[03b52a]: / paper / NAR / 06_cell-cycle / cell-cycle-vislization.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "087a45a0-0d1c-4bd0-a392-2bde076e92c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/home/shenwanxiang/anaconda3/envs/molmap/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "from aggmap import AggMap, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7341b166-c260-4523-9ae1-ae8e6519aa54",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed04e4ea-2fd5-4b0d-8e02-9716de147499",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('./elife-55102-supp5-v1.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2f9750b9-a4f4-47cb-b054-c8bcce8e74cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('ensemble_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7d8d1e14-7388-44ae-a000-e186ed824d00",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfx = df[df.columns[4:]].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "69c18822-8cd2-4e53-9d3d-3b7fa0187493",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-10-11 15:29:55,516 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Calculating distance ...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|##########| 5162/5162 [00:04<00:00, 1261.29it/s]\n"
     ]
    }
   ],
   "source": [
    "mp = AggMap(dfx, metric='correlation', by_scipy=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "66836da0-e3d0-4d57-a7b3-479300e84905",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-10-11 15:35:41,547 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - applying hierarchical clustering to obtain group information ...\u001b[0m\n",
      "UMAP(a=None, angular_rp_forest=False, b=None, dens_frac=0.0, dens_lambda=0.0,\n",
      "     dens_var_shift=0.1, densmap=False, disconnection_distance=None,\n",
      "     force_approximation_algorithm=False, init='spectral', learning_rate=1.0,\n",
      "     local_connectivity=1.0, low_memory=True, metric='precomputed',\n",
      "     metric_kwds=None, min_dist=0.1, n_components=2, n_epochs=None, n_jobs=-1,\n",
      "     n_neighbors=500, negative_sample_rate=5, output_dens=False,\n",
      "     output_metric='euclidean', output_metric_kwds=None, random_state=32,\n",
      "     repulsion_strength=1.0, set_op_mix_ratio=1.0, spread=2,\n",
      "     target_metric='categorical', target_metric_kwds=None, ...)\n",
      "Construct fuzzy simplicial set\n",
      "Mon Oct 11 15:35:42 2021 Finding Nearest Neighbors\n",
      "Mon Oct 11 15:35:42 2021 Finished Nearest Neighbor Search\n",
      "Mon Oct 11 15:35:43 2021 Construct embedding\n",
      "\tcompleted  0  /  500 epochs\n",
      "\tcompleted  50  /  500 epochs\n",
      "\tcompleted  100  /  500 epochs\n",
      "\tcompleted  150  /  500 epochs\n",
      "\tcompleted  200  /  500 epochs\n",
      "\tcompleted  250  /  500 epochs\n",
      "\tcompleted  300  /  500 epochs\n",
      "\tcompleted  350  /  500 epochs\n",
      "\tcompleted  400  /  500 epochs\n",
      "\tcompleted  450  /  500 epochs\n",
      "Mon Oct 11 15:36:04 2021 Finished embedding\n",
      "2021-10-11 15:36:04,743 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Applying grid feature map(assignment), this may take several minutes(1~30 min)\u001b[0m\n",
      "2021-10-11 15:37:15,917 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Finished\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "mp = mp.fit(cluster_channels=6, n_neighbors = 500, spread=2) # "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "812c4abb-6720-4495-8a21-7dfa07c2cda1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-10-11 15:37:16,111 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - generate file: ./feature points_5162_correlation_umap_scatter\u001b[0m\n",
      "2021-10-11 15:37:16,164 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - save html file to ./feature points_5162_correlation_umap_scatter\u001b[0m\n",
      "2021-10-11 15:37:16,166 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - generate file: ./feature points_5162_correlation_umap_mp\u001b[0m\n",
      "2021-10-11 15:37:16,211 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - save html file to ./feature points_5162_correlation_umap_mp\u001b[0m\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>TYPE</th>\n",
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       "      <td>#ff00ed</td>\n",
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       "    <tr>\n",
       "      <th>ENSG00000280202</th>\n",
       "      <td>clade</td>\n",
       "      <td>#ff00ed</td>\n",
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       "                  TYPE   colors   STYLE\n",
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       "\n",
       "[5162 rows x 3 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp.plot_scatter()\n",
    "mp.plot_grid()\n",
    "mp.to_nwk_tree()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6bb75a0e-6d1e-4997-8f15-bb23d821952f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|##########| 9/9 [00:00<00:00, 30.73it/s]\n"
     ]
    }
   ],
   "source": [
    "X = mp.batch_transform(dfx.values, scale_method='standard')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1887a59-68f2-4985-9302-cab8bab834df",
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  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8e0aff4c-ce9e-480c-a2d2-c11501b26ace",
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   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(9):\n",
    "    show.imshow_wrap(X[i], color_list=mp.colormaps.values(), x_max=1, vmin=-0.5, vmax=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "819c835f-a604-4a48-87da-371b7cbc1772",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6896a1c3-17d1-44d5-b461-eaf36a16194c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57c74ab0-4411-4629-bc9a-dd0d8bbe4f2b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "448d033b-6f64-43b2-9c45-74d36e381f37",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f065df10-2e2c-4fae-9eed-54089b11b9fe",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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USTWhmwYx/5V0rFku6nSX6FUx30OxJiM1Z0WXDT8uMz7DyjWnX7aEsQxZ3Y2l0foYVL1YbYZP/aMIjEIiIjYzrk2BDXQ8K4Q5TKK2ILqptIbGKIJ+aDU0ogwjmiuaUkBH2KfL5greHLaEqbgXpWodTodyahIjHb+yH1Sj1wYq+44JG+m37URj6OaLQIPfbYX54PR5HNO3Zh1ScVeEjQvGsSOkos6IoCJDbCpo0cI0UKw3zmC8GflQKbPDoDiXz4Ly7Avh/8SDncZKBmPiMT/VXhz7lFR8r4VMA73UlHrbOSitKQmgx0Uu0C6mt7kxUIhFRGxEG23ZmJNABJv7CVbMAVO75j4YVPj8XHYcR4cVlDbXZEyH3BKgus6C19yxXhVPos6BFXGgzVUml4qTHBiPj5tTG3e2Q+kWEVmW6lGxwQNPtfvSzVCo2yI4j7YAzvvthGk4BzPOweLH2JweKiLiD+MYOWWwn4rsXUlVQWSEIhb6l1ZDI8qgH1oNjSjDFzZXpHWDzpXngu422UBXQ1R/9nwIhgNO/8oJopiXiIidCnrNqPOo+NFsoxHic7CxYFICNYwOgVaesIBSfVoPijQh3ehFnWmHysk0n40JXqq8MNRP+jl2ejHGmHjQJaZtnq4kw2dirJT6Fh6+7Um2k9LB6lHobnIOVGwrUeglZijM28PwBQ9F2yDOqaETFLA0C/PTGwBtu9DcrI5FUbhPgxivJ4BrVOKEgi4i0h8hY0g/VaigonucCuiktMfGAO61qVZqbh3C9WYP9Nsdxp2KvATch1xJJP8CaYyzIvA311ixVMwI43u4vchZH93zdrxnKJr8+AybW1b2IA10VeK9Wj3W0Bgt0A+thkaUYUT12EzUuTYVP/1VdlC1/CC8slz9wUfU0EUd7YZ6cDMpLarFTR5cE76XjQxO6tj3jdNQlR8tQLE5ZwTK5+xs0KW9dUYFt0KwuR8gJXRmHmj3HCvU4BxqotxhB60cTwXi+ijd7HQ7KJU72aiisoruMIN2s+e3pht0cEE+zBmvHUDRsKx0zK0/hxTKQVyLOBuqSoiITE2EOmuiVMKOAUiWU5LwHq7YMUCpbztD8B4XOUBvm6y4jrU+l2HsXAfm8H4frt9LMagWwgaJw924Zk46j8/CUNAHgzjvY9SYOSsey4uhOO/FMdpTMP+8VDlsQ3qopwfLG38QxfASScVmBCLGR4vVZztd77k+j4rDpi/2G6p/aTU0ogz6odXQiDKMqB6vD76kXtwZARUqs4KqDZhAAy5U+9ZH71naiuJXIiJb0uHRrA6AgnND5UGiGlV9eM86B1L+0gcx9tPBxSpmEwN7PkWMXdG4GByj3Yf3pDpA27iY2APVaMD8ZAFSBGtJHT1YiSWFiMi8CaCfrBizAeRKG9REbj3i7cex3pOxT8UbwzB/tPbjuENh4//N65KR1sZ1p9sCoPzWC1SDKI3B0oGvVwp1/vMGac6sRoraGjQWevscTEv7SLmeFY977ZoqpFz+KPdKFb++1a3iuy/DuZ3tNjbyTnBg2ZRoA60ttELh5uoWdQFQYj4PVtD3tyHdr9DlVXGJDfMkInLXrk9U3JaCZU91FpTvieehVueW/UqrxxoaowX6odXQiDKMSI/3Nf5SvfhW9nT192k+eCS5eFm1DSltrCofMkFtizUbO45xIS1uu8EF3J43Q1nk9h8V50HP1ue8qeKPkiepmDfLr/CBOomIfO34GhUvnQwalh0LRbtxAHSO6TFTpO1noTJOHQOqxSlmu+tAo0REbs8vV/GpMBRcLjjWF0QcpsuUFQOqxh7jk82Yj4xEHOtQPCBQbX/QBRPLhExcM6bsbD443Qc6PdUJis8NrV/oQhonV6EQMVaiYNodY4HZpKIFY7hTsEyqbgddHUtqfHWb0bjyOVxO473GajJ7gxvoGifY8JnBEFTpAboWSxNRIYTpdMUAruOUWMyNiMh4qqiREMDYrkHcI7OPIYU19qJnNT3W0Bgt0A+thkaUYUR6/Ofgy+rF7AGv+js3yO2n2E8qMavNrARzRQoRo5nATTVkT/WBanPal49SnDp9oIZMWYJUP3aHF2aOLKdRyYwzY7M+zYLX9nSCzrM39/JxqLrAtWuP+mAAYErFYFovIvJ9PzrcPWa5GO+jJsMtXlD7QT++N8ZO3QWTqOpCmIrhmXFd4x1Gc0VxAlT0jWfdKl5RgAohLX6cd4qN2qeQeYTBtYO5++GJXqNq/tEmjHfxxVBLrZT+lx4DysjfVTeAe6elB2aF4lTcN4V20PTyPhgtRES6fFDdWVFPjMH9xUXvroqDeh8g48MJwfe2+3EcqXYc90U+UF0RkYw+PANL/golWV5EGunAU2tVrOmxhsYogn5oNTSiDCN6j+fUgw76rUR9c9BUNzEEJeycFerlqkEUuWqmShdcJUDEqO5O8iHdqisW1Jc3yXOcoGEu8n0+shFtS75/CSjH7mPYvE5LNfpEp7uxAX4+RO0qBkEBp1Aa3HO7UU0jMQGU84EpqAvsEcwBU/9WMmmIiDzpWKZiSwTU0GXFfE4twPFVeLFcKEuGn3prLeh/cwfGKBtPKjbRTRERbxBzWzYGqqaDOvD1kMHBSVUsmCpzW489zVhSZCfiGnkHjSUYVl+K9EGuqMFdCF86juJ9N0/GfeS1kTc6G8uhV07g/d35OKYev5HKc1E6NnBs3ItjnzkF83bECcX/dBeua248HbcV9xQXiJtaB8+6iEiKFyafxqVIGczejyVCwI77xXi3GKF/aTU0ogz6odXQiDKMSI9TukADqnKhmLHfuLQXSuSeeFC1ozEwHIwL4j1nAsYavONj8dqHQdAGRwiq4RwXKkzs6kBKVmcv1MDblqOr3PoDaOXx+IItKv67d6phbC4mlmwCdaqKwTHe0gu/6+A0KLhHa0BXf3MS5o+p+dTGIgZ0aUyssZLBqS6McVUCKOAjB5aqeO5EjHf8Tcyt7VrQ6dX5VSr2ZGEZUdcDpXVvszElMcYOI4MhG4yEXqbUhxtgGliUh2txrsul4jCprqeaQCVvKjAaWp47jqJoATelb9pBfecVwpjAVLnMjbltNGM5U5zjVfGWw7jvHlq81zD2jm43xqZUzLsvRtfDyt7ha0T7KP0v0QJKXCI41itOHFGx+x/Gsd///nUqjvPj89nXwbRUn4l5MzYVMUL/0mpoRBn0Q6uhEWUY0VzxQ9moXiwMgpqwSsztIKb4QJ3eiUBp5XSuppDRXMFVKdjPy13lMiKg6UeDoHpMU1LMoHPv1aG2rjsFlRKusINCi4g0U/pgDxWadVI7iKvOHVaxNx6GA04pLPBjbh49vwTv74J6uW66sZm2pw+KOqfjDVJnvjFUiIyrYDjJLOFpwXw2t0BzXDStid5jJFtrC5Ee+WkzitLF2LAkYSMKFyn7pMaN95PJo6kdYy8vgTf9fI9x7KUpMHBw65IQXfv/PIB7Z0Yx5pYrPnC3wOwkHOvpRhc+S7WpRYwVLhinGnE//yb1PRX/Ui5S8TdikAJ5PBaqcjoVebvn1XfwpfVewxjbb12h4sR+LJtSqGDiqTxQ+0tc39LmCg2N0QL90GpoRBlGpMcbvb9VL3oSoJbOqccG+eYxUPcqQ5AfbVT5oCsIlZeLmImInGoHNbFbSRVNBZX92V50JltRBgrOqVpjXKAZNR2gjNW1iL+5ECqhiEi5l4qAER2caIMiGE8dAuvNLhXnhEG75zWC+m7KxXzY2DQRMqbKcYG7oz+cpeK+byJFsPYAKPFgCihxYhLU3xQXjs+dgTlIsIPiZwwxVxxsguFkSQ5MAPU+Kl5G6uq+M3h/Xx/o+3K6FmVO0PFB2pR4rRLVNERExmfCg+ukY2QvcLkH91pWKuYtjlTvtm4sZ/oGMV4SpePdMgYtZ0REPulFbWZWx9vI+FIaT21ZqAthJxW3KzXhXIu7ca+EzGC0q7YeMIx9uhTLEHMY33s8D7sheV7spMzKfUjTYw2N0QL90GpoRBm+cGqe1wIKwYXa6qkpNFddONZMFIfUvaYuKLAiIuXHQQHXLvGo2EltM673Q8H9fXiBivOdoFqnOrEpnu4E9Xl/L2jJpsl/NYz99a51GJsU1ffPoa4wp+MxmDo1BUHBOZWMq3SkmIz0+I9Hy1S8qASe61gLaDCnHh46h6VHcyv+XlKAOTi/He9JmeXFMdlwrEORnABTydwMUPPxEai2KQFcv/cFVUFqu3HenBZY2wxlNy/DmA7JCrUrBmMzhX/3TzAc9E7G582UbjihAMsTNkqUpCNN77VPkR4qInL9Uizr5tugYneYcU9yR7t1beUqPpECxZjrgceG6Br7sMvxZlyZYeznfvSwijf+4FoVLz4MY83+Kdj1WJL2gKbHGhqjBfqh1dCIMozoPc7th5pVnYifbm754btAZ7imNtBpVxwUzp8koUawiMjxy0A7jvgQf6UP6W57k6H6bfgYG9Bj8kCtryhFqlaCGeONGwPavPr0zYax71sI2p0WAQ1blA9VtDUI6jTOCup10gcqOt6BefL4cUxsFqnogX9XRKQwlwqTdWDeciitbVEcKFz+JLy/fhC0dHGMR8Xmm0GDe6gJ9eaO8Yax56XA/MDe3i2DULRPJOH8uF7wzpMwt7S1wTxyDS1tMuNBdZt7obqKiMTTd3GhvOc2wXc+ZjHmsywT83GmdvgCbiTSG9p9rJzXYHhfEqXRHQhRY24TjtdFHvT6BJeK90WwzPL6MbfLY7B8cvnxPQ+e/dh4kG24vzYk0blSIcDyVIwBi87/Cv1Lq6ERZdAPrYZGlGFEenw0ERn9KRH89PebQIsCZnwFF8gamwVaE2ODEvxMBBUmRERi+vDaEUp3+8f5m1ScmwMa9e1Lkf70zimovElU+aCZWk/cXIjWIbljvYax94bcKuaqA9y1rTcMKpQYwRgh8kw3knrs6YLX9t2qP6j4Mvc9hrGvz0LK2skQqPMnp0GRskpAqbadA53r+xDU9eAKfPbfirapmIvs7ToEc4SIyCUrkM53zSSo5uv/hhTDSdejYfSOSixbkhNBb2cUwYgQIPW4oRvzz6qyiEjSSqTmvX0n7hHJwfdOdaNayAB5sSePA21mM0ZCDC0LBo3VKhhcsYMrhLCyP70HZpMINUnPpCobbBxyknrstWMpUPghll4iIid/gK6OS/sw/1sKsDzhlNeRoH9pNTSiDPqh1dCIMoysHvupibINKqqdmkTv64OaG6HqBSuyoOY++v4cFc+fbewmVpwBynPur9i4X/gdbIRzNzKmMuwzTRL8/e+noc7V54C6fjXGODZv1reYQOn2tlHTYKL8p4PwSR+phiq9tJS6CPoxpXsmoQBeqMdIE2d0QBmucqXJcNhUBap8cSEKgL1QimN9Pf8DHJMNx31sEL7qnByjsYNVbU6t/NWN+C4nFewTsg/zsuDTE6DN80vgxy3LwDxvIrovIvLqD7wqThmL48qia5FJbU8OdoDaj0vD/dg5gN2JfprzS7Jx39QEXIaxzdTIm1MjZ8VhbuvjoP7vj2BJMkYw9u83vajin1wGg86/vfEKBjuEHQgRkQ/uv0PFbE5aVQd/9LZcpHvKBa0V+pdWQyPqoB9aDY0ow4je43+RDepFrh6x1wfKw93HylugZJamQQG0kNrWPqT+L7f8MFRwoDYajb2gg8tSPSpmn2h5B+jgqVdhEhiMw9gD+UT5ROTBi5A+ZSUvMavEjA4T1MG+CHzWBztAE7OpJi4f93UuY5rYvjCOMcYMBZ3nihVth8Czez7oUvH+Wpx3HXmPv3nrHhX/bkeZYexXyt5Q8ct2dLjrCQyvvHpaoYhz24ykOFJOqchebAzOZyj6XwSF9yxAKqHDjvMes9Gl4vCtRoPE58hyYTejsQNLt0AIxzd/XJPhMwN0T7HpY3m6B5+n37F6aio92YrvYnp7QyUqWhT+dZeK1/zwScPY/9j/JxVvmFOm4ut2gV5nZ+G+q5k6RnuPNTRGC/RDq6ERZRhRPXaHoOyeMoP6coGt3TWghgvyQWWOtUERzUmk1LweY2peQwQUkguWsRJd7MJxdERAa9iD2zNIbSyWw885MR10NdNprODATYA9HaCAv4qBivq0A3WIW4hSLcuC+sspZn7q6sfH/evquYaxJ2TDx1zfNXyt3QNHoFbn5GCMKW58b2GGV8ULbsH8H+mB6uqIMVYL+UHrZSpuaMZyxe/H/+HfWAJTSlsv3sOpdQ0dmI84ByjxAFWSmJSLZZKIyFEzdhv8Pow3uRjn0X8rrlNOMu6d1m4cB1caOXoW87S4FGmO8RZjU+nbe7BkqEvCZ85TKxemx8sFne92h5Hm99WW3Sp29uG6zL7rjyredvBpw9gPLbtexa8dKZLhkJ4y/LJsKPQvrYZGlEE/tBoaUYYR6XFBN7ylO52gB73UcWxKDqhoTR8oZhNRp55+qJIlWaCFIiIN3aDL7FH+7BSoa1c2eZ0D+H+Gx2ZK+7AV9K+mFfT76NvGjX5Wlpdc4VHxc3ZUxyiiJsWXxsKnu8fvVjGnmLUO4ry3n4NSOtSD67RhKVCxC6rvl65GI+OM9UhJ3PFtHMfeCszNjAn4uzvOi2ONh7/1w1Ych4hI0Rik+VU1uVT82zUbVPz7GviQXWRi2fsJlkPjZuFacnuRMG1IHKszUv+ulfiMcwC3n4+aZpdk4j1t/aDEZtpdKHXAwBE3HXOZQLWweUdBRGRnKmhpfATv29WN+2JSAr7XFsb9OMGKv4+vg5J8w/ivqbi9CbsZE5MfMowdOoLr/+MpO1S8yY9j4rRHMV4yA/QvrYZGlEE/tBoaUYYRzRVHz/9UvfiPsaBLfqpW0RMGJWgaoLYZ1L1s+XT4MDsGjE2GXbGgKbyJn0mb58uSPSre0IoqDPGkNufGYaN+lR8U847XblDx+mvJGyoiP/Oi7cPDrq0qDhPX+0YFUqomjfOq+N3KZ1X87wuuUnFIaG6o6XKW1dg1b28H+A8XJstJoBYXLS4VJ/27W8Vjnj2oYk4FLEsFhavpx9/3nTam5sl+vJZzBaheUixo8OHTUFRZVb5tMVL22L874MeSaes+jGf3GX8XYjMwxoYCeHgfsq9W8Z6jWC7ExUGtvrQMHmFPJ85hUhqWSYkWKLDdIeO9VkE7Gt9MRWWUT024pzKt2G341iFUWfnV9FUqDtL93+LHPc9tRwaDxpUn/3t2Kp6HHU2g5i2dWApUl+Zrc4WGxmiBfmg1NKIMI9Lj93ufRd1jyspvs5EiS13s/v4WUuKmLgZV66fNdm7hICKS7gKdae+Gf7WnB3TLx4pxIZTFG1Lh503zk+fX4VJxQR8U8Pdi0GxaROS1fah8MX4s6GtBKtKwpsSi7YMnMHzRtppuULWT5zH2N2agyka1H3RTRKSQVOlKH2jbtpNYVswtwtifHodqO6+UjomWFD29mDOuN3xqAz4rInLjl1FVobwVSjQbWs7U4nsDRI9zs40Glc/R/w4osXce1Glvp83wvqwsLIdyMvBdvHOQcTtSGhv/DBV8QhpMJbuqcd89lfuRin/QhJ2D8JBb+z8TX1fxngxc+xNBHPt1A4dUvN6GdjRnaKly9Bjugy+tRGG3vb9Daql9jTEN9I7CchUf8uMa/2MrdggmleC+OzpuvKbHGhqjBfqh1dCIMoxIj7e3Pale3JwG6ruzHYrXolQUwirrRz3du09cbviughegCNr/rUqGgz+I/0Ma2kDHLRYcI9PpxVkYO1NAj48HjZvqM6xQ65jW/unsDBVXe0D5v7sC6uyCHlRCeDq4GMcRB0PF1grQHaZ8IsY2FXVU8GxVOnyt2QHQyWYb/NQb2rHxfvYlpPJRTTMpPoAlxYn5Ru9qbxKU1/hi0OVSN47JZobBpIW8vdnk+eVWLg0t1D2Ovufwe0bjivsiUPg2L1Tc26bC08z3UdcAlHamytPSsLzhwmz9VPDtaI2x8ofFgnOqOos5H+fGtXk98W8qLs/C3G4LQ0lmZf6kx6Vi9jeHI0YW6x3EMR47CxpdlI9r3NCKOWRlnpXy/+fq8Rd5YP+/woUe2H8GLvTA/jNwoQf2n4ELPbD/DFzogf1n4EIP7P9taHqsoRFl0A+thkaUYcSEgcZ4OF4ywtgSuSkJWxlNAt5vDYOS9ZMZPO0xFOZOsBlzHN96B/J+1mSMMbMAknm3D+s2uxVjbPBALr9/zN5hz8EVxDrGazX2lclPw3jN7aA2RQGso7bFY12ZTS0fHVQiZvVUVJ6cK1hnf+d1rOuvXgcnkYjI78pR5mV2Ic51kg1xrB2Or/E3I3+34i2sBXMq4cI5vgjfH0jDZ7nqpIjIJysvUfHKzUgSiKWc2A93wLG1bplHxZ56UM5tn0E7GDvbq2Je57W249qJiPz65fkqvvgqbJcEKaGihlplclFyxmcHsY6963Ksk2eGoas80Hax4TONJ6EXvHrNLBX/6UVs7ay+Ea0nV6Tjui5Px/FtakbyzKGdmIOJs+HMGpNlXJJMScc9FWcHdd59mPLU7TqfVkNjVEI/tBoaUYYRt3ymnjurXnSnQ7Lm/iq1baAyVxZCGeYKhe5EOD321Rq3Y2yk9tmsiE/tAG1InIDtHBf1knEQVeZ8zuvzQMfjw3DgnBDj2KUCs3ymD1T5Qyv6q3DJErcJjpwnjqAA+8xCUB+em9RY0J1tx42uJJb3e/rwma/NBtU72g2nzqk6UKo/5Lyj4t9b0RtpRjy2In507Q9U/JPX/8Mw9g83v6ti+wmUqDm0DtR1xlYsgeT3KK+S8xUkY/RPxXVJ30UVG1eDJp6vMS5JyiZDUQ9R5US+9mtzK1W8rdOt4uOvIpbZuB9XTkYiwVwrlhHNZhyTiEgdVVdMpLaXf/kLlir33bpTxW+fx9KtohKfXTIL6vi37Xj/x7G4byaZcC1EjPfeU1teVvGcou+ruKMLSwldjVFDYxRBP7QaGlGGEenxvMZK9SKb/q+aANfI/uajKq5pgzqXnQL1bHEKFNXZPR7DGAEz1M+bPkDFuq9fV67iP26DEXtsHr63/iAoY/EiUNRL8+BiemrrdBX/esknhrE/HgT9eWcHXDGPXoai0wES2BtCoFvdQaMqqt5Pamd9F5YOXMxbROTkaczVlIlYPnh74Ax6aBKOg1XwJ9sgE+///rX40jKi4F7q3zMXaqeIiFRjrgyu+hC1VK8CxZVxKBkTW/x3Fac1IhmgYwquy9p5HhWz40rE2E+ni4qj9/kRp9CygksbbdrgVvGll0LZrW4FdfX9HYkEq38IWi8i8uozUIkfuxPJAx4Hzu9sAHGGDfT/Vx/DPTe3DHPTO4Djayd66w8Yfw//UvKmiu+oXqviGMfwOy6NM3I1PdbQGC3QD62GRpRhRHps29iqXrx+KSjnAJXO8LSDMo5PB81zWrG5z31QmsXoB2WVeX4qVMDZfVABX7WC4n6zB2rdd30oUXJPBnqqtFkp3zcAunS63egH5fzdH4/7VMWJflBLdzuoZHkOKHSKD3RwvQlK8rg4qKMOE6jPqT6jqb32x8jt9dyA3Fq7DXQyvA+0L3YxvtedCaV7y7duxJfuxvzJ7VBEZRaOW0RE9oFaSiJ5gz+jz9uxbAl+GednPYf5SIlBuRgXmSs6u0AZx2QZEyjGkKHlk31ItLhkHkwRB6vgVU9w4j4KUEJJ4zHcdysu96iYC6tnxBvHdjtxf3I5Hq6m+Z8fIzHmt5dvVvFrHVNUzFUhuWC7nRTwp5PeM4y97uSXVPyleUgW2VYNE8ugD3PumazLzWhojBroh1ZDI8owoveYwcWh11dPVTFvkLtTabOcqOFhPyhwjh2b4iIic6gyXYj+D3kujN43faSoVieBOt1pRt5rej9o1wdWUBwWR5nWiIhMHQMVsIXyWP/UhcqTs/KxSX6iC2NnxIF6VZLxIX8czq+8G+9/rhr5myIi9/0EVSKl02gC+BxPr0X1yJfTQVETzDAGSDlt4jtArw7dvlzFMzaihIqIiKTTEqWLVOYaL8LnblZx/mGi0y+jVE3H/d9ScezJp1Uc04/rmF5i7OVzshZldzIyoBJv2g+qPKMUnylKwTGdasNnG8nzXuLEdUxzIPf3jddgdhARuWgNlnhcFfRyB8wcnn9AYX5p1jQV17Xge38ycZuKH+uAks+F+JdvLDeMffllKIA/zoLze8OLnZhYUpJHgv6l1dCIMuiHVkMjyjAiPf7lSvQceeRVFPZeexXUr291blPxfd61Kt7TDK/lLdOR7jQtYOzsHSTT8Oxa0Jef5iCt7dshHEedCRQpJgxlkTuaX2nGeEETKONLdtAdEWMX+kYBPU6nlpjVfaC+nla8Z0KhkfZ9DjN1lOcC6q9MW2B4X0UVNvHd6XhfcSL8zS9FsET4+T6YAWx+6rS+lIwTBzG3M5Y+jr+7hlSP+CrS0mQfFGPvk1erOP81FPOWGKqoOEBj94Lejp3nVTG3veQu7SIitXVQd+dPhxLtIGo44MNt6bJijKZ2fLZsCfy/cbaVKi7yYUnxYbFRNT9WizlvaMJ35S1AZcYHnvmDijclYJnloi7tr/VASc5KxvJiYQx2PC5e/D3D2FfbcE/+uhJLndAJLFVK1pynT4yRC0H/0mpoRBn0Q6uhEWUY0VwRsxnmilAfaOb8BTBL+Kl/ydXZSNt6sQpU1Erpd546o7kiUg+Dw5VXo5XkAptHxVsHUaFilR3vOWcFVW4PgYYlmEFlHv8Ixoy7L0PKnoixysHmECpUTHKAenEbxLp2HHtpNmis04r0vSkWzE11BHQs32Rs8bm9z63iZU6os2+3TVDx2XoopPV/w+a8NMMTK0UwbRz4Gio1zMr7F7zncnisRUT2/CfaM85/HGl68h5V17gOFFAOYJ4kneguK9clOI4Jv3hfxUz9RUQ27oRKnEnd7QtyobrXt2KM9GS8J5F6DdX9EffEpQ+Cyh9sRTrjykxSvUXk1SrQXWcsllYnqmBimT0Jy54jH+FYexNB339wFcb7uA7q74UqVYqIPNXzlorLjt2t4rx8LMV4iXCmxK3NFRoaowX6odXQiDKMSI+v6T+gXjzTDBV19ThUqEgSqGfvNIHaPWb9UMXf9EKVvGw8FGIRkVgTaMrYEFU1oBrFATPURO7OPWYA7/8s3q3iJZ1Qtzcn45je+A+qfCYif/vyb1XsSQa9u2Ez/M0nJ4AeP1sABb3ABBpli+CYsgdB8y45iOoP53NhtBARcQ5Cua7JwNinXVDd71j3E3zgJqSGyV9hKpFe6mj+6j0qXngLVFDZbJxzuRRqqQxg/tlvbICF/m8/TJQ4G2q65JJBZFWJChdca6yaYSKDyw0ZWK488xh2C/oTsJxqKAQ9TmmAyeb622DycJlxD26sB22ubTQq1yEqONdD/ugpH+PYVz+B5drGJiz3+gbxfmcM5uymdKSmPn0Gar/PZ5zLnHTQ4P1HsGzi/j1Banl6onCcpscaGqMF+qHV0IgyjEiPH4h8ol58dhvUxPRUULIFxVBLuRN2IIL/D75m2a/i4mZjwasfZaDT+nny4H4j+4CKM4hy1sSBWsxow2Z0vw3UqaAZ6q89AOraF2OsHjHxmEfFd6+BonpTB47XEoKi91wq6PX63/1MxR/cgXNYeBwKrKsKxyEOY8vH7lwsN2pyQJ0nV0DxfPKKK1X8wHX/ig/Xk3/7DJk8UqmIGtPV2Uj/EhGRp6miw0LqwbOdNvdfu4XGoPM4B9Vc3oRhQGZBaZVc0OYH/vhLw9DP74UfOOYo1Ph7v7FNxY98iAJzE4uhPj+WhRrN13yCKifFU7wq5vS2b03APSQisq0PRpRPjyFl02rFM5BLvZh6+nHNWttgUElIAD3mQoNFGTiOoS1oOGVwXDIocVMfKHx7D8YoH1uo6bGGxmiBfmg1NKIMX7hyhQyAdty5GrV5z1MFgMwYUIsd1UjHi7WDYi7KRyqeiMjX68lXnAKzRI8NVPadCKg5U/C7gyh8ZqbzcPWjqsTebGx+F3cTzROReRUwarw5B37Q/B5QzuVbodSuvwpdxhmz6qHO5rSAPqadpfHMxv8fj86FwmqhgmqTTnhUvGbZfTi+3c+q2Hrpc/giVna5MNuV+H6JNVJzeRXXT5aQP5fpMSvMG6jT4V9AS+Ud+h6m7OOoQkgHpf6JiOMbqDAyfgpVOiGzg5O8y7VktHC8hlrYg06ca/9Sr4o7a0FDf7sGdFpEpMECE8Ug2e7fPgNjTYjak9Q1YLnx7YvKVfzrrWUqthG1/uWCrSp+vx+7FiIix5/HfCZfReakAO7nxlbQ48752Zoea2iMFuiHVkMjyjAiPf6hbFQv/vZTeImvmgca9fIm0LacWpgVlt0OZbGhByrh0OoRR6pAibmo2fwSUIgbLOUq9sRAPX58PaozbLjkdyr+TSZMEPe2bFOxN8642Z7dCXMGmx0qxkBt3eCE2vmLHa+q2OEDhXt7Mai1uwPpZt2xoGpMs0VEXloNn3BsCNRw7XbQx2cvQcrZPXeSSYFS8KSFurOxOYKqWMhKoroiIs9gDPl36iz3JswOvb+9RsXxX34J77kEyw05QfWTv0Rpj28Sba42enBLN6OKBlcV6ekDhbeYh78n2aBwosql4rIJWM5wq5jcePJoi0iWDUr0YATj5YlXxc+fw3lkuTDe1t1QmzMoTW+CGxSfqfzcAuNSzET1niuacA83U7ohdzesL8vT9FhDY7RAP7QaGlGGEStX7GhG9vyDS7FRvduLvzfm4Kf+66u3q/hYP5S+Xbvgpy3bYaSoKx+Fd5NT3HKtUCPzm0B/sq2gI7sWg2q9kIfucTEhUNcYP6jn1Tu+Yhj7dPGjKv7V9FUqfuQz1KydmAi1e/9kqIzLXkWdZN9STOOsXaCYx2cjJa4vjXy6InLzc2gTUXH5TBkOt+3AGDKNWn7sJJW3CMsLOUqU7I+gt7uWGit2LGS/8WvHEPtBLaemoutedcbbw75Hrka7lvpFUKtz/0KF5KYiVU5E5J4CpLU9Wg6zSoSE7/BBqLyLvoKia74QKP/5E5iP3rG4V1r/CgPFzIexMyEi8sRGpGmWbcSux6rHt6jYU4v7s3MD7uGSDow94MaSJMaKe63jgEvFW/qMj9a5HtxrhckPq/jqaWis/cpnRfJFoH9pNTSiDPqh1dCIMoyoHt8Z3KleHGv1qr/HRUBjvSaoXx4/NtW3nwZ9sVgwRroLypuIyLwsKKF7m/CZ4lSojm+9iY3qL18HOr2uu1zFZxJBZTYNgmY09YDu7N7zC8PY4gCFOVkMxbh8DAwHNz75DxUPzEPaV2w3TAN+J4wgdvbpdoBGVdxoTAuctAGpZRIgyjlI1JU613nuv0TF7nvRuU72UlUJpr2Mt281/nst2nnILUSd/0aNpC+ignFsnJhDPmaqkyx3UeG6TaC00mW83pIDWmpbjaoZ7BGJdYJyTi+GWeVYNe4vbr69uxXHxN0Jq/bT0kFEnONwzSa6cexn3sRyL2UlFPFpuZj/fdWg+TPceM+JRozBDdK3NfzGMPa64m+o+OR5l4qTybvc2oljb52do9VjDY3RAv3QamhEGb5wW5AJAzA7JPpAMzYlgbo6zKA1RblQeWcngwJnRYyFvv54DhUZWLmbsAC0aOFlNTIcfm+HYpxnwvd+LQzzwJZMKmrWbfTBdheC8kw8DZpZnwpFXEqxqf6biy5V8YNvvKHimxfeqeLfuVB3N9YH6jPxNHWkE5HeyaB08TtRaaN6LWoSF3wCZdf9BPlob4IKaqgkwfSY/cb3oqiYiIh8d6H8b3EAqvnpgw+quPhn1A1uLdRjeQvHGvwaUuusHUaDg/xprwpzCrG0qqEKFalpWC7kJ4KaezORfsl+4ZQEGGPqtiPNsXAJmT9EpKISqrTtGXy+7SYvjr0d/t/367FMCgTBVvv6yGiRiuMuy8F46/OXGcb2nMTuQVwsnpNxmXhOclO52gXtFgyB/qXV0Igy6IdWQyPKMCI9fvcFKItTvgZ6fCAW1Q76QlC8ZphAMQPx+Kl/cjMo8MwpUORERCzkRb54Jmj0oTqowcvdoMf+ML53fBwo9Aw/6Od6C7zAJ8+C6uZ+hWoHi0hiCNTm5S6c64/CG1W8cwHSAvN8Xnz4PaiXD88GdWVKfGAifLrLPiM/rogcmgglushJlGwCqO99L6HCxDPPwexwT9Fd+KK5pOZyah2n5pUNoVonSOG+kYwdTyDVkeXcfgeu8fIn0P1vy4KlNB6WSVvmYM4umfKIcexlUKXPn8NyIzPuYxXPXoLrvakCyu7PJiH17eMQxhsfA/NNUxvef/qssRuhdQDnNPAYTA2z6T3cHS9MaXppqVh6ePe78J0XwZ9c043xXjuO6ysikpqM+yIUxnHUtoE2Z5LXeSToX1oNjSiDfmg1NKIMI9Lj8DQosjsG3SqeEgt6Vd4DX/HCWFRwCND/B2WTQGMz440UICcRBoSJsVDf5sRDvby4CWl++zNBO3pMoG3VDqiGd3WCVj4YA09xu4kKn4mIi2o2cz3eZc+iZvPT//JNFX//XaT8TXwUVD5sAo1KrKWqF6+TB3c+mRXE2Bx7yUcfqfi+Y6CGB+6CoeLSM+QRvoMI3Z9RhM6gHu8j00WOkSZKFRWDu2K9DAsvqaIfYIzU20Bp5eYyFW6/G3WLrWGovx2vf9XwtSk//mDY4R644xMVP7YH9YO54MfbPqjV1a1QgnMpPW7ZfTCIFNioCJ2IbO1wDzs2p4vmZeB+PNcA6trQAKXbFI/zy0jEPbS/Etf07iUwAYmIvHGSakEXYKl5tA41r8upk6KBsw893gu/pKGh8d8R+qHV0IgyjOg9vj2wW7247QxUyrUTYQYoDYEq91uw+f1kBRTcBUXUSa4DtEbEWEjrgTS04yigChA7smCQ+P5Hi/H+VeUqdphAWab4QK1POrARPhAxrgb2t6NW775P8b5fXb1JxakBmAPKaqHOdiSgGoeTFOOicxjb2ehV8QdXGL3Hi4+i5cSWsskqLmkE7d5SgKoZN+7fo+KUBqoGsRHfI38gqnw/eYEbyDssIrKNusndSTzsZ9sQZ1AK5WKYDDb+GcsFO6VALvuEKnO8QsuCEy3GsadQqh4bjltBS3OfRIrnQ1Ox1Hm+gUwlhBtzocy/XIu55DYbQ7HSjTloD+JcP3oRn596jUfFCXZcY/azt3ZB+efKK339xnut8yiWKN+9CSr936twjQf92BmpLs3X3mMNjdEC/dBqaEQZRqTHl3cfUS9OT4THdVcbzBXuJCh3k63kTw5DfeSaxM82GWWxL+dCZasVUOeFA6AvXzuyWsU/n4NqDul+UNfXTTBHfLMPNLsmEYrcskpqYyEip/JAj3e6UPzMFaEubF34++VJqJPMLUnym0Hl01sxH90JUKszvwpTgoiIfAc0f9cVUEsrU2GEWHIW1Jfbm7i6QCUTj5NK/DoplkM75TEmw7gix4m+Ml1lf/I8Ur47MXbNHMyNmaq0/XrKChUv76E0PRHJb4NyPekHKJQnbqTdLX/ojyo+fBqpbzmZuC7jM2ieB7GLsDYVc8ZtQESMtLbSA7qaRG0+mMb2pmDO55bBFHT2fdw3qcvw9xg73n9yP1RhEZFIEl7j8tTjx+Eevnc8ljf3mq/X9FhDY7RAP7QaGlGGEenxfeFt6sWddaAEx065VPzwJftlONxQhfS4B7PWqrii1lhNIEKNfq8vRce5ZIEJ46gPyu5EB6hoRgjmjzoLjmmRF20seKP/eLKxe1xiEHTrhp1QKReOf0DFT8chFW3Jjc+oeNvf71XxsrdAx/esBtWdv/AxFW/Z/yPD2GVnPCr25IKuslFjQjWU6B3T4LW1EBW95PVtKu4twTzF3/YyBhtSe9iAPDJeTIVRRtLJiHKOPj8NY0g2fTaBOhISza5aDjVWRCS/FtfP/lNKN8x3IY6F8lpwPwrgBSk97p6pUKsf2QgqP7XUq+JDR6k9iYiU7YTiP+5hFODjOss9PuyAzHBhSTinz6Pix7qXqfjkVqjhGTMx9hy3se5xXwCpkvurcL3LxoNe7z6O79JtQTQ0RhH0Q6uhEWUYkR5f039AvdjnB23g9gXHPaC78XFQyM4dcan4zqvhB50cMTaVPm8BhXn8LRgynrhqs4rH9YFC7EpAutvCHqRXRYhW2oM4Dm427W43pgW2JcBb+mgIiue2x76u4pPfRNuMic/gmCQRdLBtNZTrQQfGC5tNFBv/f3R/CiX70bvuUPE1VVhuBGxUeC4TqvINP6bCbDG0iZ9DxpUO8nj/ecgS5gpK2/stKknIjUipk3nUTe/XlLK3gJpQcyG4e7AskFw6jhSj31v+g2o5/5R8zLvJ8EEe6g+eRrPvASvm9qEaXC/PeajCrmRKoWuA8UHE2Hx66Vio7lkWLLOef2oZDv06GF0aPsDSwbEQywV3FtTf25NQG/wr30W7HBGR1JtB8++cCx+5XbB8e+EolhI1U8doeqyhMVqgH1oNjSjDiPR46rmz6sUB8kVeUwKTAbcO+ewINpRZxRubDO9rrdfYHmNKBijrbDPS0g5FoPQ6LaA8fSGocFwpY9k5bKqfyYLCyWrs6l3GznWb5k3FcXhQ+SLvHJS/A7NAJX1WUNGEQZhHpu4i04YLdLCP6iH/ZdESw9jZgzAHrP0Y6rM/CZ//2zJ8ZtVR1ElOb8N8WqntidwFCiaPEvV8EbRNREQWuxH/ZKsMixVUeWEBUeVqSndjesz1k7mR9IohHfuSkOIm91ORuElk+GC1ex28udc88XsVn2yAaeZMNVRhuwPOhTE5xjRQJxVUC4VwX8zMxfVevxHXe5wbn89Ohalkz34cq8WO8Zia52dTN8Mh43FFDPZAv1EBj71nsvYea2iMGuiHVkMjyvCF6x7np0MlM1ODXC5SNakElK8kffgN/duzDhn+fdIEVS4xAMq51g8fbWU83vNZEHR8gJTaDeNBdePCSKOa1AYK3Z1kVDLr46B8V09G1YGyTND0NzJQlO6mBnR8C1qwXKiaCUW78CAU7bOT3Cpec8xIzXOXoG1E9b7vqbjgludVfPsj1FLjBDWS5s51TsyBTCC/63swD8jF1AhaxFAO4kDdz1U8K+9f8B72LnNbkJkw2RjS95gSL6fxHkAVEBEReRSqr8STIWMNaLC8S8sNMnCUn8c1csaA6iaSr3flNFzvmiFLsY4ejDfow/X78KhbxeuWeVS89TXQ1VoXKPjTa9Bl70e7kXI5dTyWDvxciIjkJOD54fTUXU1j5P8U+pdWQyPKoB9aDY0ow4jq8crOY+rFjDgoaY29oAqDAdCM6zNByX52AK0hfjF9m4q9FlIPRSRgwv8bhwZAvbiiBadU5buwEf5IIwqi3RC5RcX/kY4auuUJoB+r6qg4mog8ng6qttgKOnjpabyPvbKniqBo/y4fRd6u7Mf7r3iPGhknYnP/2VWk5orIusMwPCT2YG65G9+hmaBnNclQS9P6QbUW3fsCvpS9wzZqMfG6seayPEwUlTroNe+H5zpzC9HrnR4Vnn7iehUXf5VMHil0XXdQ/eXvGSt2cLsRsZBAyhS8kAqccWe+AdDgiz/GNT54EsuC/ByotrzjIWLc9TjYiR2GylqXipdNwPHV031+6APcRzkLkV64tgDf+dsdqKzxlxlvG8b+aedyFXd2g6ZnpeDan6nFUkB3zdPQGEXQD62GRpRhRPU4EAK96PSB6nE1gbkTQR/3+uBL/d0UUNdGSps7EaTCXiKyxg9qOSUChXTmaaiw2yZBWdxnRzWC2lQcR1wPqBN7VP/1fRQ42zTPqKI+6IMKuD48T8WWYiwZVsgQavlfuLYbZocV26GINxfDI/zULFDiH281dq6LPUYVJ5qIGv61XIUT/3KTirOToEz6YkgxnmScT4VyUptTjEsS+fY7KtzW9qSKl/2BlN5HNstwKF5KRo1d1M0wgY7pD+uGPyYRg3J96MtoKzLjB9Qom1LzDNU0qCjclcmoiHHK6VLxSUrHW7zI6HP3hjAPrd2IC3Mx/5+cwBIoKR5mCX8+lPyGZnzWUoB75aHF8HFf8/E1hrGXzoaBI0KVKyamgWqfOOuSLwL9S6uhEWXQD62GRpRhRPX4Zt8+pOZR5v2ZFpeKy3JBjweCoDXsMU6MhdlhbIKxBm/TAJThpYnwYZ4PgfouDaDO8qJTqG7RmYQxplXereInLkX6VxrVLc7pNRo+nrAtU/HjzaCvfx6PomtXtcPksT0Nau7d+0AfjxbCm1tyHupj9mai1pnG1hzvXwP1efV2opytUMcH8qGicpqf8/vv4v1lpBjbiVY2UfPuJcYObpJBpgNq8ixbKT3uIfJK/wJ1iA0F37jLXjZ9ZyONXUxKsIih2bX/8TU49FfJfPKpB/FyOvbPsKRI/wPm7HuzYXp5/gw80JeMJxVbRM72uVT80y4sBdZ5sfNw2UR85r1jWIrNLQK9/XAPloFfXw6VfSCM+e8JknFERMproXAHgvit7PBiWbF8Gu6dN+JmafVYQ2O0QD+0GhpRhhHV40+OQUmbNwH04IYCpMGlU3G19/0oPrYqF+rvr7aicfGMZUZF78XdoJxrV8Jz2mfBJvnUc1ApK/NhwOh2QMU7Ikjb2htCOliVHX7V0n7a2BeR7zhB+7jNx8QQagGnduP8LvNB6XZ1gnbHU5oeI1gGGmXdfsbw2uxTKD63bS4qFix7H+0/yieCntlC8BsX/PZaFafswzwbVOhPiepmGT248iJR0TtQLUSOom61TCWP8Z3UeHozjffKjTReFcU0dt2QliSUgtdJft7M5+iYOM2vF0sruRaVNVrpmC7egjYuP8/FsuX2PVcahr54Ouj1zlzcd/73sBR7heoeX3Md7sdXdg5JMfwvbK/FMxJjxzVq9RqrZtisYRkOXMu5vZ+88XHDvPm/oH9pNTSiDPqh1dCIMoxIjwvyQA2nxoMeb2kDbZuXBsox4IcyWNEPWrpl4gsq3idGg8NTl25TcUY/qJTT6lPxk+6VKp5kwXHMboFfuCcWdGTFaai2XLliX4Fx7Os+hXK6YX6Ziq/fB4oa3wP6UjUexon3F81ScdAME0pZBaihz4HpbV1HFFNEsql5dE8CaH7zJHhc52+AQlo1D3QuZTP5gktxTNICyi5lVJ94yRBqd4xo8Gmo/5KHlLHqabjGBf8ox3uO0Gd7cY0MHfvYELFwSOoZvZb50Nv4O7cqKSXDyAfYLTD00yiBGnu7E/O0ajeMLoOhtYahObXP7MbfC6/FtfjsCN7jtmG3gVuHkF1enDH4++kazN+kcV7D2C1eXOMYB2j0vHwsF/d46Foau4oYoH9pNTSiDPqh1dCIMnzhrnmF8aAKFV78drNZoieIjeLqdlCF31lhXNiUNckwRpUfm+8ldlC1wkEouM/2Is1vZio8teta4P89lwx6tdUMOphuhQp9SYexax538zueDLW01Isxlr+HdiGHLi5TsYMKqk16B5v7NSuhcPbFYIO9pMqoXO+cBT+1uwnnyml6rkfRNuOlNx9S8c0fUjG2chSkk0ZSauvJ4JBvbORtoK8vUXE2rnzBijN7lzOh+BpMFwxuNUI1jEXEWHVjrAtxKdHjfeTLnkpUuYtUekrT4/Nb8wK6E9Z76VhFpLUDS6gBqlxhPkJGoMXwAvvoPZwqGjyA8UquwvzfF4975c7yKwxj9zfhXvjF2m0qfqke94unHsfbPle3BdHQGDXQD62GRpRhRHq8rO2EejErHjSztR90afsB0BfuoPdZN+hmcQLSypp8Rsqy2gzKmuzDGPsT3CquD4JuMd2t8xMtCkExfssMynG4FrRrY/8fDGNzc+aNM7Ghb6bcqd8MovLCm6fR7LgvFnQnQulm8X1Qm9tScNwvl4Dii4jM7obKvOpD0Co5QOlu2z2IqdpEcy6WFJlVZFa58RUZFncalWsDPZ5E3mVuJVINmihNpEoz3V1GvuA/YIkgLcaavwZwMbinyPzwPH3+KHWcc5FJYRx1wWOqnIt5XvaH11RcmmxsA7OpKl+Gg92G613zGYwWg7H4u92F8x6bi3nqHwSFdlJbHG83pSqKiDsbyxXu0tfdT+12TPj7ofwiTY81NEYL9EOroRFlGNFckUrF3E5TOt7MHNCXpIXYYGcaOykBiqhnELQm1kKqnxjNDyfjs2U4zDZBofOHQUfuOAv10h7A9x6YChr00q4nVPzCTUYv6m2btql4wAJjSIqPOqElYOP+6fmXqTgnhBrP138GM4arE9Sw14llRGqYKKaIrHoGLTGq18Ko8dqXUDjtwe89jg+8DG9uJpsjuO3G7ajRLGOJSsYMucxxRN36ydvL5oVZZIrYQV5iOxVL+w3OW7xEV+9HtRB5mqi/iCGFr3cMaH48F3PjNiQ7PIi5yBtRYkkH5a54F17g2vlExUWk8Rg+k1EKutrcgus0fj4oNXuJ/QH8vsU6cK9lp+A97T2g8iVjcH+IiDR3YQybBfM8SMXn5rnpukqRXAj6l1ZDI8qgH1oNjSjDiOrxFT3l6sUiMlec6gKVmZAElTHRBIq0qwP0ymYGHZjnoo1zEckLelXcZAV9GecDTTELPl9vB+2b1eFRcXUSVOK0QVCfaie8pDceNFK1WB+o4ZtzkKK2nfzRPqLjDjOo0AN1wxc+S28HLcps8eIFr7GDW91kUPi8GiwlupOhricep7l6lipM3A46LcmUwxUg40Idjd04JD2O1eAPUbdXHjPWZlZgWlpLMZsg2DQxnZY5Gyhl74uigKg9fy8rz0mkKlM1DPGDurqfMnYEnFeIZd2Gw6DRCU7qpkcmiqUTYbLZWYlzYiW4vg3HFIngsybThZ+rCXl4ljJjcF9sqMA9UV+Wp9VjDY3RAv3QamhEGUZUj8fGgVZ5+mBkcNpBK5kSl/hAP8wpoAdppJzm9BtVtYNxoNGdIVA9Gyl0mztBVxc6oCS/mYw2DOs64UPO7PSqeEY/lM9bC281jL0uASlug2ZQrESBIr6rASaR50LYuN/shod6wIRpLMgGrb9iP47Jm2fMtWJKPOAE1Uvci8oQb951NY71FN4vPaTUHiKKejn5ujupi122saic1NA1uLUM8YeUBkeKrKF6BH+2iBTf1hEMFYwr0bRZ3kPtYplI85PvQsz0movHVdB8sKJ91UQVfr+U1G0R+dv9mM/lj6FgH6fsJVDa3JF6HFMcNaR2J+G54JQ7blo9MGh8tGbl49mo6nCp2NsPk07pWC48mCcXgv6l1dCIMuiHVkMjyjCielxU6VEvTh0D2jctDj/1lT5QiCIHlGSmxAdCoMAWk7HA1SwyThwRUNEUC1S1QAT/tzhN8IDyGB/2gnZ9KRbpZstPggJX5ZLPVkRuPA8jw60z8L6mAGgYmzmWW0DVsgZBE0858b3rTsGMkdiLc+hwGYurFe+nQm+NRDmp292WWy7G2D9/XcU7HwTNO58Iinrzqp/ge7iRdDW83yIiMo0qJLDR4gMU7DN0sWPTRTvRbvb/srmCax2fJg/zUHArkR6i4Ex3WT2eR5Sxmqgkq80hup9LjEuS9PtQ65j9xkV5w9PdawuxXHi/BiaWLBeua0MnlhFcvK0sk+i7iIQFYnCCBeeaZsKy4p16VCfZn1us1WMNjdEC/dBqaEQZvnBqXkosaNGGA6ApOVn4+13FKKrVbhq+cGs8KbMiIglh/LvNDGMBe3s9FqRL7e8EtVuajBYOOUG8/40BqKiHzkAZPOn7pWHst2fNVvHHIdRsdtlA9Zgev/gJ6MsPLwMNXuoF1T2diFTFLx2EetmQgXMQEclpAWVlv/LRUreKuTqGqxtLgdy1f8YX3U5pd4OUNncSVUCCdxkbO1s3UgWPXKpqweoxGzCYEjMV5a55M8hQcYRS60JD6v2uoHQ+prgcM5gqx5GJgun0NKpuwZ7kId0CMxfBqz7pahx7Qwfu1bPncA/aHTj2MTmgxO50mCtO1GA+0ly4b6rOGxX70kKviudlwbRxphefb+nGcWh6rKExiqAfWg2NKMOI5or6dvxcN5lBNW5YAANAQx/oxOYeKJYdfTAMBEL4v4HTkoYizo7N6Qwn6EiuGdT3Uhdttl+A2bNP+pmYV1V8e4nRXLFGQBOvMqHlR6UFanCmQFksugyU89cH4P8dXwaFdH0dDB9lbijjqV1G/++mqaiuMbca82kO46Qy270qDlhAEyu23D/se7yJUDIL38dSxXoTip39z4OhpcuVWBYYKkZ8uQzxVtSXFguxNq5VzPSWjRKs/oqIbKbvuhBVZvDnuYpFMS03uCjcMToHi/E3yTwD16CWPMMZLtD/0Ficn3cXxsgoxTXefQx0fEoxljkOUo8nFxnPx52MsVNMuLdr2+A3rm2i60JdWYZC/9JqaEQZ9EOroRFlGFE9/op/r3qxsQ90IkwpSA4r6Et2HBTHc10uFU9OBq3sDhmb7Z4hH6bNMvyxjHeBahRaYfJY3gi1885BdJJ7PBmb6A/3Id1sYY6x9nCLH+eUZgNlqR8E5bdREa5NR6CaZ6ZCKby5EEXlKv1QqwvtoFRT+4wpia5BjMfd/9Zs26difwzMB/az2KxvnI1lyEk3HZMXywh3LWii81NKvxuKM1T8bAKOXSqIZrKvmNPgKumzI5koGKw+X4gSfxGkkjLMFJo909lGQ4uhPvKfXlSxy44djPJ6zIGDKlc4yQtfSe0/8jIxNz6qQpGWaOyk6GnGsQxQMbjkRKjgMbQ81IXdNDRGEfRDq6ERZRhRPT7aCBWwIA3UK9mBn/4AmQ/MJOdyneSddZDClo2hDXkRiURAl65NgYL7rAfqbJje8/JxFLyqXYK/3yuom3vDZ6DKH477q4rLw8a6t4U2/J/lNUO567WBlnKrk9vmwJ+cLdhgt0dAo/6y+TkVr79kOc7BZPz/cUsqVNsVbfD87qQG06Yw1EjHRDfGC4JG5bVDvSw+A/rflo7NfWfKEKMLV7joGJBhwZQ4npY07En20fcwbY6j26p9yPczJWbjhINiNk5cCPy93F6Ev5/NGCIiIcyJdwDn9NkpqM+l1O3OeQeuUfUTMPJwml5rJxRtKn8t7V3GZWB7G6XgFWOMxjZcGzOlh8rwJZr/5/su/JKGhsZ/R+iHVkMjyvCFu+YdrgJVLskHVWZlN0QpdJ+dh0Hh5GkoZ4tnG1OWuJDWsdPYzLZWUy3aFagHW5TmVbGnE3TnyixUQagMgO7EmEFlPD3G7nH/6kNXuhubv6Ti2VQArCgO9DNO4O39uImqaWTCRNEahPK8JgBVud9qbBMxswYmA08GFMuUPtDSWhdS3BJ9oIODVtCoqTVYbjgGQStTO4i+U7EzEREh2i0+eu3xbYg5rY0p9DminydJPeZOeee98k8Fj83pfh5jlRS5iBpl/2qTioNB3IPpKVj6HT3hUvGcaThXTt/jFh8Mu9VoIuodwDXLTsU1PnQC17jIjWt2dNx4rR5raIwW6IdWQyPKMCI9Xth8Ur0YCuP5Lk4FRTpYByqaThvKPYOgA919iEMh4/8TnV14beI40Jl8F6jC/nMYY/Y40OtpMUhxYhQMgso0O0CJH3zz4uHeLiIiv1i3RcVvtqE42No0GDiy/V4VH3HA1DCvD8XjJteBKrcnYlnQ4RzSoiIOyre7G+aTucdghNg/GUr53KP4ewfVRm5Ow/d0x4K2lZ3GMbkOegxjc7WK6vmo+FGwhwqtfUhVLHZAOZV1aIYt6+FvNtBS9vwOVYI5Vc9/AfV5aCPq4cCKMdNxNm8MVca5EF0pliS596NFS0sLVN7cHFqSkCEiROaiskKYShKo4KGn3Ziaxy1GmigVcLqbTDPduK67syZoeqyhMVqgH1oNjSjDiPR4Zecx9WIGddA71wnK2UVNcfv6saluIR9xUTZo76eHjcXV8qgiADfivX4mVYPogqqcHgfKMs4BZbeFVNspFqjNXJPYPWj0x35qA/3kwlstg6Avzb2I+4jy355fruJuEzbYU0PwX3dYQImzg8bUvMQAzsMegoLLBpXLd6JTXk0+lgh16aB5c46ANgeoKJyT25DQ3/8XsJK8n2jw+1TF4qYyxLkuxPe+jXgqXdet1GVvJBAl/kn/W1/sM/8/wY/kCk2PNTRGC/RDq6ERZdAPrYZGlGHENa2GhsZ/P+hfWg2NKIN+aDU0ogz6odXQiDLoh1ZDI8qgH1oNjSiDfmg1NKIM/wOTj+2/k//O8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(9):\n",
    "    fig, ax = plt.subplots(figsize=(4,4))\n",
    "    sns.heatmap(X[i].sum(axis=-1).reshape(*mp.fmap_shape), ax = ax, cmap = 'rainbow', yticklabels=False, xticklabels=False, cbar=False, vmin=-2, vmax=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "597f1693-257b-49c4-be75-529f7afd6b1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8,10))\n",
    "sns.heatmap(X[i].sum(axis=-1).reshape(*mp.fmap_shape), ax = ax, cmap = 'rainbow', \n",
    "            yticklabels=False, xticklabels=False, cbar=True, vmin=-2, vmax=2,  \n",
    "            cbar_kws = dict(use_gridspec=False,location=\"top\"))\n",
    "fig.savefig('legend.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "00f765b5-a3d1-4162-a835-e50662fbbc66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(72, 72)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp.fmap_shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "29d9dc04-8142-438c-893f-4a75b56ef971",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "36.0"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "72/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "d02a2043-4725-43e6-8a02-37a6cad2ac2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9, 5162)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfx.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ebc6d948-ccd5-437a-a9f4-e45b63e6b536",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "784"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "28*28"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "66e73a21-756e-4697-98ce-ffec63293aa3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}