvMjgMAALyQz5Wks2fPKj4+Xk899ZQSEhLMjgMAALyUT5WkmpoaDRkyRNHR0ZowYYLZcQAAgBfzmZLkcDgunoH0xhtvyGKxmJwIAAB4M59ZuP3666+ruLhYn332GVv9AQDAVfOJNrFu3TplZWVp+/btuuGGG8yOAwAAfIBXlaSjpyuVU3xIBXu/V+WFGtmCrXqwVSO9/8pU/aegQG3atDE7IgAA8BFeU5I2l51UWt5uVdfaVWN3SJLOXahR4cHf1STxNZ27gYIEAACcxysWbh89Xam0vN06X117sSD9yRJoVbXdorS83Tp6utKkhAAAwNd4RUnKKT6k6lp7nddU19q1eNthNyUCAAC+zitKUsHe7y+ZQfq7GrtD7+8pd1MiAADg67yiJFVeqGnYdVUNuw4AAKA+XlGSbMENW19uC/KadegAAMDDeUVJ6hsZImtA3SdoWwMs6nd3KzclAgAAvs4rSlJKdFs1Cqw7aqPAAI156DY3JQIAAL7OK0pSm2Y2LRzeRdc2CrxkRskaYNG1jQK1cHgXtWlmMykhAADwNV5RkiSpZ3hLFY6PVmJUmBoHW2WxSI2DrUqMClPh+Gj1DG9pdkQAAOBDvGqlc5tmNmUmRCgzIcLsKAAAwMd5zUwSAACAO1GSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFCSAAAADFjNDgAAdTl6ulI5xYdUsPd7hT3zgSKmfaS+kSFKiW6rNs1sZscD4MMaNJNUWFio8PBwtW/fXjNnznR1JgCQJG0uO6l/zSvWil3Hde5CjSyWAJ27UKMVu47rX/OKtbnspNkRAfiwektSbW2t0tPTtWHDBh04cED5+fk6cOCAO7IB8GNHT1cqLW+3zlfXqsbu+Mvv1dgdOl9dq7S83Tp6utKkhAB8Xb0laefOnWrfvr3atm2roKAgDR06VOvWrXNHNgB+LKf4kKpr7XVeU11r1+Jth92UCIC/qbcklZeXq3Xr1hd/Dg0NVXl5uUtDAUDB3u8vmUH6uxq7Q+/v4XkEwDWctnA7Oztb2dnZkqRTp04567YA/FTlhZqGXVfVsOsA4HLVO5PUqlUrHT9+/OLP3333nVq1anXJdampqSotLVVpaalatGjh3JQA/I4tuGHf4WxBbNIF4Br1lqSuXbvq4MGDOnz4sKqqqrRixQr16dPHHdkA+LG+kSGyBljqvMYaYFG/uy/90gYAzlBvSbJarZo/f7569+6tjh07avDgwerUqZM7sgHwYynRbdUosO5HVKPAAI156DY3JQLgbxo0Tx0bG6vY2FhXZwGAi9o0s2nh8C5Ky9ut6lr7XxZxWwMsahQYoIXDu3CgJACX4b8lAeCxeoa3VOH4aCVGhalxsFUWi9Q42KrEqDAVjo9Wz/CWZkcE4MNY8QjAo7VpZlNmQoQyEyLMjgLAzzCTBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYICSBAAAYMDicDgczr5p8+bNdeuttzr7tgAAAE535MgRVVRUXPLrLilJAAAA3o7XbQAAAAYoSQAAAAYoSQAAAAYoSQAAAAYoSQAAAAb+D/64XmPg7aCMAAAAAElFTkSuQmCC\n", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -163,19 +164,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -215,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -281,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -290,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -314,19 +313,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", + "image/png": 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", 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\n", 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", 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\n", 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", 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T4zBmcGe9S/IYBi4iP2Ods+Ws6CC+9AMR+a7zl69g6tJsFJ4vR9r0OHx/QCe9S/IoBi4iP7I5v6jRsBWqFCbH98Afxw71UlVERE1z7mIVkpdm49SFCiyfMQrf7ddR75I8joGLyI809knDYy/e56VKiIhuzJmySiSnZ+Obi1V4c9ZoJMTYvW98wGHgIvIj/KQhEfmzUxcqkJyejdLyaqyaPRrGXpGN7xQgeB0uIj/SrkW4w3WGBtYREentREkFJi7JgqmiGmvmxgdV2AI4wkXkN9ZkHYepsgYKQP0LQYQA+P2PbtahKiKixhUWX0Zyejaqas3ISEnAkOh2epfkdRzhIvIDK746iqc378VdAzthUdIwtG/57WiWoUU4Xpo4gp9CJCKfdPibS5iYloUaswXrgjRsARzhIvJ5aV8U4E//PIC7b+6Mv02ORURYCMYbe+hdFhFRow6cvYgp6dkICVFYn5qAfp3b6F2Sbhi4iHzYa58exp//fQj3D+uKlyeOQHgoB6WJyD/sLSrDtGXZaBYWioyUeMREtda7JF0xcBH5IBHBy5mH8erWwxg3MhqLkoYhjGGLiPzEzpMmTF+WjTbNw5GREo+bOrTSuyTdMXAR+RgRwcKPD+KNzwswwdgdL4wbhtAQpXdZREROyT1eihnLd6B9q3CsS0lA9/Yt9S7JJzBwEfkQEcFzH+7H8q+OYkp8Tzz34BCEMGwRkZ/IKizB7Dd3oHPb5shIiUfXdi30LslnMHAR+QiLRfDM+/uwOus4Zn6nF555YDCUYtgiIv/w1ZHzmLNyB7q3b4mMufHo1La53iX5FAYuIh9gsQieencP1u84iXm3x+CJewcybBGR3/jPwXOYtzoXvTu2wpq58ejYupneJfkcl2fhKqWSlFKJSqkFDtYv1L6mOrsPUTAxWwTzN+3G+h0n8cidfRm2vIj9i8h1mV9/g9RVuejbqTXWpSQwbDngUuBSSsUCgIhkAjBZv68nVSlVAKCwCfsQBYVaswW/3LATb+edwmNj+uNXPxjAsOUl7F9ErvvXnjP4yZpcDOraBhlzE9C+VYTeJfksV0e4JgIwaY8LASTa2Wa8iPTRGpSz+xAFvBqzBY+sy8f7u07j8XsG4tG7+uldUrBh/yJywfu7TuP/1uVjeA8DVs+NR7uWvJ9rQ1ydw2UAUGrzfQc728RqR+yxIrLIyX2IAtLm/CIs3nIQRaZKNA8LQVWtBU/fNwhzb4vRu7RgxP5FdIPezj2F+Zt2wdgrEstnjkLrZpwS3hiP/x/SmhSUUmOUUk4dDWrzJVIBoGfPnh6sjsh7NucX4cl39qCyxgwAqKq1IDxEcb6DD2P/Irrehh0n8MQ7e/CdPh2QPt2IlhEMW85w9ZSiCUCk9tgAoMR2pTa5NEn7tgRATGP7AICIpImIUUSMUVFRLpZI5BsWbzl4NWxZ1VgEi7cc1KmioMf+RdREq7cdw+Nv78Ht/aKwbMYohq0mcDVwbUBdE4L2NRMAlFIGbVmhdRmAPgByHO1DFOiKTJV2l592sJw8jv2LqAmWfXkUv31vHxIHdULa9Dg0Dw/VuyS/4lLgEpE8ANCG2k3W7wFstVk/QTtKLBCRvAb2IQpYl6pqEOHgXojdDLwSsx7Yv4ic98bnBXjuw69x75AueH1KHJqFMWw1lctjgSKSZmdZXCPrr1tGFEg25xfh2Q/24UJFDQAgVClYIIgIDUG12XJ1uxbhoZh/9wC9ygx67F9EjXt162G89MkhPDC8G16eMBxhDg4eqWH8v0bkZpvzizB/066rYQsAzCIIATBhVHdEG1pAAYg2tMAL44Zi7Mho3WolInJERPCXfx/ES58cwrjYaPx14giGLRdwthuRm/3m3T2oMct1y80CfHagGF89cacOVREROU9E8OK/DmDJF4WYNKoH/vTjoQgJ4UWZXcHAReRGT2/eg/Jqs8P1npogb72+12lTJboZWmD+3QM4ckZEN0RE8IcPv8aKr45hakJP/OFHQxi23ICBi8iN1mWfbHC9JybI17++V5GpEk++swcAGLqIqEksFsHv3t+LNVknMPvW3vjt/YN4uzE34clYIjcyy/WnEq3CQ5RHJsjbu75XZY2Z1/cioiYxWwRPvrMHa7JO4Cff68Ow5WYc4SJykxMlFQ2uXzx+uEdGnBydpuT1vYjIWbVmCxZs2o138ovw6F398MvEfgxbbsYRLiI3KCy+jAlLtiEizP6f1NSEnh47vefoNCWv70VEzqgxW/CLDTvxTn4RfjWmPx4b059hywMYuIhcdOTcJUxMy0KN2YL3Hr4VUxN6IlRrVqFKYWpCT/xx7FCPvf78uweghZ0rPpdfqcXm/CKPvS4R+b/qWgseycjHh7vP4Ml7B+KRu/rpXVLA4ilFIhccOHsRU9KzERKisD41Af06t8Efxw71aMCqzzpyZnuhVQAwVdZw8jwROXSl1oyH1+Yhc/85/O7+wZj93d56lxTQOMJFdIP2FpVhcloWwkNDsEELW3oZOzLa7k1kOXmeiOypqjEjZVUuMvefwx/HDmHY8gKOcBHdgJ0nTZi+LBttmocjIyUeN3VopXdJnDxPRE6pqK7F3JU52FZYgkUPDcOEUT30LikocISLqIlyj5di6tJstGsZjg3zEnwibAGcPE9Ejbt8pRYzl+9AVmEJ/jJ+OMOWFzFwETVBdmEJpi3bjqg2zbBx3i3o3r6l3iVdZW/yPG+OTURWF6tqMH1ZNnJPXMArk0ZiXGx3vUsKKjylSOSkr46cx5yVO9C9fUtkzI1Hp7bN9S7pGtaJ8bzFDxHVV1ZRg+nLs/H1mYv4e/JI3DOkq94lBR0GLiIn/OfgOcxbnYveHVthzdx4dGzdTO+S7Bo7MpoBi4iuUVpejalLs3Hk3GW8MTUOdw3qrHdJQYmBi6gRmV9/g5+tzUO/zq2xZk482reK0LskIiKnFF+6gqlLs3GspBzpM4z4Xv8ovUsKWgxcRA34154zeGRdPm7u1harZsejXctwvUsiInLKuYtVmJyehSJTJZbPHIVb+3bUu6SgxsBF5MD7u07jlxt2YkQPA1bMGoW2zRm2iMg/nCmrRHJ6Ns5drMLKWaMRH9NB75KCHgMXkR1v557C/E27YOwVieUzR6F1M/6pEJF/OFlageSlWTCV12DVnHjE3dRe75IIbrgshFIqSSmVqJRa4GB9qvbfQptlC63rXH19InfbsOMEfr1pF27p0wFvzmLYCmTsXxRojpeUY1JaFsoqarBmLsOWL3EpcCmlYgFARDIBmKzf26xPBJApImkAYrTvASBVKVUAoNCV1ydyt9VZx/H423twe78oLJsxyu7tcigwsH9RoCkovowJS7ahoroWGSkJGN7DoHdJZMPVEa6JAEza40IAifXWx9gsK9S+B4DxItJHa3REPmH5l0fx2817kTioE9Kmx6F5vYuIUsBh/6KAcfibS5i4JAtmi2BdagKGRLfTuySqx9XDdwOAUpvvr5mVpx0ZWsUC2GB9rJQCgFgRWeRiDUQue+PzArz4rwO4d0gXvDJpJCLCeBOGIMD+RQFh/5mLmLo0G6EhChkpCejbqY3eJZEdXvlXRRuq/0RE8gBARBZpR4cdbIbpbbdPVUrlKKVyiouLvVEiBbFXtx7Gi/86gAeGd8PfJjNs0bXYv8iX7S0qw+T0LESEhWDDvFsYtnyYq/+ymABEao8NAEocbJdoPRLUJqkmactL8O0w/VUikiYiRhExRkXxIm3kGSKCv/z7IF765BDGjYzGXyeOQFgow1YQYf8iv5Z/4gImp2ehVUQYNs67Bb07ttK7JGqAq/+6bMC3DScGQCYAKKWuztRTSqXaNKtE1M2FsM596AMgx8UaiJpMRPDixwfwt0+PYKKxBxaPH47QEKV3WeRd7F/kt3KOlWLasu1o3zICG+YloEdkS71Loka4FLisQ+xaIzJZvwew1Wb5QqVUgVLqgs0+E7SjxAKbfYi8QkTwhw+/xpLPCzE1oSdeGDeUYSsIsX+Rv9pWUILpy7ejU5tm2DjvFnRvz7DlD1z+zHu9iaXWZXHa10wA110ExN4+RN5gsQh+9/5erMk6gdm39sZv7x8EbQI0BSH2L/I3Xx4+j7mrdqBH+5ZYmxKPTm2a610SOYkXGaKgYbYInnpnDzbknMS878XgiXsGMmwRkd/47MA5zFuTi5iOrbB2bjw6tG6md0nUBAxcFBRqzRYs2LQb7+QX4dE7++KXY/ozbBGR3/j3vrN4OCMPA7q0werZ8WjfKkLvkqiJGLgo4NWYLXhs4y58sOs0fjWmPx65q5/eJREROe2fe87g0XX5uDm6HVbNHo12LcL1LoluAAMXBbTqWgseXZePj/edxZP3DsS87/XRuyQiIqe9t7MIj23chZE9DFgxaxTaNGfY8lcMXBSwrtSa8fDaPGTuP4ff3T8Ys7/bW++SiIictin3FOZv2oX43pFYNmMUWjXjP9n+jD89CkhVNWakrs7FF4eK8dzYIZiWcJPeJREROW3d9hN46t09uLVPR6RPN6JFBO/t6u8YuCjgVFTXYu7KHGwrLMHCh4Zi4qieepdEROS0VduO4Xfv7cP3B0ThjalxaB7OsBUIGLgooFy+UovZb+5AzrFS/GX8cIyL7a53SURETlv630L88aP9GDO4M15LHolmYQxbgYKBiwLGxaoazFy+HbtOleGVSSPxwPBuepdEROS01/9zBIs+PogfDu2CVyaNRDjv7RpQGLgoIJRV1GD68mzsO30Rf08eiXuGdNW7JCIip4gIXt16BC9nHsKDI7rhL+OHI4xhK+AwcJHfKy2vxtSl2Thy7jLemBqHxMGd9S6JiMgpIoI///sg/v5ZAR6K7Y5FScN4b9cAxcBFfu385SuYkp6NYyXlSJseh+8P6KR3SUREThERvPCvA0j7ohCTR/fA82OHIoRhK2AxcJHfOnexCslLs3HqQgWWzxyFW/t21LskIiKniAie/eBrvPm/Y5h+y034/QM3M2wFOAYu8ktnyiqRnJ6NcxersHLWaMTHdNC7JCIip1gsgqff24uM7BOY+93e+M19g3hv1yDAwEV+52RpBZKXZsFUXoNVc0Yj7qZIvUsiInKK2SJ44u3deCv3FH76/T5YcPcAhq0gwcBFfuV4STmS07NxqaoGa+bGY3gPg94lERE5pdZswa/f2oXNO0/j53f1wy8S+zFsBREGLvIbBcWXMSU9G1dqzchIScCQ6HZ6l0RE5JQaswW/2LATH+0+g/l3D8DDd/TVuyTyMgYu8guHv7mEyenZAATrUhMwsEtbvUsiInJKda0Fj6zLw5Z93+A3PxyElNtj9C6JdMDART5v/5mLmLo0GyEhCutSEtC3Uxu9SyIickpVjRk/W5uHTw+cw+8fGIyZt/bWuyTSicuBSymVBMAEIFZEFjmzvrF9iKz2FpVh6rJsNA8LRUZKPGKiWutdEgUQ9i/ypMpqM1JX5+C/h8/j+R8PwZT4m/QuiXTk0r0DlFKxACAimQBM1u8bWt/YPkRW+ScuYHJ6FlpFhGHjvFsYtsit2L/IkyqqazH7zR348sh5LEoaxrBFrgUuABNRd6QHAIUAEp1Y39g+RMg5Voppy7ajfcsIbJiXgJ4dWupdEgUe9i/yiMtXajFz+Q5kHy3BSxOGY4Kxh94lkQ9w9ZSiAUCpzff1rz5pb31j+1CQ21ZQgjkrd6BL2+bISElAl3bN9S6JAhP7F7ldWWUNZq7Yjt2nyvDq5JG4f1g3vUsiH+GTtyNXSqUqpXKUUjnFxcV6l0Ne9OXh85j15nZEG1pg/TyGLfI/7F/By1RRjalLs7G3qAx/T45l2KJruBq4TACsl/k2AChxYn1j+0BE0kTEKCLGqKgoF0skf/HZwXOYvXIHenVohXWpCejUhmGLPIr9i9ymtLwak9OzcfDsJbwxNQ73DOmid0nkY1w9pbgBgFF7HAMgEwCUUgYRMTla72AZBbFPvv4GD6/NQ/8urbF6djzat4rQuyQKfOxf5BbFl65gytIsHC+pwNIZRtzen0GbrufSCJeI5AGAUioRgMn6PYCtjtY3sA8FqX/uOYOfrsnFoG5tsXZuAsMWeQX7F7nDNxerMCltG06WVmLFzFEMW+SQy9fhEpE0O8viGll/3bwCo2YAACAASURBVDIKTu/tLMJjG3dhRA8D3pw1Cm2ah+tdEgUR9i9yxWlTJZLTs1B86QpWzh6N0b0jG9+JghavNE+62ZR7CvM37cLoXpFYPnMUWjXjryMR+YeTpRWYnJ6FsooarJoTj7ib2utdEvk4/gtHuli3/QSeencPbu3TEenTjWgREap3SURETjl2vhzJ6VkorzZjbUo8hnU36F0S+QEGLvK6VduO4Xfv7cP3B0ThjalxaB7OsEVE/uHIucuYsjQLNWZBRko8bu7WTu+SyE8wcJFXLf1vIf740X6MGdwZryWPRLMwhi0i8g8Hz17ClKXZAIB1KQkY0KWNzhWRP2HgIq95/T9HsOjjg/jh0C54ZdJIhIf65HV3iYiu8/Xpi5i6LBthIQoZKQno24n3dqWmYeAir3gl8zBezjyEHw3vhpcmDEcYwxYR+Yk9p8owdVk2WkaEIiMlAb07ttK7JPJDDFzkUSKCv/z7EF777Ageiu2ORUnDEBqi9C6LiMgpeScuYMby7WjXIhzrUhLQI7Kl3iWRn2LgIo8REbzwrwNI+6IQk0f3wPNjhyKEYYuI/MSOY6WYuXw7OrZphoyUBEQbWuhdEvkxBi7yCBHBsx98jTf/dwzTb7kJv3/gZoYtIvIb/ys4jzlv5qCroTnWpSSgc1ve25Vcw8BFbmexCJ5+by8ysk9gznd74+n7BkEphi0i8g9fHCpGyqoc3NShJdbOTUBUm2Z6l0QBgIGL3MpsETzx9m68lXsKP/1+Hyy4ewDDFhH5jU8PfIOfrM5Dn06tsWbOaHRozbBF7sHARW5Ta7Zg/qbdeDe/CD+/qx9+kdiPYYuI/MaWfWfxfxl5GNilLVbPGQ1Dywi9S6IAwsBFblFjtuAXG3bio91nMP/uAXj4jr56l0RE5LSPdp/Bz9fnY2j3dnhz1mi0axGud0kUYBi4yGXVtRY8si4PW/Z9g6d+OBCpt/fRuyQiIqdtzi/CYxt3Iu6m9lg+cxTaNGfYIvdj4CKXVNWY8bO1efj0wDk888BgzLq1t94lERE57a2ck1jw9m4k9O6ApTOMaNWM/yySZ/A3i25YVY0ZKaty8N/D5/H8j4dgSvxNepdEROS0jOwTeOrdPbitX0ekTTOiRQTv7Uqew8BFN6SiuhZz3sxB1tESLEoahgnGHnqXRETktJX/O4Zn3t+HOwd2wutTYtE8nGGLPIuBi5rs8pVazF6xAznHS/HShOH48cjuepdEROS09C8K8fw/9+MHgzvjteRYRITx3q7keQxc1CRllTWYuWI7dp8qw6uTR+L+Yd30LomIyGl//+wIFm85iPuGdsVfJ41AeCjDFnkHAxc5zVRRjenLt2P/mYv4e3Is7hnSRe+SiIicIiL4a+ZhvLL1MMaO6IY/jx+OMIYt8iKXf9uUUklKqUSl1AIH61O1/xbaLFtoXefq65N3lJZXIzk9GwfOXMIbU+MYtihgsIcFPhHB4i0H8crWw0iK646/TBjBsEVe59JvnFIqFgBEJBOAyfq9zfpEAJkikgYgRvseAFKVUgUACl15ffKO4ktXMCltGwqKL2PpDCPuGtRZ75KI3II9LPCJCJ7/aD9e/08BkuN7YtFDwxAawjtgkPe5GvEnAjBpjwsBJNZbH2OzrFD7HgDGi0gfrcmRD/vmYhUmpW3DydJKrJg5Crf3j9K7JCJ3Yg8LYBaL4Pfv78PSL49i5nd64fmxQxDCsEU6cXUOlwFAqc33HWxXakeFVrEANlgfa/fYixWRRfWfVBumTwWAnj17ulgi3ajTpkokp2eh+NIVrJw9GqN7R+pdEpG7ub2HsX/5BotF8JvNe7Fu+wmk3NYbT/1wEO/tSrryyklsbZj+ExHJAwARWaQdGXawGaK/SkTSRMQoIsaoKI6o6OFkaQUmpm1DyeVqrJoTz7BFQa0pPYz9S39mi2DB27uxbvsJPHxHH4Yt8gmNjnA5mBRaaJ3zAMD6L7EBQImDp0m0HgUqpZIAQEQ2advHONiHdHLsfDmS07NQXm3G2pR4DOtu0LskohvGHhZcas0W/OqtXXhv52n8MrE/Hr2rL8MW+YRGA1e9IfX6NgAwao9jAGQCgFLKICIm7XGqTaNKRN08COtE0z4AltxY6eQJR85dxpSlWagxCzJS4nFzt3Z6l0TkEvaw4FFjtuAX63fioz1nsOCeAfjZ9/vqXRLRVS6dUrQOr2tNyGT9HsBWm+ULlVIFSqkLNvtM0I4SC2z2IZ0dPHsJk9KyYLYI1qUkMGxRwGMPCxxXas342do8fLTnDJ6+bxDDFvkcly98au/oUUTitK+ZANo7sw/p6+vTFzF1WTbCQhQyUm5B306t9S6JyCvYw/xfVY0ZP12Ti88OFuPZH92MGd/ppXdJRNfhleYJe06VYeqybLSMCEVGSgJ6d2yld0lERE6prDYjdXUOvjxyHn/68VAkx/OToeSbGLiCXN6JC5ixfDvatQjHupQE9IhsqXdJREROKb9SizkrdyD7aCkWPTQM44099C6JyCEGriC241gpZi7fjo5tmiEjJQHRhhZ6l0RE5JRLVTWYtWIH8k5cwF8njsCDI6L1LomoQQxcQep/Becx580cdDU0R8bcBHRp11zvkoiInFJWWYMZy7djb1EZ/jY5FvcN66p3SUSNYuAKQl8cKkbKqhz0jGyJtSnx6NSGYYuI/IOpohpTl2Xj4NlLeH1KLH5wcxe9SyJyCgNXkPnswDnMW5OLPlGtsWbOaHRo3UzvkoiInFJy+QqmLM1G4flypE0z4o6BnfQuichpDFxBZMu+s/i/jDwM7NIWq+eMhqFlhN4lERE55dylKkxJz8bJCxVYNsOI2/rxtknkXxi4gsRHu8/g5+vzMSS6HVbOHo12LcL1LomIyClny6qQnJ6FsxersGLmaNzSp0PjOxH5GAauILA5vwiPbdyJuJvaY/nMUWjTnGGLiPxDkakSyelZKLlcjZWzR2NUr8jGdyLyQQxcAe6tnJNY8PZuJPTugKUzjGjVjD9yIvIPJ0srMDk9C2WVNVg9ZzRG9rzuov9EfoP/+gawjOwTeOrdPbitX0ekTTOiRUSo3iURETXo6c17sC77JMwiAICIsBC8/ZPvYGh33tuV/BsDV4Ba+b9jeOb9fbhjQBT+MTUOzcMZtojId23OL8Jv3t2D8mrzNcuray3YkHMCQ7sP1akyIvcI0bsAcr/0LwrxzPv7MGZwZ7wxjWGLiHzb5vwizN+067qwZbUu+6SXKyJyP45wBZi/f3YEi7ccxH1Du+Kvk0YgPJSZmoh827Mf7EONWRyut55eJPJnDFwBQkTwytbD+GvmYYwd0Q1/Hj8cYQxbROQHLlTUNLg+VCkvVULkOQxcAUBEsHjLQbz+nwIkxXXHwoeGITSEDYqIAsPk+B56l0DkMgYuPycieP6j/Vj65VFMHt0Tz48dghCGLSLyE9mFJQ2un5rQE38cywnz5P8YuPyYiOD37+/Dym3HMeOWm/D7H90MxaF3IvJxm/OLsHjLQRSZKqEAtG0ehoortai1maoVHqKwePxwjB0ZrVudRO7EST5+ymIRPPXuXqzcdhwpt/Vm2CIiv7A5vwhPvrMHRaZKAICg7tIPk+J7ItrQAgpAtKEFwxYFHJdHuJRSSQBMAGJFZJGd9QtF5HGlVKqIpDmzDzXMbBE8/vZubMo9hYfv6INf/2AAwxbRDWIP867FWw6isubayz9U1Vrw2YFifPXEnTpVReR5Lo1wKaViAUBEMgGYrN/Xk6qUKgBQ2IR9yIFaswWPbdyJTbmn8IvEfgxbRC5gD/M+68hWfacdLCcKFK6eUpyIuqM8oK4ZJdrZZryI9NGak7P7kB01Zgt+vn4n3tt5GvPvHoBfJPZn2CJyDXuYF32w67TDdd0MLbxYCZH3uRq4DABKbb7vYGebWKVUolJqgbP7KKVSlVI5Sqmc4uJiF0sMDFdqzfjZ2jx8tOcMnr5vEB6+o6/eJREFArf3MPYv+97NP4Wfr89HTFQrNA+79p+eFuGhmH/3AJ0qI/IOj0+aF5FF2pFhB6WUU0eCIpImIkYRMUZFRXm4Qt9XVWPGT1bn4pOvv8GzP7oZc2+L0bskoqDR1B7G/nW9jTtO4rGNu5AQ0wEfPvJdvPjQsGsmyL8wbignyFPAa3TSvFIq1c7iQuv8BQCR2jIDgGsuqKJNLIWIbNLWxTS2D12rstqM1NU5+PLIefzpx0ORHN9T75KI/Ap7mL7WZB3H05v34vb+UUjT7u06dmQ0AxYFnUYDl/VTOQ5sAGDUHscAyAQApZRBREyom99QqK3vA2AJgBx7+9D1yq/UYs7KHcg+WopFDw3DeCOvtkzUVOxh+lnx1VE8+8HXuGtgJ/x9Siyah4fqXRKRblw6pSgieQCgDbObrN8D2GqzfoJ2lFggInkN7EM2LlXVYMby7dh+tBQvTxjBsEXkAexhnpP2RQGe/eBr3H1zZ/xjahzDFgU9l6/DZe/oUUTiGlnf0BFn0CurrAtbe4vK8LfJsbhvWFe9SyIKWOxh7vfap4fx538fwv3DuuLliSMQHsprbBPx1j4+xlRRjWnLtuPA2Yt4fUosfnBzF71LIiJyiojg5czDeHXrYYwbGY1FScMQxrBFBICBy6eUXL6CKUuzUXi+HGnTjLhjYCe9SyIicoqIYOHHB/HG5wWYYOyOF8YNQ2gIrxNIZMXA5SPOXarClPRsnCitwNLpRtzenx8nJyL/ICJ47sP9WP7VUUyJ74nnHhyCEIYtomswcPmAs2VVSE7PwpmyKqyYNQrf6dNR75KIiJxisQieeX8fVmcdx8zv9MIzDwzmHTCI7GDg0lmRqRLJ6VkouVyNVXNGY1SvyMZ3IiLyARaL4Kl392D9jpOYd3sMnrh3IMMWkQMMXDo6WVqByelZKKusweo5ozGyZ3u9SyIicorZIliwaTfezjuFR+7si8fG8N6uRA1h4NLJ0fPlSE7PQkW1GRlzEzC0ezu9SyIiatDTm/dgXfZJmEWgAAiAx8b0x6N39dO7NCKfx8ClgyPnLiM5PQu1FsG6lAQM7tZW75KIiBo0JX0bvir49p7don09d6lKn4KI/AwvkOJlB89ewqS0bbAIsD6VYYuIfN/m/KJrwpatddknvVwNkX9i4PKifafLMCltG0JDFDbMS0D/zm30LomIqFGLtxx0uM4s4nAdEX2LpxS9ZPcpE6Yt245WEaHISElAr46t9C6JiMgpRaZKh+tCOVGeyCkMXF6Qe/wCZi7fjnYtw7EuJQE9IlvqXRIRUYNsJ8g3ZHJ8D7e/9ub8IizechCnTZXoZmiB+XcPwNiR0W5/HSJvYuDysO1HSzFrxXZEtWmGjJQEdDO00LskIqIG1Z8g78itfSLxx7FD3fram/OL8OQ7e1BZYwZQN7r25Dt7AIChi/waA5cH/e/IecxZmYNuhubISElA57bN9S6JiKhBDU2QBwAFeHTUafGWg1fDllVljRnPfrCPo17k1xi4POTzQ8VIXZWDXh1aYc3ceES1aaZ3SUREjWpogjwAHH3xPo++/mkH88UuVNTgQkUNAI56kX/ipxQ9YOv+b5CyMgd9olpjXWoCwxYR+Q29J8g7O+2issbcaDgk8iUMXG728d6z+MmaXAzs2gYZKfGIbBWhd0lERE45d7Hhi5h6YoJ8ffPvHoAW4aFObetoNIzIF/GUoht9uPs0fr5+J4Z1b4eVs0ejbfNwvUsiInLK2bIqJKdnNbiNuyfI22M9RWg7X6v8Si1MlTXXbcsPIZE/YeByk3fzT+FXG3fBeFMkls8ahdbN+L+WiPzDqQsVSE7PRml5NTq2jsD5y9XXbRPtxXAzdmT0NXOz6n9yEQBahIdi/t0DvFYTkatcPqWolEpSSiUqpRbYWRerlBKlVIH23xJt+ULta6qrr+8LNu44icc27kJCTAe8OZthi8ifBHsPO1FSgYlLsmCqqMaaufF4+r7B153S0zvcjB0ZjRfGDUW0oQUU6sLfC+OGcsI8+RWXkoFSKhYARCRTKRWjlIoVkTybTSJFRNlsa9KWpyqlkgDMc+X1fcGarON4evNe3NavI9KnG9HcybkHRKS/YO9hhcWXkZyejapaMzJSEjAkuh1G9DAAgM9dgqH+qBeRv3F1KGYigE+0x4UAEgFcbVYikmmzbYyIbNIej6+3zi+t+Ooonv3ga9w5sBNenxLLsEXkf4Kuh1mv4l5kqkSIAlpGhOGtn9yCQV3bXt2G4YbI/Vw9pWgAYHuFvA72NlJKJQKwbU6xjobwte1TlVI5Sqmc4uJiF0v0jLQvCvDsB1/j7ps7442pcQxbRP7J7T3Ml/uXdS6U9dIPFgEuX6nF5LQsbM4v0rk6osDmrctCjBER61A8RGSRdnTYQWtk1xCRNBExiogxKirKSyU677VPD+NP/zyA+4d1xWvJsYgI49U1iAKc0z3Ml/uXvau4A4CpsgZPvrOHoYvIgxo9pehgUmih1mxMACK1ZQYAJQ6eJtbm+ZIAQBuaLwEQ05SC9SQieDnzMF7dehg/HhmNxUnDEBbKsEXky9jDvtXQRU2tFxLlqUQiz2g0cIlIWgOrNwAwao9joA25K6UM1qNBpVQMvp1oCtTNkyjUHvcBsKSJNetCRLBoy0H84z8FGB/XHS8+NAyhIZ6/6jIRuYY9rE7u8cZvRs0LiRJ5jkuT5kUkTyll1IbUTTaf7tkKIM5m09J6+6QqpUoBFNT7RJBPEhH88aP9WPblUUyJ74nnHhyCEIYtIr8XyD3MOjn+tKkSHVpHwFRx/YVD6+OFRIk8x+ULRtk7ehSROJvHhaj30elGjjh9isUi+P0H+7Bq23HM/E4vPPPAYCgv3E+MiLwjEHtY/QuF2ruQaX16X2uLKNDxCp0NsFgET727B+t3nMS822PwxL0DGbaIyOc5mhzvSLSPXGuLKJAxcDlgtggWbNqNt/NO4f/u6Itf/aA/wxYR+YWmzMWKNrTAV0/c6cFqiAjw3mUh/Eqt2YJfbtiJt/NO4bEx/fHruwcwbBGR32jfMsLu8vpdjKcRibyHgaueGrMFj67Px/u7TuPxewbi0bv66V0SEZHT3t91GqbKatT/XE+L8FBMSejJ+xES6YSnFG1cqTXj4bX5yNz/DZ6+bxDm3uY3l9chIsLbuacwf9MuGHtFYtzIaPzt0yM+dT9EomDGwKWpqjHjJ2ty8Z+DxfjDgzdj+i299C6JiMhpG3acwBPv7MF3+nRA+nQjWkaEYdLonnqXRUQaBi4AldVmpKzKwVcF5/HCuKGYzCZFRH5k9bZj+O17+/C9/lFYMo33diXyRUEfuMqv1GL2mzuw41gpFicNR1Jcd71LIiJy2rIvj+K5D79G4qBO+PuUWDQLY9gi8kVBHbguVdVg1oodyD9pwssTR+DBEZzfQET+443PC/Divw7g3iFd8MqkkYgI4+egiHxV0AausooaTF+xHfuKyvDa5JG4d2hXvUsiInLaq1sP46VPDuGB4d3w8oThCAtl2CLyZUEZuC6UV2Pqsmwc+uYS/jE1DmMGd9a7JCIip4gIXvrkEP726RGMGxmNxeOHI5T3diXyeUEXuM5fvoKpS7NReL4cadONuGNAJ71LIiJyiojgxY8PYMnnhZho7IE/jRvKsEXkJ4IqcJ27WIUpS7Nx8kIFls8Yhe/266h3SUREThER/OHDr7Hiq2OYmtATf/jREIQwbBH5jaAJXGfLqpCcnoWzF6vw5qzRSIjpoHdJREROsVgEv3t/L9ZkncDsW3vjt/cP4u3GiPxMUASuUxcqkJyejdLyaqyaPRrGXpF6l0RE5BSzRfDUO3uwIeck5n0vBk/cM5Bhi8gPBXzgOlFSgcnpWbhYVYPVc0ZjZM/2epdEROSUWrMFCzbtxjv5RXj0zr745Zj+DFtEfiqgA9fR8+WYnJaFqloz1qUkYEh0O71LIiJySo3Zgsc27sIHu07jV2P645G7+uldEhG5IGAD15FzlzA5PRsWi2BdSgIGdW2rd0lERE6prrXg0XX5+HjfWTx570DM+14fvUsiIhe55Up5SqnYBtYlKaUSlVILGlrmTgfOXsTEJVkAgPWpDFtE1DBf6mFXas342dpcfLzvLH53/2CGLaIA4XLgUkolAkh3sC4WAEQkE4BJKRVrb5mrNdjaW1SGyWlZCA8NwYbUBPTr3MadT09EAcaXelhVjRkpq3KRuf8cnhs7BLO/29tdT01EOnM5cGlNp9TB6okATNrjQgCJDpa5xa6TJiSnZ6FlRBg2zEtATFRrdz01EQUoX+lhFdW1mP3mDvz3cDEWPjQU0xJucsfTEpGP8PQcLgOubWQdHCxzWe7xUsxcvgOGVuFYl5KA7u1buuNpiSi4eaWHXb5SF7ZyjpXiL+OHY1xsd1efkoh8jE/e7VQplaqUylFK5RQXFzu1z7+//gYd2zTDxnm3MGwRkW5upH8dOXcZX5++iFcmjWTYIgpQjY5wKaVS7Swu1IbhG2MCYL3KqAFAifbY3rKrRCQNQBoAGI1GceJ18MQ9A/HT7/WBoWWEM5sTUZDwdg+7kf41oocB/11wB9q3Yv8iClSNBi6teTSJUsogIiYAGwAYtcUxAKwNzt4ylyilGLaI6Dr+0sMYtogCmzs+pZgEwKh9tdoKACKSp22TCMAkInn2lrlaAxHRjWIPIyJvUCJOjXjrxmg0Sk5Ojt5lEJGXKKVyRcTY+Ja+j/2LKPg46mE+OWmeiIiIKJAwcBERERF5GAMXERERkYcxcBERERF5GAMXERERkYcxcBERERF5mM9fFkIpVQzguJObdwRw3oPl+IpgeJ/B8B4Bvk97bhKRKE8W4y1N7F9AcPw+BMN7BILjfQbDewSa/j7t9jCfD1xNoZTKCZTr9zQkGN5nMLxHgO+TrhUM/5+C4T0CwfE+g+E9Au57nzylSERERORhDFxEREREHhZogavJN6n1U8HwPoPhPQJ8n3StYPj/FAzvEQiO9xkM7xFw0/sMqDlcRERERL4o0Ea4iEhnSqnYBtYlKaUSlVILvFkTEZGzPNXDAipwsdH7p8Z+NoHys3PifS7UvqZ6tzL3UUolAkh3sC4WAEQkE4Cpob/XYMT+5Z/Yv66u9/v+BXi2hwVM4AqWRh9ov/SN/WwC5Wfn5PtIVUoVACj0anFupL2/UgerJwIwaY8LASR6pSg/wP51dT37lw8Klv4FeLaHBUzgCoZGH6C/9I39bALiZwfn3sd4Eemj/XwDkQHX/o120KsQX8P+dRX7l29i/6rjUg8LmMDViEBp9IH4S9/YzyZQfnbOvI/YQDj1QG4XKH8D7F/++7Nj/3KDYAlcgYK/9AFMRBZp/9B00E4xBRoTgEjtsQFAiY61kPexfwWwIOhfgIs9LMzt5XiIg3P6hU4eCQVNoxeRRQCglBqjlEr0gyPFxn42gfKza/B9KKWSAEBENmnrYrxanQcppQwiYgKwAYD19hgxAHz9d9Nt2L+cw/7ls4K2fwHu62F+E7hEpMkXHvPHRt9IYw7EX3q7Pxt//Nk1orH3WYhv5630AbDE6xW6gfY7aFRKJWm/hwCwFUCciOQppYza0a9JRPL0q9S72L/Yv+DjP7tGBEX/Ajzbw/wmcDUmUBp9I4054H7pG/jZ+N3PriFOvs9UpVQpgAI/fp+bAGyqtyzO5nGwXJm6Sdi/2L98WbD0L8CzPYxXmvcz2hFkIYAY6w9eKZVr/YXQ1pdq6xfpVykR0bXYvyiYMXAREREReRg/pUhERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB7GwEVERETkYQxcRERERB4WpncB5F1KqRgACwEYACzRFscAyBSRvAb2iwXwloj0uYHXLLiR/ew8T5L2cBSAHSKyqd5663uLAfCCzbafiEimg/UxAArrP5f2fIkikqk9jgVgBDAGQAoAo3UdEXmWP/ctmzqMIpJmZ53H+pajOsA+pgslInrXQF6mBZcxIjJP+94A4KiItG9kv09EZEwj26Taayqu0hpFpE0AugCgt4iY6m13zXurv62D9QsAmGzrVkotEJFFNt+/hboGBe15YrXHDps9EbmPP/Yt7bkTAYwHkOvoNTzVt+y8DvuYjnhKkQAgEnVHji7RGuC8estibEamXBGDuqMyq1JtmTMa3FZrUAut32tHlIX1NjOIiMka8LQGNdHJ1yci9/OHvgXtIPGTG9jVHX2rPvYxHTFwBa9IpVSsUioVdX+0cbYrlVILlFKJSqlU7Q8Z9dYnavsvtFkfA8CglEqyHjmhrmkstNnngnWdUmqJdpTW6OuJyCYReVzb1qAta/SozPpcTmxbavO682yH6q2ja9r7sq2txFoLEXmFX/WtG+WOvmXnOdnHdMY5XMGrVPtjzlNKAcDVU3NaM7MemVmHocfX23+eiIzX9p0H4HERyVNKmWz/6LVh60Lr8yml0lB3ZArUza3IdPL1bC3EtaNd9cVow/gG1J2GdHYehqHeV+t7yFNKldppZoWomw/BORBE3uHPfasxbu1b9bGP6Y+Bi6wex7fD6nEAcm2OguwNhz+uNYcYNG1Y/wUAbymlclB3FOns6wG4OtdhoYg0NHReeAMTQSNtjiYjG9zyWya44ZQGEd0wv+hbTnJr31JKWT9kADTcM9nHvISnFAmwmSugDS1/AgAiUqj9kW603VhrWI9rzcF6dBdj81zWba6jzR0wAUi1aRQNvl69180TkUKllMFdQ/ja6YEXbBaVOtq2HgNsjrCJyKv8om95SmN9S0QeF5F52n8NHaCyj3kJA1eQ0RrTGABGm3kCmwCYrEd+1iFn7Vx/IuqGumO1r6n4tjnFQhv+xreTO9+yDrXbRIUCvgAAIABJREFUbBNjuwx1TeLqH7i917NTdyzqPg7+llIqF3WfTiqst00M6iaAGm3mYjhan6T9Z/2kj+0ne+p/8tH6HhbUe8oYADn1X4eI3Mtf+5a2PhF1fWe8vUDnqb5l53nYx3TGy0IQ1WNtTA1NQNW2W2idyE9EpCdn+5ad/djHvIQjXET1aKcMGpzHpTW3Dd6piIioYc70rfrYx7yLgYvIDhFJczSfQzu9YTtZlYhIdw31rfrYx7yPpxSJiIiIPIwjXEREREQe5vPX4erYsaP06tVL7zKIyEtyc3PPi0iU3nW4A/sXUfBx1MN8PnD16tULOTn8xCpRsFBKHde7Bndh/yIKPo56GE8pEhEREXkYAxcRERGRhzFwEREREXkYAxcRERGRh7klcNm7/5PNuiSlVKLt/ZvsLSMi0gP7FxF5g8uBS7uqbbqDdbEAoN2d3aSUirW3zNUaiIhuBPsXEXmLy4FLazylDlZPxLd3MC8EkOhgGRGR17F/EZG3eHoOlwHXNrMODpYREfka9i8ichtOmicij7lSa8b/ZeTh80PFepdCRNRk7+SdwlPv7oHF4vp9pz0duEwAIrXHBgAlDpZdQymVqpTKUUrlFBezURP5o6oaM36yOhcf7j6DE6UVepdzI9i/iILYxh0n8au3duHY+XJUmy0uP59HApdSyqA93AAgRnscAyDTwbJriEiaiBhFxBgVFRC3VCMKKpXVZsxdmYP/HCrGC+OGYlrCTXqX5DT2LyJanXUcC97ejdv6RWH5zFFoHh7q8nO641OKSQCM2lerrQAgInnaNokATCKSZ2+ZqzUQke8ov1KLWW9ux1cF57HooWGYPLqn3iU5xP5FRPUt//Iofrt5L+4a2Alp0+LcErYAQIm4fl7Sk4xGo/Dmr0T+4VJVDWat2IH8kya8NGE4HhwR3eTnUErliojRA+V5HfsXkX9Z8nkBXvjXAdxzcxe8OnkkIsKaPi7lqIeFuaVCIgp6ZZU1mLF8O/YWleFvk0fih0O76l0SEZHT/rb1MP7yySE8MLwbXpowHOGh7p11xcBFRC67UF6NacuzcfDsJbw+JRY/uLmL3iURETlFRPDyJ4fw6qdHMG5kNBaPH47QEOX212HgIiKXnL98BVOXZqPwfDnSphlxx8BOepdEROQUEcGLHx/Aks8LMdHYA38aN9QjYQtg4CIiF5y7VIUp6dk4eaECy2YYcVs/fiqPiPyDiOC5D/dj+VdHMTWhJ/7woyEI8VDYAhi4iOgGnS2rQnJ6Fs5erMKKmaNxSx9edJ2I/IPFInjm/X1YnXUcs27thd/dPxhKeS5sAQxcRHQDikyVSE7PQsnlaqyaPRrGXpGN70RE5AMsFsFT7+7B+h0nMe97MXjinoEeD1sAAxcRNdGJkgpMTs/CxaoarJ4zGiN7tte7JCIip5gtgvmbduGdvCI8cmdfPDamv1fCFsDARURNcPR8OZLTs1BZY0bG3AQM7d5O75KIiJxSa7bglxt34YNdp/HYmP549K5+Xn19Bi4icsqRc5eQnJ6NWosgY24CBndrq3dJREROqa614Ofr8/GvvWfxxL0D8ZPv9fF6DQxcRNSog2cvYcrSLAAK61MT0L9zG71LIiJyypVaMx5em4fM/efw2/sHY853e+tSBwMXETVob1EZpi3LRkRYCDJSEtAnqvX/t3fn4VGW59vHv3cWIKyRsElkC6uyh0Di0toq1tpqtYosAZQt0br1tS1WW+1mWwVabe3PthAQFAigiLhVqdBqqzWBkLBLwAQEwmJICGtCkpn7/YMJBkzI4CR5Zjk/x8GRmeeeJ7mGCRfns95OlyQi4pWyChf3LFzPBzsKefK2AUxM6uZYLQpcIlKrjXtLmDgvk1bNIklPSaRbTAunSxIRuaAbnnmfnZ+fPGfZjDsGMmZ4V4cqOqN+JwoSkaCx/rMjTJibSZvmkSxNTVLYEhG/V1PYApj733wHqjmX9nCJyJdk5hcxZcE6OrRuxuJpiXSOjnK6JBGROtUUti60vDEpcInIOT769DDTXsyic3QzlqQk0aF1M6dLEhEJeDqkKCJnfbCjkCkL1tG1bXOWpl6psCUiAaP4ZLnTJVyQ9nCJCABrPjnEDxZl06tDSxZNS6RtiyZOlyQi4pXDJ04zYW5mreP+sHfJH2oQEYe9u+Ug9y5aT79LW5GeorAlIoHj82NljJ2Twe6ik9z3jZpvaPrMmCGNXNWXaQ+XSIh7c+N+/t+yDQy+rA0LpoygdbNIp0sSEfHKgaOlJKdlcuhYGQsmjyApLoY+HVsxa1Uu+0tK6RwdxfQb+3Lb0FinS1XgEgllK7L38ZNXNpLQvS0vTBpOy6ZqCSISGPYdOUVyWiZHTpazcOoIhnVrC8BtQ2P9ImCdz+dDisaYUcaYkcaYR2oYizfGWGNMnufPbM/yGZ6vqb7+fBH5al5et5cfv7KRpLgYFkwOzbCl/iUSWFbmFHD10/+i+6Nvc+3M9yk8fpqF0xLPhi1/5lPgMsbEA1hrVwMlVc+raWutNdbansCdwAzP8lRjTB7g/J3IRELQoozPeOTVTXytd3temDSc5k1CMmypf4kEkJU5BTy2YjMFJaUAuKzFbS27Dzt/jy1v+NplxwDveR7nAyOB7KpBTyOrEmetXe55fOd5YyLSgFbmFJw9p6F1VCRHSyu4vl8Hnh8fT7PIcKfLc4r6l0gAmbUql9IK1znLTle6mbUq1y8PIZ7P18AVDRRXex5T04uMMSOB6g0q3hgDEG+tneljDSJyAVVbhVWN6mhpBWEGbhrQKZTDFqh/iQSUqj1b59tfy3J/01i3hbjBWltS9cRaO9OzhRjjaWbnMMakGmOyjDFZhYWFjVSiSHCqaavQbeHZ1TsdqijgqH+JOGxLwVHObOd8WaBMPeZr4CoBqs5UiwaKannd2XMjPCepjvI8LQLizn+xtXaOtTbBWpvQvn17H0sUCW2BvlXYgNS/RALAhr0lJKdlEB0VSdOIc2NLVGQ402/s61BlF8fXwLWMLxpOHJ7d7saY6KoXGGPiONPYquTzxe75nkCWjzWISC2stbVefRgoW4UNSP1LxM9l7S5mwtxMops34c0Hr2HGHYOIjY7CALHRUTx1+8CAOH8LfDyHy1qbbYxJ8OxWL7HWVp1wugYYVu2lxeetk2qMKQbyqq0jIvXIWsuTb33CidOVhIcZXG57diyQtgobivqXiH/LyC9iyoJ1dGrdjMUpiVzaJorLLmkeMAHrfD5fC26tnVPDsmHVHucD99S1jojUH7fb8ss3trIw4zMmX92dQbFt+MM/d/jdnZedpv4l4p8+3HmYaS+to8slzVk8LZEOrZs5XZLPQu/mOyJBzu22/Oy1zSxdt5d7vh7Hozf1wxjD9+Mvc7o0EZE6/Tv3c+5ZuJ64di1YNC2Rdi2bOl1SvVDgEgkiLrdl+vKNrMgu4MHrevGjG/pgaru0R0TEz7y37RD3L86md8eWLJqayCUtmjhdUr1R4BIJEpUuNz96eSNvbNzPj27ow0PX93a6JBERr72z+QAPLsmhf2wbXpo8gjbNI50uqV4pcIkEgfJKNz9cmsM7Ww7y6E39uPfank6XJCLitdc3FPCjlzcypEs0CyYPp1Wz4ApboMAlErCqpuspKCmlWUQYZZVunrj5CqZe08Pp0kREvLZ8/T4eWb6RhO5tmT9pOC1quZVNoAvOdyUS5M6frqes0k1kmCEmiM53EJHgt3TtHh57bTNX9Ywh7a4EmjcJ3ljSWFP7iEg9WZlTwI9f3vil6Xoq3JZZq3IdqkpE5OIs/Hg3j67YzNd7t2fe3cODOmyB9nCJBJSqPVsua2sc13Q9IhII5n24iyff2sbIyzvy/PihNI0Id7qkBqfAJRJAapqIujpN1yMi/u5v7+cx493t3DSgE38eO5QmEaFxsE2BSySA1DYRNWi6HhHxf8+t2ckz7+3ge4M788zowUSEh0bYAgUukYBx5GQ5keGGCteXDyeGGxNQk7iKSGix1vLMezv4y78+5fb4WGaNGkx4WGjdlDl0oqVIADt84jTj0jKwFpqct0UYFRnOH0cPVtgSEb9kreXpd7bzl399ytjhXfhDCIYt0B4uEb/3+bEykudmsu/IKV6cMoLC46eZtSpXE1GLiN+z1vKbt7Yx/6PdTEzqxq+/15+wEAxboMAl4tcOHC0lOS2TQ8fKWDB5BElxMQAKWCLi99xuyxOvb2Fx5h6mXN2DJ26+PKTndlXgEvFT+46cIjktk+KT5bw0ZQQJ3ds6XZKIiFdcbstjKzbxctY+7r22Jz/9dt+QDlugwCXil/YUnWJcWgbHyypYNC2RIV2inS5JRMQrlS4305dv4rWcAh66vjcPj+wd8mELFLhE/E5+4QmS0zIpq3SRnpLEgNg2TpckIuKVCpebh5dt4K1NB/jJt/rwwHW9nS7JbyhwifiB6hNRhxlo3iSC5T+4kn6dWjtdmoiIV8or3Ty4JJtVWw/xs+/0I/XrPZ0uya/othAiDquarqfqpqZue2YrcfuB4w5XJiLinbIKFz9YtJ5VWw/xy1uuUNiqgQKXiMNqmq7ndKVbE1GLSEAoq3CRunA9a7Z/zm9vG8Dkq3s4XZJf8jlwGWNGGWNGGmMeqWV8hudrqrfriISS2qbr0UTUDU/9S8Q3p8ormbJgHf/dWcjMOwYxIamb0yX5LZ8ClzEmHsBauxooqXp+nlRjTB6QfxHriISE9Z8VU9u1O5qIumGpf4n45sTpSia9sI6M/CKeGT2Y0cO7OF2SX/N1D9cYoMTzOB8YWcNr7rTW9vQ0KG/XEQl6GflFTJy3lnYtm9Is4svT9Wgi6gan/iXyFR0rq+CueZms33OEP48dyveHXuZ0SX7P18AVDRRXex5Tw2viz9v9Xuc6xphUY0yWMSarsLDQxxJF/M+HOw8zaf5aOkdH8fZD1/D0HYOIjY7CALHRUZqIunGof4l8BSWnypkwN5PNBUd5Pnkotwzu7HRJAaHBbwthrZ0JYIy5wRjj1dagtXYOMAcgISHBNmB5Io3u/dzPSV24nrh2LVg0LZF2LZty29BYBSw/pP4lcq7ik2fC1qefn+DvE4Zx/eUdnS4pYPgauEqAqvlGooGi6oPGmFEA1trlnrG4utYRCWartx3ivsXZ9O7YkkVTE7mkRROnSwpl6l8iF6Hw+GkmzM1kd9FJ0u5O4No+7Z0uKaD4ekhxGWeaEJ6vqwGMMVXzkORXLQN6Alm1rSMS7N7ZfIB7F63n8s6tSZ+WpLDlPPUvES8dOlbG2Dkfs6f4FPMnDVfY+gp8ClzW2mwAz672kqrnwJpq46M9W4p51trsC6wjErRe31DAA0tyGNwlmoVTR9CmeaTTJYU89S8R7+wvKWXM7I85eLSMF6eM4Kpe7ZwuKSD5fA6X53yF85cNq2P8S8tEgtWr6/cxfflGErq35YVJw2nZVDNq+Qv1L5EL21t8iuS5GZScrOClqYkM63aJ0yUFLN1pXqQBPfrqJn78ykbc9kzjWr3tkNMliYh45bOik4ydk8HRUxUsmqaw5Sttaos0kJ+8vJHl2fvOPj9wtIzHVmwG0BWJIuLX8gpPkJyWQXmlmyWpSfTv3MbpkgKe9nCJNIB5H+46J2xVKa1waY5EEfFrOw4dZ8zsDFxuy9LUKxW26on2cInUs7+9n8eMd7fXOq45EkXEX23bf4wJ8zKJCDOkp1xJrw4tnS4paGgPl0g9em7NTma8u51bBnemc5tmNb5GcySKiD/avO8o49IyaBoRxrJ7FLbqmwKXSD2w1vLHf+byzHs7uD0+lj+NGcIj3+5HVGT4Oa/THIki4o9y9hwheW4GLZtG8PI9V9KjXQunSwo6OqQo4iNrLU+/s53Z/8ln7PAu/P77AwkLM2dPjJ+1Kpf9JaV0jo5i+o19dcK8iPiVdbuLmTx/HTEtm5CekkSs9sI3CAUuER9Ya/nNW9uY/9FuJiZ149ff609YmDk7rjkSRcSffZxXxNQX19GpdTPSU5LoVMupEOI7BS6Rr8jttvzijS0sytjDlKt78MTNl2OMqXtFERE/8N+dhaS8lEWXS5qzOCWRDq0UthqSApfIV+ByW362YjPLsvZy77U9+em3+ypsiYhfW5lTcPYUh7YtmnC0tIJeHVqyeFoiMS2bOl1e0FPgErlIlS43jyzfxIqcAh66vjcPj+ytsCUifm1lTgHTl2+kwmUBKDpZDsDEpG4KW41EgUvkIlS43Dy8bANvbTrAT77Vhweu6+10SSIidfr1m1vPhq3q/vDPXMYndXOgooZTfU+eP12spMAl4qXySjcPLslm1dZDPHZTP+65tqfTJYmIeOXIqYqLWh6oVuYU8NiKzZRWuAAoKCn1mynVFLhELuDxlZtZkrkXl/1iy/AXN1/BlGt6OFiViIjUZNaq3LNhq0rVlGoKXCJ+6vGVm1mUsedLy/MPn3CgGhGRr2bJ2i/3sSrRUZGNWEnDq23qNH+YUk13mhepxZLMvRe1XETE37z08W4eW7GZKy5tTcR51/ZEhhl+9b3+jtTVUGqbOs0fplRT4BKpRfXDiN4sFxHxJ3P/m88vXt/KDVd05LX7r+IPo4cQGx2FAWKjo5h152DHD7PVt+k39vXbKdV0SFGkBsfKaj+RNFy3gBARP/fX9z9l5ru5fGdgJ/48diiR4WEhMfOFP0+ppsAlUs3KnAJmvLOdA8fKan3NuMQujViRiIj3rLU8t+ZTnl29g1uHdOaPdw4mIjy0Dmb5a7D0+VMwxowyxow0xjxSy3iq58+MastmVI35+vNF6svKnAIefXXTOWErDKiaGjHcGCYkdeW3tw10pkCpd+pfEkystfzhn7k8u3oHo4ZdxjOjh4Rc2PJnPn0Sxph4AGvtaqCk6nm18ZHAamvtHCDO8xwg1RiTB+T78vNF6tPT72ynrNJ9zjI3cGmbKHY//V3ynvqOwlYQUf+SYGKt5ff/+ITn/53HuBFdmXnHIMLDdPqDP/E1+o4BSjyP84GR543HVVuW73kOcKe1tqen0Yk47tCxMg7WchjRHy4nlgah/iVBwVrLr9/cRtp/d3H3ld34/fcHEKaw5Xd8PYcrGiiu9jym+qBny7BKPLCs6rFn7rl4a+3M87+pZ1d9KkDXrl19LFHkwvaXlJKcloEBarr+0B8uJ5YGof4lAc/ttjz++hbSM/cw7Zoe/Py7l2tuVz/VKAd3Pbvq37PWZgNYa2d6tg5jqu2mP8taO8dam2CtTWjfvn1jlCgham/xKcbM+ZiiE+U8dH1vv72cWJyj/iX+yuW2/PTVTaRn7uG+b/RU2PJzvu7hKgHaeh5HA0W1vG5k1ZagMWYUgLV2uef1cbWsI9KgPis6SXJaJsfLKlg0LZHBXaLp0a6FX15OLA1C/UsCVqXLzU9e2cjKDfv5fyN788Preyts+TlfA9cyIMHzOA5YDWCMibbWlngep1ZrViM5cy5E1cmmPYHZPtYgctHyCk+QnJZBeaWb9JQkBsS2Afz3cmJpEOpfEpAqXG7+39INvL35ANNv7Mv93+zldEniBZ8OKVbtYvc0opKq58CaastnGGPyjDFHqq0z2rOlmFdtHZFGsePQccbMzsDltixJ/SJsSWhR/5JAdLrSxf2Ls3l78wF+/p3LFbYCiM83Pj3vxNKqZcM8X1cDl3izjkhj2Lb/GBPmZRIRZkhPSaJXh1ZOlyQOUv+SQFJW4eK+xdn8a/vn/OqWK5h0dQ+nS5KLoDvNS8jYUnCUCfMyiYoMJz0liR7tWjhdkoiIV0rLXaQuzOK/Ow/z++8PJDlRV8AGGgUuCQk5e45w1wtrad0skqWpSXRp29zpkkREvHKqvJKpC7LI2FXEzFGDGJ2g6cUCkQKXBL11u4uZPH8dbVs0YUlqErG6r5aIBIjjZRVMWbCO9Z8d4dnRQ3RRTwBT4JKg9nFeEVNfXEen1s1IT0miU5tmTpckIuKVo6UVTJq/lk37jvLcuKHcPKiz0yWJDxS4JGh9uPMw015aR5dLmrM4JZEOrRS2RCQwlJwqZ+K8tWw/eIy/jo/nxv6dnC5JfKTAJUHp39s/555F64lr14LF0xKJadnU6ZJERLxSdOI0E+atJa/wBLMnDuO6fh2dLknqgQKXBJ1/bj3I/enZ9O3UioVTErmkRROnSxIR8crnx8uYMDeTz4pOMfeuBL7eR9NDBQsFLgkqb286wA+X5tA/tg0vTRlBm6hIp0sSEfHKwaNlJM/N4EBJGfMnDeeqXu2cLknqkQKXBI3XNxTw8LINxHe9hPmTh9OqmcKWiASGgpJSktMyOHz8NC9OGcGIHm3rXkkCigKXBIXl6/cxfflGEnu0Zd7dw2nRVL/aIhIY9hafYlxaBkdLK1g4LZH4rl+a4ECCgP5XkoC3ZO0efvbaZq7p1Y45ExOIahLudEkiIl7ZffgkyWkZnCx3kT4tiYGXaW7XYKXAJQHtpY9384vXt/LNvu3524RhNItU2BKRwPDp5ydITsug0m1ZkpLEFZ1bO12SNCAFLglYc/+bz2/f/oQbrujI/yUPpWmEwpaIBIbcg8cZPzcDMCxJSaJvp1ZOlyQNTIFLAtJf3/+Ume/m8p2Bnfjz2KFEhoc5XZKIiFe27T/GhHmZRIQZ0lOS6NWhpdMlSSNQ4JKAYq3luTWf8uzqHdw6pDN/vHMwEQpbIhIgNu0rYeK8tbRoEk56ShLd27VwuiRpJApcEjCstfzhn7k8/+887oi/jJmjBhEeZpwuS0TEK9l7jnD3vLW0aR7JkpQkurRt7nRJ0ogUuCQgWGv5/T8+Ie2/uxg3ogu/u20gYQpbIhIg1u4qZvL8tbRr1ZT0lCRio6OcLkkamQKX+D1rLb9+cxsL/rebu67sxq9u6a+wJSIB4395h5m6IItLo5uxJCWJjq2bOV2SOECBS/ya2215/PUtpGfuYdo1Pfj5dy/HGIUtEQkM/9lRSMpLWXSLac7iaUm0b9XU6ZLEIT4HLmPMKKAEiLfWzvRmvK51RABcbsujr27ilfX7uO8bPZl+Y1+FLalX6l/SkP61/RD3LsymZ4eWLJo6gpiWCluhzKfLu4wx8QDW2tVASdXzC43XtY4IQKXLzY9f3sAr6/fxw+t7K2xJvVP/kob07paD3LNwPX07tWJJSqLClvgWuIAxnNnSA8gHRnoxXtc6EuIqXG5+uGwDKzfsZ/qNfXn4hj4KW9IQ1L+kQby1aT/3p2czILYNi6YlEt28idMliR/wNXBFA8XVnsd4MV7XOhhjUo0xWcaYrMLCQh9LlEBSXunmgfRs3t50gJ9/53Lu/2Yvp0uS4KX+JfVuZU4BDy3JIb5rNAunJtImKtLpksRP+OUdI621c6y1CdbahPbt2ztdjjSSsgoX9y5az6qth/jVLVeQ8vU4p0sSuWjqX6Hr5ay9PPzyBhJ7xPDilBG0bKrr0uQLvv42lABtPY+jgSIvxy+0joSg0nIXqQuz+O/Ow/zu+wMYn9jN6ZIk+Kl/Sb1ZnPkZP39tC1/r3Y45ExOIaqK5XeVcvgauZUCC53EcsBrAGBNtrS2pbbyWZRKiTpVXMnVBFhm7ipg5ahCjE7o4XZKEBvUvqRcLPtrFr97cxnX9OvDX8fE0i1TYki/z6ZCitTYbwBgzEiipeg6sqW38AutICDpxupK7X1hL5q4inhk9WGFLGo36l9SHtP/k86s3t/GtKzry9wnDFLakVj4fYLbWzqlh2bA6xr+0TELP0dIKJs1fy6Z9R3lu3FBuHtTZ6ZIkxKh/iS+e//enzFqVy3cHXcqfxgwhMtwvT4sWP6Ez+sQRJafKmThvLdsPHuOv4+O5sX8np0sSEfGKtZY/rd7Jn9fs5PtDY5k1ahARCltSBwUuaXRFJ04zYd5a8j4/weyJw7iuX0enSxIR8Yq1lpmrcvnb+3ncOewynr5jEOGa21W8oMAljarw+GnGz83gs6JTzL07ga/30WXzIhIYrLX87u1PmPvhLpITu/LbWwcQprAlXlLgkkZz6FgZyWkZ7C8pY/6k4VzVq53TJYmIeMXttvz6za28+PFnTLqqO7+85QrNgCEXRYFLGsX+klKS0zIoPH6aF6eMYESPtnWvJCLiB9xuy89XbmbJ2r2kfj2Ox27qp7AlF02BSxrc3uJTjEvL4GhpBQunJRLf9RKnSxIR8YrLbXlk+SZezd7HA9/sxY+/pbld5atR4JIGtfvwSZLTMjhZ7mLxtEQGXRbtdEkiIl6pdLn58SsbeX3Dfh4e2YcfjuztdEkSwBS4pMF8+vkJktMyqHRb0lMS6d+5jdMliYh4pcLl5odLc/jH5oM88u2+3PeNXk6XJAFOgUsaRO7B44yfmwnAkpQk+nZq5XBFIiLeOV3p4oH0HN7bdojHv3s5074W53RJEgQUuKTebdt/jAnzMokIM6SnJNGrQ0unSxIR8UpZhYsfLFrPv3ML+c2t/bnryu5OlyRBQoFL6tWmfSVMnLeWFk3CSU9Jonu7Fk6XJCLildJyFykvZfFR3mGeun0g40Z0dbokCSIKXFJvsvcc4e55a2nTPJIlKUl0advc6ZJERLxy8nQlU19cR+auYmbeMYg7E7o4XZIEGQUuqRfrdhcz6YW1tGvVlPSUJGKjo5wuSUTEK8fLKpg8fx05e0v405gh3Dok1umSJAgpcInP/pd3mKkLsrg0uhlLUpLo2LqZ0yWJiHjlaGkFd7+wli0FR/nLuKF8Z+ClTpckQUqBS3zynx2FpLyURbeY5iyelkT7Vk2dLklExCtHTpYz8YVMcg8e56/j4/lW/05OlyRBTIFLvrJ/bT/EvQuz6dmhJYumjiCmpcKWiASGwydOM2FuJvmHTzJnYgLf7NfB6ZIkyClwyVeyautBHkjPpl+n1iycOoLo5k2cLklExCufHy9jfFome4+cYt7dCXytd3unS5IQoMAlF+3tTQf44dIcBl7WhgWTR9AmKtLpkkREvHLwaBnJaRkcPFYkvOfBAAAYnUlEQVTG/EkjuLJnjNMlSYhQ4JKLsjKngB+9vIFh3S5h/uQRtGyqXyERCQwFJaUkp2VQdKKcl6aMIKF7W6dLkhCi/y3Fay9n7eWnr24iqUcM8yYl0LyJfn1EJDDsKTrFuLQMjpVVsHDqCIZ2vcTpkiTEhPn6DYwxo4wxI40xj9Qynur5M6PashlVY77+fGkc6Zl7eGT5Jq7p1Y4XJg1X2JKgoR4W/HYdPsmYOR9zsryS9GlJClviCJ8ClzEmHsBauxooqXpebXwksNpaOweI8zwHSDXG5AH5vvx8aRwv/m83P3ttM9f160DaXQlENQl3uiSReqEeFvw+/fw4Y2Z/zOlKN+nTkhh4WRunS5IQ5etuijHAe57H+cBIILvaeJznzxzPeNWU63d6GlyNPFuNqQBdu2ouKyel/Sef3/3jE751RUf+LzmeJhE+7xQV8Sf13sPUv5y3MqeAWatyKSgpJcxAi6YRvPqDq+jTsZXTpUkI8/V/z2iguNrzcy73sNbO8WwZAsQDWVWPL7QL37NegrU2oX17Xa7rlOf//Sm/+8cnfHfQpTw/XmFLglK99zD1L2etzCngsRWbKSgpBcBtobzSzbb9xxyuTEJdo/wP6tlN/561NhvAWjvTs3UYU20XvfgJay3PvreDWatyuW1IZ/48ZgiR4QpbErrUwwLHrFW5lFa4zll2utLNrFW5DlUkckadhxRrOSk0v+qcB6DqutpooKiWbzPSWjvT8/1GAVhrl3teH1fLOuIAay2zVuXy1/fzGDXsMmbcMYjwMON0WSJfmXpYaKnas3W+/bUsF2ksdQauarvTa7IMSPA8jgNWAxhjoq21JZ7HqdUa1UjOnAdRdaJpT2D2Vytd6pu1lt+9/QlzP9xFcmJXfnvrAMIUtiTAqYcFt5U5Bfz6za0cOVVxwdd1jo5qpIpEaubTcaKq3eueJlRS9RxYU235DGNMnjHmSLV1Rnu2EvOqrSMOcrstv3pjK3M/3MWkq7rzu9sUtiT4qYcFtpU5BUxfvrHOsBUVGc70G/s2UlUiNfP5Zko1bT1aa4d5vq4GvnTDkzq2OKWRud2Wn6/czJK1e0n5Wg9+9p3LMUZhS0KDeljgmrUqlwqXrXEs3Bjc1tI5OorpN/bltqGxjVydyLl098oQVf2y6eaR4ZyqcHH/N3vyk2/1VdgSkYBwofOy3Nay6+nvNmI1IhemwBWCVuYUMP2VjVS4z2wZnqpwEWagV/uWClsiEjAuad6E4lPlNY7pnC3xN7rWPwT96o2tZ8NWFbeFX7+5zaGKREQuzpsb91NSWk5Nm4iRYUbnbInfUeAKQSWlNZ9gWttyERF/siJ7Hz9cmkNC97Y8dftALmkeeXYsOiqSWXcO1jlb4nd0SDHElJ13Q0ARkUDy8rq9/HTFJq6Mi2Hu3Qk0bxLB2BGaQkn8nwJXCCktd5G6MKvW8epbiSIi/mZRxmc8vnILX+/TnjkTh9EsMtzpkkS8pkOKIeLk6UomL1jLh58eZtyILkSGn3vmQ2S44Ze39HeoOhGRC5v/0S4eX7mF6/t1UNiSgKQ9XCHgeFkFk+evI2dvCX8aM4Rbh8SS2COGWaty2V9SqvvUiIhfm/1BHk+9s51v9+/Ec+OG0iRC+wok8ChwBbmjpRXc/cJathQc5bmxQ/nuoEsBuG1orAKWiPi9v6zZyR/f28HNgy7l2TFDiAxX2JLApMAVxI6cLGfiC5nkHjzOX8fH863+nZwuSUTEK9Zann1vB8/961NuHxrLzFGDiFDYkgCmwBWkik6cZvzcTPIPn2TOxAS+2a+D0yWJiHjFWsuMd3P5+wd5jE64jKduH0S45naVAKfAFYQ+P17G+LRM9h45xby7E/ha7/ZOlyQi4hVrLU++9QkvfLSLCUld+c33BhCmsCVBQIEryBw8WkZyWgYHj5Uxf9IIruwZ43RJIiJeWZG9jydWbuFkuYsWTcIZ1vUShS0JGgpcQaSgpJTktAyKTpTz0pQRJHRv63RJIiJeWZG9j+mvbMJlz0w7drLcxc9e24IxRhf4SFDQGYhBYm/xKUb//WOKT5azcKrClogEDpfb8vPXtpwNW1VKK1zMWpXrUFUi9Ut7uILArsMnSU7LoLTCRfq0JAZe1sbpkkREvFLpcvOjlzdSWsu0Y/tLShu5IpGGoT1cAe7Tz48zZvbHnK50K2yJSEApr3Tz4JIc3ti4n9bNat7+7xwd1chViTQMBa4AlnvwOGPnZOC2sDQ1iSs6t3a6JBERr5yudHHf4vW8s+UgT9x8Bb+5dQBR503XExUZzvQb+zpUoUj90iHFALWl4CgT52XSJCKM9JQkerZv6XRJIiJeKatwcc/C9Xywo5Anb+3PxCu7nx3TlGMSrHwOXMaYUUAJEG+tnVnD+Axr7U+NManW2jnerCMXtnFvCRPnZdKyaQTpKUl0b9fC6ZJEApZ6WOMqLXcx7aV1/C+viKdvH8jYEV3PjmnKMQlmPh1SNMbEA1hrVwMlVc/Pk2qMyQPyL2IdqcX6z44wYW4mbZpHsuyeKxW2RHygHta4Tp6uZNL8tXycV8QfRg0+J2yJBDtfz+Eaw5mtPDjTjEbW8Jo7rbU9Pc3J23WkBpn5Rdw1L5N2rZqyLPVKurRt7nRJIoFOPayRHCur4K4X1pL12RH+NHYodwy7zOmSRBqVr4cUo4Hias9ruq15vDEGvtj1Xuc6xphUIBWga1dtAQF89Olhpr2YRefoZqSnJNGxdTOnSxIJBvXew9S/vrAyp4BZq3IpKCklMtzgclueT47npoGXOl2aSKNr8KsUrbUzPVuGMcYYr7YErbVzrLUJ1tqE9u01D+AHOwqZsmAdXds2Z2nqlQpbIo3oYnuY+tcZK3MKeGzFZgo899GqcFkiwsI4Xel2uDIRZ9S5h8uztXa+/KrzF4CqW5pHA0XnrTsKwFq73DMWV9c6cq41nxziB4uy6dWhJYumJdK2RROnSxIJKOphzpi1KvdLNzMtd7mZtSpXJ8ZLSKozcFVdlVOLZUCC53EcsBrAGBNtrS3hzPkN+Z7xnsBsIKumdeTL3t1ykAeXZHP5pa15acoIopsrbIlcLPUwZxTUcod43TleQpVPhxSttdkAnt3sJVXPgTXVxkd7thLzrLXZF1hHqnlz437uT89mYGwbFk1LVNgSaQDqYQ3jwNFSwsNMjWO6c7yEKp/vw1XT1qO1dlgd4xfa4gx5K7L38ZNXNpLQrS0vTB5Oy6a6P61IQ1EPq1/7jpwiOS2TiDBDuDGUu744Z0t3jpdQpql9/MzL6/by41c2khQXw4IpClsiEjj2FJ1izOwMSk6Vs+yeK5k5ahCx0VEYIDY6iqduH6jztyRk6X9zP7Io4zMeX7mFr/dpz5yJw2h23rxiIiL+Kr/wBMlpmZRVukhPSWJAbBuGdIlWwBLxUODyE/M/2sWv39zG9f068Pz4eIUtEQkYOw8dJ3luJm63ZWlqEv06tXa6JBG/o8DlB2Z/kMdT72znxv4d+cu4eJpE6EiviASGTw4cY8LcTMLCDEtTk+jdsZXTJYn4JQUuh/3fv3byh3/u4OZBl/LsmCFEhitsiUhg2FJwlAnzMmkWEU56SiJx7Vs6XZKI31Lgcoi1lmdX7+S5NTu5fWgsM0cNIkJhS0T8WNVUPftLSmnXsiknTlfStkUT0lMS6RbTwunyRPyaApcDrLXMeDeXv3+Qx+iEy3jq9kG13rNGRMQfVE3VU3X3+MITpzHA1Gt6KGyJeEG7VBqZtZYn3/qEv3+Qx4SkrjytsCUiAeBXb2z90lQ9Fpj34S5nChIJMNrD1Yjcbssv39jKwozPmHx1d35x8xUYo7AlIv5tZU4BJaUVNY5pqh4R7yhwNRK32/Kz1zazdN1e7vl6HI/e1E9hS0QCwqxVubWOaaoeEe8ocDUCl9vyyPJNvJq9jwev68WPbuijsCUiAaO2iagBTdUj4iUFrgZW6XLzo5c38sbG/fzohj48dH1vp0sSEfHaO5sP1Dp2SfNI3UlexEs6ab4BlVe6eXBJDm9s3M9Pv91PYUtEAsrrGwp4YEkOPWJa0Oy8GzJHRYbzy1v6O1SZSOBR4Gogpytd3Lc4m3e2HOTx717OD77R0+mSRES89ur6fTy8bAPDul3Cmw9dw9N3aCJqEV/okGIDKKtwce+i9byfW8iTt/Zn4pXdnS5JRMRry9bt4dEVm7mqZwxpdyXQvEkEtw2NVcAS8YECVz0rLXeR8lIWH+Ud5unbBzJ2RFenSxIR8drCj3fzxOtbubZPe2ZPHEazyHCnSxIJCgpc9ejk6UqmLFjHut3F/GHUYO4YdpnTJYmIeG3eh7t48q1tjLy8I8+PH0rTCIUtkfqiwFVPjpVVMHn+OjbsLeHZMUO4dYh2vYtI4Pjb+3nMeHc7Nw3oxJ/HDqVJhE7xFalPClz14OipCu6av5atBUf5v3FDuWngpU6XJCJSp6rJqKvuszW0azR/GTeUiHCFLZH65vO/KmPMKGPMSGPMIzWMxRtjrDEmz/Nntmf5DM/XVF9/vtOOnCwneW4Gn+w/xt8mDFPYEgkwodrDVuYU8Oirm865qekn+4/x1qba77slIl+dT3u4jDHxANba1caYOGNMvLU2u9pL2lprTbXXlniWpxpjRgH3+PLznVJ9qzDCM/H03LsT+EbfDg5XJiIXI1R7GMDMd7dTVuk+Z1lZpZtZq3J1NaJIA/B1D9cYvmhA+cDI6oPW2tXVnsZZa/M9j++01vY8bzwgrMwp4LEVm89uFVa6LWHGUHKq5oldRcSvhVwPA7DWsv9oWY1jmoxapGH4GriigeJqz2NqepExZiRQvTHF17YL3/P6VGNMljEmq7Cw0McS69esVbmUVrjOWVbucl9wclcR8Vv13sP8uX8BuN2WJ17fUuu4JqMWaRiNdWbkDdbaqq1IrLUzPVuGMZ5Gdg5r7RxrbYK1NqF9+/aNVKJ3apvEVVuFIkHN6x7mz/3L5bY8tmIzizL2cH2/DjVO16PJqEUaRp3ncNVyUmi+p9mUAG09y6KBolq+TXy17zcKwFq73PP6uIsp2El7ik4Rbgwua780pq1CEf+kHnZGpcvNI8s3sSKngIeu783DI3vz+ob9zFqVy/6SUjpHRzH9xr46f0ukgdQZuKy1cy4wvAxI8DyOw7PL3RgTXbU1aIyJ44tzJODMeRJV50H0BGZfZM2OyC88QXJaJk0jw3C5LaernWyqrUIR/6UeBhUuNw8v28Bbmw7wk2/14YHregNouh6RRuTTIcWqq3k8u9RLql3ds+a8lxaft85oz1Zi3nlXBPmlnYeOM2ZOBhUuN6/+4CpmaBJXkaAQCj2svNLNA+nZvLXpAI/d1O9s2BKRxmVsDYfH/ElCQoLNyspy7OdvP3iM8WmZhIUZ0qcl0rtjK8dqEQkFxpj11tqEul/p/5zuX6crXdy3KJs12z/nFzdfwZRrejhWi0ioqK2H6U7zF7Cl4CgT52XSNCKc9JRE4tq3dLokERGvlFW4SF24nv/sKOS3tw1gQlI3p0sSCWkKXNU8vvLM1TvVNY0IY+X9V9MtpoVDVTWcqhu46oRZkeByqrySaS9m8XF+ETPvGMTo4V2cLkkk5GnCLI+awhbA6Uo3P1uxyYGKGlb1G7haztzu4rEVm1mZU+B0aSLigxOnK5n0wjoy8ot4ZvRghS0RP6HA5bEkc2+tYx/lFdc6FqhquoFraYVLN3AVCWDHyiq4a14m6/cc4c9jh/L9oZc5XZKIeOiQokdN99YKZrXdqFU3cBUJTEdPVTDxhUw+OXCM55OH8u0BlzpdkohUoz1cHqH2F1HbjVp1A1eRwFN8spxxaRlsP3Ccv08YprAl4odCLWfUaPW2Q2BqH7+6Z9vaBwPU9Bv7EhUZfs4y3cBVJPAUHj/NuDkZ5BWeIO3uBK6/vKPTJYlIDUI+cL2z+QD3LlrPwNg23Jnw5fMdru7ZlsUpVzpQWcO6bWgsT90+UDdwFQlgh46VMXbOx+wpPsX8ScO5to9/zd0oIl8I6XO43ti4n4eXbWBIl2jmTx5O62aRzBo12OmyGo2m9RAJXPtLSklOy6Dw+GkWTB5OYlyM0yWJyAWEbOB6df0+pi/fSEL3trwwaTgtm4bsX4WIBJi9xadInptByckKXpqayLBulzhdkojUISRTxrJ1e3h0xWau6hlD2l0JNG8Skn8NIhKAPis6SXJaJsfLKlg0LZHBXaKdLklEvBBySWPhx7t54vWtXNunPbMnDqPZeSeOi4j4q7zCEySnZVBe6SY9JYkBsW2cLklEvBRSgWveh7t48q1tjLy8A8+Pj6dphMKWiASGHYeOk5yWCViWpCbRr1Nrp0sSkYsQMoHr7x/k8fQ727lpQCf+PHYoTSJC/gJNEQkQ2/YfY8K8TCLCDOkpSfTq0MrpkkTkIoVE4HpuzU6eeW8HtwzuzLOjBxMRrrAlIoFhS8FRJszLJCoynPSUJHq0a+F0SSLyFQR14LLW8sx7O/jLvz7l9vhYZo0aTHjYBe5wKiLiR3L2HOGuF9bSulkkS1OT6NK2udMlichXFLSBy1rL0+9sZ/Z/8hk7vAu///5AwhS2RCRArNtdzOT562jboglLUpOI1bRbIgEtKAOXtZbfvLWN+R/tZkJSV37zvQEKWyISMD7OK2Lqi+vo1LoZ6SlJdGrTzOmSRMRH9XIykzEm/gJjo4wxI40xj1xoWX1xuy1PvL6F+R/tZsrVPXjyVoUtEbkwf+phH+48zOQFa4mNjmLpPQpbIsHC58BljBkJpNUyFg9grV0NlBhj4mta5msNVVxuy2MrNrMoYw/3XtuTJ26+HGMUtkSkdv7Uw/69/XOmvLiO7jEtWJqaRIdWClsiwcLnwOVpOsW1DI8BSjyP84GRtSzzWaXLzfRXNrIsay8PXdeLn367r8KWiNTJX3rYP7ceJHVhFn06tmRJShIxLZvWx7cVET/R0OdwRXNuI4upZZnPfvPWNlbkFPDjG/rw4PW96+Nbiog0Sg9bu6uY+xZn0z+2DS9NGUGbqEhfv6WI+Bm/PGneGJMKpAJ07drVq3XGJ3ajR7sWTL66R0OWJiJyQV+lfw3u0oZ7ro3j3mt70qqZwpZIMKozcHmax/nyPbvh61ICtPU8jgaKPI9rWnaWtXYOMAcgISHBevFz6NupFX076e7LInKuxu5hX6V/NY0IZ/qN/bx5qYgEqDoDl6d5XBRjTLS1tgRYBiR4FscBVQ2upmUiIvVOPUxE/EF9XKU4CkjwfK2yBsBam+15zUigxFqbXdMyX2sQEfmq1MNEpDEYa73a4+2YhIQEm5WV5XQZItJIjDHrrbUJdb/S/6l/iYSe2nqYZnEWERERaWAKXCIiIiINTIFLREREpIEpcImIiIg0MAUuERERkQamwCUiIiLSwPz+thDGmELgMy9f3g443IDl+ItQeJ+h8B5B77Mm3ay17RuymMZykf0LQuP3IRTeI4TG+wyF9wgX/z5r7GF+H7guhjEmK1ju33MhofA+Q+E9gt6nnCsU/p5C4T1CaLzPUHiPUH/vU4cURURERBqYApeIiIhIAwu2wHXRk9QGqFB4n6HwHkHvU84VCn9PofAeITTeZyi8R6in9xlU53CJiIiI+KNg28MlIg4zxsRfYGyUMWakMeaRxqxJRMRbDdXDgipwqdEHpro+m2D57Lx4nzM8X1Mbt7L6Y4wZCaTVMhYPYK1dDZRc6N9rKFL/CkzqX2fHA75/QcP2sKAJXKHS6IPtl76uzyZYPjsv30eqMSYPyG/U4uqR5/0V1zI8BijxPM4HRjZKUQFA/evsuPqXHwqV/gUN28OCJnCFQqMP0l/6uj6boPjs8O593Gmt7en5fINRNOf+G41xqhB/o/51lvqXf1L/OsOnHhY0gasOwdLog/GXvq7PJlg+O2/eR3wwHHqQehcs/wbUvwL3s1P/qgehEriChX7pg5i1dqbnP5oYzyGmYFMCtPU8jgaKHKxFGp/6VxALgf4FPvawiHovp4HUckw/38stoZBp9NbamQDGmBuMMSMDYEuxrs8mWD67C74PY8woAGvtcs9YXKNW14CMMdHW2hJgGVA1PUYc4O+/m/VG/cs76l9+K2T7F9RfDwuYwGWtvegbjwVio6+jMQfjL32Nn00gfnZ1qOt95vPFeSs9gdmNXmE98PwOJhhjRnl+DwHWAMOstdnGmATP1m+JtTbbuUobl/qX+hd+/tnVIST6FzRsDwuYwFWXYGn0dTTmoPulv8BnE3Cf3YV4+T5TjTHFQF4Av8/lwPLzlg2r9jhU7kx9UdS/1L/8Waj0L2jYHqY7zQcYzxZkPhBX9cEbY9ZX/UJ4xos94zOdq1RE5FzqXxLKFLhEREREGpiuUhQRERFpYApcIiIiIg1MgUtERESkgSlwiYiIiDQwBS4RERGRBqbAJSIiItLA/j+vWIlyNtZsEwAAAABJRU5ErkJggg==\n", 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", 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\n", 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", 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\n", 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", 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\n", + "image/png": 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", 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -918,7 +897,13 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "Great to see that the math actually work!! ;-)" ] @@ -926,7 +911,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -940,7 +925,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.11.0" }, "toc": { "base_numbering": 1, @@ -957,5 +942,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-persistence-diagrams.ipynb b/Tuto-GUDHI-persistence-diagrams.ipynb index 237b822..5e16efa 100644 --- a/Tuto-GUDHI-persistence-diagrams.ipynb +++ b/Tuto-GUDHI-persistence-diagrams.ipynb @@ -3,7 +3,15 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "editable": true, + "jupyter": { + "outputs_hidden": true + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ "# TDA with Python using the Gudhi Library \n", @@ -14,16 +22,20 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import gudhi as gd \n", "from sklearn import manifold\n", - "from pylab import *\n", - "%matplotlib inline\n", - "# import sklearn_tda" + "from pylab import *" ] }, { @@ -89,7 +101,13 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "path_file = \"./datasets/Corr_ProteinBinding/\"\n", @@ -112,7 +130,7 @@ "\n", "corr_list = [pd.read_csv(path_file + u,\n", " header = None,\n", - " delim_whitespace = True) for u in files_list]\n", + " sep='\\s+') for u in files_list]\n", "\n", "dist_list = [ 1- np.abs(c) for c in corr_list]" ] @@ -647,14 +665,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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g5fSlDqfTSX5+fqcfIYQQQgw+lmXx+9//nlNPPZX169fzq1/9iu9973t4PJ5+q2NQBU3tc5LaBYNBZsyY0REUVVdXd1n9Vl1d3WVi98HKOVQdQgghhBhampqamDt3Ltdeey2zZs1i1apVfOQjH+n3egbVRHCAlStXUlFRwcyZM1mzZk2n/ElLly5l5syZLF68uNM1BwZChyrnYMeEEEIIMXQ888wz3HTTTaTTaX784x9z6aWXHrW6Bl1yy8FMklsKIYQQg0MkEuH222/n17/+NRdccAE//OEPKS4u7vbcaDTKrFmzjvj7e9D1NAkhhBBCHMxLL73E/PnzaW5u5oc//CGf/exnu90lpL8NqjlNQgghhBA9SSQS3H777Xz84x+npKSEyspKrrrqqmMSMIH0NA1LlmVh7NiB2dKC4vFgmzQJxSZvtRBCiKFr7dq1zJs3j2AwyDe+8Q3mzZuHqh7bvh/5Jh1mMltriD/1FJkNG7ASSRSHHW3CBDxXXoHz7LMHunlCCCFEn2QyGf7rv/6LH/3oR0yZMoUVK1YwadKkAWmLBE3DiB7cRttPfoJRW4c6ciTqyFFYqRT6lq20/c+DoBs4zzt3oJsphBBC9MoHH3zAtddey9tvv82CBQtYuHAhdrt9wNojc5qGkfhf/oK+pxZt8mRUrxdF01D3Dc9ZyRSxlSux9ttLTwghhBiMTNPkpz/9KdOmTSMcDvPEE0/wla98ZUADJpCgadgwGhvJvLUeraQEpZsxXm30aIxdu8m8v2EAWieEEEL0zvbt2/n4xz/OHXfcwdy5c3nqqac49dRTB7pZgAzPDRtWWxQrlULtIf+E4nSCaWC2RY5xy4QQQohDsyyL3/zmN9x2223k5uby2GOPcdZZZw10szqRnqZhQsnPQ3E6sRKJbo9bqRRoWo9BlRBCCDFQ9u7dy+WXX85NN93ERRddxKpVqwZdwATS0zRsaEVF2KedSfKFF1B8vi5DdEZtLbbSUuwnnzxALRRCCCG6qqys5OabbwbgF7/4BR//+McHuEU9k56mYcRzxWewjR6NsWULZmsrlmFgxmLoNTUoLieeuXOzw3RCCCHEAGtpaeGLX/wic+fOZdq0aaxatWpQB0wgPU3Dim3CBPK++U3iK1aQeX8DZlMjit2B/cTJuD97Jc6ZMwe6iUIIIQTPPfccN9xwA21tbdxzzz1cdtllxyyr95GQoGmYsU8KkH9nBcbOndmM4Dk52AIBFE0b6KYJIYQ4zsViMb75zW/y8MMPM2vWLO6++25Gjhw50M3qNQmahiFFUbCNHw/jxw90U4QQQggAXn31VebPn8+ePXv4zne+wzXXXDMkepf2J3OahBBCCHHUpFIp7rzzTs4//3xyc3OprKzkc5/73JALmEB6moQQQghxlLz99tvMmzePjRs3cuutt3LDDTegDeHpItLTJIQQQoh+pes699xzDzNnziSVSvHkk0/ypS99aUgHTCA9TUIIIYToR1u2bGH+/Pm8+eab3HDDDXz5y1/G4XAMdLP6hQRNQgghhDhilmXxq1/9im9961sUFhby+OOPc+aZZw50s/qVBE1CCCGEOCK7d+/mhhtuoKqqimuuuYY77rgDj8cz0M3qdxI0CSGEEOKwWJbF73//e7761a/idDp5+OGHOe+88wa6WUeNTAQXQgghRJ81NjYyZ84c5s2bx0c+8hFWrVo1rAMmkJ4mIYQQQvTRX/7yFxYsWEA6neYnP/kJF1988UA36ZiQniYhhBBC9EokEuGGG27gM5/5DCeddBJPP/30cRMwgfQ0CSGEEKIXXnjhBa6//nqam5u5++67ueKKK4ZkVu8jIT1NQgghhOhRIpHgtttu48ILL6SkpIQ//elPXHnllcddwATS0ySEEEKIHqxZs4Z58+axbds2vvWtb3Httdeiqsdvf8vxe+dCCCGE6FYmk+H73/8+s2bNQtM0VqxYwfz584/rgAmkp0kIIYQQ+9mwYQPXXnst77zzDosWLeJLX/oSdrt9oJs1KBzfIaMQQgghADAMg5/85CeUlZXR2trK73//e2655RYJmPYjPU1CCCHEcW7btm1cd911vPzyy1x77bV87Wtfw+VyDXSzBh0JmoQQQojjlGVZPPbYY9x+++3k5+fz2GOPMXPmzIFu1qAlw3NCCCHEcaiuro7LLruMBQsWcPHFF/OnP/1JAqZDGHQ9TcFgkMrKSgKBAMFgkIULF+Lz+Xo8v6qqimAwSCAQAKC8vPyQ5fS1DiGEEGI4WblyJTfffDOqqvLLX/6Sj33sYwPdpCFh0AVNc+fOZd26dUA2uFmwYAErV67s9tyqqipWrlzJsmXLCAaDzJ49m5qamkOW05c6hBBCiOEiFArxla98hT/+8Y/Mnj2b733vexQUFAx0s4aMQRU0BYPBTo8DgQBVVVU9nr9o0aKO4CcQCLB69epDltPXOoQQQojh4J///Cc33HADsViMe++9l09+8pPHZVbvIzGo5jRVVVXh9/s7Pef3+6muru5ybjAYJBQK4fP5qK6uJhwOdwzRHaycvtQhhBBCDHXRaJSbb76ZSy+9lIkTJ7Jq1So+9alPScB0GAZVT1M4HO72+VAo1OW56upq/H4/lZWVlJeXs3z5cgKBAHPmzDloOX2pI5VKkUqlOh5HIpFD3oMQQggxWLzyyivMmzePvXv38t3vfperr75agqUjMKh6mnrSXaATCoUIBoOUl5fj8/lYuHAhc+fO7XM5Bzu2dOlSvF5vx09paWkfWy6EEEIce6lUisWLF3P++efj9XqprKzkmmuukYDpCA2qoMnn83Xp8WkfgjtQIBDA5/N1HGv/s7q6+qDl9KWOJUuW0Nra2vGza9euw743IYQQ4lhYv34906dP52c/+xlf//rX+e1vf8u4ceMGulnDwqAKmtrTBRxoxowZXZ5rn7/U13L6UofT6SQ/P7/TjxBCCDEY6brOj370I8466ywymQxPPvkkN910E5qmDXTTho1BNafpwEAoGAwyY8aMLr1IgUCAQCDAjBkzCIfD+Hy+jlxNZWVlXcrdv5wDe5QOrEMIIYQYLEzT4p1dYd6saWJncxynTWXa+ALOOqGIkvwPtznZvHkz8+fPZ82aNdx0002yZ9xRMqiCJsgm3KqoqGDmzJmsWbOmU/6kpUuXMnPmTBYvXtzp3OnTp7Nu3bqOlAOHKudgx4QQQojBwDQtKt/cyUsbGzAMkxyXjbaExZ+r9/BGTTPXXxBgYnEODz30EIsXL6a4uJjHH3+cM888c6CbPmwplmVZA92IoSISieD1emltbZWhOiGEEEfVmzXN/PbfQbweO173h71GpmWxsylGrhmh+o/38sLzz/O5z32O22+/HY/HM4AtHryi0SizZs064u/vQdfTJIQQQhzvLMvitS2NWFidAiYABWh8+1/85tGl5OZ4WLZsGeeee+7ANPQ4I0GTEEIIcQzFkjrv7GohFEvjtGlMHZ3PmAJ3p3QAqYzJnpYE+a7OAVO0NcTTD93Fhtf/xYQZ5dz6jcWce+qoY30Lxy0JmoQQQohjZN22Zp5es4vGtmziZMsCj9PGWYFCrjqrFKc9u9JNVRVUBQzzwxk0G954nlUP/hDTMPj0V+4m78TzyM/LHZD7OF5J0CSEEEIcAxtrI/zh1e2kMialhR5sqoplWbQmMrz4QT2apnDNOeMBcNhUThrt5ZXNjXhI8cxj91H9/J85Ydp5XHz9t9A8PtpSFmO8skLuWJKgSQghhDjKLMvipQ/qaUvoTCzO6RiKUxQFn8eBZcGbNU18/KQRlHizqQTOPbGYZ/7xHE8uv4t0LMInblrCKR+5lLRh0Rg1OLHYyRivfI0fS/JqCyGEEEdZJJFhy942/LmOjoDJtCySGQPLgjyXjZ3NcbbUt1HidRGPx/nlPd+h8pe/ZPSJZzLzq/9Nrn8EtREdm6pwQpGTS6bkosq2KMeUBE1CCCFEP7Isi631bawNhtjeFMNhU5lYnEMyY+Cz27Esi/pIkr3hJPG0DoDTrqEqkEjrvPnmm8ybN48dO3ZQUVHBZZ+9hpqQTktCx66qlPrsjC+wo6kSMB1rEjQJIYQQ/cSyLP75Th3PvlNLMmXgdmgYpsUHe1ppjqZJZXQ0VWVXKI6iKDhtKgoQT+nEE0nu/a+7ebHyEaZOncqKFSs6dsqY7pG5S4OBBE1CCCFEP3l/dyt/W78Hl11jVIm743nTtIgkWtjRnMCuKTg0tWOlnIVF265tvPPUvUTqglwz/0ss/toi2QZlEBpUG/YKIYQQQ9lrW5tI6yaFuc5Oz6uqwkmj8zFNi2hSJ2OYpHSDeDLN2//4Pa/84mZUM8OldzzI6ZfOl4BpkJKeJiGEEKIf6IZJTX0b+e7uAx63w4bboeFCJcdpJ1S/i7eevJfmbe8ybfbVfGzOl4joNkIJ4xi3XPSWBE1CCCFEP1AUBUVRONiWrjZVQVUV0h9U8dKv78eT5+Nzd/6c0ilnApBJ6bjtMsF7sJKgSQghhOgH2r4huJc3NVK4X2qBdsmMgS3dyqtPLKX2/dc5/YLL+Pjnv4rDnd1kVzctDBOmFDu7K14MAhI0CSGEEAehGyab97axuS5CWjcpzndx5vgCCnIcXc6dNbmY9Tta2NuaZKTX1RE4pXWTfz/3F17/wwNoNhsfXfgjTpp+HnZHtmcqkbFoSRiM8zkkaBrEJGgSQgghetAaT/O7/2zjg9oIGcNEVbL7xf3znVqunFHK2ScUdTp/8sg85p49jlVrdhFsjGHXFGKRMK/84QFq3lzNxy6azbe/813ebrazuSlNXUQHFFx2hZNKnHz8hFxcdlmjNVhJ0CSEEEJ0wzQt/vDKdt7Z1cJonxu3w0YibVDfmuDdXWHe3RVm1uQiPnHGaM4YV4BNywY7syYXM6kkj+odIf757LP84cdLMNIp/uuee/n0ZZ9EURRGFcNZcZ26iI4FFOfYKMnVugzpicFFgiYhhBCiG8HGKBtqWxnpzQZMbYkMm+oixNMGmqaQzBis29ZCbUuSc08s4nPnjO8InDyazqr/+SGPPPII5513HnfddRcjRozoVL7fY8Pvka/hoUTeLSGEEMcd3TDZWBthe1MMy7IY6/dw8hhvR8JJgGBDlFTGxOPQME2LTXURwvEMDpsCJjg1FbDwum28sqmRicW5nHdiMS+//DLz58+nvr6e733ve8ydO1d6kIYJCZqEEEIcVxpak/zvK9uoqW9DNywUQFEVSgs9XHveRMYX5QBgmBbtsc6W+jbqWxNYKMTTH6YUsKsK5kgLVYGX3tvN08vv57//+yeceeaZPPjgg5SWlg7AHYqjRYImIYQQx41k2uC3/w6ypT7CmAIPrn09S2ndZGdTjN/8u4avXzKVghwHI70uVEWhNpxgV3MM3QRFyQZMCmBakDYt3t4ZJi+xh6ce/SGRhl3cdtttXHfddWiadpCWiKFIgiYhhBDHjXd2halpaKPUn4PD9uEqNYdNZVxhDtuboqzbFqL81JGcPMbLqAI3r29pQjc/DJYUVQELFCxU02Tjc79j54tPUDB6Av/7+yc55aQpA3R34miToEkIcczEUzrrd7bwzo4WYimdET43Myb6OXFkPqoqcz7E0bexthWgU8DUTlMVnDaNd3a1UH7qSJx2jY+fVMJrmxs7giYLsMzskF6mZQ+bV/2YyJ7NlJ5/NZ/5wpc45aQRXcoVw4cETUKIY6K5LcWv/13D1r1tqKqCXVPZtLeNN7Y28dGpJVw5cxyaBE7iKEvpZrd/zwzToiWWpr41QWsiw5/X7eKCKSWM9HkYXeBhV3OMmKVjWaBiUb/2GYLPPYozv4jTbvwJ/nEnM8rnHoA7EseSBE1CiKPOsiz++Pp2NtdGKC3sPCzSGk/zr/frGVXg4bwTiwewlWKwMk2LmoY23t4RpiWWJt9j5/RSH+OLcqgLJzAtGOl1kdfDRrn7G1vg5s0aE8uyOla0JdI6G+siNEVSJDMGmqbyP89t5omXt3NZ2Ri8Hhv1rSouh5NwYx3vrrif8Lb1jDrr04wvvxHN7iLfpTIiT75Shzt5h4UQR932phib69oY4XV1GRbxehxEkjovb2rgnBOKpLdJdKIbJivf2MmrWxpJZUxsmkJGN/nzut1oKuS57ICC121j5qQiLjl9FDnOnr/ayib6eX5DPfWtSUb63Bimxca6CHvDSQzTQlUVCjx2VFWhJZbmyVd3cOZ4H5qqEHzjWTb+9UFsTg9lN96Lf1IZummR51ApytUo9R06aBNDm+RqF0Icdbua4yQyRo9fZj6PnfrWJOFY+hi3TAx2/3p/Ly9+UE+ey06gJJdSvwdFUQhFU9S1JElmDEZ6XaQNk2fX7+F3/w6Syhg9ljfC6+aKGaUoqkKwMcr2phj1rQkyRrb3SVUU4mmDjGHhy7GjGyabtu1mwx/v4r2V91M0dRYf+foySiaXgWXhsSu47SonFDoZJT1Nw568w0KIo05RsquODn3i0W6JGEqSaYNXNjfidmjk7xt6iyZ19rYmcDs0TAtaYmkmFENxnos8l523d4ZZv6Oly55w+5sZKMTrtrEm2My/3ttLWs9O8lZVBUWBtGGS1k0SaYWWD17l30//FKcGX7jjR4RLZpLMWGQMC7ddpcCtMbXEyewTcyWB5XFAgiYhxFE3vjAHt0MjmtL3Dad0Fo6lmViSS4Gn667x4vi1pyVOczRNSb6z47nmaArdsHDbNSwgmsxQ35rErikoKGRMkzXB5m6Dpjdrmnh1cyO7QnE0VWVcoYcxfg/bmmLYVBX7fkPH6Xgb7z3zIA3rqyiaOotvLPkul5WNI5422NSYJpo2cWgKpT47o/JsEjAdJyRoEkIcdaWFHk4a7WXNtmYcNhWnLZv0z7IswvEMFnD+lBJJOyA6MS2wLFD264JM62a251JR0HWDWNqgpj5K+18dy7LQDZN4Ssezbzh4W2OU375Uwxs1zeiGhdOu4vXYCUVT7AnFMS3YP+YJbV3Hhj89gJ6MMekz32DCjNkUFxUA4HFoTBsjq+SOVxI0CSGOOkVRuOac8SQyBhtrI1iWhV1TSekmOU6NS08fzcxA4UA3Uwwyo31uvB47rfE0xfkuAOw2FcvKpggIxTKYpoXLruLc10vUGk/THE3x5KvbueGjk9ha38ZDVZt5f3crNk3Bl+NAN0zCsQwZ3cQiO7k3Y5goeoqtzz3G7tf+D1/gTE684g60vBJcdo2JfukFFRI0DTtWKkXqjTdJ/ec/GHV7Ub35OM87D+d556J6vQPdPHEc8+U4uOWiyby3O8y7u8LZ5JZeN2UT/EwszpHhDdFFjsvGOZMKeWb9HnJdNtwOG/4cB7UtCdqSGdKGSZ7L1rEVimFaqJrKWH8Ob+1s4dy6CH99aw+1LQnsmkqeKzuMZlM1HDaVSCIbdDnsGqHtG9j89I9JtzYw6RO3MHLm5aCqKMAEv53iHNkSRUjQNKxYiQRtD/2K1KuvAqDk5GI0NJB5fwPJf/+H/Nu/jjZCstWKgeO0a0yfWMj0idKrJHrnktNH0xBJUr29BYsUTk3BrimEYhk0VSXXZcPCIq2bpDImBTkOxvrd7GiK8e+NDexsiuGwaSiK3ikwVxUFl10jEo2z7YUn2PHSH8kfM5lTPv8grqJSNBUcWnZl3McmySRvkSVB0zAS/9vfSf3nZdQxY1BzcjqetzIZ9A82EH38d+R/65vyj18IMWS4HBrXXzCJsolh1m0L0RxNceKofP69qYG2RIZE2sACHJrKKJ+b8UU52FQVTVFoiaXIGCYue3ZI70Dxhu2s/d3/I1q/ncnl87js6vmkLI2UbmGaFvGMxUS/gxOKZGhOZA26oCkYDFJZWUkgECAYDLJw4UJ8Pl+351ZXVwNQVlZGMBgkHA5TVlZ2yHL6UsdQYSYSpF54ASUnp1PABKDY7agjR5F55x2MHTuwTZgwMI0UQojDYLepTJ/oZ/pEf8dziqLw1o4WCnIcWJZFjvPDYTrLsjAs8Oc52dEUx+3SUJTs8J2mKpimwaYXnuK9Zx7FUziaj3z1l4yaMIX6uIKmmh0B1vgCO5+YmotNFiiIfQZd0DR37lzWrVsHZIObBQsWsHLlym7PXbZsGcuXLwegvLy803kHK6cvdQwVZn09ZiiEUth9bhIlPx+jvh595y4JmoQQQ97MSYW8uyuM06Z2SZraFE2R77Zx8amj2N0cJxRN43XbaYmnsSL1rHvyXpq2vcu4867ixNnXc8qYPC4+MZfaiE5DVMeuKYwrsHNCoaNjgrkQMMiCpmAw2OlxIBCgqqqqx/OnT59OS0sLQKeeooOV09c6hgxVBUUF0+z+uGVll+lqMplRCDH0TRtfwMxJhbyxtQmnXcPrtmNa2U13VUXh02VjmFCcy+zTRvHU6zvId9vZ8vKfeevp/8GR4+OMG35MYeA0TihycNnJeYzMszOuQIbhxMENqqCpqqoKv9/f6Tm/3091dXXHsNuBuhtWO1g5a9eu7XMdQ4E2ejTa2LHo27ej5uZ2OW42N6P6fNhOnDwArRNCiP5l01SuPW8i4wpzeGVzAy2xNIqiMGlEHhdMLWHGvqG8j5xYTGP9Xr719VsIrn+Vied8ipM+tRC/N4+zx3k4b4IHuybDb6J3BlXQFA6Hu30+FAr1eH5lZSUAa9asYdGiRQQCgYOW05c6UqkUqVSq43EkEum58QNMsdlwX3Ixbb96GKOhAbW4uGPCtxmJYIWacX3m02jFsou8EGJ4cNhUyk8dyQVTS2iJpVAVhcJcZ6ckqU899RRf/vKX0Ww2vn3Pzzh1xnnkOFXG+ewyV0n02aAKmnrSU6Cz/wTuQCDA7Nmzqamp6XM5PR1bunQpd911Vx9aOrCcH/8YRqiZxF+fQd+0CcVmwzJ0VLcb54UX4vn85we6iUII0e8cNpUR3s5Zupubm7nllltYuXIll156Kd/5zneG/IIfMfAGVdDk8/m69PiEQqEe/6IHg8GOIbX2lXDBYPCg5fSljiVLlnDHHXd0PI5EIpSWlh7GnR0biqrimTMH51lnkX5zDUZTE0puLs6yMmwnTUVRZUKjEGL4+/vf/86NN95IMpnk/vvv5xOf+MRAN0kME4PqW7S8vLzb52fMmNHluerqai666KIuz/v9/oOW05c6nE4n+fn5nX4GO0VRsI0fj2fuHPJuuZnceddiP+VkCZiEEMNeW1sbCxYs4FOf+hSTJ09m1apVEjCJfjWoepoCgUCnx8FgkBkzZnT0AlVXV+Pz+QgEAgQCAe67776Oc6uqqpgzZ05Hb1JP5RzsmBBCiKHp3//+N9dddx0NDQ18//vfZ86cOZLIV/S7QRU0AaxcuZKKigpmzpzJmjVrOuVPWrp0KTNnzmTx4sX4fD5mzJjB/fffj8/no6amptO5ByvnYMeEEEIMHclkku985zv89Kc/Zdq0aTz00EODehqFGNoUy+ouubzoTiQSwev10traOiSG6oQQYjirrq7m2muvpaamhltvvZV58+ahSS460Y1oNMqsWbOO+PtbJroIIYQYUnRd5+677+bss88G4I9//CPXX3+9BEziqBt0w3NCCCFETzZu3Mi8efN46623uOmmm7j55pux2+0D3SxxnJCeJiGEEIOeaZr8/Oc/Z9q0aTQ1NfG73/2OW2+9VQImcUxJT5MQQogjZpoWwcYooWgap11l8og8PM7++YrZsWMH119/PS+++CJf/OIX+frXv47b7T70hUL0MwmahBBCHJFgQ5Sn1+xke1OMtG6i7NvO5OMnl3DhySM7bWvSF5Zl8fjjj/O1r32N3NxcHnnkEc4555x+br0QvSdBkxBCiMO2OxTnsRe30tSWYoTXhcdhQzdMmqIpVq3ZjWlaXHz66D6XW19fz4IFC/jrX//Kpz/9ae68807y8vKOwh0I0XsSNAkhhDhsL31QT0MkRaA4pyOZpE1TGel10xBJ8vyGes6ZXEy+u/dzj1atWsWiRYswTZOf/exn3e7+IMRAkKBJCCHEYYkldd7eGabAY+82+3ZhrpOdzTE+2NPKGL+HNTXNbKyLoABTR+czM1DIGL+n4/xwOMytt97KE088wUUXXcT3vvc9CgsLj+EdCXFwEjQJIYQ4LImMQcYwye1hwre2by7TO7vCVL65k3A8jceRPbemIcormxv53KwJTJ/oZ/Xq1dxwww20trbyox/9iMsvv1y2QRGDjgRNQgghDkuu04bHoRFP6eR0EzhlDJOMYbKmphmnXSVQnNsRCFmWRW1Lgide3MiD9/yO3zy6jLPPPpvf/OY3jBo16ljfihC9IkGTEEKIw+JyaMwMFPK39bUU5JjYtA9T/1mWRX1rEgUwTIvRPnenniNFUdDrN/G7/15CsrWJJUuW8LnPfQ5VlfSBYvCSoEkIIcRh++hJI9hYG2FrfRsFOQ5ynTbShklzWxqPUyPf7aYtkekUMOmZDP/640O89KfHKBw/hfmL7+cLl5w2gHchRO9I0CSEEOKwFeQ4WHjhCax+t47q7S00RVPYVJWTx3q58JQRvLihng8SmY7z67ZvYsVPv03Drq2cd+WNTLjgGkpKJFGlGBokaBJCCHFE/LlOrpk1gU+cOYZwLJsRvCTfhaIo1IUTvLMzjK7rvPznx6n6w/9QMLKUa7+/jOJxk9kbMRhX4BjoWxCiVyRoEkII0S/y3fYu+ZjKJvj5vxfW8mDFd9lb8y5nfeJznHflTaianfo2g0KPxonFEjSJoUGCJiGEEEeFZVmsfOI3/LriDhy5Bcy+9WeMOOE0GhNgWQaFORqXTskjz6kNdFOF6BUJmoQQQvS7PXv2cOONN/Lcc88xd+5cbvnaHeyOadRFdABGe21MLnKS45DVcmLokKBJCCFEv7EsiyeffJKvfOUr2O12HnroIc4//3wAin0wbczAtk+IIyEhvhBCiH7R1NTE1VdfzRe/+EVmzZrF008/3REwCTEcSE+TEEKII/bMM89w0003kU6n+fGPf8yll1460E0Sot9J0CSEEENEXTjB2mAzW/a2oSgwZVQ+MyYWUuJ1DVibIpEIt99+O7/+9a85//zzueuuuyguLh6w9ghxNEnQJIQQQ8C6bSFWvL6DUCyNy66CBRv2tPKfTY188dwJnFrqO+Zteumll7juuutoamriBz/4AVdddZVssiuGNQmahiGjvp702nWYoRBKTg6OM89EmzhBPsyEGKLqwglWvL6DeEonUJzTadPb3aE4v391O9/85EkU5jl7LMOyLCwLVPXgnwOpjEFtSwLdMPHnOvDnOrt8diSTSb797W/zs5/9jGnTpvHwww8zduzYI79RIQY5CZqGEcuySP79WeKVf8IIhVAUBcuyUFetwvnRj5I7fx6Ks+cPVSHE4LQu2Ewolu4UMEF209sxfg/bG2NUbw8x+7RRXa5taE3y+tYm1gSbaYmlKMhxcPakIi45fRR224f5kTK6yb83NrD6vTqCDVHakhk0RWFsoYerZo7jgqklOO0aa9euZd68eQSDQb7xjW9w7bXXommSZ0kcHyRoGkZSL79C9Hf/i+JwYJs8GUVVs79dhsMk//Z3FI+H3C9+YaCbKYToo817IzhtChbQEksRTxkoQK7bTr7Lhk1TqKlv6xI0bWuM8usXt7Jlb5RoKkNGt9BNi9e3NvPM+j1UXHYysZTBa1sa+c+mBupakhiWhaYquOwahmmxZW8bv3xuEx/sbqbhtZXce8+PmDJlCk899RQnnHDCgLweQgwUCZqGCcswSP7jH2AYaKM+/OBUFAWloAArnSb1/Au4P/EJNH/BALZUCNFbrfE0b9Q082YwRHNbik11bQDYVAVFUdBUBZ/HjtOu0hrP8N6uMPluO6WFHgzT4o+vbe8ImBQU8lzZHqGkbrBxTyvf/MNbeJwaGd2iJZYibZjopoVdU/A4bOS4beimjb07t/LDX9xC6+4tLFy4gIULF2K32w/WdCGGJQmahgmjthZ9+3bUHlatqEVFGMEg+saNaOfOOsatE0L0VUMkyaMvbGVbYxTLgkTaAEBVQLFreD02TAv2hhOkDYt42iDYGMVl15hYksvUUflsb4yRzBgoFqBASzyNaYKFRcaw2NOSwGVXsWkqybQOKDhtKqZlEUlmsKkQ/M+feOevy3AXlHD1tx9k0dxzsR1iXpQQw5UETcOFroNhoth6eEtVFSwLS9ePbbuEOM5FEhlqWxIAlPo95LgO/bFrWRar1uwi2BhlQlEOu5rj1LZksxHbbCpJ3cSWNrCrComMiQX43A7G+N00tqV4eVMDL26oJ6MbGKaFCaQyJooCCpAxTAwrW5dhWjg0MAHLtDBMC7tNpa2xlnd+/d+EgusZf96VTLnkRnKLcomlTbwumcMkjk8SNA0TakkJqs+HGQ6jud1djlttbSgeN9rorhNFhRD9L5HW+cfbdbxR00RrIoMCeD0OZp2QnYTttPcceOxpSbCxNsKIPBc2VaUtkcHjtJHRTXTDwrIs2hLZITdVAbfDRjJjsGVvG83RNLppEUvp6KaJAqgo2O0qqqKgGyaW9WFdhmmhKNlzDCzSukHDW/9ky99/hd2dy7mLfkzu+DNwaArqviFBIY5XEjQNE2pODs6PXkDsj39ELShAcX2Y7M7SdYy6OpwzZ2CbNGkAWynE8SGjmzzx8jbeDDaT77Yz2pf9RSYcS/PMW3sIxVLM+0igxwCkvjVJPK0zIj+72lU3LZw2lTyXnWTGIJ0xSOsmqgr5bidp3aAxmsIwLNwOjRxNxa4pNLWlMCwwsbBZ2WE53bSy3U37BU7ZYAiSbSGCf/05LZvfoOTMizn58lvIy8slkTax2VVKfTZy7BI0ieOXBE3DiPvyy9CDQdJr14LdgZKbi5VMQjSKffIJ5Fx/neRqEuIYeG93mOrtLYz2uXE7PvyYLc534XborA2GOGtSESeP8XZ7vaYqKCiYFmgK5DptRJM6HodCrtNGRlNoSWTQDZPWRJqMbqKpKvkuO3Ytu6Wo06bi0BRSuoUF6IaJw6Zme5ms7Nwo0yI7ZKdAZNOrvLfqp6CqTP3cDyicMgu7Q80GTJpCgUfjzDFu+QwRx7WjvmHvqlWrjnYVYh81N5fcW7+K86MfxWxtJfPeexi1e7CXTSP31q9ik+RzQhwTb20PYWF1Cpja5bpspA2Tt3e09Hh9oCQXf46dpmiSVMbAl2NHUxXSuoFlWbTEM2R0E8sEw8jO8tZNk7ZUhmQmO2HcMC3y3HactuzHvG5YpDLZ67NBU7Z3SU+08fYfl7L+93dRMPE0zrj5YXwnzsIk28PlsKmM89m5dEouEwocR+PlEmLIOOo9TcuWLeOzn/3s0a5GAFYySezXvyH18suoOR60oiKsdIrM+reJPfIoebffhlZUNNDNFGLYC8XSOG09z1lyaCqhWKrH406bSkGOgxc+qEdRFOyqgqJAPKWTNkxSukWOUyOVMTEtC49DI6WbYGUnnts1lWTGpDjfxSifwpa9bWQME6fdhmFm50XlODVaatbx9oofY6YTnDp3MUWnXQjAWK+dCX4HBW6Nkfl2JhU6yHEc9d+xhRj0jjhoeuCBB3jqqae6PRYOhwkGg0daheilxN+fJfXiSyijRqFYFlYqherxgNtN+r33iD3+O/LuuF2614U4yvw5DrbUt/V4PG2YFOR0n50/kdZ57MUaNtW1keeyE03q+4IlC9PKBkY2VcE0LWyagm5kyzOt7OOMbtIUTZHjtDHS68JpV9kdSuDC4pR9w4Fb9zSx7ulfsPv1v1AyuYyPzl9Mxl2EaVpMG+PiilO9klZAiG4cUdB05513snz5cmbMmEEgEOhyvLm5mVAo1Kcyg8EglZWVBAIBgsEgCxcuxOfzHfK6iooKlixZ0nHuwco53DoGMyuRIPn8C1iAuXkzZjgMhgGqipKbi1pURKr6LTw7d2IbP36gmyvEsDZtgp81wRCJtN5liC6W0rFrKmeO75xkNqObvLa1iT+9uZMP9rTidGj4cxzYNYXmqIVmmZg66CbYFFBUBY9dI62bxFM6GSObewlATxuAxYY9rRTmOijMc+DzOIinTfZsXs8Lj91NPNzI6Vfcyqkf/Qw2m8pIl8a0MS6mj3Wjyi9WQnTriIKmYDB4yKDo6quv7lOZc+fOZd26dR3lL1iwgJUrVx70murqau6//36WLFnSq3IOp47BzqivR9+1E6O2DtJplJwcsNnAMLCiUYx4HCUvD32HBE29pRsm2/YlB/R67JT6PdJLJ3rl1LE+zhxfwNptIbxuOz6PHYvs6rlIUufcyUWcODKv43zdMHnilW28tqWR2nASVVXQFIVdoTgZ3STHaaMoz0kyY9AYSWGYFoZhYXepuO0aChaZuN6xIE5RskFYi5GmLZnhlLFefvCZqdz5ne/zzMO/IDDlFH7w0P8wYfwEQgkDTYGRebaO+U9CiO4dUdA0c+bMQ55z33339bq8A4fyAoEAVVVVvbpu/56ug5VzuHUMeoqC2diElUig+v0ffrnbbCh5eRiRCDQ3Z3ufxEFZlsXabSGee7eOupYEGcPE5dA4oSSPy8vGMKE4d6CbKAY5u01l/vkTKcxzsjbYzJ5wNrmlz+Pg8pNGcMnpo7BpHwYobwabebOmmaI8Fw1tKeyqhk3L7h0JkNbNjj8VJTuJuz0Xk9uhEU1+mLRWUcCuqahKNquAy65Rt20z5866ge01W7j11lu5/vrrse1LhOtzS6JKIXrrqE8E37ZtGxMnTuzVuVVVVfj9/k7P+f1+qqurKSsr6/aayspK5syZQ0VFRa/KWbt2ba/rSKVSpFIfTtaMRCK9uo8B4XBgZTKgKN33hthsWJkMlgRNh/RmTTN/eHU7umFRnO/EYVOJp3Te3dVCfSTJogtPoLQwZ6CbKQY5t8PGnLPGcfFpo9gTiqMoMNbvIdfVec82y7J4bUsTipJdWaftC4jSuoFpZieN66ZFIr0vN5OioKoKWBZJ3cAwTDLmh+W1/+u3aSq5DoUNVU+yZfVvGTlmPE8++SRTpkw5di+CEMPMEfXFLly4kAceeIDt27f3eM6yZct6XV44HO72+Z6GAMPhcLdzkQ5WTl/qWLp0KV6vt+OntLS022sHhUQS1ecDVcVMJvfPW4eVyaCk06h5uSh2Sc11MMmMwd/frsU0LUoLPbjsGqqikOuyM6E4l/pwguffrx/oZoohJN9t56QxXqaO9nYJmCCbCqChNUmuy4aqKBTlOkkbBqaZ/Ves7JuQbZgmhmkC2USXFpDOmERTH/4ipJDtZdI0hdb6Xbzwi1vZ/M9fM+n8q7jh7kckYBLiCPX6G/SSSy7pNrCwLIuKigp8Ph9+v79TENNfq+d6CnRWrFjBwoULj7icno4tWbKEO+64o+NxJBIZtIGT4s1HGz06O0zX0oIVDmOpKlgmaBpqSTFqXh6qt/tkeiJrc12EhtYko3xdt6JRFQV/rpP3docJx9L4ciRnjThymqpg01QS6ewQ2wivi6ZoirZkBovsZ6xFNmeSbmT/P6V37jFWyA7Lse/P2jf+wpZnl+PI8zPtpgcYfcJp+HNdCCGOTK+DpjVr1vS4Sm7GjBndXtPX1XM+n6/L+aFQqNvepKqqqh4nmR+snL7U4XQ6cTq7XxY82GiFhTinl5Go+hf2adOwmpuwEkkUux2lqBCrtRXb+PHYTz55oJs6qEVTOqaVTejXHZddoyWeJpbSJWgS/UJVFcomFPCPd2opznPicdqYMiqfLXsjpDIpkhkTy7JIK9khN4vsEIGpgF2DjGFhWWBZoLc1semvPyW0dR2jz7qMcRfdhN3pxuNQOLF4aHyWCTGY9TpoCgQCPPfcc32uoC+r58rLy7sdzuspKFuxYkXH/weDQZYuXco111xz0HICgUCf6hhK3Fd8hsymTei7d6OVjMhuo5JKYe7di5Kbi+eaq1Ec8kV/MHkuO6qqkNbNbgOnREbHaVPJ7cVO9UL01qzJxVRvD7GjOc5on5t8t50zxxewua6NHc0xbGp2s90cV3Zj3mhS35cWQEFRLAzTIvTeC2x79kE0u4vT5v0I/+TppA1AgWlj3Iwv6Do0KITom15/8j/yyCOHVUFfVs8d2IsVDAaZMWNGRy9QdXU1Pp+PQCBAeXl5p3MXLVrEokWLuu0J27+cA3uUDqxjKLONG0f+t75JbGUlmXfewWwJoTgc2E85Gc8VV+CY3v1kevGhE0fmMdLror41SWmhp9Mx07Joiab56Ekj8Hok+BT9Z3SBm+svmMRTr+9gV1OMtmSGSCIDZCePm5ZFQySJYVq47TZGed047Cq1LQmam5vY9pdf0Pj+fyg5/eNM/MSX0Vx5pHVQVTh9lJNLp+RJ7iUh+oFita9p7Ufbt2/H7/eTn5/f52uDwSDLli1j5syZrFmzplPCyrlz5zJz5kwWL17ccX44HGb58uVUVFSwcOFCFi1aRFlZ2UHLOdixg4lEIni9XlpbWw/r3o4Vy7IwauswW0Konhy0CeNRVMm/0lvrtjXzxCvbSaYNivP2rZ5LGzS2Zec63XzRiYwu6DrnSYgjFYqm+OmzG9lcF0FVFXw5DhSgdl/qi9NLfXicto5Nedf+ezV/XXY3lmlw+pVf44xzLyKeyW6TYlrgdanMm15Aca70jIrjWzQaZdasWUf8/X1EQdOSJUtYunRpp+daW1tZu3Yt4XCYbdu2UVZWxoUXXnjYDRxMhkrQJI7c+h0trH63jl3NcTKmiduuMWVUPpdNG8MYv+fQBQhxGJ56fQdV79UxtsCD0/5h/qRgY5Ste9uYWJzD5JH5JONRnnn0Ptb962nGnHIO4z71dQr8hZT6skNwsZSFw6bw0Uk5lI2RAF+I/gqajujXj5qami7Peb1eLrrooo7HDzzwwLAJmsTx48zxBZxe6mNnc4xkxsTnsTPC65KM4OKoCcfSVG8L4fM4OgVMACO9LnY3x6ltSWDUbeDPD36feFsLl95YwfiZl9CSMBnjtRPPWCjASSMcnDbKxQSZxyREvzqioKk3XyCrV6/mm9/85pFUI8SAUFVFsn+LY2Zva5JIMsOYbtJdeBw2xhfY+NvjP+Mfr6xi1OQz+NRtP0HNG0FCh48EcrhgogfDUvblapLgXoijoU9B05133kkwGKS1tRWAtWvXcskll/R4/tq1a/uUR0kIIY5XqgIKCmY3EyZ2b3mPyp8uIVS/m4997quceMFnQVUpydE4bZSLqSVOVEVBNkQR4ujqU9B07733AtmtSxYuXIiiKPQ0Jcrn83HvvfeyYMGCI2+lEEIMc6WFHgrzHIRiKUZ6s71Nhp7h+ZXLeWHFcgrHTuJz33uU2y4/A1VRsCxw2nrYNkkIcVQc1vDcnDlzKCsr48477+yUK0kIIcThcTtsfOTEYlat2UU4nibZtJOVP/s2dds2Mf2T1zL5wi/ysRPzcdulP0mIgXLYc5oCgQDXXHNNf7ZFCCGOaxedMpJQNMVD//MLXlv5EDmFI7n49v9hdGAqp410MrNUVm4KMZCOaCL4VVdd1eOxH//4xyiKwsKFC2V5vhBC9MLuXTt5eMn1vPKf//Dxy6/hoqsX4ctzcUKRk1F5NhmKE2KAHbWMZ9/61reA7nM5CdFbwYYob2xtYlNdBEWBk0Z7OeeEIsYV5Qx004ToN5Zl8etf/5rbbruN/Px8HnvsMWbOnDnQzRJCHKBfgqZVq1YRDAZpbm7u9Hw4HCYYDPZHFeI49PKmBlat2UVbUifXaQMsVr+3lzdrmrlm1nhmBgoHuolCHLG9e/dy00038fe//50rr7ySxYsXk5srqS6EGIyOOGiaMWMG1dXVHY/btyMJh8PMnj2bhx9++EirEMehnc0xnl67C9OymFTy4RdIiWVRG06w8o2djC/MocTrGsBWCnFkVq5cyc0334yqqvzyl7/kYx/72EA3SQhxEEe0Idmdd95JeXk5LS0tmKbJypUrCYVChEIhTNPsSEsgRF+tDYaIJDKMyO8cFCmKwmifm5ZYinXbQwPUOjGUNLQmWb+jhXd2ttAaTw90cwBoaWnhC1/4AldffTXTp09n1apVEjAJMQQccU9Te+4myK6oW79+PWeeeSaQnSj+wAMPSEZw0WfbGtpw27uf+KooCg5NZXtjdABaJoaK1nia/1u7m3d2tRBN6gD4PA7OmVzEJ88Y3WWrkmPln//8JzfccAOxWIylS5fyqU99Sn65FGKIOKKepqKiok6PA4EATz311BE1SAgATVMxD7KXtGmBTTuiv75iGIundB57sYaXNzVg11QmFOUwrjAHw7R4dn0tT72+A7O71NtHUTQa5eabb+bSSy9lwoQJ/OlPf+Kyyy6TgEmIIeSIvnWampoAeP7559m+fTter5d169axY8eOjnNWr159ZC0Ux6VTxnhJ62a3gZNhWhiWxdTRkspCdG/d9hCb6iKUFubg8zhQFAVNVSjKc1Kc72RNsJmahmPXU/nKK69wxhln8Lvf/Y7vfve7LFu2jJEjRx6z+oUQ/eOIgqZFixZx8803U15ezqJFiwBYuHAhZWVl3HLLLVxyySUdE8OF6IvpE/2M9LnY0RxDN82O5zOGyc7mGGP9Hs4cVzCALRSD2bpgCJuq4LB1/YjLc9lJZkze2xU+6u1IpVJUVFRwwQUXkJeXR2VlJddcc430LgkxRB3RnKaJEyfy8MMPM3fuXAKBAJDdYiUUCnHnnXdSWFjIunXr+qWh4vjiz3Uy//wAT7y8jV3NcQAsC1RFYazfw3XnB8hz2we4lWKwak2kDzpnSVMV2pKZo9qG9evXM2/ePDZt2sStt97KDTfcgKbJFihCDGX9kqfpoosu6vR44cKFLFy4sD+KFsexE0bk8a1Pnczbu1rY2RRDQWFCcQ6nj/Phdhy1vKxiGCjMdbK3NdntMcuyMEwTn8dxVOrWdZ377ruPu+66i4kTJ/Lkk08yZcqUo1KXEOLYkm8eMajluGycO7mYcycXD3RTxBAyM1DIe7tbSaQN3I7OvTut8Qw5ThtnjO//4d0tW7Ywb9481qxZw4033sgtt9yCw3F0gjMhxLF3xMuP1q9fz8UXX0xhYSGPPvpox/M333wzzz///JEWL4QQfXbm+ALOHF9AbThBQyRJSjdIZgxqwwnCiQwXTB3BuML+2/zWNE0efPBBzjjjDOrq6nj88cf5+te/LgGTEMPMEQVNb731FhdeeCE+n69TviaAhx9+mJaWFtavX38kVQghRJ857RrXnT+Ry6eNwWXXaIykaI6mKMx1cM054/nM9LH9Nhl7165dXHzxxXz1q1/l05/+NCtXruzIVSeEGF6OaHju3nvvZd26dUycOBGgU08TfJjcUj5AhBh8LMtiW2OMt3e00BJPk++yc9o4H5NH5KGqQ391l9th49PTx3LRKSOpjyRRFRhd4Ol2Rd3hsCyLJ554gltvvRWXy8WyZcs499xz+6VsIcTgdMSr59oDJiHE0KEbJqvW7OLlzY0k0gY2VcEwTV7cWM/MiYV8btb4AcuY3d9yXDYCrv7dALexsZFFixbx9NNPc9lll3HnnXfi9Xr7tQ4hxOBzREHTgRnBrW4SETY3Nx9JFUKIo+DFDxr41/t78ec4GOV1dQxVRZMZXt7cSL7HzpUzSge4lYPTn//8ZxYsWEAmk+G///u/mT179kA3SQhxjBxRP/XWrVt5++23Ox4fOEfggQceOJLihRBHQSpj8PKmBlx2De++bNntcl128t023tjaRCRxdPMYDTWtra1cf/31XHHFFZxyyik8/fTTEjAJcZw54jlNgUCA2bNnM3PmTGpqavD7/QSDQZYtW4bP52PNmjX91VYhRD/Y05KgqS1FcZ6z2+P+HCe7mmPsbIpxaqnv2DZukHrhhRe47rrrCIVC3H333VxxxRWS1VuI49AR9TT5fD7Wrl1LKBRi8eLFLFu2jDlz5rB48WKuuuoqCZiEGIRMy8Kia89wO0UBa995x7tEIsHXv/51LrzwQkaOHMmf/vQnrrzySgmYhDhOHXFyy0AgwOrVq2ltbWXt2rX4/X6mTZvWH20TgkRa591drdS3JtBUhUkj8obN6q6BMsrrJt9tpzWepjjf1eV4azxDnsvO6IL+y2M0FL355pvMmzePHTt2sHjxYr74xS+iqv2z8k4IMTT1W0Zwr9fbZTsVIY7ExtoIT762nfpwEgsLywKHXeWkUflc+5GJeI9gGwzLstjVHGdXKI4CjC30UOr3HBc9CDkuG+dMKuSZ9XvIddk7ZcxO6QbN0TQfO7mEoh6G74a7TCbD3XffzdKlS5k6dSorVqzo2FtTCHF8O+Kgaf369YRCIfx+P4FAgPz8/P5olzjO1bYkePw/QVpiacb43di17G/48ZTO+h0tmBbcUj4Zm9b33/xbYmlWvL6DD2pbiacMFCWb0+eUMV7mnj0OX87wz+J88emj2Nua5K0dLQC47Sop3cQwLU4r9fLpsrED3MKB8f777zNv3jzeffddFi1axJe+9CXsdtkYWgiRdVhBUyQSYcGCBVRWVnY5Nnv2bJYtW8b48eOPuHHi+PX61iaaIkkCJbmden88ThujC9xsqouwZW8bJ43pW26cZNrgt/+u4f3drYzwuhixb3gqmtR5I9hELK1z80WTcQ2THEU9cTts3PDRSZTtbGFdMERTNIXPY2f6RD/TxvtxOYb3/R/IMAx++tOf8t3vfpcxY8bwxBNPcMoppwx0s4QQg0yfg6YHHniAiooKLMsiEAjg8/nw+/2EQiHC4TDPPfccgUCAiooK7rnnnqPRZjHMWZbF+h0t5LrsnQIm3TBJ6SaKAsmMwebDCJre3tXCpto2xhXmdMoMnee247CrbKyN8O6uMDMDhf12P4OVw6YyM1B4XNzrwQSDQa677jpeeeUV5s2b15HhWwghDtSnoOmRRx7hnnvu4d5772XhwoXdZsBtbW3lqaee4s4776SwsJBvfOMb/dZYcfzIGAbavsneGcOktiVOQyRF2jBRAMO02NYYxbKsPs1DentHGBSr2600nDYNLHh3Z8txH0gcDyzL4tFHH+X222/H5/Px2GOPMXPmzIFulhBiEOt10PTWW29x3333ddprrjter5eFCxdy9dVXEwgEKC8v54wzzuiXxorjg6IojCvM4e2dYXw5djbXRWiOprFrCk5NxbAsYimdddtC/GdTIxdMLel12fGU3jE/qjt2TSGa0vvjNsQgVldXx0033cSzzz7LVVddxbe+9S1ycnIGullCiEGu10HTvffey7Jly3q915zP52PFihXcc889PPXUU71uUDAYpLKykkAgQDAYZOHChfh8vm7PraqqAiAcDrNmzRquueYaysrKDllOX+oQA+PsE4p4b1eYHY0xmmNpcpw2NFXBwiKZMvF6HHg9dp55aw+njvXiz+3dSq8RXhcb9rT2eDxlmIzwuvvrNsQgtGLFCm655RZUVeXBBx/kggsuGOgmCSGGiF4HTTU1NX1OKVBeXs7999/fp2vmzp3LunXrgGxws2DBAlauXNnjuf/6178oLy8nFAoxd+5campqDllOX+oQA+PMcQVcMLWE/31lO+mMgcOmkjYgo5s47CqTSnIpyHGwvTHGu7vCfPSkEb0qt2yin1e3NNIaT3dJWRCOp3HZNcomFByNWxIDLBQK8eUvf5mnnnqKiy++mO9+97sUFMh7LYTovV4HTYebp6QvPTjBYLBLne29Sd1ZuXJlR8/S/nUdrJy+1iEGhqoqXDGjlH9tqCcUTWGYFqqiUFzgZoTXRZ4ruwxcUbIpBHrrxJF5fHRqCf96v562pI7Pky2nJZ7BNC1mnzaKE0bkHZV7Ej1LZQw21kVoiWUD16mj8vs19cOzzz7LjTfeSDwe57777uMTn/jEcZGTSwjRv3odNB3uB4zf7+/1uVVVVV3O9/v9VFdXdwqO2pWXl3f8/8qVK1m0aNEhy2nPWt7bOsTAcdhURnndeBwaJfkuFBT2/2toWdmEl+4+LI9XFIUrZ45jpM/NK5sb2RtOggLjCj2cP6WEc04oki/TY+y9XWFWrd1FXUuiY4sXn8fBR6eWcMnpow4rF1e7aDTKN77xDZYvX855553HXXfdxYgRveuVFEKIA/U6aLIOcx+qvnwBhcPhbp8PhUI9XlNdXc1TTz3F7NmzWbhw4SHL6UsdqVSKVCrV8TgSifTYDtH/FEVh5iQ/f163G8uCA3ewaE1k8DhtnNzHtAOaqvCRfQFSKJZGAfy5zo7VeuLY2VrfxuP/CRJL6YzyuXHYVEzTojmW4q9v7QHgU9PGHFbZL7/8MvPnz2fv3r1873vfY+7cuRIQCyGOSK9/hTvcD5uDBTy91VOgA1BWVsaSJUuoqanpNtlmb8vp7tjSpUvxer0dP6Wlpb1ssegvs04oprQwh+1NMWIpHcuyME2LprYUoViasycVMtZ/eHuk2TSVknwXxfkuCZgGyIsb6mmNZyj1ezrSQKiqQnGeixynxr83NtAa7/3wK0AymeRb3/oWF1xwAV6vl8rKSq6++moJmIQQR6zXPU0rV65k27Ztfe5xqq6u7vW5Pp+vS5AVCoUOOS/K5/Mxd+5cZs+eTUtLy0HL6UsdS5Ys4Y477uh4HIlEJHA6xgrznHzpY5NY+cZOauqjNESSAHg9dj5x+ig+NW2sfBkOUa3xNBtrI/hzHd2+h/4cJzubY2ysi3D2pKJelbl+/XquvfZatmzZwm233cZ1112Hph1f2c2FEEdPn5Jbrl27ts8V9OULrby8nGXLlnV5fsaMGV2eq6qqYu7cubS0ZPfOap+oHgwGD1pOIBDodR1OpxOn8/jctHQwGV3g4WuXTGFbY4yGSBKbqjBpRB4Fx8EeccNZKmOim1aPc9Lae/9SGfOQZem6zr333stdd93FpEmTePLJJznxxBP7tb1CCNHroKmsrOywgqbugpGeHLhCLxgMMmPGjI5eoOrqanw+H4FAAL/f32kiePux7iZz71/OgT1KB9YhBidFUQiU5BIoyR3opoh+ku+2k+O0EUvp5Di7fhSlMtms8P7cgwfHmzZtYv78+axdu5abbrqJW265RTbZFUIcFUc95UBfr1u5ciUVFRXMnDmTNWvWdMqftHTpUmbOnMnixYspKyvjmmuuYfny5QCsXr26I/fSoco52DEhxLHhcmicPamQv761G5/H0WlrG8uyqGtNUur3MHVUfrfXm6bJgw8+SEVFBSUlJTz++OOceeaZx6j1QojjkWId7rK441AkEsHr9dLa2kp+fvcf5EKI3oskMjzy/BY21raR67KR67KR1k1CsTT+HAc3fDTA1NFdV0fu2rWL66+/nueff57Pf/7z3HbbbXg8h7cgQAgx/EWjUWbNmnXE3999mtMkhBD9Kd9tZ8GFk3npg3rerGkmmtKxqQrnnVjER08awcTizsOxlmXxu9/9jq997Wt4PB6WL1/OrFmzBqj1QojjjQRNQogBle+2c3nZWGafNopoUsdpU8lzd52T1NDQwMKFC/nzn//M5Zdfzp133ik9vkKIY0qCJiHEoOCya7js3a+k+7//+z8WLFiAYRj89Kc/7bQIRAghjpXD359ACCGOstbWVq677jquvPJKTjvtNFatWiUBkxBiwEhPkxBiUPrXv/7F9ddfT0tLC//v//0/PvOZz0giUyHEgJKeJiHEoBKPx7n11lspLy9n9OjRrFq1iiuuuEICJiHEgJOeJjEoRZMZ3gw2s6ammUgiQ2Guk7MmFTJjYiGuHjJIi6HvjTfeYN68eezcuZM777yTz3/+86gH7tQshBADRIImMeg0R1P8+sUatuxtw2lTcdo1aurb2FQXYf2OFm746KRuM0iLoSudTnP33XezdOlSTj75ZFasWHHYCXWFEOJokW8eMej8ee1uNtVFGF+Ug11r72VwksoYvL2zhX++U8dnZ8rGycPFe++9x7x583jvvfe45ZZb+NKXvoTNJh9NQojBR/q9xaCyN5zgvd1hivOc+wVMWU67Rr7bzppgM9FkZoBaOPwk0jptiQymeWw3BzAMg/vvv5/p06fT1tbG73//e26++WYJmIQQg5Z8OolBZW9rklhSp7g4p9vjXredhkiKhkiKXJedSCLDxtoIsVQGFYVJI/IYVeBGU2XS8KFsqovw8qZGNtVFsCyLknwX551YzFmTCrFpR/f3qWAwyPz583n11Ve57rrr+OpXv4rT6TyqdQohxJGSoEkMKqoCigKmBVo3cY9hZo9jWfzj7Vqef38v25titCUy6KaFy65xWqmPz0wfy1mTCmXFVQ/eqGniqdd2EEvpeD12bKrC9sYYwYYowcYonztn/FEJnCzL4pFHHuGOO+6goKCAX//618yYMaPf6xFCiKNBgiYxqEwszqUg10EomqI439XleCiWYoTXxQe1Ef5avZvmaJpYSseuqbjsComMwbrtIfa2JmiJpbn0jNEDcBeDW0sszdNrdqEbFhOKcjoCS6/HQTSZ4dXNTZw0Op/pEwv7td7a2lpuuukm/vGPf3DVVVfxrW99i5yc7nsUhRBiMJI5TWJQyXPbOXdyMdGUTms8jWVl59lYlkVzNIVuWMwIFPKfTQ1kDJN4Wsft0PA4bTjtGl6PHU1RiCZ0Vr9Xx55QfIDvaPBZv6OFUDTNSK+rS09crsuOaVm8vqWpX+v84x//yKmnnsratWt58MEH+eEPfygBkxBiyJGeJjHoXHr6aKJJnddrmmiKplBQsIA8l41PnDEav8dBSyxNSjcBOk0YV1Bw2lVSukFLNM3bO1sY4/cM0J0MTs1tSVBA7WHeV67Txp6WBJZlHfHwZnNzM1/+8pdZsWIFl156Kd/5znfw+XxHVKYQQgwUCZrEoGO3qXxu1nhmTS7ivd2txFM6eW47Z4zzMcrn5uXNjQCkMga2bhIfaoqCgQUKNEfTx7r5g57dpmEdZKGcbpjkuW1HHDD9/e9/58YbbySZTHL//ffziU984ojKE0KIgSZBkxiUFEVhQnEuE4pzuxwryHGgqQqKomBYZpfjGcPCpqooCuQ4JXv4gaaMymf1u3XEUzqeA5KEmpZFLG1QPsF/2OW3tbVxxx138Oijj3Leeedx9913U1JScqTNFkKIASdBkxhypozMZ0yBh5ZoGtO0MC0LdV+viGlZpA2TEblO3HYbJ4/xDWxjB6HJI/M4ZayX6u0hSvJd5DqzvUop3aC2JcEon4uzTijqcl08pROOp7FrKkV5zm57ov7zn/8wf/58Ghoa+P73v8+cOXNkBaMQYtiQoEkMOXabypUzSwlFU7Qm0oTjaVx2DSxIGyZuu4aKwrTxBUwemTfQzR10NFXh2vMmYtNU3tsVpimSAiX7/ISiHD43awIl+61cbEtk+Nf7e/clFdXRVIWJxbl8/JQRnDrWB0AymeS73/0u//3f/820adN46KGHKC2VrO1CiOFFsayDzW4Q+4tEIni9XlpbW8nPzx/o5hz3aurb+Ntbe3hpYwPRlA4W5LpsjPV7OPuEIq6cMRa3Q34v6IllWexoilHTEMUwLUZ4XZw82ovd9uE8sVhSZ/kLW9iwO0Ke20aey0bGsAhF07idGp+fNQFb6w7mzZvH1q1b+epXv8r8+fPRNBkWFUIMHtFolFmzZh3x97cETX0gQdPRZZgWO5tjJNMGXo+DUb6uS+K7E46lqGmIEk3quOwaE0tyO/WUiMP33Lt1rHxjJ6V+D479ginLstjd3MZ7//xfXl31CCeccAL33HMPkydPHsDWCiFE9/oraJJfw8Wg8PbOFp5dX8u2xmyvR47TxtTR+Xxq2hjGFR48n48vx8n0ibIFx8HohtkRWOa6bEwqyT1kxm/dMHl1SyMeh9YpYAJo2rOdP/9sCbVbN3DFF67ne9/4Kna7/WjeghBCDDgJmsSAe31LEw9Wbaa5LYWyb26N067R2JZiTyjOzeUnMlZyLR229Tta+Pv6PexpSZAxTOyaSqnfwyfPHM3p4wp6vC6eNogmdHL2W2Fnmiav/e0P/OPxn5JXWMIlt/+ST144QwImIcRxQYImMaCiSZ0HqzZR25LA47DhsKlYVnallqoobN7bRtV7dVx/waSBbuqQ9M7OFn73nyDJjMGIfBdOu0YyY7CjOcbj/9nGDR9VOiZzH8hpU7HbsolCwU64sY6VP/8OwXffpKz8Ks6fs5CmlB2nTVbHCSGODxI0iQH1zFu7qW1JkO+y47R/OHnYYVOJp3ViKZ3qbS18ZnqaghzHALb08MVSOm9tD7F+RwvxlM5In5vpE/2cNNrbY1bu/mCYFv94u45ExmCc39MxP8xl1xjn97CjOcY/367l5B7a4bRrTBtfwHPv1rHjjWd55rH7cLg8XL34p4w/eTqtSQOPQ2Gif2i+L0II0VcSNIkBtX5HC0CngKmd267RmsgQiqZoS2aGZNDU1Jbi1y/WUNPQhqYq2DWVmoYobwabOX9KCXPOGod2lAKnHU0xdoVilHSTU0lRFIrzXOxojrMrFGd8Uffzxqb64XvLl7B57YtMPfcSLr7269jdOYQTBomMxTnjXfjcslJOCHF8kKBJDBjLsogkMthUBcO0ugQPiqJgWmCR3Q9tqLEsiz++tp0t9W2MK/R02iMvksjw4oZ6xhS4+ciUo5MtO57WyehmtwEpgNOukmkziaf0bo+vWrWKhQsXYpgmn/3aj8g7cRbNGVB0g1ynynkT3JwzXuaaCSGOH0Pvm0gMG4qiUJLvYmdTjETG6BIYmZaJbpiM9Xvw5w691XHbGmNs3tvGSK+rU8AEkO+2E0lkeGVzI+ecUHTIlWyHo33IM54yyHV1/aeeSBs47Rr57s6TuMPhMLfeeitPPPEEF154Id///vcp8PvZ06oTThjYNYWxPju5jv5vsxBCDGYSNIkBddakQjbVRYgmdaLJDC6HDU0B3bQ68i5dPn3MQDfzsOwOxUlmDEZ5u88Z5fXYqW9N0hrPUJjX/0FhaaGHQEku7+9uJceZ02mIzrIsGiMpzhjvY3SBu+P5qqoqrr/+elpbW/nRj37E5Zdf3nFdqc9OqU9WyQkhjl/yq6IYUGefUMTU0fnkue249q3saktmiKd17DaV8lNHcN7k4oFu5mFRFDjobKX2tLJHaS64oihcNm0MhXlOtjVGiSQypHWT1kSGYGOUojwnnzxzDIqiEI/H+epXv8rs2bMZO3Ysq1at4tOf/rTsGyeEEPuRniYxoApznXzpYyfwx9d3EGyI0pbMYJoW+W4H551YxGdnlg7ZL+7xRTm4HTaiSZ08d9cempZ4mkkj8ijw9H6Ce2s8TSiWxmlTGel1d1r1ZlkWrfEMpmXh9TjQVIVJI/JYeOEJ/POdOjbXRYgkMjhsKjMmFnLpGaMZX5TD66+/zrx589i9ezd33nknn//851FV+X1KCCEOJEGTGHBj/B5uv3QqNQ1t7G1NoqkKJ5TkUdLDsFZaN9mwp5XtjVEsK3v96aU+XI6uE54ty6IhkiSWMsh32yk6CsNgPSn1ezhlrJc3a5qw29TspsL72hSKpVEUhfOnlPQq7UAomuKf79RRvT1EIm2gaQrjC3O48JSRnDHOR/X2Fl7e1MDO5hiWBSO8Ls47sZhzTihiYnEuiy48gcZIimgqmxG8OM9JJpPh29/+Nvfddx+nnHIKK1asYOLEiUf7ZRFCiCFLgiYxKKiqwuSR+UweefA9gerCCf73P9vY1hTFMLLjW4oCY/0evnjeRAIluR3nbtnbxup369hS37ZvFZnKyWN8XHL6qGOSYVxRFK4+exyJtMEHe1oxLQubqpLWDXJcdj5xxihmBvyHLCccS7P8+a1srW/Dn+OgJN9JxrDYsreNnc1xThyZy4baCIZhUZDjQAF2Ncf5/Svb2ROKM/fs8aiqQonXRfs6vXfffZdrr72WDRs28JWvfIUbb7wRm00+DoQQ4mAG3adkMBiksrKSQCBAMBhk4cKF+Hy+bs+trq6mqqoKgDVr1vDII490nHuwcvpShxg8Emmd3/47SLChjbF+D05btucmY5jsDsX57b9r+PqlUynMdbKxNsJvXqqhJZamOM+J02MnnjZ4fUsj25uiLLpw8jEJnLweBzdfNJn3d4d5d1eYeDqbmXvahALGF+X0aujx3xsb2NrQxoSinI5Vdg4b5Dht1DS08ff1tZwwIo+xRR/eT96+1Xn/2dTIKWN9nFrqA8AwDH784x/zgx/8gPHjx/OHP/yBk0466ajcuxBCDDeDLmiaO3cu69atA7LBzYIFC1i5cmW351ZVVbF48WIA7r//fi666KKOaw9WTl/qEIPHOzvDbG+MMq4wB7umYlkWhpXN7zS+KIftjTGqt4W48JSR/PWt3YTjGSYWfxiYOGzZ5fXbGqP84+1avvTxE45Jux02lWkT/EybcOheJYDmaIr3d7cST+u47RqvbG4k32XvNi2BQnaPuO6mIOW77TRHU6wJNnNqqY+amhrmz5/Pa6+9xvXXX89XvvIVnM6hl8pBCCEGyqAKmoLBYKfHgUCgoyfpQNXV1SxdurQjaJozZw4VFRVdyjiwnL7UIQaXjbURFEBVFOrCCRoiSRJpA1Uhu2Tfgrd3tjDW72Z7Y5QR3q6ZsFVFoSjXyQe1rTRGkhTndz9v6mizLItdoTixpE6Oy0ap34NlwXPv1vGv9/fSGs+gKNletL2tScYUeCjO77rQLq2b+86zuq3H7dCobYnz8MMP881vfhO/389vfvMbpk+ffvRvUgghhplBFTRVVVXh93f+bdzv91NdXU1ZWVmn58vKynjkkUc6HofD4Y7zV6xY0WM5a9eu7XUdYnDJGCYosGVvhMa2FIqiYNcUdMMi2BAlo5vsCsXZVBthd0sCBQW7V+2SWNLtsBGJJIkkMr0OmhJpnZZYduVZYa7jiFb0bdkb4dn1tdQ0RklnTBw2lYkluRTmOnh1cxMep8aE4hxURSGVMagLJ9nZFCPPZaPkgPaqqoJlgdbDareWpnr++fN72bjuZebOncs3v/lNPB7J4i2EEIdjUAVN7YHPgUKhULfPz5kzp+P/n3rqKcrLy/H5fActpy91pFIpUqlUx+NIJNJ9wwcZM5Eg8/bbmC0tKB4PjtNPRy0oGOhmHbGxhR6ee7eOaErHY9ewaSqJtEFbKkMqY2JaoCcy7ArFSWUMtta30RJLMWWUF4ftw6AipRvYNRW349B//aPJDM+/X88bNc1Ek5nsMv6SXD5+ykhOHuPtOK8xkqSxLYVdUxhXmNPj1iVb9kZ49IUawvE0xXku3HnZ3FTv7wqztzXJCK+L4rwP94Fz2jXGFrgJNsbYE4pTlOdE3S9gU5XsfnaeA1YOWpbFWy/9jT8v+xEel5OHHnqI888/v9evtRBCiK4GVdDUk54Cnf2PV1ZWdsxTOpxyuju2dOlS7rrrrl60cPBIvf46sd8/ibFnD2CBZaEWFuK+7DLcn74cZQjn3zmjtIC0bpIxTDSXjWTGIBxPkTEsLEBVwLav58Uim1W8JZZhT0ucicXZVXXtmbBPK/UxynfwXqZYUufRF2t4f3eYPJcdr8eObli8sytMTUOUz587gUBxLn99azfv7goTSxloqkJJvpOPnzySj5xY3CWP0t/X19ISS3eaa5XjtFGQ4yDYGCWa1LGs7IrAdqN8bhrbUjRH0zS1pSjOc6KbFs1tKWyayiljvdmeNyDXZSPeFuZPD97NB6+vZurZF/GLpT9gVPHQD5qFEGKgDaqgyefzdenxCYVCh1zZVlFRwerVqzvOO1g5faljyZIl3HHHHR2PI5EIpaWlvb+hYyy9fj1tDz2MlUigjRuH4nBgGQZmQwOx3/8eNBXP5ZcPdDMPW47LRmGek0zYJBLPkMyYGKbVEWQ4bCqWBfZ9vUop3UAF9rYmGev3oBsW9ZEkXo+di08fdcghtmff2cPLmxpRsGiJpslx2SjOczG+0ENdOMnKN3aS57axszFGYZ6TUr8T3TRpbkvzx9e2E0/pXHrG6I7ydoXiBBuijPC6utRtAXZNJZrKEE3p5O23V5zHaePEkXm8uzvM1vo2NuxpBQVG5rv41LQxzD51FCvf3Mn7u8Ose/V5/v3bezCNDFd+5YfcNv8z+D2D6p+5EEIMWYOq26G8vLzb52fMmNHjNffffz8VFRUEAgHC4TDhcPig5fSlDqfTSX5+fqefwcqyLBJ/fQarLYI2YQKKI5tlWtE0tFGjUBxOkn97FjMaHeCW9p1lWexsivGPd2qJxLPzitwODcOyUBQFVQWnTcW2b0UdlkW+247Tpu3bsFZna30bzdEUE4tzuPGjk5gy6uDvZbC+jd+/sp1wLE0yY5IxLJraUmysbWVbU4ySfCfbGtp4f3cr44ty8O3LwO20aYwucGO3KfzjnVoa25IdZcaSOmnd7EhyuT+XXcOhqWQMKzt364D7r29NYFnZFXFj/G7GFnjQVIW1wRA7m2NcXVZM3T9/yT9/8Q1OnDKVx55YyQ8XfVYCJiGE6EeD6hM1EAh0ehwMBpkxY0ZHL1B1dTU+n6/jvMrKSsrKyjoCphUrVnSbc2n/cg52bCgz6/aS2bwZtWREtz0o6ogRGNu3kXn/fZxnnz0ALTw8lmVR9d5enn27lrZEdouV1ngGm6qgAjluO9GkDkAqbWBYFtFUNjixgHF+DynDZO5Z48hx2WiJpXlre4gte9s4ZayXQElul9dLN0yeeGU7sWS2x+fD+Ukaad2ktiVJjsNGW1KnKM/ZKRVAOJ5mbzhBOJ4hltL50f+9x2dnjuPcyUXkuGw4bCrJjEGOs/M/PY9DI8dpI96W4sAE4c3RFHtakhTnOzl1rK/Ta7O7Jc79j/2Jf//2vwg1N/GDH/yAq666ashuPSOEEIPZoAqaAFauXElFRQUzZ85kzZo1nfInLV26lJkzZ7J48WKCwSBz587tdK3P52PhwoWHLOdgx4YqK5mEjN7Rw3QgxWYDy8Lab2L7UPDurjB/rd6D3aYQKMmlOF9nw55WEhkd3bSIp3QsLFK6tW8VmYKiKCTSOiZQ0xBlyqg86loTvP1OmGgqg6oomBZUvb+XswKFXH3O+I6J4rph8sKGeoKNUZx2DfOA9jhs2Yzeda0JDNPqNOG7MZJka32UjGHitKkoCuwNJ/nDq9vY1hDlC+eOZ2JJLh/saWVCN4kt3Q6NwjwnTW0p0nq2jETGYFtjDIddZeoBvWN6Js36px/k1b/+L1NOOYNlD/9qUA8fCyHEUKdYltV9ghfRRSQSwev10traOuiG6szWVlru+CaWYaCVlHQ9HothNjXh+/73sJ9y8gC08OBSGaNjM1nvvg1sLcti2fNbWb8jxISiD7dHaY6mCDZGaYqkOvIUWVZ2IrjLoWFa2fLan/N67GRMi6JcJ6eM8XYM47UldZqiKT515hg+XTaGN2qaeXFDPe/uClPfmkRVQddNCvOcnZb0p3Ujmx9KVRhXlMP4whzSusFbO1rQDSu7kk2BtoTOCSPz8O5LMnnd+QF8OQ4ee7GG1niaknwXbodGIm3QGEmR57bx2ZmlNLQmWbMtRCpj4HHYqA3Hcdk1xhR8mCpgz9b3WfGzb9Nct5MzLruRz33+Wj5xsu+YvV9CCDGURKNRZs2adcTf34Oup0kcHtXrxXnuLOJ//jNqQQGK3d5xzDJNzNo92E8+GdtJUwewlV21JTK89EF2SX9bUseuKUwdlc/HTh7B6AI3wYYoXnfn3rPCXCf5bjt14QTv7W7FME3cdg3DtEhlDNqnBDls2eX4umFhUxVa4xm2NcY4YWQeiqKQ77aT0g1e29IIWDz37l4UwOPSsEUVbKpCMm3Q0JaiMNeBQ9MwLSs7Ad2yOGtiITub4+wOxWiOpokkMnjd2dc9uS//kj/Hgcuu0RRN8frWJr5+6VRu/Ogknn17D9saYzRGkjhsGpNH5vLJM8dw0r40Bp88cwzJjIHboXHvX9+nMZLtITT0DC9UPsoLKx6maGyA+Xc9Sjq3FLtd/ikLIcTRJp+0w4j7M58ms3kzmQ8+QPX6UHJzsVIpzKYmbKNGkTPv2kGVcqAtkeHRF7eyYU8ruU47eS4bGcPkjZomNu2NcM3Z43u81q6pjCvMYU8oTlI3cTs0MrpJLKWjKBa5Lhu5TjvxtE5bUqc4z5lNN9CWYnSBu2NOkT/HSU1DG39bX0ue00ZRnpO9rUnau199OQ5a4xnaEjp2WzYa002LM8cVMGtyEe/s2sqOpgymlZ3AbRjZbV1cdpUJJXkdk75znTbqwtkhvamj8zlxZB47m2NEUzq5ThvjCnM6pSew29SOVYCnlfp45q091O+sYeXPv01tcCPnXHYtsz49H1Ox0RwzGOv9MEgWQghxdEjQNIxoRUXkVywm8fdnSf/nZcy2NhSHHfell+D+xKXYJk4c6CZ28u+NDWzY00qpP6dT8kmv286uUJxn3trD2AI3G2ojFOR0nauVzBg47Rp5bjsnjsonlTZ4b3crikJHsGJZVsfWK6qmkEzohOPpjqBJVbKr2jRNpSTPyft7WmlNZEhlDKK6iU1TsMhuX+LPcaBg4fU4+ciUEv7xTh0jvW68bju14QQZ3cSwTAxdwZdjZ+R+2bt1w8LtsHVM8lZVhQnFufTGjIl+fvmLX/Dik78gv3AkX/zug4wKnEzGsGiI6oz12plU2P1cNiGEEP1HgqZhRvP7yb32i5hXfRartRXF40EdZPOvIDvn6I2aJnKdtk4BE4CiKIz0uqkLJzh5rJfN+9IF+HM+3L5EN0xqW+JMGpFLOJZdVedyaBiWSTptEE3pKFiYpoXTppDe1xuFAvuv6I8kMvtWv1lsqI2QSOl4nDb8OY59E7KziTMzuo5uJnA7ND520kh2NMVIZkwmFGWzd/tznbyzK4xpWuimRWNbmrXbQ4z0uhjlcxFN6XzspJI+r2rbsWMH1113HS+99BJnXDSHqZ+4EcvuZE+rjqZAqc/OJ6fmYddktZwQQhxtEjQNU6rbDW73QDejR9GkTjSpd1l6385hUzEti8JcJ588YzTPvVtHsDGG266hmya6aTGhOJd5H5nIn9bs4v1dYVTFIhLPkDGyvUsm2R4il10lk0iTNjR0w0JVsoNvGcOkLpxAUxV2NsXIGFZ2nzrLwiB7scOenROlAJNKcrFpKtU7WtANk8JcZ0d7NSWbiTylm9hVBdPKzq/a0RRjdyjOqWN9nDO5qNM9tsbTrN0WYv2OFpJpg7F+DzMCfk4a7UVR4Le//S1f//rXyc3N5dFHH+W0aTPZ0pSiOWagKDDGa2ei3yEBkxBCHCMSNIkB4bRnk1GmjQMX9WeZ+xZ1uhwaHz95BFNG5bN2W4g9oexKstPG+Zg2voBcl535H5nIL/65iZc21qObVsd8JHXffxKZbB2pjImiKmytj9IQSeG2a8TSOsmUQUrPXpXSTZJ69nyHTUEDDLIZx8PxNOMKc2iKpoim9I7Ncw3TYntTLJtgU4WUnu3hMkwLu5ZNb3DiyDxGeD8MYveE4jz2Ug27mmM4bRo2TWFnc4y125qZNkJj1YM/4G/PPMNnPvMZKioqyMvLA+CM0YM3EBZCiOFOgiYxIHJddk4Z4+XlzY0UeBxdhq1C0TT5bjtTR+WjKAqTRuQxaURet2X5c534c7Mb2eY4beimRUY3ME0w94vJFBW8bhuqqhBLZnDZVZJpE92yUNXOw3YAad0izYdzokKxNPF0drPfjG7SEsvOjWqJpYmns71mqqqQyhjEUzpjCz0U5jrJGCbbmmIkMwYuu4ZumPz+1e3sbo4zoSgXbb8J4G+88CyPPvojnHaVn//851x44YX99ZILIYQ4QhI0iQFzwUklbNjTyo7mOKN8Lpy27JL+UDRNWzLDp84cg3+/ITCAlliatdua+WBPKy2xNArgtGu8trkJ04LCHHt2y5OoiUnnFGQKCpqqMmlEHhndYNPeNlQF8tx20rpJIm3QU9IyRclurOu0abQmMiiQ7aXKGNns4/sSa1qWRVo3KcpzMnlEPoqSHYqMpbLDkS67xsa6CNsbY4wucHcETIlohL8sv4f1Lz1D6ekfYc6ixXz8/An9/poLIYQ4fBI0iQEzsTiX6y8IsGrNLva0xDFNsMjuG/epM8fwyTM/3OzWMC3+8XYtf1u/h2BDlGTGQDeys5Y0VenYry0US6MoCgqwb343ipKdY9S+pH93KEapP4dk2sDt1LCr2ezdAJqS3TzX3Bc9KWQDJovsfCdNzeZvUrAYV5hDXThBPJXNTh5LZTDM7Aa7gRF5HWWmDQPbvjQEALUtCXTjwz3oNr/1Cn/6xfdIJeN8csF3GDe9nJilkNQt3HaZrySEEIOFBE1iQJ00xsviEXlsrIsQiqZw2jWmjMrvSDFgmNn8Ry9u2MvTa3exN5zAsrJzhkyL7NYw+4bQDAuSaQOT9l4fOgIXa99zbodGLKWTyGT3q1PIzp8yLVCzc8DZv7upPd2AqijohgVkM5DnuhycOtbLRaeM5MUNewnF0tm97opyGOF14d4v5UFLLM35U0rIdWVzKSlKttB0Ms7ff/vfvPHsHxl/ygwuvbGC/MIRtCWzE71l+zghhBhcJGgSA85uUzmt1NfpuYbWJK9sbmTd9hCxlM72xhhgkTJM0hkzu0JOAdTO85b2zefGMrITwrML5bLn5jg0FLLJKVNpA03N5k8yLQssC6emYVhWtgfrgHE6w7RoS2ZwOzRGeF2oanao74KpJZw/pZi/Vu/h7+v34HFo2FSFllh2iLE1nmGUz8VHTxrRUdaEolxC29+j8tG7aAs1cNG1tzHtwis6Eo9G0xYnFtlxyqo4IYQYVCRoEoPO9sYov36phrpwkjyXjVhSpy2RIW0YGMaH0Uz7cJulWBgHBDnWAX+2ByDN0XQ2FYAex2HTSGUMYkkd9g3h2bVsqoP2emz70gdYVjZwGuF1MaEohz0tCUYXZFeyKYrCWScUsrW+jde3NvHOzhbMfcOCTruKz2PnvV1hxhS4MfQMj/3sHlb9+H7846bwhR8sZcSYcdm2WhYtCROHpnD6aHefczoJIYQ4uiRoGsYsyxpyX7y6YbLyjZ3UtyaZWJyDqihYVgKHTUU3TdKWhapkV8K1M3uavb2ftG5lh9Cs7Fwnj8PGSJ+LHU0xYil9X9LLbC+TaWYzhauKgt2mdmQVz3HZCEXTgEJpoYfTSn1YlsU/36njX+/vpb41SUs8TcawcNpVRnrdnDAij9ZEmr++tYfg5g088qNvsHHjRhbc/GUKz7qK3RGLulYdZd/qvVyHykcCHgJ+2RZFCCEGGwmahhkrmST1yqskX3oJY+9e1Px8nOd/BOf5F6D5Cwa6eYe0tT7KjqYYI71u1H0Bn9OuoapKx2OgowspO6PpQ+0Ttw8MpMz9rmmfGB5L6Uwqyc0muNSyG/omMwaKCvn75h9FUzqWlQ2YFKA1kaEgx84Xzp1AjtPGy5sa+Gv1blwODU1VsKsqBV47ad2iOZoi321ntNfJm3/5LY/86WEmTJjAH/7wB6ZOnUrGsNgWSrMtlA20/B6NKcVOCnPkn6UQQgxG8uk8jJjxOG2/+CXpN98EzYaSk4O+ew+ZX/+G1H9eIf+O29FGjxroZh5UY1uSjLFvy5N98t12chwabYkM8GFAZFldu5gUZV/gtO9xd51QGSM7Pymjm7TG0zg0jfGFOXz8/BH88bUdNLQlyWRnmZPrspHjtKGgoKoKHqeNU8b6mDIqn4xu8uKGelRVwedxUFMfxWlTURUVlz07wXzL1i38pfLH7Nr8NidfeA0Vt9/K1PHZbW3smsKJxU5OLHZ200ohhBCDjQRNw0jimWdIv/Ya2rjxKPttoWLpOpnNm4k+/jj5d1YM6iE72755SmndIJrUMSwL276eobTeOftkt6NyFlj7oial/XE3p2UMC93QUTMAGaIpHdPKbgLcPoSnoKKgYJowvsjNCK+b7U0xfJ7syr7doTh7I0mKcp0YZnbek7Zv7pRlWex+/S+88+dfkeMr5PPf/h+0ESdhaTLsJoQQQ5UETcOEGY+TeuFFlLz8TgETgGKzoY0eTea999CD27BPCgxQKw9t0og8kmmDNcFQxwTsVMYgqRtoqoK+r5tJoWswpCnZ3pvkviV0h5rqZJGdR5Qd0rNoaE2wN5zEJBu82bVshvG0blDTEM3ma7Ispo7O9hTppolpWmj7hg5tWjZfVCbSxJtP3kv9xjWMPesyLv7Cl/Hm5dAUM8hzqgdrkhBCiEFMgqZhwqyvxwyHUQqLuj2u5OVh7K3D2LNnUAdNb20PEU/rJNIGuS6tY8uTbHBj4bCp2FQl27MDGIbZsXLOtOgImPrCIjsBfWdznPa+LH3f3nEpPY3HoWHXVDbXtXHWpELOHJ+dG1ac5yLHaaMtkcGf66Q4z8FrVX/hgz//Es3uZOYN91B04gxychw0xw0KczQm+h398joJIYQ49iRoGi5stuySMsPo/rhpZjNl2wbvWx6OpXn+/XrG+D14PToNkRSxhL5vflGWw6ZSmOsgpZukdRPDyGbi1rumVuqTlJ5NcKntN4m8fUJ5NGXgtJnkexxcXja2I0mlL8dB2QQ/z2/Yi5KO8p9H/4sNr69m5Bkf5+RPfxXFmYvTphKKm+Q4VC4I5GCX3EtCCDFkDd5vUNEn2ujRaOPGodfUoOZ13djWbG5GLfBjmzplAFrXOxtqWwnH04wvzGGEV2GUz82Ophg7mqIY+wKajG6STBs4bRoul4ZumiTSOu0hU3fDdr1hWfuG6VQFzfpw2xTTyvZmaarKaJ+borzOk7Y/eeZoVv/jb/zy59/HNHQu/NL3yZ9yPpGUiV1T8LlVJhU6mD7WQ6lP5jMJIcRQJkHTMKFoGu5PXELbg7/KphooKUFRszmGrNZWrHALrqs+i+b3D3RTe5RIG2BZxNM6Kd1EUxVK/R72tiaIJvV9aQMsWuIZbKqeXWFnWR3znKB3AVN3gVXHdiv7hv0sC0xl3351SjZzuKoonTYQjkQi3H7bbfzmN7/h9Jnncc7nv4Hq8eOyK5xY5GRCgR2vWyPPqQ7qyfdCCCF6R4KmYcR5wQWYLWES//d/GFu2YCkKWCZqTg6uSy4hZ+7cgW7iQSXTBrXhJLXhJIaZTWKpqfv2k9svytEAwzRpS1hYdB2X2z88OTA4UpV9+8u1Pyabw8myssfa50e1b7fCvlVxqmoydXQ+Oc7sP5kXX3yR6667jubmZu666y6uvPJKAHQTbCoSJAkhxDAkQdMwoigKnis+g/Oss0iteROzpQXFk4Nj2pnYTjhhUH+R17YkeHlzA2ndRFUh12EjkszQHNW7BD5JPbtpbnazXrp0HbX/74EBUvvda/sWsOkmHRO/Lei0FYuqkk03sK8OTVG46OQRJBIJlixZws9//nOmT5/OsmXLGDt2bMd19g/TSwkhhBhmJGgahrTRo/B85jMD3Yw+eXHDXhrbUpw8Jp+t9VEaoylSGbPb4bb24TMVsGkKdlUhnsmGP/vHTwdmBXfa1ezk8UNMGtf2BUztucY1BbweB6+/uYY53/0a27Zt45vf/Cbz5s1DVSWFgBBCHC8kaBqGzHiczFvr9/U0ebCfecagm8sUiqZ4a0cLu5vjmJbJq1uayXfZKcpzsqclQXM0dcj5SSZgGRYeh4aqm5g9JLKEfcNthtnpcXsCTOuA6wwTNNVCQUHTFIpzbGx74QkWVfyWqVOnsGLFCiZNmnQEdy+EEGIokqBpmEm98iqxP/wBo24v2XTYFqrfj+uTn8Rz5RUog6Bn5K3tIVa8sZOmtiSaqpLKGOwOxcl12WiMJGloTaL0ch2cBUST2Unhad1EN6wee6cOSCiOYoGqKhj7xvAc+zbnzRgWNlXFn+vAk9jLiw/dTd22TXzsyuv4yXe+it0uq+CEEOJ4JEHTMJKufou2hx/GSqXRxo9HsduxDAOzsZH4H55EsWkDPmy3sznGH17dTiJtMLE4F1XJZtEOxdKEY2lC0TT7BuB6XaZhQTyVzU9lUyFjHuKCfbKBlNUx1ymjm7jsKpYFXpeN9Ht/56//+zO8RSO55LZfMLd8hgRMQghxHJOgaZiwLIvEM89gtrWh5HvJbNiAFY+jOByoI0aA3U7y7//AdeGF3eZxOlbe3NpMOJ4hUJzTMTHdrqkU5zloiaaymb6VrvORDqX99N4GTPtT96svpZskW/ay8X9/SnPN20y/eC5TL70Rb46bKbKxrhBCHNckaBomjNo60h9sxGyNYO3YiZVdJw/RKGZzM4rXixWLktmwAefZZw9YO9/bHSbXaeuykq8k382WvW3ZFWxHktq7j7JzmxRUJdvjVLfuH2z/5zKcnjwu/fpP8AfOJM+pUX5iLl6XLI0TQojjmQRNw0UqhVlf///bu/P4qOp7b+Cfc2Ymk0lIMhn2TchgUaAo2SziDonWbkpNtMoiJTKxwuUpvGwibawvrtzLA6K1t9q+AsXeovYREojtVVubecJ97KtaJTOhCr11yQkSRBYzmSQkmf08f4wzZLLOyTJbPu/XK8rM/HLO9/fLmcw3v/Nb4L140b9SY2cn4PMBggA5JQVoaYHc1QWfwxHVML2y/OVSADI6nR54fTKS1CroklRI1Wrg9LgiGo9/Jp4MT2crpP96Fi0fvospS27HLd/bhDlT9Zhr0GDh1GRMTuVbhYhovOMnQYIQUlPgtduBjg7//nM9FyhyuQCVCj6PB4JngL3pIuQrU9Pw5w8+x+f2blxyeuDzyVCJIjJS1HD3iK3nGkv9LVCp9PbdYL44+Rc0vf4LCKKIa1Zvx/ycG5AzU4dvLUwfvZMQEVHcY9KUIOTubsjd3YDH038Brxfo7oYc5dlz6ToNvuhwwivLSE/WQKUW4PZ6cbqlC84eay3594G7vCdczyRptPIlT3cHmt/8JS68fxTTvnoTbrh/C2ZPm4iLl7xQc2NdIiLqhUlTgvB2dvpvyQ3G44GnqQm47dZIhNSH0+3F30+3IjM1CZccHnS7/MmJ+8ulAgTh8qrd8pf/CfQ2adUCfD4Zbt/wN+Xtyf5JPZr+61n43N34pqkCC64vhCAIcH8Zx5zMpBGegYiIEk3MJU2SJKG6uhpGoxGSJMFkMkGv1w9Y3mq1YsOGDbBYLGEfR+k54oHv88/9vUlD8HzySQSi6d9H5zpwrs2Bq2dkwOH24mK7A+3dbnh9MrQaESpBQKfTA1EUIMsyBEGAKAjBcUcqUYBWo0Jykgh7p6vPukvh8LocOG3+NS7Uv4YMYw7yv/coFs73b4Pi8si4eMmD2ZlJMBq4tAAREYWKuaSpuLg4mABJkoQNGzagqqqq37KBxMdqtSo6jpJzxAtfe3t45dyRHWjdU4fDDZ9PhlYtQqsWkaHzJyaN5ztwxtYFQbg8MNsnA7JPRs+lKgUAuiQBM/QpUIsCzrU5lZ3/9Ek0/n4P3Jds+Mq3NmJSzregSVHhbJsbAKASBcwxJOHOq9OgVUd/EVAiIootMZU0SZIU8thoNMJsNg9YvqioSPFxlJ4jXoiTp4RXTh29H3mqVh1czFKjupyUyJDR5fLA67t8e87/fCgZQIfDg39+3g6NGP6YI5/HhTP//RI+f6caE2Zehasf2IHMqTMhCgJuykqFXqeCAGB6ugZzMjVQKzg2ERGNHzGVNJnNZhh67ZFmMBhgtVqRk5MzKsepr68flXPEHNm/vEDIrLl+iIaJEQqor6umpWNyuhanWzohQkDLJSc6HG443T44Pf641aIAUQC8/UyPUwv+Fbzhk+ENM6/pPCeh8dXdcHxxBrNvexDTlxVBJaqQpBYwdYIGN2alIlPH9ZeIiGhoMZU02e32fp+32Wyjdhwl53A6nXA6L98Cag/zFlg0iMkpgEo18Oy5QLnMzAhF1Fdykgrzp6fjvcYWuDxe+GTA45WDe78B/mRpoBp4euRR3iFGgss+L86+XYXP/vsl6CbPxqKH/gOp04wQBSBNKyBTp8bi6clMmIiIKGwxlTQNZKBEZzSP099rO3fuxPbt20fl3GNNteCqsAaCi3PmRCCaUE63F+832/HXDy/irX+ehygI0KhEdDq9/jWXfP5bb6N1U8zR8hkaX30Kl85+hOnLijDrltUQ1UkQAIgAJiSp8JXJWtxsTB2lMxIR0XgQU0mTXq/v0+Njs9kUz2wb7DhKzrFt2zZs3bo1+Li9vR2zZ89WFEukuP/27pC35gDAWVeH1MKCCETk1+nw4Ld/kfB+sx32Thfau91IUotweXxQiQIyUjSwdbogf9l1pFaJ8Hh9w1pSQJZ9OF//GprN+6GZYMDCdXuQNnth8HVBAOYaNPjmgjTMn6zlYG8iIlIkpj41Cgr6/zDPy8sbteMoOYdWq0V6enrIV6xyN4a3lID71KmxDaSX1xrOoOHTVkzLSEZKkgpajQrpuiSIogCvT4bD5Q32MAlfbq8yHM72i/jnyxX49I+/xKRrC7G49FchCZNGBPJm6bDl5klYPF3HhImIiBSLqZ4mo9EY8liSJOTl5QV7gaxWK/R6fZ9ygP/2WqDcYMfp3aPU+xzxSkhLC6+ge/AxT6PJdsmJ+iYbMlM0SNaoIAhCsDNMoxLh9PjQ7fJCEAG1SoDH61/+W0naJMsyvvjg/+LTP/4KYpIOV636N+jn5YaUUQnAomlaFF2TwWSJiIiGLaaSJgCoqqpCeXk58vPzcezYsZD1k3bu3In8/HyUlZUB8M+Sq62tDXktsAzBYMcZ7LW45QtzpUdV5JKGs63d6Oh2Y/ZE/9ihjBQNPm/rhs8nQ6dRodvlhdvng1oWkKQW4fV54VOwqZy7046m13+B1n/+FRMX34a5X38Eat3l5NE/6FvETcZUfHtBGlRcSoCI4ligJ364PfKJThCEkP+PyTlktn7Y2tvbkZGRgba2tpi7Vdf+/C/R8e87hywn5udh+qs1EYgIOHHGjuf+/BFmGXRQi/6xSh8029Hh8CA1SYV2hwcdDjcEARAF/1ID/tl0Qx+79cN3IL32c8Dnw9xv/gsmLbwJKtGfOwoCoNOIuGpKElZcOQHzJ2vHvrJERGNIlmV4vd4xTQgSgSzLUKlUfdrp0qVLuP7660f8+R1zPU00PB6HI6xyvnPnxziSy66YmAp9igatnS5MTkuGWiVi/vR0fPR5Oy45PfB6vUhSi/B4/AO/k9QiXEPMAPQ4O3H6zUpcPP5n6Od/DVnf+l9ImmBAslqAIABJScCCKcm47godFk1LhshfMEQU52RZhsfjgU6nw8SJE6FWq5k89RJoo5aWFnR3d49ZGzFpShDdf3s3vILnI5c0pes0+NqVk/DH42eRkuRBqlaNVK0aC2dl4OPP23HO7YVep0GyRkR7t8efMA3Sy9TW9HdIf3ganu5LyPr2FkxecjtUgoC0ZBFLpidj7sQkXD1Fi8mpvKyJKHHIsgxRFDF16lQkJydHO5yYplarcfr06bE7/pgdmSLrszPhlXNFdu+5O6+dAXunC5YmG861daPb5d+ot8vl9Xc3+2Q4NCJUoohOh7ffnMnndqK57jc49+6rSJuzGAsf3A2dfhpEAUjWiCi+JgNL56REtF5ERJHG3qWhBdoosOn7aGPSlCiSddGOoF/JGhXW3mTE0isn4Q/WM3j3kxaoRAFqUYAMAS6vjO5BZvRd+uxDNP5+D5yt53DF7aWY9rW7IAoiRBFI14qYk5mE3FmxWXciIkosnH+dKMIc0xQNKlFAuk6DT7/ohFYtwOOT4fb64PL4BpwtJ3s9OHP0AE6+sAWqpGQsNj2P6UtXQiWKSE0SMHWCCpNS1Vg2NwUaFf/6IqLxp6GhAZs2bUJKSgoqKiqwf/9+PPPMM9i0aRNqavpO+Fm2bFm/z0dDLMWiBGfPKRDLs+c+W/hVoK0trLIzP2se42gAt8eLv378BT44bUfjhQ6cb3PgQrsDKgjocHqC26YIAtA7b+q6cAqNv9+DrnMSZt78AGbc+D2IKjUEABO0AiYkqTAxVYWcmTrcmJXCwd5ElNB8Ph9kWcacOXOg1YbOBrbb7ZgxYwbOnj0bst7gqlWrkJubG7KrRV1dHXJycmJiXcKxisXpdOLTTz+FIAgQxcv9Qpw9R6HCXacpAk5+Zsf//sNJfN7aDYfbvzFvYLBSuk4THLckAyEDv2WfF+fefRXNdf+J5MzpuOahZ5E6Yz5kGZiZoUbuLB10agGpWhWunJiESal9p5USERHw/PPPY8aMGVi/fn0wMVm+fHl0g+ohlmJRgklToujqinYEAIB66QtUVL2P9m43VIIAT69czt7tDnkcyJkcrecg/f5pdJw+gWlLV2LuigeRnqqD98tuqG9cnYbrruBgbyKicOj1eixZsgQvvPBCSG8TjQyTpkQxxPpGkfDJ+Q489fr/oL3bDbUowBvGnV9ZlnGx4U/49M97odalYcHaXciYew3UIqASZLh8MiZPUOOqKVygkohIiaysLFgsFgD+8U8bN25ESUkJSkpKUFdXh4qKCpSUlCArKwtNTU2oq6vDjh07YLfbcfToUUiShOeeey54vLq6Ohw/fjx43B07dgx4nJdffhmA//bh4cOHkZWVhba2NlgsFtxzzz0hsQTiO3r0aPAYK1euRFZW1pDHjzQmTTQqfD4ZNceacaHNAUEAVCoRLtfgiZyrowVNr/0c9o/fw+TsO3DF7SaotakQAMgy0OUGtGoR31iQhoxkVWQqQkSUQNq+HOuanZ0d3GYM8N8eW758eUgCUlNTg5qaGmzduhXZ2dlYtGhRcF/XpqYmVFRU4O233wYA2Gw2PPPMM9i6dWu/x2loaEB2djZeeOEFLFmyJHg7zmaz9YmlqakJjz/+OF577bXgc8uWLcMbb7wxYJyB40cakyYaMYfLizf+fhZ//egi3F4fZBlwuQdPmFpOvoVTb/wCgqjGgvu3I3P+1y4PCBcAjUrAlDQVvrkgHTkzuaQAEZFSTU1Ng44dMhgMMBgMwccZGRnIysoKedza2gq9Xo/9+/fDYDCgrq4u+HqgF6u/47S2tgIAVq5ciRtuuAFz585FUVER1q9f3yeO/fv3Y8mSJSHPZWVl4fDhwygpKRn0+JHGpIlGpK3Lhd+8JeFYYwvau90QBGHQTXc93R049cZzaDn5/2BYcCPmfetfkJqmByBDLQrQaQRckZmE/Nk6XDVZiwla9jAREQ3HqVOngre/wpWRkTHgaz17jACEdezMzEycPXsWDQ0NOHz4MFavXh3SoxRvmDTRsMmyjMPvNePkGTsMqUk43+6A6BMw0F4o9k/qIf3hGfg8LsxbWY7Ji29F/hU6GA1ayDIwMVUFoyEJeh0TJSKikdi0aRPWr18f0nMEXL5dN5CBXg+MQ+qprq5uyFlwe/bsQUlJCbKzs5GdnY1Vq1b1OVd/xz5+/Dief/75QY8dDUyaaNg+tztw4owdE7RqnGnthsvt3wZF7LX2ktfVjdO1+3DB8gYy5uXiyu9sgSZtErRqAdnTdcjnrDgiIsUaGhqwf/9+AP7kJDDYWpIkrFixAitXrgwpW11dDYPBgJUrV8Jut6O6uhoAcNttt+HUqVM4fvw4AH+PUl1dHU6dOoWnn34aO3bsQHZ2Nnbs2IGKigrk5uYGvy9w3N7H2b9/P7KysoK39AwGA2w2G4qKivrEEjj2M888Exxk/tJLL0Gv1w95/N5J4Vjj4pYKxPTiljNnh112tBa3fK+xBfuOfoxLDg/autxQiUCHw78liscrw+OT0XH6BBp//zTcl2yYe7sJs677Bryyf22lGelqbLl5EtJ4C46IaECDLW5Jobi4JcW0bpcXHd1upCSpoFKJAAR0Oj0QfC40m3+Ls29XY8KsBbh61b8hZeIMuL3+VcANKSrceXUaEyYiIoobTJpo2OZMSoFKFODy+jAhWQMASNWq4bwgof7FHbh08QyMhd/H3JuKIIgqyACS1SKyDBrclJWKhVP5FxMREcUPJk00bFMzdJg7KRXNLV1we31QwYf/Mf8OJ//4AiZMmYOlj/wCc+d9BWlaFe69Nh0eH6ASgcmpaqhEbn9CRETxhUkTjci9S+fg/WY7LpxpwgeHdqHtzIfIuvk+XLliNaZk6CAIMqalqTFlgpr7xBERUVxj0kQjcvX0NGg+MeOdfU9Bp5+EWzc9ixlXfhXpWgFeH+D2Cbh2RjITJiIiintMmmjYmpubsW7dOtTV1SGv4Lu48o4SqLU6iALQ7vQhVSPipqwUfGVSUrRDJSIiGjEmTaSYLMt48cUXsXnzZiQnJ6OyshL5X7seTTYXmmwuOD0yDCkqzJ+sxZQJvMSIiCgx8BONFLl48SJMJhNeffVVfPvb38Zjjz0WXPNi/mQt5k/mjDgioljhPXsWsi1y+7QJhkyoZsyI2PkijUkThe3VV1/Fhg0b4PV68bOf/QwFBQXRDomIiAbgPXsWbYW3A05X5E6qTUJG7Z8TNnFi0kRDamtrw+bNm3HgwAHceuuteOKJJzBp0qRoh0VERIOQba2RTZgAwOnynzfMpKmpqQk1NTXIyspCU1MT1q9fD71eP7YxjgCTJhpUXV0dHnzwQbS2tuLJJ5/EXXfdxZlwREQ0KlatWoW3334bgD+B2rhxI15++eUoRzUwcegiFBdGeT+irq4ubN68GStWrMCMGTNw5MgR3H333UyYiIhoVDQ1NYU8zsrKwtGjR6MUTXjY05Qo0tIAp3NUDvXee+9h9erVOH36NMrLy/HAAw+EbHxIREQ0UnV1dTAYDCHPZWZmoqGhAdnZ2VGKanD8JEwQQmZmeAUHSX5cLhcqKiqwbNkyaLVaHDp0CKtXr2bCREREo66tra3f51tbIzfbTyn2NCUI9Ve/CvfHHw9dMC2136dPnDiBNWvW4MSJE3j44Yfx0EMPQa3m5UFERJE1UDIVC9iFkCCSFi4Mq5xq5uyQx16vF7t370Zubi46Ojrw0ksv4eGHH2bCREREYyojIwM2my3kudbWVmRkZEQpoqExaUoQmsnhLQGgWXQ5uZIkCbfccgsee+wx3H///Th48CAWLVo0ViESEREFLV++vN/nc3JyIhxJ+NidkCCScrKBpCTANciaHKIIbX4eZFnGvn37sHXrVuj1erzwwgvIy8uLXLBERDTuZWVlhTxuampCTk4O12misaeZNw+aRYvgPn4ckOW+BQQB4qSJaLv+ehR/4xv405/+hHvuuQc/+tGPkJra/zgnIiKKX4IhE9AmRXxFcMEQ5sQkAC+//DIqKiqQm5sLi8WCl156aQyDGzlBlvv7hI0eSZJQXV0No9EISZJgMpkGzDoHKzvc1wbT3t6OjIwMtLW1BfdbiyWu9z9Ay9oH4WtpAXqupyTLEFJSUPv1O7DlxQNQqVTYvn07br755ugFS0REYfH5fJBlGXPmzIFW4Zp8423vOafTiU8//RSCIITM/L506RKuv/76EX9+x1xPU3FxMSwWCwB/crNhwwZUVVUpLjvc1+JZ0jWLYXjxt2jf8e9wnzgB2emEoFajbeZMPO524fB//Bx33HEHKioqYrr7k4iIRodqxoywtzShocVU0iRJUshjo9EIs9msuOxwX0sE2sWLMen/vAxPYyN8NhvetFpR+q//iu7ubuzevRt33nlntEMkIiKKSzE1e85sNvdZHdRgMMBqtSoqO9zXenM6nWhvbw/5igeCKMIxbRo2/frXuOuRRzBv3jwcOXKECRMREdEIxFRPk91u7/f53us4DFV2uK/1tnPnTmzfvr3f8rHsL3/5C9auXYsLFy7g8ccfR3FxMfeMIyIiGqGY6mkayECJjtKySl/btm0b2tragl/Nzc1hxxENDocDjz76KG655RZkZmaiuroa9957LxMmIiKiURBTPU16vb5Pj4/NZut30PJgZYf7Wm9arVbxTIVoaWhowOrVq/Hxxx9jy5YtWLt2LVQqVbTDIiIiShgx1dNUUFDQ7/P9Lbw4WNnhvhaPPB4PnnzySVx33XXw+Xx45ZVX8P3vf58JExER0SiLqZ4mo9EY8liSJOTl5QV7gaxWK/R6PYxG46Ble/cahftavPnwww+xZs0aWCwWlJSU4Ac/+AE0Gk20wyIiohhxvs2Btm53xM6XodNgakZyxM4XaTGVNAFAVVUVysvLkZ+fj2PHjoWsn7Rz507k5+ejrKxsyLLDfS0e+Hw+PPfccygvL8fUqVNx4MABXHvttdEOi4iIYsj5NgfW7j0Glzdya1gnqQQcMOWHnTg1NDRg48aNePvtt8c4stERcyuCx7JYWBH89OnTWLduHY4ePYoHHngAP/zhD6HT6aISCxERjb3hrgj+0bkOlP5nwxhG1r/KddmYPy1tyHI1NTWYO3cubrjhBnR1dY3KucfdiuDUP1mWceDAAWzevBkpKSnYt28fli5dGu2wiIiIhmXlypXRDkGxmBoITv27cOEC7r77bqxbtw633norDh8+zISJiIgowtjTFONqampgMpng8/nw7LPPYsWKFdEOiYiIaFxiT1OMstvtWLt2Lb773e9i8eLFOHLkCBMmIiKiKGJPUwwym81Yt24d2trasGPHDnznO9/hqt5ERERRxp6mGNLV1YVNmzahsLAQs2bNwpEjR3DXXXcxYSIiIooB7GmKEX/729+wdu1anD59Go899hjuv//+kOmSREREicput8fFItP8VI4yl8uFn/zkJ7jhhhuQnJyMqqoqrFq1igkTEREltLq6OlRUVAAA9uzZg5qamihHNDT2NEXRBx98gDVr1uDkyZN45JFHUFJSArWaPxIiIhq5DJ0GSSoh4iuCZ+jC285r+fLlWL58OXbs2DHGUY0efkJHgdfrxZ49e/DTn/4UV1xxBX73u99hwYIF0Q6LiIgSyNSMZBww5XPvuVHEpCnCGhsbsXbtWrzzzjtYt24dNm7cqGhZfCIionBNzUhO6CQm0pg0RYgsy6isrMSjjz6KzMxM/OY3v0Fubm60wyIiIqIwMWmKgM8++wwlJSV48803UVRUhEcffRSpqanRDouIiIgUYNI0xl555RU88sgjUKvVeP7553HzzTdHOyQiIopDshy5Ad3xaqzbiPPax0hLSwvuvfde3H///Vi6dClqamqYMBERkWKCIECWZTgcjmiHEvMcDgdkWR6zRaHZ0zQGXn/9dZSUlMDhcOCpp57C17/+9WiHREREcSqQAFy8eBEAkJyczJ0iegkklYE2YtIUBzo6OrBlyxbs378fN954I7Zv344pU6ZEOywiIopzKpUKXq8X58+fZ8I0gMCtOZVKNWbnYNI0St566y2sXbsWFy9exBNPPIF77rmHFzYREY0KQRCgVqshyzLHNg1AFMUx/9xl0jRCDocDP/7xj/Hss88iOzsbv/rVrzB79uxoh0VERAlIEAT+QR5FTJpGwGKxYM2aNfjkk0+wdetWrFmzZky7BYmIiCh6OHtuGNxuN7Zv346lS5cCAA4ePIh169YxYSIiIkpg7GkahsLCQrz//vt46KGHUFpaCo0mvM0JiYiIKH4xaVIgMPju4sWLqKysxKJFi+B0OuF0OqMcGREREQ2ks7MTwMgXvxRkDsMP25kzZzjIm4iIKE41Nzdj1qxZw/5+Jk0K+Hw+nD17FmlpaXExe6G9vR2zZ89Gc3Mz0tPTox1OxI33+gNsg/Fef4BtMN7rD7ANAvX/xz/+gauuugqiOPzh3Lw9p4AoiiPKUKMlPT19XL5RAsZ7/QG2wXivP8A2GO/1B9gGM2fOHFHCBHD2HBEREVFYmDQRERERhYFJUwLTarV44oknoNVqox1KVIz3+gNsg/Fef4BtMN7rD7ANRrP+HAhOREREFAb2NBERERGFgUkTERERURiYNBERERGFges0xTlJklBdXQ2j0QhJkmAymaDX60dcNl4orZPVasWGDRtgsVgiF+QYU9IGVqsVZrMZAHDs2DHs27dvXF0Dgbrb7XYcO3YM9913H3JyciIY7dgY7nu7vLwc27ZtG1fXgNVqBQDk5ORAkiTY7fZxeQ2YzWZIkgSj0QgAKCgoiFCkY0NJ/aurq4P1VXztyxTXcnJygv9ubGyUi4qKRqVsvFBSp6qqKtlisciJdtkraYNdu3aF/Lvn98YrJfXX6/WyxWKRZVmWKysrZaPROObxRcJw3tuB90Jra+sYRhYZSupvMplkADIAuaCgICHqL8vK2qC2tlY2mUzBsonwPlBS/8DPv+dXz9+Ng0msT49xprGxsc+Hnl6vH3HZeDHcOiVS0qSkDSwWS8hrjY2NMgC5sbFxTGMcS0qvgdra2uC/KysrEyJpHO77oKqqSjYajXGfNCitf2Vlpdza2hr39e5JaRv0/rnH8+8AWVZW/9bWVrmqqirkuXATJlmWZY5pimNmsxkGgyHkOYPBEOx+Hm7ZeJGIdVJKSRvk5ORg3759wcd2uz1YPl4pvQZ63oKoqqpCaWnpmMYXCcN5H1RXV6OoqGisQ4uI4dRfr9fH/S3JnpS0gSRJsNls0Ov1sFqtsNvtwVt08UrpNdDz2lf6XuCYpjgW+NDrzWazjahsvEjEOimltA16/nI4ePAgCgoK4vrDYzjXgNVqxcGDB1FYWAiTyTRGkUWO0jaw2+1x/TPvbTj1r66uBuAf11daWhr3SYOSNrBarTAYDMFxPXv37oXRaIzrJFpJ/Xte+3a7HTabTdHPn0lTAhroAhpp2XiRiHVSaqg2CHxwJNKA+J4Gq39OTg6MRiPKy8sTqselt4Ha4NChQwmRLA5loPr3HCBsNBpRWFiIxsbGyAUWQf21gc1mgyRJwT+YTCYTMjMzISfgOtdD/R4sLy/Hrl27FB2Tt+fimF6v75NJB7pdR1I2XiRinZQabhuUl5ejtrY27ttquPXX6/UoLi5GcXFx3CfZStrAbDbj3nvvjVBkkaH0GpAkKfjvwEyrns/FIyVtYDQaQ25PBv4fz8MahvN7wG63w2w2K/4dyKQpjg00RTQvL29EZeNFItZJqeG0we7du1FeXg6j0Qi73R7XSYOS+pvNZmRmZgYfB7rk4/0DU+k1cOjQIezduxd79+6FJEnYuXNnXH9gKqm/1WrFihUr+jwfz+P6AGVtEO+3IvsznN+D9fX1w/qjkUlTHOt98UuShLy8vJC/HAIfCEOVjUdK6t9bPCcKPSltg+rq6uDtKbvdjkOHDo2ba8BgMIT8crVardDr9XG/Ro+SNigoKIDJZAp+AUBpaWlct4HS34M9b8eYzWYUFRXF9XsAUN4GeXl5wd+BgbWaxss1EBAY26WY4rl9FFMaGxvlsrIyuaqqSi4rKwuZRlpUVBQylXKwsvFKSf1ra2vlsrIyGUDwexJBuG0QWGKg51e8Lzshy8qugaqqKrmyslKurKyUi4qK4n6qdYCSNpBl/7TrXbt2yQBkk8kUXLsqXimpv8VikXft2iVXVlbKZWVlUYh2bChpg9bWVtlkMsmVlZWyyWRKiPeB0vfArl27gmtVKSHIcgKO/iIiIiIaZbw9R0RERBQGJk1EREREYWDSRERERBQGJk1EREREYWDSRERERBQGJk1EREREYWDSRERERBQGJk1EFDeKi4uRm5sLQRAgCEJw/7jAV2FhIYqLi/vdFsRut2PevHnYvXv3qMVjtVqRm5uLzMxMFBYWjtpxiSg2qaMdABFRuKqqqgAAgiCgoKAg+Lin3bt3Izc3F5WVlcGtQoDLu7sfO3ZsWOfub0f0nJwcWCwWFBYW9tkwlIgSD3uaiCihlJWVIScnB6WlpX12tJdlud9EKxyDbeybiJugElFfTJqIKOEENuY1m82jcrzq6uqE2eSZiIaPSRMRJZyeO7qPxrE2bNgw4uMQUfzjmCYiSiiSJKG6uhoFBQXBHidJklBaWor6+noYjUZYLBYA/p6o8vJySJIEk8mE++67D2azGbW1tSgtLQUAHDx4EABQX1+P4uJiAP5krPf4JsA/2Hzv3r0AgGPHjg1YjojikyDLshztIIiIlAgMBK+trQ0+Z7fbg0lQUVFRv8lKYMB2IGkKmDdvHgoKCjBv3jyUlZVh3rx5yMnJCY5/CsyM63m+ngIJ2X333YeysrLg85mZmdi2bVvIc0QUv9jTRERxSZKkPssHNDY2oqCgAPn5+f1+j9Fo7HeWm9FoxKFDh9DU1AQAsFgs0Ov1iuKxWq19Bpnn5eXh4MGDTJqIEgSTJiKKS0ajsd9kxG63Izc3Fzt37uzTozTU8QKJktKEKfA9vcdQDZSkEVF84kBwIkooer0elZWVsFqtwXFJ4TAYDCM670i/n4hiH5MmIko4gQHggUHZ4VDSu9Tf8gPD6Z0iovjCpImISKH6+vpBF7skosTEpImIEk51dTUAoKioaFSO17sXyW6383Yc0TjEpImIEorVasWGDRtgNBqxb9++Pq8PtLL3YCt+FxYWor6+PvhYkqSQRMpms/X7/QM9T0Txies0EVHcKC4uhiRJsFqtAPw9SYEen8CGvAD6rJckSRLKy8thNptht9tRVFSEbdu2AQB27twZ0jOVn5/f76y88vJyWK1WFBYWIicnBwUFBf0et7S0FEajMeT5goIClJaWjlrPFxFFB5MmIiIiojDw9hwRERFRGJg0EREREYWBSRMRERFRGJg0EREREYWBSRMRERFRGJg0EREREYWBSRMRERFRGJg0EREREYWBSRMRERFRGJg0EREREYWBSRMRERFRGJg0EREREYWBSRMRERFRGP4/9qqF+/eFEVEAAAAASUVORK5CYII=", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -783,7 +799,7 @@ { "data": { "text/plain": [ - "0.05061900451758505" + "0.04995895755237128" ] }, "execution_count": 12, @@ -812,7 +828,13 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -863,7 +885,13 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "l = len(files_list)\n", @@ -874,7 +902,13 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "for i in range(l):\n", @@ -886,7 +920,13 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "B0 = B0 + B0.transpose()\n", @@ -903,7 +943,13 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "mds = manifold.MDS(\n", @@ -919,18 +965,22 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -977,7 +1031,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -991,7 +1045,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.0" }, "toc": { "base_numbering": 1, @@ -1008,5 +1062,5 @@ } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-simplicial-complexes-from-data-points.ipynb b/Tuto-GUDHI-simplicial-complexes-from-data-points.ipynb index 2fdbaa4..76c147e 100644 --- a/Tuto-GUDHI-simplicial-complexes-from-data-points.ipynb +++ b/Tuto-GUDHI-simplicial-complexes-from-data-points.ipynb @@ -3,7 +3,15 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "editable": true, + "jupyter": { + "outputs_hidden": true + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ "# TDA with Python using the Gudhi Library \n", @@ -21,15 +29,20 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "import numpy as np\n", "import pickle as pickle\n", "import gudhi as gd \n", "from pylab import *\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "%matplotlib inline" + "from mpl_toolkits.mplot3d import Axes3D" ] }, { @@ -147,14 +160,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -314,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -324,7 +335,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } }, "source": [ "Let's print the 300 first elements in the list:" @@ -332,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -651,7 +665,15 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "editable": true, + "jupyter": { + "outputs_hidden": true + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ "The filtration value is the diameter of the simplex, which is zero for the vertices of course. The first edge in the filtration is `[6, 34]`, these two points are the two closest points in `data_A_sample`, at distance $0.0100$ of each other. If you scroll down, you will see that the first triangle is `[4, 53, 191]`, for the filtration value $0.0327$." @@ -660,7 +682,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } }, "source": [ "### Alpha complex " @@ -669,7 +694,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } }, "source": [ "The [alpha complex](https://en.wikipedia.org/wiki/Alpha_shape#Alpha_complex) is a simplicial complex built from the finite cells of a [Delaunay triangulation](https://en.wikipedia.org/wiki/Delaunay_triangulation). Alpha complexes contain less simplices than Rips complexes and so they can be a better option. They are sub-complexes of the Delaunay complex and, as such, they are geometric simpicial complexes.\n", @@ -679,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -688,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -708,7 +736,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -717,7 +745,7 @@ "3" ] }, - "execution_count": 22, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -735,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -744,7 +772,7 @@ "200" ] }, - "execution_count": 23, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -762,8 +790,14 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 17, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -771,7 +805,7 @@ "3334" ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -784,7 +818,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -798,7 +832,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.0" }, "toc": { "base_numbering": 1, @@ -815,5 +849,5 @@ } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/Tuto-GUDHI-simplicial-complexes-from-distance-matrix.ipynb b/Tuto-GUDHI-simplicial-complexes-from-distance-matrix.ipynb index 12b3e24..43b8aff 100644 --- a/Tuto-GUDHI-simplicial-complexes-from-distance-matrix.ipynb +++ b/Tuto-GUDHI-simplicial-complexes-from-distance-matrix.ipynb @@ -3,7 +3,15 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "editable": true, + "jupyter": { + "outputs_hidden": true + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ "# TDA with Python using the Gudhi Library \n", @@ -21,15 +29,20 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import pickle as pickle\n", "import gudhi as gd \n", - "from pylab import *\n", - "%matplotlib inline" + "from pylab import *" ] }, { @@ -68,7 +81,13 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "path_file = \"./datasets/Corr_ProteinBinding/\"\n", @@ -92,7 +111,7 @@ " pd.read_csv(\n", " path_file + u, \n", " header = None, \n", - " delim_whitespace = True\n", + " sep='\\s+'\n", " ) for u in files_list\n", "]" ] @@ -123,7 +142,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -971,14 +996,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1006,7 +1029,13 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "alpha_complex = gd.AlphaComplex(points = X_transformed)" @@ -1088,7 +1117,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "9329\n" + "9255\n" ] } ], @@ -1105,7 +1134,13 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "[1] Using persistent homology and dynamical distances to analyze protein binding, V. Kovacev-Nikolic, P. Bubenik, D. Nikolic and G. Heo. Stat Appl Genet Mol Biol 2016 [arxiv link](https://arxiv.org/pdf/1412.1394.pdf)." ] @@ -1114,7 +1149,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1128,7 +1163,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.0" }, "toc": { "base_numbering": 1, @@ -1145,5 +1180,5 @@ } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 }