From 7c82d2a476533775bef03b724b2898e468238bd6 Mon Sep 17 00:00:00 2001 From: Ori Kronfeld Date: Sun, 23 Mar 2025 15:07:09 +0200 Subject: [PATCH 1/2] updated tuto --- use_cases/interpretability.ipynb | 1061 +++++++++--------------------- 1 file changed, 327 insertions(+), 734 deletions(-) diff --git a/use_cases/interpretability.ipynb b/use_cases/interpretability.ipynb index 84e9ccf6..c9b10810 100644 --- a/use_cases/interpretability.ipynb +++ b/use_cases/interpretability.ipynb @@ -300,7 +300,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "29769d862a0245c0b432f0276555f6bb", + "model_id": "ec70db1afa504c5688e5241c26d9cb19", "version_major": 2, "version_minor": 0 }, @@ -374,7 +374,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -452,8 +452,9 @@ " \n", " \n", " \n", - " gene\n", - " gene_idx\n", + " marker\n", + " marker_idx\n", + " modality\n", " attribution_mean\n", " attribution_std\n", " cells\n", @@ -461,123 +462,138 @@ " \n", " \n", " \n", - " 0\n", - " CD74\n", - " 70\n", - " 1.046176\n", - " 4.104647\n", + " 23\n", + " S100A9\n", + " 15\n", + " None\n", + " 1.116971\n", + " 2.702613\n", " 11990\n", " \n", " \n", - " 1\n", - " IL32\n", - " 148\n", - " 0.810820\n", - " 1.358012\n", + " 62\n", + " CD74\n", + " 70\n", + " None\n", + " 0.800904\n", + " 3.353511\n", " 11990\n", " \n", " \n", - " 2\n", + " 191\n", " S100A6\n", " 17\n", - " 0.756088\n", - " 1.103666\n", + " None\n", + " 0.799973\n", + " 1.304382\n", " 11990\n", " \n", " \n", - " 3\n", - " S100A9\n", - " 15\n", - " 0.716369\n", - " 1.809122\n", + " 63\n", + " NKG7\n", + " 186\n", + " None\n", + " 0.712966\n", + " 2.503035\n", " 11990\n", " \n", " \n", - " 4\n", - " NKG7\n", - " 186\n", - " 0.702932\n", - " 2.459903\n", + " 11\n", + " TYROBP\n", + " 179\n", + " None\n", + " 0.661730\n", + " 1.408729\n", " 11990\n", " \n", " \n", - " 5\n", + " 17\n", " LTB\n", " 78\n", - " 0.692312\n", - " 1.575437\n", + " None\n", + " 0.587381\n", + " 1.506621\n", " 11990\n", " \n", " \n", - " 6\n", - " TYROBP\n", - " 179\n", - " 0.683626\n", - " 1.525760\n", + " 160\n", + " IL32\n", + " 148\n", + " None\n", + " 0.586735\n", + " 1.154885\n", + " 11990\n", + " \n", + " \n", + " 89\n", + " LGALS2\n", + " 196\n", + " None\n", + " 0.379985\n", + " 0.893004\n", " 11990\n", " \n", " \n", - " 7\n", + " 12\n", " CST3\n", " 166\n", - " 0.441730\n", - " 1.180127\n", + " None\n", + " 0.362264\n", + " 0.924354\n", " 11990\n", " \n", " \n", - " 8\n", + " 96\n", " FCN1\n", " 104\n", - " 0.354472\n", - " 0.991154\n", - " 11990\n", - " \n", - " \n", - " 9\n", - " MNDA\n", - " 20\n", - " 0.329743\n", - " 0.744831\n", + " None\n", + " 0.343609\n", + " 0.980920\n", " 11990\n", " \n", " \n", - " 10\n", - " S100A12\n", - " 16\n", - " 0.302508\n", - " 0.769542\n", + " 66\n", + " FCER1G\n", + " 22\n", + " None\n", + " 0.314376\n", + " 1.004742\n", " 11990\n", " \n", " \n", - " 11\n", - " HLA-DPB1\n", - " 81\n", - " 0.296287\n", - " 1.080156\n", + " 168\n", + " CD79A\n", + " 180\n", + " None\n", + " 0.277362\n", + " 0.752456\n", " 11990\n", " \n", " \n", - " 12\n", + " 85\n", " CST7\n", " 167\n", - " 0.285223\n", - " 1.292438\n", + " None\n", + " 0.260956\n", + " 1.263667\n", " 11990\n", " \n", " \n", - " 13\n", - " MS4A6A\n", - " 110\n", - " 0.271008\n", - " 0.730065\n", + " 132\n", + " HLA-DPB1\n", + " 81\n", + " None\n", + " 0.239416\n", + " 1.189145\n", " 11990\n", " \n", " \n", - " 14\n", - " CD79A\n", - " 180\n", - " 0.250256\n", - " 0.732563\n", + " 18\n", + " IL7R\n", + " 61\n", + " None\n", + " 0.218139\n", + " 0.727123\n", " 11990\n", " \n", " \n", @@ -585,22 +601,22 @@ "" ], "text/plain": [ - " gene gene_idx attribution_mean attribution_std cells\n", - "0 CD74 70 1.046176 4.104647 11990\n", - "1 IL32 148 0.810820 1.358012 11990\n", - "2 S100A6 17 0.756088 1.103666 11990\n", - "3 S100A9 15 0.716369 1.809122 11990\n", - "4 NKG7 186 0.702932 2.459903 11990\n", - "5 LTB 78 0.692312 1.575437 11990\n", - "6 TYROBP 179 0.683626 1.525760 11990\n", - "7 CST3 166 0.441730 1.180127 11990\n", - "8 FCN1 104 0.354472 0.991154 11990\n", - "9 MNDA 20 0.329743 0.744831 11990\n", - "10 S100A12 16 0.302508 0.769542 11990\n", - "11 HLA-DPB1 81 0.296287 1.080156 11990\n", - "12 CST7 167 0.285223 1.292438 11990\n", - "13 MS4A6A 110 0.271008 0.730065 11990\n", - "14 CD79A 180 0.250256 0.732563 11990" + " marker marker_idx modality attribution_mean attribution_std cells\n", + "23 S100A9 15 None 1.116971 2.702613 11990\n", + "62 CD74 70 None 0.800904 3.353511 11990\n", + "191 S100A6 17 None 0.799973 1.304382 11990\n", + "63 NKG7 186 None 0.712966 2.503035 11990\n", + "11 TYROBP 179 None 0.661730 1.408729 11990\n", + "17 LTB 78 None 0.587381 1.506621 11990\n", + "160 IL32 148 None 0.586735 1.154885 11990\n", + "89 LGALS2 196 None 0.379985 0.893004 11990\n", + "12 CST3 166 None 0.362264 0.924354 11990\n", + "96 FCN1 104 None 0.343609 0.980920 11990\n", + "66 FCER1G 22 None 0.314376 1.004742 11990\n", + "168 CD79A 180 None 0.277362 0.752456 11990\n", + "85 CST7 167 None 0.260956 1.263667 11990\n", + "132 HLA-DPB1 81 None 0.239416 1.189145 11990\n", + "18 IL7R 61 None 0.218139 0.727123 11990" ] }, "execution_count": 16, @@ -615,12 +631,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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eAAAAALzG1u6idevWybIsDR8+nMIKAAAAQK5ia3F14cIFSVLLli3t3C0AAAAAeJ2twwLLlCmjPXv2KC4uzs7dAviXggWCFfleG6djAAAA5Cq29lzdcccdkqSVK1fauVsAAAAA8Dpbe66GDh2qTz75RG+99ZbuuecelSxZ0s7dA/ARYz/KWa/Z+bOpe7/fmXan8hcIztHzPv/g8hy1BwAA1zZbe65Kly6tuXPnKjExUc2bN9f3339v5+4BAAAAwGts7blq27atJKlo0aLauXOn7rjjDhUuXFhVq1ZVvnz5MmxrWZaWLVtmR0wAAAAAyDJbi6uffvpJlmW5/2+M0alTp7RmzZp021iWJWNMinYAAAAA4GtsLa5atWpFkQQAAAAgV7K95woAAAAAciNbiysA8IT8BYI15sPWTscAAABIwdbZAgEAAAAgt3K858oYoz179igmJkbSlZkEK1WqxLVZAAAAAPyKY8XV4sWL9f777+unn37ShQsXUqzLly+f2rRpo0ceeUQdO3Z0KCEAAAAAZJ7twwLj4uLUt29fde7cWd9//73Onz8vY0yKx/nz57VgwQJ16tRJffv2VVxcnN0xAQAAACBLbO+56tu3r7799lsZYxQYGKgOHTqoSZMmKlmypCTp2LFjWrNmjZYsWaL4+HjNmjVLCQkJmj17tt1RAQAAACDTbC2uFixYoG+++UaWZalNmzaKjIxU+fLl09z2wIEDGjRokH788Ud9/fXX+v7779W5c2c74wKAx0VHR6t48eIplkVFRSk8PNyhRAAAwFNsHRY4bdo0SVLdunW1aNGidAsrSSpXrpwWLlyoG2+8UZI0depUGxICADISHR0ty7JSPKKjo52OBQCAT7C1uPr9999lWZaefvppBQUFXXX7oKAgDR06VMYY/f777zYkBAAAAIDssbW4Sv52s2bNmpluU6NGDUnSiRMnvJIJAAAAADzB1uIqf/78kqSTJ09mus2pU6ckXZmeHQAAAAB8la3FVfXq1SVJs2bNynSb5G2T2wIAAACAL7J1tsAuXbro999/19SpU9WiRQtFRERkuP0nn3yiyMhIWZalO++805aMAJCRu2e0zVH7S7Gp79t3/6xuylMwOEfP+3n/H3PUHgAA5JytxdWjjz6q8ePH69ixYxo8eLC++uorDRo0SE2aNFHx4sVlWZaOHz+u1atXKzIyUgsXLpQxRmXKlNEjjzxiZ1QAyJXaz3guR+3jYi+kWtZj1isKLpizodtL+7+ao/YAAPgCW4ur/Pnza/78+Wrfvr1OnTqlhQsXauHChelub4xRkSJFNH/+fK65AgAAAODTbL3mSpLq1aunP/74Qz169JDL5ZIxJs2Hy+VSz549tWXLFtWtW9fumAAAAACQJbb2XCUrXbq0vvzySx09elQ//fSTtm7dqpiYGElS0aJFdcMNN6h169YqVaqUE/EAAAAAIMscKa6SlSpVSnfffbeTEQAAAADAIxwtrgAA/iW4YD61m/5fp2MAAOCTKK4AwEZ5Cgarz/Q2TscAAABe4JXi6pdffnH/u1WrVmkuz45/PhcAAAAA+BKvFFetW7eWZVmyLEsJCQmplmfHv58LAAAAAHyJ14YFGmOytBwAAAAA/JlXiqvly5dnaTkAAAAA+DuvFFc333xzlpYDAAAAgL9zOR0AAAAAAHIDW6diHz16tCTpP//5j8LCwjLV5tSpUxo/frwkafjw4V7LBgAAAAA5YWtxNXLkSFmWpZ49e2a6uIqJiXG3o7gCAAAA4KsYFggAAAAAHuDzxVV8fLwkKSgoyOEkAAAAAJA+ny+uNm3aJEkKDw93NggAAAAAZMCr11zNmDEjzeVz587VunXrMmx7+fJl7d69W5GRkbIsS40aNfJGRAAAAADwCK8WVxEREbIsK8UyY4xefPHFTD+HMUYul0uPP/64p+MBAAAAgMd4fVigMcb9SGtZRo+goCC1aNFC3333HTcgBgAAAODTvNpztXfvXve/jTGqVKmSLMvS4sWLVbVq1XTbWZalPHnyqFixYgoICPBmRAAAAADwCK8WV+XLl09zeenSpdNdBwAAAAD+yNabCCclJdm5OwAAAACwjc9PxQ4AAAAA/oDiCgAAAAA8wNZhgW3bts12W8uytGzZMg+mAQAAAADPsbW4+umnn2RZVopp2f8trftipbUcAAAAAHyJrcVVq1atrloknT9/Xrt27dLp06dlWZaqVaumUqVK2ZQQAAAAALLH9p6rzPr+++/12GOPKSYmRlOmTFGLFi28FwwAAAAAcshnJ7To3LmzVqxYocDAQHXr1k2HDx92OhIAAAAApMtniytJKlmypJ588kmdOHFCb7zxhtNxAAAAACBdPl1cSVLLli0lSQsWLHA4CQAAAACkz+eLq+DgYEnSkSNHHE4CAAAAAOnz+eJqxYoVkqR8+fI5nAQAAAAA0ufTxdVvv/2m0aNHy7IsNW7c2Ok4AAAAAJAuW6diHz169FW3SUpK0qlTp7Ru3TqtXr1aSUlJsixLTz75pA0JAQAAACB7bC2uRo4cedWbCP+TMUaBgYF644031KFDBy8mAwAAAICcsbW4kq4UTBmxLEsFChRQxYoVdfPNN+v+++9XzZo1bUoHAAAAANlja3GVlJRk5+4AAAAAwDY+PaEFAAAAAPgLiisAAAAA8ADbr7lKS0JCgk6dOiVJKlKkiAIDfSIWAAAAAGSaYz1X27Zt02OPPaaaNWsqT548KlmypEqWLKk8efLo+uuv16OPPqqtW7c6FQ8AAAAAssT24iopKUlPP/206tatqwkTJmjHjh1KSkqSMUbGGCUlJemvv/7SBx98oHr16unJJ59kIgwAAAAAPs/28Xd9+/bVl19+6Z6SvVatWmrcuLFKlCghSTp+/LjWrl2rrVu3KjExUe+9956OHDmiWbNm2R0VAAAAADLN1uLqiy++0OzZs2VZlurWratJkyapUaNGaW67du1aPfjgg9q4caO++uorffHFF+rTp4+dcQEAAAAg02wdFjhp0iRJUrVq1bRixYp0CytJatSokX755RdVr15dxhhNnDjRrpgAAAAAkGW2FlebN2+WZVl69tlnlT9//qtunz9/fj377LPutgAA5ER0dLQsy0rxiI6OdjoWACCXsLW4iouLkyTVqVMn022St42Pj/dKJgAAAADwBFuLq/Lly0uSzpw5k+k2sbGxKdoCAAAAgC+ytbjq0aOHjDH6+uuvM93mq6++kmVZ6tatmxeTAQAAAEDO2Dpb4FNPPaXPPvtMEydOVKtWrXTXXXdluP1XX32liRMnqmLFiho6dKhNKQEAvqrDtHdy1D4u9lyqZT0/n6jggqE5et4lEU/kqH1mREdHq3jx4imWRUVFKTw83Ov7BgBkjq09V4UKFdLSpUtVv3593X333brzzjs1Z84cHT58WPHx8UpISNDhw4c1Z84cdevWTb1791b9+vW1bNkyFSpUyM6oAAAAAJAlXum5CggIuOo2xhjNmzdP8+bNy3CbdevWqVKlSrIsSwkJCZ6MCQAAAAAe45Xiyhjjse0y+1wAAAAA4CSvFFcjRozwxtMCAJAjwQVD1X7qOEf23TFyWo7ax52NTbWs18zPFVygYI6e94dBETlqn1lcMwbgWkBxBQAAAAAeYOuEFgAAAACQW1FcAQAAAIAH2HqfKwAAkD3BBQqqw5SpTscAAGTAK8XVjBkz3P/u379/msuz45/PBQAA7HPb1AU5an859kyqZXfPXKKQgjm7j+WCgbflqD0AeJJXiquIiAhZliXLslIURMnLs+PfzwUAAAAAvsRrwwLTuz8V960CAAAAkBt5pbjau3dvlpYDAAD4Ku7RBSCzvFJclS9fPkvLAQBA7hZSsJA6R853OgYAeJWtswUeOHBAkhQaGqqiRYvauWsAAAAA8Cpb73NVoUIFVaxYUV988YWduwUAAAAAr7O15ypv3ry6dOmSGjVqZOduAQDANazHtO05an85NibVsoGf71RIwRM5et6vI67PUXsAvsfWnqsyZcpIkhITE+3cLQAAAAB4na3FVceOHSVJK1assHO3AAAAAOB1thZXjz/+uPLmzav//e9/Onz4sJ27BgAAAACvsrW4qlq1qmbOnKkLFy6oadOmmjlzpuLi4uyMAAAAAABeYeuEFm3btpUkhYeHa+/evbr33ns1ePBgVa1aVUWKFFFAQEC6bS3L0rJly+yKCgAAIEkKKVhU3aduczoGAD9ga3H1008/ybIs9/+NMbp8+bK2bt2abhvLsmSMSdEOAAAAmRMdHa3ixYunWBYVFaXw8HCHEgG5l63FVatWrSiSAAAAAORKtvdcAQAAAJlFzxv8ia3FFQAAALJm+tTjOWofG5v6ZsdfzIxSwYJJOXreAQNL5Kg9kBvZWlwdOHBA0pWbCWc0ecU/JSYmuqdtL1eunNeyAQAAAEBO2FpcVahQQS6XS1u2bFHNmjUz1Wbfvn2qWrWqXC6XEhISvJwQAAAAALLH1vtcSVdmCLSzHQAAAADYweevuUouqlwu2+tAAAAAv1ewYJimRR5zOgZwTfD54uro0aOSpAIFCjicBAAAAFn1+xtHctT+1LmTqZatG39MRULjc/S8TZ8pnaP2mcFMh9ceR4qrzNzrKj4+Xrt379aYMWMkSdWrV/d2LAAAAADINq8WV2nNCGiM0Q033JCl57EsSz179vRULAAAAADwOK8WV+lNQpHVySnuuusuPfHEEx5IBAAAAADe4dXiasSIESn+P2rUKFmWpQcffDDV+NN/sixLefLkUalSpdS8eXNVrlzZmzEBAAAAIMdsL64k6eGHH870fa4AAABw7SoSWky/vX7YkX0ffHpbjtqfvBCTatnh4X/pUr7oHD3vdW/xOdpX2TqhxdSpUyVJZcuWtXO3AAAAAOB1thZXFStWlCQFBQVlus2lS5e0Zs0aSVKrVq28kgsAAABASkwln3W2FletW7eWy+XSli1bMj0s8PDhw+52CQkJXk4IAAAAANnjsnuHWZ0pMKftAAAAAMAOjtxEOCuSkpIkpX3PLAAAAMBXFctXVAee+tOx/R9+8fsctT95/kyqZUfHLlVc/kI5et4yr3TOUXtfZnvPVVbt379fklSoUM5+iQAAAADgTV7tuTpw4ECay48eParQ0NAM216+fFm7d+/WSy+9JMuyVKtWLW9EBAAAAACP8GpxlTw74D8ZY9SxY8csP1f//v09EQkAAAAAvMKrxVV6k1BkZXKKPHny6LHHHtOgQYM8FQsAAADAVRTLX0iHXljgdAy/4tXiKvmmwckGDhwoy7L08ssvq0yZMum2syxLefLkUalSpVSvXr2rDiEEAAAAAKd5tbgaMGBAiv8PHDhQknTnnXdm+j5XAAAAAOAPbJ2Kffny5ZLSvhYLAAAAAPyZrcXVzTffbOfuAAAAAMA2jt1E2BijTZs2afPmzTpx4oQuXrx41Ykuhg8fblM6AAAAAMgaR4qr6dOna9SoUe4bBGcWxRUAAAAAX2V7cfXCCy/otddey9R07JZlZWnadgAAAABwisvOna1evVqvvvqqJKlDhw7atGmTNmzYIOlKIZWYmKjo6GgtXLhQXbp0kTFGLVu21NGjR5WUlGRnVAAAAADIEluLqw8//FCSVL58eS1YsEB16tRRUFCQe71lWSpWrJhuueUWzZkzRxMmTNCKFSt06623Ki4uzs6oAAAAAJAlthZXq1atkmVZeuyxxxQYePURiQ899JB69OihLVu26IMPPrAhIQAAAABkj63F1dGjRyVJtWrV+r8Arv+LEB8fn6rNvffeK2OMZs2a5f2AAAAAAJBNthZXycVT8eLF3ctCQ0Pd/46Ojk7VpmzZspKkXbt2eTkdAAAAAGSfrcVVeHi4JCk2Nta9rESJEgoICJAkbd++PVWb5N6us2fP2pAQAAAAALLH1uIqeTjgjh073MuCg4Pdy9Ma+vfJJ59IkkqXLm1DQgAAAADIHluLq5tuuknGGC1fvjzF8t69e8sYo8jISI0YMUJ//vmn1qxZo//85z+aPXu2LMtSp06d7IwKAAAAAFlia3F15513SpLmz5+fYmjg448/rgoVKigpKUmvvPKK6tSpo2bNmmnixImSpCJFiui5556zMyoAAAAAZIntwwKXL1+ub7/9VgkJCe7l+fLl0/Lly9WiRQsZY1I8brjhBi1btsw9sQUAAAAA+KKr32zKw26++eY0l5cvX16//vqr/vrrL/35559KSEhQ1apVVa9ePZsTAgAAAEDW2V5cXU316tVVvXp1p2MAAAAAQJbYOiwQAAAAAHIriisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8IBApwPYJSEhwf3vo0ePOpjk/xw/c8rpCGlKPHQoU9sdPXPRy0myJ08m80efvuTlJNlzKBP5Y075b3ZJOuPH+S/E+G92SboUE+vlJNmT+fynvRskmzKT/1JMjA1Jsi6zx/5izAkvJ8mezP3dHrMhSdYdOlQgU9vFxER7OUn2HDoUn6ntok776vFPuuo2R8/6ZnbrUMFMbXc01jf/bk0mX3e86Z/1wD/rhJyyjDHGY8/mw9auXavGjRs7HQMAAACAD1mzZo0aNWrkkediWCAAAAAAeMA103N16dIl/fHHH5Kk8PBwBQbmjhGRR48edffIrVmzRqVKlXI4UdaQ3zn+nF3y7/z+nF0iv5P8Obvk3/n9ObtEfif5c3bJ//OnJyEhQdHRV4bc1q5dW3ny5PHI8+aOCiMT8uTJ47HuPl9VqlQplS1b1ukY2UZ+5/hzdsm/8/tzdon8TvLn7JJ/5/fn7BL5neTP2SX/z/9vFSpU8PhzMiwQAAAAADyA4goAAAAAPIDiCgAAAAA8gOIKAAAAADyA4goAAAAAPIDiCgAAAAA8gOIKAAAAADzgmrmJMAAAAAB4Ez1XAAAAAOABFFcAAAAA4AEUVwAAAADgARRXAAAAAOABFFcAAAAA4AEUVwAAAADgARRXAAAAAOABFFcAAAAA4AEUVwAAAADgARRXAAAAAOABgU4HAICMHD9+XPv371dISIhq1KihkJAQpyMBAACkiZ4rAD5p586dat26tUqXLq1mzZqpfv36Klq0qJ566inFx8c7HQ8AACAVyxhjnA4BAP8UHR2tOnXqKCoqSv9+ibIsS/369dOMGTMcSgcAAJA2eq7gE15//XUNGjTI6RjwEW+//baOHz+uMmXKaOrUqdqyZYtWrFihp59+WgEBAfrss8+0bds2p2MCgF9LTEzUt99+q9tvv93pKECuwTVXfigqKkobNmzQ3r17FRsbK5fLpaJFi6p27dqqX7++AgP979e6aNEi/fLLL4qMjHQ6SqYlJibqiy++0NKlS3X06FGFhoaqcePGGjhwoMLDw52O59cWLlyoPHny6Mcff1SVKlXcy5s3b67ChQvrpZde0qJFi1SzZk0HUwLec+bMGa1YsUIhISFq2rSpQkND3eu+//57ffvtt4qKilK1atU0cOBA/hZsEhMTo3PnzqW5LiwsTPny5bM5UfZs375dU6ZM0aeffqro6Gin40iShgwZorZt26pHjx5cW+tHTp8+rTfffFNjxoxxOorvMPAbS5cuNa1atTIBAQHG5XKl+QgPDzcvvviiuXDhgtNxjTHGrFy5MlOPevXqGZfLZVatWpViudNmzZplevXqZTZv3pxi+YEDB0ydOnXcx92yLGNZlnG5XKZw4cJm4cKFDiVOafDgweazzz4zly5dcjpKlhQoUMC0adMmzXUHDhwwlmWZRx55xOZU3nHu3DnzwQcfmEcffdQ899xz5rfffnM6Uq5z+PBh8/vvv5v9+/dfddu//vrL/PzzzzakSt8XX3xhQkND3a8vpUqVcr8eDhs2LMVrjmVZJjg42Hz22WeOZvaEbt26mUqVKjkdwxhjzFNPPWU6depk1q1bl2J5REREuu+/d955p0NpM+fcuXNm8uTJplmzZineu0qWLGmefPJJp+O530OLFCliHn74YbN+/XqnI9li48aNjr/mZMeZM2fM8OHDTaFChYzL5XI6jk+huPITI0eOTPWGmvwICQkxjRo1MqVLl3a/OFWvXt0cOHDA6djuPNl5BAQEOB3fdOrUyYSGhpqLFy+6lyUlJZn69esby7JM3rx5Tc+ePc0zzzxjBg0aZCpXrmwsyzL58+c3f/31l4PJr/DXNyvLskxERESG6wcNGmRjouzbu3ev6dWrlylatKgpWLCgad68ufn++++NMcb8/fffpkyZMqnO/eHDhzuc+v988sknpkOHDqZGjRqmTZs2ZsKECSY+Pj7d7YcOHeozH5APHjxo2rVrl+LYNmrUyKxatSrdNskfnp3yxx9/mKCgIGNZlqlcubKpXr26sSzLlC5d2vz888/GsixTr14987///c98+OGHpkePHu7Xor179zqW2xOaNm3qEx/Stm7daizLMu3atUu1LiIiwliWZQIDA1M8kr/0/PPPPx1InLEVK1aYgQMHugv25PeF3r17mwULFpiEhASnIxpjTIrPNcl/rzfeeKN5//33zalTp5yO5zVNmzb1ic87ydatW2dGjBhhHnzwQTNixIhUnxsuXrxoxowZY4oUKeI+n2rVquVQWt9EceUHFixYYCzLMmFhYea9994z27ZtM1FRUeb33383AwYMMC6Xyzz11FPGGGN2795tHnzwQXeB5XSPhWVZJiAgwFSoUCHDR548eYzL5Uq13Glly5Y1LVu2TLEs+fdRo0aNVAVsfHy8efTRR41lWWbw4MF2Rk2Tv75ZWZZlBg4cmO31vuLkyZPu4unfPQ2rVq0yjRs3NpZlmfDwcNOoUSMTHh7u/l35wjeZya8l/z6PbrzxRrNr16402zhdnCQ7d+6cqVKlSppfSgUFBZl33nknzXZO5x88eLCxLMu89dZb7mUTJ040lmWZKlWqmGbNmqUqbl9++WVjWZZ59tln7Y7rUb5SXA0fPty4XC6zdOnSVOvSOz9WrlxpLMsyL774oh0Rr+rYsWPm9ddfNzVq1EjxN1C3bl1TunRpnzjO/2ZZlunXr5+ZPXu26dixowkICHC/5uTNm9fcfffdZsmSJU7H9DhfOe+NMebpp59O88vuESNGGGOMWbNmjalYsaL7nCpfvryZOnWqSUxMdDa4j6G48gO33HKLCQkJSTU8IVnyH8OGDRvcy8aMGZPqDdoJTZs2NZZlmS5dupijR4+mu13r1q195sXln/LkyWPuvvvuFMv++9//GpfLZZYtW5Zmm4SEBFOxYkVTvnx5GxJmzF/frHJLcfXcc88Zy7JM9erVzeTJk838+fPNSy+9ZPLkyWOaNGliXC6XeeGFF0xSUpIx5kqvaHKbvn37Opo9+UuEwMBAM2TIEDNhwgTzxBNPmMKFCxvLskzx4sVTDZc1xvniJNmrr75qLMsyN9xwg1mxYoU5f/682bRpk+ndu7f7b2D06NGp2jmdv0qVKqZixYqplletWtW4XC6zaNGiVOsuXLhgihYtaho0aGBHxKvK7HDwfz9q1arlE+dO27ZtTbFixdJcl9H5UaFCBdO6dWtvRstQYmKi+e6770zXrl1NUFCQ+wPwv0cutGzZ0ieO87/9+3X94MGDZvTo0e4RIcl/txUqVDCjR4/2idE5nuArxdX8+fPdx7lQoUKmYcOGplq1aiYwMNC4XC4zc+ZMU6hQIWNZlilWrJgZN26cuXz5stOxfRLFlR8ICwszrVq1Snf9nj17jGVZKYYSJSQkmJIlS5omTZrYETFdiYmJ5rXXXjN58uQxxYoVM9OnT09zO18trooWLWq6dOmSYtkDDzxgXC6XOXv2bLrtevToYUJCQrwd76r89c3K34eTJqtbt67Jnz+/OX78eIrl48ePd3/r9+9v/BISEky5cuXS/IBtpy5duhiXy2Vmz56dYvmxY8dMu3bt3L3p//xSxxjni5NkjRo1Mvny5UvzOqupU6eakJCQNIdgOp0/b968qV5zjLlyPZLL5TJRUVFptmvTpo0pXLiwt+NlSnb/fpPbOa1kyZLmlltuSXNdRudHly5dTMmSJb0ZLUOlSpVKcRzbt29vZs6cmWoEi78UV/+0fPly069fP5MvXz73zxcQEGBuvfVW8+WXX5q4uDib06Z23333ZetRvHhxn/h9dO3a1ViWZR577LEU58y2bdvM9ddf7x6u3LZtWxMdHe1gUt9HceUHQkJCTLdu3dJdf+bMGWNZlnnggQdSLL/zzjt95s1269atpkGDBsblcpnOnTubgwcPpljvq8VVy5YtTfHixVOMSU++/u3vv/9Ot12LFi1MWFiYHREz5K9vVmldW5jZhy+dR6GhoaZDhw6plh8+fNhYlmXuuOOONNvdcccdJk+ePN6Ol6GSJUuaOnXqpLkuISHBPXytWLFiKcbkO12cJCtYsGCa18wkW7p0qfsalJdeesm93On8+fLlM3369Em1/Gq5+vbta4KCgrwZLdP++aVNVh7JBa/TQkJCTL9+/dJcN2vWLDN06NA01917772O/t0mH/frrrsuw4lx/LG4SnbmzBnz4YcfmkaNGqV4zQ8PD7cpZfqSs/jr+1bZsmVNxYoV0xzit3jxYnePVmxsrAPp/Iv/zdl9DSpbtqzWrFmjy5cvpzk96S+//CJJKlasWIrlISEhunz5si0Zr6ZWrVpavXq1xowZozFjxuiGG27Q//73Pw0ZMsTpaBnq1auXnnjiCb366qt68cUXJUndu3fX6NGjNX78eL377rup2qxevVpr1qxRx44d7Y6bJa1bt1br1q0VGxurmTNnKjIyUuvWrdPixYv1ww8/qFixYoqKinIk2/Llyx3Zr6edP39epUuXTrW8VKlSkq5M3ZyWYsWKKS4uzqvZrubkyZNq3bp1musCAgI0efJk5c+fX+PHj1eHDh20ZMkS1a9f396QGbh06ZJKlCiR7vp27dpp4cKF6ty5s3sK4dGjR9sVL11hYWE6duxYquXmypeh6ba7dOmSChcu7MVkmVe+fHkdOHBAq1atcp/rmdGsWTOtWbPGi8kyJygoSBcvXkxz3V133aW77rorzXXnz59XQECAN6NlqFixYjp58qQOHTqkVq1aqXPnzho0aJBuu+02R3N5UsGCBfXggw/qwQcf1J9//qnJkyfr008/1cmTJ52OpuDgYMXHx+uFF17I0i1xJk+erCNHjngxWeZER0frtttuk8uV+ha4TZs2lSTddNNNKlCggN3R/I/T1R2u7uGHHzYul8v07dvXnDlzJsW6TZs2meuuuy7Ni29btmzpE9f9/NvGjRvd05h36NDB7Nu3z2d7ruLi4kzNmjWNy+UyDz30kNmzZ48x5v+uu7rnnnvML7/8Yg4dOmQ2bdpk/ve//5lixYoZl8vlE9cyZfXapK1bt5onnnjChIWF+eTvw99kdPwzWud074kxxhQuXDjdnrV/euqpp4xlWaZo0aJm3bp1PpHdGGPKlCmT4XDqZCtXrjQFChQwLpfLvPjii47nb9WqlSlVqlSq5RcuXDCnT59Ot12tWrVM7dq1vRkt03r06GFcLpdZsGBBltr5yrUnFSpUyNaxrF27tqMTMcXFxZnZs2ebW265JcX1tSVLljTPPPOM2bFjhzHGv3uu0hIfH2++/vprLyTKmuTROX/88UeW2vnKeZ9brnX2BRRXfuDgwYPuD+xFixY1HTp0MH369DGNGzd2v4DedNNNKdrExsaavHnzZjic0ElxcXHm+eefN4GBgaZAgQI+M+Y4LQcPHjQ1atRwv1GVLVvWNG3a1AQHB6d73cCYMWOcjm2M8f83K3/nz8VV8u0dMmPYsGHuAqtx48aOZzfGmM6dO5t8+fKZ8+fPX3Xb3377zX2vlqJFizqa//HHHzculytLt3I4ePCgcblcPvPBZ+zYscayrDQnDMmIr3zI7NmzpwkICDC7d+/OdJtdu3YZl8tlevbs6cVkmXfw4EEzcuRIU6FChRTXwDVr1syULVvWJ47zv/n7h/f777/fuFyudK8tT4+vnPcUV57DsEA/ULZsWS1cuFA9evTQoUOHtHTp0hTrW7VqpS+//DLFskOHDumBBx7QbbfdZmfUTAsKCtKYMWPUtWtXRUREaMeOHbIsy+lYaSpbtqw2btyosWPH6qOPPtLhw4d1+PDhVNtZlqWWLVtqxIgRatu2rQNJPScwMFDdu3d3OkausGvXLs2YMSNL63bt2uXtWFd188036+2339aqVavUvHnzDLd944035HK59MYbb2jdunU2JcxYhw4dtGjRIn355ZcaMGBAhts2bdpUP/zwg2655RadOnXK0deiBx54QLVr11aePHky3ebrr79WuXLlfGYocsuWLVW3bl2dO3cuS+2GDBmiW2+91UupMq9r1676+uuv9dRTT2nOnDmZajN06FB3W19QtmxZjRgxQiNGjNDSpUs1efJkzZ07V7///rukK+9X/fr1U//+/dWxY0efeP9t1aqVatSo4XSMbGvQoIE+/vhjbdiwQf379890O5PBcF+7ZfR+dbX1WfmZczvL+NJvFRm6fPmyvv32W61du1bnzp1T8eLF1bZtW7Vp08bpaDly+fJl7dixQ5JUt25dh9NkLCEhQRs2bNCWLVt08uRJGWNUoEABVapUSfXr18/wGg8ntGnTRp06ddIzzzzjdJRsiYmJ0cqVK5WQkKBatWqpWrVq7nXffPONXn/9dW3fvl2hoaG68847NWbMGBUpUsTBxCm5XK5sfWgxxsiyLCUmJnohVeb8+OOPat++vXr27KnZs2dnqs2LL76osWPHOp5dknbu3Km2bdvq+uuv15IlSzLVZt26derYsaPOnDnjeH44JzExUdWrV9fevXvVq1cvTZgwIdU1zcliYmL08MMPa9asWapUqZL++usvn72+KSYmRp988okiIyP1xx9/SLpSZJUsWVL33nuvXnvtNYcT+rdDhw7p66+/VsWKFdWlS5dMtzt27JguX76s8uXLezHd1WX3/Uq6ch4lJCR4OJH/orgC4JMmTpyop556SpcuXXIv69Onjz799FNNmzZNQ4YMSfGNn2VZuvHGG/X7778rKCjIicipVKhQIUffCO/du9eDabImISFBP//8s1wuV5a+wJk3b55iYmKu2luEtM2YMUNVqlS5am8hvGvjxo266aabdPHiRYWEhOiWW25Ro0aNFB4eLunKxf/JEwBdunRJISEhWrFihU9N6pKRdevW6eOPP9asWbMUGxvrE1+IcO47y5/fr3wNxVUutnHjRk2ZMkXvv/++01GuORz7nPntt9/UsmVLGWMUEBCgwoUL6+TJk7IsS+PGjdPo0aN1+fJlPfDAA6pUqZJ2796tSZMm6cKFC3rvvff08MMPO/0jANnicrkUERGhyMhIp6Nc89avX69evXpp3759kpTqg2fyx6fy5cvryy+/VMOGDe2OmGMXL17U7NmzFRkZqZ9//tnRLJz7yC0ornKZ06dP69NPP1VkZKQ2b94sSY5+G1WlShW1bdtWgwYNck/lmVv52rH3Z3369NHs2bP11FNPacyYMQoJCdGePXvUs2dP7d27V7GxsVq9enWKDzNr1qxR06ZN1apVK/3000/OhYdfuXz5sk6fPq2wsDCfGM7FB0zfkpCQoM8++0xz587V+vXrdeLECUlXpsyvX7++unTponvuucdnesv9Gec+cguKq1xi2bJlmjJliubMmaPLly/LGKPg4GB17txZ33zzjWO5/jmGt0aNGhoyZIjuvffedO/v44989dgnO3v2rC5evKjQ0FDly5fPvfy7777Tpk2b0mzTpk0b3XTTTTYlTK18+fIKCAjQ7t27U3xbnHwdUOPGjd0XZv9T06ZNtXv3bkVHR9sZN10BAQGKiIjQlClTnI7iNYcPH1ZUVJQqVaqkQoUKOR3H7eLFi9q7d69CQ0NVrly5VOsPHDighx9+WD/88IMSEhIUEhKinj17aty4celeX2OH3PABc9CgQdlua1lWrv57sdvFixe1b98+xcbGyuVyqWjRoqpUqZJPTGDxb7nh3L8aY4wWLVrkvla4U6dOuu6665yOBU+zeXZCeNCBAwfMqFGjTMWKFVNMA96kSRMzYcIEc/LkSacjuqdnDgwMdE8HGxISYnr27Gm+//57k5SU5HTEbPGHY2+MMQkJCaZixYomb968Zvv27SnWJU/3ndajSpUqJiEhwaHUxoSEhKR5G4EzZ84Yy7JMnz590mzXu3dvExQU5O14mebvU9eeP3/ePP/886Zhw4amRYsW5o033jDx8fHGGGO2b9/unnbd5XKZoKAg069fv1T34nPKxIkTjcvlMq+88kqqdadOnTLly5d3/90mP1wul2nQoIGj576/nzPGGPex/OexvdojeXtfmJLa3508edIMHz7c1KxZ0wQEBKR6fS9QoIDp2rWrT9yL8Z9yw7l/6tQpM2zYMFO/fn1Tp04d07dvX7NhwwZjjDHHjx839erVS/G7yJMnj5k8ebLDqa84ePCg0xFyDaZi9zPx8fH69ttvFRkZqWXLlikpKUnGGIWFhSkxMVGnT59O8xt9J3Xt2lVjxozRtGnTNG3aNP3999/6+uuv9c0336h06dKKiIjQwIEDValSJaejZsgfj/2CBQu0b98+Pf300+lOcfvvb5l37typFStWaMGCBVma8ciT4uLiVLhw4VTLCxYsKEnKmzdvmu3y5s3LUEwPSUhIULt27bRmzRr3tSW//fabduzYoXfeeUedOnXS/v37VaBAAeXNm1dRUVH6/PPPdfDgQcev3ZCkFStWSFKaE2u8+eabOnDggPLkyaOxY8eqY8eO2r9/vx5//HFt3LhR06dPz1Hvy7Xu5ZdfztL20dHRmjx5si5cuOClRNeOH374QX369NGZM2fSneL73Llz+u677zRv3jz17dtXU6ZMUXBwsM1Jc5+LFy+qZcuW2r59u/vY//HHH5o3b55+++03Pf3009q0aZMsy1KxYsV08uRJXb58WQ8++KAaNmzo+GzJ5cqVU9WqVTVo0CANGDBAJUuWdDSPP6O48hN//PGHpkyZos8++0wxMTHuC/07deqkQYMGqUuXLmrTpo1WrVrldNQ0lSpVSs8995yee+45rVixQlOmTNFXX32lw4cPa+zYsRo7dqxat26twYMHq0ePHgoJCXE6sps/H/t58+bJsiw9+uij6W7z8ccfp/h/VFSUypQpozlz5jhWXMF5kyZN0urVq1W9enW98MILCgwM1GuvvaZp06apSJEiioqK0uzZs9WjRw9ZlqWtW7fq7rvv1ooVKzRr1iz17t3b0fybNm1S9erVVbZs2VTrPvnkE1mWpWeeeUZPPPGEJKlmzZoqXbq06tWrp6+//trR4mrFihXZ2r+vDKl74YUXMrXdhQsX9L///U/Tpk3ThQsXFBQUpPvvv9/L6bzn4Ycf1o4dO7Rs2TJH9r99+3Z17dpVly9fVrdu3dS+fXuFhYVpz549ioyM1P79+/Xhhx+qZcuW+uWXX/Tuu+9q5syZOnv2bKbv5+Vt/nzuv/vuu9q2bZvCwsL0wAMPqGTJklq9erU+++wzDRs2TD/88IMGDBig9957TwUKFFBsbKweffRRffLJJ3r//fdTvRc7YdeuXXr++ef10ksvqVOnTho8eLBuu+02n7ge1a842GuGTGrYsGGKoWdVq1Y1Y8eONYcPH06xXcuWLX1uSEVG3fxnz541H3/8sWnWrFmKoSFFihQxDz/8sFm3bp3NaVPz52NvjDE33nijuf7669NclzwsMC2NGzc2derU8Wa0DGV03mS0LqOfyQn+PMylVatWJjg4OMVQkePHj5s8efKYgIAAM3z48FRt1q9fbyzLMl27drUxadpKlChhunfvnmr57t273a81Bw4cSLW+Xr16pmzZsnZETNO1MKQuISHBTJgwwZQsWdL9+tq7d2+za9cup6PlSNOmTR39Hdxzzz3G5XKZadOmpVoXHx9vOnbsaPLnz28OHTpkjLnye+jZs6dxuVzmyy+/tDtuKv5+7jdq1MgEBwebv//+O8XyUaNGGcuyTMmSJc2lS5dSrLt48aIpUaKEqVatmp1R02RZlqlVq5apWbNmiuNbsmRJ8+yzz5odO3Y4HdFv0HPlB9avXy/LslSmTBlFRkaqffv2TkfyiNDQUA0ZMkRDhgzRX3/9pSlTpuiTTz7R8ePH9cEHH+ijjz5y/KZ0/n7s9+/fr1atWqW5zmQwl03FihX1ww8/eCtWpixatEht27bN0rrt27d7O1aWHTt2TL/88ku22qb3u7PD1q1b1axZsxQ9P8WLF1eLFi20fPly3XPPPana1K9fX7Vr19bGjRvtjJqmmJgY5cmTJ9Xy9evXS5IqVaqU5oXkFStWdPw8qly5slq0aOFoBm+ZPXu2XnzxRe3evVvGGLVr106vv/6639wfypctX75cderUSXMobGBgoN544w3Vq1dPs2bN0lNPPaWAgABNmjRJixYt0tSpU9WzZ08HUqfkz+f+zp071bx5c1WpUiXF8gEDBmjkyJGqV69eqlE5efLkUf369X1iKLUkNW7cWJGRkfrtt98UGRmp2bNn6/jx43rzzTf15ptvqnnz5ho8eLDuuuuuFBNkISWKKz8QGBiohIQEHT58WH369NE999yjgQMHOj4+15OqV6+uN954Q6+++qoWLFigKVOmaOHChU7H8vtjf+7cORUoUCDNdWPHjtWwYcPSXBcUFKRz5855M9pVHTt2TMeOHcvyOl+bBWvx4sVavHhxlts5fcf7s2fPqkyZMqmWlypVStKVG06mpWLFitn6eT0tX758OnLkSKrla9eulaR0P8wHBwcrMNDZt8aWLVvmuhnTli1bpv/+97/asGGDjDGqV6+eXnvtNXXo0MHpaKmkdd5kRlxcnIeTZE10dHSGN+CtWrWqpCtDv5IVKVJEzZs317p167yeLzP8+dw/e/Zsml/YJH9BVaJEiTTbFS9eXJcuXfJqtqxq1qyZmjVrpvfee899H7Rff/1VK1eu1KpVq/T444+rd+/e18RtdrKD4soPHDp0SNOnT9fUqVO1Y8cOvffeexo/frzq1aunwYMHq2/fvj41BXJOBAQEqEuXLurSpYuioqKcjuP3x75gwYI6efJkmutKly6t0qVLp7nu5MmT6RZldhgxYoRj+/a0jHoIvdHOUwoVKqTY2NhUy5MLj/Tu6xMaGiqXy+XVbJlRo0YNrV69WjExMSpatKh7+ffffy/LstL9EHr48GEu5PagTZs26dlnn9XSpUtljFGlSpX0yiuvqE+fPk5HS1fZsmWz9SWNMcbRL3eKFi2qbdu2pbs+ed2/JwQKCwvTmTNnvJrtWmCMSfOLmeTrldI7N3ztC8F/yps3rwYMGKABAwZo9+7d7hFGhw8f1pQpUzRlyhTVqFFDgwcP1lNPPeV0XN/h3IhEZMfKlStNRESECQ0NdY+HzZs3r7n77rtN5cqVfWLc8T/58zUn/+Zvx96YK9dcFS9ePMvtihcvburWrev5QNcYfz7/a9asaerVq5dq+cyZM80TTzyRbru2bdua8uXLezFZ5rz88svGsizTvn17s2vXLnPmzBkzevRoY1mWCQgIMPv27UvVJi4uzoSGhpq2bds6kPgKfz5n/mnPnj3m7rvvNgEBAcayLFOiRAkzfvx491T+viwr1/ykdQ2QU3r06GFcLpd59913U627ePGiuemmm4zL5TKff/55inXt2rUzJUuWtCtmuvz93Pf3a4Uze/wTExPN999/b7p3726Cg4MdP+99EcWVnzp79qyZNGmSadKkSYoXdZfLZZ5//nmfufBw5MiRZs6cOU7H8Ch/OfbGGPPII48Yl8tl5s6dm+k2c+fONZZlmUcffdSLya4N2f2wsHHjRvPzzz97IVHm9e7d2wQHB5vz589nuk1CQoIpUqSIadeunReTZc6ZM2dM2bJlU93jx7Is079//zTbfPvtt8ayLDNy5Eib0/4ff/+AaYwxjz76qAkJCXHfU2nUqFHm3LlzTsfKtNKlSxuXy2VOnDiRpXZOT2ixevVqExgYaFwul2nTpo0ZM2aM+eijj8wzzzxjypQpY1wul7nuuutSTKqQkJBgwsPDHf1CIZm/n/uWZZlOnTqZn3/+OdUjo3W33nqrTxQn2Tn+J06cMG+//bajE2D5IssYh8eeIMf+/PNPTZ48WZ999plOnDjh7mJu1KiRIiIi9OCDDzqcMPfy9WO/ceNGNWjQQGXKlNGqVauueif4w4cPq2nTpjpy5IjWrl3rcxeZJyUlKSYmRtKVITC+MPwsIy6XSxEREVm+hqBZs2Zau3ato9dcvf/++3r99dc1a9asDK/j+Kf58+erS5cuGj58uEaOHOndgJnw119/6Z577nFPYiFdue/ep59+qvz586favm3btvrpp5/0yy+/qGXLlnZGdcvuOeNLXC6XLMtSvnz5NHjwYBUvXjxL7Z9//nkvJcucLl26aMGCBVq8eHGWJjFq1qyZ1qxZ4+i99iZNmqSHH35YiYmJKYabmf9/T8bvv/9eDRs2dC9fv369hgwZovvuu0//+c9/nIjs5u/nfvJ5n11O36PR34+/T3G4uIMHxcXFmdmzZ5uOHTu6h2L4wrch1wJfPvb33HOPsSzLhIWFmffff9+cOnUq1TanT582EyZMMOHh4cblcpm+ffvaHzQdMTExZvTo0aZhw4bub2VdLpcJDAw0DRo0MKNHj87yN8x2ye43sU5/A55dK1asMNOmTUtzyJ2Tdu/ebVatWuWegjo9mzdvNps2bTIJCQk2JUtt2rRpZsWKFY7t3xP+PUwusw9fed0cOXKkcblc5rXXXstSO1/5u92yZYt54IEHTP369U21atVMy5YtzfDhw83x48edjpYhfz/3/XU46T/z+3PPoS+h5yqXOnjwoCIjIzVt2jTt3bvX6TgpJCUlaf/+/Tp58qQsy1LRokVVoUIFn76oMyt87dhfvHhRt9xyi1asWCHLsmRZlipVqqTw8HBJV2aY2rNnj8yVYcJq3ry5fvjhB5+YZvW7775TRESEzpw5k+4ED5ZlqWDBgpo6daruvPNOewNeRU56rpz+Bvxadfz4cV2+fFnlypVzOkq6Ll26pJUrV+rEiRMqW7asmjVr5lO9uAMHDsxR+6lTp3ooSfYsXLhQffv2VY8ePTR58uRMt3vllVe0e/dux/PnZr5+7vuzn3/+WSVLllT16tWdjuL3KK5gm5UrV+qNN97QTz/9lGqa7wIFCqhdu3Z65pln1KRJE4cS5l4JCQkaNWqU3nvvPZ09ezbNbUJDQ/Xoo49q5MiR6c4EZ6dvv/1Wd911lxITE1W8eHHdddddatSokUqUKCFjjKKiorRmzRrNnj1b0dHRcrlcmj17trp37+50dLc2bdqoU6dOeuaZZ7LUzp+Lq4cfflg7duzQsmXLnI6SLU4PyTxw4IDmz5+vypUr65Zbbkm1ftGiRRowYIBOnDjhXlahQgV98cUXatSokZ1RAY/i3EduQXHlpy5evKh9+/a5p0ouWLCgypcv7xO9DWn573//qzfffFNSxlNMW5al559/Xi+//LJd0bLM3479P509e1bLly/X+vXr3W9QYWFhql+/vtq2bevo9Ov/dPLkSVWuXFmxsbEaNmyYRo8enermi8kuX76sF198UW+99ZYKFiyo3bt3q1ixYjYn9ix/Lq78ObvkfP4333xT//3vfzVlyhRFRESkWLdz507Vq1dPFy9elHTlbzc2NlZxcXEKCwvTjh07Ukw7D/iT3HTuJyUl6cSJEwoJCfHp27V4gr9/oeYVDg1HRDYcP37cPP/886ZGjRomICAg1Xj1gIAAU6NGDfPCCy/41Njq9957zz2uuHHjxua9994zK1euNH/99ZfZvn27+fXXX827775rGjdu7B57/MEHHzgdOwV/PfY5sXPnTsf2PWrUKGNZlnnmmWcy3WbYsGHGsiwzatQoLyazh69cu5Ed/pzdGOfzd+nSxYSEhJjY2NhU6wYMGGAsyzJlypQxGzduNMZcuV6yS5cuxuVymVdeecXmtOm7ePGiOXPmTIqZ6dJz6dKlTG+L9FWuXNncd9995rfffnM6SrbkhnM/KirKDBgwwBQoUMD9+aBChQppTo+fWzj9mumLKK78xJw5c0zBggXdF/1e7cLIQoUKZWn6bW+JjY01oaGhJiAgwHz44YdX3X7ChAnG5XKZggULmrNnz9qQ8Or89dgbY8y4ceOy1W7nzp2mTJkyng2TBU2aNDGFChXK0oetixcvmkKFCpnGjRt7MZk9/PnNyp+zG+N8/mrVqqV5DicmJrpfh6ZOnZpi3dGjR01wcLBp2bKlTSkzFhcXZypUqGDy5Mlj1q1bd9Xt169fb/LkyWOqVq3q6GQiObVkyRLTokULx/b/zwlEatasad5++20THR3tWJ6s8vdz/9y5c6Z69eppflZwuVxm2LBhTkf0CqdfM31R6ltJw+ds3LhRvXr1UkJCgtq1a6e+ffuqYcOGuu666xQaGipJOnfunA4ePKh169bps88+048//qhevXpp9erVuvHGGx3L/sUXX+j8+fN68sknMzUt+X/+8x/t2rVL7777rmbNmqXBgwfbkDJ9/nzsJWno0KEqVqyY7r333ky32bNnj9q0aaOjR496MVnGdu3apRYtWqQ7FDAtefLkUYsWLbR69WovJsuaGTNmZKtddHS0h5PAX5w4cSLNWyBs2bJFZ8+eVWBgoLp165ZiXcmSJdWkSRNt377drpgZ+vLLL7V//349//zzatCgwVW3r1+/voYOHaqxY8fqm2++Ua9evWxI6Tk///yzRowYoV9//dXpKCpcuLBiY2O1fft2DR06VM8995zuuOMODRo0SLfeeqtPTxzl7+f+u+++q507dyo0NFRPP/20GjRooNjYWM2ZM0dfffWVxo0bp4cffljly5d3Oiq8zenqDlfXq1cvY1mW+fjjjzPdZuLEicayLNOrVy8vJru6vn37msDAQHPs2LFMtzl27JgJCAjwienA/fnYG2OMy+UyQUFBZt68eZnafvfu3aZcuXLGsizTvHlzL6dLX3BwsOnXr1+W2/Xt29eEhIR4IVH2ZHUqal+bkjo7/P1bTKfzBwUFpfnaERkZaSzLMvXq1UuzXZ8+fUxwcLC342VKz549TVBQUJZukRATE2MCAwPNXXfd5cVkmXfp0iXzv//9z9x8882mRo0a5uabbzZvv/22uXz5snubLVu2mA4dOrj/ZoOCgsyDDz7oWObkqbSPHDlixo4da6pVq5ai56Rs2bLmxRdfNLt373YsY0b8/dxv3LixCQwMNGvXrk217vHHHzcul8u8//77DiTzLqdfM30RxZUfKFGihGnSpEmW2zVp0sSUKFHCC4kyr2bNmtm6c3edOnVMrVq1vJAoa/z52BtjzMcff2wsyzJ58+Y1v/zyS4bb7t2715QvX95YlmWaNm2a5rh3u5QqVcrcdNNNWW530003mVKlSnkhUfaUL1/eVKhQIdsPf+Tvb7RO5y9evLhp2LBhquX333+/sSzLDB48OM12PXv2NEWLFvV2vEypVKlStl43mzZtaipXruyFRFkTHx9vbrrpplTDu1wul7n11luNMcZ88MEHJiQkxP2FSO/evc3ff//taO607lP066+/moiICBMaGpriy562bduazz77zKeuc/P3c79QoULpDk/ctWuXsSzLPPbYYzan8j6nXzN9EcMC/cDp06dVsWLFLLerWLGiNm/e7IVEmRcVFaWWLVtmuV3lypV9YoiFPx97SRoyZIhiYmL03//+V126dNHy5cvTHKq4f/9+tW3bVgcOHFCjRo20ePFiR2cOrFu3rpYtW6bDhw+rTJkymWpz6NAh/f7772rXrp2X02Xevn37nI5wzfrll1+y1S55FlCn1KlTRz/++KP+/PNP1apVS5IUFxen7777TpZl6eabb06z3e7du1WyZEk7o6br2LFj2Zoau3z58tqyZYsXEmXNpEmTtGLFCklShw4dVKdOHcXGxmrp0qX64Ycf9PDDD+vDDz+UJLVq1Urjxo1TvXr1nIycrpYtW6ply5YaP368vvjiC0VGRur333/X8uXL9dNPP+mRRx5R3759NXDgwEwN4fQmfz/3z549q0qVKqW5LvlzxL9vQ4PcieLKD5QuXVrr1q2TMSbT46WTkpK0du1alSpVysvpMhYbG5utaUgLFCiQ7v2Y7OTPxz7ZM888o5iYGL3xxhvq1KmTfv31V1WpUsW9/sCBA2rbtq327dunBg0aaPHixSpYsKCDiaXu3btr8eLFGjx4sObNm3fV+27Fx8dr0KBBSkxMVI8ePWxKmbul9yHhao4cOeLhJNnTunVrn76+JD39+vXTsmXLdOutt2rkyJEKDw/XRx99pOPHjys0NFRdu3ZN1ebUqVP6448/dNtttzmQODVjjJKSkrLcLikpKcNbddhl9uzZsixLn3/+ue666y738ri4OHXv3l0fffSRLMvSsGHD9NprrzmYNPNCQ0M1ZMgQDRkyRH/99ZemTJmiTz75RMePH9cHH3ygjz76yLF7uyXz93PfGKOAgIA01yXf6NgXzm/YwMluM2TOww8/bFwul4mIiDDnz5+/6vYXLlwwERERxuVymUcffdSGhOlLa5hCZiTnd5o/H/t/u++++4xlWaZixYrmyJEjxhhjDh48aCpXrmwsyzL169c3MTExDqe8Ij4+3lStWtW4XC7TokUL99S7admwYYNp1qyZcblcpmrVqiY+Pt6+oLnY1WbGvNqsmU7z1/xJSUmmTZs2qa7XsyzLvPrqq2m2+eCDD4zL5fKZ6Z7LlStn6tevn+V2DRo0MNddd50XEmVNWFhYutf3bNq0yViWZcqXL2+SkpJsTpaxrL7fJiQkmLlz55ouXbqYoKAgLybLHH8/9692/LP7ecguFStWzNYjeXgs/g83EfYDUVFRql27tk6cOKHChQurS5cuatiwocqVK6f8+fNLks6fP68DBw5o3bp1+u6773T69GmFh4dry5YtKl68uGPZXS6XIiIiFBkZmaV2AwcO1IwZMxy/Eak/H/t/M8aoT58++vLLL1WzZk3NnDlTPXr00O7du93D8HzpJozbt29Xy5YtderUKVmWpVq1aqlx48YqUaKEJOn48eNavXq1tm3bJmOMChcurJUrV+r66693OHnuMH369By1HzBggIeSXHsuXLigESNGaNasWTp+/LjKlSunRx55RI8//nia2zdq1Ei7du3SypUrVbNmTZvTpnbnnXdq/vz52rNnj8qVK5epNvv27VPlypV1xx13aM6cOd4NeBVBQUHq1auXZs6cmWpdXFyc8uTJo+7du+urr75yIF36svt+K115r/OF9yt/PvddLpdCQ0MVFhaW5vr9+/crf/78aa63LEu7d+/2dsQMJfeuZYdlWY5/XvMlFFd+YufOnerTp482bdokSekOd0n+ddarV0+ff/65qlWrZlfENF3txSY9J06c0Pnz533ij9Vfj31a4uPjdccdd+iHH36Qy+VSUlKSateurR9//FHFihVzOl4qe/fu1b333qtVq1ZJSn3sk49506ZN9emnn2Z7KBsAz5k6daoGDx6sLl26ZLpQ6tq1q+bPn6/Jkydr4MCB3g14FVcrUnJSxHiTr+a6Vvh7ccIXap5DceVnFi5cqG+//VYbN27U3r173dclFShQQBUqVFD9+vXVrVs3derUyeGkV/j7i80/+duxT8/FixfVoUMHrVq1SjfccIOWL1/uk4XVP/3yyy+aM2eO1q9f774HVFhYmBo0aKCuXbuqdevWzgZErhEdHa3p06dr6NChjmVYu3atjh49quuvv15Vq1bNcNudO3dqx44dKl26tBo2bGhTwowlJCSoWrVq2r9/v7p166YPPvgg3V6R6OhoPfTQQ/rmm29UoUIF7dy5U4GBzl4O7q/F1ahRo3TjjTemeW2Sv/Dnc5/iBMkoruBVvNg4K72enIsXLyoqKkphYWHu4Y3/5gvDFOCc7N4AOVn//v09lMT7kpKS9P333ysyMlILFixQQkKCY1/snDhxQpUqVVKBAgW0adMmhYeHZ7h9dHS06tWrpwsXLmjPnj0qXLiwPUGvYsOGDWrVqpUuXryo4OBg3XLLLWrUqJG7yIqKitLatWu1ePFixcXFKSQkRL/++qvjM9ZJV4qnKlWqpDvT7bRp09Jdb1mWpkyZ4u2IuVJuOfcBiisgF8tNPYeZderUKRUpUsTpGH7P5XJle7Y9y7Icn3ksM3bt2qXIyEhNnz5dx44dcw8zvfHGG7VhwwZHMr3zzjt66qmnNGnSJA0ZMiRTbSIjIzVkyBC99957euSRR7ycMPM2bNigXr16ae/evZLSH9ZboUIFzZ492yd6H6T/O/ez8vEoeXt/fd30Bbnp3PdH19IXat5GcQWv8+dufn93LfUcnjlzRm+++aYmTJigU6dOOR3H71WoUCFHU5knf6D2NRcvXtSXX36pKVOmuO9lZIxRqVKl1K9fP/Xv31833HCDY/k6duyo3377TTExMVe9BUGy+Ph4FStWTM2bN9eiRYu8nDBrEhISNHPmTM2dO1fr1q1zD+sNDw93D+vt16+f40MB/ymn13xNnTrVQ0lyLikpSfv379fJkydlWZaKFi2a479tb8lt536ypKQkxcTEyLIsFSlSJEdfenrTtfCFml0orvzMkiVL9M0337iv+0m+4WXBggXd1/10795dHTp0cDjpFbmpm9/fjn1uER8fr5iYGIWFhaV5D5GzZ8/q7bff1jvvvOP+nfDNMf5tzZo1ioyM1BdffKGzZ8/KGKOgoCAFBQXp4sWLSkhI8IkPnKVLl1bNmjW1dOnSLLVr3769tm/frsOHD3spGfzJypUr9cYbb+inn35KdePaAgUKqF27dnrmmWfUpEkThxKmlpvO/X379mncuHFasmSJ/vrrL/dyy7JUo0YN3XLLLXriiSd03XXXOZgypdz6hZojbJv0HTmye/du06RJkxT3fcjoHi1NmzY1e/bscTq2GTdunLEsy3z88ceZbjNlyhRjWZYZP368F5Nlnr8ee3+3a9cuc/vtt7vvoREUFGS6dOli9u7d697mww8/NOHh4e7fS5UqVcwXX3zhXGj4lBMnTphx48aZG264IcXfbq1atcxbb71loqKiTMuWLX3qHi0hISGmX79+WW7Xt29fExIS4oVEWffuu++aJUuWOB3jmvXss89m+v3qxRdfdDquW24494258r4UHByc4fF3uVwmJCTETJ482em48AJ6rvxAdHS06tSpo+PHj6tQoULuey1dd911Cg0NlSSdO3dOBw8e1Lp16zRv3jydPn1apUqVylRvkTf5eze/Px97yX/HUJ84cUK1a9dWVFRUquseKlasqE2bNun+++/X7Nmz3UO6XnrpJQ0ZMsSnhhfBOb169dK8efMUHx8vY4wKFiyo3r17a9CgQSm+rb/pppu0atUqn+ntLFSokNq2batvv/02S+26deumH3/8UWfOnPFSsszLaDa9tm3b6tZbb9UzzzzjQLLcb/z48e57QjVq1Ej33HOPGjRooLCwMCUlJenEiRPasGGDPvvsM61du1aWZen999/XQw895HDy3HHuz5o1S3fffbekKz1xvXv3TvP4z549W0eOHJFlWZo9e7Z69OjhcHJ4lKOlHTLl0UcfNZZlmf79+5tz585ddftz586Ze++911iWZR577DEbEqavVKlSpl27dllu165dO1O6dGkvJMoafz72xphUd7rP6sMpzz33nLEsy4SFhZmxY8ea+fPnm5kzZ5q+ffsay7JM06ZNjWVZJigoyLz00kvmwoULjmWFb0o+96+77jozY8aMdM8RX+u5qlatmqlUqVKW21WqVMlUq1bNC4myzrIsM3DgwCyv8xUDBw40U6ZMSXPd3LlzzcaNG9NcN3z4cFO/fn0vJstYbGysCQ0NNQEBAebDDz+86vYTJkwwLpfLFCxY0Jw9e9aGhBnz93P/0qVL7pEUzz77rImPj0932/j4eDNs2DBjWZYpWbKkuXz5so1J4W0UV36gYsWKpkqVKiYpKSnTbRITE03lypVNxYoVvZjs6vy9m9+fj70xV4rU9u3bZ+mRP39+9wdTp9SrV88EBwebbdu2pVr37LPPuvN9++239oeDX/jn8JsbbrjBjBs3zkRHR6fazteKq4iICONyuczKlSsz3WbFihXGsiwTERHhxWSZ5+/FVXbzJ//unDJp0iRjWZZ56qmnMt3mySefNC6XyyeGp/n7uf/ZZ5+5v4zNrHvvvde4XC6Gs+cyvjllCVI4evSoGjZsmKULDV0ulxo1aqSjR496MdnVhYSE6Pz581lud+HCBYWEhHghUdb487GXpKVLl2rJkiWZegwfPlznzp3TxYsXJUm1a9d2LPfu3bvVrFkzXX/99anWPfDAA5KkunXr6s4777Q5GfzF+vXr9dBDD6lQoUL6888/9fTTT6ts2bLq2bOnvv/++yxNs22nfv36yRij+++/P1PDnE6fPq37779flmW5hyPh2vTTTz8pICAgS0Mun332WVmWpR9//NGLyTLH38/9JUuWyLIsjRw5MtNtkrd1+hIIeBbFlR8oVKhQtmZh2bdvnwoVKuSFRJlXsmRJbdmyJcvttmzZopIlS3ohUdb487HPrK1bt+qOO+5Q69attXr1al133XWaNm2aNm7c6Fimc+fOqXz58mmuS16eVuEFJKtXr54mTJigo0eP6pNPPlGrVq0UHx+vb775RnfccYfKlSun559/3uem7W/fvr3atWunbdu2qUGDBvruu+/SLASNMZo7d64aNmyoHTt2qHXr1urYsaMDieErNm3apJo1a6pEiRKZblOiRAnVqlVLmzdv9mKyzPH3c3/jxo2qWrWqKlasmOk2lSpVUtWqVbVp0ybvBYPtKK78wE033aS1a9dm6a7vkydP1urVq3XTTTd5MdnVNW/eXPv27dOqVasy3WblypXau3evmjdv7sVkmePPx/5qDh48qIiICNWrV08LFixQ0aJF9dZbb2nnzp3q37+/o9NSG2PSnHZd+r8bI/tCzyZ8X0hIiPr166fly5fr77//1nPPPadSpUrp8OHDev3117V9+3ZJ0scff+wTF8RL0hdffKFq1appz5496tatm8LCwtShQwf169dP/fr1U4cOHRQWFqbu3btrz549qly5smbNmuV0bDgsKipKlSpVynK7ypUr6/jx415IlHX+fO4fPXpUNWrUyHK7GjVq6MiRI15IBKcwrZYfeO655zR37lzdf//9+vLLL3X33XerYcOGKleunPLnzy9JOn/+vA4cOKB169Zp5syZWrp0qQIDA/X88887mr1fv36aPn267r//fq1cufKqvTm+1s3vz8c+PadOndKYMWP0wQcf6NKlS8qXL58ef/xxPfvssypYsKDT8QCvqVSpksaMGaOXX35ZCxcu1OTJk7VgwQIlJCTowQcf1OOPP66uXbuqf//+6tSpk2M5ixUrpjVr1uiRRx7R559/rlOnTmnZsmXuLzySv813uVzq27evxo8f71P3BJSkXbt2pTtbaUbrJOdmKfV3sbGx2RoxUaBAAZ09e9YLibLOn8/97B7/QoUKue/RiNyBqdj9xFdffaWIiAhduHDhqj0Kxhjly5dP06ZNU8+ePW1KmL4OHTpo2bJlqlSpkt5++23dcccdqX4GY4y+++47Pf3009q7d69at26tZcuWOZQ4JX8+9v906dIljRs3Tm+88YZiY2MVEBCgQYMGaeTIkT4xBPOfXC6XQkNDFRYWlub6/fv3K3/+/GmutyxLu3fv9nZE5BJRUVGaPn26IiMj3Tf7dLlcSkhIcDjZFXv37tX8+fO1bt06RUdHS5LCw8PVoEED3X777dnqqfA2l8uV7Z5vy7IcP/YZTSWf0bqBAwdqxowZjk3rn1G2jDidOz3+du7ntuOP7KPnyk/07NlTLVq00Lhx4zRnzhzt2rUrze2qVKmibt266YknnlCpUqVsTpm2L774Qi1atNDOnTvVrVs3FS5cWPXr11fx4sUlXflws2HDBp0+fVrGGFWpUsVnuvkl/z72kpSUlKTJkydr9OjROnr0qIwx6t69u8aOHatq1ao5HS9d586d07lz57K83snhjPA/xYsX17BhwzRs2DCtXLlSkydP1ldffeV0LLeKFSvq0UcfdTpGlpQrV46/Q+SYP577gETPld86d+6c9u3b5+7KL1CggMqXL68CBQo4nCxtsbGx7m7+5G9n0urmv/vuu32qmz8t/nTsv/nmG73wwgvauXOnjDG6+eab9frrr6tx48ZOR8vQ9OnTc9R+wIABHkqCa9G5c+fcNwnHtcflcqlKlSpq2bJlqnXTpk1Ld92vv/6qPXv2ONpzlVGPf3pOnDih8+fP03OSQy6XSyVLlszydVfbt29XVFQUxz8XobiCrfytm9/fJQ/PSb6uqnPnzllq7wuTigCAnZJfN7Py8Sh5e8uyHC2ussvJ3LkFxx/JKK6AXMxfr33Yvn07U60jx1atWqVDhw6pYcOGKb64ef3117V48eI029x111168MEH7YoIHzRw4MActZ86daqHkmQNPf7OGjVqVI7ajxgxwkNJ4DSKq1xs06ZNio2NVatWrZyOcs3xlWNfoUKFHF37kJ17fHlCvnz5NGbMGD355JOO7B/+78yZMypfvrzy58+vbdu2pZjFa+DAgel+EC1YsKD279/vN/epAwD4Fia0yMUeeughrV271vGZl65FvnLs9+3b5+j+s+vy5csaOnSo5s6dq+nTp6d7Q2EgPV999ZViY2M1evToNAsly7JSTQe+du1ajR8/Xl999ZUGDx5sV1TAY9auXaujR4/q+uuvV9WqVTPcdufOndqxY4dKly6thg0b2pQQyP0ornI5Oiadw7HPvl9//VUDBgzQL7/8ojp16ujtt9/mwy6yZNGiRQoMDMxwiFe/fv1S/L9Xr16KjIzUwoULOd+ucZcuXVJcXJxCQkKuesPyy5cv6/Lly5na1ptOnDihdu3aqUCBAtq0adNVty9SpIj+85//6MKFC9qzZ49PTySVW+zcuVPHjh1zfFQLvCv7V98BgJc0b95cW7Zs0UMPPaRz587p/vvv1x133KFjx445HQ1+YvPmzapfv36WZvEMDg5Ww4YNtXnzZi8mg6+Lj4/X9ddfrxIlSmjr1q1X3f7PP/9UiRIlVLt2bUcnJfj000917tw5jRo1SuHh4VfdPjw8XKNHj9bp06f16aef2pAQr776qtq0aeN0DHgZPVd+4P77789Wuz179ng4ybWHY++cvHnzasKECerWrZsGDRqkBQsW6IYbbtAHH3ygu+66y+l48HHHjh3TjTfemOa60NBQFS1aNM11pUqV0rp167yYDL7uyy+/1P79+/X888+rQYMGV92+fv36Gjp0qMaOHatvvvlGvXr1siFlat9//73y58+fpYkp7r33Xj3xxBOaP3++HnnkES+mA64dTGjhB7IzLWwypvfMGY69b4iNjdVjjz2mGTNmyLIsNWjQIN37EFmWpWXLltmcEL4mJCREPXr00MyZM7PUrm/fvvr66691+fJlLyWDr+vVq5fmzp2ro0ePqlixYplqc+rUKRUvXlzdu3fXrFmzvJwwbaVLl1bNmjW1dOnSLLVr3769tm/frsOHD3spGZINHDhQM2bM4LNBLkfPlR8IDg5WfHy8XnjhBQUGZv5XNnnyZB05csSLyXI/jr1vKFiwoD788EPt2rVLq1atyrBnISezIyL3KFq0qI4ePZrldkePHlWRIkW8kAj+YsOGDapfv36mCyvpyvVLDRs21Pr1672YLGMxMTEqWbJkltuVKFFCK1as8EIi4NpEceUHbrjhBm3cuFG9e/fWDTfckOl2ixYt4gN+DnHsfcPq1avVv39/7dq1S/ny5dNDDz2Ubs8VIElVq1bV2rVr3RMNZMalS5e0du1a1a9f38vp4MuOHTumRo0aZbld+fLltWXLFi8kypyQkBCdP38+y+0uXLjg6EQcQG5DceUHGjRooI0bN2rDhg1Z+oCPnOPYOyshIUEjR47UG2+8oYSEBDVr1kwzZsxQ5cqVnY4GH9e2bVutXLlSEyZM0FNPPZWpNh9++KEuXLigdu3aeTkdfJkxRklJSVlul5SU5OgssSVLlsxWcbdly5Zs9Xgh61q2bOl0BNiA2QL9QIMGDWSM0YYNG7LUjsvpco5j75w///xTjRs31quvviqXy6VXX31Vv/76K4UVMuWBBx5QcHCwXnjhBc2fP/+q2y9cuFDPP/+8QkJCdN9999mQEL4qPDxcu3fvznK7PXv2KCwszAuJMqd58+bat2+fVq1alek2K1eu1N69e9W8eXMvJkOywYMHa+rUqSmWJSQk6KuvvnIoEbyB4soPdO7cWePGjVPbtm2z1G7OnDnMWpdDHHtnvPnmm2rYsKE2bdqkOnXqaO3atXr22WflcvGShcwpVaqUXn75ZV2+fFldu3Z1T1Jw5MgRxcfHKz4+XkeOHNF3332nu+66S3fccYfi4uI0atQolS5d2un4cFC9evW0efNmHThwINNt9u3bp40bNzo6pLRfv34yxuj+++/XmTNnrrr96dOndf/998uyLN199902JMQ/bd26VU899ZRKly6tPn36OB0HnmQAwMdYlmUCAwPN888/b+Li4pyOAz/2zDPPGMuyjMvlSvdhWZaxLMsMGzbM6bjwAZGRkcayLNO1a9dMt+nSpYtxuVwmMjLSe8EyoX379sayLFO5cmUzd+5ck5SUlGqbpKQkM2fOHFO5cmXjcrlM27ZtHUh6bYqNjTUTJ040jRs3TvH6U7x4caejwYOYih2Az6levbpmzJihJk2aOB0FucDSpUv1yiuvaMWKFamupXG5XGrRooVefPFFdejQwaGE8CUJCQmqVq2a9u/fr27duumDDz5Q8eLF09w2OjpaDz30kL755htVqFBBO3fuzNLMsp528uRJtWjRQjt37pRlWSpcuLDq16/vzh8VFaUNGzbo9OnTMsaoSpUqWrVqlaPDGa8Fv/zyi6ZMmaKvv/5aFy9elDFGISEhuuOOO9S/f3916tRJAQEBTseEh1Bc5QIJCQl69913NWfOHJ04cUJly5bV3XffrUGDBjkdLdfj2HtHkyZN1KNHDz3zzDNOR0Eucvr0aW3cuFEnTpyQJIWFhenGG29MMfX6pk2bFBsbq1atWjkVEz5gw4YNatWqlS5evKjg4GDdcsstatSoUYoiZe3atVq8eLHi4uIUEhKiX3/9NVM3Hfa22NhYPfLII/r888/d91NKvkVF8kc+l8ulu+++W+PHj1fhwoWdipqrHT16VNOnT1dkZKR2796d4tgbY3Tq1CkVLFjQ4ZTwBoorP/DNN9/owQcf1H333acxY8akWJeUlKROnTpp6dKlKSZRsCxL9957r6ZNm2Zz2tyFY+8Ml8uliIgIRUZGOh0F15hmzZpp7dq1SkhIcDoKHLZhwwb16tVLe/fulZT6HnrJr/sVKlTQ7Nmz1bBhQ9szZmTv3r2aP3++1q1bp+joaElXJuto0KCBbr/9dlWqVMnhhLlPYmKi5s2bpylTpmjx4sVKTEyUMUZFixZV3759NWjQID366KNatWoVNxLOxZiK3Q8sX75cJ0+eVM+ePVOt+/jjj7VkyRJJUpcuXdSxY0cdOHBA77//vj755BP17dtXHTt2tDtyrsGxB649fOcISapfv77++usvzZw5U3Pnzk2zSOnatav69evn6FDA9FSsWFGPPvqo0zGuGcOGDdOnn36qqKgoGWPkcrnUvn17DRo0SN26dVNwcLDTEWET33s1QCqrV69WqVKlVK9evVTrJk6cKMuy1KdPH3322Wfu5Y0bN1bPnj31ySef8AE/Bzj2AHDtCgwMVP/+/dW/f3+no8DHvfXWW7IsSyVLltSDDz6oiIgIXXfddU7HggOY19gPHD16VDfeeGOq5SdOnNCmTZskXfnG5J+6d++uChUqaPXq1TYkzL049gBwbXnvvfe0dOlSp2PAT0VHR2v16tVav349Q/+uURRXfuDEiRMpLrhOtnbtWklXhiekVQDUrFlTR44c8Xa8XI1jDwDXlieeeEIzZ85Mc13btm31xhtv2JwI/uCrr75Sp06dZIzR999/rx49eqh06dIaOnSotm3b5nQ82Ijiyg8EBAS4x3n/04YNGyQp3ZsWFi5cmIuyc4hj75zp06crICAgyw9fvPYBQO7w008/aceOHU7HgA/q3r275s+fr/379+vll19WxYoVFR0drXHjxql27dpq1qyZJk2apAsXLjgdFV5GceUHypcvrw0bNiguLi7F8mXLlsmyrHTvBXTixAmVKFHCjoi5FsfeOcaYbD8AAHBC6dKl9cILL2jXrl1atmyZ+vTpo5CQEK1evVoPPfSQ+5KCJUuW8H6VS/EVrx9o06aNPvzwQ7300kt6/fXXJV2Zxe7nn3+WJN12221pttu4cSNTreYQx945t956q5599lmnY8BPzZgxI1vt0uqpBoDsaNOmjdq0aaMzZ87ok08+0ZQpU7R582ZJV97jSpUqpXvvvVf9+/fX9ddf73BaeAr3ufIDu3btUu3atRUXF6fSpUsrPDxcW7duVWJiopo0aaJVq1alavPbb7+pRYsWeuyxx/TOO+/YHzqX4Ng7g/tcIadcLleq+xJlhjFGlmVxIfo1LKPXH16bkFMbN27U5MmT9fnnn+v06dOSrpxXXEqQe9Bz5QeqVKmizz77TBERETp8+LAOHz4sSSpTpoymT5+eZpuJEydKktq1a2dbztyIYw/4p3LlymWruAIAb6pXr54mTJigt956S19//bUmT56sX375xelY8CCKKz/RvXt3tWzZUvPnz9fx48dVrlw53XnnncqfP3+a2zdu3Fj16tVT27ZtbU6a+3DsAf+zb98+pyPAj+3atSvdoaUZrZPEPbGQKXny5FG/fv3Ur18/7dmzx+k48CCGBQLwOQy9AeCU7A4plSTLshjehSzp3r27Nm/erN27dzsdBR5CzxUAAMD/x5BS2Ono0aP0tOcyFFcAfE5SUpLTEQBco/igCyAnuM8VAAAAAHgAxRUAAAAAeADFFQAAAAB4AMUVAAAAAHgAxRUAAAAAeACzBQIAAAA5EBAQ4HQE+AiKKwAAACAHjDHZbst91XIXiisAAAAgB5YvX+50BPgIy+Sk1AYAAAAASGJCCwAAAADwCIYFAgAAADkwevToHLUfPny4h5LAaQwLBAAAAHLA5XLlaGKKxMRED6aBk+i5AgAAAHKgVatW6RZXP//8s0qUKKEaNWrYnApOoOcKAAAA8BKXy6WIiAhFRkY6HQU2YEILAAAAAPAAiisAAAAA8ACKKwAAAADwAIorAAAAAPAAiisAAAAA8ACKKwAAAADwAO5zBQAAAOTAjBkzMly/a9euDLfp37+/pyPBIdznCgAAAMgBl8uV7k2Er8ayLCUkJHg4EZxCzxUAAACQA+XKlct2cYXchZ4rAAAAAPAAJrQAAAAAAA+guAIAAAAAD6C4AgAAAAAPoLgCAAAAAA+guAIAAAAAD6C4AgAAAAAPoLgCAAAAAA+guAIAAAAAD6C4AgAAAAAPoLgCACANFSpUkGVZioiIcDoKAMBPUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQCybeTIkbIsS5ZlSZJiY2M1cuRI1a5dW6GhoSpevLg6d+6sVatWpWgXFRWlF198UbVq1VL+/PlVrFgxde3aVRs3bkx3X3v27NFbb72lO+64QxUqVFDevHmVN29elS9fXr1799aiRYsyzDpt2jR31n379uny5ct655131LRpU4WFhcmyLI0cOTJLP//YsWPdz9m9e3ddvnw5xfpLly7p/fffV7t27VSyZEkFBwerePHiat++vaZMmaKEhIR0n/vfsxWuX79eERERqlixokJCQtzHHADgOwKdDgAAyB0OHjyo9u3ba+fOne5l58+f18KFC/XDDz/o888/V69evbRlyxZ17txZhw8fdm934cIFfffdd1q8eLEWLlyoNm3apHjuvXv3qnLlymnu98CBAzpw4IBmz56te+65R1OnTlVgYMZvbydOnFC3bt20adOmbP2sxhgNGzZMb731liRp4MCB+vjjjxUQEODeZvPmzeratav279+fom10dLSWLVumZcuWaeLEiZo3b55KlCiR4f4++ugjPfrooxkWYwAA51FcAQA8olevXjp06JCee+453XrrrcqXL59WrFihESNGKDY2VoMHD1bDhg11++236+LFixozZoxuvvlmBQUFadGiRRozZowuX76siIgI/f333woODnY/d2JiooKDg3XLLbeoQ4cOqlmzpooWLaqYmBjt3LlTEyZM0J9//qlPP/1UlSpV0qhRozLMOnjwYP3xxx/q37+/evfurZIlS+rAgQMKCQm56s+ZmJio++67T1OnTpUkPfnkk3rrrbdS9CTt2rVLN998s86cOaOCBQvq4YcfVuPGjXXdddfp5MmT+u677zRx4kStXbtWXbt21a+//qqgoKA097d27Vp9+umnuu666zR06FA1bNhQCQkJ+vXXXzPzawEA2MkAAJBNI0aMMJKMJBMSEmJ+//33VNvMnz/fvU14eLgJCwszu3btSrXdhAkT3Nt98803KdadO3fOHDlyJN0cSUlJJiIiwkgy+fPnN6dPn061zdSpU93PL8lMnjw5w5+tfPnyRpIZMGCAe9mlS5dMt27d3M8xevToNNs2b97cSDL16tUz0dHRaW6zcOFC43K5jCQzadKkdPcvydSuXducOnUqw7wAAOdxzRUAwCOeeOIJNWnSJNXy2267TeXLl5d0ZUjcyy+/nOYQv4EDBypPnjySlKpXJn/+/CpVqlS6+7YsS2+99ZYCAgJ0/vx5LV26NMOsbdu21eDBg6/6M/3TuXPndNttt+nbb7+VZVl6//339dJLL6Xa7tdff3VfYzZ9+nSFhYWl+Xy33nqrevbsKenK9WAZmTBhggoXLpylvAAA+1FcAQA8ok+fPumuq1OnjqQrRVDv3r3T3CZv3ryqWrWqpCuTV2QkPj5ehw4d0vbt27V161Zt3bpVR44cUbFixSRdud4pI/369ctw/b+dPHlS7dq107JlyxQYGKhPP/1UDz/8cJrbfvfdd5Kk6tWrq3bt2hk+b6tWrSRdGfqX3vVU1113nW666aYs5QUAOINrrgAAHlGtWrV01yX3uoSFhalIkSJX3e7s2bOp1sXHx2vSpEn65JNPtHHjRsXFxaX7PCdOnMgwa3KxlxlHjx5Vq1attG3bNuXNm1dffvmlbrvttnS3X7dunSTpr7/+yvSMfvHx8YqJiVHx4sVzlBUA4CyKKwCAR+TLly/ddS6X66rb/HO7xMTEFMtjYmLUsWNHrV+/PlNZLl68mOH6jAq8f/vhhx/c/x41alSGhZV0ZZr57Lhw4UKay7OSFQDgLIorAIDPe/zxx92F1Z133qlBgwapTp06Kl68uPLkyePuISpXrpwOHjwoY0yGz/fPKdOvpkWLFtq1a5eOHz+ukSNHqkmTJu7hfGlJLgzr1q2rTz/9NNP7KVOmTI6zAgCcRXEFAPBpsbGxmjVrlqQr10plVLCcOnXK4/uvUqWKJk6cqDZt2ig6Olq33XabFi1apBYtWqS5ffJ1X+fOndMNN9zg8TwAAN/FhBYAAJ/2999/Kz4+XpLSnQxDknbs2KFz5855JUOtWrW0bNkyhYWF6dy5c+rUqZN+++23NLetV6+epCuTchw7dswreQAAvoniCgDg0/45i9758+fT3e6jjz7yao7atWtr6dKlKlq0qM6ePatbb71Va9asSbVdly5dJEnGGL377rtezQQA8C0UVwAAn1alShX3NVXTp09P83qqefPm6f333/d6lrp162rp0qUqUqSIYmNj1bFjR/fsgMk6duyoxo0bS5LefPNNzZ49O8Pn/OOPPzRv3jyvZQYA2IfiCgDg04oVK6bOnTtLkhYtWqSOHTvqm2++0fr167Vw4UINGTJE3bp1U6VKlRQeHu71PPXq1dOSJUtUuHBhnTlzRh07dtTGjRtTbDNz5kwVLVpUiYmJ6t27t7p06aLPPvtMa9asceceO3asmjVrpjp16ujnn3/2em4AgPcxoQUAwOd9+OGHatmypQ4cOKClS5dq6dKlKdaXK1dOc+bMcRdh3tagQQMtXrxYHTp00KlTp9S+fXv9+OOPqlu3riSpcuXK+u2339SjRw9t3bpV8+bNy7B3qmDBgrbkBgB4Fz1XAACfd91112nDhg0aNmyYqlWrppCQEBUqVEh169bViBEjtGnTJtWsWdPWTI0bN9bixYtVoEABxcTEqH379vrjjz/c66tVq6ZNmzZp5syZ6tGjh8qVK6e8efMqODhYpUqVUuvWrfXiiy9q/fr1Gj58uK3ZAQDeYZmr3QwEAAAAAHBV9FwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAHUFwBAAAAgAdQXAEAAACAB1BcAQAAAIAH/D8OENczII9NegAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -633,11 +649,11 @@ "df = attributions.head(n_plot)\n", "ci = 1.96 * df[\"attribution_std\"] / np.sqrt(df[\"cells\"])\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 2), dpi=200)\n", - "sns.barplot(ax=ax, data=df, x=\"gene\", y=\"attribution_mean\", hue=\"gene\", dodge=False)\n", + "sns.barplot(ax=ax, data=df, x=\"marker\", y=\"attribution_mean\", hue=\"marker\", dodge=False)\n", "ax.set_yticks([])\n", "plt.tick_params(axis=\"x\", which=\"major\", labelsize=8, labelrotation=90)\n", "ax.errorbar(\n", - " df[\"gene\"].values,\n", + " df[\"marker\"].values,\n", " df[\"attribution_mean\"].values,\n", " yerr=ci,\n", " ecolor=\"black\",\n", @@ -651,24 +667,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can repeat for specific class ('Dendritic Cells'):" + "We can repeat for specific class (e.g, 'CD4 T cells'), in this case we use the cells which on gorund truth are CD4 T cells. usually we would like to inverstigate the predicted cells, like in the previous case.:" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "predictions_class, attributions_class = model.predict(\n", - " indices=np.where(adata.obs.str_labels == \"Dendritic Cells\")[0].tolist(),\n", + " indices=np.where(adata.obs.str_labels == \"CD4 T cells\")[0].tolist(),\n", " ig_interpretability=True,\n", ")" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -692,8 +708,9 @@ " \n", " \n", " \n", - " gene\n", - " gene_idx\n", + " marker\n", + " marker_idx\n", + " modality\n", " attribution_mean\n", " attribution_std\n", " cells\n", @@ -701,149 +718,164 @@ " \n", " \n", " \n", - " 0\n", - " CD74\n", - " 70\n", - " 5.473364\n", - " 0.948142\n", - " 339\n", + " 175\n", + " LTB\n", + " 78\n", + " None\n", + " 1.541891\n", + " 0.781794\n", + " 4996\n", " \n", " \n", - " 1\n", - " FCER1A\n", - " 21\n", - " 3.630613\n", - " 1.943166\n", - " 339\n", + " 199\n", + " S100A6\n", + " 17\n", + " None\n", + " 1.279916\n", + " 0.722439\n", + " 4996\n", " \n", " \n", - " 2\n", - " HLA-DPB1\n", - " 81\n", - " 3.318439\n", - " 0.631406\n", - " 339\n", + " 120\n", + " IL32\n", + " 148\n", + " None\n", + " 0.956212\n", + " 0.642889\n", + " 4996\n", " \n", " \n", - " 3\n", - " VIM\n", - " 117\n", - " 1.793772\n", - " 0.506637\n", - " 339\n", + " 181\n", + " IL7R\n", + " 61\n", + " None\n", + " 0.621360\n", + " 0.715599\n", + " 4996\n", " \n", " \n", - " 4\n", - " ANXA1\n", - " 97\n", - " 1.650854\n", - " 0.695445\n", - " 339\n", + " 62\n", + " HMGB2\n", + " 59\n", + " None\n", + " 0.532549\n", + " 0.781210\n", + " 4996\n", " \n", " \n", - " 5\n", - " HLA-DMB\n", - " 79\n", - " 1.374406\n", - " 0.584015\n", - " 339\n", + " 191\n", + " S100A11\n", + " 14\n", + " None\n", + " 0.237369\n", + " 0.428620\n", + " 4996\n", " \n", " \n", - " 6\n", - " CLEC10A\n", - " 157\n", - " 1.342435\n", - " 1.255666\n", - " 339\n", + " 85\n", + " GPX1\n", + " 39\n", + " None\n", + " 0.194568\n", + " 0.313247\n", + " 4996\n", " \n", " \n", - " 7\n", - " HLA-DMA\n", - " 80\n", - " 1.158052\n", - " 0.371506\n", - " 339\n", + " 15\n", + " ID3\n", + " 4\n", + " None\n", + " 0.156805\n", + " 0.470684\n", + " 4996\n", " \n", " \n", - " 8\n", - " COTL1\n", - " 154\n", - " 1.053837\n", - " 0.387444\n", - " 339\n", + " 192\n", + " CAPG\n", + " 31\n", + " None\n", + " 0.149982\n", + " 0.476086\n", + " 4996\n", " \n", " \n", - " 9\n", - " TYROBP\n", - " 179\n", - " 0.987148\n", - " 0.421023\n", - " 339\n", + " 28\n", + " NFKBIA\n", + " 139\n", + " None\n", + " 0.142264\n", + " 0.295683\n", + " 4996\n", " \n", " \n", - " 10\n", - " S100A10\n", - " 13\n", - " 0.952728\n", - " 0.462643\n", - " 339\n", + " 80\n", + " ISG15\n", + " 0\n", + " None\n", + " 0.121525\n", + " 0.259527\n", + " 4996\n", " \n", " \n", - " 11\n", - " ALDH2\n", - " 130\n", - " 0.767798\n", - " 0.441154\n", - " 339\n", + " 186\n", + " PCNA\n", + " 165\n", + " None\n", + " 0.111668\n", + " 0.404248\n", + " 4996\n", " \n", " \n", - " 12\n", - " PHACTR1\n", - " 75\n", - " 0.702436\n", - " 0.534552\n", - " 339\n", + " 89\n", + " GSTP1\n", + " 113\n", + " None\n", + " 0.103776\n", + " 0.249209\n", + " 4996\n", " \n", " \n", - " 13\n", - " CAPG\n", - " 31\n", - " 0.656638\n", - " 0.390209\n", - " 339\n", + " 176\n", + " PTTG1\n", + " 71\n", + " None\n", + " 0.080914\n", + " 0.478381\n", + " 4996\n", " \n", " \n", - " 14\n", - " LGALS3\n", - " 141\n", - " 0.514238\n", - " 0.382886\n", - " 339\n", + " 141\n", + " PHGDH\n", + " 10\n", + " None\n", + " 0.078097\n", + " 0.421362\n", + " 4996\n", " \n", " \n", "\n", "" ], "text/plain": [ - " gene gene_idx attribution_mean attribution_std cells\n", - "0 CD74 70 5.473364 0.948142 339\n", - "1 FCER1A 21 3.630613 1.943166 339\n", - "2 HLA-DPB1 81 3.318439 0.631406 339\n", - "3 VIM 117 1.793772 0.506637 339\n", - "4 ANXA1 97 1.650854 0.695445 339\n", - "5 HLA-DMB 79 1.374406 0.584015 339\n", - "6 CLEC10A 157 1.342435 1.255666 339\n", - "7 HLA-DMA 80 1.158052 0.371506 339\n", - "8 COTL1 154 1.053837 0.387444 339\n", - "9 TYROBP 179 0.987148 0.421023 339\n", - "10 S100A10 13 0.952728 0.462643 339\n", - "11 ALDH2 130 0.767798 0.441154 339\n", - "12 PHACTR1 75 0.702436 0.534552 339\n", - "13 CAPG 31 0.656638 0.390209 339\n", - "14 LGALS3 141 0.514238 0.382886 339" + " marker marker_idx modality attribution_mean attribution_std cells\n", + "175 LTB 78 None 1.541891 0.781794 4996\n", + "199 S100A6 17 None 1.279916 0.722439 4996\n", + "120 IL32 148 None 0.956212 0.642889 4996\n", + "181 IL7R 61 None 0.621360 0.715599 4996\n", + "62 HMGB2 59 None 0.532549 0.781210 4996\n", + "191 S100A11 14 None 0.237369 0.428620 4996\n", + "85 GPX1 39 None 0.194568 0.313247 4996\n", + "15 ID3 4 None 0.156805 0.470684 4996\n", + "192 CAPG 31 None 0.149982 0.476086 4996\n", + "28 NFKBIA 139 None 0.142264 0.295683 4996\n", + "80 ISG15 0 None 0.121525 0.259527 4996\n", + "186 PCNA 165 None 0.111668 0.404248 4996\n", + "89 GSTP1 113 None 0.103776 0.249209 4996\n", + "176 PTTG1 71 None 0.080914 0.478381 4996\n", + "141 PHGDH 10 None 0.078097 0.421362 4996" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -854,12 +886,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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enp5rG0mSoNFoZEpIb4O9czsWqH38i5Qsyw4s7o3i9tYFet73vvi7QO2JiIiISBmyF1dz587FpEmToNFoIISQ++WJiIiIiIiMQtbiau/evZgwYQKA1z1RTZs2haenJ5ydnTkoBRERERERmTVZi6tff/0VAODk5ITt27fj3XfflfPliQyquL019szpoHQMIiIiIjIRsnYXhYaGQpIkfPfddyysiIiIiIioUJG1uEpMTAQAtGjRQs6XJSIiIiIiMjpZi6uyZcsCAFJSso6yRkREREREZM5kLa4+/PBDAMDx48flfFkiIiIiIiKjk7W4mjBhApydnTFnzhw8evRIzpcmIiIiIiIyKlmLKzc3N2zbtg1paWlo3rw5du/eLefLExERERERGY2sQ7G3bdsWAODs7IybN2/iww8/RPHixeHh4YGiRYvm2laSJBw4cECOmERERERERHqTtbg6dOgQJEnS/rcQAk+fPsWZM2dybCNJEoQQmdoRERERERGZGlmLK29vbxZJRERERERUKMnec0VERERERFQYyTqgBRERERERUWHF4oqIiIiIiMgAZL0sMDtCCERERODJkycAXo8kWLlyZd6bRUREREREZkWx4mrfvn1YtGgRDh06hMTExEzrihYtijZt2mDUqFHo2LGjQgmJiIiIiIh0J/tlgSkpKRgwYAA6d+6M3bt34+XLlxBCZHq8fPkSu3btwvvvv48BAwYgJSVF7phERERERER6kb3nasCAAdiyZQuEELC0tESHDh3g5eWFMmXKAAAePXqEM2fOYP/+/UhNTcX69euh0WiwYcMGuaMSERERERHpTNbiateuXdi8eTMkSUKbNm0QFBSEihUrZrvtvXv34O/vj3///RebNm3C7t270blzZznjEhERERER6UzWywKXL18OAKhXrx727t2bY2EFABUqVMCePXtQv359AMCyZctkSEhERERERJQ/shZXp06dgiRJGD9+PKysrPLc3srKChMmTIAQAqdOnZIhIRERERERUf7IWlyp1WoAQM2aNXVuU6NGDQBAXFycUTIREREREREZgqzFlZ2dHQDg8ePHOrd5+vQpgNfDsxMREREREZkqWYur6tWrAwDWr1+vc5uMbTPaEhERERERmSJZi6uuXbtCCIFly5ZpB7fIzcqVKxEUFARJktC9e3ej5yMiIiIiIsovWYur0aNHw9XVFUIIDB06FF26dMHmzZsRFRWF1NRUaDQaREVFYfPmzejSpQv8/PyQnp4ONzc3jBo1Ss6oREREREREepF1nis7Ozvs3LkT7du3x9OnT7Fnzx7s2bMnx+2FEHBycsLOnTt5zxUREREREZk0WXuuAKBBgwa4dOkSevbsCZVKBSFEtg+VSoVevXrh4sWLqFevntwxiYiIiIiI9CJrz1UGNzc3/PXXX4iOjsahQ4dw+fJlPHnyBADg7OyM2rVro3Xr1nB1dVUiHhERERERkd4UKa4yuLq6on///kpGICIiIiIiMgjZLwskIiIiIiIqjFhcERERERERGYBRLgs8cuSI9t/e3t7ZLs+PN5+LiIiIiIjIlBiluGrdujUkSYIkSdBoNFmW58d/n4uIiIiIiMiUGG1ACyGEXsuJiIiIiIjMmVGKq4MHD+q1nIiIiIiIyNwZpbhq1aqVXsuJiIiIiIjMHUcLJCIiIiIiMgBZJxGePn06AOCzzz5DyZIldWrz9OlTLFy4EADw3XffGS0bERERERFRQchaXE2dOhWSJKFXr146F1dPnjzRtmNxRUREREREpoqXBRIRERERERmAyRdXqampAAArKyuFkxAREREREeXM5Iur8+fPAwBcXFyUDUJERERERJQLo95ztWLFimyXb9u2DaGhobm2TU5ORnh4OIKCgiBJEho3bmyMiERERERERAZh1OLKz88PkiRlWiaEwLfffqvzcwghoFKpMHbsWEPHIyIiIiIiMhijXxYohNA+sluW28PKygrvvvsutm/fzgmIiYiIiIjIpBm15yoyMlL7byEEKleuDEmSsG/fPnh4eOTYTpIk2NraokSJErCwsDBmRCIiIiIiIoMwanFVsWLFbJe7ubnluI6IiIiIiMgcyTqJcHp6upwvR0REREREJBuTH4qdiIiIiIjIHLC4IiIiIiIiMgBZLwts27ZtvttKkoQDBw4YMA0REREREZHhyFpcHTp0CJIkZRqW/b+ymxcru+VERERERESmRNbiytvbO88i6eXLl7h9+zbi4+MhSRKqVasGV1dXmRISERERERHlj+w9V7ravXs3xowZgydPniAwMBDvvvuu8YIREREREREVkMkOaNG5c2ccO3YMlpaW6NGjB6KiopSORERERERElCOTLa4AoEyZMvj8888RFxeHWbNmKR2HiIiIiIgoRyZdXAFAixYtAAC7du1SOAkREREREVHOTL64sra2BgA8fPhQ4SREREREREQ5M/ni6tixYwCAokWLKpyEiIiIiIgoZyZdXJ08eRLTp0+HJElo0qSJ0nGIiIiIiIhyJOtQ7NOnT89zm/T0dDx9+hShoaE4ffo00tPTIUkSPv/8cxkSEhERERER5Y+sxdXUqVPznET4TUIIWFpaYtasWejQoYMRkxERERERERWMrMUV8Lpgyo0kSXBwcIC7uztatWqF4cOHo2bNmjKlIyIiIiIiyh9Zi6v09HQ5X46IiIiIiEg2Jj2gBRERERERkblgcUVERERERGQAst9zlR2NRoOnT58CAJycnGBpaRKxiIiIiIiIdKZYz9XVq1cxZswY1KxZE7a2tihTpgzKlCkDW1tbvPPOOxg9ejQuX76sVDwiIiIiIiK9yF5cpaenY/z48ahXrx5+++03XL9+Henp6RBCQAiB9PR03LhxA7///jsaNGiAzz//nANhEBERERGRyZP9+rsBAwbgr7/+0g7JXqtWLTRp0gSlS5cGAMTExCAkJASXL19GWloaFixYgIcPH2L9+vVyRyUiIiIiItKZrMXVunXrsGHDBkiShHr16mHp0qVo3LhxttuGhIRgxIgRCAsLw8aNG7Fu3Tr069dPzrhEREREREQ6k/WywKVLlwIAqlWrhmPHjuVYWAFA48aNceTIEVSvXh1CCCxZskSumERERERERHqTtbi6cOECJEnCV199BTs7uzy3t7Ozw1dffaVtS0REREREZKpkLa5SUlIAAHXr1tW5Tca2qampRslERERERERkCLIWVxUrVgQAPHv2TOc2z58/z9SWiApOrVZDkqRMD7VarXQsIiIiIrMma3HVs2dPCCGwadMmndts3LgRkiShR48eRkxGRERERERUMLIWV1988QUqV66MJUuWYMOGDXluv3HjRixZsgTu7u6YMGGCDAmJiIiIiIjyR9ah2IsVK4Z//vkHffv2Rf/+/bFmzRr4+fmhcePGKFWqFCRJ0s5zFRwcjO3bt6NRo0bYsGEDihUrJmdUIpO2bGHbArV/npCSZdmaP3vA0cG6QM87ZPS/BWpPREREZM6MUlxZWFjkuY0QAjt27MCOHTty3SY0NBSVK1eGJEnQaDSGjElERERERGQwRimuhBAG207X5yIiIiIiIlKSUYqr77//3hhPS0QG4uhgjaAFbZSOkW9qtRqlSpXKtCw2NhYuLi4KJSIiIiJicUVERERERGQQso4WSEREREREVFixuCIiIiIiIjIAWYdiJyICgJl/FOx+r5fZDCX/6/LusCvgUPKTRxwsUHsiIiJ6uxmluFqxYoX23z4+Ptkuz483n4uIiIiIiMiUGKW48vPzgyRJkCQpU0GUsTw//vtcREREREREpsRolwXmND8V560iIiIiIqLCyCjFVWRkpF7LiYj0YedgjRmLWysdg4iIiCgToxRXFStW1Gs5ERERERGRuZN1tMB79+4BAOzt7eHs7CznSxMRERERERmVrPNcVapUCe7u7li3bp2cL0tERERERGR0shZXRYoUAQA0btxYzpclIiIiIiIyOlmLq7JlywIA0tLS5HxZIiIiIiIio5O1uOrYsSMA4NixY3K+LBERGYhardbOY5jxUKvVSsciIiIyCbIWV2PHjkWRIkXwyy+/ICoqSs6XJiIiIiIiMipZiysPDw+sWbMGiYmJaNq0KdasWYOUlBQ5IxARKYo9P0RERIWXrEOxt23bFgDg4uKCyMhIDB48GEOHDoWHhwecnJxgYWGRY1tJknDgwAG5ohIREREREelF1uLq0KFDkCRJ+99CCCQnJ+Py5cs5tpEkCUKITO2IiIiIiIhMjazFlbe3N4skIjJr/Ve0LVD7V8+zXgo9fH0P2DpaF+h51/r8W6D2REREVHCy91wREREREREVRrIWV0REpKz2KyYVqH3K88Qsy3qu/x+sHYsW6Hn/8fmxQO2JiIhMgazF1b179wC8nkw4t8Er3pSWlqYdtr1ChQpGy0ZEJAdbR2v0C26jdAwiIiIyAlmLq0qVKkGlUuHixYuoWbOmTm3u3LkDDw8PqFQqaDQaIyckIiIiIiLKH1nnuQJejxAoZzsiIiIiIiI5yF5c6SujqFKpTD4qERERERG9xUy+YomOjgYAODg4KJyEiIiIiIgoZ4qMFqjLXFepqakIDw/HjBkzAADVq1c3diwiIiIiIqJ8M2pxld2IgEII1K5dW6/nkSQJvXr1MlQsIiLKJ2vHomgX/LXSMfJNrVajVKlSmZbFxsbCxcVFoURERFSYGLW4ymkQCn0Hp+jTpw/GjRtngERERERERETGYdTi6vvvv8/039OmTYMkSRgxYkSWM4dvkiQJtra2cHV1RfPmzVGlShVjxiQiIjPRYfmvBWqf8vxFlmW91i6BtaN9gZ53v9+4ArUnIqLCQfbiCgBGjhyp8zxXRERERERE5kDWAS2WLVsGAChXrpycL0tERAQAsHa0R/tl85SOQUREhZSsxZW7uzsAwMrKSuc2r169wpkzZwAA3t7eRslFRERERERUULIWV61bt4ZKpcLFixd1viwwKipK206j0Rg5IRERkWniSIdERKZP9kmE9R0psKDtiIiIiIiI5KDIJML6SE9PB5D9nFlERETmomPQ8gK1T0l4nmVZ7zVrYe3gWKDn/dvfr0DtiYjo/8jec6Wvu3fvAgCKFSumcBIiIiLKL7VaDUmSMj3UarXSsYiIDMqoPVf37t3Ldnl0dDTs7XOfUyQ5ORnh4eGYMmUKJElCrVq1jBGRiIjILFg7OKJD4DKlY7yVeL8bEenKqMVVxuiAbxJCoGPHjno/l4+PjyEiERERUT58sGxXgdonP3+WZVn/Nfth41iwK1N2DfmgQO2JiAzJqMVVToNQ6DM4ha2tLcaMGQN/f39DxSIiIiIiIjI4oxZXGZMGZxgyZAgkScIPP/yAsmXL5thOkiTY2trC1dUVDRo0yPMSQiIiIqKc9Fx+rUDtk58/ybJsyNqbsHGMK9DzbvJ7p0Dticj0GLW48vX1zfTfQ4YMAQB0795d53muiIiIyPzZOBZD56CdSscgIjIqWYdiP3jwIIDs78UiIiIiIiIyZ7IWV61atZLz5YiIiIgKzMbRGR8tu6p0DCIyA4pNIiyEwPnz53HhwgXExcUhKSkpz4EuvvvuO5nSERERERER6UeR4io4OBjTpk3TThCsKxZXRERERERkqmQvrr755hv89NNPOg3HLkmSXsO2ExERERERKUUl54udPn0aP/74IwCgQ4cOOH/+PM6dOwfgdSGVlpYGtVqNPXv2oGvXrhBCoEWLFoiOjkZ6erqcUYmIiIgKBbVaDUmSMj3UarXSsYgKJVmLq8WLFwMAKlasiF27dqFu3bqwsrLSrpckCSVKlECnTp2wdetW/Pbbbzh27Bjee+89pKSkyBmViIiIiIhIL7IWVydOnIAkSRgzZgwsLfO+IvHTTz9Fz549cfHiRfz+++8yJCQiIiIiIsofWe+5io6OBgDUqlVLu0yl+r/6LjU1NVNPFgAMHjwYmzZtwvr16zFu3DhZchIRERGZiuBlMQVq//x5XJZl69bEwtGxYLdc+A4pXaD2ulKr1ShVqlSmZbGxsXBxcZHl9Yn0IWvPVWpqKgBk+oLY29tr/53d9b/lypUDANy+fdvI6YiIiIiIiPJP1p4rFxcXPHz4EM+fP9cuK126NCwsLJCeno5r167Bzc0tU5uM3q6EhAQ5oxIREREVCo6OJbE86JHSMYjeCrIWV7Vq1cLDhw9x/fp1tGzZEgBgbW2NWrVq4dKlS1i/fj3atWuXqc3KlSsBIEvRRURERESm79SshwVq//TF4yzLQhc+gpN9aoGet+mXxj+25CWNbx9ZLwts2bIlhBA4ePBgpuV9+/aFEAJBQUH4/vvvceXKFZw5cwafffYZNmzYAEmS8P7778sZlYiIiIiISC+yFlfdu3cHAOzcuTPTpYFjx45FpUqVkJ6ejv/973+oW7cumjVrhiVLlgAAnJycMGnSJDmjEhERERER6UX2ywIPHjwIjUYDjUajXV60aFEcPHgQgwYNwvHjxzO1qV27NlauXKkd2IKIiIiI3h5O9iVw8ucoRV77/virBWr/OPFJlmVR393Aq6IFm8S5/JyaBWpPxiNrcQUArVq1ynZ5xYoVcfToUdy4cQNXrlyBRqOBh4cHGjRoIHNCIiIiIiIi/cleXOWlevXqqF69utIxiIiIiIgKpERRZ9z74orSMUhGst5zRUREREREVFixuCIiIiIiIjIAFldERERERJSFWq2GJEmZHmp1wQbjKOxYXBERERERERmAyQ1oQUREREREBRf17e4CtX/88lmWZdEz/0GKXbECPW/Z/3UuUHtTxp4rIiIiIiIiA2DPFRERERERZVHCrhgefLNL6RhmhT1XREREREREBsDiioiIiIiIyABYXBERERERERkAiysiIiIiIiIDYHFFRERERERkACyuiIiIiIiIDIDFFRERERERkQGwuCIiIiIiIjIAFldEREREREQGwOKKiIiIiIjIAFhcERERERERGQCLKyIiIiIiIgNgcUVERERERGQALK6IiIiIiIgMgMUVERERERGRAbC4IiIiIiIiMgAWV0RERERERAbA4oqIiIiIiMgAWFwREREREREZAIsrIiIiIiIiA2BxRUREREREZAAsroiIiIiIiAzAUukActFoNNp/R0dHK5jk/8Q8e6p0hGylPXig03bRz5KMnCR/bHXMr45/ZeQk+fNAh/xPnppvdgB4Zsb5E5+Yb3YAePXkuZGT5I/u+eONGySfdMn/6skTGZLoT9d9n/QkzshJ8ke37+0jGZLo78EDB522e/JEbeQk+fPgQapO28XGm+r+T89zm+gE08wuPXDUabvo56b5vRU6/u4Y05v1wJt1QkFJQghhsGczYSEhIWjSpInSMYiIiIiIyIScOXMGjRs3Nshz8bJAIiIiIiIiA3hreq5evXqFS5cuAQBcXFxgaVk4roiMjo7W9sidOXMGrq6uCifSD/Mrx5yzA+ad35yzA8yvJHPODph3fnPODjC/ksw5O2D++XOi0WigVr++5LZOnTqwtbU1yPMWjgpDB7a2tgbr7jNVrq6uKFeunNIx8o35lWPO2QHzzm/O2QHmV5I5ZwfMO785ZweYX0nmnB0w//z/ValSJYM/Jy8LJCIiIiIiMgAWV0RERERERAbA4oqIiIiIiMgAWFwREREREREZAIsrIiIiIiIiA2BxRUREREREZAAsroiIiIiIiAzgrZlEmIiIiIiIyJjYc0VERERERGQALK6IiIiIiIgMgMUVERERERGRAbC4IiIiIiIiMgAWV0RERERERAbA4oqIiIiIiMgAWFwREREREREZAIsrIiIiIiIiA2BxRUREREREZAAsroiIiIiIiAzAUukAREREVLjExMTg7t27sLGxQY0aNWBjY6N0JCIiWbDnioiIiAzi5s2baN26Ndzc3NCsWTM0bNgQzs7O+OKLL5Camqp0PCIio2NxRUREBhEWFoZRo0YpHYMUolar0apVKxw9ehRCCO0jKSkJ8+fPx9ChQ5WOSERkdJIQQigdggzj559/xo0bNxAUFKR0FIMICwtDYGAgFi1apHQUs9OxY8d8t5UkCfv27TNgGvns2bMHarUaPj4+Skd5a8THx2PVqlUICgrChQsXAABpaWkKp8o/tVqN4OBgTJgwQekoZmfSpEn4+eefUa5cOfzwww/w9PTE8+fPsWXLFsyfPx9paWm4dOkSatasqXTUQu3hw4e4f/8+XF1dUaFChVy3vXnzJh49egRvb2+Z0hEVfiyuCpE2bdrgyJEjZn1gU9gO1JSiUqkgSRLy8/WWJMls93mzZs1w5swZs8ufkJCAW7duwd7eHtWqVVM6jk4OHDiAwMBAbN26FcnJyRBCwNraGp07d8bmzZuVjqeX9PR07N69G0FBQdi1axc0Go3ZfYbOnz+P58+fK3qQXL9+fdy8eRMXL15E1apVM62bMWMGpkyZgl9++QVffPGFQgn1c/PmTWzZsgVhYWGIjIzE8+fPAQCOjo6oVKkSGjZsiB49epjMd/bBgwfw8/PDwYMHtcs8PT0xf/58NGvWLNs2Q4YMwYoVK8zu826KEhISkJSUBHt7exQtWlS7fPv27Th//ny2bdq0aYOWLVvKlJDkwgEtzMCJEyd02u7Zs2cAgJMnT2Y6qG7evLlRchlSbgdq5soUDnaaNGmCAQMGoFixYoplIGD37t04cOAANBoNatWqhcGDB6NIkSLQaDQYP348Fi9erD24qVGjBlauXImGDRsqnDqr+/fvY9myZVi+fDnu3r0LABBCoEmTJvDx8UG/fv3g7OyscErd3b59G0FBQQgODsajR4+0v5v169dXNlg+fPrppwgJCYFGo1EsQ0REBJo2bZqlsAIAHx8fTJkyBZGRkQok08+TJ08wYsQIbNq0CQCyPUkVEhKCjRs3YvLkyejVqxcWL16s6Gf/5cuXaNOmDSIiIjLlDQ0NRatWrTB79myMHTtWsXzG9r///Q+RkZEIDAxU5PXT0tJQr149PHr0COfOnUONGjW067Zs2YIVK1Zk227lypW4fv06LCws5Iqap2fPnuHYsWOwsbFB06ZNYW9vr123e/dubNmyBbGxsahWrRqGDBnCnujsCDJ5kiQJlUqVr4eFhYXS8XN07949MW3aNOHu7q7NK0mS8PLyEr/99pt4/Pix0hELpGnTport/86dOwtLS0shSZIoWrSoGDhwoDhw4IAiWeTUtGlToVKplI6RyYABA7J8Lz08PMTjx4/F2LFjhSRJWR4lS5YUMTExSkcXQgiRkpIi1q9fLzp16iQsLS2131MXFxfh7Oxscvs7L4mJiSI4OFh4e3tn+t1xc3MTEydOFJcuXVI6Yr6YwmdfkiTh5+eX63p/f38ZE+nvxYsX4p133hGSJAkLCwvh7e0tvvjiCzFv3jzx559/ij///FPMmzdPfPHFF8Lb21v7nahZs6Z48eKFYrl//PFHIUmSqF27tjh27Jh4+fKlOH/+vOjbt6/2GGL69OlZ2vn5+Sn+uTEEpT//27ZtE5IkiQkTJmRZl7GPhw0blumR8Ru0bds2BRJnb926dcLe3l772+jq6iqOHz8uhBBi4sSJ2t/LjIe1tbVYvXq1wqlND3uuzIQkSShfvnyu2zx69AgpKSl5XmOtpNTUVGzZsgVBQUE4cOAA0tPTIYRAyZIlkZaWhvj4eJw6dUrpmAYjFLrqdteuXXj48CGWL1+O5cuXY82aNVi7di3c3d3h5+cHX1/fPD9PSsrvPWPXrl0zcJKCydjvkiShefPmKFOmDMLCwhAeHo6pU6di6dKlqFu3Lv73v/+hcuXKCA8Px7fffovLly9j/vz5mDFjhmLZL126hMDAQKxevRpPnjyBEAIWFhZ4//334e/vj65du6JNmzY696wr7cyZMwgKCsK6deuQkJAAIQSsrKxgZWWFpKQkPHjwAJIkKR3T7OW1D5X6TdTVjz/+iOvXr6Ndu3YIDAzM8+/p3bt3MXToUBw8eBA//fQTfvjhB5mSZrZ582YUKVIEu3bt0mauV68e1q1bh/feew8jRozA1KlTodFoMG3aNEUyFmY7duyAJEkYPXp0jtv8+eefmf47NjYWZcuWxdatW9G1a1djR8zT5cuXMXjwYGg0GlSuXBmWlpa4efMmevfujbVr1+KXX35B/fr1MXDgQNjZ2eGff/7B5s2bMWzYMDRv3hyVKlVS+i2YDkVLO9JJ06ZNhSRJomvXriI6OjrH7Vq3bm2yZ6AuXrwoxo4dK0qWLKk982FpaSk++OADsWnTJpGamipatGhhsvnzQ+kzaW86dOiQGDx4sLCzs9Pu+06dOon169eL5ORkpeNlkXGmNbtenbweprLPhRCiQ4cOQqVSic2bN2uXpaamit69ewsLCwtRtGhR8ejRo0xtHj58KIoUKSIaNmwod1ytRo0aZerV8fDwEDNnzhRRUVGZtjP172xcXJyYN2+eqF27dqbPU61atcScOXNEbGysyb2Hjz/+OF+PUqVKKf4+JEkSQ4YMyfd6U1CjRg3h5uYmkpKSdG6TmJgo3NzcRPXq1Y2YLHeOjo6iXbt2Oa7/559/tD0SU6ZM0S5nz5Vh1K9fX7zzzjvZrsttHzdp0kTUrVvXmNF0NnToUCFJkpgzZ4522ZIlS4QkSaJq1aqiWbNmIjU1NVObH374QUiSJL766iu545o0DmhhBtLT0zF79mxMnToVdnZ2mDt3brajoZnqgBaNGzfGuXPnALw+a1m1alUMGTIEvr6+cHNz027XsmVLnDhxwuTyDx8+PF/ttm3bhri4OJN6PwkJCVizZg2CgoIQEhICSZLg5OQEf39/zJo1S+l4WnZ2dnj16hUWL16s1+SjP/zwAyIjI01mn5cqVQrly5fH2bNnMy2/fPky6tatizZt2uDAgQNZ2rVr1w6hoaHa+yjlljEgStmyZREUFIT27dtnu52pfmcBoHfv3tixYwdSU1MhhICjoyP69u0Lf39/eHl5abcztfdgzoPRZGTPD0mSFL1fLEPRokXRtWtXrFu3Tq92/fr1w/bt25GYmGikZLmzsbFBr169sHr16hy3OXbsGDp37oyXL1/im2++wfTp001uQAtra+t8tdNoNIp+/p2dneHt7Y2tW7dmWefn54eVK1dmm61fv374+++/8eTJExlS5s7DwwNpaWmIiIjItLxatWoIDw/H7t270alTp0zrkpKSUK5cObi7uyM0NFTOuCaNlwWaAZVKha+++gpdunSBr68vhgwZgvXr12PJkiUoV66c0vHydPbsWZ0O1ExVQEBAgQ52TImDgwM++eQTfPLJJ7h69SomTZqEHTt2YPny5SZVXNWvXx+nTp1Co0aN9BrY4Y8//jCpG+afPn2Kdu3aZVnu4eEBAChbtmy27dzc3PDy5UujZsuNpaUlNBoNoqKi0K9fPwwaNAhDhgxBvXr1FMukr02bNml/d2bMmIFevXqhSJEiSsfKk7W1NVJTU/HNN9/A0lL3P9EBAQF4+PChEZPpxtzP19rZ2SEmJkbvdrGxsbCzszNCIt24uLjgwYMHuW7TokUL7N27F++99x5mzJhhkv9fmUKBnR8vXryAg4NDtutmzpyJiRMnZrvOysoKL168MGY0nUVFRaFDhw5ZlteuXRvh4eHZ/i0uUqQI6tWrh7CwMDkimg0WV2akVq1aOH36NGbMmIEZM2agdu3a+OWXXzBs2DClo+XK3A/UzP1g57+SkpKwYcMGBAUF4dixYwCQaTQgU+Dp6YlTp07h3LlzJjlqnq7S0tKyPaDP6I3L6fNkaWmp6IHPgwcPEBwcjGXLluH69etYsGABFi5ciAYNGmDo0KFmMwKlEAJRUVGYNWsWHj9+jEGDBqFkyZJKx8pV7dq1ERYWhr59+6J27do6t9u7d6/ivzdvDgFurho3boy///4bf//9t873fu7btw+HDx/Ge++9Z+R0OatXrx4OHTqExMTETMOA/1fz5s3x999/47333sPMmTNRvHhx+ULqwNnZGU+fPsX58+fh6Oioc7sePXpop29RgqOjIx4/fpztOjc3t0xX6bzp8ePHORZlcpMkKdvPTsZvvYuLS7btXF1dtccS9P8pdT0iFUxYWJioW7euUKlUokOHDuLOnTsme89VTEyMmDVrlnYEpoz7Yjw9PcXvv/8u4uPjhRCme/+Gp6enUKlUeo8ipvQ14P914sQJMWzYMOHo6Ki9n6Zt27Zi1apVet1fIIfly5cLSZLEp59+qlc7Ly8vIUmSkVLpL7d7THJbZ0r3QRw/flz4+fkJe3t77Xe3SJEion///qJKlSomk/O/zp07Jz777DPh5OSkzW1jYyN69uwpdu3aJdLT04UQpve7M3z4cKFSqURwcLBe7Uzt98Zc7d+/X0iSJKysrMQnn3wiDh06lO0ogC9evBCHDh0Sw4cPF1ZWVkKlUik6Iuu8efOESqUSy5cv12n706dPi+LFi5vcfaodO3YUKpVKHDp0SK92Sn/+69evL0qVKqV3u1KlSol69eoZPlA+VKhQQbRu3TrLcl9f31z/rn700UfCxcXFmNHMDosrM5aSkiImT54sLC0thYODg0nc0JwXczxQM+eDnTcL24wb+itWrCi+++47ERkZqWi23Dx+/Fhs3bpVnDx5UukoBVIYiqsMCQkJYunSpdoC9s0pIiZPniyuX7+udMRsvXr1SqxatUp78ikjd7ly5cSkSZNErVq1TGpfZ9xAPnbsWL3aeXl5mdT7MGdz587NMn2Cs7OzKF++vChfvrx2CoI3P0+//vqroplv3LghypYtK9q3b69zm5CQEOHk5GRSn5tJkyYJlUol5s6dq1c7pf/ejho1Su9h1TOGbx89erQRk+nO29tbuLq6ZlmemJioPQmenVq1aok6deoYM5rZYXFVCJw+fVrbK2RKP5K5MacDNXM82Nm6davo2rWrsLa2FpIkCVtbW9G3b1/x999/a8/Yk/EVZI46U/4uX758WYwbN064uLhkeo9eXl5i8eLFSsfLUXh4uJg8ebIoW7Zslv9vli5dmusBhFzu378vfv31V73nvomOjhZ37twxUqq3T1hYmOjdu7d2hNXsHnZ2dqJPnz7i3LlzSsctNDZu3CgkSRKDBw/Wq92nn36aba+LXM6dOyckSRLlypUT9+7dy3P7Bw8eiHLlygmVSiXOnj0rQ8K8jR07VqhUKnHjxg2d29y/f1+oVCqTHwVUbhwtsJBITk7G9evXAcBs7mXKcOXKFQQEBGD16tWIi4vTDgLRuHFj+Pn5YcSIEYrme/DgATZt2gR3d3e95qJ49OgRkpOTUbFiRSOmy17GqF3169eHv78/Bg4caHLX1r8NVCpVvtsqPfKbLlJTU7F161YEBARo560zh9zp6enYs2cPAgICsGvXLu1IYzY2NujWrRt8fHzw/vvvKx3TbD158gTHjx+HRqNBrVq1UK1aNe26zZs34+eff8a1a9dgb2+P7t27Y8aMGXByclIwcc5SU1Nx8+ZNREZGIiEhAcDrgYEqVaqE6tWrw8rKSuGEhUt6ejoSEhJgZWWV671jpmjw4MFYvXo1SpQogalTp2b7d/fZs2dYvXo1pk6disePH6Nfv365jvAop2vXruHEiRPo0KGDzvOlzp8/H7/++it+/PFH9OvXz8gJzQeLKzIZ5nqgZooyiisLCwu920qShOTkZCOkMq7Hjx9jxYoVCAoKwqVLl5SOAwA4fPhwgdq3atXKQEmM7/79+wgKCsLy5ctNasTGvMTGxiI4OBhBQUG4ceMGgNffH3MdtUxpS5YswRdffIFXr15pl/Xr1w+rVq3C8uXLMWzYsEyDtWScBDp16hQLFTJrSUlJ6NSpE44dOwZJkiBJEipXrqwdCEKtViMiIgLi9VVj2sFFzK2IpLyxuCKTZK4HaqaiID0mwOuzh+ZACIG9e/ciMDAQO3fuRGpqKgCwIKd8OX78OAICArBx40ZtL4W5aNasGUJCQhQtCk+ePIkWLVpACAELCwsUL14cjx8/hiRJmDdvHqZPn47k5GR88sknqFy5MsLDw7F06VIkJiZiwYIFGDlypGLZzd2RI0cK1N7b29tASd5uGo0G06ZNw4IFC3L8DbG3t8fo0aMxdepUnlAopFhcmYGqVauibdu28Pf3R9OmTZWOQ2bg7t27BWqvxKWM+oiMjNQW3w8fPtSeCW/YsCF8fHwwZswYhRMWPklJSbhz5w6eP38O4PXQwxUrViyUZ11fvHhhctMT5KVZs2Y4c+aMoicW+vXrhw0bNuCLL77AjBkzYGNjg4iICPTq1QuRkZF4/vw5Tp8+jUaNGmnbnDlzBk2bNoW3tzcOHTqkWPaCiomJQXJyss6XUxlaYZjAuSBu3bqFqVOnmswldgkJCTh48CDOnj2LuLg4AEDJkiXRsGFDtG3b1mSGX8+P5ORkxMfHo2TJkvm6OuZtwOLKDLz5o1mjRg0MGzYMgwcPNvn5Wt4mGT0oGfcRvP/++yhfvrzSsQqV5ORkbNy4EYGBgThy5Ij20gpJkjBx4kT4+PigZs2aSscsVGJjYzF//nxs3rwZt27dyjL3liRJ8PDwQM+ePTFmzBiUKlVKoaRkCsVVxYoVYWFhgfDw8EwH+v/++y/at2+PJk2a4NSpU1naNW3aFOHh4VCr1XLGNSilew7flqsV/isiIgLTpk3D2rVrkZaWxqsWCiApKQmRkZGwt7fP9iTBvXv3MHLkSPz999/QaDSwsbFBr169MG/ePJQoUUKBxKaLxZUZUKlUcHJywvPnz5GWlgZJkmBlZYUPP/wQ/v7+eO+99/J9xsqUjRw5EtevX8eBAweUjoL4+HjMnDkTBw4cgEajQe3atTFhwgQ0aNAAsbGxeO+99zJNYGhtbY1FixZh6NChCqYuHM6ePYvAwECsW7cOz549gxAClpaW6Ny5My5evIi7d++a7B/UmTNnFqj95MmTDZREf9u2bYOPjw9evHiR54TGkiTBwcEBK1as0GvQF2My532fH6ZQXNna2qJz587YvHlzpuXPnz9H8eLF0bdvX6xduzZLu379+mHz5s1ISUmRK6rBmcL+z4lKpYKfnx+CgoKUjqKzTZs2YceOHYiJiUHp0qXRrVs39OjRQ7s+JiYGU6ZMwfLly5GWlgYhBDp16oQ9e/YomPp1kRoaGoo7d+7AxsYG9evXN/krQTIsXboUn376KaZPn45vvvkm07r4+HjUr18f9+/fz3LPZIMGDXD69Gn2Yr1JrmEJKf8y5sN5+PChmDlzpqhWrVqm4cvLlSsnvv32WxEeHq50VINSet6KDImJidq5cN4chtfBwUFcvnxZdOrUSfv/hYuLi3Y7S0tLcf78eaXjm6UnT56IBQsWiHr16mWaT+add94Rs2fPFjExMUII05sA9r/eHO5bn2HZlZ5W4dy5c8LKykpIkiTat28vgoKCxMWLF8XTp09FamqqSE1NFU+fPhUXL14UQUFBol27dkKSJGFtbS3CwsIUy/0mc933+WUKv5eFaV43fZnC/s9JbvveFPXu3Tvb727Ge9i+fbt2fi5JkkTTpk3FwYMHlQ0thDh27Jh2vs43Hz169DCJaR7yMnjwYKFSqcT9+/ezrJs8ebKQJEkUKVJEzJs3T1y5ckXs3r1beHh4CJVKJQIDAxVIbLoslS7uSHeurq6YNGkSJk2ahGPHjiEwMBAbN25EVFQUZs6ciZkzZ6J169YYOnQoevbsCRsbG6UjFwrz58/H1atXUbJkSXzyyScoU6YMTp8+jdWrV2PixIn4+++/4evriwULFsDBwQHPnz/H6NGjsXLlSixatAh//vmn7Jn9/f3z3VaSJAQGBhowjf5cXV2RmpoKIQTs7e3Rt29f+Pv7o1mzZormyq/GjRvjnXfeUTqGzn788UdoNBosXboUw4YNy3ab4sWLo3jx4qhTpw6GDBmCpUuXYsSIEZg5cyY2bNggc+Kcmdu+J2Xlt8czKirKwEneTqtXr8bGjRsBANWrV0ft2rXx/PlznDlzBsHBwahRowa+++47pKSkwMPDAz///DO6d++ubGgAd+7cwfvvv48XL15kWbdt2zb07dsXe/fuVSCZ7s6fP4/q1aujXLlyWdatXLkSkiThyy+/xLhx4wAANWvWhJubGxo0aIBNmzYV6Lij0FG6uqO85XbWKSEhQfz555+iWbNmmXqznJycxMiRI0VoaKjMabOKiorK16Nhw4YmcSawcePGwtraWty6dSvT8mnTpglJkkSZMmXEq1evMq1LSkoSpUuXFtWqVZMzqlbG5yCnyS+ze5jSWfuMHOXLlxeHDh3KcTtT77lydnbWvpdmzZqJP//8UyQkJCgdK0+lS5cWXl5eerfz8vISpUuXNkIi/Znrvs8vU+g5KQw9V/md+NtUfjuzY049V506dRIqlUrMnj070/LY2FjtZ1ylUolBgwZl+burpFGjRglJkkSDBg3EoUOHREJCgoiKihKLFi0SDg4OQqVSiTNnzigdM1elS5cWH330UZbl4eHh2s93dhMkN2jQQJQrV06OiGaDPVdmzt7eHsOGDcOwYcNw48YNBAYGYuXKlYiJicHvv/+OP/74Q/FRgMqVK5eve8LE/x+sQGk3b95E8+bNUbVq1UzLfX19MXXqVDRo0CBLL6GtrS0aNmxY4HmO8svHx8ck9l1+1alTB5cuXcKDBw/Qtm1b1KlTRzsZsjndOBsdHY3NmzcjKCgI//77L06fPo3PP/8cvXv3hr+/P1q0aKF0xGzFx8fD3d1d73bu7u6Z7j1Ukrnu+3v37uWrnanMTbd37160bdtWr3XXrl0zdiydWVhYID09HYMGDdJrkIhdu3bh8ePHRkz2dsjoPZkwYUKm5S4uLpgzZw5atGiBUqVKISgoyKSGMT9w4AAcHR2xZ88elC5dGsDr47ORI0dCpVJh5MiROHDgABo3bqxw0pw9efIEtra2WZafPXsWAFC5cuVsB+pyd3c3qe+wSVC6uqO86XvWSaPRiG3btomuXbsKKysrIybTjT69J9n1pihNpVKJwYMHZ1mu0WiEJEnCz88v23a+vr4mkd9chYSEiE8++UQUK1ZM+1mwsbERffr0EXv37hXp6ekm33P1pnv37ompU6eKihUrat+Ph4eH+PHHH0VUVJTS8TJxd3cXVatWFenp6Tq3SUtLE1WqVBHu7u5GTJY/5rTv89Nr8uZDSeb+Wy+EEHXq1BEqlUrcuHFDr3am0HOYE3PqubKyshJ9+vTJdt3Lly+FJEmiW7du8obSgZ2dnejYsWO266Kjo4UkSeKzzz6TOZV+ihUrJlq3bp1l+cSJE4UkSTn+/9KvXz9hb29v7HhmhT1XhZCFhQW6du2Krl27IjY2Vuk4cHV1xaNHjxAbG6tXr0PG6EtKE/9/dLr/yhgZJ6ceIiV7jmrXro1hw4Zh0KBBZjtkf6NGjdCoUSPMmzcPGzZsQGBgII4dO4a//voLGzduRNmyZZGUlKR0TJ2VL18e33//Pb7//nv8888/CAwMxLZt2zB58mRMmTIFHTt2xMcff2wS9w907twZixcvhr+/P3777bc857JKSkrCZ599hsjISJOcCNac9r0owAC+SvdWf//994q+viF4enriypUrOHfuHKpVq6Z0nLeORqOBnZ1dtusyfoecnZ3ljKSTxMRElC1bNtt1ZcqUAQC8evVKzkh6q1GjBk6fPo0nT55k2se7d++GJElo3rx5tu2ioqK075FeY3FVyJnCvDOenp7YtWsXwsLC0L59e6XjvBWuXr2K8ePH4+uvvzb7IfuLFCkCX19f+Pr64tatWwgMDMSKFSvw4MEDAK8PKN999134+vqib9++KFasmMKJ89a+fXu0b98e8fHxWLNmDQICArBnzx6EhoaaxAH+d999h7/++gsrVqzA9u3b0bVrVzRq1AgVKlTQHvi8fPkS9+7dQ2hoKLZv3474+Hi4uLjg22+/VTh97kx930dGRiodId8KS3EVHByMsLAw9OvXT+d2BSmKDSGvy0lfvHiR6zZKTX78NlH6M5KXLl264MyZM+jbty/++OMPuLi4aAf0UqlU2f4+pqamIiwsDE2aNJE/sAljcWUGvv/+e9SvX1/pGPmWUVydPXvWbIurR48e4ciRI3qte/TokbFj5WjOnDlYvnw5Ll26hE2bNmHz5s1wc3PDkCFD4Ofnh8qVKyuWrSA8PDzw008/YcaMGdi1a5f2wPjkyZM4deoUxo0bh65du2LdunVKR9VJfHw8YmJi8OTJEwCm88e3VKlSOHr0KPr164fz588jODgYK1asyHbbjMwNGjTA2rVrTeKEji5Mdd+by5w4hVXHjh0xduxYVK9eXa92ixcvxvPnz42UKm+53SMpSRI2bdqETZs25bhe6Xuz33T+/HlMnz49X+u/++47Y8XKU14FbG7rTaG4HTNmDJYsWYJ///03S6/twIEDs/1t2rVrF16+fAlvb2+5YpoHBS9JpLfE7t27RfHixcXQoUP1avfDDz/keD+TnPI7epQp3AMREhIiPv30U+Hk5JTpfbRt21asXr3apEZbyq/o6Ggxc+ZM4eHhYVL3buTk1atXYtWqVaJt27bCwsJCSJIkHB0dxbBhw8SpU6eUjpfF7t27xccffywaNWokSpQoIaytrYW1tbUoUaKE8PT0FB9//LHYvXu30jF1Yg77vk2bNuLnn39WOoZBpaWlCbVaLdRqtUhLS1M6TqFUkPvdJElSOr5WXn9v81pvqrlze1hYWCiW+7+uX78uGjVqlOmz0b17d/HixYtst2/Tpo2QJEkcPXpU5qSmTRLCRE7XEZkofUaM+i9JkpCWlmbANPmTnJyMTZs2YdmyZTh48CDS09MhSRKKFSuG/v37w9/fH56enkrHLLDDhw8jKCgIwcHBSkfJIiQkBEFBQVi3bh2eP38OIQRatmwJf39/9O7dO8/7mij/zGnfq1Qq+Pn5ISgoSOkoBfL06VMsWrQI27dvx/nz55Geng7g9furV68eunXrhs8++8ysRv80ZXfv3i1Qe1PpMW3dunWBLl8/ePCgAdPoriDHCQC03w9TERERgZiYGFSoUCHHe8kA4OLFixBCoHbt2tr70AlgcWWm0tPTcffuXTx+/BiSJMHZ2RmVKlUyy3tqSF7379/XFiB37tzRfmbq1KmDYcOGYeDAgXByclI4Zf49f/4cjo6OSscAAMTFxWHlypVYtmwZrly5AiEE3Nzc4OvriyFDhmQZ3p8Mx1z3fWEorrZv3w4/Pz88e/Ysx8stJUmCo6Mjli1bZhL3uhVUWFgYAgMDsWjRIqWjkAIKS3GbHzExMUhOTjaJSxtNBYsrM3P8+HHMmjULhw4dyjITuIODA9q1a4cvv/wSXl5eCiUkc/Lvv/8iKCgIW7ZsQVJSEiRJgo2NDRITExXN9fHHH2PevHmwt7fXq92ePXswfPhw3L9/30jJ9GNjYwONRgNLS0t07drVrAcWMTfmuu/NvbjasmUL+vTpg7S0NJQqVQp9+vRB48aNUbp0aQghEBsbizNnzmDDhg1Qq9VQqVTYsGEDPvroI6Wj6y0+Ph6rVq1CUFCQdn43U7hSwZzdu3cP9vb2JjkiIGWvWbNmCAkJMan79pTG4sqMfP3115g9ezaA3G++liQJkydPxg8//CBXNKP4559/MHXqVBw7dkzpKFrp6emIi4uDjY2NWYxKp6tdu3bB398farXaJC5lVKlUcHd3R1BQEFq1apXn9gkJCRg3bhyWL18OwHQOcFQqFSRJQt26deHi4qJXW0mSsG/fPiMlM46goCA8ePBA0ZvKM5jrvjfn4urx48eoUqUKnj9/jokTJ2L69OlZJljPkJycjG+//RZz5syBo6MjwsPDzeYSwQMHDiAwMBBbt25FcnIyhBCwtrZG586dsXnzZqXjacXGxuLKlSuZrnCpU6eOSU/PYWFhAT8/PwQGBiodRRYajQZbt25Fr169lI6SbxnT5pjK312TIPtdXpQvCxYs0N5c2KRJE7FgwQJx/PhxcePGDXHt2jVx9OhRMX/+fNGkSRPtjZW///670rHz5dChQ6JVq1aK36D6ptjYWOHr6yscHBy0uSpVqiTmz5+vdLR8e/jwofjpp59E9erVtTcKS5Ik6tWrp3Q00bZtWyFJkrCwsBBjx44VSUlJOW67b98+Ub58eaFSqYSjo6NYunSpjElzVxgmVdWHKU2kaq773pwmfP2vadOmCUmSxJdffqlzm4wJSqdNm2bEZAV37949MW3aNOHu7p5pcAUvLy/x22+/icePHysdUWvVqlWibt26OQ6g0LBhQ7Fu3TqlY2bLnD//+rh06ZL4/PPPhYuLi0kNaJEfpvS7byrYc2UGEhIS4ObmhqSkJCxatAgjRozIdfvff/8do0ePhr29PaKiovS+tMoYkpOTsWjRIuzYsQMxMTEoXbo0unXrhpEjR8La2hoAcOnSJYwfPx4HDhzQTtw7dOhQLF68WNHsL1++hKenJ27dupWlx1CSJIwfPx6zZs1SKJ1+NBoNtm/fjqCgIPz9999IS0uDEAKOjo7o378/hg4dikaNGikdEwCwYMECTJ48GUlJSfDw8EBwcHCmy10TEhLwxRdfICgoCEIItGvXDoGBgSZ13XdBB9bw9fU1UBJ5mNIZTHPd9xk9bvmh9JDaTZs2xfXr1xETE5Njj9V/vXr1CmXKlEH16tVx+vRpIyfUT2pqKrZs2YKgoCAcOHAA6enpEEKgZMmSSEtLQ3x8vEl81jNoNBr4+Phg/fr1eU4tIEkSBg4ciGXLlpnUQATm3HObl4SEBKxduxaBgYEIDQ0F8PoqJBcXF8TExCicLv9M6XffZChW1pHOli5dKiRJEl988YXObT7//HOhUqlEQECAEZPpJjU1VbRs2TJT70jG2eH33ntPCCHE77//LmxsbLRn1vr27Stu3bqlcPLXZsyYISRJEg4ODmLq1Klix44dYvXq1aJ3795CkiRhaWkp7ty5o3TMXF26dEmMGzdOuLi4ZPr/wdvbWwQHB4vExESlI2br5s2bolmzZtr9/PXXX4uUlBSxf/9+UbFiRaFSqYSDg4P4448/lI5KgmcwDcFce9yEEKJEiRKic+fOerfr3LmzKFGihBES5c/FixfF2LFjRcmSJbW/l5aWluKDDz4QmzZtEqmpqaJFixaK7+//mjJlivZz0KdPH7F9+3YRFRUlkpOTRVJSkrh//77Ytm2b6NWrl/Zvran1GBbGnqvDhw8LHx8fYWdnp/082drait69e4sdO3YIjUajdMQC4e9+Vuy5MgMDBw7Ehg0b8ODBA5QuXVqnNjExMShbtiz69u2L1atXGzlh7n7//XeMGjUKANChQwfUrVsXz58/xz///IM7d+5gxIgR2t4pb29vzJs3Dw0aNFAyciZeXl44d+4cTp48maVXZ9y4cVi4cCEWLFiAkSNHKpQwe8+ePcPq1auxbNkynDt3DsDrs2RlypSBr68v/P394eHhoXDKvKWnp2PWrFmYOnUqUlNT4ebmhocPH0IIgTZt2iAoKMisR1oyRf+dQFJX9+/fR0pKCs9gFoBKpcJ7772Hr776Kl/tdblH0VhsbGzQu3dvrFq1Sq92AwcOxKZNm/Dq1SsjJdNd48aNM/1eVq1aFUOGDIGvry/c3Ny027Vs2RInTpwwmc+6Wq1GuXLltBMGf/DBB7luv2vXLvTs2RMAEBUVZTL3uxWWnqvo6GgEBwcjKCgI4eHh2p5ElUoFIQSePn1qMqPaFhR7rrKyVDoA5e38+fOoWbOmzoUVAJQuXRq1atXSjmCkpA0bNkCSJKxduxZ9+vTRLk9JScFHH32EP/74A5IkYeLEifjpp58UTJq9GzduoGnTptleLjd69GgsWLAAN2/eVCBZzgYMGJDpZmsLCwt07twZQ4cOxQcffGBSl4HkRaVS4euvv0axYsUwcuRIPHz4EAAwatQoLFiwQOF0+ZOeno4nT55AkiQ4OTkVeI4UQ7t9+zYkScrz0qLsmPpofKa+7wGgTJkyihZJ+VWiRAncu3dP73b37983mdHhzp49C0mSULZsWQQFBaF9+/ZKR9LJmjVrkJqaiv/97395FlYA8MEHH2DKlCmYMmUK1qxZg9GjR8uQUje3b9/GihUr8tXWx8fHwGl0l5aWhh07diAwMBD79u3TXnbv7OyMAQMGwN/fH6NHj8aJEycKTWFF2WNxZQZiY2PRokULvdtVqVIFR48eNUIi/Vy5cgX16tXLVFgBgLW1NWbMmIHdu3ejQoUK+PHHHxVKmLuEhARUrlw523Xu7u4AkGVYfKWtW7cOAFC1alX4+/vDz88PZcqUUThV/iQnJ2Py5MmYP38+AMDR0RHPnj3D0qVLUaZMGXz99dcmeYD8X3fu3MG8efOwf/9+3LhxQ7tckiTUqFEDnTp1wrhx41C+fHkFU77m4OCAFy9eYOfOnbCzs9O53WeffYbr168bMVn+mNO+N2f16tXDgQMHEBUVlevEo2968OABTp06hXbt2hk5nW4sLS2h0WgQFRWFfv36YdCgQRgyZAjq1aundLRcHTt2DNbW1tqrRHQxatQoTJ8+HUeOHDGp4ur48eM4fvy43u0kSVKsuJo4cSJWrVqF2NhYCCGgUqnQvn17+Pv7o0ePHtp7y03ZkSNH8tXu+fPnBk5SCCh0OSLpwdraWvj6+urdzsfHR9jY2Bg+kJ4sLS1F//79s12XnJwsJEkSPXv2lDmV7vK6BtwUrxH38fERhw8fVjpGgZ0+fVrUqFFDqFQqUaRIEfHrr7+K5ORkMWXKFGFlZSVUKpVo0qSJuHbtmtJRc7V48WJhbW2d5b7D/94vY2NjYxL3SbZu3VqoVCpx4sQJvdqZ4rX35rbvTfH3RFcZ9wd36tRJpKSk5Ll9SkqK6NChg1CpVOLPP/+UIWHeYmJixKxZs8Q777yT6fPh6ekpfv/9dxEfHy+EECZ3z1W1atVE48aN9W7XuHFjUa1aNSMkyh9JkoS9vb2oVKlSvh5K5lapVMLNzU1Mnz5d3Lt3L9vtTO1z86aM95DfB/0f9lyZgdTU1HydmVepVEhNTTVCIv2kpaXB1tY223UZZ3PYRW5YBR0pTWkajQbff/89Zs+eDY1GgyZNmiA4OBjVq1cHAEyfPh1du3aFr68vQkJC0LBhQ0yfPh3jx483ucvS1q9fj88++wwA4Obmhr59+8LT0xMlS5bUzpt27tw5bNiwAQ8fPsTw4cNRvHhx7f0QSvD09MSRI0cQFhaGZs2aKZajoMxx35uzIUOGYPbs2di/fz/atGmDRYsWoX79+tluGxYWhpEjR+L06dOoUqUK/Pz8ZM2ak1KlSmHixImYOHEiTpw4gT///BMbN27EuXPnEBYWhvHjx6N79+6Ijo5WOmomcXFxqF27tt7tKlSogIMHDxohUf717t3bbO+5UqvVOH36NOrUqQM3NzezugQfyH0O1dyY2t9dxSld3VHe8nsm08/PzyTOJphjz8+bMkYKdHd3z/aRMWJddusqV66sdHyzlDFHi42Njfjxxx9FWlpattslJyeLCRMmCAsLC6FSqcS7775rMqNMCiHEq1evtCM0fvXVVyI1NTXHbVNTU7Vz/pQpU0YkJyfLmDSzNWvWCEmSxNChQ/Vq1717d0XPHr/JXPe9qf8e5uXq1avC2dlZexa8Tp06YujQoWLy5Mli8uTJYujQoaJ27drankQnJydx9epVpWPnKiEhQSxdulR4eXll6s1SqVRi8uTJ4vr160pHFFZWVsLPz0/vdr6+vsLKysoIifLHXD//mzZtEh988IGwtLTUfj5KlSolxo8fL65cuaLdzpR7rshwOFqgGVCpVLC3t9d7VvW4uDi8fPlS8RFcVCoVqlatmuN9Y8uXL89xvSRJis/UXpD7eSRJUnz/myOVSoX69etjxYoVOp2NPX78OPz8/BAeHg47OzskJCTIkDJva9aswaBBgzB48GCdexN9fHywevVqrFmzBn379jVywuwlJibi1q1bcHBwyPF+Q1Nnrvu+MIiMjMTgwYNx4sQJAFnPamccdjRt2hSrVq0yq8/YlStXEBAQgNWrVyMuLk773ho3bgw/P78856E0lvyOsjdkyBCsWLHCZP5OmftogQ8fPsSyZcuwbNkyREREaD8fTZo0wZAhQ7BkyRKcP3/eZPY3GQeLKzNg7gf3GZNi6vNRy9jeFPKb62Sk5mzq1Kn49ttvYWmp+5XLSUlJmDhxIhYvXqz4ZyZDxoHL7du3tYOf5CUiIgIeHh7w8fHBsmXLjJyw8Cos+/7OnTvYtWsXQkNDoVarAQAuLi7w9PTEBx98oPN7U8KRI0ewdetWnD17Vpu9ZMmS8PT0RLdu3dC6dWtlAxZAamoqtm7dioCAAO0Ew0r+vWJxZXoOHjyIgIAAbNmyBa9evcp0kmHv3r1o3759obicTq1WIzg4GBMmTFA6islgcWUGzP3gfsiQIQVqbyoHOWQeDh48iDZt2igdAwBQv359vHr1Su8R9GrUqIEiRYogLCzMSMkKP3Pf98+fP8fo0aOxdu1a7YFvxp/rjAMylUqFfv36YeHChShevLhSUd969+/fR1BQEJYvX47IyEhFMmScxMwvFlfG8+zZM6xcuRKBgYHa6XEkSYKrqysGDx4MHx8fvPPOOwqn1E96ejp2796NoKAg7Nq1CxqNxmQ+Q6aAxRURkZGULl0azZo1w9atW/Vq1717d5w8eRIxMTHGCaaD+/fv4+nTpyhdunSec+w9evQIsbGxcHZ2Rrly5WRKmDtz3vfR0dHw9vZGREQEhBAoXrw4GjRogNKlS0MIgdjYWJw7dw7Pnj2DJElwd3fHkSNHMk1ya26ePn0KJycnpWOYLXO/wiXDkCFD0LJlS/j7+ysdxSjCwsIQEBCAtWvXIj4+HsDr/+80Go2ywXR0+/ZtBAUFITg4GI8ePdKe8Klfv7528m3iPFdmIyQkBNHR0XjnnXfg4eGR67Y3b97E9evX4ebmlu3Et2QY5jAZKSnr+fPnKFasmN7tihUrpujcIS9evICnpydSU1Nx9uzZPLdPTExEq1atULRoUYSHh+c4OqiczHXfA68LvPDwcFSpUgWzZ8/Ghx9+mGXUsbS0NGzbtg1fffUVwsPD0aNHD5w+fVqhxPn37NkzzJ49G7/99huePn2qdJxsJSUl4c6dO9rPhaOjIypWrIiiRYsqnOz/mNqIf/m1bNky3L9/HxcvXjTbEzu5adCgAX777TfMmTMHmzZtQkBAQL7nl5JLUlIS/vrrLwQGBuLYsWMAXveiu7q6YuDAgfDx8cnXSJWFGYsrMxAXF4d27drBwcEB58+fz3N7JycnfPbZZ0hMTERERAQvFzEgTkYqj4KctTSFQVAyJCcn52soXpVKhZSUFCMk0s3atWsRFxeHWbNm6TTYQOXKlTFlyhRMmDABa9euLfClwIZgrvt+/fr1CAkJQaNGjfDPP//kOE2FhYUFPvroI7Rv3x7t2rVDaGgo1q9fbzIDcaSmpuLJkycoWbJktv8/JCQkYO7cufj1118VL2azExsbi/nz52Pz5s24detWlnuGJUmCh4cHevbsiTFjxqBUqVIKJX2tVatWir6+oZjziR19ToLfu3cPDg4OmD17NpydnWVKqJ8zZ84gKCgI69atQ0JCAoQQsLKygpWVFZKSkvDgwYNCcc+YUcg9PCHpb968eUKSJL0mWQwMDBSSJImFCxcaMZluhgwZIgIDA7Ndt23bNhEWFpbtuu+++040bNjQiMn0Y26TkZqzjH2Z037Oad9n/K+pMNdpFLp06SJsbW3FixcvdG7z8uVLYWtrK7p27WrEZLoz133fo0cPYWFhIW7cuKFzm2vXrgmVSiV69OhhxGS6uX37tujSpYuwsbERKpVKWFlZia5du4rIyEjtNosXL9YOky9JkqhatapYt26dcqH/Y+vWrcLR0VGn3yCVSiWKFSsmtm3bpnTsfAkMDBTTpk1TOoZWxkTUs2fP1rnNnDlzhCRJIigoyIjJcqdWq4WDg4Nwc3MTsbGxeW4fGxsrypYtK5ycnMTTp0+NH1BHcXFxYt68eZmmS5AkSdSqVUvMmTNHxMbGcjh5HfCeKzPQsWNHnDx5Ek+ePIGVlZVObVJTU1GiRAk0b94ce/fuNXLC3OV2g2pu60xpFKP169ejf//+AHSbjFSSJGzYsIGTkebTjBkz9NperVYjICAAiYmJJnX/gEqlQpkyZVCjRg292l27dg2xsbGKvY8KFSrA3d0dhw8f1qtdq1atcOfOHdy9e9dIyXRnrvu+fPnyKFu2LE6dOqVXu2bNmuHBgwe4f/++kZLlLS4uDnXq1EFsbGyWnh53d3ecP38ew4cPx4YNG7SXFU2ZMgXDhg3Ta2RQYwoLC4OXlxc0Gg3atWuHAQMGoFGjRihfvjzs7e0BvO5duX//PkJDQ7F69Wr8+++/sLKywunTp3OcNNlUNWvWDGfOnDGZ38wPP/wQ//zzD+Li4mBnZ6dTm8TERJQoUQIdO3bEtm3bjJwwe7/++iu++OILLF26FMOGDdOpTVBQEIYNG4YFCxZg1KhRRk6Yt969e2PHjh1ITU2FEAKOjo7o27cv/P394eXlpd2uZcuWOHHihMl8ZkySoqUd6cTV1VW0a9dO73bt2rUTbm5uRkikn9zOIOe2TukzyBnMdTLSt8HLly/FtGnTRLFixYQkScLa2lqMGjVK6Vha+vS8ZXdGXCm2traif//+erfr37+/KFKkiBES6c9c972NjY0YMGCA3u369+8vbG1tjZBId5MmTRKSJImSJUuKmTNnip07d4o1a9aIAQMGCEmSRNOmTYUkScLKykpMmTJFJCYmKpo3O71799b7SpElS5YISZJE7969jZjMOJo2bWoSf2czlC9fXnh7e+vdztvbW1SoUMEIiXTToUMHYW9vL1JSUnRuk5KSIhwcHESnTp2MmEx3Gb995cuXFytWrMjx+8meq7yZxqkiytWTJ09QpkwZvduVLl1ae/Mh5d+mTZsQFxeHwYMH46effsp1W0tLS8yaNQuPHj3C6tWrsWXLFpO5B6IwSUtLw5IlS/DDDz8gNjYWANCnTx/MmDEDVapUUTjd//n++++VjpAvFhYWSE5O1rtdSkqKyQzsYq77vmjRonjx4oXe7V6+fIkiRYoYIZHu9u7dCysrKxw5ciTT0NL9+/dH+fLlMWvWLG2vfvfu3ZULmosjR46gSZMmOvc+AMDw4cMRFBRk8gMTmAO1Wo0WLVro3a5s2bIICQkxQiLdXL58GV5eXjpfXQQAVlZWaNKkCS5dumTEZPoRQiAqKgqzZs3C48ePMWjQIJQsWVLpWGaHxZUZsLGxwcuXL/Vul5iYCBsbGyMkervs378fkiRh6tSpOreZOnUqVq9ejb1797K4MrANGzbg22+/RXh4OIQQaNeuHX7++Wc0bNhQ6WhZmOsBfqlSpTIN2KKr69evK35jfwZz3feVKlXCyZMnkZaWpvOAHGlpaThx4gQqVapk3HB5CA8PR7NmzbKds+eTTz7BrFmzUK9ePZMtrAAgPj4+XxMzu7u7a+cwovwz1xM7heEk+NmzZ7XDxF+5cgXjx4/H119/jS5dusDf3x/vv/8+B7DQkWmcYqRclSlTBhcvXtS73cWLF/P1ZafMwsLC4OHhodcf3MqVK8PDw0On0R1JNwcOHEDjxo3Rv39/3L59G/Xr18e+ffuwf/9+kyyszJmXlxeuXbuGK1eu6Nzm8uXLuHr1aqZr80l/HTp0wOPHjzFv3jyd28ydOxePHz9Gx44djZgsby9evEDFihWzXZex3NQnS3Vzc0NoaGiWe8Zyk56ejpCQELi6uhox2dvBXE/sFIaT4BnDxEdHR2PlypXw9vZGamoqNm/ejA8//BAVKlTA5MmTTXbKBFPC4soMNG/eHHfu3MGJEyd0bnP8+HFERkaiefPmRkz2doiOjtb7pngAqFGjBh4+fGiERG+X8+fPo1OnTujYsSPOnj0Ld3d3rFmzBmfPnkWHDh2UjldgN2/eNLnLiXr27AkhBEaMGKHTsOSpqakYMWIEJEkyq0FcTHHfjx49GtbW1pg0aRJ+++23PLdfuHAhJk2aBBsbG4wcOVKGhDkTQuTY25bRq2AqB5I56dy5MyIiIuDv74/ExMQ8t09KSsLQoUMRGRmJLl26yJCwcDPXEzuF6SS4jY0NBg4ciIMHD+LWrVuYNGkSXF1dERUVhZ9//hnXrl0DAPz555949uyZwmlNlKJ3fJFO9u/frx0KMz4+Ps/tnz59KmrWrClUKpXYt2+fDAlzZ+4DWtja2gofHx+92/n4+Ch+g7k5i4iIEP379xcWFhZCkiRRunRpsXDhwlwHFDFHpvI5/68GDRoIlUolmjVrJi5cuJDjdufPnxfNmjUTKpVK1K9fX8aEBWeq+37RokXam8vr168v5syZI44ePSpu3rwpbt68KY4ePSp++eUXUa9ePe1wyaYw7UZew9/nd3h8OcXExIhSpUoJlUolnJ2dhZ+fn1i0aJHYvn27OHDggDhw4IDYvn27WLRokfDz8xPOzs5CpVKJ0qVLi5iYGKXj683UBrT466+/hCRJokWLFjoNCJWSkiLeffddoVKpxF9//SVDwuxl/JYcP35c5zbHjh0TkiQJPz8/IyYzjLS0NLFz507RvXt3YWVlpf19KlKkiOjXr5/YvXu30hFNCodiNxMdOnTAgQMHULlyZcydOxcffvhhlmtfhRDYvn07xo8fj8jISLRu3RoHDhxQKPH/UalUqFq1arY3qS5fvjzHdUePHkVERITiw33mNlx8bkxpKHlzM2bMGCxduhSpqamws7PDhAkTMH78eJ2H5jUnpvo5iYiIQLNmzaBWqyFJEurUqYPGjRtrL72JjY1FSEgILl26BCEESpYsiVOnTuk06bCpMNV9DwDz58/Hl19+idTU1BzvcxBCaAfRGTdunLwBs6FSqWBvb5/jDfB3796FnZ1dtuslSUJ4eLixI+rk5s2b6Nevn/ay7tz2P/D6cqq1a9eiWrVqckXMIr8Tr+/cuROPHz82qe9Aw4YNceHCBXh5eeGPP/5A3bp1s93uwoUL+PTTT3H69GnUrVsXYWFhMif9P//88w86duyImjVr4vjx4yhWrFiu28fHx+Pdd9/F9evXsWfPHsUv6dVHbGwsgoODERQUpL2EU6VSQaPRKJzMdLC4MhOPHz/Gu+++i5s3b0KSJBQvXhwNGzbMdKBz7tw5xMfHQwiBqlWr4sSJEyYxyotKpYIkSXpdw56xvSnMWcTiSn4Zn5miRYti6NChel9LP3nyZCMlMzxT/pzcv38fAwcO1N5wnd0JHQB49913sWrVqhzvtzFVprzvgddzbs2aNQs7duzAkydPMq1zcnLChx9+iIkTJ6JWrVoKJcysIAMKmMJv/X/t2bMHW7ZsQVhYGCIjI5GQkAAAcHBwQKVKldCwYUP06NED77//vsJJzf/v7JvM9cSOOZ8Ez6/jx48jICAAGzdu1H4/iMWVWXn+/DlGjRqFtWvXan8IM764Gf83qlQq9O/fHwsXLkTx4sWViprJkCFDCtR+2bJlBkqSP+Y6Gak5e/MgTZ/RiUzxQCEvpn6AD7wennrbtm0IDQ2FWq0GALi4uMDT0xPdunVDq1atFE6YP+aw7zNERkZq933JkiXh7u5uciN3BQcHF6i9r6+vgZK8ffz8/Ar0eVD67+x/meOJHXM+CV5QL1680E6yTSyuzFJkZCR27tyZ7YFOly5dFD97U9gUtrOx5sDcC3J9mNMBfmFjqvs+JCQE0dHReOedd+Dh4ZHrtjdv3sT169fh5uaGRo0ayZSQSB7mdmLHXE+Ck2GxuCLKw7Rp0wrU3lzn2yF5BAYG4tixY2ZVEBYWprjv4+LiULlyZTg4OOD8+fNwcXHJdXu1Wo0GDRogMTERERERih6sXbt2zeSHWqf/8/jxY6xYsQJBQUEmNZFtYWCuJ8FPnDiBBw8eoFGjRpky/vzzz9i3b1+2bfr06YMRI0bIFdE8yDRwBr3lkpKSxLNnz8SrV6/y3PbVq1c6b0uUIS4uTsydO1fUrl1b6SgFlpqaqujIV4cPHxY3btzQu93+/fvF/PnzjZBIPkrv+3nz5glJksSff/6pc5vAwECTGDGwSJEiYu7cuYpmMKS///5bjBgxQnh5eYlSpUoJW1tbYWtrK0qVKiWaNGkiRowYIf7++2+lY+olPT1d7N69W/Ts2VPY2NgIlUplUqMF5kdh+u1XUnx8vChWrJhwc3PLMjK1n5+fkCQp20exYsV0Gsn6bcLiiowuJSVFVKpUSdja2orQ0NA8tz979qywtbUVHh4eQqPRyJCQzFVhO1C4dOmS+Pzzz4WLi4uwsLBQLIckScLf3z/bdU5OTmLUqFHZrjPVoc11YSr7vkOHDsLe3l6kpKTo3CYlJUU4ODiITp06GTFZ3jK+f61atRJ37txRNEtBhIeHCy8vL+37yemgMmM46qZNm4qIiAilY+cqIiJCfPvtt6JcuXKZ3pOnp6dZnhApbL/9piAgIEBIkpTt5yHjt33VqlWZHmPHjhUqlUoEBAQokNh0WSrdc0aF319//YW7d+9i8uTJ8PT0zHP7hg0bYsKECZg5cyY2b96M3r17y5CyYG7evIlHjx7B29tb6ShvhcjISAQFBWH58uV4+PCh9lr2hg0bwsfHR+F0+klISMDatWsRGBiI0NBQAK+vzc/rcjBjEzlcMR4fH4+XL1/KnMY4THHfX758GV5eXrCystK5jZWVFZo0aaL4pV1Hjx6Fr68vjhw5grp162Lu3LkYOnSoopn0pVar8e677yImJgbFihVD165d0ahRI5QvX157w/6LFy9w//59hIaGYseOHTh9+jRatGih02WcckpOTsbGjRsRGBiII0eOQLw+oQ5JkvDll1/Cx8cHNWvWVDqmXgrTb7+p2bt3LywtLXO953ngwIGZ/rt3794ICgrCnj17zO67blQKFnb0lujVq5ewsrIScXFxOrd58uSJsLS0FH369DFiMsMx5zP25uLVq1di1apVok2bNsLCwkJ79lWlUomvvvpKXLlyRemIejl8+LDw8fERdnZ22vdia2srevfuLXbs2KFor625T/ydF1Pe9zY2NmLgwIF6txswYICwsbExQiL9JCYmis8++0zbk9ClSxcRHR2tdCydjR49WkiSJHx8fMSLFy/y3P7Fixdi8ODBQpIkMWbMGBkS5i00NFR8+umnwsnJSfv5trKyEt26dRPu7u5m8R19U2H77TdVHh4ewsvLK9t1uf22t2nTRlStWtWY0cwOe67I6M6dO4eGDRuiRIkSOrdxcnJCo0aNcPbsWSMmI3Nw9uxZBAYGYt26dXj27Jl24tTOnTvj4sWLuHv3Ln766SelY+okOjpaO/lieHh4ptGjACAmJgaOjo5KRiy0zGXf29jY5KtnMDExETY2NkZIpJ8iRYrgt99+Q48ePeDv749du3ahdu3a+P3339GnTx+l4+Vp586dqFKlCpYvX67T0OZ2dnZYvnw5Tpw4gR07dmD+/PkypMzq6dOnWLVqFQIDA7U9mEII1KhRA/7+/vDx8UGpUqXQsmVL3L17V5GM+ipMv/3m4NGjR6hfv3626+zt7eHs7JztOldXV23PP73G4oqM7tGjR2jcuLHe7SpWrIiLFy8aIRGZusJ0oJCWloYdO3YgMDAQ+/btQ1paGoQQcHZ2xoABA+Dv74/Ro0fjxIkTJnFwX5iY474vU6ZMvn73Ll68iDJlyhghUf60b98ely9fxpgxY7BixQr0798fv/zyS45z4UiSZBKTqUZHR6N79+56zRmlUqnQuHFjbN261XjB8uDq6orU1FQIIWBvb4++ffvC398fzZo1UyxTfhSm335zk5ycDEvL7MuChQsXYuHChdmuE0IgOTnZmNHMDosrMjohBNLT0/Vul56ertds81R4FJYDhYkTJ2LVqlWIjY2FEAIqlQrt27eHv78/evToAWtra6UjFlrmuu+bN2+OFStW4MSJE2jevLlObY4fP47IyEiTm4TX0dERixcvxu3bt3HixIlcz26byoTIxYoVQ2RkpN7t7ty5g2LFihkhkW5SUlIgSRLKlSuHlStXmtz8T7oqLL/95sjZ2RnR0dF6t4uOjoaTk5MREpkvFldkdC4uLggPD9e7XURERKGYuZz0V1gOFObMmQNJklCmTBmMGDECfn5+KF++vNKx3grmuu8HDhyI4OBgDB8+HMePH8/zgD0+Ph7Dhw+HJEno37+/TCl1c/r0afj4+OD27dsoWrQoPv300xx7rkxFy5YtsXnzZgQGBup8g35AQABOnz6Nnj17GjldzurUqYNLly7hwYMHaNu2LerUqQN/f38MHDhQr0vylVZYfvvNkYeHB0JCQpCcnKzzJcavXr1CSEgIGjZsaOR05oXFFRldgwYNsHPnTty7dw8VKlTQqc2dO3cQFhaGDz/80MjpDKNFixZKRyhUCsuBQga1Wo3Tp0+jTp06cHNzg4WFhdKR8vTo0SMcOXJEr3WPHj0ydiy9mdu+b9++Pdq1a4cDBw7A09MTc+fOxYcffpilZ0cIge3bt2P8+PGIjIxE69at0bFjR4VSZ6bRaDB16lTMmjULGo0GzZo1w4oVK1ClShWlo+Vp0qRJ2LZtG4YPH46//voL/fv3R6NGjVChQgXY2dkBAF6+fIl79+4hNDQUa9aswT///ANLS0tMnjxZsdwXLlxAaGgoAgICsG7dOly8eBGff/45vvzyS3Tr1g3+/v4m8/nITWH77Tcnbdu2xfHjx/Hbb7/hiy++0KnN4sWLkZiYiHbt2hk5nZmRewQNevsEBQUJSZJEt27ddG7TtWtXoVKpRFBQkPGCGZnSk5Gau5CQEPHJJ5+IYsWKaUeGsrGxEX369BF79+4V6enpokWLFiY98tWmTZvEBx98ICwtLbXvoVSpUmL8+PGZRrgytfeRkTW/D1NgrvteiNeTolavXl2b29nZWbRv314MGDBADBgwQLRv3144OztrR03z8PAQarVa6dhCCCEuX74sGjRooP2+/vTTTyItLU3pWHr566+/hJ2dnU7fA0mShJ2dnUn91icmJorly5eLli1bZpqPq3z58qJkyZIm93n/r8Lw22+OHj58qJ0oe8eOHXluv3v3bu32UVFRMiQ0HyyuyOhSU1O1w7/27NlTxMTE5LhtbGys6Nmzp5AkSbi7u4vU1FQZkxqGqUxGWliY+4GCEEJERUWJ//3vf6JKlSqZDtiaNm0qlixZIho2bGhS7yO3SVPzepjS+xDC/PZ9hmfPnonBgwdri8M3s2f8t4WFhRg0aJB4+vSp0nGFEELMmjVL2NraCkmSRP369cXFixeVjpRvDx8+FBMnThQeHh45ftY9PDzEl19+KR4+fKh03BzdvHlTfPXVV8LV1TXT56h58+ZiyZIlIj4+XumIOSoMv/3mZvbs2dr93KtXL7F161YRFRUlUlJSREpKioiKihLbtm0TvXv31g6L//PPPysd2+RIQnDEADK+c+fOwdvbG0lJSbC2tkanTp3QuHFjlCpVCgAQGxuLkJAQ7Nu3DykpKbCxscHRo0d1mnTYFOQ2GWlMTIzC6QqPW7duITAwECtWrNBegiZJEpo2bQpfX1/07dtX0ZvKdXHw4EEEBARgy5YtePXqVabLvfbu3Yv27dubzM39hY057vvIyEjs3LkToaGhUKvVAF7fx+rp6YkuXbqgcuXKCif8PyqVChYWFvjyyy8xdepUvSZCNmUvXrzAnTt3kJCQAABwcHBAxYoV4eDgoHAy3aWlpWHXrl0ICAjAnj17kJaWBkmSYGNjg65du2LdunVKR8xVYfjtNxdfffUVZs+enetvYUbpMGHCBMyaNUuuaOZD2dqO3iZnz54VlStXznIW9r9nY93d3UVISIjScXViypORFmYajUZs27ZNfPjhh5ku+ypSpIjo27ev0vF0Eh8fLxYuXCjq16+f6TtRtmxZ8fXXX4urV68qHbHQ4r43jmrVqolTp04pHYPyEB0dLWbOnKntlTOnHqDC8NtvDvbv3y9atWolLCwssvTYWlhYCG9vb/H3338rHdNkseeKZKXRaLBmzRps27Yt2zOx3bp1w8CBA3Oca8EU5DYZqRACT58+NZk5c94Gjx49wrJly7Bs2TLcvn0bkiQhLS1N6Vh6CQsLQ0BAANauXYv4+HgArz9PGo1G2WB6GjlyJK5fv24S8xXpqrDse1Pg5eWFnj174ssvv1Q6Cuno8OHDCAoKQnBwsNJR9FYYfvtNXXx8PMLCwhAXFwcAKFmyJOrXr59p6PXz58/j+fPn8Pb2ViqmyWFxRaQDfSYj5Y+7csz5QAF4Paztpk2bEBAQgCNHjpjdZ6lZs2Y4c+aM2eUGzH/fmwKVSgU/Pz8EBQUpHUV2PMBUlrn/9puzZs2aISQkhCek3sDiioxuwYIFqFmzJtq3b690lHzJbjLSdu3aZZmMtGXLliyuyGAiIiJM6n4aXZhzcfUmc9z3puBtLq54gElvq8Lyu29IKqUDUOE3btw4rFmzJtt1bdu2NfmbIefMmYPY2FiUKVMG06ZNQ2RkJPbt24e+fftqCysiQ/roo4/QoUMHpWO8lbjvKb94rpqIAE4iTAo7dOgQKlWqpHQMnZjbZKRkvqKjo3Hnzh2lY7yVuO+JlFOQHmNJkhAeHm7ANET5w+KKKA8bN25EUFAQ9u3bh927d2PPnj0oWbIkBg8eDH9/f9SsWVPpiEREZADDhw/PV7uIiAgDJ3k7FeTEhqlNo0BvLxZXRHn46KOP8NFHH+Hhw4fakYkiIiIwb948zJs3D02aNMGQIUOQmJiodFQiIkUFBwfna1ABSZJM4n6lgIAASJKUr0v8eHBfcMuWLct2uRAC/v7+aNGiBYYOHSpzKiL9sLgi0pGbmxu++eYbfPPNN5kmIz19+jTOnDmj3W7//v0mORkpEZGxmft9R9bW1khNTcU333yj15QgAQEBePjwoRGTvR18fX1zXOfv74+qVavmug2RKWBxRZQPbdq0QZs2bfDs2TOsXLkSgYGBuHDhAgDgvffeg6urKwYPHgwfHx+88847Cqcl0k9+73vgwSW99957+Oqrr5SOkW+1a9dGWFgY+vbti9q1a+vcbu/evfz8k1lbsWJFvtplzFdK/4fFFcni9u3bOX5xc1sHAD4+PsaKVWDFihXDqFGjMGrUqEyTkT58+BA///wzZs+ebRKXuhDpg/c9UH6VKVMGrVq1UjpGvnl6eiIsLAznzp3Tq7giMnd+fn75+v0WQvB3/z9YXJEsjh8/juPHj2dZLklSjusy1ptycfWmBg0a4LfffsOcOXMyTUZKZG5yuu+BqLDz9PTEn3/+iXPnzun1t8fcL4ckqlChAoskA2FxRUb3tn1hbW1tMXDgQAwcOJAjSL3lzHW4/sJwT4O57ntSVufOnTFv3jy4u7vr1W7r1q1ITk42Uioi4+MUFIbD4oqM7m39wn700Ue4cOEC5914ixXkbLbSJyRCQkIQHR2Nd955Bx4eHrlue/PmTVy/fh1ubm5o1KiRTAlzZ877npRTrlw5jB07Vu92ZcqUMUIaIjJHLK6IjISTkdLBgweVjpAvcXFxaNeuHRwcHHD+/Pk8t3dycsJnn32GxMREREREoHjx4kbPmBdz3fdERGTeWFwRERmJud7Yv2rVKrx48QJz586Fi4tLntu7uLhg+vTpGDZsGFatWoVRo0bJkDJ35rrvzVl6errSEYxOo9Fg/vz52Lp1K+Li4lCuXDn0798f/v7+SkcrFNq2bZvr+r179+a4jSRJOHDggDFiEelFErwLk8gomjVrhjNnziAtLU3pKER66dixI06ePIknT57AyspKpzapqakoUaIEmjdvjr179xo5IZFxbN68GSNGjMDHH3+MGTNmZFqXnp6O999/H//880+my04lScLgwYOxfPlymdMWPiqVKt9tJUni31syCey5IiIykunTpxeo/XfffWegJPq5fPkyvLy8dC6sAMDKygpNmjTBpUuXjJhMd+a670lZBw8exOPHj9GrV68s6/7880/s378fANC1a1d07NgR9+7dw6JFi7By5UoMGDAAHTt2lDtyofL9998rHYGowNhzRWQk7LkilUpVoMERlPrs2NraolevXli1apVe7QYOHIhNmzbh1atXRkqmO3Pd96SsJk2a4OHDh3jw4EGWdQ0bNsSFCxfQr18/rF69Wrt88+bN6NWrFwYOHIiVK1fKGZeITBB7roiIjMTb2zvHA/zDhw+jdOnSqFGjhsyp8mZjY4OXL1/q3S4xMRE2NjZGSKQ/c933pKzo6GjUr18/y/K4uDicP38ekiRh4sSJmdZ99NFHqFSpEk6fPi1TysLv9u3b2Lx5M+7cuQMbGxs0aNAAvXv3RpEiRZSORpQnFldEREZy6NChHNepVCq8//77CAoKki+QjsqUKYOLFy/q3e7ixYsmMyS1ue57UlZcXBycnJyyLA8JCQHwevCW7IqvmjVr5vqZI93NmzcPX331VZbe42+//Ra7d+9G7dq1FUpGpJv83zlI9JawsLDI1+PMmTNKRyfKl+bNm+POnTs4ceKEzm2OHz+OyMhING/e3IjJiIzLwsICarU6y/Jz584BeH1pYHaKFy8OjUZj1Gxvg2PHjmHChAnQaDQoWrQoGjRogCpVqkCSJDx48AA9e/Z8K0alJPPG4oooD0KIfD+IzNHAgQMhhMDw4cPx7NmzPLePj4/H8OHDIUkS+vfvL0NCIuOoWLEizp07h5SUlEzLDxw4AEmS4OXllW27uLg4lC5dWo6IhdqiRYsghICvry8ePXqE0NBQ3Lx5E+fOnUOVKlVw+/ZtjkZKJo+XBRLlgZOR0tumffv2aNeuHQ4cOABPT0/MnTsXH374YZZ7mIQQ2L59O8aPH4/IyEi0bt2ao6WRWWvTpg0WL16MKVOm4Oeffwbw+m/A4cOHAQAffPBBtu3CwsJQuXJl2XIWVidPnkS5cuWwZMkSWFtba5fXrVsX8+fPR5cuXXDq1Cl07txZwZREuWNxRZQHTkZKb6N169bh3Xffxc2bN9GjRw8UL14cDRs2RKlSpQAAsbGxOHfuHOLj4yGEQNWqVbF+/XqFUxMVzLhx4xAYGIhffvkFa9asgYuLCy5fvgwA8PLyQqNGjbK0OXnyJNRqNXttDSAmJgadO3fOVFhlaNGiBYDXvz1EpozFFRERZVGiRAmcOXMGo0aNwtq1a/H06VPtpVEAtJe9qlQqDBgwAAsXLkTx4sUVTExUcFWrVsXq1avh5+eHqKgoREVFAQDKli2L4ODgbNssWbIEANCuXTvZchZWKSkpOf6OODo6archMmUsrojywMlI6W3l6OiIFStWYNq0adi5cydCQ0O1N/u7uLjA09MTXbp04eVQVKh89NFHaNGiBXbu3ImYmBhUqFAB3bt3h52dXbbbN2nSBA0aNEDbtm1lTkpEpoiTCBPlgZORUn6tWLEix3V+fn5o0aIFhg0bluM2Pj4+xoj1VuC+JzI/KpUq1+9mXt9dfm/JFLC4IspD69atCzQZKQfEeHsVpDCXJIlDOxcA9z2R+eH3lgoDXhZIlAdORkr5VaFChQL1elL+cd8TmR9+b6kwYHFFRGQkd+7cUTrCW4v7nsj88HtLhQEnESYiIiIiIjIAFldEREREREQGwOKKiIiIiIjIAFhcERERERERGQCLKyIiIiIiIgPgaIFEechtMlIAuH37dq7bcFJDIiIiorcDJxEmygMnNSQiIiIiXbDniigPnNSQiIiIiHTBnisiIiIiIiID4IAWREREREREBsDiioiIiIiIyABYXBERERERERkAiysiIiIiIiIDYHFFRERERERkACyuiIiIiIiIDIDFFRERERERkQGwuCIiIiIiIjIAFldEREREREQGwOKKiIiIiIjIAFhcERERERERGQCLKyIiIiIiIgNgcUVERERERGQALK6IiIiIiIgMgMUVERERERGRAbC4IiIixTx+/BhffvklqlevjiJFiqB06dLo0KEDtmzZAgBYvnw5JEmCJEm4c+dOts/x6tUrLFq0CO3atUOZMmVgbW2NUqVKoX379ggMDIRGo8nx9StVqgRJkuDn5wcAuHHjBj7++GNUqlQJNjY2KF26NHr06IFTp07p9H5u376Nzz//HHXq1EGxYsVQpEgRVK5cGX5+fggNDdVr3xARkfmRhBBC6RBERPT2uXTpEjp06ICYmJhs1w8fPhzNmjXDkCFDAACRkZGoVKlSpm0uXLiAbt264e7duzm+TuPGjbFjxw6ULl06y7pKlSrh7t278PX1Rbdu3TBo0CAkJiZm2c7CwgKrV69G3759c3ydX375BZMnT0Zqamq26yVJwrfffovp06fn+BxERGTeWFwREZHs4uPjUatWLTx8+BAAMHjwYAwYMAAuLi64ffs25s+fj5MnT8LLywunT58GkLW4un37Nho1aoRnz57B0dERI0eORJMmTVC+fHk8fvwY27dvx5IlS6DRaODl5YWjR4/CysoqU46M4qphw4a4evUqXF1dMX78eDRq1AhCCOzbtw8//fQTXr16BUdHR9y+fRsuLi5Z3s/s2bPx5ZdfAgDq1q2LTz/9FB4eHihevDhu3LiBRYsW4eTJkwCA+fPnY8yYMcbYrUREpDRBREQks3HjxgkAAoD49ddfs6zXaDSiW7du2m0AiMjIyEzbNG/eXAAQDRo0EGq1OtvX2bNnj1CpVAKAWLp0aZb1FStW1D6/p6enePbsWZZtVq1apd1m7ty5WdZfuXJFWFlZCQDi+++/F+np6Vm2SUtLE4MGDRIAhL29vXjy5ElOu4aIiMwY77kiIiJZJScnY/ny5QBeX7I3duzYLNtYWFhgyZIlsLW1zfY5jh49ihMnTgAAgoODUbJkyWy3e++999CrVy8A0L5mToKCguDo6Jhl+YABA+Dm5qZ93f+aM2cOUlNT0ahRI3z//feQJCnLNiqVCgsXLoSNjQ1evHiBjRs35pqFiIjME4srIiKSVWhoKOLj4wEAgwYNynG70qVLo1OnTtmu2759OwCgevXqqFOnTq6v5+3tDQAICQnJcXCLOnXqoG7dutmukyQJDRo0AABERERkWb9jxw4AQM+ePbMtrDIUL15cmzXjEkEiIipcWFwREZGsLl++rP23p6dnrts2atQo2+UZI+/duHFDO5pgTo9Ro0YBAFJTU/HkyZNsn69GjRq55nB2dgYAJCQkZFp+9+5dqNVqAMCkSZPyzJKR+9GjR7m+HhERmScWV0REJKunT59q/53d4BBvyml9bGxsvl47u5EAAaBo0aK5tlOpXv+5TEtLM2oOIiIyb5ZKByAiItJXRpFTr149rFq1Sud2ZcuWNUoOAPjuu+/Qu3dvndrZ2dkZNAcREZkGFldERCQrJycn7b/VajWqVauW47YZl9z9V4kSJQAAL168QO3atQ0bUA8ZOQDAyspK0SxERKQ8XhZIRESyqlWrlvbfZ8+ezXXbjHuU/uvNASaUvH+pcuXKKFasGADg+PHjiuUgIiLTwOKKiIhk1ahRI21BktslfTExMdi3b1+267p27QoAEEJg/vz5hg+pIwsLC3Tu3BkA8Pfff+PatWuKZSEiIuWxuCIiIlnZ2trCx8cHwOvh0bMrjtLT0/HJJ5/g1atX2T5Hx44d0aRJEwDA7NmzsWHDhlxf89KlS9oh0w1t0qRJsLCwQHp6Onr16oUHDx7kuG1aWhpWr16d6zZERGS+WFwREZHspk6dijJlygAAxo0bBx8fH+zbtw/nzp3Dhg0b0LJlS2zbtk1bQAHIMofUmjVr4OzsjLS0NPTt2xddu3bF6tWrcebMGZw9exZ79uzBzJkz0axZM9StWxeHDx82ynupU6cOfvnlFwDA1atXUbt2bXz55ZfYu3cvwsLCcPLkSaxduxZjxoxB+fLlMWjQIO08X0REVLhwQAsiIpKds7Mz9u7diw4dOkCtVmPlypVYuXJlpm38/PzQsmVLnDlzBsDrHq83ValSBSdPnkTPnj1x+fJl7NixI9feKUdHR8O/kf9v3LhxsLOzw7hx4/Ds2TPMnj0bs2fPznZba2vrLO+FiIgKB/ZcERGRIurVq4erV69i/Pjx8PDwgI2NDUqWLIk2bdpgzZo1WLZsGZ4/f67dPuM+rTdVq1YN58+fx5o1a9CzZ09UqFABRYoUgbW1NVxdXdG6dWt8++23OHv2LL777jujvp+PP/4YERERmDZtGt59912ULFkSlpaWsLOzQ7Vq1dCzZ0/88ccfiIqKQtWqVY2ahYiIlCEJIYTSIYiIiLIzbNgwBAYGoly5crh//77ScYiIiHLFnisiIjJJSUlJ2LZtGwCgadOmCqchIiLKG4srIiJSRHh4OHK6eCItLQ2ffvop4uLiAAC+vr5yRiMiIsoXXhZIRESK8PPzw5kzZ9CvXz94eXmhVKlSSEpKwsWLF/Hnn3/i3LlzAID27dvj77//zjJaIBERkanhaIFERKSYa9eu4fvvv89x/bvvvot169axsCIiIrPAnisiIlLEjRs3sGnTJvzzzz+4c+cO1Go1UlNTUaJECTRq1Ah9+/ZFv379oFLxCnYiIjIPLK6IiIiIiIgMgKcDiYiIiIiIDIDFFRERERERkQGwuCIiIiIiIjIAFldEREREREQGwOKKiIiIiIjIAFhcERERERERGQCLKyIiIiIiIgNgcUVERERERGQALK6IiIiIiIgMgMUVERERERGRAbC4IiIiIiIiMgAWV0RERERERAbA4oqIiIiIiMgAWFwREREREREZAIsrIiIiIiIiA2BxRUREREREZAAsroiIiIiIiAyAxRUREREREZEB/D/lT6+N+PhOAQAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -872,11 +904,11 @@ "df_class = attributions_class.head(n_plot)\n", "ci = 1.96 * df_class[\"attribution_std\"] / np.sqrt(df_class[\"cells\"])\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 2), dpi=200)\n", - "sns.barplot(ax=ax, data=df_class, x=\"gene\", y=\"attribution_mean\", hue=\"gene\", dodge=False)\n", + "sns.barplot(ax=ax, data=df_class, x=\"marker\", y=\"attribution_mean\", hue=\"marker\", dodge=False)\n", "ax.set_yticks([])\n", "plt.tick_params(axis=\"x\", which=\"major\", labelsize=8, labelrotation=90)\n", "ax.errorbar(\n", - " df_class[\"gene\"].values,\n", + " df_class[\"marker\"].values,\n", " df_class[\"attribution_mean\"].values,\n", " yerr=ci,\n", " ecolor=\"black\",\n", @@ -897,170 +929,170 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/979630081.py:14: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/979630081.py:16: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/979630081.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_2353436/2477347206.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -1070,7 +1102,7 @@ }, { "data": { - "image/png": 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" ] @@ -1106,7 +1138,7 @@ "\n", " sns.barplot(\n", " x=\"attribution_mean\",\n", - " y=\"gene\",\n", + " y=\"marker\",\n", " hue=\"contribution\",\n", " palette=[\"blue\", \"red\"],\n", " data=avg,\n", @@ -1130,12 +1162,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1148,7 +1180,7 @@ "top_n = 20\n", "# Pivot the data so that each group becomes a column for stacking\n", "pivot_df = attributions_class_pos_agg.pivot_table(\n", - " index=\"gene\", columns=\"class\", values=\"attribution_mean\", aggfunc=\"sum\"\n", + " index=\"marker\", columns=\"class\", values=\"attribution_mean\", aggfunc=\"sum\"\n", ")\n", "\n", "# Sort by the total sum of each feature (sum across all groups)\n", @@ -1163,8 +1195,8 @@ "\n", "# Add labels and title\n", "ax.set_xlabel(\"IG Contribution Value\")\n", - "ax.set_ylabel(\"Gene\")\n", - "ax.set_title(\"Top 10 Stacked IG Contributions by Cell Type per Gene\")\n", + "ax.set_ylabel(\"marker\")\n", + "ax.set_title(\"Top \" + str(top_n) + \" Stacked IG Contributions by Cell Type per marker\")\n", "\n", "# Display the plot\n", "plt.tight_layout()\n", @@ -1189,9 +1221,21 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'FastSHAP' from 'scvi.utils' (/home/access/.conda/envs/scvi/lib/python3.12/site-packages/scvi/utils/__init__.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[24], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnn\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnn\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscvi\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FastSHAP, Surrogate\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscvi\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfastshap\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m KLDivLoss, MaskLayer1d\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'FastSHAP' from 'scvi.utils' (/home/access/.conda/envs/scvi/lib/python3.12/site-packages/scvi/utils/__init__.py)" + ] + } + ], "source": [ "import torch.nn as nn\n", "from scvi.utils import FastSHAP, Surrogate\n", @@ -1200,7 +1244,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1240,7 +1284,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1257,293 +1301,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "----- Epoch = 1 -----\n", - "Val loss = 5.208660\n", - "\n", - "New best epoch, loss = 5.208660\n", - "\n", - "----- Epoch = 2 -----\n", - "Val loss = 1.557097\n", - "\n", - "New best epoch, loss = 1.557097\n", - "\n", - "----- Epoch = 3 -----\n", - "Val loss = 0.361534\n", - "\n", - "New best epoch, loss = 0.361534\n", - "\n", - "----- Epoch = 4 -----\n", - "Val loss = 0.076193\n", - "\n", - "New best epoch, loss = 0.076193\n", - "\n", - "----- Epoch = 5 -----\n", - "Val loss = 0.025957\n", - "\n", - "New best epoch, loss = 0.025957\n", - "\n", - "----- Epoch = 6 -----\n", - "Val loss = 0.017574\n", - "\n", - "New best epoch, loss = 0.017574\n", - "\n", - "----- Epoch = 7 -----\n", - "Val loss = 0.015273\n", - "\n", - "New best epoch, loss = 0.015273\n", - "\n", - "----- Epoch = 8 -----\n", - "Val loss = 0.014053\n", - "\n", - "New best epoch, loss = 0.014053\n", - "\n", - "----- Epoch = 9 -----\n", - "Val loss = 0.013188\n", - "\n", - "New best epoch, loss = 0.013188\n", - "\n", - "----- Epoch = 10 -----\n", - "Val loss = 0.012649\n", - "\n", - "New best epoch, loss = 0.012649\n", - "\n", - "----- Epoch = 11 -----\n", - "Val loss = 0.012275\n", - "\n", - "New best epoch, loss = 0.012275\n", - "\n", - "----- Epoch = 12 -----\n", - "Val loss = 0.012005\n", - "\n", - "New best epoch, loss = 0.012005\n", - "\n", - "----- Epoch = 13 -----\n", - "Val loss = 0.011791\n", - "\n", - "New best epoch, loss = 0.011791\n", - "\n", - "----- Epoch = 14 -----\n", - "Val loss = 0.011636\n", - "\n", - "New best epoch, loss = 0.011636\n", - "\n", - "----- Epoch = 15 -----\n", - "Val loss = 0.011542\n", - "\n", - "New best epoch, loss = 0.011542\n", - "\n", - "----- Epoch = 16 -----\n", - "Val loss = 0.011452\n", - "\n", - "New best epoch, loss = 0.011452\n", - "\n", - "----- Epoch = 17 -----\n", - "Val loss = 0.011388\n", - "\n", - "New best epoch, loss = 0.011388\n", - "\n", - "----- Epoch = 18 -----\n", - "Val loss = 0.011344\n", - "\n", - "New best epoch, loss = 0.011344\n", - "\n", - "----- Epoch = 19 -----\n", - "Val loss = 0.011303\n", - "\n", - "New best epoch, loss = 0.011303\n", - "\n", - "----- Epoch = 20 -----\n", - "Val loss = 0.011292\n", - "\n", - "New best epoch, loss = 0.011292\n", - "\n", - "----- Epoch = 21 -----\n", - "Val loss = 0.011278\n", - "\n", - "New best epoch, loss = 0.011278\n", - "\n", - "----- Epoch = 22 -----\n", - "Val loss = 0.011252\n", - "\n", - "New best epoch, loss = 0.011252\n", - "\n", - "----- Epoch = 23 -----\n", - "Val loss = 0.011260\n", - "\n", - "----- Epoch = 24 -----\n", - "Val loss = 0.011253\n", - "\n", - "----- Epoch = 25 -----\n", - "Val loss = 0.011250\n", - "\n", - "New best epoch, loss = 0.011250\n", - "\n", - "----- Epoch = 26 -----\n", - "Val loss = 0.011243\n", - "\n", - "New best epoch, loss = 0.011243\n", - "\n", - "----- Epoch = 27 -----\n", - "Val loss = 0.011241\n", - "\n", - "New best epoch, loss = 0.011241\n", - "\n", - "----- Epoch = 28 -----\n", - "Val loss = 0.011233\n", - "\n", - "New best epoch, loss = 0.011233\n", - "\n", - "----- Epoch = 29 -----\n", - "Val loss = 0.011236\n", - "\n", - "----- Epoch = 30 -----\n", - "Val loss = 0.011229\n", - "\n", - "New best epoch, loss = 0.011229\n", - "\n", - "----- Epoch = 31 -----\n", - "Val loss = 0.011229\n", - "\n", - "New best epoch, loss = 0.011229\n", - "\n", - "----- Epoch = 32 -----\n", - "Val loss = 0.011239\n", - "\n", - "----- Epoch = 33 -----\n", - "Val loss = 0.011232\n", - "\n", - "----- Epoch = 34 -----\n", - "Val loss = 0.011167\n", - "\n", - "New best epoch, loss = 0.011167\n", - "\n", - "----- Epoch = 35 -----\n", - "Val loss = 0.011160\n", - "\n", - "New best epoch, loss = 0.011160\n", - "\n", - "----- Epoch = 36 -----\n", - "Val loss = 0.011163\n", - "\n", - "----- Epoch = 37 -----\n", - "Val loss = 0.011170\n", - "\n", - "----- Epoch = 38 -----\n", - "Val loss = 0.011168\n", - "\n", - "----- Epoch = 39 -----\n", - "Val loss = 0.011133\n", - "\n", - "New best epoch, loss = 0.011133\n", - "\n", - "----- Epoch = 40 -----\n", - "Val loss = 0.011129\n", - "\n", - "New best epoch, loss = 0.011129\n", - "\n", - "----- Epoch = 41 -----\n", - "Val loss = 0.011131\n", - "\n", - "----- Epoch = 42 -----\n", - "Val loss = 0.011133\n", - "\n", - "----- Epoch = 43 -----\n", - "Val loss = 0.011128\n", - "\n", - "New best epoch, loss = 0.011128\n", - "\n", - "----- Epoch = 44 -----\n", - "Val loss = 0.011136\n", - "\n", - "----- Epoch = 45 -----\n", - "Val loss = 0.011136\n", - "\n", - "----- Epoch = 46 -----\n", - "Val loss = 0.011137\n", - "\n", - "----- Epoch = 47 -----\n", - "Val loss = 0.011119\n", - "\n", - "New best epoch, loss = 0.011119\n", - "\n", - "----- Epoch = 48 -----\n", - "Val loss = 0.011114\n", - "\n", - "New best epoch, loss = 0.011114\n", - "\n", - "----- Epoch = 49 -----\n", - "Val loss = 0.011113\n", - "\n", - "New best epoch, loss = 0.011113\n", - "\n", - "----- Epoch = 50 -----\n", - "Val loss = 0.011115\n", - "\n", - "----- Epoch = 51 -----\n", - "Val loss = 0.011115\n", - "\n", - "----- Epoch = 52 -----\n", - "Val loss = 0.011108\n", - "\n", - "New best epoch, loss = 0.011108\n", - "\n", - "----- Epoch = 53 -----\n", - "Val loss = 0.011101\n", - "\n", - "New best epoch, loss = 0.011101\n", - "\n", - "----- Epoch = 54 -----\n", - "Val loss = 0.011103\n", - "\n", - "----- Epoch = 55 -----\n", - "Val loss = 0.011102\n", - "\n", - "----- Epoch = 56 -----\n", - "Val loss = 0.011101\n", - "\n", - "New best epoch, loss = 0.011101\n", - "\n", - "----- Epoch = 57 -----\n", - "Val loss = 0.011100\n", - "\n", - "New best epoch, loss = 0.011100\n", - "\n", - "----- Epoch = 58 -----\n", - "Val loss = 0.011099\n", - "\n", - "New best epoch, loss = 0.011099\n", - "\n", - "----- Epoch = 59 -----\n", - "Val loss = 0.011098\n", - "\n", - "New best epoch, loss = 0.011098\n", - "\n", - "----- Epoch = 60 -----\n", - "Val loss = 0.011100\n", - "\n", - "----- Epoch = 61 -----\n", - "Val loss = 0.011100\n", - "\n", - "----- Epoch = 62 -----\n", - "Val loss = 0.011100\n", - "\n", - "----- Epoch = 63 -----\n", - "Val loss = 0.011099\n", - "\n", - "----- Epoch = 64 -----\n", - "Val loss = 0.011100\n", - "\n", - "Stopping early at epoch = 63\n" - ] - } - ], + "outputs": [], "source": [ "# Set up FastSHAP object\n", "fastshap = FastSHAP(explainer, surrogate, normalization=\"additive\", link=nn.Softmax(dim=-1))\n", @@ -1568,188 +1328,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n", - "/tmp/ipykernel_1489080/3161957804.py:15: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " positive[\"contribution\"] = \"positive\"\n", - "/tmp/ipykernel_1489080/3161957804.py:17: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " negative[\"contribution\"] = \"negative\"\n", - "/tmp/ipykernel_1489080/3161957804.py:23: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " attributions_class_pos[\"class\"] = ct\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "classes = adata.obs.str_labels.cat.categories\n", "features = adata.var_names\n", @@ -1763,7 +1344,7 @@ " for ind in np.where(adata.obs.str_labels == ct)[0].tolist():\n", " sum_shap_per_class += fastshap.shap_values(np.array([adata.X[ind].toarray()]))[0][:, 0]\n", " attributions_class = pd.DataFrame(\n", - " {\"gene\": features, \"mean_shap\": sum_shap_per_class / num_features, \"class\": ct}\n", + " {\"marker\": features, \"mean_shap\": sum_shap_per_class / num_features, \"class\": ct}\n", " ).sort_values(\"mean_shap\", ascending=False)\n", "\n", " positive = attributions_class.head(top_n)\n", @@ -1780,7 +1361,7 @@ "\n", " sns.barplot(\n", " x=\"mean_shap\",\n", - " y=\"gene\",\n", + " y=\"marker\",\n", " hue=\"contribution\",\n", " palette=[\"blue\", \"red\"],\n", " data=avg,\n", @@ -1797,25 +1378,14 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "top_n = 20\n", "# Pivot the data so that each group becomes a column for stacking\n", "pivot_df = attributions_class_pos_agg.pivot_table(\n", - " index=\"gene\", columns=\"class\", values=\"mean_shap\", aggfunc=\"sum\"\n", + " index=\"marker\", columns=\"class\", values=\"mean_shap\", aggfunc=\"sum\"\n", ")\n", "\n", "# Sort by the total sum of each feature (sum across all groups)\n", @@ -1830,8 +1400,8 @@ "\n", "# Add labels and title\n", "ax.set_xlabel(\"SHAP Contribution Value\")\n", - "ax.set_ylabel(\"Gene\")\n", - "ax.set_title(\"Top 10 Stacked SHAP Contributions by Cell Type per Gene\")\n", + "ax.set_ylabel(\"marker\")\n", + "ax.set_title(\"Top \" + str(top_n) + \" Stacked SHAP Contributions by Cell Type per marker\")\n", "\n", "# Display the plot\n", "plt.tight_layout()\n", @@ -1849,7 +1419,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And we can see some overlapping genes from the 2 methods for this specific group of cells" + "And we can see some overlapping genes from the 2 methods for this specific group of cells.\n", + "\n", + "Lets try to run the previous version of SHAP as well, but we will do it for the best features that got out of the IG methods, in order ot save time" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "shap_values = model.shap_predict(\n", + " shap_args={\"nsamples\": 100},\n", + " indices=[1, 2, 3],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "shap_top_features = model.get_ranked_genes(attrs=shap_values[:, :, 1]).head(5)" ] }, { From 2d0e6917525bb296c246eead406389bbaac54c74 Mon Sep 17 00:00:00 2001 From: Ori Kronfeld Date: Mon, 24 Mar 2025 08:44:09 +0200 Subject: [PATCH 2/2] updated tuto --- use_cases/interpretability.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/use_cases/interpretability.ipynb b/use_cases/interpretability.ipynb index c9b10810..9116991e 100644 --- a/use_cases/interpretability.ipynb +++ b/use_cases/interpretability.ipynb @@ -677,7 +677,7 @@ "outputs": [], "source": [ "predictions_class, attributions_class = model.predict(\n", - " indices=np.where(adata.obs.str_labels == \"CD4 T cells\")[0].tolist(),\n", + " indices=np.where(predictions == \"CD4 T cells\")[0].tolist(),\n", " ig_interpretability=True,\n", ")" ] @@ -1121,7 +1121,7 @@ "fig, ax = plt.subplots(nrows, n_cols, sharex=False, figsize=(20, 20))\n", "for idx, ct in enumerate(classes):\n", " _, attributions_class = model.predict(\n", - " indices=np.where(adata.obs.str_labels == ct)[0].tolist(),\n", + " indices=np.where(predictions == ct)[0].tolist(),\n", " ig_interpretability=True,\n", " )\n", " positive = attributions_class.head(top_n)\n", @@ -1341,7 +1341,7 @@ "fig, ax = plt.subplots(nrows, n_cols, sharex=False, figsize=(20, 20))\n", "for idx, ct in enumerate(classes):\n", " sum_shap_per_class = [0] * num_features\n", - " for ind in np.where(adata.obs.str_labels == ct)[0].tolist():\n", + " for ind in np.where(predictions == ct)[0].tolist():\n", " sum_shap_per_class += fastshap.shap_values(np.array([adata.X[ind].toarray()]))[0][:, 0]\n", " attributions_class = pd.DataFrame(\n", " {\"marker\": features, \"mean_shap\": sum_shap_per_class / num_features, \"class\": ct}\n",