root_scores.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "============================================="
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "filter:     lambda _type: True,"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "max_depth"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "sa"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "sc"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
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    },
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ANx6e4oM3zf021uEN071SkjQif3DpBuCB7uNoGfSStAKcM/ESPnPVprGc21s3ktQ4g16SGmfQS1LjDHpJapxBL0mNM+glqXFDBX2SS5I8nGRfkmt67E+SP+ruvyfJBcPMJ0lavIGDPslJwCeAzcAG4Mokc9/pvxk4t/uzDfjkoPNJkgYzzBX9JmBfVT1SVceAzwGXzRlzGfDZmnYn8NIkpw8xpyQ16cjRY3zqtv0cOXps5OceJujPAA7Men2wu22xYwBIsi1JJ0lnampqiLIkafXZ2TnAh25+iJ2dAwsPXqRhWiCkx7YaYMz0xqodwA6AycnJnmMkqVVbJ896zuMoDRP0B4HZFZ0JHBpgjCSd8E5du4arLzxnLOce5tbNd4Fzk7wqyRrgCuDLc8Z8GXhr9903rwOerKrHhphTkrRIA1/RV9XxJO8CvgacBFxXVfcneUd3/3ZgF7AF2Ac8A1w1fMmSpMUYqk1xVe1iOsxnb9s+63kB7xxmDknScPxkrCQ1zqCXpMYZ9JLUOINekhqX6b+XrixJpoBHBzx8HfD4CMtZDVxz+0609YJrXqxXVtVErx0rMuiHkaRTVZPLXcdScs3tO9HWC655lLx1I0mNM+glqXEtBv2O5S5gGbjm9p1o6wXXPDLN3aOXJD1Xi1f0kqRZDHpJatyqDPoT8UvJ+1jzb3bXek+S7yTZuBx1jtJCa5417l8meTbJ5UtZ3zj0s+YkFyXZk+T+JLctdY2j1sfv9j9K8ldJ9nbXvKq74Ca5LsnhJPfNs3/0+VVVq+qH6ZbI+4F/DKwB9gIb5ozZAtzM9DdcvQ74m+WuewnW/K+Al3Wfbz4R1jxr3F8z3UX18uWuewn+nV8KPACc3X398uWuewnW/PvAf+8+nwCOAGuWu/Yh1vxG4ALgvnn2jzy/VuMV/Yn4peQLrrmqvlNVP+m+vJPpb/Nazfr5dwb4T8BfAoeXsrgx6WfNvwF8oap+CFBVq33d/ay5gFOSBHgJ00F/fGnLHJ2qup3pNcxn5Pm1GoN+pF9Kvkosdj1vZ/qKYDVbcM1JzgB+FdhOG/r5d/4nwMuSfDPJ7iRvXbLqxqOfNV8L/DOmv4b0XuB3q+rvl6a8ZTHy/Brqi0eWyUi/lHyV6Hs9Sd7EdND/67FWNH79rPl/AO+tqmenL/ZWvX7WfDLwL4CLgX8I3JHkzqr63riLG5N+1vxvgD3ALwHnALcm+VZVPTXm2pbLyPNrNQb9ifil5H2tJ8lrgU8Dm6vqiSWqbVz6WfMk8LluyK8DtiQ5XlVfXJIKR6/f3+3Hq+oocDTJ7cBGYLUGfT9rvgr4cE3fwN6X5P8C/xS4a2lKXHIjz6/VeOvmRPxS8gXXnORs4AvAb63iq7vZFlxzVb2qqtZX1Xrg88B/XMUhD/39bn8J+MUkJyd5MfALwINLXOco9bPmHzL9PxiSnAacBzyypFUurZHn16q7oq8T8EvJ+1zz+4CfA/6ke4V7vFZx578+19yUftZcVQ8m+SpwD/D3wKerqufb9FaDPv+dPwBcn+Repm9rvLeqVm374iQ3ABcB65IcBP4QeBGML79sgSBJjVuNt24kSYtg0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TG/X93VsyGhkUXvQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
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     "output_type": "display_data"
    },
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      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     },
     "output_type": "display_data"
    },
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "max_width"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "sa"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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      "text/plain": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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     },
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    },
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      "text/html": [
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     },
     "output_type": "display_data"
    },
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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    },
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      "text/html": [
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     "output_type": "display_data"
    },
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     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
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      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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nh6t1U33NMJlqe26i880/zCZtc0ScD/wOcPs01tWkbn7OvwjMjYj7I2JnRLx32qprRjdt/jvg9XSm5/wB8KHMfG56yhuI2vOrsck6ajbphNtdvmaYdN2eiHg7nXB/S6MVNa+bNn8S+HBmPtvp1A29btp8DvAmYCXwCuDbEfFQZv6w6eIa0k2b3wk8AvwGsAzYFhEPZuZPGq5tUGrPr2EJ924m3C5tUu6u2hMRvwTcCVyTmc9MU21N6abNLeCLVbDPB66NiFOZ+eVpqbB+3f5u/ygzTwAnIuKbwKXAsIZ7N22+EbgtOwek90fEE8DFwHemp8RpV3t+DcthmW4m3N4CvLcadb4c+HFmHpnuQms0aZsjYglwL3DDEPfixpq0zZl5YWYuzcylwD3AHw5xsEN3v9ubgV+PiHMi4lzgzcCeaa6zTt20+SCd/6kQEQuBi4DHp7XK6VV7fg1Fzz0nmHA7It5Xbb+dzpkT1wL7gf+l880/tLps818ArwU+XfVkT+UQ31GvyzYXpZs2Z+aeiLgP+D7wHHBnZo57St0w6PLn/HHg8xHxAzqHLD6cmUN7K+CIuAt4GzA/Ig4DtwIvg+byy9sPSFKBhuWwjCRpCgx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVKD/B4BfX7dLVRw/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "syba"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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rMtyH9PPdx8cHklw36WJWI8k24LUs7CEtNugatFMXkGfpH0zp+HUf6x8DjgMPVlVTYzdE/2BKxw74c+CPgB8ss3yqx26paQ33R1k4p8JrgL8E/mGy5Zy7JJcAnwLeUVUvLF08YJOp2oNaoX9TO35V9XJVXc/CpSN3JPnZJatM9dgN0b+pHLskvwEcr6oDZ1ttQNvUjN1SUxnuVfXC6Y+PtXBRkIuSbJ5wWUNLchELwfeJqvr0gFVWvAbterZS/6Z9/ACq6r+ALwC3LFk01WN32nL9m+KxuxH4zSTPAvcCv5Tk75as08TYnTaV4Z7kx5Oke7yDhX58d7JVDaer+2PAoar6wDKr7Qd+t/v2/gbge1V17LwVuQbD9G9axy/JXJJXd49/DPhl4Kklq03z2K3Yv2kdu6q6s6qurKptLFzT+V+r6neWrDa1YzfI2C6ztxZJPsnCt/KbkxwF3s3ClztU1V8DvwX8QZKXgP8Fdlf3dfcUuBF4C/B4N7cJ8C7gKvj//t3Pwjf3h4H/AX7v/Je5asP0b1rHbwtwT5ILWAi1+6rqc0l+H5oYu2H6N61jN1BDY3cGTz8gSQ2aymkZSdLZGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQf8H33tIDgsALpAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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ynefXqIT7TM9kXTOHfUbJqY7naqZ+84+yWcecZA3wHuALC1jXIPXzfT4PODPJfyTZkeQDC1bdYPQz5r8H3szUE9weBz5cVS8tTHlD0Xl+Dex+7h2b9Zmsfe4zSvoeT5JLmAr33x1oRYPXz5j/FvhYVR2fOqkbef2M+XTgt4B3Ab8I/FeSh6vqvwdd3ID0M+bLgEeBPwDWA/ck+c+q+umAaxuWzvNrVMJ91mey9rnPKOlrPEl+E/gycEVVvbBAtQ1KP2MeB27tBftK4Mokx6rqXxakwu71+7P9k6o6AhxJ8iDwFmBUw72fMX8Q+FRNTUjvTfIs8CbgkYUpccF1nl+jMi3TzzNZ7wQ+0Pur8zuA/62qAwtdaIdmHXOSc4DbgfeP8FncdLOOuarOrap1VbUO+Gfgz0Y42KG/n+07gN9LcnqSXwLeDuxe4Dq71M+Yn2PqfyokWQW8EXhmQatcWJ3n10icuddJnsma5E9727/A1JUTVwJ7gf9j6jf/yOpzzH8J/CpwU+9M9liN8B31+hxzU/oZc1XtTvIt4DHgJeDLVTXjJXWjoM/v818BX03yOFNTFh+rqpG9FXCSrwMXAyuT7Ac+AbwOBpdf3n5Akho0KtMykqRTYLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBv0/u+jLXCVwWqYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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nquop4CCwLclG4NVV9Z819y/6L8A7VqDupfgM8Ne89MxgE9tvVX2rqp7v7v4XcyfKgQnuuc9Enuu5qg5X1QPd7Z8DB5g71el24OZusZs5+brN+1ova9FDkORC4E+Af+4bHlrPkx72rwP+IMm9Sb6b5A3d+HznyN3UXWbmGR8LSd4O/KSqfnDKQxPZ7zz+jLktdWij59P1ODGSbAFeD9wLXFBVh2HuDwJwfrfYpPw7fJa5DbUX+8aG1vPIjme/XJJ8G/iVeR76EHP9nQe8EXgDsCfJazn9OXIXPHfuSlug3w8yN63xstXmGRuLfuHMPVfV7d0yHwKeB245sdo8y49NzwOapF5eJskrga8D76+qn53ho5Wx/3dI8jbgSFXtS3LlIKvMM3bGnsc+7Kvqj073WJL3ALd1b9fvS/IicwcTOt05cmc4OQ3QP75qnK7fJL/J3NzdD7pfiguBB5JsY4z7hTO/xgBJrgXeBry5e61hzHse0ILneh5XSV7BXNDfUlW3dcPPJtlYVYe76bgT07KT8O9wOfD2JNcAvwi8Osm/MsyeV/oDiRF/2PHnwN92t1/H3NueAJfy0g83fsjJD+/uZ+6dwIkP765Z6T4W2fvTnPyAdmL7Ba4GHgWmThmf2J77ejyn6+siTn5Ae+lK1zWEvsLcZymfPWX8k7z0w8pPLPRaj+MFuJKTH9AOrecVb2zE/2hrgX8FHgEeAP6w77EPMfcJ9uP07Y0B9LrlnwT+ge5bxuN26Q/7Se6XuQ+mDgEPdpd/mvSeT+n/Gub2VnmSuWmtFa9pCD39PnNTEg/1va7XAL8M3AM80V2vX+i1HsfLKWE/tJ49XIIkNWDS98aRJGHYS1ITDHtJaoBhL0kNMOwlqQGGvSQ1wLCXpAb8H/6KKWdU7QSiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "syba"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
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    {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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       "<IPython.core.display.HTML object>"
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Skg+ftc2K+7nJwE/yE0nSPb6GhX+Hb063qn669nwQOFJV7z3HZgeBX+v27l8LfLuqjq9akWM2TJtnra+TbE1ycff42cCrgEfO2mzW+nnZNs9aP1fVLVV1RVXtAHYDn6qqN5212Yr7eWL3tJ2mJB9hYa/9liTHgFtZ2NFDVf0F8CvAbyR5CvhfYHd1u73XsZcDvwp8sZvrBHg3cCX8sN2fZGHP/mPA/wBvXv0yx2qYNs9aX28D9ifZwEKo3VlV9yT5dZjZfh6mzbPWz0vq289eWkGSGtHklI4ktcjAl6RGGPiS1AgDX5IaYeBLUiMMfElqhIEvSY34f145/Yby5UfdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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1352xUvt63HcvAV6X5N+BjwK/mORDy/Zpou/O6GW4J/nxJOleX8dSO74x3apWp6v7A8CRqnrPCrsdBH61O3p/PfCtqjq+bkWOYTXt62v/Jdma5NLu9TOBlwMPL9utz3133vb1te+q6taquqqqdgC7gU9W1RuW7dbbvhtmYs9QHUeSj7B0VH5LkmPAbSwd3KGq/hz4ZeDXkzwJ/C+wu7rD3T3wEuBXgC90c5sA7wSuhh+07xMsHbl/FPgf4I3rX+bIVtO+vvbfNmB/kg0shdodVXV3kl+DJvpuNe3ra98N1VDfncPbD0hSg3o5LSNJenqGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQ/wNw8u6VH/ge4wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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jq3lsNy9ZKUm+CPzkIi+9n35964FXAC8Hbk7yfJa+IfoZb5Q+aWeo9330hzWestkibauiXjh9zVV1W7fO+4EngBtPbLbI+qum5mWapVqeIslzgM8C76qqH5xmamXV/xySXAUcqap9SS5bziaLtJ225lUf9lX12qVeS/J24Nbu3/WvJPkR/YsJLXVD9EOcHAZY2D41lqo3yc/RH7v7evdLcQFwd5JLWcX1wuk/Y4Ak24GrgMu7zxpWec3LtFSNq16SZ9AP+hur6tau+bEkm6rqcDccd2JYdhZ+Dq8C3pTkSuBZwNlJPs0oa570hMSYJzt+E/iD7vEL6f/bE+DFPHly42FOTt59lf5/Aicm766cdB0D1v7vnJygndl6gSuA+4CNp7TPbM0Lajyrq+siTk7QvnjS/RpBXaE/l/LRU9o/wpMnKz98ps96NX4Bl3FygnZkNU+8sDH/0NYCnwa+BdwN/MqC195Pfwb7ARYcjQH0uvUfAv6U7izj1fa1MOxnuV76E1MHga91X38x6zWfUv+V9I9WeYj+sNbE+zSCml5Nf0jiGws+1yuBnwD2Age65YYzfdar8euUsB9ZzV4uQZIaMOtH40iSMOwlqQmGvSQ1wLCXpAYY9pLUAMNekhpg2EtSA/4PPyrJ61ugokgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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      "text/html": [
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "output_type": "display_data"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "max_width"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "sa"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
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",
      "text/plain": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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    },
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     "data": {
      "text/html": [
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     "output_type": "display_data"
    },
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      "text/html": [
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
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     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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      "text/plain": [
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     },
     "metadata": {},
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
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       "<IPython.core.display.HTML object>"
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     "data": {
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mkrwiyU+e/Br4DRYeA/uAd3a7vRP4u8lMuKaWOuaz5rmwWj3wFf3k/UmSS1n4MeybwHsAqupAks8CTwAngOuq6geTGnI1VdWJJNcD9wHrgL1VdWDCY62VC4G7k8DC8/FvquoLSR4GPpvkXcC3gbdPcMaxS3IHcAWwIckccCPwEQYcc6vPhSXOwRWr0QP/FwiS1DjfupGkxhl6SWqcoZekxhl6SWqcoZekxhl6SWqcoZekxv0vqrsLa37NUrkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from shared import Db, Fn\n",
    "\n",
    "from main.ai import ai_setups, zero_setup\n",
    "from main.data import Mol, data\n",
    "from main.tree import JsonTree, Tree, TreeTypes\n",
    "from main.types import AiInput, Setup\n",
    "from main.score import Score\n",
    "\n",
    "from IPython.display import display, HTML\n",
    "from typing import Any\n",
    "\n",
    "import numpy as np\n",
    "import pandas\n",
    "from main.utils import fn_txt\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def scatter_plot(pairs: list[tuple[Any, Any]]):\n",
    "    xs = [x for x, _y in pairs]\n",
    "    ys = [y for _x, y in pairs]\n",
    "    plt.figure()\n",
    "    plt.scatter(xs, ys, s=1, linewidths=1)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def get_stats(mol: Mol):\n",
    "    ai_input: AiInput = {\"smiles\": mol.smiles, \"setup\": zero_setup}\n",
    "    json_tree = db.read([\"ai_postprocess\", ai_input], JsonTree)\n",
    "    assert json_tree\n",
    "    tree = Tree(json_tree)\n",
    "    assert len(tree.expandable) == 1\n",
    "    assert len(tree.in_stock) == 0\n",
    "    return tree.expandable[0].score, tree.type, tree.stats()\n",
    "\n",
    "filters: list[Fn[TreeTypes, bool]] = [\n",
    "    lambda _type: True,\n",
    "    lambda type: type == \"internal\",\n",
    "    lambda type: type == \"not_solved\"\n",
    "]\n",
    "\n",
    "with Db(\"db\", True) as db:\n",
    "    mols = data()\n",
    "    tree_stats = [get_stats(mol) for mol in mols]\n",
    "    for filter in filters:\n",
    "        display(HTML(\"=============================================\"))\n",
    "        display(HTML(\"filter: \" + fn_txt(filter)))\n",
    "        for characteristic in (\"max_depth\", \"max_width\", \"node_count\", \"not_solved_count\"):\n",
    "            display(HTML(characteristic))\n",
    "            rows: list[tuple[str, float,float,float]] = []\n",
    "            pairs_score_characteristic: list[tuple[Score, int]] = [(score, stats[characteristic]) for score, type, stats in tree_stats if filter(type)]\n",
    "            for score_name, getter in Score.getters():\n",
    "                display(HTML(score_name))\n",
    "                pairs_score_char_value = [(getter(score), char_value) for score, char_value in pairs_score_characteristic]\n",
    "                scatter_plot(pairs_score_char_value)"
   ]
  }
 ],
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