diff --git a/docs/tutorials/basic/Tutorial-III-Functional-Workflow.ipynb b/docs/tutorials/basic/Tutorial-III-Functional-Workflow.ipynb index 5f29157a6..f1f5b54d7 100644 --- a/docs/tutorials/basic/Tutorial-III-Functional-Workflow.ipynb +++ b/docs/tutorials/basic/Tutorial-III-Functional-Workflow.ipynb @@ -42,17 +42,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "[notice] A new release of pip is available: 23.2 -> 23.3.1\n", - "[notice] To update, run: python.exe -m pip install --upgrade pip\n" - ] - } - ], + "outputs": [], "source": [ "#### Installation ####\n", "!pip install -q \"autora[theorist-bms]\"\n", @@ -79,14 +69,14 @@ " \"\"\"\n", " \n", " #Determine labels and variables\n", - " model_label = f\"Model: {s.model}\" if hasattr(s.model,'repr') else \"Model\"\n", + " model_label = f\"Model: {s.models[-1]}\" if hasattr(s.models[-1],'repr') else \"Model\"\n", " experiment_data = s.experiment_data.sort_values(by=[\"x\"])\n", " ground_x = np.linspace(s.variables.independent_variables[0].value_range[0],s.variables.independent_variables[0].value_range[1],100)\n", " \n", " #Determine predicted ground truth\n", " equation = sp.simplify(expr)\n", " ground_predicted_y = [equation.evalf(subs={'x':x}) for x in ground_x]\n", - " model_predicted_y = s.model.predict(ground_x.reshape(-1, 1))\n", + " model_predicted_y = s.models[-1].predict(ground_x.reshape(-1, 1))\n", "\n", " #Plot the data and models\n", " f = plt.figure(figsize=(4,3))\n", @@ -315,7 +305,6 @@ "metadata": {}, "outputs": [], "source": [ - "\n", "import sympy as sp\n", "from autora.experiment_runner.synthetic.abstract.equation import equation_experiment\n", "from autora.state import on_state\n", @@ -482,23 +471,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:autora.theorist.bms.regressor:BMS fitting started\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1mPrevious Model:\u001b[0m\n", - "None\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 100/100 [00:04<00:00, 23.04it/s]\n", + "INFO:autora.theorist.bms.regressor:BMS fitting started\n", + "100%|██████████| 100/100 [00:02<00:00, 36.21it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -513,7 +487,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -523,13 +497,10 @@ } ], "source": [ - "print(\"\\033[1mPrevious Model:\\033[0m\")\n", - "print(f\"{s.model}\\n\")\n", - "\n", "s = theorist(s)\n", "\n", "print(\"\\n\\033[1mUpdated Model:\\033[0m\")\n", - "print(s.model)\n", + "print(s.models[-1])\n", "\n", "plot_from_state(s,'sin(x)')" ] @@ -553,7 +524,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:04<00:00, 21.71it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 34.96it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -601,7 +572,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -645,7 +616,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:04<00:00, 22.56it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 41.65it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -660,7 +631,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -673,7 +644,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:03<00:00, 25.29it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 39.09it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -688,7 +659,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -701,7 +672,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:04<00:00, 21.02it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 40.13it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -716,7 +687,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -749,7 +720,7 @@ " \n", " #Report metrics\n", " print(f\"\\n\\033[1mRunning Cycle {cycle+1}:\\033[0m\")\n", - " print(f\"\\033[1mCycle {cycle+1} model: {s.model}\\033[0m\")\n", + " print(f\"\\033[1mCycle {cycle+1} model: {s.models[-1]}\\033[0m\")\n", " plot_from_state(s,'sin(x)')" ] }, @@ -772,7 +743,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:04<00:00, 24.72it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 38.38it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -787,7 +758,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -800,7 +771,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:03<00:00, 25.11it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 35.11it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -815,7 +786,7 @@ }, { "data": { - "image/png": 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", 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ImyNhXwuKZ95cy72GfwN/xncbj06rU7ssUYtaeLQwtUXefmm72TN0DEaFfeeu87/YRPadu47BKG8Wwrqk62UNKYrCihMrTDNvpvSYgruTu9plCQsI9Q1laPBQVsetZvXJ1TR3b16lazKbTyQzY2NcibWI/b1ciI4KJjLE35IlC2EiZ/Y19FPCT+y4tAMtWsZ1G0cz92ZqlyQsaEDrAdzX4j6MGFl4ZCHJWckV7r/5RDKj1xwpteh8Snoeo9ccYfOJip8vRG2RsK+B41ePs+rkKgCe7vg0ob6h6hYkLE6j0fBcp+do592ObH027xx6p9weOgajwoyNcZQ1YFO8bcbGOBnSEVYhYV9NV7KvsPDIQowYuaf5PTzS5hG1SxJWUtw0zcfFh8SsRN6Pfb/MdWxjzqeVOqO/lQIkp+cRcz7NgtUKUUTCvhpyC3N559A7ZOmzCPIK4l+d/4VGU9aS4qK+aujSkElhk0wLl3/z+zel9knNLD/oq7OfEDUhYW8mRVFYGruUS5mX8Hb2ZmLYROl5Y6eCvIve6AHWnVnHgeQDJb7v6+FSpdep6n5C1ISEvZnWn13PgZQDOGgcmNB9Ao1cG6ldklDRvS3uZUDrAQB8EPsBFzMumr4X3toHfy8XyvvMp6FoVk54ax/LFyrsns2F/ZIlS2jVqhUuLi707NmTmJgYqx378JXDfBX/FQAjOo2QZQUFAEM7DqVT407kGfKKhvcKsgDQaTVERwUDlAr84sfRUcHotDIEKCzPpsL+q6++YsKECURHR3PkyBG6dOlC//79SU1NtfixE7MSWXx0MQoKD7Z8kAcCH7D4MYVt0Gl1jOs2Dl9XX1JzUkssehIZ4s/Sod3w8yo5VOPn5cLSod1knr2wGo1iQ/d99+zZkx49evD++0X9Z4xGIwEBAbz44ou8+uqrlT4/IyMDLy8v0tPT8fT0rPJxc/Q5TNs9jaTsJDr6dGTaXdNw1DpW++cQ9dOFjAu8tuc18g35RLWJYmjwUNP3DEaFmPNppGbm4etRNHQjZ/TiVoqiVGuiR1VzzWbO7AsKCjh8+DD9+vUzbdNqtfTr1499+/aV+Zz8/HwyMjJKfJnLqBhZfHQxSdlJ+Lj48HL3lyXobZgl2xa09GzJ6C6jAdj4x0b2JO4xfU+n1RAR1IhHQ5sTEdRIgl6UkKPPYca+GZy8ftJix7CZdgnXrl3DYDDQtGnTEtubNm3K6dOny3zO7NmzmTFjRo2OuydxD0dSj+CodWRS2CRZhMSGWaNtQUSzCBIyElh/dj3Lji2jmXszWnu1rpXXthT51KEuo2JkSewSTqWdYmnsUhbctwBHXe2fUNpM2FfH1KlTmTBhgulxRkYGAQEBZr1G7+a9uZJzBV83X4K8g2q7RGElxW0Lbj+PL25bUJvj54M6DCIhPYHYq7HMOzSPWXfPqrMnCdK3R33rzqzj0JVDOGgdGN9tvEWCHmxoGKdx48bodDquXLlSYvuVK1fw8/Mr8znOzs54enqW+DKXVqPlifZPcG+Le6tVt1CftdsWaDVaXur2Ev4N/LmWe40FhxdQaCysldeuTdK3R30HUw6absh7LuQ52jZsa7Fj2UzYOzk50b17d7Zt22baZjQa2bZtGxERESpWJuo6NdoWNHBswMSwibjoXDiVdorP4j6rtdeuDdK3R32XMi/x/tGiySaRrSLpG9jXosezmbAHmDBhAh999BGrVq3i1KlTjB49muzsbJ599lm1SxN1mFptCwI8AhjbdSwAmxM2s/3i9lp9/ZqQvj3qyirIYt7BeeQZ8ujo05Fngp+x+DFtasx+0KBBXL16lddff52UlBRCQ0PZvHlzqYu2QtxKzbYFPfx68ET7J/jm929YcWIFzT2a075h+1o/jrmkb496imf4peSk0MS1CS93fxkHreWj2KbO7AHGjh3LhQsXyM/P58CBA/Ts2VPtkkQdp3bbgr+3+zs9mvag0FjIu4feJS1P/bNl6dujni9Pf0ns1VictE5WneFnc2EvhLnUblug1WgZ03UMLdxbcCP/BvMPzUdvUHfR8u4tG1LZj6vVFO0nas/uxN1sOLcBgNFdRtPKq5XVji1hL+yC2m0LXB1cmdxjMu6O7py9eZYVx1eoumj54Qs3qOzaq1Ep2k/UjnM3z7Hs2DIAHg16lF7Ne1n1+DY1Zi9ETUSG+PNgsJ9qNxD5NfBjXLdxzD4wmx2XdxDoGcjANgOtcuzbyZi9dd3Mu8m8Q/PQG/V08+3GP+74h9VrkDN7YVfUblvQuUlnU8+cNXFrOHb1mFWPX0zG7K1Hb9Az//B80vLSaO7enBe7vohWY/3olbAXwsoGtB7AfQFFi5a/d+S9ShcttwS1L1rbC0VRWHF8Bb/f+B03Bzcmh03GzdFNlVok7IWwMo1Gw3Mhz9G+YXuy9dnMPTiXbH22VWtQ+6K1vfj+/PfsuLwDLVrGdx+Pv7t6LShsqsVxTVWrxbGiQKGMW4radzP/JlP3TictP43OjTrxavcJ6LQ6q9bwc1wKs74/RXJGvmmbv6cz/x7YkYeCy25DIqom9upvvH34XYwYGXbHEAa06l+1Jzq4gBmtjquaaxL2ldHnwieRli1M2K3zGgPRjtnko/CwwYnhBler16AA2fmFFBoVHLQaGjg7lDu8I6rmksbAa47Z5KLQ1+DE/xlc0FT1X3XEZnCs+u9BvetnL0R91FrRMaaw6A/7R10BW7UFVq9BA7g7O+Dt6oi7BH2NZWBkrkMOuSh0NDow0pygtyCZelkZB5eid1ohLKQnMOjc//jqzDo+0eho2n0SnRrfqXZZohr0Bj3vHppL6o14fF2bMCFiOo5OHua9iINlZkBJ2FdGozHrI5UQ1fG3DoNIzL3K7sTdvHtsCW/d/RbN3ZurXZYwg6IofHTyU07dPIOrYwOm9JyKZwNftcsykWEcIeoAjUbDqM6jaN+wPTmFOcyJmUNGgfnLaAr1rD+7np2XdxbNvOk2ngAP8xZKsjQJeyHqCEdd0dKXvq6+pOak8s7Bd1TvoSOqZm/iXtbGrwXg2ZBnCfUNVbegMkjYW5ElF7sW9YOXsxevhL9CA8cG/H7jd5bELsGoGNUuS1QgPi2eD459AMDA1gN5qNVDKldUNhmztxJZ69O2qLkIdwuPFkzsPpFZB2axL3kfTU43YUjHIVY5tjBPUlYScw/ORW/UE9Y0zNQKoy6SefZWUN5i18XRYY2ui6Lq6sob867Lu1gSuwSAkSEj6+wZo71Kz0/nP7v/Q2puKm292/J6xOs465ytXofMs68jZK1P21KXFuG+t8W9PNX+KQA+PfEpB1MOWu3YomJ5hXm8HfM2qbmp+Lr5MqXHFFWC3hwS9hYma33ajrr4xvx4u8d5IPABU9O0+LR4qx1blK3QWMiCwws4l34OD0cP/h3+b6utNlUTEvYWJn3DbUddfGPWaDSMDBlJN99u6I165h6cy6XMS1Y7vijJqBhZdmyZaVnBKeFTVG1uZg4JewuTvuG2o66+Meu0OsZ1G0db77Zk6bOYdWAWV3OuWrWG+qA2ZsN9efpLfk38FS1aJoRNqBOLx1eVzMaxsOK+4SnpeWUOD2goWhpP+oarry6/Mbs4uPBq+KtE740mMSuRmQdmMqPXDJsYPqgLauOi+/qz6/9aPzZ0NF19u1qkVkuRM3sLk77htqOuL+jh4eTBtJ7TaOzamOTsZGYdmEWOPkeVWmxJbVx033JhC1+e/hKAoR2Hcm+Ley1SqyVJ2FuB2otdi6qxhTfmRq6N+E/P/+Dp5ElCRgKzY2aTW5irWj11XW1cdN+duJuPj38MwONtHycqKKr2C7UCmWdvRWreqCOqrq7Ms69IQnoCb+x/g2x9NiGNQngl/BWcdE5ql1Xn7Dt3ncEf7a90vy+fv4uIoEalth9IPsDCwwsxYqR/q/48e+ezaMxYWMQaqpprMmZvRcWLXYu6LTLEnweD/er0G3Mrr1ZMDZ/KW/vf4sT1E8w/NJ9JYZNw1DmqXVqdUpOL7odSDvHekfcwYqRPiz4Mv3N4nQt6c8gwjhBlKH5jfjS0ORFBjepU0Bdr17Bd0Rm91onYq7HMPzxfGqfdproX3Y+mHmXB4QUYFAO9m/VmVJdRaDW2HZdmVz9s2DB27dpliVqEEGYKbhRsCvyjqUcl8G9TnYvuh1IOMe/QPAqVQu7yv4sxoWNsPuihGmGfnp5Ov379aNeuHbNmzSIxMdESddkc6Wgp1BLSOKRE4M87NI8Cg/WXN6yLzL3ofiD5AO8efpdCYyE9/XryYtcXrb4IvKVU6wLt1atX+eyzz1i1ahVxcXH069ePkSNH8uijj+LoWHfHDC11gdYWLuiJ+u/EtRPMPTiXfEM+HX068kr4K7g6yCprULW/0b2Je1l8dDFGjPRu1psxoWNsIuirmms1no1z5MgRPv30U1asWIG7uztDhw7lhRdeoF27djV5WYuwRNhLR0tRl5xOO82cmDnkFubS1rstU8On4u7krnZZdUJFs+G2XNjCx8c/RkHhnub38ELoCzYzdGOVrpfJycls2bKFLVu2oNPpGDBgAMePHyc4OJgFCxbU5KVtQl1snCXs2x0+d/D6Xa/j7ujO2Ztnid4bzbXca2qXVSeUddFdURS+O/MdK46vQEHhwZYP2lTQm8Psn0iv17Nu3ToeeeQRWrZsyX//+1/Gjx9PUlISq1atYuvWrXz99de88cYblqi3TqmLjbOEaOPdhum9puPj4sPlrMu8tuc1aZ5WBqNiZOXJlablBB9v+zgjQ0bWy6CHasyz9/f3x2g0MnjwYGJiYggNDS21T9++ffH29q6F8uq2uto4S4gAjwDe7P0msw7MIjErkei90UwKm0Rwo2C1S6sT8grzWHR0EYevHAbgn8H/ZGCbgSpXZVlmv4UtWLCApKQklixZUmbQA3h7e3P+/Pma1lbn1eXGWUI0dm3MjF4zaN+wPdn6bGbun8n2i9vVLkt1N/Ju8Ma+Nzh85TCOWkfGdxtf74MeqhH2zzzzDC4uEl5Q9xtnCeHh5MFrd71GhH8EhUohy35bxuenPrfbRczP3TzH1N1TTQuPvHbXa0Q0i1C7LKuon4NTVmILjbOEcNI58VK3l/h7u78DsOHcBmYfmE1mQabKlVnXrsu7iN4bzY28GzR3b85bd79FB58OapdlNdIIrRbIPHthK/Ym7mXZb8vIN+TTxLUJE7pPoI13G7XLsii9Qc+quFVsubAFgO5NuzM2dCxujm4qV1Y7rDbP3pZYsuuldLQUtuJixkXmHZrHlZwrOGgdGHLHEB5u/bBNN/kqT0p2Cu8efpcLGRfQoOHxdo/zRPsn6tWMGwn7Mqjd4liIuiJbn80HsR9w6MohAEKbhPJC6Av1ZuUrRVHYfmk7q06uIs+Qh4eTB2NDxxLqG6p2abVOwr4MEvZC/EVRFH6+8DOfxX2G3qjH08mTZ0OeJcI/wqbP8tPz01n+23LTtMqOPh15seuLNHKtn+3FJezLIGEvRGmXMi6x6OgiLmZeBKBH0x6M6DQCHxfbmkVmVIxsv7idL05/QZY+CwetA4M6DOKRNo/Uq2Gb20nYl0HCXoiy6Y161p9dz3dnvsOgGHDRufBE+yeIbB2Jo7buNjcslpCewCcnPiH+RjwArTxbMSZ0DIGegSpXZnkS9mWQsBeiYhcyLvDhbx9y9uZZAPwb+DOk4xDCmobVyaGd67nX+Tr+a3Ze3omCgovOhac6PEVkq0ib6FhZGyTsyyBhL0TljIqRXZd38cWpL0gvSAcgyCuIpzo8RZcmXepE6KflpfH9H9/zc8LPFBiLevdH+EcwNHgojV0bq1yddUnYl0HCXoiqy9HnsOHcBn48/yN5hqJ7SFp5tmJgm4FENItQZXjncuZlNidsZvul7RQaC4GiTp9DOw6lXcO611bdGupd2M+cOZPvv/+e2NhYnJycuHnzptmvIWEvhPnS89NZf3Y9Wy9sNZ1FN3RuyD0t7uHeFvcS4BFg0ePnFeZx+MphtlzYwqm0U6btHRp24PF2j9eZTxtqqXdhHx0djbe3N5cvX+bjjz+WsBfCyjILMtl6YSs/JfzEjfwbpu0tPVsS1jSMrr5dCfIOqpWZLzfybnDi2gkOphzkaOpR05uMFi3dmnZjYJuBdPTpaNchX6zehX2xlStXMn78eAl7IVSiN+o5euUouy7v4kjqEQyKwfQ9Nwc3gryDaOfdjgDPAPzc/GjaoCluDm5lBrPeoOdG/g1Sc1K5kHGBi5kX+T3td5Kyk0rs5+vmyz3N7+GBwAfq7Xz56qpqrpndz96W5Ofnk5+fb3qckZGhYjVC1A+OWkfC/cMJ9w8noyCDo1eOciT1CMeuHiOnMIfj145z/NrxEs/RaXS4Objh6uCKESMGo4F8Qz45hTllHkODhlZerejSpAs9/XvS2rO1nMXXUL0O+9mzZzNjxgy1yxCi3vJ08qRPQB/6BPTBYDRwMfMiZ2+e5ezNsyRlJXEl+wrpBekYFAOZ+kwy9aU7bTpqHWns2pgAjwACPAJo7dWajj4dZe3cWqbqMM6rr77K22+/XeE+p06d4o477jA9NmcYp6wz+4CAABnGEcKK8grzyNJnkavPJacwB51Gh06rw1HriLezNw0cG8hZew3YxDDOxIkTGT58eIX7tGlT/farzs7OODs7V/v5Qoiac3FwwcXBBVzVrsS+qRr2TZo0oUmTJmqWIIQQdsFmxuwvXrxIWloaFy9exGAwEBsbC0Dbtm1xd5exPSGEqIjNhP3rr7/OqlWrTI+7du0KwPbt27nvvvtUqkoIIWyDzc2zrwmZZy+EqG+qmmv1t8mzEEIIEwl7IYSwAzYzZi+EUI/BqBBzPo3UzDx8PVwIb+2DTitz422JhL0QokKbTyQzY2Mcyel5pm3+Xi5ERwUTGeKvYmXCHDKMI4Qo1+YTyYxec6RE0AOkpOcxes0RNp9IVqkyYS4JeyFEmQxGhRkb4yhrul7xthkb4zAY7WZCn02TsBdClCnmfFqpM/pbKUByeh4x59OsV5SoNgl7IUSZUjPLD/rq7CfUJWEvhCiTr4dLre4n1CVhL4QoU3hrH/y9XChvgqWGolk54a19rFmWqCYJeyFEmXRaDdFRwQClAr/4cXRUsMy3txES9kKIckWG+LN0aDf8vEoO1fh5ubB0aDeZZ29D5KYqYVfkTlDzRYb482Cwn/y72TgJe2E35E7Q6tNpNUQENVK7DFEDMowj7ILcCSrsnYS9qPfkTlAhJOyFHZA7QYWQsBd2QO4EFULCXtgBuRNUCAl7YQfkTlAhJOyFHZA7QYWQsBd2Qu4EFfZObqoSdkPuBBX2TMJe2BW5E1TYKxnGEUIIOyBhL4QQdkDCXggh7ICEvRBC2AEJeyGEsAMS9kIIYQck7IUQwg5I2AshhB2QsBdCCDsgYS+EEHZA2iWUwWAwoNfr1S5DCItxcnJCq5VzPXsiYX8LRVFISUnh5s2bapcihEVptVpat26Nk5OT2qUIK5Gwv0Vx0Pv6+uLm5oZGI90QRf1jNBpJSkoiOTmZwMBA+T23ExL2fzIYDKagb9RIuiKK+q1JkyYkJSVRWFiIo6Oj2uUIK5BBuz8Vj9G7ubmpXIkQllc8fGMwGFSuRFiLhP1t5COtsAfye25/JOyFEMIOSNiLSu3YsQONRmPWLKVWrVqxcOFCi9UkhDCPhL2NGz58OBqNhlGjRpX63pgxY9BoNAwfPtz6hdWStLQ0hgwZgqenJ97e3owcOZKsrKwK93/xxRfp0KEDrq6uBAYG8tJLL5Genm7aZ+XKlWg0mjK/UlNTrfFjCWF1Evb1QEBAAGvXriU3N9e0LS8vjy+++ILAwEAVK6u5IUOGcPLkSbZs2cKmTZvYtWsX//rXv8rdPykpiaSkJObNm8eJEydYuXIlmzdvZuTIkaZ9Bg0aRHJycomv/v3706dPH3x9fa3xYwlhdRL25VEU0Oeq86UoZpXarVs3AgIC+Pbbb03bvv32WwIDA+natWuJffPz83nppZfw9fXFxcWFu+++m4MHD5bY54cffqB9+/a4urrSt29fEhISSh1z9+7d3HPPPbi6uhIQEMBLL71Edna2WXVX5tSpU2zevJkVK1bQs2dP7r77bhYvXszatWtJSkoq8zkhISGsW7eOqKgogoKCuP/++5k5cyYbN26ksLAQAFdXV/z8/ExfOp2OX375pcQbglCfwaiw79x1/hebyL5z1zEYzfu7ECXZxDz7hIQE3nzzTX755RdSUlJo1qwZQ4cOZdq0aZa7A7AwDz6JtMxrV2bEZnB0Ne8pI0bw6aefMmTIEAA++eQTnn32WXbs2FFivylTprBu3TpWrVpFy5YtmTt3Lv379+fs2bP4+Phw6dIlHn/8ccaMGcO//vUvDh06xMSJE0u8xrlz54iMjOStt97ik08+4erVq4wdO5axY8fy6aefllnf8OHDSUhIKFVPRfbt24e3tzdhYWGmbf369UOr1XLgwAH+9re/Vel10tPT8fT0xMGh7F/31atX4+bmxhNPPFHl2oRlbT6RzIyNcSSn55m2+Xu5EB0VTGSIv4qV2S6bOLM/ffo0RqOR5cuXc/LkSRYsWMCyZcv497//rXZpdcbQoUPZvXs3Fy5c4MKFC+zZs4ehQ4eW2Cc7O5ulS5fyzjvv8PDDDxMcHMxHH32Eq6srH3/8MQBLly4lKCiI+fPn06FDB4YMGVJqzH/27NkMGTKE8ePH065dO3r16sWiRYtYvXo1eXl5lMXf39/sIaWUlJRSwyoODg74+PiQkpJSpde4du0ab775ZoVDPx9//DFPP/00rq7mvcEKy9h8IpnRa46UCHqAlPQ8Rq85wuYTySpVZtts4sw+MjKSyMi/zrLbtGlDfHw8S5cuZd68eZY5qINL0Rm2GhxczH5KkyZNGDhwICtXrkRRFAYOHEjjxo1L7HPu3Dn0ej29e/c2bXN0dCQ8PJxTp04BRUMnPXv2LPG8iIiIEo+PHTvGb7/9xueff27apigKRqOR8+fP07Fjx1L1zZ49u8L6R40axZo1a0yPK7oIW1UZGRkMHDiQ4OBgpk+fXuY++/bt49SpU3z22Wc1Pp6oOYNRYcbGOMoasFEADTBjYxwPBvuh08q9AuawibAvS3p6Oj4+PhXuk5+fT35+vulxRkZG1Q+g0Zg9lKK2ESNGMHbsWACWLFliseNkZWXxf//3f7z00kulvlfdC8JvvPEGkyZNKrHNz8+v1OyYwsJC0tLS8PPzq/D1MjMziYyMxMPDg++++67clgArVqwgNDSU7t27V6tuUbtizqeVOqO/lQIkp+cRcz6NiCDz2poYjAox59NIzczD18OF8NY+dvWGYZNhf/bsWRYvXlzpWf3s2bOZMWOGlapSX2RkJAUFBWg0Gvr371/q+0FBQTg5ObFnzx5atmwJFLWJOHjwIOPHjwegY8eObNiwocTz9u/fX+Jxt27diIuLo23btrVWu6+vb6khm4iICG7evMnhw4dNYfzLL79gNBpLffq4VUZGBv3798fZ2ZkNGzbg4lL2J6WsrCy+/vrrSj91COtJzSw/6KuzXzG5BqDymP2rr75a7nzn4q/Tp0+XeE5iYiKRkZE8+eSTPP/88xW+/tSpU0lPTzd9Xbp0yZI/jup0Oh2nTp0iLi4OnU5X6vsNGjRg9OjRTJ48mc2bNxMXF8fzzz9PTk6OaSbKqFGjOHPmDJMnTyY+Pp4vvviClStXlnidV155hb179zJ27FhiY2M5c+YM//vf/0yfKsoydepU/vnPf5r183Ts2JHIyEief/55YmJi2LNnD2PHjuUf//gHzZo1A4p+H+644w5iYmKAoqB/6KGHyM7O5uOPPyYjI4OUlBRSUlJK9YH56quvKCwsLHVtQ6jH16NqQ5hV3Q/kGkAxVc/sJ06cWOkNP23atDH9d1JSEn379qVXr158+OGHlb6+s7Mzzs7ONS3Tpnh6elb4/Tlz5mA0GnnmmWfIzMwkLCyMn376iYYNGwJFwzDr1q3j5ZdfZvHixYSHhzNr1ixGjBhheo3OnTuzc+dOpk2bxj333IOiKAQFBTFo0KByj5ucnMzFixfN/nk+//xzxo4dywMPPIBWq+Xvf/87ixYtMn1fr9cTHx9PTk4OAEeOHOHAgQMApT55nD9/nlatWpkef/zxxzz++ON4e3ubXZewjPDWPvh7uZCSnlfmuL0G8PMqGoKpCrkG8BeNopg5qVsliYmJ9O3bl+7du7NmzZoyz1wrk5GRgZeXl2kq3q3y8vI4f/48rVu3LvdjvxD1RV3+fS8+EwdKhHRxFC8d2q3KQy/7zl1n8Ef7K93vy+fvMvsaQF1RUa7dyiamXiYmJnLfffcRGBjIvHnzuHr1qumjuRCifokM8Wfp0G74eZV8E/LzcjEr6MFy1wBskU1coN2yZQtnz57l7NmztGjRosT3bOSDiRDCDJEh/jwY7Ffj2TOWuAZgq2zizH748OEoilLmlxCiftJpNUQENeLR0OZEBDWq1ph68TWA8p6poWhWTlWvAdgymwh7IYSoDp1WQ3RUMECpwC9+HB0VXO8vzoKEvRCinqvNawC2zCbG7IUQoiZq6xqALZOwF0LYheJrAPZKhnGEEMIOSNgLIYQdkLAXqpk+fTqhoaFqlwHAfffdZ2oGZynVXYT9tddeq7Af/+2WLVtGVFSU2ccR9ZuEfT2QkpLCuHHjaNu2LS4uLjRt2pTevXuzdOlSU88YWzN9+vRKm+RVx44dO9BoNNy8ebN2C66CgwcPmhXaUPT/9r333mPatGlVfs6IESM4cuQIv/76q7klinpMwt7G/fHHH3Tt2pWff/6ZWbNmcfToUfbt28eUKVPYtGkTW7duLfe5er3eipWaZ9KkSSUWBG/RogVvvPFGiW23KigoUKnSqmvSpAlubm5mPWfFihX06tXL1JK6KpycnHj66adLNIwTQsK+HIqikFeYp8qXOXcGv/DCCzg4OHDo0CGeeuopOnbsSJs2bXj00Uf5/vvvS3yc12g0LF26lP/3//4fDRo0YObMmcBfSxE6OTnRoUOHEqs2JSQkoNFoiI2NNW27efMmGo3GtJ5s8dnytm3bCAsLw83NjV69ehEfH1+i1jlz5tC0aVM8PDwYOXJkuUsYAri7u5daFNzDw8P0+B//+Adjx45l/PjxNG7cmP79+1daa0JCAn379gWgYcOGaDSaEl1XjUYjU6ZMwcfHBz8/v3JXtyqPoihMnz6dwMBAnJ2dadasWYkFXm4fxtFoNKxYsYK//e1vuLm50a5du1JrCaxdu7bE/8OrV6/i5+fHrFmzTNv27t2Lk5MT27ZtM22Liopiw4YN5ObmmvUziPpLpl6WI9+Qz7DNw1Q59qrIVbhUYWnC69evm87oGzRoUOY+tw93TJ8+nTlz5rBw4UIcHBz47rvvGDduHAsXLqRfv35s2rSJZ599lhYtWpiCsaqmTZvG/PnzadKkCaNGjWLEiBHs2bMHgK+//prp06ezZMkS7r77bj777DMWLVpUooW1uVatWsXo0aNNx6hMQEAA69at4+9//zvx8fF4enqWWHd21apVTJgwgQMHDrBv3z6GDx9O7969efDBB4HKF01ft24dCxYsYO3atdx5552kpKRw7NixCmuaMWMGc+fO5Z133mHx4sUMGTKECxcu4OPjQ1paGnFxcSUWXG/SpAmffPIJjz32GA899BAdOnTgmWeeMbWBLhYWFkZhYSEHDhzgvvvuq9K/j6jfJOxt2NmzZ1EUhQ4dOpTY3rhxY9NZ85gxY3j77bdN33v66ad59tlnTY8HDx7M8OHDeeGFFwCYMGEC+/fvZ968eWaH/cyZM+nTpw9QtDDNwIEDycvLw8XFhYULFzJy5EjTIilvvfUWW7durfDsvjLt2rVj7ty5pscJCQkV7q/T6UxLWfr6+pbqY9+5c2eio6NNr/3++++zbds2U9j7+/tjNBrLff2LFy/i5+dHv379cHR0JDAwkPDw8AprGj58OIMHDwZg1qxZLFq0iJiYGCIjI7l48SKKopgWaik2YMAAnn/+eYYMGUJYWBgNGjQotdqWm5sbXl5eXLhwocLjC/shYV8OZ50zqyJXqXbsmoiJicFoNDJkyJASa/ACJc4SoWiB8dsvGvbu3Zv33nvP7ON27tzZ9N/+/kW3oKemphIYGMipU6cYNWpUif0jIiLYvn272ccpVtvrxt5aPxT9DLeugVvZ8oVPPvkkCxcupE2bNkRGRjJgwACioqJwcCj/z+zWYzZo0ABPT0/TMYuHYMrqNz9v3jxCQkL473//y+HDh8tcpMfV1dVmL9CL2idhXw6NRlOloRQ1tW3bFo1GU2psvHho5NYhimLlDfeUR6stuqxz63WE8i7s3rqod/HwUUVnwjV1+89iTq1luX1Rco1GY1b9AQEBxMfHs3XrVrZs2cILL7zAO++8w86dO8td8LyiYzZu3BiAGzdu0KRJkxL7nTt3jqSkJIxGIwkJCXTq1KnUa6elpZV6nrBfcoHWhjVq1IgHH3yQ999/n+zs7Gq9RseOHUuNee/Zs4fg4KJOgcVhcevsl1svgJpznOLlAovdvpB5TVWlVicnJ4BS69HWFldXV6Kioli0aBE7duxg3759HD9+vFqvFRQUhKenJ3FxcSW2FxQUMHToUAYNGsSbb77Jc889V+ITCBS9GeTl5dG1a9dq/yyifpEzexv3wQcf0Lt3b8LCwpg+fTqdO3dGq9Vy8OBBTp8+XelQx+TJk3nqqafo2rUr/fr1Y+PGjXz77bemKZuurq7cddddzJkzh9atW5Oamsp//vMfs+scN24cw4cPJywsjN69e/P5559z8uTJGl2gvV1Vam3ZsiUajYZNmzYxYMAAXF1dcXd3r9LrT506lcTERFavXl3m91euXInBYKBnz564ubmxZs0aXF1dzZo2eSutVku/fv3YvXs3jz32mGn7tGnTSE9PZ9GiRbi7u/PDDz8wYsQINm3aZNrn119/pU2bNgQFBVXr2KL+kTN7GxcUFMTRo0fp168fU6dOpUuXLoSFhbF48WImTZrEm2++WeHzH3vsMd577z3mzZvHnXfeyfLly/n0009LzOD45JNPKCwspHv37owfP5633nrL7DoHDRrEa6+9xpQpU+jevTsXLlxg9OjRZr9OZSqrtXnz5syYMYNXX32Vpk2bMnbs2Cq/dmWLpnt7e/PRRx/Ru3dvOnfuzNatW9m4cSONGlW/+dZzzz3H2rVrTUM7O3bsYOHChSxf8SlGBxdyCoysXr2aX3/9laVLl5qe9+WXX/L8889X+7ii/rGZBcdrgyw4LmyNoij07NmTl19+mcGDB5OeW0DSzTz0hr+uJTjqtDTzdsHLtWiI6uTJk9x///38/vvveHl5lfm68vtef9SrBceFsFcajYYPP/yQwsJC0nMLuHA9p0TQA+gNRi5czyE9t+gu4uTkZFavXl1u0Av7JGP2QtRxoaGhdOnShdMpmRXul3QzD08XR/r162elyoQtkTN7IWxAdr6h1Bn97fQGI9n5lpllJGyfhL0QNqCwivP9q7qfsD8S9rexo+vVwoY4aKv2p1rV/eT33P5I2P+p+E5Gub1c1EUNnHU46ir+c3XUaWngrKvS6xW3hNbpqra/sH1ygfZPOp0Ob29v052Ibm5u1V4gQwhLaOwKSTfL79vf2N2lVC+kshiNRq5evYqbm1uFfXtE/SL/p2/h5+cHUOrWcyHqCkOBgfRcPYXGv4ZhHLQavFwduZar41oVX0er1RIYGCgnNHZEwv4WGo0Gf39/fH196/QqTsK+GYwKv12+SVp2AT4NnOjcwhud1rzQdnJyMjWOE/ZBwr4MOp1OxjJFnRbRvnRHUyEqIm/tQghhByTshRDCDkjYCyGEHbCrMfviG0kyMjJUrkQIIWpHcZ5VdqOcXYV9ZmZRI6mAgACVKxFCiNqVmZlZYadTu+pnbzQaSUpKwsPDw6z5xRkZGQQEBHDp0qUK+0XXJVKz5dlavSA1W4s1a1YUhczMTJo1a1bhdFq7OrPXarW0aNGi2s/39PS0mV+2YlKz5dlavSA1W4u1aq7K2gVygVYIIeyAhL0QQtgBCfsqcHZ2Jjo6GmdnZ7VLqTKp2fJsrV6Qmq2lLtZsVxdohRDCXsmZvRBC2AEJeyGEsAMS9kIIYQck7IUQwg5I2FdiyZIltGrVChcXF3r27ElMTIzaJVVo165dREVF0axZMzQaDevXr1e7pArNnj2bHj164OHhga+vL4899hjx8fFql1WhpUuX0rlzZ9MNMxEREfz4449ql2WWOXPmoNFoGD9+vNqllGv69OloNJoSX3fccYfaZVUqMTGRoUOH0qhRI1xdXenUqROHDh1SuywJ+4p89dVXTJgwgejoaI4cOUKXLl3o379/nV62MDs7my5durBkyRK1S6mSnTt3MmbMGPbv38+WLVvQ6/U89NBDZGdnq11auVq0aMGcOXM4fPgwhw4d4v777+fRRx/l5MmTapdWJQcPHmT58uV07txZ7VIqdeedd5KcnGz62r17t9olVejGjRv07t0bR0dHfvzxR+Li4pg/fz4NGzZUuzRQRLnCw8OVMWPGmB4bDAalWbNmyuzZs1WsquoA5bvvvlO7DLOkpqYqgLJz5061SzFLw4YNlRUrVqhdRqUyMzOVdu3aKVu2bFH69OmjjBs3Tu2SyhUdHa106dJF7TLM8sorryh333232mWUSc7sy1FQUMDhw4fp16+faZtWq6Vfv37s27dPxcrqt/T0dAB8fHxUrqRqDAYDa9euJTs7m4iICLXLqdSYMWMYOHBgid/ruuzMmTM0a9aMNm3aMGTIEC5evKh2SRXasGEDYWFhPPnkk/j6+tK1a1c++ugjtcsCZBinXNeuXcNgMNC0adMS25s2bUpKSopKVdVvRqOR8ePH07t3b0JCQtQup0LHjx/H3d0dZ2dnRo0axXfffUdwcLDaZVVo7dq1HDlyhNmzZ6tdSpX07NmTlStXsnnzZpYuXcr58+e55557TK3K66I//viDpUuX0q5dO3766SdGjx7NSy+9xKpVq9Quzb66Xoq6bcyYMZw4caLOj8sCdOjQgdjYWNLT0/nmm28YNmwYO3furLOBf+nSJcaNG8eWLVtwcXFRu5wqefjhh03/3blzZ3r27EnLli35+uuvGTlypIqVlc9oNBIWFsasWbMA6Nq1KydOnGDZsmUMGzZM1drkzL4cjRs3RqfTceXKlRLbr1y5gp+fn0pV1V9jx45l06ZNbN++vUZtqK3FycmJtm3b0r17d2bPnk2XLl1477331C6rXIcPHyY1NZVu3brh4OCAg4MDO3fuZNGiRTg4OGAwGNQusVLe3t60b9+es2fPql1Kufz9/Uu94Xfs2LFODD9J2JfDycmJ7t27s23bNtM2o9HItm3bbGJs1lYoisLYsWP57rvv+OWXX2jdurXaJVWL0WgkPz9f7TLK9cADD3D8+HFiY2NNX2FhYQwZMoTY2Fh0Op3aJVYqKyuLc+fO4e/vr3Yp5erdu3epqcO///47LVu2VKmiv8gwTgUmTJjAsGHDCAsLIzw8nIULF5Kdnc2zzz6rdmnlysrKKnHmc/78eWJjY/Hx8SEwMFDFyso2ZswYvvjiC/73v//h4eFhuh7i5eWFq6urytWVberUqTz88MMEBgaSmZnJF198wY4dO/jpp5/ULq1cHh4epa6DNGjQgEaNGtXZ6yOTJk0iKiqKli1bkpSURHR0NDqdjsGDB6tdWrlefvllevXqxaxZs3jqqaeIiYnhww8/5MMPP1S7NJl6WZnFixcrgYGBipOTkxIeHq7s379f7ZIqtH37dgUo9TVs2DC1SytTWbUCyqeffqp2aeUaMWKE0rJlS8XJyUlp0qSJ8sADDyg///yz2mWZra5PvRw0aJDi7++vODk5Kc2bN1cGDRqknD17Vu2yKrVx40YlJCREcXZ2Vu644w7lww8/VLskRVEURVocCyGEHZAxeyGEsAMS9kIIYQck7IUQwg5I2AshhB2QsBdCCDsgYS+EEHZAwl4IIeyAhL0QQtgBCXshhLADEvZCCGEHJOyFqCVXr17Fz8/P1MscYO/evTg5OZXoniqEGqQ3jhC16IcffuCxxx5j7969dOjQgdDQUB599FHeffddtUsTdk7CXohaNmbMGLZu3UpYWBjHjx/n4MGDODs7q12WsHMS9kLUstzcXEJCQrh06RKHDx+mU6dOapckhIzZC1Hbzp07R1JSEkajkYSEBLXLEQKQM3shalVBQQHh4eGEhobSoUMHFi5cyPHjx/H19VW7NGHnJOyFqEWTJ0/mm2++4dixY7i7u9OnTx+8vLzYtGmT2qUJOyfDOELUkh07drBw4UI+++wzPD090Wq1fPbZZ/z6668sXbpU7fKEnZMzeyGEsANyZi+EEHZAwl4IIeyAhL0QQtgBCXshhLADEvZCCGEHJOyFEMIOSNgLIYQdkLAXQgg7IGEvhBB2QMJeCCHsgIS9EELYAQl7IYSwA/8f9VPZQINCN3wAAAAASUVORK5CYII=", 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" ] @@ -828,7 +799,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:03<00:00, 25.06it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 35.76it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -843,7 +814,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -856,7 +827,7 @@ "output_type": "stream", "text": [ "INFO:autora.theorist.bms.regressor:BMS fitting started\n", - "100%|██████████| 100/100 [00:04<00:00, 22.68it/s]\n", + "100%|██████████| 100/100 [00:03<00:00, 32.04it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -871,7 +842,7 @@ }, { "data": { - "image/png": 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sWLDA5PveuQF4UFAQAGlpaYSGhnLixAlGjhxZ5Ph27dqxa9cuk+9TqFWrVuU+tzh3xg8F7+HOLQtl0/SiJNmLSkGlUhnVlaKk+vXro1Kp7ukbL+waubOLolBJ3T0lUasLhuHuHEcoaWD3zg3AC7uPSmsJV9Td78WUWItT2gbmxnC0TdNlgFYIK6lWrRrdu3fngw8+ICsrq1zXaNSo0T193r/88othA/LCZHFn9cudA6Cm3Gf//v1Fnrt7I/OKMibWwg3RtVqtWe9dyJE2TZeWvRBW9OGHHxIZGUlERARTp06lWbNmqNVqDh48yJ9//llmV8eECRN46qmnCA8Pp1u3bmzYsIHvvvvOULLp7u5O27ZtmTVrFnXq1CEtLY033njD5DjHjBnD4MGDiYiIIDIyki+++IJjx45VaID2bsbEGhYWhkqlYuPGjfTu3Rt3d3eqVKli1PVl0/S74rPYlYUQ96hXrx6///473bp1Y/LkyTRv3pyIiAgWLVrE+PHjeeutt0o9v1+/fixYsIB58+bRpEkTPv74Y5YtW1akguPTTz8lPz+fVq1aMXbsWN5++22T4+zfvz9vvvkmr732Gq1atSI5OZlRo0aZfJ2ylBVrzZo1mTZtGpMmTaJGjRqMHj3a6GvLpulFyYbjwu5YY8NxvV5PVo6WfJ0OJ7UaT1dNuWeBCsdhqU3TzbHhuHTjCHGX9Nu5XLqRTZ72n8E+Z42aYF83fNxdFIxM2LrCTdNN6fe31qbpkuyFuEP67VyS/763/C1PqyP571uEVUMSviiVrW6aLn32QvyPXq/n0o3SJw1dumHa8ghC2ApJ9kL8T1aOtkjXTXHytDqycixTBiiEJUmyF3bL3C3sfCMn5Bh7nBDmYo7fdUn2wu4UzmI099RyJ7Vxfw7GHieEuRT+rpc0s9cYMkAr7I5Go8HX19cwC9HDw8Poski9Xs+tXC1anQ6NWo2Hyz8llRq9Ho0uv9SWu5NajUafR3Z2fsXfiBBl0Ov13Lp1i7S0NHx9fdFoNOW+liR7YZcCAwMB7pl2XprbuVrSb+eRr/vnK7GTWoWPuzPuLgV/RDm5Wq5lFWyscecX58KPEj9PF5Kyyv8HJ0R5+Pr6Gn7ny0uSvbBLKpWKoKAgqlevbtTiWT+fSmPqxuMlvj41ujEd76tuOHbxrjNcufnPCpQBVVyJ6VyPxv87RghrcXZ2rlCLvpDMoBWVnlanp8PsnaSkF19WqQICfdzYM7ELGrXKcM6BxGukZWZT3cuN1nX8DK8JYUtkBq1QlC0lywOJ10pM9FDQXZOSns2BxGu0q1ewLopGrTL8txCVgV0l+59++om5c+dy6NAhUlJSWLt2bZHV5YRt2HI0hWkbjhdJsEE+bsRGNyaqaZDV40nLNG53JWOPE8Ie2VUNWVZWFs2bN2fx4sVWu6dWp2fvmb/5PuEie8/8jVbnML1e5bLlaAqjPj98T0s6NT2bUZ8fZsvRlBLOtJzqXsYtlmbscULYI7tq2ffq1YtevXpZ7X621kK1JHN0u2h1eqZtOE5xH4d6CvrGp204TvfGgVbt0mldx48gHzdS07OLja2wz751HT+rxSSEtdlVsremwhbq3cmhsIUaN7BlpUn4ZX2o6XU6MjLOkXb1TzKyLpNx6wq3czPR6rTo9PmoVRrcnD25clONb24GKhd/ruUFk633KnKf4vrGrUGjVhEb3ZhRnx9GRfEllbHRjWUAVlRqlTrZ5+TkFNnAOSMjw6jzbLWFagl3f6ipyCfU9QTV9af5cusFfjiYxQ3VLbL1Za8Ho9XpcQ7U4Q/4A246J1xzq6DPrUZGTm2SbzcjXVtDkb7xqKZBxA1sec+HWmAl/aYmxN0qdbKfOXMm06ZNM/m88lRv2KPCD7Uq6is0rPILHu5nuOV2jVy1lhwgB0jPU+HmrEYF+Gnc8NV44OXsgYfGDY3aCY1KjVavIzs/m2vZt0i6fZ0cTR55ai3Z6nyy3W6A2w3gDGHswDPflTOnGvFf50dodF80zs4eVnu/UU2D6N440GaqhISwpkqd7CdPnsy4ceMMP2dkZBASElLmeY5QvXHr1lW+2bWQ+h47yfBLJxfI/d9rzno1Hjne6HJqkJETytAeUXRpEYmzq2ep1yysZ09Nz8ZNlUGgy1mquSbh7nIJndsVMp1vc8s5l/1ZR9h/4AjuB+fSxrchDzX8F43u64taY/lfRympFI6qUid7V1dXXF1dTT6vMldv/HV6C9uPfsbeGye5pc0n161gHRivXA/0t8O4fOsBErObobvjVyPbtUmZiR6K9o1n671JzGlBYk4LoKDry1N9g9c6pHEr7xCHb5wiXZdL/PVjxO87hv/BeXQL7kCXiBh8fGtb4J0L4djsKtnfvHmT06dPG35OTEwkISEBPz8/QkNDzXafyla9odPmc/CPT9n459ecyrlqeD5QU4WrV2pz5mYk/80PK/F8Uz7USu8b72LoG9dp8/nzr43sObWGvddOcFV7m1Xnt/Ht+R20921I3wfHUKtW23K8WyFEcexquYT4+Hg6d+58z/ODBg1i+fLlZZ5vynIJhQOXUHz1hj1U4+i0+ez5bTHfnfqalPwsAJxQE+nbkK5NB1KvThQd58aX+aF25zICxjKllDMvJ4u9CUvYemYDp3OuGe7d2qsOj0WMoU7tTibdWwhHYmxes6tkX1Gmro1jr3X2ep2OAwmfsPrYZ1zMvwlAFZUTPYLa07P1K/hWrWM41tY+1E6f+ZH1v8exPzPR8Fx77/o81W4yQcGtrBaHEPZCkn0xyrMQmi2t8WKMv05vYeXBeZzMLuiuqaJy4pFanYlqPxl3j+K7nWzxQ+38+b2sPfg+v6afQg+oUdHdP5ynOr1DFS/b/aAVwtok2RdD6VUvLfnBkZ5+ji93TSL+esEyvi4qNdFBHXmk45t4ePgrGltFJCXtZvWBeRzOOg+Al9qZ/vUeo2u716xSvWMutvr/V9g/SfbFUDLZm9J6NiUx6LT57No3jy//+pab+oLdkx72bUT/jtOo5n+f5d6QlR07sYZlhxZwPq9gYlx9Vz9GRE4jLKyjwpGVzdzfnOSDQ9xJkn0xlEr2JS29UFy/uCmJITU1gY/jJ3L89mUAwpx9GNZ2EvfVt976Qdakzc9l268zWXV2A7f1+WhQ8UhQe57sPMeo0lAlmPJvb+z1bK3LTShLkn0xlEj2pmycse14qlGJQafNZ+uet/kqcQM5ei2uKg39a/chqsMbaJxcLPl2bMK1a6dZvnOCYRC3lrMXMZFTqVunq8KRFVWeTVNKY+4PDlE5GJvX7GqJY3tk7NIL+878Xep6PFCwHs+VKyeZ8U00y8+uI0evpYl7IHN7LaNPp+kOkegB/PzqM+6JtYxv8RI+ahcu5GXyRvx4vt02Dm1+btkXsBJTlt0oS1nrNUHB74cswS1KIsnewoxdUmHv2atlJgZ/7UbGb3iWI7dTcFGpeb7+E7zx5EZq1Ghmpmjty4PhzzOv3xraetdDi55vLuxk2je9uXrlhNKhAeZddsOcHxzCMUmytzDjZ5+W/DXemWw6+sehCthOlj6fui5Vmd1jCT06vmFXFSmW4O0TwtjHvuGlJs/jptJwMvsqr216jv2HlygdmlmX3XCE9ZqEZUmyt7DCpRdKSuUqCgbYSlqcK8ApmdY155DulQzAQ94RTH9qE8HBEZYJ2A6p1Go6tH6JOb2WUd/Vjyx9Pu/98SErNo0gP0+55Gfsv70xy25U5vWahHVIsrewwsXBShMb3Zi2davdkxgaefxMaM0lZLrcwkWnwTOjLzGPf2LVZYHtSY0azZj65EaiAwvW1NmcdoDp3z7CtWunyzjTMu78t7874Zu6aYo5PziEY5JkbwVRTYMY8VAd7v6bVqtgxEN1iGoaVCQxqMmnXdWVONfYRJ5ai3duFZIuxDCoV4zUU5fB2dmDgb0+4tUWo3FXOXEy+yqTNjzLyb82KRJP4cJwgT5FW9yBPm4mVc+Y84OjPGQvZvsnpZdWYErJ3Kbf/+S7PTFccUkDwCczlLO5Mbz5aLiU1Zko5dIh3tv5CufyMnBCzbD7n6Vzu/GKxGKuiVBK1NlLbb9tkzr7Yth6nf31v/9kztaRJOelo9Kr6OT3CM0fGCszJCvg9q1rxG1+3lCT3ysggueiPrTrMlVrzqCV2n7bJ8m+GEok+71n/uaZpfvKPO6DR7JYf2Ye6bpcfNQuvNo+loYN+lghwspPp81n7c6JfH1hBwAtPGsx5pHlRq0Z5MjMPSlMWIZMqrIRxpTCNauyjc9PziRdl0uYsw/v9Fomid6M1BonHu/+LuOav4iLSk1C1gWmfPcvrqQdUzo0mya1/ZWLJHsLK70UTkdb3y8hYAdadLSsEsq0f60loHoTq8XnSNq0HMHUjrPxVbtwPi+DN38YSlLSbqXDsllS21+5SLK3sJJK5lTk09H/Y25V/S8qlYqo6q2Y8K/vSlxzXphHvXrdeafPZ4Q4e3Ndl0Ns/Dj+OLpK6bBsktT2Vy6S7C2suJI5Z7LpWGOBYaJUT//uDO3zicPPhrUWf//7mdbva5q4B5Kt1zL74Gx+2r/Aove0x9JFqe2vXGSA1koKy9fSMy7TKugD0l0z0aDi0ZrPMuSRSVaNRRTIy7vFRxuHsOfGSQAG1n6E6M5vm/0+9ly6aGvbVop7STVOMZTeqera9SSmff8cF7UZuKs0TGj7Os0aP271OMQ/dNp8vtgaw8bL+wGIDmzLgJ4folKb50tvZShdtOcPK0cgyb4YSib7tMtHeefHF0jNz8JH7cK/H55L7doPWzUGUbL1O//NF8mbAehUtQkvRK+ocLdaZSpdlN2xbJeUXtqQCxf2MWXL86TmZ1Fd48H0Hh9Lorcxj3aZwcj7B6JGRfz1Y8xf9xR5OVkVumZlKl3UqFW0q1eNvi1q0q5eNUn0dkiSvYUlJsUzdcdLXNflUMvZi2mPfEZgULhZrm2Pg362rHO78YxtPgon1OzPOMvcdU+Rk51e7utJ6aKwJVL+YUEn/9rErF9iuaXPp56LH5OjV+LlXdMs15Z+VMto03IEE119mHdwDn/cusjMtU/yWt8vyzXbVkoXhS2Rlr2FHDuxhhm/TOGWPp9GbtV547GvzZroR31++J4ugtT0bEZ9fpgtR1PMch9H1axJf16PnI67yokT2Wm8s+4pbmaa/v9USheFLZFkbwEJR75g5r53yNZrecAjmMmPfWO2dVhkL1LraNigD1Menk0VlROnc64x/funSU8/Z9I1lF6WWIg7SbI3s98SljP3t3fJQ0erKmFM7PcNrm4+Zrt+ZRr0s3V163RlatcF+KhdSM5LZ/qGAaTfSDLpGuZaz16IipI+ezPaf3gJC/6IQ4ueNl51eKnvF2bfVUoG/awrJCSSqd0/ZPq2GC7kZTJtw0De6LMcP7/6Rl8jqmkQ3RsHSumiUJS07M1k76GPmP+/RB/p04Ax/VZbZPtAGfSzvuDgCKb2+IhqGjcu5t9k+qZB/H31lNJhCWESadmbwa8HF7Po6Cfo0NPR935efPRzi61zUzjol5qeXWy/feFEHRn0M6/AoHCm9vyEt7aOICU/i2mbhzCl93/w97+/zHOlckrYAmnZV9CeA4sMib5T1cYWTfQgg35Kql6jKVOillJd48FlbRbTNg/l6pUTpZ4jlVPCVkiyr4CfDyxk8bFP0aGns19TXoj+zCorV8qgn3ICqjchttd/qK7xIE17i2k/PF9iwje1ckomyQlLkrVxyunnAwv58NgydOjp4vcAwx9ZVmaiN/f6IrJeiXL+vnqKaZuHcFlbsARGbK//4B/QqMgxxm5J+dXwtqTfzpWuHlEushBaMcyV7PccWGRo0Xet9gDD+pSd6KXftvIpK+F/n3CRMasSyrzO0MjaLPslya5XxhTKkYXQLOTORN/Fz/hEL/22lU81//uI7b2MGhrPf7p0rv5peN3Yiqh1CZcUnSQn3UeOwe6S/eLFi6lduzZubm60adOGAwcOWO3evx5cXCTRG9t1IzNeK697Ev7moYayTGOWS/DzdOZaVm6J17f0JLktR1PoMHsnzyzdx5hVCTyzdB8dZu+UBkglZFfJfvXq1YwbN47Y2FgOHz5M8+bN6dmzJ2lpaRa/953llZ39mhqV6EFmvDqCav73MaX3HYO2m4fw99VTRlVOPdbCuPWSLDFJTr5xOha7Svbvvfcew4cPZ8iQITRu3JiPPvoIDw8PPv30U4ved++hj+4or2zCiEeWG111IzNebYuluiz8/e83VOlc1mYx/YeChF9W5VS3xoFGXd/ck+TkG6ft2fHr7HItuGcsu5lUlZuby6FDh5g8ebLhObVaTbdu3di7d2+x5+Tk5JCTk2P4OSMjw+T7Jhz5goX//Rgdeh72bWTyDkYy49V2WHqQ3D+gEVOiljJ9y3BS87N464chTOmzgqim9UtcLkGr0ysySc6Ub5zt6lUz673FvdZse5WvL+xge+IWpj+xEWdXT7Pfw25a9levXkWr1VKjRo0iz9eoUYPU1NRiz5k5cyY+Pj6GR0hIiMn3rRMSSU1nLzr63s/IR1eaXEcvy9zaBmt1WQRUb8KbPZcQoHEnJT+L6ZsGcf3amRJ3elJqkpx847Qda7dP4OsLOwBoF9TOIoke7CjZl8fkyZNJT083PM6fP2/yNXx8azO17+pyz4yVGa/Ks3aXRfUaTZnScyn+dyT8G9cTSzxeiUly/p6uZj1OlM/aHa+x6vw2AJ4Ni+LRLjMsdi+76cbx9/dHo9Fw+fLlIs9fvnyZwMDi+z1dXV1xda34L2sVr4r9sRX+Md/dhRAodfZWoUSXRUHC/5hpW0dwKf8m0zc+R2z05/j41i72eKuvjGnsZaUNYjHf75zEqnM/AvB0aA/6dpll0fvZTbJ3cXGhVatW7Nixg379+gGg0+nYsWMHo0ePVjY4I8gyt8pRqsuiRo1mTOnxEdO2juRi/k2mbXiO2OiVJSb8wq4ea7h6M6fsg0w4Tphm/c5/82XyFgCeDunOY13nWPyedtWNM27cOJYuXcqKFSs4ceIEo0aNIisriyFDhigdmlFK6rcVlqXkIHlgYAtie8Thp3bjYn4m0zY8Z/IGKJZQmQoH7G1S2Pqd/+aL5M0A9A/pxmPd5lrlvnbTsgfo378/V65cYcqUKaSmptKiRQu2bNlyz6CtEHdSelnowKBwYnvEMe3HUYaEX1oL3xpahVVFrYLS8qJaVXCcLbO3ZUi+3znJ0KJ/qlZX/tVtntXubXLLftCgQfz000+WiMUoo0ePJjk5mZycHPbv30+bNm0Ui0XYB1sYJA+o0YLHmsyiit6Z87kZTNvwXKmDtpZ2KPl6qYkeCj4IDiVft05A5WBvk8LW7ZhoSPRP1urC493fter9TU726enpdOvWjQYNGjBjxgwuXrxoibiEMCsll4UuXJJgxLdZHD07CHWOmjO30/n3ugFcv3bGYvctjb2XXtrbpLB1Oyby1bmtQEGL/onu71k9BpOT/bp167h48SKjRo1i9erV1K5dm169evHtt9+Sl5dniRiFMIuopkHsmdiFr4a3ZcHTLfhqeFv2TOxi8UR/Z+vzcn4dEi8Nwy3fiQu5mUxeN5Br105b7P4lsfc+e3tahuS77eMNib5/SDert+gLlWuANiAggHHjxvHHH3+wf/9+6tevz3PPPUdwcDCvvPIKf/31l7njFMIsrDlIXlLrMy2/NmcvDcNd61ywxeHGQUVWy7QGe5/sZw/fTPQ6Hd/8+Aqrz28HCqpurNlHf7cKVeOkpKSwbds2tm3bhkajoXfv3hw5coTGjRvz/vvvmytGIexSaa3PK/lhnL00HPd8Zy7l3WTa5qGkXT5qtdhsYRyjImz9m4lep2P1j2P49uIuAAaE9bZa1U1JTE72eXl5rFmzhkceeYSwsDC++eYbxo4dy6VLl1ixYgXbt2/n66+/Zvr06ZaIVwi7UVar8kp+KKcvjqCqyr1gtcytw0lNTbBOcNj39pa2/M1Er9OxcstI1qb8DMD/1XnUojNjjWVy6WVQUBA6nY5nnnmGAwcO0KJFi3uO6dy5M76+vmYITwj7ZUyr8qq2Fv3DF7Lh6Cuk5GcxdesLvNltETVrtrZChPY72a/wm8mozw+jgiJdZUp+M9Fp81m2eTg/Xv0dgCH1/kXUQ1OsGkNJTN6WcOXKlTz55JO4udnmwE1pzLkHrRBl0er0dJi9s8z6/j0Tu5CZnsRbm/6PC3mZeKtdeP3hudSu/bC1Q7Y7tlRnr9Pm8/GGQcRfP4YKGN7wGbq2n2jx+8oetMVQOtnLBuGOp7AaB4pvfd7ZXZKRfp4ZG/+PxNzrVFE5MbnjDOrX62HdgO2QLfxd5eXd4oP1z7Ev4wxqVIxqPJiH2oyxyr0l2RdDyWRvSy0QYV2m/Ntn3Uxl1vqBnMq5iptKw2tt/k2TRo9bO+Rys4XEa225OZm8//2zHM46jxMqXm4+ijYtR1jt/pLsi6FUsi9s3d39P7q41p2wDeZOWqZc7/ata7y7fgBHbqfgjJqx4S8T0WJwue9tLY7YoLl1M405GwZyIjsNF5WaVyPG06Lps1aNQZJ9MZRI9oX9tiWV4N3Zb1vZW0D2whaSVl5OFgvWD+DgzSTUqBjZ6DkebjvOKvcuD0ds0KTfSOKdjYNIzkvHXeXExHZv0qhhX6vHYWxes6tVL+2RPc30E7az3oqzqyevPPY1D/s2QoeeD098xvqd/7bKvU1lb0sXmEPa5aPEbhhAcl46PmoXpnZ6V5FEbwpJ9hZmDzP9RAFbS1oaJxdGPrqS6MC2AHyRvJmVm19Ap823yv2N5WgNmsSkeN7cMpSU/CwCNO5M6x5nF5VTkuwtzNZn+ol/2GLSUmucGNjrIwaE9QZg4+X9LFr3NHk5WVaLoSxKN2iMXc/eHOveHzn2DVPjX+WGLpcwZx+mP7KSoOBWFX0LVmFX69nbI6XXUhfGUzpplebRLjPw3R/AR8c/49eM01z/7jEmRH+GZ5Xit+S0JiUbNMaOr5hjHOan/e/z8fHPyEdPE/dAxj/yGR5VqpvvzViYtOwtzN7XIHEktv4t7KE2rzCp9STcVBpOZKcxZd2TVl1PpyRKLV1g7PhKRcdhChc0W3x8Bfnoae9dn8mPrbGrRA+S7K3CntcgcSS2vN5KoWZN+jOt03tUVbtyIS+T17cM5eRfmxSLB5Rp0Bg7vpKbr6vQOExeThaLv3/WsKBZ36BIXuq3CmdXz4q+BauT0ksrcsQJJ/bGlBmvSvr76inmbB1BUu4NnFEzqulQIh8crWhM1ixZ3Xvmb55Zuq/M497s04i3Np0o87ivhre9Z7P39BtJzNs8jFM5V1GjYth9/ekaOancMVuKsXlN+uytqHAtdWG7Cr+F3Z20Am1sclA1//uY+th3LNo0hEM3k1l49BOS/z7B090XoNYo82dtzUXVjB03Sb52q1zXS0razZyfJvK3NhtPlRNjH5xAsyb9TY7TlkiyNxNptVce9rISpLuHH+P/tYavfnyJ9al7+T7lF86teYyXei9VbODWWg0aY8dNwvw8TL7engOL+Pj4MnL1OoKcPJnYdaHdVNyURpK9GdjCjEthXvbyLUytcWJArzhqH/yAuKOf8nvWef699nHGPTSLsLCOSodnMcZWuT3Xrjaf7Ek0qhouPy+bL358mc1pBwBo7lGTl3t/QhWvyvE3LAO0FWQrMy6FY4t8cDTTO83DX+NOan4Wb+waw0/7bXe3uIrWvBs7KOzipDbquBvX/uLtbx81JPrHgjoy6YnvK02iBxmgrRBZ90bYmsyMi3yw5QUSsi4A0KlqE4b0/AA396oKR/YPc34TNkedfaB+Jx8cnk+mLg83lYaY5qNoHT6sAu/QumQhtGKYO9kbWxFQ3Ei/EJai0+bz3c7X+PbCTvRATacqvNzxHZuY0m+JBdOMHS+7+7jwmq6s2TWB9al7Aajt4ssrXd4nMCi8HO9MOVKNYwW2PONSOC61xoknur9HoxNrWHRgDhfzb/LGrld4uk4feneMVaxap6zaeBUFNe/dGwea9E3Y2PGVO4+7cGEfU76dSHJeOgDd/VswqMdiu6yfN5b02VeArc+4FI6tSaPHmdPvW1pWCSUPHSsTNzD9696Kzbq1hbWHdNp8Nsa/yaRtL5Kcl46X2pnx4S8zLHp5pU70IMm+QuxhxqVwbN4+Ibz2+DqGN+hvWGZhwg+D+GH3VIusnlnawKvS34QvXjxA7OooViZuIA8dzTyCmRu9igdbDLXI/WyNdONUgK3ucC/EnVRqNd06TOaBBn2I2zmeE9lpLD+7jj0Xf2ZE5FSzlWiWNViq1DfhvJws1u1+g+8v7iYPHW4qDc/Vf4Ku7SeiUjtOe1cGaM1A6uyFvdBp89mxdw5fnP6O2/p81KjoGdCKJx5+q0JlhsYMvHZvHEiH2TvLrHk3Z/VawpEv+PT3D7msLVgSuoVnLYZ3not/QKMKXdeWJlFKNU4xLLk2ji394wtRlmvXTrN85wT2ZyYC4KV25qm6fenSdjxOzqa1rE0pQd52PNUqaw+dO7eHlXtn8N9blwCoqnZlUNMhtA0fUeHWvK017iTZF0PphdCEsDVHjn3D8t8XciEvE4BAJ0/63/8sbVu+YHTVjqklyJZMlmmXj7Jm70x+un4cHXqcUBFVozVPdJqJu0fFx85sca9dSfbFkGQvxL3y87LZvnc2axI3kaHLBSDU2Zt+DZ+ibfgINE4upZ7/fcJFxqxKKPM+C55uQd8WNQHzfxNOu3yUdftnE//3UbT/S8VtvOvybOQUAgNblPu6d7LVSZRSZy+EMIqTsxtRD8XycMRLbPrlbTZc3M25vAwWHv2E1Se+onftnjwU8SIeHv7Fnl+egVdzrT108q9NbPrjEw5mJqH7X5J/wCOYJ1vG0LBBnwpf/06mlI7a4iRKSfZCCKBgFc0nur9HVGYKW/fN44dLP3FZm8WyM9/x1dnv6VjtATo3HkDdOl2L9Htbe+vNm5kp7Pl9KbvO7yQp94bh+WYewTwR/iIN73vELPe5m9KloxVlN8n+nXfeYdOmTSQkJODi4sKNGzeUDkmISqmKVxCPd3+XPrevE39wET8m/8jF/Jtsu5rAtp8SCP61Ch0C2xBxXz9CQyLRqNUWL0G+desqh49+xf5zO/k9M5k8dAA4oaZD1UY80upFQkIiy319Y1iydNQaBR5202cfGxuLr68vFy5c4D//+U+5kr302QthOr1Ox7E/17DjxGp+yzxLrl5neM1f40647300CnqQK9oWzN6VY5aB19ycTBLP/cTx5Hj+uPIHf2VfIf+Oj5EQZ2+6hHSmY/gIvLxrVvxNGqGwz97cpaMVHbCutAO0y5cvZ+zYsZLshVDA7VvXOPDf5ew/v5sjWeeLJH4oKHH0V1fF2ymQGt6hNKnVgADf2nh6BuDu5ouLqzfo9ORrc8jLyyLzZgqZN1O5lnGe1PREUjIvkpx1ifN5GYY++ELBTlVoW70lbRo+TlhoR0UmRJl720pzVPdIsgdycnLIyckx/JyRkUFISIgkeyHMICc7naMn13H0wi/8eeMvknJv3JOgK8JH7UJDz5o8UKMVzer3oUaN5jYx49VcpaPmqu6Rahxg5syZTJs2TekwhKiUXN18aNV8EK2aDwIKWv3nLu7l/OX/cv7Gaa7cvsrVnBtc097itk5LPrp7ruGhcsJb44qPkzuBbgEEedUi2K8B9UIfoprffTaR3O9mrm0rrV3do2iynzRpErNnzy71mBMnTnD//feX6/qTJ09m3Lhxhp8LW/ZC2DNbna3t7uFHwwZ9Six5zMu7RW5OBmq1CxqNMxqNa5k1/LbKHKWj1q7uUTTZv/rqqwwePLjUY+rWrVvu67u6uuLq6lru84WwNbY2Vd8Uzs4eODsbtwG4I7D2wnCKJvuAgAACAgKUDEEIu1HSYF7hfsdKTNUX5Wft+Qm21yFWgnPnzpGQkMC5c+fQarUkJCSQkJDAzZs3lQ5NCIsra5cnKNjlydSNu4VyjN003VxddHaT7KdMmUJ4eDixsbHcvHmT8PBwwsPD+e2335QOTQizKG3jD1vY5UmYX1TTIOIGtiTQp2hXTaCPm9m/qdlNNc7y5ctZvny50mEIYRFl9cUrPVXfVgeFKwNzVfeUxW6SvRCVlTF98Urud2zPg8L2wlwLw5XGbrpxhKiMjO2LbxVWVZH9jgs/iO7uQir8INpyNMWs9xOWI8leCAUZ2xd/KPm6VQfzQAaFKxtJ9kIoyJS+eGsO5oEMClc20mcvhIJM7Yu31mAe2P/67aIoSfZCKKg8E2usMZgH1p/hKSxLunGEUJC1J9aYovCDyNqDwsIyJNkLoTBr98Uby5Y/iITp7G49+4qQzUuELU8OstXYpM7etlXazUsqQpK9Y5OkVX62+kEkJNkXS5K94zLH9m9C2CJj85r02YtKTyYHCSHJXjgAmRwkhCR74QBkcpAQkuyFA5DJQUJIshcOQCYHCSHJXjgAmRwkhCR74SBsdZaqENYiC6EJh2HNFSOFsDWS7IVDsdaKkULYGunGEUIIByDJXgghHIAkeyGEcACS7IUQwgFIshdCCAcgyV4IIRyAJHshhHAAkuyFEMIBSLIXQggHIMleCCEcgCR7IYRwAJLshRDCAUiyF0IIByCrXgohbJJWp5flqM3ILpJ9UlISb731Fjt37iQ1NZXg4GAGDhzI66+/jouLi9LhCSHMbMvRFKZtOE5K+j+bwAf5uBEb3Vg2miknu0j2f/75Jzqdjo8//pj69etz9OhRhg8fTlZWFvPmzVM6PCGEGW05msKozw+jv+v51PRsRn1+WHYWKyeVXq+/+/+pXZg7dy5xcXGcPXvW6HMyMjLw8fEhPT0db29vC0YnhCgPrU5Ph9k7i7To76SiYCvJPRO7mNylU1m7hYzNa3bRsi9Oeno6fn5+pR6Tk5NDTk6O4eeMjAxLhyWEqIADiddKTPQAeiAlPZsDiddM2nFMuoXstBrn9OnTLFq0iBdeeKHU42bOnImPj4/hERISYqUIhRDlkZZZcqIvz3HwT7fQ3R8ihd1CW46mmBSjvVI02U+aNAmVSlXq488//yxyzsWLF4mKiuLJJ59k+PDhpV5/8uTJpKenGx7nz5+35NsRQlRQdS83sx6n1emZtuH4Pf3/gOG5aRuOo9XZZW+2SRTtxnn11VcZPHhwqcfUrVvX8N+XLl2ic+fOtG/fniVLlpR5fVdXV1xdXSsaphDCSlrX8SPIx43U9OxiE3Rhn33rOqV34RayVLeQPVI02QcEBBAQEGDUsRcvXqRz5860atWKZcuWoVbbZQ+UEKIUGrWK2OjGjPr8MCookvALh1JjoxsbPbBqiW4he2UXGfPixYt06tSJ0NBQ5s2bx5UrV0hNTSU1NVXp0IQQZhbVNIi4gS0J9CnaVRPo42Zy2aW5u4XsmV1U42zbto3Tp09z+vRpatWqVeQ1O60cFUKUIqppEN0bB1a4VNLc3UL2zG7r7MtD6uyFcDyF1ThQfLeQvU/SMjav2UU3jhBClJc5u4XsmV104wghREWYq1vInkmyF0I4BI1aVenLK0sj3ThCCOEAJNkLIYQDkGQvhBAOQJK9EEI4AEn2QgjhACTZCyGEA5BkL4QQDkCSvRBCOACZVCWEnamse6kKy5JkL4Qdkb1URXlJN44QdkL2UhUVIcleCDsge6mKipJkL4QdMGUvVSGKI8leCDsge6mKipJkL4QdkL1URUVJshfCDhTupVpSgaWKgqocR9hLVZSPJHsh7IBGrSI2ujHAPQm/8OfY6MZSby9KJMleCDshe6mKipBJVULYEdlLVZSXJHsh7Iyj76Uqyke6cYQQwgFIshdCCAcgyV4IIRyAQ/XZ6/UF64ZkZGQoHIkQQphHYT4rzG8lcahkn5mZCUBISIjCkQghhHllZmbi4+NT4usqfVkfB5WITqfj0qVLeHl5oVIZX6qWkZFBSEgI58+fx9vb24IRmo/EbHn2Fi9IzNZizZj1ej2ZmZkEBwejVpfcM+9QLXu1Wk2tWrXKfb63t7fd/LIVkpgtz97iBYnZWqwVc2kt+kIyQCuEEA5Akr0QQjgASfZGcHV1JTY2FldXV6VDMZrEbHn2Fi9IzNZiizE71ACtEEI4KmnZCyGEA5BkL4QQDkCSvRBCOABJ9kII4QAk2Zdh8eLF1K5dGzc3N9q0acOBAweUDqlUP/30E9HR0QQHB6NSqVi3bp3SIZVq5syZPPjgg3h5eVG9enX69evHyZMnlQ6rVHFxcTRr1swwYaZdu3b88MMPSodlklmzZqFSqRg7dqzSoZRo6tSpqFSqIo/7779f6bDKdPHiRQYOHEi1atVwd3fngQce4LffflM6LEn2pVm9ejXjxo0jNjaWw4cP07x5c3r27ElaWprSoZUoKyuL5s2bs3jxYqVDMcru3buJiYlh3759bNu2jby8PHr06EFWVpbSoZWoVq1azJo1i0OHDvHbb7/RpUsX+vbty7Fjx5QOzSgHDx7k448/plmzZkqHUqYmTZqQkpJieOzZs0fpkEp1/fp1IiMjcXZ25ocffuD48eO8++67VK1aVenQQC9K1Lp1a31MTIzhZ61Wqw8ODtbPnDlTwaiMB+jXrl2rdBgmSUtL0wP63bt3Kx2KSapWrar/5JNPlA6jTJmZmfoGDRrot23bpn/44Yf1Y8aMUTqkEsXGxuqbN2+udBgmmThxor5Dhw5Kh1EsadmXIDc3l0OHDtGtWzfDc2q1mm7durF3714FI6vc0tPTAfDz81M4EuNotVpWrVpFVlYW7dq1UzqcMsXExNCnT58iv9e27K+//iI4OJi6desyYMAAzp07p3RIpVq/fj0RERE8+eSTVK9enfDwcJYuXap0WIB045To6tWraLVaatSoUeT5GjVqkJqaqlBUlZtOp2Ps2LFERkbStGlTpcMp1ZEjR6hSpQqurq6MHDmStWvX0rhxY6XDKtWqVas4fPgwM2fOVDoUo7Rp04bly5ezZcsW4uLiSExMpGPHjoalym3R2bNniYuLo0GDBmzdupVRo0bx8ssvs2LFCqVDc6xVL4Vti4mJ4ejRozbfLwvQsGFDEhISSE9P59tvv2XQoEHs3r3bZhP++fPnGTNmDNu2bcPNzU3pcIzSq1cvw383a9aMNm3aEBYWxtdff83zzz+vYGQl0+l0REREMGPGDADCw8M5evQoH330EYMGDVI0NmnZl8Df3x+NRsPly5eLPH/58mUCAwMViqryGj16NBs3bmTXrl0VWobaWlxcXKhfvz6tWrVi5syZNG/enAULFigdVokOHTpEWloaLVu2xMnJCScnJ3bv3s3ChQtxcnJCq9UqHWKZfH19ue+++zh9+rTSoZQoKCjong/8Ro0a2UT3kyT7Eri4uNCqVSt27NhheE6n07Fjxw676Ju1F3q9ntGjR7N27Vp27txJnTp1lA6pXHQ6HTk5OUqHUaKuXbty5MgREhISDI+IiAgGDBhAQkICGo1G6RDLdPPmTc6cOUNQUJDSoZQoMjLyntLhU6dOERYWplBE/5BunFKMGzeOQYMGERERQevWrZk/fz5ZWVkMGTJE6dBKdPPmzSItn8TERBISEvDz8yM0NFTByIoXExPDl19+yffff4+Xl5dhPMTHxwd3d3eFoyve5MmT6dWrF6GhoWRmZvLll18SHx/P1q1blQ6tRF5eXveMg3h6elKtWjWbHR8ZP3480dHRhIWFcenSJWJjY9FoNDzzzDNKh1aiV155hfbt2zNjxgyeeuopDhw4wJIlS1iyZInSoUnpZVkWLVqkDw0N1bu4uOhbt26t37dvn9IhlWrXrl164J7HoEGDlA6tWMXFCuiXLVumdGglGjp0qD4sLEzv4uKiDwgI0Hft2lX/448/Kh2WyWy99LJ///76oKAgvYuLi75mzZr6/v3760+fPq10WGXasGGDvmnTpnpXV1f9/fffr1+yZInSIen1er1eljgWQggHIH32QgjhACTZCyGEA5BkL4QQDkCSvRBCOABJ9kII4QAk2QshhAOQZC+EEA5Akr0QQjgASfZCCOEAJNkLIYQDkGQvhJlcuXKFwMBAw1rmAL/++isuLi5FVk8VQgmyNo4QZrR582b69evHr7/+SsOGDWnRogV9+/blvffeUzo04eAk2QthZjExMWzfvp2IiAiOHDnCwYMHcXV1VTos4eAk2QthZrdv36Zp06acP3+eQ4cO8cADDygdkhDSZy+EuZ05c4ZLly6h0+lISkpSOhwhAGnZC2FWubm5tG7dmhYtWtCwYUPmz5/PkSNHqF69utKhCQcnyV4IM5owYQLffvstf/zxB1WqVOHhhx/Gx8eHjRs3Kh2acHDSjSOEmcTHxzN//nxWrlyJt7c3arWalStX8vPPPxMXF6d0eMLBScteCCEcgLTshRDCAUiyF0IIByDJXgghHIAkeyGEcACS7IUQwgFIshdCCAcgyV4IIRyAJHshhHAAkuyFEMIBSLIXQggHIMleCCEcgCR7IYRwAP8Pr5Y/B22fVlkAAAAASUVORK5CYII=", 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", 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" ] @@ -913,14 +884,14 @@ " \n", " #Report metrics\n", " print(f\"\\n\\033[1mRunning Cycle {cycle+1}, number of datapoints: {len(s.experiment_data)}\\033[0m\")\n", - " print(f\"\\033[1mCycle {cycle+1} model: {s.model}\\033[0m\")\n", + " print(f\"\\033[1mCycle {cycle+1} model: {s.models[-1]}\\033[0m\")\n", " plot_from_state(s,'sin(x)')\n", " \n", " #Increase count\n", " cycle += 1\n", "\n", "print(f\"\\n\\033[1mNumber of datapoints: {len(s.experiment_data)}\\033[0m\")\n", - "print(f\"\\033[1mDetermined Model: {s.model}\\033[0m\")" + "print(f\"\\033[1mDetermined Model: {s.models[-1]}\\033[0m\")" ] }, { @@ -999,7 +970,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:04<00:00, 23.90it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 41.15it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1014,7 +985,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1042,7 +1013,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:03<00:00, 25.26it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 43.03it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1057,7 +1028,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1085,7 +1056,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:04<00:00, 20.61it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 40.68it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1100,7 +1071,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1128,7 +1099,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:04<00:00, 22.69it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 41.11it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1143,7 +1114,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1191,7 +1162,7 @@ " \n", " #Report metrics\n", " print(f\"\\n\\033[1mRunning Cycle {cycle+1}:\\033[0m\")\n", - " print(f\"\\033[1mCycle {cycle+1} model: {s.model}\\033[0m\")\n", + " print(f\"\\033[1mCycle {cycle+1} model: {s.models[-1]}\\033[0m\")\n", " plot_from_state(s,'sin(x)')\n", " \n", " #Increase count\n", @@ -1229,7 +1200,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:03<00:00, 25.98it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 44.45it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1242,7 +1213,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1269,7 +1240,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:03<00:00, 26.54it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 43.27it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1282,7 +1253,7 @@ }, { "data": { - "image/png": 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", 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nMHdLIhk5f6x76+PuQHRkEBG9fMxZshAmcmbfQN+lfMfu1N1o0TIlZArtXdqrXZIwo4e6PMQ9He/BiJFl8cvIyM+ocf9txzOY8El8paAHyMwpZsIn8Ww7XvPrhWgsEvYNcOzSMdadWAfA3wL/RrBXsLoFCbPTaDQ83ftpunt0p0BfwJuH36y2h47BqDB3SyJVDdhUbJu7JVGGdESTkLCvp4sFF1kWvwwjRu7scCcPd31Y7ZJEE6lomubp4ElafhrvJLxT5Tq2sWezbzqjv54CZOQUE3s224zVClFOwr4eisqKePPwm+Tr8/F39+fvff6ORqNRuyzRhFo5tGJG6AzTwuVf/vrlTftk5VUf9PXZT4iGkLCvI0VRiEmIITUvFQ97D6aHTpeeN1bK36P8Fz3AxtMbOZhxsNLzXq4OtXqf2u4nRENI2NfRpuRNHMw8iI3Ghmn9p9HasbXaJQkV3dXxLh7q8hAA7ya8y/nc86bnwrp44uPuQHWf+TSUz8oJ6+Jp/kKF1bO4sF+5ciWdO3fGwcGB8PBwYmNjm+zYcRfj+HfSvwEY23usLCsoAIgKjKJ3m94UG4rLh/dK8wHQaTVERwYB3BT4FY+jI4PQaWUIUJifRYX9v//9b6ZNm0Z0dDTx8fH07duXYcOGkZWVZfZjp+WnseLIChQU7u90P/f53Wf2YwrLoNPqmBIyBS9HL7IKsyotehLRy4eYqBC83SsP1Xi7OxATFSLz7EWT0SgWdN93eHg4AwYM4J13yvvPGI1GfH19ee6553jppZdu+frc3Fzc3d3JycnBzc2t1sct1Bcy+6fZpBekE+gZyOzbZ2Orta339yFapnO553h538uUGEqI7BpJVFCU6TmDUSH2bDZZecV4uZYP3cgZvbieoij1muhR21yzmDP70tJS4uLiGDp0qGmbVqtl6NChHDhwoMrXlJSUkJubW+mrroyKkRVHVpBekI6ngyfP939egt6CmbNtQSe3TkzoOwGALb9tYV/aPtNzOq2Ggf6teSS4AwP9W0vQi0oK9YXMPTCXE1dOmO0YFtMu4fLlyxgMBtq1a1dpe7t27Th16lSVr1mwYAFz585t0HH3pe0jPiseW60tM0JnyCIkFqwp2hYMbD+QlNwUNiVvYtXRVbR3aU8X9y6N8t7mIp861GVUjKxMWMnJ7JPEJMSw9J6l2Ooa/4TSYsK+PmbNmsW0adNMj3Nzc/H19a3TewzuMJiLhRfxcvLC38O/sUsUTaSibcGN5/EVbQsac/x8RMAIUnJSSLiUwOLDi5l/x/xme5IgfXvUt/H0Rg5fPIyN1oapIVPNEvRgQcM4bdq0QafTcfHixUrbL168iLe3d5Wvsbe3x83NrdJXXWk1Wv7S4y/c1fGuetUt1NfUbQu0Gi2TQybj4+zD5aLLLI1bSpmxrFHeuzFJ3x71Hco8ZLoh7+leT9OtVTezHctiwt7Ozo7+/fuzc+dO0zaj0cjOnTsZOHCgipWJ5k6NtgXOts5MD52Og86Bk9kn+Tjx40Z778YgfXvUl5qXyjtHyiebRHSOYIjfELMez2LCHmDatGm8//77rFu3jpMnTzJhwgQKCgp46qmn1C5NNGNqtS3wdfVlUr9JAGxL2cau87sa9f0bQvr2qCu/NJ/FhxZTbCgm0DOQJ4OeNPsxLWrMfsSIEVy6dIlXXnmFzMxMgoOD2bZt200XbYW4npptCwZ4D+AvPf7Cl79+yZrja+jg2oEerXo0+nHqSvr2qKdihl9mYSZtHdvyfP/nsdGaP4ot6sweYNKkSZw7d46SkhIOHjxIeHi42iWJZk7ttgV/7v5nBrQbQJmxjLcOv0V2sfpny9K3Rz2fn/qchEsJ2GntmnSGn8WFvRB1pXbbAq1Gy8R+E+no0pGrJVdZcngJeoO6i5b379SKW327Wk35fqLx/JT2E5vPbAZgQt8JdHbv3GTHlrAXVkHttgWONo68MOAFXGxdSL6WzJpja1RdtDzu3FVude3VqJTvJxrHmWtnWHV0FQCP+D/CoA6DmvT4FjVmL0RDRPTy4f4gb9VuIPJ29mZKyBQWHFzA7gu78XPzY3jX4U1y7BvJmH3TulZ8jcWHF6M36gnxCuGvPf/a5DVI2N+KokCZ/MC3FDpgoJ8T4FS+wVAMhqY7fh+P7kQFPMH6U5/xyYn1dHRsS982vZuugN95O4I9pbXaD32R+QtqwfQGPUsOLSK76DIdnNvzXK+n0ZaVVP8CGwcww2JIFtUIraHq1QhNXwQfRpi3MGFVFBRW6YrZrSvFWdEwT++MD7omrgFOZeahN9y8nGIFW52Wnt6u1V7YFrd2/b+1Exrml9bi33rsNrB1rPUxWlwjNCFaCg0anjY40MOoo0CjsMi2kIIqb28yZw3Q3qPmmTbtPaqfwSRq5xttKbt1pWiBqXqnJv+lfj0ZxrkVG4fy37RCNCJbYHrJNWbtn0N6STbLWvfmpf7T0GmbLgzcgczETOZ/c5KM3D+GFXzc7Pnn8ED6BFXdhkTUTsKlX/g07i3AyJM9R9G387DavdDGPNNdZRhHCBWdzTlL9P5oSgwlPNj5Qcb0GtPkNUjXy8aXmpfKy/tepqisiCG+Q/hHn3/Uq1d9bcgwjhAWoIt7FyYGTwTg25Rv2XFuR5PXIL32G1duaS6LDi2iqKyIQM9AxvUeZ7agrwsJeyFUFu4TzoiAEQB8ePxDjl06pnJFor70Bj1vHX6LrMIsvBy9mBY6rdksdiRhL0Qz8Kduf+KODndgUAy8FfcWaflpapck6khRFN4/9j4ns0/iaOPIzLCZuNk1n+FiCXshmgGNRsP4PuPp0aoHhWWFLIxdSG5p3ZfRFOrZlLyJPRf2oEXL1JCp+LrWbaEkc5OwF6KZsNWVL33p5ehFVmEWbx56U/UeOqJ29qftZ0PSBgCe6vUUwV7B6hZUBQl7IZoRd3t3Xgx7EWdbZ369+isrE1ZiVKq/8UmoLyk7iXePvgvA8C7DeaDzAypXVDUJeyGqYDAqHDhzhf8mpHHgzJUmXbGpo2tHpvefjo3GhgMZB/j81OdNdmxRN+n56Sw6tAi9UU9ou1CigqLULqlaclOVEDdoDotw39bmNv7R9x+sTFjJ5jObaevYttmeMVqrnJIcFhxcQL4+n24e3ZgcMhmtpvmePzffyoRQQXNahPuujnfxRI8nAPjo+EccyjzUZMcWNSsuK+aN2DfIKsrCy8mLmQNmYq+zV7usGknYC/G75rgI92PdH+M+v/swYuTt+LdJyk5qsmOLqpUZy1gat5QzOWdwtXXln2H/bLLVphpCwl6I3zXHRbg1Gg3jeo0jxCsEvVHPokOLSM1LbbLji8qMipFVR1eZlhWcGTYTH5emGdprKAl7IX7XXBf00Gl1TAmZQjePbuTr85l/cD6XCi81aQ0tQWNcdP/81Of8mPYjWrRMC53WLBaPry25QCvE75rzItwONg68FPYS0fujSctPY97BecwdNNcihg+ag8a46L4pedMf68cGT6CfVz+z1GoucmYvxO/Cunji4159D3cN5QER1sWzKcsycbVzZXb4bNo4tiGjIIP5B+dTqC9UpRZL0hgX3bef226aAhsVGMVdHe8yS63mJGEvxO90Wg3RkUEANwV+xePoyCBVu0K2dmzNv8L/hZudGym5KSyIXUBRmSwbWJ3GuOj+U9pPfHDsAwAe6/YYkf6RjV9oE5CwF+I6Eb18iIkKwdu98lCNt7sDMVEhTTbPviY+Lj7MDp9tust28aHFlBpuvZ6sNWroRfeDGQdZeWQlCgrDOg/jiYAnzFSp+cmYvRA3iOjlw/1B3s16QY/O7p2ZFTaL139+neNXjrPk8BJmhM7AVtc82uk2Fw256H448zBvx7+NESN3d7ybMbeNaRZ96etLzuyFqIIlLOjRvVV3Xgx7ETutHQmXElgSt0Qap92gvhfdj2QdYWncUgyKgcHtBzO+7/hmfXdsbdS5+tGjR7N3715z1CKEqKOg1kGmwD+SdUQC/wb1ueh+OPMwiw8vpkwp43af25kYPNHigx7qEfY5OTkMHTqU7t27M3/+fNLSZJEFULdxlrBuvdr0qhT4iw/LGH6Ful50P5hxkLfi3qLMWEa4dzjP9XuuSReBN6d6LTh+6dIlPv74Y9atW0diYiJDhw5l3LhxPPLII9jaNt8xQ3MtON4cGmcJcfzycRYdWkSJoYRAz0BeDHsRRxtHtctqFmrzf3R/2n5WHFmBESOD2w9mYvBEiwj62uZavcL+evHx8Xz00UesWbMGFxcXoqKiePbZZ+nevXtD3tYszBH2FXN4b/xLrDhraC4zOIR1OJV9ioWxCykqK6KbRzdmhc3Cxc5F7bKaBYNRqfai+/Zz2/ng2AcoKNzZ4U6eDX7WYoZuaptrDfpuMjIy2L59O9u3b0en0/HQQw9x7NgxgoKCWLp0aUPe2iI0x8ZZwrr19OzJK7e/goutC8nXkoneH83lostql9UsVHXRXVEUvj79NWuOrUFB4f5O91tU0NdFnb8jvV7Pxo0befjhh+nUqRP/+c9/mDp1Kunp6axbt44dO3bwxRdf8Oqrr5qj3malOTbOEqKrR1fmDJqDp4MnF/Iv8PK+l6V5WhWMipG1J9aalhN8rNtjjOs1rkUGPdRjnr2Pjw9Go5GRI0cSGxtLcHDwTfsMGTIEDw+PRiiveWuujbOE8HX15bXBrzH/4HzS8tOI3h/NjNAZBLUOUru0ZqG4rJjlR5YTdzEOgP8L+j+Gdx2uclXmVedfYUuXLiU9PZ2VK1dWGfQAHh4enD17tqG1NXvNuXGWEG0c2zB30Fx6tOpBgb6AeT/PY9f5XWqXpbqrxVd59cCrxF2Mw1Zry9SQqS0+6KEeYf/kk0/i4CDhBc2/cZYQrnauvHz7ywz0GUiZUsaqX1bx6clPrXYR8zPXzjDrp1mmhUdevv1lBrYfqHZZTaJlDk41EUtonCWEnc6OySGT+XP3PwOw+cxmFhxcQF5pnsqVNa29F/YSvT+aq8VX6eDSgdfveJ0AzwC1y2oyDZ56aUlknr2wdvvT9rPql1WUGEpo69iWaf2n0dWjq9plmZXeoGdd4jq2n9sOQP92/ZkUPAknWyeVK2scTTbP3pKYK+yh5jm8QjQn53PPs/jwYi4WXsRGa8OonqN4sMuDFt3kqzqZBZm8FfcW53LPoUHDY90f4y89/tKiZtxI2FfBnGEvhCUp0BfwbsK7HL54GIDgtsE8G/xsi1n5SlEUdqXuYt2JdRQbinG1c2VS8CSCvYLVLq3RSdhXQcJeiD8oisL3577n48SP0Rv1uNm58VSvpxjoM9Ciz/JzSnJY/ctq07TKQM9Anuv3HK0dW6tcmXlI2FdBwl6Im6XmprL8yHLO550HYEC7AYztPRZPB8uaRWZUjOw6v4vPTn1Gvj4fG60NIwJG8HDXh1vUsM2NJOyrIGEvRNX0Rj2bkjfx9emvMSgGHHQO/KXHX4joEoGttvk2N6yQkpPCh8c/JOlqEgCd3TozMXgifm5+KldmfhL2VZCwF6Jm53LP8d4v75F8LRkAH2cfRgWOIrRdaLMc2rlSdIUvkr5gz4U9KCg46Bx4IuAJIjpHWETHysYgYV8FCXshbs2oGNl7YS+fnfyMnNIcAPzd/Xki4An6tu3bLEI/uzibb377hu9TvqfUWN67f6DPQKKComjj2Ebl6pqWhH0VJOyFqL1CfSGbz2zm27PfUmwov4eks1tnhncdzsD2A1UZ3rmQd4FtKdvYlbqLMmMZUN7pMyowiu6tml9b9abQ4sJ+3rx5fPPNNyQkJGBnZ8e1a9fq/B4S9kLUXU5JDpuSN7Hj3A7TWXQr+1bc2fFO7up4F76uvmY9fnFZMXEX49h+bjsns0+atge0CuCx7o81m08bamlxYR8dHY2HhwcXLlzggw8+kLAXoonlleax49wOvkv5jqslV03bO7l1IrRdKP28+uHv4d8oM1+uFl/l+OXjHMo8xJGsI6ZfMlq0hLQLYXjX4QR6Blp1yFdocWFfYe3atUydOlXCXgiV6I16jlw8wt4Le4nPisegGEzPOdk44e/hT3eP7vi6+eLt5E0753Y42ThVGcx6g56rJVfJKsziXO45zued59fsX0kvSK+0n5eTF3d2uJP7/O5rsfPl66u2uVbnfvaWpKSkhJKSEtPj3NxcFasRomWw1doS5hNGmE8YuaW5HLl4hPiseI5eOkphWSHHLh/j2OVjlV6j0+hwsnHC0cYRI0YMRgMlhhIKywqrPIYGDZ3dO9O3bV/CfcLp4tZFzuIbqEWH/YIFC5g7d67aZQjRYrnZuXG3793c7Xs3BqOB83nnSb6WTPK1ZNLz07lYcJGc0hwMioE8fR55+ps7bdpqbWnj2AZfV198XX3p4t6FQM9AWTu3kak6jPPSSy/xxhtv1LjPyZMn6dmzp+lxXYZxqjqz9/X1lWEcIZpQcVkx+fp8ivRFFJYVotPo0Gl12Gpt8bD3wNnWWc7aG8AihnGmT5/OmDFjatyna9f6t1+1t7fH3t6+3q8XQjScg40DDjYO4Kh2JdZN1bBv27Ytbdu2VbMEIYSwChYzZn/+/Hmys7M5f/48BoOBhIQEALp164aLi4ztCSFETSwm7F955RXWrVtnetyvXz8Adu3axT333KNSVUIIYRksbp59Q8g8eyFES1PbXGu5TZ6FEEKYSNgLIYQVkLAXQggrIGEvhBBWQMJeCCGsgIS9EEJYAQl7IYSwAhL2QghhBSTshRDCCkjYCyGEFZCwF0IIKyBhL4QQVsBiul4K0RgMRoXYs9lk5RXj5epAWBdPdFpZJUm0fBL2wmpsO57B3C2JZOQUm7b5uDsQHRlERC8fFSsTwvxkGEdYhW3HM5jwSXyloAfIzClmwifxbDueoVJlQjQNCXvR4hmMCnO3JFLVwg0V2+ZuScRgtJqlHYQVkrAXLV7s2eybzuivpwAZOcXEns1uuqKEaGIS9qLFy8qrPujrs58QlkjCXrR4Xq4OjbqfEJZIwl60eGFdPPFxd6C6CZYaymflhHXxbMqyhGhSEvaixdNpNURHBgHcFPgVj6Mjg2S+vWjRJOyFVYjo5UNMVAje7pWHarzdHYiJCpF59qLFk5uqhNWI6OXD/UHecgetsEoS9sKq6LQaBvq3VrsMIZqcDOMIIYQVkLAXQggrIGEvhBBWQMJeCCGsgIS9EEJYAQl7IYSwAhL2QghhBSTshRDCCkjYCyGEFZCwF0IIKyDtEqpgMBjQ6/VqlyGE2djZ2aHVyrmeNZGwv46iKGRmZnLt2jW1SxHCrLRaLV26dMHOzk7tUkQTkbC/TkXQe3l54eTkhEYj3RBFy2M0GklPTycjIwM/Pz/5ObcSEva/MxgMpqBv3Vq6IoqWrW3btqSnp1NWVoatra3a5YgmIIN2v6sYo3dyclK5EiHMr2L4xmAwqFyJaCoS9jeQj7TCGsjPufWRsBdCCCsgYS9uaffu3Wg0mjrNUurcuTPLli0zW01CiLqRsLdwY8aMQaPRMH78+JuemzhxIhqNhjFjxjR9YY0kOzubUaNG4ebmhoeHB+PGjSM/P7/G/Z977jkCAgJwdHTEz8+PyZMnk5OTU2m/yZMn079/f+zt7QkODjbzdyGE+iTsWwBfX182bNhAUVGRaVtxcTGfffYZfn5+KlbWcKNGjeLEiRNs376drVu3snfvXv7+979Xu396ejrp6eksXryY48ePs3btWrZt28a4ceNu2nfs2LGMGDHCnOUL0WxI2FdHUUBfpM6XotSp1JCQEHx9ffnqq69M27766iv8/Pzo169fpX1LSkqYPHkyXl5eODg4cMcdd3Do0KFK+/zvf/+jR48eODo6MmTIEFJSUm465k8//cSdd96Jo6Mjvr6+TJ48mYKCgjrVfSsnT55k27ZtrFmzhvDwcO644w5WrFjBhg0bSE9Pr/I1vXr1YuPGjURGRuLv78+9997LvHnz2LJlC2VlZab9li9fzsSJE+natWuj1iwaj8GocODMFf6bkMaBM1cwGOv2/0JUZhHz7FNSUnjttdf44YcfyMzMpH379kRFRTF79mzz3QFYVgwfRpjnvW9l7DawdazbS8aO5aOPPmLUqFEAfPjhhzz11FPs3r270n4zZ85k48aNrFu3jk6dOrFo0SKGDRtGcnIynp6epKam8thjjzFx4kT+/ve/c/jwYaZPn17pPc6cOUNERASvv/46H374IZcuXWLSpElMmjSJjz76qMr6xowZQ0pKyk311OTAgQN4eHgQGhpq2jZ06FC0Wi0HDx7kT3/6U63eJycnBzc3N2xsLOLHXQDbjmcwd0siGTnFpm0+7g5ERwYR0ctHxcosl0Wc2Z86dQqj0cjq1as5ceIES5cuZdWqVfzzn/9Uu7RmIyoqip9++olz585x7tw59u3bR1RUVKV9CgoKiImJ4c033+TBBx8kKCiI999/H0dHRz744AMAYmJi8Pf3Z8mSJQQEBDBq1KibxvwXLFjAqFGjmDp1Kt27d2fQoEEsX76c9evXU1xcTFV8fHzqPKSUmZmJl5dXpW02NjZ4enqSmZlZq/e4fPkyr732Wo1DP6J52XY8gwmfxFcKeoDMnGImfBLPtuMZKlVm2SziVCciIoKIiD/Osrt27UpSUhIxMTEsXrzYPAe1cSg/w1aDjUOdX9K2bVuGDx/O2rVrURSF4cOH06ZNm0r7nDlzBr1ez+DBg03bbG1tCQsL4+TJk0D50El4eHil1w0cOLDS46NHj/LLL7/w6aefmrYpioLRaOTs2bMEBgbeVN+CBQtqrH/8+PF88sknpsc1XYStrdzcXIYPH05QUBBz5sxp8PsJ8zMYFeZuSaSqARsF0ABztyRyf5A3Oq3cK1AXFhH2VcnJycHT07PGfUpKSigpKTE9zs3Nrf0BNJo6D6WobezYsUyaNAmAlStXmu04+fn5/OMf/2Dy5Mk3PVffC8KvvvoqM2bMqLTN29ubrKysStvKysrIzs7G29u7xvfLy8sjIiICV1dXvv76a2kJYCFiz2bfdEZ/PQXIyCkm9mw2A/2lrUldWMQwzo2Sk5NZsWIF//jHP2rcb8GCBbi7u5u+fH19m6hCdURERFBaWoper2fYsGE3Pe/v74+dnR379u0zbdPr9Rw6dIigoCAAAgMDiY2NrfS6n3/+udLjkJAQEhMT6dat201f9b2G4uXlVel9oPwTxbVr14iLizPt98MPP2A0Gm/69HG93NxcHnjgAezs7Ni8eTMODnX/pCTUkZVXfdDXZz/xB1XD/qWXXkKj0dT4derUqUqvSUtLIyIigscff5xnnnmmxvefNWsWOTk5pq/U1FRzfjuq0+l0nDx5ksTERHQ63U3POzs7M2HCBF544QW2bdtGYmIizzzzDIWFhaapiePHj+f06dO88MILJCUl8dlnn7F27dpK7/Piiy+yf/9+Jk2aREJCAqdPn+a///2v6VNFVWbNmsX//d//1en7CQwMJCIigmeeeYbY2Fj27dvHpEmT+Otf/0r79u2B8p+Hnj17mn5BVQR9QUEBH3zwAbm5uWRmZpKZmVmpD0xycjIJCQlkZmZSVFREQkICCQkJlJaW1qlG0bi8XGv3i7m2+4k/qDqMM3369Fve8HP91Lj09HSGDBnCoEGDeO+99275/vb29tjb2ze0TIvi5uZW4/MLFy7EaDTy5JNPkpeXR2hoKN999x2tWrUCyodhNm7cyPPPP8+KFSsICwtj/vz5jB071vQeffr0Yc+ePcyePZs777wTRVHw9/evcc56RkYG58+fr/P38+mnnzJp0iTuu+8+tFotf/7zn1m+fLnpeb1eT1JSEoWFhQDEx8dz8OBBANMnhApnz56lc+fOADz99NPs2bPH9FzFFNXr9xFNL6yLJz7uDmTmFFc5bq8BvN0dCOtS8xCuuJlGUeo4qVslaWlpDBkyhP79+/PJJ59UeeZ6K7m5ubi7u5um4l2vuLiYs2fP0qVLF/nYL1q85vzzXjEbB6gU+BWXY2OiQmT65XVqyrXrWcSYfVpaGvfccw9+fn4sXryYS5cumT6aCyFalohePsREheDtXvmXkLe7gwR9A1jEbJzt27eTnJxMcnIyHTt2rPSchXwwEULUQUQvH+4P8ib2bDZZecV4uZYP3ch0y/qziLAfM2aMRTfzEkLUnU6rkemVjcgihnGEEEI0jIS9EEJYAQl7IYSwAhL2QghhBSTshRDCCkjYCyGEFZCwF6qZM2dOs1n/9Z577mHq1KlmPUZ9F2F/+eWX69SPf9WqVURGRtb5OKJlk7BvATIzM5kyZQrdunXDwcGBdu3aMXjwYGJiYkw9YyzNnDlzbtkkrz52796NRqPh2rVrjVtwLRw6dKjOi6hkZmby9ttvM3v27Fq/ZuzYscTHx/Pjjz/WtUTRgknYW7jffvuNfv368f333zN//nyOHDnCgQMHmDlzJlu3bmXHjh3Vvlav1zdhpXUzY8YMMjIyTF8dO3bk1VdfrbTtepbQrbJt27Y4OTnV6TVr1qxh0KBBdOrUqdavsbOz429/+1ulhnFCSNhXQ1EUisuKVfmqSwuIZ599FhsbGw4fPswTTzxBYGAgXbt25ZFHHuGbb76p9HFeo9EQExPD//t//w9nZ2fmzZsH/LEUoZ2dHQEBAXz88cem16SkpKDRaEhISDBtu3btGhqNxrSebMXZ8s6dOwkNDcXJyYlBgwaRlJRUqdaFCxfSrl07XF1dGTduXLVLGAK4uLjg7e1t+tLpdLi6upoe//Wvf2XSpElMnTqVNm3aMGzYsFvWmpKSwpAhQwBo1aoVGo2m0p3ZRqORmTNn4unpibe3d51Xt1IUhTlz5uDn54e9vT3t27evtMDLjcM4Go2GNWvW8Kc//QknJye6d+/O5s2bK73nhg0bKv0bXrp0CW9vb+bPn2/atn//fuzs7Ni5c6dpW2RkJJs3b6aoqKhO34NouSyiXYIaSgwljN42WpVjr4tYh0Mtlia8cuWK6Yze2dm5yn1uHO6YM2cOCxcuZNmyZdjY2PD1118zZcoUli1bxtChQ9m6dStPPfUUHTt2NAVjbc2ePZslS5bQtm1bxo8fz9ixY00LpXzxxRfMmTOHlStXcscdd/Dxxx+zfPnySi2s62rdunVMmDCh0mIsNfH19WXjxo38+c9/JikpCTc3Nxwd/1iNbN26dUybNo2DBw9y4MABxowZw+DBg7n//vuBWy+avnHjRpYuXcqGDRu47bbbyMzM5OjRozXWNHfuXBYtWsSbb77JihUrGDVqFOfOncPT05Ps7GwSExMrLbjetm1bPvzwQx599FEeeOABAgICePLJJ01toCuEhoZSVlbGwYMHueeee2r19yNaNgl7C5acnIyiKAQEBFTa3qZNG9NZ88SJE3njjTdMz/3tb3/jqaeeMj0eOXIkY8aM4dlnnwVg2rRp/PzzzyxevLjOYT9v3jzuvvtuoHxhmuHDh1NcXIyDgwPLli1j3LhxpkVSXn/9dXbs2FHj2f2tdO/enUWLFpkep6Sk1Li/TqczLWXp5eWFh4dHpef79OlDdHS06b3feecddu7caQp7Hx8fjEZjte9//vx5vL29GTp0KLa2tvj5+REWFlZjTWPGjGHkyJEAzJ8/n+XLlxMbG0tERATnz59HURTTQi0VHnroIZ555hlGjRpFaGgozs7ON63x6+TkhLu7O+fOnavx+MJ6SNhXw15nz7qIdaoduyFiY2MxGo2MGjWq0hq8QKWzRChfYPzGi4aDBw/m7bffrvNx+/TpY/qzj095G9qsrCz8/Pw4efIk48ePr7T/wIED2bVrV52PU6F///71fm1Vrq8fyr+H69fAvdWi6Y8//jjLli2ja9euRERE8NBDDxEZGYmNTfX/za4/prOzM25ubqZjVgzBVNVvfvHixfTq1Yv//Oc/xMXFVblIj6Ojo8VeoBeNT8K+GhqNplZDKWrq1q0bGo3mprHxiqGR64coKlQ33FMdrbb8ss711xGqu7B7/aLeFcNHNZ0JN9SN30tdaq3KjYuSazSaOtXv6+tLUlISO3bsYPv27Tz77LO8+eab7Nmzp9oFz2s6Zps2bQC4evUqbdu2rbTfmTNnSE9Px2g0kpKSQu/evW967+zs7JteJ6yXXKC1YK1bt+b+++/nnXfeoaCgoF7vERgYeNOY9759+0wLkFeExfWzX66/AFqX41QsF1jhxoXMG6o2tVYsiH79erSNydHRkcjISJYvX87u3bs5cOAAx44dq9d7+fv74+bmRmJiYqXtpaWlREVFMWLECF577TWefvrpSp9AoPyXQXFxsWm5RSHkzN7CvfvuuwwePJjQ0FDmzJlDnz590Gq1HDp0iFOnTt1yqOOFF17giSeeoF+/fgwdOpQtW7bw1VdfmaZsOjo6cvvtt7Nw4UK6dOlCVlYW//rXv+pc55QpUxgzZgyhoaEMHjyYTz/9lBMnTjToAu2NalNrp06d0Gg0bN26lYceeghHR0dcXFxq9f6zZs0iLS2N9evXV/n82rVrMRgMhIeH4+TkxCeffIKjo2Odpk1eT6vVMnToUH766SceffRR0/bZs2eTk5PD8uXLcXFx4X//+x9jx45l69atpn1+/PFHunbtir+/f72OLVoeObO3cP7+/hw5coShQ4cya9Ys+vbtS2hoKCtWrGDGjBm89tprNb7+0Ucf5e2332bx4sXcdtttrF69mo8++qjSDI4PP/yQsrIy+vfvz9SpU3n99dfrXOeIESN4+eWXmTlzJv379+fcuXNMmDChzu9zK7eqtUOHDsydO5eXXnqJdu3aMWnSpFq/960WTffw8OD9999n8ODB9OnThx07drBlyxZat67/AhxPP/00GzZsMA3t7N69m2XLlrF6zUcYbRwoLDWyfv16fvzxR2JiYkyv+/zzz3nmmWfqfVzR8ljMguONQRYcF5ZGURTCw8N5/vnnGTlyJDlFpaRfK0Zv+ONagq1OS3sPB9wdy4eoTpw4wb333suvv/6Ku7t7le8rP+8tR4tacFwIa6XRaHjvvfcoKysjp6iUc1cKKwU9gN5g5NyVQnKKyu8izsjIYP369dUGvbBOMmYvRDMXHBxM3759OZWZV+N+6deKcXOwZejQoU1UmbAkcmYvhAUoKDHcdEZ/I73BSEGJeWYZCcsnYS+EBSir5Xz/2u4nrI+E/Q2s6Hq1sCA22tr9V63tfvJzbn0k7H9XcSej3F4umiNnex22upr/u9rqtDjb62r1fhUtoXW62u0vLJ9coP2dTqfDw8PDdCeik5NTvRfIEMIc2jhC+rXq+/a3cXG4qRdSVYxGI5cuXcLJyanGvj2iZZF/6et4e3sD3HTruRDNhaHUQE6RnjLjH8MwNloN7o62XC7ScbmW76PVavHz85MTGisiYX8djUaDj48PXl5ezXoVJ2HdDEaFXy5cI7ugFE9nO/p09ECnrVto29nZmRrHCesgYV8FnU4nY5miWRvY4+aOpkLURH61CyGEFZCwF0IIKyBhL4QQVsCqxuwrbiTJzc1VuRIhhGgcFXl2qxvlrCrs8/LKG0n5+vqqXIkQQjSuvLy8GjudWlU/e6PRSHp6Oq6urnWaX5ybm4uvry+pqak19otuTqRm87O0ekFqbipNWbOiKOTl5dG+ffsap9Na1Zm9VqulY8eO9X69m5ubxfywVZCazc/S6gWpuak0Vc21WbtALtAKIYQVkLAXQggrIGFfC/b29kRHR2Nvb692KbUmNZufpdULUnNTaY41W9UFWiGEsFZyZi+EEFZAwl4IIayAhL0QQlgBCXshhLACEva3sHLlSjp37oyDgwPh4eHExsaqXVKN9u7dS2RkJO3bt0ej0bBp0ya1S6rRggULGDBgAK6urnh5efHoo4+SlJSkdlk1iomJoU+fPqYbZgYOHMi3336rdll1snDhQjQaDVOnTlW7lGrNmTMHjUZT6atnz55ql3VLaWlpREVF0bp1axwdHenduzeHDx9WuywJ+5r8+9//Ztq0aURHRxMfH0/fvn0ZNmxYs162sKCggL59+7Jy5Uq1S6mVPXv2MHHiRH7++We2b9+OXq/ngQceoKCgQO3SqtWxY0cWLlxIXFwchw8f5t577+WRRx7hxIkTapdWK4cOHWL16tX06dNH7VJu6bbbbiMjI8P09dNPP6ldUo2uXr3K4MGDsbW15dtvvyUxMZElS5bQqlUrtUsDRVQrLCxMmThxoumxwWBQ2rdvryxYsEDFqmoPUL7++mu1y6iTrKwsBVD27Nmjdil10qpVK2XNmjVql3FLeXl5Svfu3ZXt27crd999tzJlyhS1S6pWdHS00rdvX7XLqJMXX3xRueOOO9Quo0pyZl+N0tJS4uLiGDp0qGmbVqtl6NChHDhwQMXKWracnBwAPD09Va6kdgwGAxs2bKCgoICBAweqXc4tTZw4keHDh1f6uW7OTp8+Tfv27enatSujRo3i/PnzapdUo82bNxMaGsrjjz+Ol5cX/fr14/3331e7LECGcap1+fJlDAYD7dq1q7S9Xbt2ZGZmqlRVy2Y0Gpk6dSqDBw+mV69eapdTo2PHjuHi4oK9vT3jx4/n66+/JigoSO2yarRhwwbi4+NZsGCB2qXUSnh4OGvXrmXbtm3ExMRw9uxZ7rzzTlOr8ubot99+IyYmhu7du/Pdd98xYcIEJk+ezLp169Quzbq6XormbeLEiRw/frzZj8sCBAQEkJCQQE5ODl9++SWjR49mz549zTbwU1NTmTJlCtu3b8fBwUHtcmrlwQcfNP25T58+hIeH06lTJ7744gvGjRunYmXVMxqNhIaGMn/+fAD69evH8ePHWbVqFaNHj1a1Njmzr0abNm3Q6XRcvHix0vaLFy/i7e2tUlUt16RJk9i6dSu7du1qUBvqpmJnZ0e3bt3o378/CxYsoG/fvrz99ttql1WtuLg4srKyCAkJwcbGBhsbG/bs2cPy5cuxsbHBYDCoXeIteXh40KNHD5KTk9UupVo+Pj43/cIPDAxsFsNPEvbVsLOzo3///uzcudO0zWg0snPnTosYm7UUiqIwadIkvv76a3744Qe6dOmidkn1YjQaKSkpUbuMat13330cO3aMhIQE01doaCijRo0iISEBnU6ndom3lJ+fz5kzZ/Dx8VG7lGoNHjz4pqnDv/76K506dVKpoj/IME4Npk2bxujRowkNDSUsLIxly5ZRUFDAU089pXZp1crPz6905nP27FkSEhLw9PTEz89PxcqqNnHiRD777DP++9//4urqaroe4u7ujqOjo8rVVW3WrFk8+OCD+Pn5kZeXx2effcbu3bv57rvv1C6tWq6urjddB3F2dqZ169bN9vrIjBkziIyMpFOnTqSnpxMdHY1Op2PkyJFql1at559/nkGDBjF//nyeeOIJYmNjee+993jvvffULk2mXt7KihUrFD8/P8XOzk4JCwtTfv75Z7VLqtGuXbsU4Kav0aNHq11alaqqFVA++ugjtUur1tixY5VOnTopdnZ2Stu2bZX77rtP+f7779Uuq86a+9TLESNGKD4+PoqdnZ3SoUMHZcSIEUpycrLaZd3Sli1blF69ein29vZKz549lffee0/tkhRFURRpcSyEEFZAxuyFEMIKSNgLIYQVkLAXQggrIGEvhBBWQMJeCCGsgIS9EEJYAQl7IYSwAhL2QghhBSTshRDCCkjYCyGEFZCwF6KRXLp0CW9vb1Mvc4D9+/djZ2dXqXuqEGqQ3jhCNKL//e9/PProo+zfv5+AgACCg4N55JFHeOutt9QuTVg5CXshGtnEiRPZsWMHoaGhHDt2jEOHDmFvb692WcLKSdgL0ciKioro1asXqampxMXF0bt3b7VLEkLG7IVobGfOnCE9PR2j0UhKSora5QgByJm9EI2qtLSUsLAwgoODCQgIYNmyZRw7dgwvLy+1SxNWTsJeiEb0wgsv8OWXX3L06FFcXFy4++67cXd3Z+vWrWqXJqycDOMI0Uh2797NsmXL+Pjjj3Fzc0Or1fLxxx/z448/EhMTo3Z5wsrJmb0QQlgBObMXQggrIGEvhBBWQMJeCCGsgIS9EEJYAQl7IYSwAhL2QghhBSTshRDCCkjYCyGEFZCwF0IIKyBhL4QQVkDCXgghrICEvRBCWIH/D797bJiIGIEXAAAAAElFTkSuQmCC", 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" ] @@ -1309,7 +1280,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:03<00:00, 25.60it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 37.63it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1317,12 +1288,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1mCycle 3 model: 0.04\u001b[0m\n" + "\u001b[1mCycle 3 model: sin(x)\u001b[0m\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1349,7 +1320,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:05<00:00, 17.27it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 33.38it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1362,7 +1333,7 @@ }, { "data": { - "image/png": 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EPpqJLZFbYM9ia8IHDx7gt99+Q1xcHJycnOo9pna6IzY2FosWLcKKFSsglUqxa9cuzJo1CytWrEBERAT27duHyZMno0WLFtrAyNb777+PZcuWwcvLC9OnT8eUKVO0G6X88MMPiI2NxZo1a9C3b19s3boVq1atQuvWrQ26RnVbtmzBjBkzamzGoou/vz927NiBF198ETdu3ICrq2uNXem2bNmCuXPn4vfff8fZs2cxadIkhIeHY9CgQQBo0/TaKNg3gq7pgQyqeqQL917FoGAfSukYyZo2L7l58yYYhkG7du1qPO7p6antNUdFRWHx4sXan40bNw6TJ0/Wfj927FhMmjQJM2fOBADMnTsX586dw9KlSw0O9p988gmefvppAMC7776LYcOGoby8HPb29lixYgWmTp2q3STl448/xqFDhxq1l0Dbtm2xZMkS7fcZGRk6j5dIJPDwqNrC0tvbG+7u7jV+3qVLF8TExGjP/fnnn+Pw4cPaYO/r66vd9rA+1TdNt7Oz026crotm03QAiIuLw6pVq5CUlITIyEhWm6aHhobytmk6BftGYDM9MLugHEnp+Ra5p6xQsNm8RC6RY0vkFnM2q8a1GyMpKQlqtRrjx49HRUVFjZ9V7yUCVRuM1x40DA8Px8qVKw2+bvUNwH19qz595ubmomXLlrh27VqNHDxQtZH50aNHDb6ORo8ePYx+bn2qtx+oeg3VtyykTdNromDfCGynB7I9ToMGew0nEolYpVL41KZNG4hEojq5cU1qpHqKQqOhdE9DxP/MTqo+jlBZWVnvsdUHezXpI1094caq/VoMaWt9dG1gzoatbZpOA7SNwHZ6INvjABrsNTWGYVBcrsSjUgWKy5VmXYHbtGlTDBo0CJ9//jlKSkqMOkeHDh3q5LxPnz6t3YBcEyyysx+/X6oPgBpynd9//73GY7U3Mm8sNm3VzNhRqUyzeM6WNk2nnn0jsJke6ONW1TNngwZ7TaugTIGsR+WoVD3u/dlJxPBzt4ebQ81pgAzDoKRCBaVarZ3iaexc8eq++OILhIeHIzQ0FLGxsejSpQvEYjHOnz+P69ev6011zJs3D6NHj0a3bt0QERGBvXv3YufOnTh06BCAquDVq1cvLFq0CIGBgcjNzcUHH3xgcDtnzZqFSZMmITQ0FOHh4fj2229x5cqVRg3Q1samrQEBARCJRNi3bx+GDh0KBwcHODs7szo/bZpeq30mO7MN0DU9UPN9zPBgVikYfYO9QNVgr0pNtWCMUVCmQOaD0hqBHgAqVWpkPihFQZmixrHXc4pwK68Yt/NLcSuvGNdzimocY6ygoCD88ccfiIiIwPz58xESEoLQ0FCsXr0ab731Fj766COdzx85ciRWrlyJpUuXomPHjli3bh02bdpUYwbHxo0boVQq0aNHD8yePRsff/yxwe0cM2YMPvzwQ7z99tvo0aMHMjMztRt8c0lfW5s3b46FCxfi3XffRbNmzRAdHc363Gw2Td+wYQPCw8PRpUsXHDp0iJNN07dv365N7Wg2Td+6dStcXV0hFouxdetWnDx5EgkJCdrnmWPTdNpwnAP1leH1dbNHzPBg1j3xs2kPMHaD/o/J303rZfODvYZuOM4wDK7nFNUJ9NXZScRo7+OCwvJKZD5oeJAsoKljnU8BhGiYatN0LjYcpzQOB+qbHmjooKqpBnsJUFKh0hnogaoefkmFElmPdP9+sx6Vw9XejpOUDrE+mk3TDcn7m2vTdAr2HKk9PdBQphjsJVXYFksrrlCyvCmo4GxPfzqkfkLdNJ1y9gKhGextqL8oQlVqiO1gL3mMfbE0dr11qrRJLBEFe4HgcrCX1OQkl8BOovutbicRw5llUTVLrLRJCL1rBURTC8bHrWaqxsfNnqZd1oPt3AKRSAQ/d93pLz93ezjJpaxuCpZWaZNYPi7m0VDiUWC4GOy1dppVjKWlpfWuOq2Pm4MMXi4q5BVV1JjeKgLg6SLXzrDxc7fXORvHz92eBmctlKnWTpiDpoxCY0pcU7AXoMYO9gqBKUs+SCQSuLu7a1chOjo66v2jLSpXILeemTYMgNyHCkiZSrjYyyAXAb7OYuQWKmrk5qViMbxdZZCL1I0qBkb4UVSuaPD/tHr1VKFhGAalpaXIzc2Fu7s7JBLjP1VSsLdgQq2hw8W6A318fHwAoM6y8/owDHCvsBzKBhakiQDk54jQzNUemnuGiAEYpQoqhoFEJIJIKkFeCZDHSeuJOZUpVMgvUdRZsCgCkA3Aw0kGB5mwU3Pu7u7a97yxaFGVhTJHQDW2XfWVfACq/riMGXvQdVNTqVR6i2f9cfsh3vpRd51yAFg6KgTdWjYxqG1E2FRqBuM3nMP94ooGj/FyluPbab0E0VGqj52dnc4evVUuqjpx4gQ+/fRTJCcnIzs7G7t27apRg8JWCLWGjq6SD0BVysTQ+v76bmoSiUTvR9vcUjXuFukvpJVbqma1IpdYjrNpD5CSrbts8N2iUvyZXWrxqVN9LGo2TklJCUJCQrBmzRqzXVOlZnA27QF+TrmLs2kPeK9NI+QaOvrq+wOP6/uzobmp1T6n5qbGthIoLVizXbQy/TGL6tkPGTIEQ4YMMdv1hJgqEfKGKTkF7PbPZHMcl7uAcV2dlFgOutE/ZlHB3pyEmirho6eiUiqQ9+A68vL/RmHpfRSX5aNMUQyVuhIqRgWJSAKZ1AEZ9yrR2UmBIqUnHim98Ujljfo+POaX6K8eyeVNTbNgbcY3FyEC6ky9BGjBmrWiG/1jVh3sKyoqamzzVlhYyOp5Qt5b1tQ9lfKyh/jr1m9Iy0lG+sO/kVmWi/vKUqgazMQ/plIzEHmr4QrAFUBrRgzHSgeIFe4orWiB7PJgZCmC4OGsfxs/rm9qDW1e7iOAQW1iOnSjf8yqg318fDwWLlxo8POEnCrhuqfCqNXIvH0S5//ajcsPLuNmeR6U9ZzZDmJ4SR3hJnWEs9QRjlIHiMUSSERiqBg1KpTleFBWgrTSfFRKFKiQKKEUqVEoKwFkJYDzXTTF7/BRS5B6tSXcy59C13bPo4lH/Zs1mOKmRgvWbBPd6KtYdbCfP38+5s6dq/2+sLAQ/v7+ep8n5EEdrnoqt2+fwokr3+D3+38iV1VztoKnxAFPODVHYJMnENisG/yahaBJk9YQS3S/XVRqBn0XH0F2QTkkUKCZLB2esky4yO5CLM9BibwISokaVxS3ceX6NxBd/wbt7b0R7t8fPTu/DFe3x/83pvr4bQ0L1ojh6EZv5cFeLpfXu4u7PnwP6uhbLGVsT6WsNB8nk7/A0duHcUvxUPu4HcQIcfZHd7/e6NRmKLy9OkFkRLGv6jciNWTIUrRDlqIdgKrgLIYScc+WQqxMwh/3LyFNkY9r5bm49vcP2Pz3j3jSNQiDgsciuN3zkIjF9PGbcErIN3pzLJC0qEVVxcXFuHnzJgCgW7du+OyzzzBgwAB4eHigZcuWep/PdvGBpoeqr1d56p2BnP+HGDIDiO0b5H7uFRy4sBJHcy+ilFECAKQQobtLK/RtPQQhHUbB3oG7xURsX0Pe/Ws4e/kbnM46g/RqN5/mUmf8K+g59OsRhcN/FwpuRhQhXGrsrD+2cc2igv2xY8cwYMCAOo9PnDgRmzdv1vt8Q1bQambjAPX3Kk0xG6ehGUDGXjM7Kxm7k5bh5MNr2gFWX6kTBvk/g37dptVIm3DN0J5KRsZxHPpzI07mX0Y5U7UAyl0swzD/CDzT8y38mcPY7MdvYr24+Ju3ymDfWIaWSzDnPPvq+e76GPJp4n7uFfxw+mOcenQd6n/eRp0dfDEseDxCOr6kN/fOp9LSPBxJWolfMhORr676XbiJZRgREIlBvedBJnfhuYWEcIOrv3kK9vUwpjYO2x5qY3NuXGw4XlyUjR0nYvBb7gUoUVXdr4dzAJ7vNgNt20SybosQKCvLcSp5DXb8tUM7gOwpccC4DuPRp8dMo8YU+CTUonWEP1z8zQNWWhuHD2wGddh+AtD1B9+YGUBqlRJHzn6K7Wk7UaSuKgrW0cEH4598E0FBg1idV2ikdvbo3+tN9O0RhePnV+Knv3chT1WGVZe/xP6/d2Fyz3fQJuhZvpvJCtefEOnGYR3MPeuPgn0jsV1pq+8P3tgZQGlpiVh/7hNkKB4BAFrYueDlrjMQEvySxfV+6yO1s8czfd5B3+7Tsf/Ux9j9vyO4WfEAH5x4GxFXvsVLAxbB2UW4A7Vcr8QWYgkPYhxzz/qjNE4jsM25fTgsGFHbdA/CDAr2QY+PE/GotOFyve6Odkj+YBAkYhHKSvPxw9F3cCD3PBgATiIpRrcejkF95kMiFe5mDI316GE6vj32Hk48ugYAcBXLMDl4Inr3mCG4mxuX4zAA9wP4hF9czfpjG9eE9ddhYdiutP3g58ucVKnU/HenXvkRb/00DPv/CfT93Ntj+cifEPlUjFUHegBwbxKIqOe/Q0zvWDSXuqBQrcDKyxuwbMcLeJifxnfzajBkJbY+Qq52SoyjWZcCPP7b1jDFWhIK9o3ANpemq/CX5g9+69kMnb16ACgte4QVP76Mj5M+QZ6qDN4SR7z35LuIfn473NxbGdByyxfcfiQWv/Qr/t18ACQQ4XxxBt7aMwZnLnzBd9O0uMzJcnnjIMKhWSDp41YzVePjZs/5JzXK2TcClytoM/N1b7DQSv4nfL1/wtliJSRiEQZ7dse4iGWcLoayNHZ2jhj17HKEZZ7E2lMLcEvxECtT1+PinROYMmgVHJ29eW0flzlZIZfwII1jrlIO1LNvBE39lob+S0QAPJzY7QYf4OHYwDmU6OW+DW5+36FEqkATsRwfhL2PKcM32nSgry4goB8+Gn0AL/o9DTFEOPnoOt7eOQJ/3TzAa7vYvD98Wdb34buEBzEtzay/EV2bo3dQU5PMrqJg3wianJuubfg+HtGJ1R/8y71b1TnORXwffX2XorTJn2DAwEvRDEtf3I3OHUdx+jqsgdTOHqMHr0Rs34/hLXHEfVUZYk++hz1H3oNapeSlTVzmZLm8cRDbRMHexMQs/+BlUnGN49rYX0Bwi5UosH8ECSOC7EEv/PvpLXBz9TNb2y1Ru7bDsPjfe9DHtQ1UYPBt5n4s2fE8iovYbWHINa5ysuYezCPWh6ZeNoIhU+sSr+awmh994M+7+OHQB8h3ulA1pVIpR3HxZEQNe4Gm1RmAUatx5OwSbPrrB1RCDW+JI+Y+FYeWLZ/mZUESVwuh+JpnTwu5hIvKJdSD62Bv6HJnfX8wFeUFWLf/VZwu+BtqNYOOskAM7LEU4e2D6A/LSBkZx7HsxHzkqkohUosge9gXJ/Iel46wxAVJ5g68tJBL2CjY14PrYP9zyl3M2p6i97iVL3XFiK7NdR6Te+8yliZGIbOyABKI8ErQSAzu+6HgFgpZouKibMTvmozUsrsAANfCQJx5MBVqSGlBkh60kEv4aFGVGXA1Q+L6jT147+BkZFYWwE0swwe9YxD5VAwFeo44OPngyP/mwLmgAwCg0DUd4b6fwln8kBYk6UALuawLRZNG4GKGxNGzS/HRmRgUqSsRKGuCuGFfI7j9SFM012Ylpecju1CJM/kTwdyPgIQRocC+AJ2br4CP9BYtSGoALeSyLhTsG6ExMyTUKiW+PTATa69/AyUY9HRtjYUv7oanZ3vTNtoGVV9olFocgbysl+GgskOJtAItmn+Ftva/1zmO0EIua0PBvpGMmVqnqCjCit2jsSfnDADgRb+nMXvkD5Dbu5mlzbamdhrtjiIY1/73BlwVTlCIVXDy3Y3uLvtMuiBJpWZwNu0Bfk65i7NpDywi9UELuawLlUvggCHLnQsKbuPTX6bg74o8SCHC68GT8FTPWTy02nZo0m3VqwsWqr2QlPUWenkn4JFjLhiv0/hf2idgApdyPlZiqbNZ6vu9VaeZWkwLuSwD9ew5wma5c05OChbsGYu/K/LgLJLi/d4xFOjNoKF0m4JxwKl7b8C14AnYSUT46e4RrN0zAcpK7tISmtkstXPfmnr2By/zs9iLDVrIZV0o2JtJWloiPvz1NeQoS+AtccR/B31BA7Fm1FC6rZmbMyYM/RzT270EMUQ49vAqlux8EWWljR90tIbZLOasykhMi+bZm0HK5W1YfmEZyhkVWsncMX/oJrg3CTTb9cljuhYkXbz0NZb/sQIKRo0gmQfe+ddmuLm1NPpaXO0xKgS0gla4aA9agTiVtBpfXNkIFRh0dvTDm8O/gYMjNzlO+gM0nK49hbuHvIIPnbyw5PQCpCnyEbNnLN57dh28m3Uy6lrWNJuFzV7MRNgo2JvQgeOx2HxrNwAg3K0tZgzfAju7+ksZG8pSB/2E7ok2Q/BfRy/EHfoPspUlWHBwKt4f+Bn8/cMNPhfNZiFCQjl7E2DUavzw6yxtoB/iFYroEd9xGugtddDPEvj5heK//9oKfztXPFRXIPbwLNz4+xeDz0NliYmQULDnmFqlxKZfXsWOrOMAgDH+EZg4dD3EEm4+RFnDoJ8l8PBog9gR3+MJuSeKGSU+Ob0Aly5vN+gcNJuFCAkFew4pK8uxZs94/Jp3ESIAU9q8iBciuJ23TUvYzcfZxRfvP/8jujq1QAWjwpLzi/H7xfUGnYNmsxChoJw9RyorSrB8zzgkF2dCAhFmdpyCvmH/4fw61jToxwdDB7XtHZrgred/wOd7Xsa5wjSsuJSA1yoKMaD3W6yvGdnJFwPbN8PWsxnIzC9FgIcjXu7dCjKpaftaNIBPqqNgz4Gy0nws2zMeqWXZsIMYc7rPQo+QiSa5Fg36Gc/YQW07O0fMGvk9HPZNwtH8y1h7/RtUVJYg8qkYo6/75al0kw6m0wA+qY3SOI1UWpyLuN2jkVqWDXuRBPN7vW+yQA/QoJ+xGjuoLZZI8frwrzHUOwwAsCltF3Ydftvk1zUGDeCT+lCwb4TCgjv4789j8FdFHpxEUnzQ9xN07PCiSa9Jg36G42pQWyQW45Uha/Fi8/4AgO23f8N3B6PBqNUmva4haACfNISCvZEePUzHwr3jkK54CBexHRb0X4a2bSJ1Poeryoc06GcYLge1RWIxRj+7AuMDhgIAdmefwtcHptcb8A29LhfvDxrAJw2hnL0RHuT9hY8OTEa2sgRNxHJ88MxKtGjRS+dzuM6hGlJp09aZYlD7uYFxkJ2wx6a0ndifmwTFvkmYOmxjjSm2hlyXq/cHDeCThlDP3kC59y4jdv8kZCtL4ClxQOzgdawCvSlyqGwqbRLTDWpHPrUA09tPgAjAoQd/ImHPy1CrlAafLyOvlLP3hzGv1RJr7RPDWVywX7NmDVq1agV7e3v07NkTSUlJZrt2dlYyYg6+ilxVKZpJnLBwyEb4+HTV+RzKofLPlIPaA3q/hf90ehViiHDi0TWs3v2StkQym+v6uMrxXdJtzt4fhr7Wg5ez0XfxEYzdcA6ztqdg7IZz6Lv4CA3iWiGLCvbff/895s6di5iYGFy8eBEhISEYPHgwcnNzTX7tO3fOIjZxBvLV5WgudUHsv7bA06uD3udRDpV/ph7UDn8yGnO6RkEKEc4U3sSK3S+hsqKE1XXHhrVETiF37w9DXivN2rEtFhXsP/vsM0ybNg2TJ09GcHAw1q5dC0dHR2zcuNGk183IOI6FR97AI7UCAXZuiBm+FR4ebVg9l3KowqAZ1G7mappB7bBur+LN7nNgBzHOF2dg6c9joKgo0juY3srTidX5DXl/sBnAp0+cwnPj71843TinNosZoFUoFEhOTsb8+fO1j4nFYkRERODs2bP1PqeiogIVFRXa7wsLCw2+blpaIuJOzkcxo0RrWRO8N/wbuLg2Z/18WgQlNDWDF5fbOXQPeQXvSB2w5Hw8Ukr+hyW7RuOtEdt0DqafTXvA6twGjyfoGcA35BMnlTY2vTMXvsDnqRvQ889N+M/I7ZzV0qrOYnr2eXl5UKlUaNasWY3HmzVrhpycnHqfEx8fDzc3N+2Xv7+/wdeVyRwhEonwhNwTH4z4zqBAD9AiKKHQpCxyCitqPH6vsILTlEXnjqMwv9cC2IskSC3LxqLdY3TuemXK94euAXz6xCkcJ35fidWpG6ACA7FYAoapf91GY1lMsDfG/PnzUVBQoP26c+eOwefw9w9HzMBVeG/kD3By9jH4+bQIin/mTlkEtx+J98L/CweRFNfKc/H+Dy8gYvHOegdB+Xp/eDrJOT2OGOfImSX44uomqMFggEcnRD33LSRSmUmuZTHB3tPTExKJBPfu3avx+L179+DjU38QlsvlcHV1rfFlDH//3o3aXYoWQfGLj0Hydm2HYcHTiyFXS3Cz4gH8XJbARfz4/NUHQXl5f7C9d1AfxGQOnvgv1t3YBgbAs57d8Nq/NpskfaNhMTl7mUyGHj164PDhwxg5ciQAQK1W4/Dhw4iOjua3cSzQIij+8JWyCAgYiIK8VyB33YQiu1J09luFy1lRKFR7gUFVHF249yoGBfuY/f2RV1yh/6Bqxwm5gqaQ29aQvUffxzcZVRviDPUOwytD1nJaCr0+FhPsAWDu3LmYOHEiQkNDERYWhhUrVqCkpASTJ0/mu2ms0D6e/OBrkDwpPR+XHraBX8kktPDZgmK7cnRs/jluZL2OfJVfnUFQc74/PJ1ZpnGc5YKuoCnkttWHUaux8/A8/PC/wwCA5337YcyzK00e6AELSuMAwJgxY7B06VIsWLAAXbt2RUpKCg4ePFhn0JaQ6vgaJNd8UshStEVm1lQ4qOxQIq3AE83Xwkt6u85xXNO5Mpbl8MT59HzBzsW3tHUCjFqNbb9GawP9S/6D8FLkarMEesDCevYAEB0dbRFpGyIcmkHQGd9U7SBWPc6ZchC0+ieFe8pAqLJeQxvfDSiVKtDabz2kWZORrQwyybRbfT3evBJ2aZzNZzIaHNiunoYyd9pE36A7n22rj1qlxJYDr+Pg/WQAwMuBw/Gv/h+ZtQ0W1bMnxFiPF1XVTF80c5WbbBBU84lCI0/pjxtZM+CslKNMokSL5psQ0uQm558o2PR42d5gHpVVNvgzPld/W9LKdLVKiXV7J+Lg/WSIAExrO8bsgR6gYE9sTkMTHLknEYvwXEjNm8hDlS9S70bDpdIBFWIlnDy24NatXzm7Jttppj0CmuhNbbk72LG6Jh9z8S1lnUBlZSlW7X4Jxx5egRgizAyejIi+8/U/0QQo2BObcPByNqZ/c7FOHZqcwnJMN1F+V6VmsOdS3fMWqb2QkjULrhXOKGGU+PjU+7hybQcn12Tb403OfKh3fv/k8FasrsnH6m9LWJmuqCjCZ7vG4GzhTUghwuyQGXiq5yze2mNwsJ84cSJOnDhhirYQYhIqNYN3d6bqPGb+zlTO68DoCrwlandcyJ4F1zJXlKqUiD/3CS6kbG70NQ3p8eqb3x89sK3BA9vmKpcs9JXppaV5iN/1b1wsuQOZSIx5T85Dz+6v8dIWDYMHaAsKChAREYGAgABMnjwZEydORPPmhpUQIMSczt16gEelDeeeAeBhaSXO3XqA8DaenF1XX+AtZ1xwLnsORnf4CjfVWVj2x0rMVBSiX9gbRl/T0B6vvvn9hgxsm3MaJF+D7mwUFNzGon0TcUvxEA4iKd7p/SE6tBth9nbUZnDPfvfu3bh79y5mzJiB77//Hq1atcKQIUPw008/obJS9x8UIXxgW2yM7XFssQm8lbDH0N5foZ97e6jB4PMrG3HgeKzR1zSmx6urhg7b1b18TIMU4sr0vLzriN0zDrcUD+EqlmHB00sEEegBQMQ0suzfxYsXsWnTJnz55ZdwdnbGhAkTMHPmTLRt25arNnKmsLAQbm5uKCgoMLp0ArE8S3+9js+Ppuk9LnpAEN4a3J6z66rUDPouPoKcgvJ6B0xFqApMp94ZCBGjwtcHpuPA/QsAgBf9nsaoQcuNmoOtCbxA/T1eYwKhrlWqmtfZUMqq+us0RU9bKCto79w5i7gjc5CvLkdTiT0+iPgcfn6hJr8u27jWqAHa7OxsJCYmIjExERKJBEOHDkVqaiqCg4OxfPnyxpyaEM70bs0uNcP2OLYMKXImlkgxceh6jPGPAADsyDqOL/dNqrHNIVum6PHq6v3zPQ1SCNtz3vj7F8Qe/s8/mxs5479DNpkl0BvC4Jx9ZWUl9uzZg02bNuG3335Dly5dMHv2bIwbN057V9m1axemTJmCOXPmcN5gQgzVK6gp3B3tdObt3R3t0KtaqQKueouawFs7l+1TTy5bJBbjhYilcDkVh6/+/gGHHvyJgp3/xhvPbYVM7mLwdc1Va8dSpkGaysVLX2P5HyugYNRoI2+Kd//1tcGl0M3B4GDv6+sLtVqNsWPHIikpCV27dq1zzIABA+Du7s5B8whpPIlYhEUvdMb0f1Ib9Vn0QmeTDTQaGngH9X0Pro6eWH1pLc4XZ+Djnc/j7X9thbOLYdc2V60dS5gGaSqHTy/Cl399DzUYdHVqgTnDt8LeoQnfzaqXwWmc5cuXIysrC2vWrKk30AOAu7s70tPTG9s2QjgT2ckXayd0h0+tFbQ+rnKs5XmgsT49u7+G93ovgKNIihvlefhw9yjk3rtslmsbKizQA+6OuhdguTvaWdUGPYxajR9+nYX1f22HGgz6NwnGvOd/EmygBzgYoLUkNEBLuB5oZJPuacwnhTt3TiPuyJvIV5fDTSzDO30/QVDQoEb8BrinUjPo8XGizjRZE0c7XPhgkCDq1DRWZUUJ1u2fipOPrgNo3GA6F9jGNYsrhEZIY+hKbRi6LyubIK75pFC7R6X5pFB9wLS+G4e/fzg+HvY1Fh+chszKAsSefAfRBem8L9CpLik9n9U6BlPtZ8t2fEWhVGPr2Qxk5pciwMMRL/duBZnUsABdXJSNpfsm4lp5LsQQYWrb0byVPzAUBXtC/mHIQCObID4o2Id1ZcbEqzk6bhxPYOELu7Bi3ytIKfkfPrv0BcY9uoXn+sfx1pusjs8BWrafmuL3X8WGk+movqD3k/3XMK1fIOYPDWZ1reysZCw5PAtZymLYiySYE/omunYax9lrMTX+3ymECATbAURPJzmrYmPnbj1g9Unh8yM39Y4TODh64O0XdmKwZ3cAwLbMg1i752VUVpSwarMp8TVAy3Z8JX7/Vaw7UTPQA4CaAdadSEf8/qt6r5V65Ud88NvryFIWo6nEHh8NXGlRgR6gYE+IFtvVpxCBVRBnuyJ30+l0VpuhS6QyTBm+EZODXoAYIhx7eAX/3TECjx7yOxmCjzo1bKt7lilU2HBS9+9nw8l0KJTqen/GqNX49eRHiEuKQzGjRBt5U8QN/w4tW/Zt3AvgAQV7Qv7BdhEU2/1b2W4HZWjN+MinFuCdJ+fBSSTFXxV5mL9nLNLSElm2iXuGLB7TaGzBNLbjK3H7r9bp0demZoCtZzPqPF5ZUYJ1e1/Bxps7oAaDvu7tEPviHrg3CTSorUJBwZ6QatisPmWbjujd2tNkNeO7dhqHT55dh+ZSZ+SryxFz4h0cObOE1bmMoS84G7Jq9+DlbPRdfARjN5zDrO0pGLvhHPouPmLQtFa2+f+MB6WsjsvMr3ncg7y/ELtjOI7mX4YYIowLiET0iO9gJ3di3UahoQFajgilPgdpPH2LoDRpC301b3oFNdVbmXFyeCssP/S33jbVd4Px9euBj5/fic8PTENycSbW3diGv++nYkrkWk6DEttBUDaLxwyZnaQL2xtuq6aOOKn/14sAD0ftv1Ov/IhVFz5FoVoBZ5EUb4S+hZBOL7G6Xm1Cigs0z54DlrbDPWk8Q4qN6Xp/DAr2YV0sraEgoVYp8fPR+fj+TiIYAAF2bpgz8DP4+vXg7HXWbpsxRdW4LJjGtsjckTf7o2PMQZ2pHLEIuP7REEhFauw4PA877h7V/h7fHLQazZp1YfX6ajNXXGAb1yjY66HvzszlHwOxLAcvZyN2zxXkFD7O4fu4yhH7XMc6/+e63kdcVan888r3WHVhKYrUlbAXSTAteBL6hv3H6NfHdTXLs2kPMHbDOb3HfTetF6v5+Gx/b5rZOA15/alAvN5Lhi9++w9Sy6pSSQM9OmNy5BcG1ySq3TZzxAWzVL20dvpyi2xnBJhqtx4iBOz2tOWiZrw+XTqOweJh36KDvTfKGRVWX/kKX+wai9LSPINekQbX1Sy5no/P9vc2f2gwXn8qELXvR2JRVaAf5JeEt/eORWpZNuQiCWZ2eAWvjzC8+JyGUOMC9ewbwObO7OYg47SnQiyHKXpuXOV31Soldhyeh513j0ENBt4SR8zs+Y7Bm2j8nHIXs7an6D1u5UtdMaKr/iqPXPfsNYxdQfvvrq744ehcHHrwJ4CqtM2sAZ+iefMw1teuj6leZ0OoXEIj6Lsza1Y+vh3JbqMLay3taqvYvj8GBfsYFKy5qlIplkgx6tnl6PLXPnx+Lg65qlIsPBODYWn7MXrgEsjt3Vidh+vFUj0CmkAsgt78eY8Aw4qJsf29yaRiTO3XGgBw9fpufLBrCXJVVbNwhnqHYVzEck4GtoVa8pnSOPVg+/E1n+V8a2ss7WrL+N6sg612T/wLi/+9B/2bBIMBsO/e73j7x6G4duNnVs/nerFUcuZDVnPekzMfsjqfMUqLc/HV3sn479lY5KpK4SVxwIJeH2LisPWczWASaslnCvb1YHvH9XCSCXqHe2IaQu251cfR0RMzRm7DO93nwkNsjxxlCWLPxGDdzy+jqPCuzudyvViKz98bo1Yj6Y8vMXfHcPyW9wcYVA3CLvn3XnTs8CKn1+JjRTEblMapB9s7ro+bg2B3uCemI9Semy7dQ17BsqBIbD38Jo7kp+JIfirO7xqJsW3/jQE934RYUn8oMGSnLX1TDfn6vd29m4QtpxbiUmnVzc1H6oTXQuc2KsjrGifQ3CSFFhdogLYehmwULRGLaJ69jTH0/WGK6zdmIPfGX/vwZdIS3K4sBFA1MPlyt2h07jjK6GuyGbDmYk2BIYqLsrHzZAwO3jsPFRhIIcZw33C8MCDO6Jk2APv58zTPnkfGzMYB2M19FtJKOWJ6XM2NN+a6XAQQZWU5fj0dhx0Z+1HCVG1q3tWpBcY8OQetA58xqE2GzMdPvJpj8t9bRXkBDpyOw893DqP0n9fWwzkAr/SNhY9vt0ad29BZWOaICxTs62HooirqsRNdzP3+MMV0z6LCu9hxIga/3U+G6p8zhzoH4N9PzkFgq/6szmHoVENT/d7KSvOReG4p9t05hAK1AkDVp5ZxIa+ha+fxRp9Xg+tFZlyhYF8PU6ygJbbNXO8PUweanOw/8NO5xTj16Lr2ZtLZwRfDO01El+DROjdJMWY+Ppe/t/z8m0g8vwq/ZZ9B8T89eW+JI0a1G4O+oVENjkcYytzz59miefYc4WruM7FOXL4/dAVAQ7dMNJSPbzdEP78dI/93DjuTluFswU2klmUj9fwiNP/jczzjPxBP95gBZ5e6PW9jBl4b+3tTq5S49vceHLqyDb8Xpmk/lfhKnfB82xcR3mMmpHbcDvRa0iys+lhMsP/kk0/wyy+/ICUlBTKZDI8ePeK7SYRwRl9qw1yBpkWLXnijxY946d5lHLiwEkfuX8RdZTG+Tt+D79L3obtLAPoERqJ7p3HaQU62VUAbO9WQUavxv7tncfbajziZk6RdEAUAHey9EfnEiwjrOpWznnxtppxNZI5PiBYT7BUKBUaNGoXevXvjq6++4rs5hHCGTdlfc09b9G7WCROHbcCo0jycvrgeiRm/IrOyAL8XpeP3PxNgn7oeHZ1aoLtvL3RpOxwLhrXHzG0pnE81LC97iOtpB3D5zgmcz0tFjvLxNowOIin6eHTAoC5TWY8vNIapbmrmGvuxuJz95s2bMXv2bKN69qYqcUyIsdjm4o/PG4CnPz3K23RPRq1G5u2TOH3te5y9/wfuq8pq/LyJWI5mYm/cud8EOcW+yFUE4oHSFz5uzqyDVklxDu7dv4Lb91Jw6/4V3Cq6jfSKB1BWe8V2EKOzcwv0bfUsnuwysVFTKI3B9SwsLgbdKWcPoKKiAhUVj0saFBYW8tgaQupim4tPznzI60IdkViMVq2eRqtWT2OcWo2M2yeQcvMX/HH/D9wsf4CH6go8VN8BmtyBk9sltALQRiRCU6kDTv/phJSrDpBLZJCLZWAAqBgVlOpKFClLUaQsw0NlqXZwtTYviQM6urZGV/9+6NphNBwcjUsHcZEqMWSRGZv2mKLGUkOsOtjHx8dj4cKFfDeDkAYZkosf0bU5Z4GmMURiMQJb9Udgq/54HlXz2tMyjuLG/04jsyAdd8ruIbuyGCowyFOVIU9VBrDcttdNLIOfzB2Brq3Q2qsTngjoD2+vTjpnA7HBZaqEzY5cbJh60L02XoP9u+++i8WLF+s85tq1a2jfnl11ydrmz5+PuXPnar8vLCyEv7+/UecixBQMzcVHdvLFwPbNapTqfbl3K8ik/JW5ktu7Ibj9SAS3H6l9TFlZjkcFGXjwMA2Piu6itKIQFZUlqFCWQQQxJGIpJGIpXB2awsXRG24uvvDyDDa6164LV1shVsfFLCxzz+7hNdi/+eabmDRpks5jWrdubfT55XI55HK50c8nxNQMHfSrr4f65al0wS30k9rZw9OzPTw9jeuoccXcqRJDmHvQnddg7+XlBS8vLz6bQAivDCmaZYoeqrUzd6rEEOaasqphMSWOb9++jZSUFNy+fRsqlQopKSlISUlBcXEx300jpFHYbK8n1K3uTElXuWS2hLwQypgS0o1hMQO0CxYswJYtW7Tfd+tWVdDo6NGj6N+/P0+tIoQb+nLxQu6hVsfV4iCuBlSFXo6ay9k9+lhMsN+8eTM2b97MdzMIMQl9uXgh91A1uArQXKarzJ0qMQZXs3v0sZg0DiHWShPcavfcNcHt4OVswfdQ2bwGNrhOV5k7VWIszeyeEV2bo3dQU5O0h4I9ITxiG9x6BDQR5FZ3ALcB2hT7+7IZE7EFFpPGIcQaWcoKWl24HE8wVbrKXKkSIaNgT2yKQqkW1IIkS1xBW1/buDrOlOkqWy9XTsGe2Iz4/Vex4WQ6qmcTPtl/DdP6BWL+0GBe2mTMClqh9VC5DNCWMKBqqShnT2xC/P6rWHeiZqAHADUDrDuRjvj9V3lplya4GZKLN8dgniE0r0EXtuMJljKgaoko2BOrp1CqseFkus5jNpxMh0KpNlOLHrOG4CYRi/BciO4U0nMhvqxfAw2omgalcYjV23o2o06PvjY1U3Xc1H7G12IyljkX1piCSs1gzyXdUyv3XMrG25EdDAr4QktXWToK9sTqZeaX6j/IgONMwZKDm77ZOIBxq3ttfUCVaxTsidUL8HDk9DhTsdTgZgmrewnl7IkNGNczgNPjSE1CX91LqlCwJ1Yv5c4jTo8jNRkzo4iYHwV7YvUozWBa1jCjyBZQsCdWj9IMpmeK6ZJc1LMnj9EALbF6tCrTPLicUcTlBuEaXNXat1QihmFs5nZZWFgINzc3FBQUwNXVle/mEDPSlOAF6i8iRot1hKOhevaN+b8yxc1DKNjGNUrjEJtAqzItgym2X+Sq1r6lozQOsRmWvHDJVnC9/aK+m4cIVTePQcE+Vv8+oGBPbIqlLlwyhiXmqLmeOWUpe/eaAwV7QqyQpeaouZ45RdNuH6OcPSFWxpJz1Fwv0KJpt49RsCfEiphigNOcuF6gRat7H6NgT4gVMcWG3ebG5cwpWt37GOXsCbEi1pKj5nLmlKXvF8AVCvaEWBFrylFzOXOKpt1SsCfEqlBpiIbZ0rTb+lDOnhArQjlq0hAK9oRYGSoNQepDaRxCrBDlqEltFOwJsVK2nqMmNVGwJ4QIkiXW9hEyCvaEWBhbCIKWWttHyCjYE2JBbCEINrR5iaa2Dw0yG8ciZuNkZGRg6tSpCAwMhIODA4KCghATEwOFQsF30wgxG0sucMaWvto+DIRd26c2Ie2jaxE9++vXr0OtVmPdunVo06YNLl++jGnTpqGkpARLly7lu3mEmJytbMKhr7YPYDn154X2Kcwign1kZCQiIyO137du3Ro3btxAQkICBXtiE2xlE46cQnY1e9gexxchpqIsIo1Tn4KCAnh46F7yXVFRgcLCwhpfhFgiaylwpk9+cQWnx/FBqGWmLTLY37x5E6tXr8brr7+u87j4+Hi4ublpv/z9/c3UQkK4ZU0FznTxcJJxehwfhFpmmtdg/+6770IkEun8un79eo3n3L17F5GRkRg1ahSmTZum8/zz589HQUGB9uvOnTumfDmEmIytbMLh4+bA6XF8EOqnMF5z9m+++SYmTZqk85jWrVtr/52VlYUBAwagT58+WL9+vd7zy+VyyOXyxjaTEN5pCpzN+OYiRECNFIE1FTgLC/SAu6MdHpVWNniMu6OdoG9qQv0Uxmuw9/LygpeXF6tj7969iwEDBqBHjx7YtGkTxGKLzEARYjTahKOK0G9nQi0zbRGzce7evYv+/fsjICAAS5cuxf3797U/8/Hx4bFlhJiXtRc4S0rP19mrB4CHpZWCnnUk1E9hFhHsExMTcfPmTdy8eRMtWrSo8TOGsYzFFYRwxZoLnAk1320oIX4Ks4hgP2nSJL25fUKI5RNqvtsYQvsUZhHBnhBiG4Sa7zaWkD6F0SgnIUQwaFtF06FgTwgRFNpW0TQojUMIERyh5butAQV7QoggCSnfbQ0ojUMIITaAevaEEItmC9s0coGCPSHEYgltgxAhozQOIcQi2cI2jVyiYE8IsThC3SBEyCjYE2JhhLSJNV+EukGIkFHOnhALQjnqKtZSMM2cqGdPiIWgHPVj1lQwzVwo2BNiAShHXZOtbNPIJQr2hFgAylHXRAXTDEfBnhALQDnquqhgmmFogJYQC0A56vpRwTT2KNgTYgGsbVMPLlHBNHYojUOIBaAcdcNo3QE71LMnxEIIcRNrvtG6A/ZEDMPYzG2wsLAQbm5uKCgogKurK9/NIcQoVOWximbdQe0ApvlN2MogLdu4Rj17QiwM5aj1rzsQoWrdwaBgH5u8EdaHcvaEEItD6w4MR8GeEGJxaN2B4SjYE0IsDq07MBwFe0KIxaHaOIajYE8IsTi07sBwFOwJIRaJauMYhqZeEkIsFtXGYY+CPSHEotG6A3YojUMIITaAgj0hhNgACvaEEGIDbCpnr6n5VlhYyHNLCCGEG5p4pq+mpU0F+6KiIgCAv78/zy0hhBBuFRUVwc3NrcGf21SJY7VajaysLLi4uEAkYj81q7CwEP7+/rhz547FlEamNpuepbUXoDabiznbzDAMioqK4OfnB7G44cy8TfXsxWIxWrRoYfTzXV1dLebNpkFtNj1Lay9AbTYXc7VZV49egwZoCSHEBlCwJ4QQG0DBngW5XI6YmBjI5XK+m8Iatdn0LK29ALXZXITYZpsaoCWEEFtFPXtCCLEBFOwJIcQGULAnhBAbQMGeEEJsAAV7PdasWYNWrVrB3t4ePXv2RFJSEt9N0unEiRMYPnw4/Pz8IBKJsHv3br6bpFN8fDyefPJJuLi4wNvbGyNHjsSNGzf4bpZOCQkJ6NKli3bBTO/evXHgwAG+m2WQRYsWQSQSYfbs2Xw3pUGxsbEQiUQ1vtq3b893s/S6e/cuJkyYgKZNm8LBwQGdO3fGhQsX+G4WBXtdvv/+e8ydOxcxMTG4ePEiQkJCMHjwYOTm5vLdtAaVlJQgJCQEa9as4bsprBw/fhxRUVE4d+4cEhMTUVlZiWeffRYlJSV8N61BLVq0wKJFi5CcnIwLFy5g4MCBGDFiBK5cucJ301g5f/481q1bhy5duvDdFL06duyI7Oxs7depU6f4bpJODx8+RHh4OOzs7HDgwAFcvXoVy5YtQ5MmTfhuGsCQBoWFhTFRUVHa71UqFePn58fEx8fz2Cr2ADC7du3iuxkGyc3NZQAwx48f57spBmnSpAnz5Zdf8t0MvYqKipi2bdsyiYmJzNNPP83MmjWL7yY1KCYmhgkJCeG7GQZ55513mL59+/LdjHpRz74BCoUCycnJiIiI0D4mFosRERGBs2fP8tgy61ZQUAAA8PDw4Lkl7KhUKmzfvh0lJSXo3bs3383RKyoqCsOGDavxvhayv//+G35+fmjdujXGjx+P27dv890knfbs2YPQ0FCMGjUK3t7e6NatGzZs2MB3swBQGqdBeXl5UKlUaNasWY3HmzVrhpycHJ5aZd3UajVmz56N8PBwdOrUie/m6JSamgpnZ2fI5XJMnz4du3btQnBwMN/N0mn79u24ePEi4uPj+W4KKz179sTmzZtx8OBBJCQkID09Hf369dOWKheiW7duISEhAW3btsWvv/6KGTNm4I033sCWLVv4bpptVb0kwhYVFYXLly8LPi8LAO3atUNKSgoKCgrw008/YeLEiTh+/LhgA/6dO3cwa9YsJCYmwt7enu/msDJkyBDtv7t06YKePXsiICAAP/zwA6ZOncpjyxqmVqsRGhqKuLg4AEC3bt1w+fJlrF27FhMnTuS1bdSzb4CnpyckEgnu3btX4/F79+7Bx8eHp1ZZr+joaOzbtw9Hjx5tVBlqc5HJZGjTpg169OiB+Ph4hISEYOXKlXw3q0HJycnIzc1F9+7dIZVKIZVKcfz4caxatQpSqRQqlYrvJurl7u6OJ554Ajdv3uS7KQ3y9fWtc8Pv0KGDINJPFOwbIJPJ0KNHDxw+fFj7mFqtxuHDhy0iN2spGIZBdHQ0du3ahSNHjiAwMJDvJhlFrVajoqKC72Y06JlnnkFqaipSUlK0X6GhoRg/fjxSUlIgkUj4bqJexcXFSEtLg6+vL99NaVB4eHidqcN//fUXAgICeGrRY5TG0WHu3LmYOHEiQkNDERYWhhUrVqCkpASTJ0/mu2kNKi4urtHzSU9PR0pKCjw8PNCyZUseW1a/qKgobNu2DT///DNcXFy04yFubm5wcHDguXX1mz9/PoYMGYKWLVuiqKgI27Ztw7Fjx/Drr7/y3bQGubi41BkHcXJyQtOmTQU7PvLWW29h+PDhCAgIQFZWFmJiYiCRSDB27Fi+m9agOXPmoE+fPoiLi8Po0aORlJSE9evXY/369Xw3jaZe6rN69WqmZcuWjEwmY8LCwphz587x3SSdjh49ygCo8zVx4kS+m1av+toKgNm0aRPfTWvQlClTmICAAEYmkzFeXl7MM888w/z22298N8tgQp96OWbMGMbX15eRyWRM8+bNmTFjxjA3b97ku1l67d27l+nUqRMjl8uZ9u3bM+vXr+e7SQzDMAyVOCaEEBtAOXtCCLEBFOwJIcQGULAnhBAbQMGeEEJsAAV7QgixARTsCSHEBlCwJ4QQG0DBnhBCbAAFe0IIsQEU7AkhxAZQsCeEI/fv34ePj4+2ljkAnDlzBjKZrEb1VEL4QLVxCOHQ/v37MXLkSJw5cwbt2rVD165dMWLECHz22Wd8N43YOAr2hHAsKioKhw4dQmhoKFJTU3H+/HnI5XK+m0VsHAV7QjhWVlaGTp064c6dO0hOTkbnzp35bhIhlLMnhGtpaWnIysqCWq1GRkYG380hBAD17AnhlEKhQFhYGLp27Yp27dphxYoVSE1Nhbe3N99NIzaOgj0hHJo3bx5++uknXLp0Cc7Oznj66afh5uaGffv28d00YuMojUMIR44dO4YVK1Zg69atcHV1hVgsxtatW3Hy5EkkJCTw3Txi46hnTwghNoB69oQQYgMo2BNCiA2gYE8IITaAgj0hhNgACvaEEGIDKNgTQogNoGBPCCE2gII9IYTYAAr2hBBiAyjYE0KIDaBgTwghNoCCPSGE2ID/A5GenpR6mbzVAAAAAElFTkSuQmCC", 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", 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" ] @@ -1389,7 +1360,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:05<00:00, 19.55it/s]\n", + "100%|██████████| 100/100 [00:02<00:00, 33.64it/s]\n", "INFO:autora.theorist.bms.regressor:BMS fitting finished\n" ] }, @@ -1397,12 +1368,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1mCycle 5 model: sin(x)\u001b[0m\n" + "\u001b[1mCycle 5 model: (-0.11 * x)\u001b[0m\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1412,7 +1383,7 @@ } ], "source": [ - "from autora.experimentalist.random_ import random_pool\n", + "from autora.experimentalist.random import random_pool\n", "\n", "#### First, let's reinitialize the state object to get a clean state ####\n", "iv = Variable(name=\"x\", value_range=(0, 2 * np.pi), allowed_values=np.linspace(0, 2 * np.pi, 30))\n", @@ -1442,7 +1413,7 @@ " s = theorist(s)\n", " \n", " #Report metrics\n", - " print(f\"\\033[1mCycle {cycle+1} model: {s.model}\\033[0m\")\n", + " print(f\"\\033[1mCycle {cycle+1} model: {s.models[-1]}\\033[0m\")\n", " plot_from_state(s,'sin(x)')" ] }, @@ -1465,9 +1436,9 @@ "toc_visible": true }, "kernelspec": { - "display_name": "autoraKernel", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "autorakernel" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/docs/tutorials/basic/Tutorial-IV-Customization.ipynb b/docs/tutorials/basic/Tutorial-IV-Customization.ipynb index 3acb78310..29e92f15e 100644 --- a/docs/tutorials/basic/Tutorial-IV-Customization.ipynb +++ b/docs/tutorials/basic/Tutorial-IV-Customization.ipynb @@ -41,17 +41,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "[notice] A new release of pip is available: 23.2 -> 23.3.1\n", - "[notice] To update, run: python.exe -m pip install --upgrade pip\n" - ] - } - ], + "outputs": [], "source": [ "#### Installation ####\n", "!pip install -q \"autora[theorist-bms]\"\n", @@ -82,15 +72,15 @@ " \"\"\"\n", " \n", " #Determine labels and variables\n", - " print(s.model)\n", - " model_label = f\"Model: {s.model}\" if hasattr(s.model,'repr') else \"Model\"\n", + " print(s.models[-1])\n", + " model_label = f\"Model: {s.models[-1]}\" if hasattr(s.models[-1],'repr') else \"Model\"\n", " experiment_data = s.experiment_data.sort_values(by=[\"x\"])\n", " ground_x = np.linspace(s.variables.independent_variables[0].value_range[0],s.variables.independent_variables[0].value_range[1],100)\n", " \n", " #Determine predicted ground truth\n", " equation = sp.simplify(expr)\n", " ground_predicted_y = [equation.evalf(subs={'x':x}) for x in ground_x]\n", - " model_predicted_y = s.model.predict(ground_x.reshape(-1, 1))\n", + " model_predicted_y = s.models[-1].predict(ground_x.reshape(-1, 1))\n", "\n", " #Plot the data and models\n", " f = plt.figure(figsize=(4,3))\n", @@ -194,18 +184,17 @@ ] }, { - "ename": "ValueError", - "evalue": "Invalid parameter 'seed' for estimator 1.0. Valid parameters are: ['epochs', 'prior_par', 'ts'].", + "ename": "TypeError", + "evalue": "experiment_runner() got an unexpected keyword argument 'random_state'", "output_type": "error", "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32mc:\\Users\\cwill\\GitHub\\autora\\docs\\tutorials\\basic\\Tutorial-IV-Customization.ipynb Cell 8\u001b[0m line \u001b[0;36m7\n\u001b[0;32m 5\u001b[0m s \u001b[39m=\u001b[39m experimentalist(s, num_samples\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m, random_state\u001b[39m=\u001b[39m\u001b[39m42\u001b[39m\u001b[39m+\u001b[39mcycle)\n\u001b[0;32m 6\u001b[0m s \u001b[39m=\u001b[39m experiment_runner(s, added_noise\u001b[39m=\u001b[39m\u001b[39m0.5\u001b[39m, random_state\u001b[39m=\u001b[39m\u001b[39m42\u001b[39m\u001b[39m+\u001b[39mcycle)\n\u001b[1;32m----> 7\u001b[0m s \u001b[39m=\u001b[39m theorist(s, seed\u001b[39m=\u001b[39;49m\u001b[39m42\u001b[39;49m\u001b[39m+\u001b[39;49mcycle)\n\u001b[0;32m 9\u001b[0m plot_from_state(s, \u001b[39m'\u001b[39m\u001b[39msin(x)\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m 11\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m'\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39m\\033\u001b[39;00m\u001b[39m[1mUpdated State:\u001b[39m\u001b[39m\\033\u001b[39;00m\u001b[39m[0m\u001b[39m\u001b[39m'\u001b[39m)\n", - "File \u001b[1;32mc:\\Users\\cwill\\GitHub\\virtualEnvs\\autoraEnv\\lib\\site-packages\\autora\\state.py:1014\u001b[0m, in \u001b[0;36mdelta_to_state.._f\u001b[1;34m(state_, **kwargs)\u001b[0m\n\u001b[0;32m 1012\u001b[0m \u001b[39m@wraps\u001b[39m(f)\n\u001b[0;32m 1013\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_f\u001b[39m(state_: S, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m S:\n\u001b[1;32m-> 1014\u001b[0m delta \u001b[39m=\u001b[39m f(state_, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m 1015\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39misinstance\u001b[39m(delta, Mapping), (\n\u001b[0;32m 1016\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mOutput of \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m must be a `Delta`, `UserDict`, \u001b[39m\u001b[39m\"\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mor `dict`.\u001b[39m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m f\n\u001b[0;32m 1017\u001b[0m )\n\u001b[0;32m 1018\u001b[0m new_state \u001b[39m=\u001b[39m state_ \u001b[39m+\u001b[39m delta\n", - "File \u001b[1;32mc:\\Users\\cwill\\GitHub\\virtualEnvs\\autoraEnv\\lib\\site-packages\\autora\\state.py:750\u001b[0m, in \u001b[0;36minputs_from_state.._f\u001b[1;34m(state_, **kwargs)\u001b[0m\n\u001b[0;32m 748\u001b[0m arguments_from_state[\u001b[39m\"\u001b[39m\u001b[39mstate\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m state_\n\u001b[0;32m 749\u001b[0m arguments \u001b[39m=\u001b[39m \u001b[39mdict\u001b[39m(arguments_from_state, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m--> 750\u001b[0m result \u001b[39m=\u001b[39m f(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39marguments)\n\u001b[0;32m 751\u001b[0m \u001b[39mreturn\u001b[39;00m result\n", - "File \u001b[1;32mc:\\Users\\cwill\\GitHub\\virtualEnvs\\autoraEnv\\lib\\site-packages\\autora\\state.py:1316\u001b[0m, in \u001b[0;36mestimator_on_state..theorist\u001b[1;34m(experiment_data, variables, **kwargs)\u001b[0m\n\u001b[0;32m 1314\u001b[0m dvs \u001b[39m=\u001b[39m [v\u001b[39m.\u001b[39mname \u001b[39mfor\u001b[39;00m v \u001b[39min\u001b[39;00m variables\u001b[39m.\u001b[39mdependent_variables]\n\u001b[0;32m 1315\u001b[0m X, y \u001b[39m=\u001b[39m experiment_data[ivs], experiment_data[dvs]\n\u001b[1;32m-> 1316\u001b[0m new_model \u001b[39m=\u001b[39m estimator\u001b[39m.\u001b[39mset_params(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\u001b[39m.\u001b[39mfit(X, y)\n\u001b[0;32m 1317\u001b[0m \u001b[39mreturn\u001b[39;00m Delta(model\u001b[39m=\u001b[39mnew_model)\n", - "File \u001b[1;32mc:\\Users\\cwill\\GitHub\\virtualEnvs\\autoraEnv\\lib\\site-packages\\sklearn\\base.py:229\u001b[0m, in \u001b[0;36mBaseEstimator.set_params\u001b[1;34m(self, **params)\u001b[0m\n\u001b[0;32m 227\u001b[0m \u001b[39mif\u001b[39;00m key \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m valid_params:\n\u001b[0;32m 228\u001b[0m local_valid_params \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_get_param_names()\n\u001b[1;32m--> 229\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[0;32m 230\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid parameter \u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m!r}\u001b[39;00m\u001b[39m for estimator \u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mself\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m. \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 231\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mValid parameters are: \u001b[39m\u001b[39m{\u001b[39;00mlocal_valid_params\u001b[39m!r}\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 232\u001b[0m )\n\u001b[0;32m 234\u001b[0m \u001b[39mif\u001b[39;00m delim:\n\u001b[0;32m 235\u001b[0m nested_params[key][sub_key] \u001b[39m=\u001b[39m value\n", - "\u001b[1;31mValueError\u001b[0m: Invalid parameter 'seed' for estimator 1.0. Valid parameters are: ['epochs', 'prior_par', 'ts']." + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m cycle \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m2\u001b[39m):\n\u001b[1;32m 5\u001b[0m s \u001b[38;5;241m=\u001b[39m experimentalist(s, num_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m\u001b[38;5;241m+\u001b[39mcycle)\n\u001b[0;32m----> 6\u001b[0m s \u001b[38;5;241m=\u001b[39m \u001b[43mexperiment_runner\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43madded_noise\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.5\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrandom_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m42\u001b[39;49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43mcycle\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 7\u001b[0m s \u001b[38;5;241m=\u001b[39m theorist(s)\n\u001b[1;32m 9\u001b[0m plot_from_state(s, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msin(x)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m~/Developer/autora/.venv/lib/python3.9/site-packages/autora/state.py:939\u001b[0m, in \u001b[0;36mdelta_to_state.._f\u001b[0;34m(state_, **kwargs)\u001b[0m\n\u001b[1;32m 937\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(f)\n\u001b[1;32m 938\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(state_: S, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m S:\n\u001b[0;32m--> 939\u001b[0m delta \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstate_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 940\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(delta, Mapping), (\n\u001b[1;32m 941\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOutput of \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m must be a `Delta`, `UserDict`, \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mor `dict`.\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m f\n\u001b[1;32m 942\u001b[0m )\n\u001b[1;32m 943\u001b[0m new_state \u001b[38;5;241m=\u001b[39m state_ \u001b[38;5;241m+\u001b[39m delta\n", + "File \u001b[0;32m~/Developer/autora/.venv/lib/python3.9/site-packages/autora/state.py:675\u001b[0m, in \u001b[0;36minputs_from_state.._f\u001b[0;34m(state_, **kwargs)\u001b[0m\n\u001b[1;32m 673\u001b[0m arguments_from_state[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m state_\n\u001b[1;32m 674\u001b[0m arguments \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(arguments_from_state, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 675\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43marguments\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 676\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", + "File \u001b[0;32m~/Developer/autora/.venv/lib/python3.9/site-packages/autora/state.py:757\u001b[0m, in \u001b[0;36moutputs_to_delta..decorator..inner\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 755\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(f)\n\u001b[1;32m 756\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m--> 757\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 758\u001b[0m delta \u001b[38;5;241m=\u001b[39m Delta(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m{output[\u001b[38;5;241m0\u001b[39m]: result})\n\u001b[1;32m 759\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m delta\n", + "\u001b[0;31mTypeError\u001b[0m: experiment_runner() got an unexpected keyword argument 'random_state'" ] } ], @@ -546,7 +535,7 @@ " s = experiment_runner(s, added_noise=0.5, random_state=42+cycle)\n", " s = custom_theorist(s)\n", " \n", - " print(s.model)\n", + " print(s.models[-1])\n", " plot_from_state(s, 'sin(x)')\n", "\n", "#Report updated state\n", @@ -622,9 +611,9 @@ "toc_visible": true }, "kernelspec": { - "display_name": "autoraKernel", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "autorakernel" + "name": "python3" }, "language_info": { "codemirror_mode": {