spuco_sun_demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Obtaining file:///home/sjoshi/SpuCo\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Checking if build backend supports build_editable ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build editable ... \u001b[?25ldone\n",
      "\u001b[?25h  Installing backend dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing editable metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: torch>=2.0.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (2.0.1)\n",
      "Requirement already satisfied: torchvision>=0.15.1 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (0.15.2)\n",
      "Requirement already satisfied: tqdm>=4.65.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (4.65.0)\n",
      "Requirement already satisfied: scikit-learn>=0.20.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (1.1.2)\n",
      "Requirement already satisfied: grad-cam>=1.5.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (1.5.0)\n",
      "Requirement already satisfied: numpy>=1.23.5 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (1.24.3)\n",
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      "Requirement already satisfied: wilds>=2.0.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (2.0.0)\n",
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      "Requirement already satisfied: setuptools>=61.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from spuco==1.0.3) (67.8.0)\n",
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      "Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.10.3.66)\n",
      "Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (2.14.3)\n",
      "Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (10.2.10.91)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.7.99)\n",
      "Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.7.101)\n",
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      "Requirement already satisfied: typing-extensions in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (4.5.0)\n",
      "Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (10.9.0.58)\n",
      "Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.7.4.91)\n",
      "Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.7.91)\n",
      "Requirement already satisfied: jinja2 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (3.1.2)\n",
      "Requirement already satisfied: triton==2.0.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (2.0.0)\n",
      "Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.4.0.1)\n",
      "Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (8.5.0.96)\n",
      "Requirement already satisfied: filelock in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (3.12.0)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (11.7.99)\n",
      "Requirement already satisfied: sympy in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torch>=2.0.0->spuco==1.0.3) (1.12)\n",
      "Requirement already satisfied: wheel in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=2.0.0->spuco==1.0.3) (0.40.0)\n",
      "Requirement already satisfied: cmake in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from triton==2.0.0->torch>=2.0.0->spuco==1.0.3) (3.26.3)\n",
      "Requirement already satisfied: lit in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from triton==2.0.0->torch>=2.0.0->spuco==1.0.3) (16.0.5)\n",
      "Requirement already satisfied: requests in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from torchvision>=0.15.1->spuco==1.0.3) (2.31.0)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from transformers>=3.5.0->spuco==1.0.3) (6.0)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from transformers>=3.5.0->spuco==1.0.3) (2023.3.23)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from transformers>=3.5.0->spuco==1.0.3) (0.13.3)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from transformers>=3.5.0->spuco==1.0.3) (0.13.4)\n",
      "Requirement already satisfied: pynndescent>=0.5 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from umap-learn>=0.5.5->spuco==1.0.3) (0.5.11)\n",
      "Requirement already satisfied: numba>=0.51.2 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from umap-learn>=0.5.5->spuco==1.0.3) (0.58.1)\n",
      "Requirement already satisfied: outdated>=0.2.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from wilds>=2.0.0->spuco==1.0.3) (0.2.2)\n",
      "Requirement already satisfied: pytz>=2020.4 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from wilds>=2.0.0->spuco==1.0.3) (2022.6)\n",
      "Requirement already satisfied: pandas>=1.1.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from wilds>=2.0.0->spuco==1.0.3) (1.5.1)\n",
      "Requirement already satisfied: ogb>=1.2.6 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from wilds>=2.0.0->spuco==1.0.3) (1.3.6)\n",
      "Requirement already satisfied: llvmlite<0.42,>=0.41.0dev0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from numba>=0.51.2->umap-learn>=0.5.5->spuco==1.0.3) (0.41.1)\n",
      "Requirement already satisfied: six>=1.12.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from ogb>=1.2.6->wilds>=2.0.0->spuco==1.0.3) (1.16.0)\n",
      "Requirement already satisfied: urllib3>=1.24.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from ogb>=1.2.6->wilds>=2.0.0->spuco==1.0.3) (2.0.2)\n",
      "Requirement already satisfied: littleutils in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from outdated>=0.2.0->wilds>=2.0.0->spuco==1.0.3) (0.2.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from jinja2->torch>=2.0.0->spuco==1.0.3) (2.1.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from requests->torchvision>=0.15.1->spuco==1.0.3) (3.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from requests->torchvision>=0.15.1->spuco==1.0.3) (2023.5.7)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from requests->torchvision>=0.15.1->spuco==1.0.3) (3.1.0)\n",
      "Requirement already satisfied: mpmath>=0.19 in /home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages (from sympy->torch>=2.0.0->spuco==1.0.3) (1.3.0)\n",
      "Building wheels for collected packages: spuco\n",
      "  Building editable for spuco (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for spuco: filename=spuco-1.0.3-0.editable-py3-none-any.whl size=3637 sha256=b925c2521f66285ade10d2b9e466a272386848128e5bf19796951c0459c6a288\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-y6n8od3m/wheels/8c/0e/39/b3195334a3cbc85a381283440e4c3fbab9a0160ae2c4c804f5\n",
      "Successfully built spuco\n",
      "Installing collected packages: spuco\n",
      "  Attempting uninstall: spuco\n",
      "    Found existing installation: spuco 1.0.3\n",
      "    Uninstalling spuco-1.0.3:\n",
      "      Successfully uninstalled spuco-1.0.3\n",
      "Successfully installed spuco-1.0.3\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install -e ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages/torchvision/datapoints/__init__.py:12: UserWarning: The torchvision.datapoints and torchvision.transforms.v2 namespaces are still Beta. While we do not expect major breaking changes, some APIs may still change according to user feedback. Please submit any feedback you may have in this issue: https://github.com/pytorch/vision/issues/6753, and you can also check out https://github.com/pytorch/vision/issues/7319 to learn more about the APIs that we suspect might involve future changes. You can silence this warning by calling torchvision.disable_beta_transforms_warning().\n",
      "  warnings.warn(_BETA_TRANSFORMS_WARNING)\n",
      "/home/sjoshi/anaconda3/envs/clip/lib/python3.10/site-packages/torchvision/transforms/v2/__init__.py:54: UserWarning: The torchvision.datapoints and torchvision.transforms.v2 namespaces are still Beta. While we do not expect major breaking changes, some APIs may still change according to user feedback. Please submit any feedback you may have in this issue: https://github.com/pytorch/vision/issues/6753, and you can also check out https://github.com/pytorch/vision/issues/7319 to learn more about the APIs that we suspect might involve future changes. You can silence this warning by calling torchvision.disable_beta_transforms_warning().\n",
      "  warnings.warn(_BETA_TRANSFORMS_WARNING)\n",
      "Loading classes: 100%|██████████| 4/4 [00:00<00:00, 41.86it/s]\n"
     ]
    }
   ],
   "source": [
    "from spuco.datasets import SpuCoImageFolder, SpuCoSun\n",
    "from torchvision.transforms import ToPILImage\n",
    "from spuco.datasets.base_spuco_dataset import MASK_SPURIOUS,  MASK_CORE\n",
    "\n",
    "to_image = ToPILImage()\n",
    "demo = SpuCoSun(\"/data/spucosun/6.0\", mask_type=MASK_SPURIOUS, verbose=True, transform=to_image)\n",
    "demo.initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  7629,\n",
       "  7630,\n",
       "  7631,\n",
       "  7632,\n",
       "  7633,\n",
       "  7634,\n",
       "  7635,\n",
       "  7636,\n",
       "  7637,\n",
       "  7638,\n",
       "  7639,\n",
       "  7640,\n",
       "  7641,\n",
       "  7642,\n",
       "  7643,\n",
       "  7644,\n",
       "  7645,\n",
       "  7646,\n",
       "  7647,\n",
       "  7648,\n",
       "  7649,\n",
       "  7650,\n",
       "  7651,\n",
       "  7652,\n",
       "  7653,\n",
       "  7654,\n",
       "  7655,\n",
       "  7656,\n",
       "  7657,\n",
       "  7658,\n",
       "  7659,\n",
       "  7660,\n",
       "  7661,\n",
       "  7662,\n",
       "  7663,\n",
       "  7664,\n",
       "  7665,\n",
       "  7666,\n",
       "  7667,\n",
       "  7668,\n",
       "  7669,\n",
       "  7670,\n",
       "  7671,\n",
       "  7672,\n",
       "  7673,\n",
       "  7674,\n",
       "  7675,\n",
       "  7676,\n",
       "  7677,\n",
       "  7678,\n",
       "  7679,\n",
       "  7680,\n",
       "  7681,\n",
       "  7682,\n",
       "  7683,\n",
       "  7684,\n",
       "  7685,\n",
       "  7686,\n",
       "  7687,\n",
       "  7688,\n",
       "  7689,\n",
       "  7690,\n",
       "  7691,\n",
       "  7692,\n",
       "  7693,\n",
       "  7694,\n",
       "  7695,\n",
       "  7696,\n",
       "  7697,\n",
       "  7698,\n",
       "  7699,\n",
       "  7700,\n",
       "  7701,\n",
       "  7702,\n",
       "  7703,\n",
       "  7704,\n",
       "  7705,\n",
       "  7706,\n",
       "  7707,\n",
       "  7708,\n",
       "  7709,\n",
       "  7710,\n",
       "  7711,\n",
       "  7712,\n",
       "  7713,\n",
       "  7714,\n",
       "  7715,\n",
       "  7716,\n",
       "  7717,\n",
       "  7718,\n",
       "  7719,\n",
       "  7720,\n",
       "  7721,\n",
       "  7722,\n",
       "  7723,\n",
       "  7724,\n",
       "  7725,\n",
       "  7726,\n",
       "  7727,\n",
       "  7728,\n",
       "  7729,\n",
       "  7730,\n",
       "  7731,\n",
       "  7732,\n",
       "  7733,\n",
       "  7734,\n",
       "  7735,\n",
       "  7736,\n",
       "  7737,\n",
       "  7738,\n",
       "  7739,\n",
       "  7740,\n",
       "  7741,\n",
       "  7742,\n",
       "  7743,\n",
       "  7744,\n",
       "  7745,\n",
       "  7746,\n",
       "  7747,\n",
       "  7748,\n",
       "  7749,\n",
       "  7750,\n",
       "  7751,\n",
       "  7752,\n",
       "  7753,\n",
       "  7754,\n",
       "  7755,\n",
       "  7756,\n",
       "  7757,\n",
       "  7758,\n",
       "  7759,\n",
       "  7760,\n",
       "  7761,\n",
       "  7762,\n",
       "  7763,\n",
       "  7764,\n",
       "  7765,\n",
       "  7766,\n",
       "  7767,\n",
       "  7768,\n",
       "  7769,\n",
       "  7770,\n",
       "  7771,\n",
       "  7772,\n",
       "  7773,\n",
       "  7774,\n",
       "  7775,\n",
       "  7776,\n",
       "  7777,\n",
       "  7778,\n",
       "  7779,\n",
       "  7780,\n",
       "  7781,\n",
       "  7782,\n",
       "  7783,\n",
       "  7784,\n",
       "  7785,\n",
       "  7786,\n",
       "  7787,\n",
       "  7788,\n",
       "  7789,\n",
       "  7790,\n",
       "  7791,\n",
       "  7792,\n",
       "  7793,\n",
       "  7794,\n",
       "  7795,\n",
       "  7796,\n",
       "  7797,\n",
       "  7798,\n",
       "  7799,\n",
       "  7800,\n",
       "  7801,\n",
       "  7802,\n",
       "  7803,\n",
       "  7804,\n",
       "  7805,\n",
       "  7806,\n",
       "  7807,\n",
       "  7808,\n",
       "  7809,\n",
       "  7810,\n",
       "  7811,\n",
       "  7812,\n",
       "  7813,\n",
       "  7814,\n",
       "  7815,\n",
       "  7816,\n",
       "  7817,\n",
       "  7818,\n",
       "  7819,\n",
       "  7820,\n",
       "  7821,\n",
       "  7822,\n",
       "  7823,\n",
       "  7824,\n",
       "  7825,\n",
       "  7826,\n",
       "  7827,\n",
       "  7828,\n",
       "  7829,\n",
       "  7830,\n",
       "  7831,\n",
       "  7832,\n",
       "  7833,\n",
       "  7834,\n",
       "  7835,\n",
       "  7836,\n",
       "  7837,\n",
       "  7838,\n",
       "  7839,\n",
       "  7840,\n",
       "  7841,\n",
       "  7842,\n",
       "  7843,\n",
       "  7844,\n",
       "  7845,\n",
       "  7846,\n",
       "  7847,\n",
       "  7848,\n",
       "  7849,\n",
       "  7850,\n",
       "  7851,\n",
       "  7852,\n",
       "  7853,\n",
       "  7854,\n",
       "  7855,\n",
       "  ...],\n",
       " (1, 2): [13576,\n",
       "  13577,\n",
       "  13578,\n",
       "  13579,\n",
       "  13580,\n",
       "  13581,\n",
       "  13582,\n",
       "  13583,\n",
       "  13584,\n",
       "  13585,\n",
       "  13586,\n",
       "  13587,\n",
       "  13588,\n",
       "  13589,\n",
       "  13590,\n",
       "  13591,\n",
       "  13592,\n",
       "  13593,\n",
       "  13594,\n",
       "  13595,\n",
       "  13596,\n",
       "  13597,\n",
       "  13598,\n",
       "  13599,\n",
       "  13600,\n",
       "  13601,\n",
       "  13602,\n",
       "  13603,\n",
       "  13604,\n",
       "  13605,\n",
       "  13606,\n",
       "  13607,\n",
       "  13608,\n",
       "  13609],\n",
       " (1, 3): [13610,\n",
       "  13611,\n",
       "  13612,\n",
       "  13613,\n",
       "  13614,\n",
       "  13615,\n",
       "  13616,\n",
       "  13617,\n",
       "  13618,\n",
       "  13619,\n",
       "  13620,\n",
       "  13621,\n",
       "  13622,\n",
       "  13623,\n",
       "  13624,\n",
       "  13625,\n",
       "  13626,\n",
       "  13627,\n",
       "  13628,\n",
       "  13629,\n",
       "  13630,\n",
       "  13631,\n",
       "  13632,\n",
       "  13633,\n",
       "  13634,\n",
       "  13635,\n",
       "  13636,\n",
       "  13637,\n",
       "  13638,\n",
       "  13639,\n",
       "  13640,\n",
       "  13641,\n",
       "  13642,\n",
       "  13643],\n",
       " (2, 0): [13644,\n",
       "  13645,\n",
       "  13646,\n",
       "  13647,\n",
       "  13648,\n",
       "  13649,\n",
       "  13650,\n",
       "  13651,\n",
       "  13652,\n",
       "  13653,\n",
       "  13654,\n",
       "  13655,\n",
       "  13656,\n",
       "  13657,\n",
       "  13658,\n",
       "  13659,\n",
       "  13660,\n",
       "  13661,\n",
       "  13662,\n",
       "  13663,\n",
       "  13664,\n",
       "  13665,\n",
       "  13666,\n",
       "  13667,\n",
       "  13668,\n",
       "  13669,\n",
       "  13670,\n",
       "  13671,\n",
       "  13672,\n",
       "  13673,\n",
       "  13674,\n",
       "  13675,\n",
       "  13676,\n",
       "  13677],\n",
       " (2, 1): [13678,\n",
       "  13679,\n",
       "  13680,\n",
       "  13681,\n",
       "  13682,\n",
       "  13683,\n",
       "  13684,\n",
       "  13685,\n",
       "  13686,\n",
       "  13687,\n",
       "  13688,\n",
       "  13689,\n",
       "  13690,\n",
       "  13691,\n",
       "  13692,\n",
       "  13693,\n",
       "  13694,\n",
       "  13695,\n",
       "  13696,\n",
       "  13697,\n",
       "  13698,\n",
       "  13699,\n",
       "  13700,\n",
       "  13701,\n",
       "  13702,\n",
       "  13703,\n",
       "  13704,\n",
       "  13705,\n",
       "  13706,\n",
       "  13707,\n",
       "  13708,\n",
       "  13709,\n",
       "  13710,\n",
       "  13711],\n",
       " (2, 2): [13712,\n",
       "  13713,\n",
       "  13714,\n",
       "  13715,\n",
       "  13716,\n",
       "  13717,\n",
       "  13718,\n",
       "  13719,\n",
       "  13720,\n",
       "  13721,\n",
       "  13722,\n",
       "  13723,\n",
       "  13724,\n",
       "  13725,\n",
       "  13726,\n",
       "  13727,\n",
       "  13728,\n",
       "  13729,\n",
       "  13730,\n",
       "  13731,\n",
       "  13732,\n",
       "  13733,\n",
       "  13734,\n",
       "  13735,\n",
       "  13736,\n",
       "  13737,\n",
       "  13738,\n",
       "  13739,\n",
       "  13740,\n",
       "  13741,\n",
       "  13742,\n",
       "  13743,\n",
       "  13744,\n",
       "  13745,\n",
       "  13746,\n",
       "  13747,\n",
       "  13748,\n",
       "  13749,\n",
       "  13750,\n",
       "  13751,\n",
       "  13752,\n",
       "  13753,\n",
       "  13754,\n",
       "  13755,\n",
       "  13756,\n",
       "  13757,\n",
       "  13758,\n",
       "  13759,\n",
       "  13760,\n",
       "  13761,\n",
       "  13762,\n",
       "  13763,\n",
       "  13764,\n",
       "  13765,\n",
       "  13766,\n",
       "  13767,\n",
       "  13768,\n",
       "  13769,\n",
       "  13770,\n",
       "  13771,\n",
       "  13772,\n",
       "  13773,\n",
       "  13774,\n",
       "  13775,\n",
       "  13776,\n",
       "  13777,\n",
       "  13778,\n",
       "  13779,\n",
       "  13780,\n",
       "  13781,\n",
       "  13782,\n",
       "  13783,\n",
       "  13784,\n",
       "  13785,\n",
       "  13786,\n",
       "  13787,\n",
       "  13788,\n",
       "  13789,\n",
       "  13790,\n",
       "  13791,\n",
       "  13792,\n",
       "  13793,\n",
       "  13794,\n",
       "  13795,\n",
       "  13796,\n",
       "  13797,\n",
       "  13798,\n",
       "  13799,\n",
       "  13800,\n",
       "  13801,\n",
       "  13802,\n",
       "  13803,\n",
       "  13804,\n",
       "  13805,\n",
       "  13806,\n",
       "  13807,\n",
       "  13808,\n",
       "  13809,\n",
       "  13810,\n",
       "  13811,\n",
       "  13812,\n",
       "  13813,\n",
       "  13814,\n",
       "  13815,\n",
       "  13816,\n",
       "  13817,\n",
       "  13818,\n",
       "  13819,\n",
       "  13820,\n",
       "  13821,\n",
       "  13822,\n",
       "  13823,\n",
       "  13824,\n",
       "  13825,\n",
       "  13826,\n",
       "  13827,\n",
       "  13828,\n",
       "  13829,\n",
       "  13830,\n",
       "  13831,\n",
       "  13832,\n",
       "  13833,\n",
       "  13834,\n",
       "  13835,\n",
       "  13836,\n",
       "  13837,\n",
       "  13838,\n",
       "  13839,\n",
       "  13840,\n",
       "  13841,\n",
       "  13842,\n",
       "  13843,\n",
       "  13844,\n",
       "  13845,\n",
       "  13846,\n",
       "  13847,\n",
       "  13848,\n",
       "  13849,\n",
       "  13850,\n",
       "  13851,\n",
       "  13852,\n",
       "  13853,\n",
       "  13854,\n",
       "  13855,\n",
       "  13856,\n",
       "  13857,\n",
       "  13858,\n",
       "  13859,\n",
       "  13860,\n",
       "  13861,\n",
       "  13862,\n",
       "  13863,\n",
       "  13864,\n",
       "  13865,\n",
       "  13866,\n",
       "  13867,\n",
       "  13868,\n",
       "  13869,\n",
       "  13870,\n",
       "  13871,\n",
       "  13872,\n",
       "  13873,\n",
       "  13874,\n",
       "  13875,\n",
       "  13876,\n",
       "  13877,\n",
       "  13878,\n",
       "  13879,\n",
       "  13880,\n",
       "  13881,\n",
       "  13882,\n",
       "  13883,\n",
       "  13884,\n",
       "  13885,\n",
       "  13886,\n",
       "  13887,\n",
       "  13888,\n",
       "  13889,\n",
       "  13890,\n",
       "  13891,\n",
       "  13892,\n",
       "  13893,\n",
       "  13894,\n",
       "  13895,\n",
       "  13896,\n",
       "  13897,\n",
       "  13898,\n",
       "  13899,\n",
       "  13900,\n",
       "  13901,\n",
       "  13902,\n",
       "  13903,\n",
       "  13904,\n",
       "  13905,\n",
       "  13906,\n",
       "  13907,\n",
       "  13908,\n",
       "  13909,\n",
       "  13910,\n",
       "  13911,\n",
       "  13912,\n",
       "  13913,\n",
       "  13914,\n",
       "  13915,\n",
       "  13916,\n",
       "  13917,\n",
       "  13918,\n",
       "  13919,\n",
       "  13920,\n",
       "  13921,\n",
       "  13922,\n",
       "  13923,\n",
       "  13924,\n",
       "  13925,\n",
       "  13926,\n",
       "  13927,\n",
       "  13928,\n",
       "  13929,\n",
       "  13930,\n",
       "  13931,\n",
       "  13932,\n",
       "  13933,\n",
       "  13934,\n",
       "  13935,\n",
       "  13936,\n",
       "  13937,\n",
       "  13938,\n",
       "  13939,\n",
       "  13940,\n",
       "  13941,\n",
       "  13942,\n",
       "  13943,\n",
       "  13944,\n",
       "  13945,\n",
       "  13946,\n",
       "  13947,\n",
       "  13948,\n",
       "  13949,\n",
       "  13950,\n",
       "  13951,\n",
       "  13952,\n",
       "  13953,\n",
       "  13954,\n",
       "  13955,\n",
       "  13956,\n",
       "  13957,\n",
       "  13958,\n",
       "  13959,\n",
       "  13960,\n",
       "  13961,\n",
       "  13962,\n",
       "  13963,\n",
       "  13964,\n",
       "  13965,\n",
       "  13966,\n",
       "  13967,\n",
       "  13968,\n",
       "  13969,\n",
       "  13970,\n",
       "  13971,\n",
       "  13972,\n",
       "  13973,\n",
       "  13974,\n",
       "  13975,\n",
       "  13976,\n",
       "  13977,\n",
       "  13978,\n",
       "  13979,\n",
       "  13980,\n",
       "  13981,\n",
       "  13982,\n",
       "  13983,\n",
       "  13984,\n",
       "  13985,\n",
       "  13986,\n",
       "  13987,\n",
       "  13988,\n",
       "  13989,\n",
       "  13990,\n",
       "  13991,\n",
       "  13992,\n",
       "  13993,\n",
       "  13994,\n",
       "  13995,\n",
       "  13996,\n",
       "  13997,\n",
       "  13998,\n",
       "  13999,\n",
       "  14000,\n",
       "  14001,\n",
       "  14002,\n",
       "  14003,\n",
       "  14004,\n",
       "  14005,\n",
       "  14006,\n",
       "  14007,\n",
       "  14008,\n",
       "  14009,\n",
       "  14010,\n",
       "  14011,\n",
       "  14012,\n",
       "  14013,\n",
       "  14014,\n",
       "  14015,\n",
       "  14016,\n",
       "  14017,\n",
       "  14018,\n",
       "  14019,\n",
       "  14020,\n",
       "  14021,\n",
       "  14022,\n",
       "  14023,\n",
       "  14024,\n",
       "  14025,\n",
       "  14026,\n",
       "  14027,\n",
       "  14028,\n",
       "  14029,\n",
       "  14030,\n",
       "  14031,\n",
       "  14032,\n",
       "  14033,\n",
       "  14034,\n",
       "  14035,\n",
       "  14036,\n",
       "  14037,\n",
       "  14038,\n",
       "  14039,\n",
       "  14040,\n",
       "  14041,\n",
       "  14042,\n",
       "  14043,\n",
       "  14044,\n",
       "  14045,\n",
       "  14046,\n",
       "  14047,\n",
       "  14048,\n",
       "  14049,\n",
       "  14050,\n",
       "  14051,\n",
       "  14052,\n",
       "  14053,\n",
       "  14054,\n",
       "  14055,\n",
       "  14056,\n",
       "  14057,\n",
       "  14058,\n",
       "  14059,\n",
       "  14060,\n",
       "  14061,\n",
       "  14062,\n",
       "  14063,\n",
       "  14064,\n",
       "  14065,\n",
       "  14066,\n",
       "  14067,\n",
       "  14068,\n",
       "  14069,\n",
       "  14070,\n",
       "  14071,\n",
       "  14072,\n",
       "  14073,\n",
       "  14074,\n",
       "  14075,\n",
       "  14076,\n",
       "  14077,\n",
       "  14078,\n",
       "  14079,\n",
       "  14080,\n",
       "  14081,\n",
       "  14082,\n",
       "  14083,\n",
       "  14084,\n",
       "  14085,\n",
       "  14086,\n",
       "  14087,\n",
       "  14088,\n",
       "  14089,\n",
       "  14090,\n",
       "  14091,\n",
       "  14092,\n",
       "  14093,\n",
       "  14094,\n",
       "  14095,\n",
       "  14096,\n",
       "  14097,\n",
       "  14098,\n",
       "  14099,\n",
       "  14100,\n",
       "  14101,\n",
       "  14102,\n",
       "  14103,\n",
       "  14104,\n",
       "  14105,\n",
       "  14106,\n",
       "  14107,\n",
       "  14108,\n",
       "  14109,\n",
       "  14110,\n",
       "  14111,\n",
       "  14112,\n",
       "  14113,\n",
       "  14114,\n",
       "  14115,\n",
       "  14116,\n",
       "  14117,\n",
       "  14118,\n",
       "  14119,\n",
       "  14120,\n",
       "  14121,\n",
       "  14122,\n",
       "  14123,\n",
       "  14124,\n",
       "  14125,\n",
       "  14126,\n",
       "  14127,\n",
       "  14128,\n",
       "  14129,\n",
       "  14130,\n",
       "  14131,\n",
       "  14132,\n",
       "  14133,\n",
       "  14134,\n",
       "  14135,\n",
       "  14136,\n",
       "  14137,\n",
       "  14138,\n",
       "  14139,\n",
       "  14140,\n",
       "  14141,\n",
       "  14142,\n",
       "  14143,\n",
       "  14144,\n",
       "  14145,\n",
       "  14146,\n",
       "  14147,\n",
       "  14148,\n",
       "  14149,\n",
       "  14150,\n",
       "  14151,\n",
       "  14152,\n",
       "  14153,\n",
       "  14154,\n",
       "  14155,\n",
       "  14156,\n",
       "  14157,\n",
       "  14158,\n",
       "  14159,\n",
       "  14160,\n",
       "  14161,\n",
       "  14162,\n",
       "  14163,\n",
       "  14164,\n",
       "  14165,\n",
       "  14166,\n",
       "  14167,\n",
       "  14168,\n",
       "  14169,\n",
       "  14170,\n",
       "  14171,\n",
       "  14172,\n",
       "  14173,\n",
       "  14174,\n",
       "  14175,\n",
       "  14176,\n",
       "  14177,\n",
       "  14178,\n",
       "  14179,\n",
       "  14180,\n",
       "  14181,\n",
       "  14182,\n",
       "  14183,\n",
       "  14184,\n",
       "  14185,\n",
       "  14186,\n",
       "  14187,\n",
       "  14188,\n",
       "  14189,\n",
       "  14190,\n",
       "  14191,\n",
       "  14192,\n",
       "  14193,\n",
       "  14194,\n",
       "  14195,\n",
       "  14196,\n",
       "  14197,\n",
       "  14198,\n",
       "  14199,\n",
       "  14200,\n",
       "  14201,\n",
       "  14202,\n",
       "  14203,\n",
       "  14204,\n",
       "  14205,\n",
       "  14206,\n",
       "  14207,\n",
       "  14208,\n",
       "  14209,\n",
       "  14210,\n",
       "  14211,\n",
       "  14212,\n",
       "  14213,\n",
       "  14214,\n",
       "  14215,\n",
       "  14216,\n",
       "  14217,\n",
       "  14218,\n",
       "  14219,\n",
       "  14220,\n",
       "  14221,\n",
       "  14222,\n",
       "  14223,\n",
       "  14224,\n",
       "  14225,\n",
       "  14226,\n",
       "  14227,\n",
       "  14228,\n",
       "  14229,\n",
       "  14230,\n",
       "  14231,\n",
       "  14232,\n",
       "  14233,\n",
       "  14234,\n",
       "  14235,\n",
       "  14236,\n",
       "  14237,\n",
       "  14238,\n",
       "  14239,\n",
       "  14240,\n",
       "  14241,\n",
       "  14242,\n",
       "  14243,\n",
       "  14244,\n",
       "  14245,\n",
       "  14246,\n",
       "  14247,\n",
       "  14248,\n",
       "  14249,\n",
       "  14250,\n",
       "  14251,\n",
       "  14252,\n",
       "  14253,\n",
       "  14254,\n",
       "  14255,\n",
       "  14256,\n",
       "  14257,\n",
       "  14258,\n",
       "  14259,\n",
       "  14260,\n",
       "  14261,\n",
       "  14262,\n",
       "  14263,\n",
       "  14264,\n",
       "  14265,\n",
       "  14266,\n",
       "  14267,\n",
       "  14268,\n",
       "  14269,\n",
       "  14270,\n",
       "  14271,\n",
       "  14272,\n",
       "  14273,\n",
       "  14274,\n",
       "  14275,\n",
       "  14276,\n",
       "  14277,\n",
       "  14278,\n",
       "  14279,\n",
       "  14280,\n",
       "  14281,\n",
       "  14282,\n",
       "  14283,\n",
       "  14284,\n",
       "  14285,\n",
       "  14286,\n",
       "  14287,\n",
       "  14288,\n",
       "  14289,\n",
       "  14290,\n",
       "  14291,\n",
       "  14292,\n",
       "  14293,\n",
       "  14294,\n",
       "  14295,\n",
       "  14296,\n",
       "  14297,\n",
       "  14298,\n",
       "  14299,\n",
       "  14300,\n",
       "  14301,\n",
       "  14302,\n",
       "  14303,\n",
       "  14304,\n",
       "  14305,\n",
       "  14306,\n",
       "  14307,\n",
       "  14308,\n",
       "  14309,\n",
       "  14310,\n",
       "  14311,\n",
       "  14312,\n",
       "  14313,\n",
       "  14314,\n",
       "  14315,\n",
       "  14316,\n",
       "  14317,\n",
       "  14318,\n",
       "  14319,\n",
       "  14320,\n",
       "  14321,\n",
       "  14322,\n",
       "  14323,\n",
       "  14324,\n",
       "  14325,\n",
       "  14326,\n",
       "  14327,\n",
       "  14328,\n",
       "  14329,\n",
       "  14330,\n",
       "  14331,\n",
       "  14332,\n",
       "  14333,\n",
       "  14334,\n",
       "  14335,\n",
       "  14336,\n",
       "  14337,\n",
       "  14338,\n",
       "  14339,\n",
       "  14340,\n",
       "  14341,\n",
       "  14342,\n",
       "  14343,\n",
       "  14344,\n",
       "  14345,\n",
       "  14346,\n",
       "  14347,\n",
       "  14348,\n",
       "  14349,\n",
       "  14350,\n",
       "  14351,\n",
       "  14352,\n",
       "  14353,\n",
       "  14354,\n",
       "  14355,\n",
       "  14356,\n",
       "  14357,\n",
       "  14358,\n",
       "  14359,\n",
       "  14360,\n",
       "  14361,\n",
       "  14362,\n",
       "  14363,\n",
       "  14364,\n",
       "  14365,\n",
       "  14366,\n",
       "  14367,\n",
       "  14368,\n",
       "  14369,\n",
       "  14370,\n",
       "  14371,\n",
       "  14372,\n",
       "  14373,\n",
       "  14374,\n",
       "  14375,\n",
       "  14376,\n",
       "  14377,\n",
       "  14378,\n",
       "  14379,\n",
       "  14380,\n",
       "  14381,\n",
       "  14382,\n",
       "  14383,\n",
       "  14384,\n",
       "  14385,\n",
       "  14386,\n",
       "  14387,\n",
       "  14388,\n",
       "  14389,\n",
       "  14390,\n",
       "  14391,\n",
       "  14392,\n",
       "  14393,\n",
       "  14394,\n",
       "  14395,\n",
       "  14396,\n",
       "  14397,\n",
       "  14398,\n",
       "  14399,\n",
       "  14400,\n",
       "  14401,\n",
       "  14402,\n",
       "  14403,\n",
       "  14404,\n",
       "  14405,\n",
       "  14406,\n",
       "  14407,\n",
       "  14408,\n",
       "  14409,\n",
       "  14410,\n",
       "  14411,\n",
       "  14412,\n",
       "  14413,\n",
       "  14414,\n",
       "  14415,\n",
       "  14416,\n",
       "  14417,\n",
       "  14418,\n",
       "  14419,\n",
       "  14420,\n",
       "  14421,\n",
       "  14422,\n",
       "  14423,\n",
       "  14424,\n",
       "  14425,\n",
       "  14426,\n",
       "  14427,\n",
       "  14428,\n",
       "  14429,\n",
       "  14430,\n",
       "  14431,\n",
       "  14432,\n",
       "  14433,\n",
       "  14434,\n",
       "  14435,\n",
       "  14436,\n",
       "  14437,\n",
       "  14438,\n",
       "  14439,\n",
       "  14440,\n",
       "  14441,\n",
       "  14442,\n",
       "  14443,\n",
       "  14444,\n",
       "  14445,\n",
       "  14446,\n",
       "  14447,\n",
       "  14448,\n",
       "  14449,\n",
       "  14450,\n",
       "  14451,\n",
       "  14452,\n",
       "  14453,\n",
       "  14454,\n",
       "  14455,\n",
       "  14456,\n",
       "  14457,\n",
       "  14458,\n",
       "  14459,\n",
       "  14460,\n",
       "  14461,\n",
       "  14462,\n",
       "  14463,\n",
       "  14464,\n",
       "  14465,\n",
       "  14466,\n",
       "  14467,\n",
       "  14468,\n",
       "  14469,\n",
       "  14470,\n",
       "  14471,\n",
       "  14472,\n",
       "  14473,\n",
       "  14474,\n",
       "  14475,\n",
       "  14476,\n",
       "  14477,\n",
       "  14478,\n",
       "  14479,\n",
       "  14480,\n",
       "  14481,\n",
       "  14482,\n",
       "  14483,\n",
       "  14484,\n",
       "  14485,\n",
       "  14486,\n",
       "  14487,\n",
       "  14488,\n",
       "  14489,\n",
       "  14490,\n",
       "  14491,\n",
       "  14492,\n",
       "  14493,\n",
       "  14494,\n",
       "  14495,\n",
       "  14496,\n",
       "  14497,\n",
       "  14498,\n",
       "  14499,\n",
       "  14500,\n",
       "  14501,\n",
       "  14502,\n",
       "  14503,\n",
       "  14504,\n",
       "  14505,\n",
       "  14506,\n",
       "  14507,\n",
       "  14508,\n",
       "  14509,\n",
       "  14510,\n",
       "  14511,\n",
       "  14512,\n",
       "  14513,\n",
       "  14514,\n",
       "  14515,\n",
       "  14516,\n",
       "  14517,\n",
       "  14518,\n",
       "  14519,\n",
       "  14520,\n",
       "  14521,\n",
       "  14522,\n",
       "  14523,\n",
       "  14524,\n",
       "  14525,\n",
       "  14526,\n",
       "  14527,\n",
       "  14528,\n",
       "  14529,\n",
       "  14530,\n",
       "  14531,\n",
       "  14532,\n",
       "  14533,\n",
       "  14534,\n",
       "  14535,\n",
       "  14536,\n",
       "  14537,\n",
       "  14538,\n",
       "  14539,\n",
       "  14540,\n",
       "  14541,\n",
       "  14542,\n",
       "  14543,\n",
       "  14544,\n",
       "  14545,\n",
       "  14546,\n",
       "  14547,\n",
       "  14548,\n",
       "  14549,\n",
       "  14550,\n",
       "  14551,\n",
       "  14552,\n",
       "  14553,\n",
       "  14554,\n",
       "  14555,\n",
       "  14556,\n",
       "  14557,\n",
       "  14558,\n",
       "  14559,\n",
       "  14560,\n",
       "  14561,\n",
       "  14562,\n",
       "  14563,\n",
       "  14564,\n",
       "  14565,\n",
       "  14566,\n",
       "  14567,\n",
       "  14568,\n",
       "  14569,\n",
       "  14570,\n",
       "  14571,\n",
       "  14572,\n",
       "  14573,\n",
       "  14574,\n",
       "  14575,\n",
       "  14576,\n",
       "  14577,\n",
       "  14578,\n",
       "  14579,\n",
       "  14580,\n",
       "  14581,\n",
       "  14582,\n",
       "  14583,\n",
       "  14584,\n",
       "  14585,\n",
       "  14586,\n",
       "  14587,\n",
       "  14588,\n",
       "  14589,\n",
       "  14590,\n",
       "  14591,\n",
       "  14592,\n",
       "  14593,\n",
       "  14594,\n",
       "  14595,\n",
       "  14596,\n",
       "  14597,\n",
       "  14598,\n",
       "  14599,\n",
       "  14600,\n",
       "  14601,\n",
       "  14602,\n",
       "  14603,\n",
       "  14604,\n",
       "  14605,\n",
       "  14606,\n",
       "  14607,\n",
       "  14608,\n",
       "  14609,\n",
       "  14610,\n",
       "  14611,\n",
       "  14612,\n",
       "  14613,\n",
       "  14614,\n",
       "  14615,\n",
       "  14616,\n",
       "  14617,\n",
       "  14618,\n",
       "  14619,\n",
       "  14620,\n",
       "  14621,\n",
       "  14622,\n",
       "  14623,\n",
       "  14624,\n",
       "  14625,\n",
       "  14626,\n",
       "  14627,\n",
       "  14628,\n",
       "  14629,\n",
       "  14630,\n",
       "  14631,\n",
       "  14632,\n",
       "  14633,\n",
       "  14634,\n",
       "  14635,\n",
       "  14636,\n",
       "  14637,\n",
       "  14638,\n",
       "  14639,\n",
       "  14640,\n",
       "  14641,\n",
       "  14642,\n",
       "  14643,\n",
       "  14644,\n",
       "  14645,\n",
       "  14646,\n",
       "  14647,\n",
       "  14648,\n",
       "  14649,\n",
       "  14650,\n",
       "  14651,\n",
       "  14652,\n",
       "  14653,\n",
       "  14654,\n",
       "  14655,\n",
       "  14656,\n",
       "  14657,\n",
       "  14658,\n",
       "  14659,\n",
       "  14660,\n",
       "  14661,\n",
       "  14662,\n",
       "  14663,\n",
       "  14664,\n",
       "  14665,\n",
       "  14666,\n",
       "  14667,\n",
       "  14668,\n",
       "  14669,\n",
       "  14670,\n",
       "  14671,\n",
       "  14672,\n",
       "  14673,\n",
       "  14674,\n",
       "  14675,\n",
       "  14676,\n",
       "  14677,\n",
       "  14678,\n",
       "  14679,\n",
       "  14680,\n",
       "  14681,\n",
       "  14682,\n",
       "  14683,\n",
       "  14684,\n",
       "  14685,\n",
       "  14686,\n",
       "  14687,\n",
       "  14688,\n",
       "  14689,\n",
       "  14690,\n",
       "  14691,\n",
       "  14692,\n",
       "  14693,\n",
       "  14694,\n",
       "  14695,\n",
       "  14696,\n",
       "  14697,\n",
       "  14698,\n",
       "  14699,\n",
       "  14700,\n",
       "  14701,\n",
       "  14702,\n",
       "  14703,\n",
       "  14704,\n",
       "  14705,\n",
       "  14706,\n",
       "  14707,\n",
       "  14708,\n",
       "  14709,\n",
       "  14710,\n",
       "  14711,\n",
       "  ...],\n",
       " (2, 3): [20432,\n",
       "  20433,\n",
       "  20434,\n",
       "  20435,\n",
       "  20436,\n",
       "  20437,\n",
       "  20438,\n",
       "  20439,\n",
       "  20440,\n",
       "  20441,\n",
       "  20442,\n",
       "  20443,\n",
       "  20444,\n",
       "  20445,\n",
       "  20446,\n",
       "  20447,\n",
       "  20448,\n",
       "  20449,\n",
       "  20450,\n",
       "  20451,\n",
       "  20452,\n",
       "  20453,\n",
       "  20454,\n",
       "  20455,\n",
       "  20456,\n",
       "  20457,\n",
       "  20458,\n",
       "  20459,\n",
       "  20460,\n",
       "  20461,\n",
       "  20462,\n",
       "  20463,\n",
       "  20464,\n",
       "  20465],\n",
       " (3, 0): [20466,\n",
       "  20467,\n",
       "  20468,\n",
       "  20469,\n",
       "  20470,\n",
       "  20471,\n",
       "  20472,\n",
       "  20473,\n",
       "  20474,\n",
       "  20475,\n",
       "  20476,\n",
       "  20477,\n",
       "  20478,\n",
       "  20479,\n",
       "  20480,\n",
       "  20481,\n",
       "  20482,\n",
       "  20483,\n",
       "  20484,\n",
       "  20485,\n",
       "  20486,\n",
       "  20487,\n",
       "  20488,\n",
       "  20489,\n",
       "  20490,\n",
       "  20491,\n",
       "  20492,\n",
       "  20493,\n",
       "  20494,\n",
       "  20495,\n",
       "  20496,\n",
       "  20497,\n",
       "  20498,\n",
       "  20499],\n",
       " (3, 1): [20500,\n",
       "  20501,\n",
       "  20502,\n",
       "  20503,\n",
       "  20504,\n",
       "  20505,\n",
       "  20506,\n",
       "  20507,\n",
       "  20508,\n",
       "  20509,\n",
       "  20510,\n",
       "  20511,\n",
       "  20512,\n",
       "  20513,\n",
       "  20514,\n",
       "  20515,\n",
       "  20516,\n",
       "  20517,\n",
       "  20518,\n",
       "  20519,\n",
       "  20520,\n",
       "  20521,\n",
       "  20522,\n",
       "  20523,\n",
       "  20524,\n",
       "  20525,\n",
       "  20526,\n",
       "  20527,\n",
       "  20528,\n",
       "  20529,\n",
       "  20530,\n",
       "  20531,\n",
       "  20532,\n",
       "  20533],\n",
       " (3, 2): [20534,\n",
       "  20535,\n",
       "  20536,\n",
       "  20537,\n",
       "  20538,\n",
       "  20539,\n",
       "  20540,\n",
       "  20541,\n",
       "  20542,\n",
       "  20543,\n",
       "  20544,\n",
       "  20545,\n",
       "  20546,\n",
       "  20547,\n",
       "  20548,\n",
       "  20549,\n",
       "  20550,\n",
       "  20551,\n",
       "  20552,\n",
       "  20553,\n",
       "  20554,\n",
       "  20555,\n",
       "  20556,\n",
       "  20557,\n",
       "  20558,\n",
       "  20559,\n",
       "  20560,\n",
       "  20561,\n",
       "  20562,\n",
       "  20563,\n",
       "  20564,\n",
       "  20565,\n",
       "  20566,\n",
       "  20567],\n",
       " (3, 3): [20568,\n",
       "  20569,\n",
       "  20570,\n",
       "  20571,\n",
       "  20572,\n",
       "  20573,\n",
       "  20574,\n",
       "  20575,\n",
       "  20576,\n",
       "  20577,\n",
       "  20578,\n",
       "  20579,\n",
       "  20580,\n",
       "  20581,\n",
       "  20582,\n",
       "  20583,\n",
       "  20584,\n",
       "  20585,\n",
       "  20586,\n",
       "  20587,\n",
       "  20588,\n",
       "  20589,\n",
       "  20590,\n",
       "  20591,\n",
       "  20592,\n",
       "  20593,\n",
       "  20594,\n",
       "  20595,\n",
       "  20596,\n",
       "  20597,\n",
       "  20598,\n",
       "  20599,\n",
       "  20600,\n",
       "  20601,\n",
       "  20602,\n",
       "  20603,\n",
       "  20604,\n",
       "  20605,\n",
       "  20606,\n",
       "  20607,\n",
       "  20608,\n",
       "  20609,\n",
       "  20610,\n",
       "  20611,\n",
       "  20612,\n",
       "  20613,\n",
       "  20614,\n",
       "  20615,\n",
       "  20616,\n",
       "  20617,\n",
       "  20618,\n",
       "  20619,\n",
       "  20620,\n",
       "  20621,\n",
       "  20622,\n",
       "  20623,\n",
       "  20624,\n",
       "  20625,\n",
       "  20626,\n",
       "  20627,\n",
       "  20628,\n",
       "  20629,\n",
       "  20630,\n",
       "  20631,\n",
       "  20632,\n",
       "  20633,\n",
       "  20634,\n",
       "  20635,\n",
       "  20636,\n",
       "  20637,\n",
       "  20638,\n",
       "  20639,\n",
       "  20640,\n",
       "  20641,\n",
       "  20642,\n",
       "  20643,\n",
       "  20644,\n",
       "  20645,\n",
       "  20646,\n",
       "  20647,\n",
       "  20648,\n",
       "  20649,\n",
       "  20650,\n",
       "  20651,\n",
       "  20652,\n",
       "  20653,\n",
       "  20654,\n",
       "  20655,\n",
       "  20656,\n",
       "  20657,\n",
       "  20658,\n",
       "  20659,\n",
       "  20660,\n",
       "  20661,\n",
       "  20662,\n",
       "  20663,\n",
       "  20664,\n",
       "  20665,\n",
       "  20666,\n",
       "  20667,\n",
       "  20668,\n",
       "  20669,\n",
       "  20670,\n",
       "  20671,\n",
       "  20672,\n",
       "  20673,\n",
       "  20674,\n",
       "  20675,\n",
       "  20676,\n",
       "  20677,\n",
       "  20678,\n",
       "  20679,\n",
       "  20680,\n",
       "  20681,\n",
       "  20682,\n",
       "  20683,\n",
       "  20684,\n",
       "  20685,\n",
       "  20686,\n",
       "  20687,\n",
       "  20688,\n",
       "  20689,\n",
       "  20690,\n",
       "  20691,\n",
       "  20692,\n",
       "  20693,\n",
       "  20694,\n",
       "  20695,\n",
       "  20696,\n",
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       "  21539,\n",
       "  21540,\n",
       "  21541,\n",
       "  21542,\n",
       "  21543,\n",
       "  21544,\n",
       "  21545,\n",
       "  21546,\n",
       "  21547,\n",
       "  21548,\n",
       "  21549,\n",
       "  21550,\n",
       "  21551,\n",
       "  21552,\n",
       "  21553,\n",
       "  21554,\n",
       "  21555,\n",
       "  21556,\n",
       "  21557,\n",
       "  21558,\n",
       "  21559,\n",
       "  21560,\n",
       "  21561,\n",
       "  21562,\n",
       "  21563,\n",
       "  21564,\n",
       "  21565,\n",
       "  21566,\n",
       "  21567,\n",
       "  ...]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demo.group_partition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "demo[335][0].save(\"full.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{(0, 0): 0.24626209322779244, (0, 1): 0.001245968924069188, (0, 2): 0.001245968924069188, (0, 3): 0.001245968924069188, (1, 0): 0.001245968924069188, (1, 1): 0.24626209322779244, (1, 2): 0.001245968924069188, (1, 3): 0.001245968924069188, (2, 0): 0.001245968924069188, (2, 1): 0.001245968924069188, (2, 2): 0.24626209322779244, (2, 3): 0.001245968924069188, (3, 0): 0.001245968924069188, (3, 1): 0.001245968924069188, (3, 2): 0.001245968924069188, (3, 3): 0.24626209322779244}\n"
     ]
    }
   ],
   "source": [
    "print(demo.group_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
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