Test_with_dates.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c297c100",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-11-37fdb645eed9>:28: DeprecationWarning: Seeding based on hashing is deprecated\n",
      "since Python 3.9 and will be removed in a subsequent version. The only \n",
      "supported seed types are: None, int, float, str, bytes, and bytearray.\n",
      "  random.seed(seed)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys: <KeysViewHDF5 ['DAS Data', 'Discharge', 'Times']>\n",
      "2309\n",
      "Epoch 1/1000\n",
      "7/7 [==============================] - 3s 233ms/step - loss: 0.8677 - mean_absolute_error: 0.7574 - val_loss: 0.5413 - val_mean_absolute_error: 0.5639\n",
      "Epoch 2/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.4813 - mean_absolute_error: 0.5350 - val_loss: 0.4192 - val_mean_absolute_error: 0.5188\n",
      "Epoch 3/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.3237 - mean_absolute_error: 0.4333 - val_loss: 0.3657 - val_mean_absolute_error: 0.4796\n",
      "Epoch 4/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.2487 - mean_absolute_error: 0.3832 - val_loss: 0.3374 - val_mean_absolute_error: 0.4417\n",
      "Epoch 5/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.2072 - mean_absolute_error: 0.3427 - val_loss: 0.3093 - val_mean_absolute_error: 0.4135\n",
      "Epoch 6/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.1534 - mean_absolute_error: 0.2747 - val_loss: 0.2548 - val_mean_absolute_error: 0.3423\n",
      "Epoch 7/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.1175 - mean_absolute_error: 0.2538 - val_loss: 0.2306 - val_mean_absolute_error: 0.3135\n",
      "Epoch 8/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0986 - mean_absolute_error: 0.2240 - val_loss: 0.2430 - val_mean_absolute_error: 0.3399\n",
      "Epoch 9/1000\n",
      "7/7 [==============================] - 1s 189ms/step - loss: 0.0954 - mean_absolute_error: 0.2245 - val_loss: 0.2005 - val_mean_absolute_error: 0.2924\n",
      "Epoch 10/1000\n",
      "7/7 [==============================] - 1s 194ms/step - loss: 0.0683 - mean_absolute_error: 0.1963 - val_loss: 0.1929 - val_mean_absolute_error: 0.2752\n",
      "Epoch 11/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0722 - mean_absolute_error: 0.1881 - val_loss: 0.1899 - val_mean_absolute_error: 0.2758\n",
      "Epoch 12/1000\n",
      "7/7 [==============================] - 1s 181ms/step - loss: 0.0542 - mean_absolute_error: 0.1705 - val_loss: 0.1826 - val_mean_absolute_error: 0.2388\n",
      "Epoch 13/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0369 - mean_absolute_error: 0.1346 - val_loss: 0.1823 - val_mean_absolute_error: 0.2398\n",
      "Epoch 14/1000\n",
      "7/7 [==============================] - 1s 179ms/step - loss: 0.0283 - mean_absolute_error: 0.1198 - val_loss: 0.1829 - val_mean_absolute_error: 0.2310\n",
      "Epoch 15/1000\n",
      "7/7 [==============================] - 1s 182ms/step - loss: 0.0267 - mean_absolute_error: 0.1085 - val_loss: 0.1789 - val_mean_absolute_error: 0.2231\n",
      "Epoch 16/1000\n",
      "7/7 [==============================] - 1s 178ms/step - loss: 0.0221 - mean_absolute_error: 0.1001 - val_loss: 0.1684 - val_mean_absolute_error: 0.2196\n",
      "Epoch 17/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0203 - mean_absolute_error: 0.1006 - val_loss: 0.1617 - val_mean_absolute_error: 0.2027\n",
      "Epoch 18/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0133 - mean_absolute_error: 0.0781 - val_loss: 0.1665 - val_mean_absolute_error: 0.2137\n",
      "Epoch 19/1000\n",
      "7/7 [==============================] - 1s 186ms/step - loss: 0.0145 - mean_absolute_error: 0.0842 - val_loss: 0.1636 - val_mean_absolute_error: 0.2107\n",
      "Epoch 20/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0129 - mean_absolute_error: 0.0832 - val_loss: 0.1526 - val_mean_absolute_error: 0.1870\n",
      "Epoch 21/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0104 - mean_absolute_error: 0.0728 - val_loss: 0.1590 - val_mean_absolute_error: 0.2071\n",
      "Epoch 22/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0100 - mean_absolute_error: 0.0728 - val_loss: 0.1550 - val_mean_absolute_error: 0.1855\n",
      "Epoch 23/1000\n",
      "7/7 [==============================] - 1s 192ms/step - loss: 0.0104 - mean_absolute_error: 0.0664 - val_loss: 0.1571 - val_mean_absolute_error: 0.2113\n",
      "Epoch 24/1000\n",
      "7/7 [==============================] - 1s 180ms/step - loss: 0.0093 - mean_absolute_error: 0.0715 - val_loss: 0.1546 - val_mean_absolute_error: 0.1931\n",
      "Epoch 25/1000\n",
      "7/7 [==============================] - 1s 185ms/step - loss: 0.0073 - mean_absolute_error: 0.0593 - val_loss: 0.1604 - val_mean_absolute_error: 0.1978\n",
      "Epoch 26/1000\n",
      "7/7 [==============================] - 1s 192ms/step - loss: 0.0091 - mean_absolute_error: 0.0680 - val_loss: 0.1610 - val_mean_absolute_error: 0.2129\n",
      "Epoch 27/1000\n",
      "7/7 [==============================] - 1s 183ms/step - loss: 0.0096 - mean_absolute_error: 0.0740 - val_loss: 0.1462 - val_mean_absolute_error: 0.1751\n",
      "Epoch 28/1000\n",
      "7/7 [==============================] - 1s 189ms/step - loss: 0.0069 - mean_absolute_error: 0.0615 - val_loss: 0.1747 - val_mean_absolute_error: 0.2255\n",
      "Epoch 29/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0086 - mean_absolute_error: 0.0695 - val_loss: 0.1541 - val_mean_absolute_error: 0.1886\n",
      "Epoch 30/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0085 - mean_absolute_error: 0.0676 - val_loss: 0.1494 - val_mean_absolute_error: 0.1866\n",
      "Epoch 31/1000\n",
      "7/7 [==============================] - 1s 193ms/step - loss: 0.0073 - mean_absolute_error: 0.0651 - val_loss: 0.1688 - val_mean_absolute_error: 0.2181\n",
      "Epoch 32/1000\n",
      "7/7 [==============================] - 1s 192ms/step - loss: 0.0126 - mean_absolute_error: 0.0845 - val_loss: 0.1539 - val_mean_absolute_error: 0.1788\n",
      "Epoch 33/1000\n",
      "7/7 [==============================] - 1s 184ms/step - loss: 0.0125 - mean_absolute_error: 0.0763 - val_loss: 0.1523 - val_mean_absolute_error: 0.2002\n",
      "Epoch 34/1000\n",
      "7/7 [==============================] - 1s 191ms/step - loss: 0.0134 - mean_absolute_error: 0.0850 - val_loss: 0.1630 - val_mean_absolute_error: 0.2095\n",
      "Epoch 35/1000\n",
      "7/7 [==============================] - 1s 190ms/step - loss: 0.0153 - mean_absolute_error: 0.0909 - val_loss: 0.1629 - val_mean_absolute_error: 0.1940\n",
      "Epoch 36/1000\n",
      "7/7 [==============================] - 1s 189ms/step - loss: 0.0140 - mean_absolute_error: 0.0877 - val_loss: 0.1566 - val_mean_absolute_error: 0.2048\n",
      "Epoch 37/1000\n",
      "7/7 [==============================] - 1s 188ms/step - loss: 0.0151 - mean_absolute_error: 0.0915 - val_loss: 0.1553 - val_mean_absolute_error: 0.2035\n",
      "2/2 [==============================] - 0s 93ms/step - loss: 0.1553 - mean_absolute_error: 0.2035\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import random\n",
    "import sys\n",
    "import eli5\n",
    "\n",
    "import d2d\n",
    "import importlib\n",
    "importlib.reload(d2d)\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "file = \"/data/fast0/datasets/Rhone_data_continuous_highpass.h5\"\n",
    "filts = 'highpass'\n",
    "\n",
    "predictions_dict = {}\n",
    "real_dict = {}\n",
    "times_dict = {}\n",
    "\n",
    "history = {}\n",
    "val_performance = {}\n",
    "performance = {}\n",
    "\n",
    "seeds = np.arange(1)\n",
    "\n",
    "for seed in seeds:\n",
    "\n",
    "    random.seed(seed)\n",
    "    np.random.seed(seed)\n",
    "    tf.random.set_seed(seed)\n",
    "\n",
    "\n",
    "\n",
    "    ww = 200\n",
    "    bs = 32\n",
    "\n",
    "\n",
    "    input_columns = list(np.arange(0, 2308, 1))\n",
    "    input_columns.append('Times')\n",
    "\n",
    "\n",
    "    linear_model, lstm_model, dnn_model, df_all_chan, das_data_all, f  = d2d.import_data(filename = file, input_columns = input_columns)\n",
    "\n",
    "    da = df_all_chan.to_numpy()\n",
    "\n",
    "    multi_step_window_shuffled = d2d.WindowGenerator(df_all_chan,\n",
    "                                                    input_width=ww,\n",
    "                                                    label_width=1, \n",
    "                                                    shift=0,\n",
    "                                                    label_columns=['Discharge'],\n",
    "                                                    input_columns=input_columns,\n",
    "                                                    shuffle=True,\n",
    "                                                    batch_size=bs)\n",
    "\n",
    "    history['lstm_'+filts] = d2d.compile_and_fit(lstm_model, multi_step_window_shuffled, learning_rate = 0.001)\n",
    "\n",
    "    val_performance['lstm_'+filts] = lstm_model.evaluate(multi_step_window_shuffled.val)\n",
    "    performance['lstm_'+filts] = lstm_model.evaluate(multi_step_window_shuffled.test, verbose=0)\n",
    "\n",
    "    predictions = lstm_model.predict(multi_step_window_shuffled.test)\n",
    "    predictions_real = (predictions * multi_step_window_shuffled.dis_std) + multi_step_window_shuffled.dis_mean\n",
    "    predictions_real = [i[-1] for i in predictions_real]\n",
    "    predictions_dict['pred_dis_'+filts+str(seed)] = predictions_real\n",
    "\n",
    "    real_dis = []\n",
    "    dis_times = []\n",
    "\n",
    "    for i in multi_step_window_shuffled.test.as_numpy_iterator():\n",
    "        real_dis.append(i[-1])\n",
    "\n",
    "    for i in multi_step_window_shuffled.test.as_numpy_iterator():\n",
    "        for j in np.arange(i[0].shape[0]):\n",
    "            dis_times.append(i[0][0][j][-1])\n",
    "\n",
    "    real_dis = np.asarray(real_dis)\n",
    "    real_dis = real_dis.reshape(real_dis.shape[0] * real_dis.shape[1])\n",
    "    dis_times = np.asarray(dis_times, dtype=np.float64)\n",
    "\n",
    "\n",
    "    times_dict['times_'+str(seed)] = (dis_times*multi_step_window_shuffled.chan_std[-1]) + multi_step_window_shuffled.chan_mean[-1]\n",
    "    real_dict['real_dis_'+filts+str(seed)] = (real_dis * multi_step_window_shuffled.dis_std) + multi_step_window_shuffled.dis_mean\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5b16737b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'real_dis_highpass0': array([ 8.59175111,  8.30614333,  9.48945333,  9.14119556,  9.46506333,\n",
      "        5.96753333,  8.32633333,  8.89234667,  6.90753889, 11.83887778,\n",
      "       10.86554778, 13.77490833, 13.31334722, 16.03186889,  5.32065556,\n",
      "        6.70355556, 12.44688889,  8.03182667, 11.87926556,  8.06436111,\n",
      "       11.43828444,  8.34073333,  6.15088333, 13.24655556, 10.90091778])}\n"
     ]
    }
   ],
   "source": [
    "print(real_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4bcff299",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([[[ 8191.83258999,  8243.88722179,  8203.5929906 , ...,\n",
      "           900.68855997,  1611.8455852 , 18476.78009259],\n",
      "        [ 8223.07222402,  8267.40068533,  8147.46520081, ...,\n",
      "           861.38894271,  1914.00474172, 18476.78043981],\n",
      "        [ 8184.05728795,  8290.49253582,  8209.501701  , ...,\n",
      "           852.98975471,  2097.44953209, 18476.78078704],\n",
      "        ...,\n",
      "        [ 8144.81502209,  8186.99457845,  8159.2763536 , ...,\n",
      "           895.7406404 ,  1925.74272153, 18476.84849537],\n",
      "        [ 8160.04547038,  8251.59624454,  8154.67566919, ...,\n",
      "           912.81388107,  2178.85977818, 18476.84884259],\n",
      "        [ 8211.52010085,  8224.80799215,  8050.05255227, ...,\n",
      "           869.29149342,  2200.12629609, 18476.84918981]],\n",
      "\n",
      "       [[ 8163.69152792,  8103.43376311,  8021.74148887, ...,\n",
      "           791.2259296 ,  1076.30074147, 18460.07974537],\n",
      "        [ 8132.36864176,  8183.84711608,  8091.24808579, ...,\n",
      "           834.77165215,  1076.91973008, 18460.08009259],\n",
      "        [ 8099.93013654,  8154.50339001,  7990.01747219, ...,\n",
      "           851.13590209,  1131.67908984, 18460.08043981],\n",
      "        ...,\n",
      "        [ 8295.28725782,  8266.44928705,  8250.29060102, ...,\n",
      "           823.16801062,  1244.67674038, 18460.14814815],\n",
      "        [ 8308.8524522 ,  8288.19551199,  8242.47342335, ...,\n",
      "           932.3287413 ,  1547.38988971, 18460.14849537],\n",
      "        [ 8290.00753961,  8282.3810416 ,  8272.37675399, ...,\n",
      "           843.98868811,  1353.5281261 , 18460.14884259]],\n",
      "\n",
      "       [[ 8141.23300537,  8159.72158365,  8133.72744136, ...,\n",
      "           809.99254975,  1019.72064173, 18472.04835648],\n",
      "        [ 8216.46552672,  8189.1882055 ,  8142.44703742, ...,\n",
      "           773.5392434 ,   969.2063534 , 18472.0487037 ],\n",
      "        [ 8167.71608584,  8148.132185  ,  8163.67025657, ...,\n",
      "           710.54445459,   872.99686412, 18472.04905093],\n",
      "        ...,\n",
      "        [ 8194.87941775,  8336.17594697,  8260.30479621, ...,\n",
      "           767.00446811,   856.12319703, 18472.11675926],\n",
      "        [ 8272.75119075,  8235.25694521,  8205.27674104, ...,\n",
      "           696.58914728,   848.10075794, 18472.11710648],\n",
      "        [ 8226.42740721,  8313.00481911,  8218.98836572, ...,\n",
      "           737.46834382,   893.64024737, 18472.1174537 ]],\n",
      "\n",
      "       ...,\n",
      "\n",
      "       [[ 8158.19096868,  8208.88332517,  8107.74024882, ...,\n",
      "           780.43487839,  1225.71699127, 18470.17335648],\n",
      "        [ 8145.21470904,  8212.62520949,  8164.68279531, ...,\n",
      "           781.18387147,  1251.07909036, 18470.1737037 ],\n",
      "        [ 8196.4922927 ,  8174.752676  ,  8138.8151957 , ...,\n",
      "           774.37816529,  1290.30262571, 18470.17405093],\n",
      "        ...,\n",
      "        [ 8246.58121064,  8210.7595245 ,  8152.26402303, ...,\n",
      "           885.61159906,  1688.89351416, 18470.24175926],\n",
      "        [ 8177.9735027 ,  8207.69839695,  8230.46528476, ...,\n",
      "           861.03230321,  1621.73248924, 18470.24210648],\n",
      "        [ 8179.61852054,  8186.60418564,  8189.75584282, ...,\n",
      "           814.89035228,  1642.89267479, 18470.2424537 ]],\n",
      "\n",
      "       [[ 8224.07460243,  8262.65702606,  8178.79783037, ...,\n",
      "           735.51279422,   914.77521135, 18467.95113426],\n",
      "        [ 8136.14738222,  8135.81218805,  8171.01126908, ...,\n",
      "           786.13147839,   995.91193069, 18467.95148148],\n",
      "        [ 8200.16921668,  8187.99475259,  8123.39570975, ...,\n",
      "           751.22226442,   876.02205406, 18467.9518287 ],\n",
      "        ...,\n",
      "        [ 8199.03076163,  8184.79174729,  8155.45797982, ...,\n",
      "           620.42441326,   771.00524324, 18468.01953704],\n",
      "        [ 8201.73297666,  8251.36032798,  8117.00880264, ...,\n",
      "           654.80355949,   841.76953279, 18468.01988426],\n",
      "        [ 8277.86159427,  8248.26009973,  8153.55520674, ...,\n",
      "           642.0692645 ,   826.01277429, 18468.02023148]],\n",
      "\n",
      "       [[ 8207.20910047,  8174.96558261,  8133.01496634, ...,\n",
      "           749.75425104,  1052.41747024, 18468.09002315],\n",
      "        [ 8280.35217899,  8244.13582111,  8117.83968203, ...,\n",
      "           725.68646463,   924.55761639, 18468.09037037],\n",
      "        [ 8207.4833    ,  8267.44213539,  8148.20494716, ...,\n",
      "           722.67294204,   985.1864061 , 18468.09071759],\n",
      "        ...,\n",
      "        [ 8258.63770068,  8213.4594967 ,  8087.24947573, ...,\n",
      "          1032.04649554,  2712.64668876, 18468.15842593],\n",
      "        [ 8240.66994344,  8260.88519035,  8185.52584658, ...,\n",
      "          1022.87227961,  2410.28159205, 18468.15877315],\n",
      "        [ 8184.79712068,  8189.16725401,  8032.1285005 , ...,\n",
      "           924.63990364,  1988.20957097, 18468.15912037]]]), array([[[16.93522778]],\n",
      "\n",
      "       [[10.20124444]],\n",
      "\n",
      "       [[13.07654889]],\n",
      "\n",
      "       [[15.46982667]],\n",
      "\n",
      "       [[10.29998333]],\n",
      "\n",
      "       [[13.59776889]],\n",
      "\n",
      "       [[ 8.02817111]],\n",
      "\n",
      "       [[ 8.15293889]],\n",
      "\n",
      "       [[15.58478333]],\n",
      "\n",
      "       [[12.49857667]],\n",
      "\n",
      "       [[11.53609444]],\n",
      "\n",
      "       [[ 8.68062333]],\n",
      "\n",
      "       [[ 7.43513111]],\n",
      "\n",
      "       [[ 6.21592778]],\n",
      "\n",
      "       [[ 7.49561778]],\n",
      "\n",
      "       [[11.52994444]],\n",
      "\n",
      "       [[ 7.93334778]],\n",
      "\n",
      "       [[14.48779222]],\n",
      "\n",
      "       [[17.72950444]],\n",
      "\n",
      "       [[ 6.52902333]],\n",
      "\n",
      "       [[ 9.14119556]],\n",
      "\n",
      "       [[13.77490833]],\n",
      "\n",
      "       [[ 6.52613667]],\n",
      "\n",
      "       [[ 8.15526   ]],\n",
      "\n",
      "       [[ 7.71705778]]]))\n"
     ]
    }
   ],
   "source": [
    "for i in multi_step_window_shuffled.test_ds.as_numpy_iterator():\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d2eba15c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" 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      " 18459.66446759 18459.66481481 18459.66516204 18459.66550926\n",
      " 18459.66585648 18459.6662037  18459.66655093 18459.66689815\n",
      " 18459.66724537 18459.66759259 18459.66793981 18459.66828704\n",
      " 18459.66863426 18459.66898148 18459.6693287  18459.66967593\n",
      " 18459.67002315 18459.67037037 18459.67071759 18459.67106481\n",
      " 18459.67141204]\n",
      "[18476.91898148 18476.9193287  18476.91967593 18476.92002315\n",
      " 18476.92037037 18476.92071759 18476.92106481 18476.92141204\n",
      " 18476.92175926 18476.92210648 18476.9224537  18476.92280093\n",
      " 18476.92314815 18476.92349537 18476.92384259 18476.92418981\n",
      " 18476.92453704 18476.92488426 18476.92523148 18476.9255787\n",
      " 18476.92592593 18476.92627315 18476.92662037 18476.92696759\n",
      " 18476.92731481]\n",
      "[18462.32613426 18462.32648148 18462.3268287  18462.32717593\n",
      " 18462.32752315 18462.32787037 18462.32821759 18462.32856481\n",
      " 18462.32891204 18462.32925926 18462.32960648 18462.3299537\n",
      " 18462.33030093 18462.33064815 18462.33099537 18462.33134259\n",
      " 18462.33168981 18462.33203704 18462.33238426 18462.33273148\n",
      " 18462.3330787  18462.33342593 18462.33377315 18462.33412037\n",
      " 18462.33446759]\n",
      "[18466.56224537 18466.56259259 18466.56293981 18466.56328704\n",
      " 18466.56363426 18466.56398148 18466.5643287  18466.56467593\n",
      " 18466.56502315 18466.56537037 18466.56571759 18466.56606481\n",
      " 18466.56641204 18466.56675926 18466.56710648 18466.5674537\n",
      " 18466.56780093 18466.56814815 18466.56849537 18466.56884259\n",
      " 18466.56918981 18466.56953704 18466.56988426 18466.57023148\n",
      " 18466.5705787 ]\n",
      "[18472.95113426 18472.95148148 18472.9518287  18472.95217593\n",
      " 18472.95252315 18472.95287037 18472.95321759 18472.95356481\n",
      " 18472.95391204 18472.95425926 18472.95460648 18472.9549537\n",
      " 18472.95530093 18472.95564815 18472.95599537 18472.95634259\n",
      " 18472.95668981 18472.95703704 18472.95738426 18472.95773148\n",
      " 18472.9580787  18472.95842593 18472.95877315 18472.95912037\n",
      " 18472.95946759]\n",
      "[18468.78446759 18468.78481481 18468.78516204 18468.78550926\n",
      " 18468.78585648 18468.7862037  18468.78655093 18468.78689815\n",
      " 18468.78724537 18468.78759259 18468.78793981 18468.78828704\n",
      " 18468.78863426 18468.78898148 18468.7893287  18468.78967593\n",
      " 18468.79002315 18468.79037037 18468.79071759 18468.79106481\n",
      " 18468.79141204 18468.79175926 18468.79210648 18468.7924537\n",
      " 18468.79280093]\n",
      "[18475.93724537 18475.93759259 18475.93793981 18475.93828704\n",
      " 18475.93863426 18475.93898148 18475.9393287  18475.93967593\n",
      " 18475.94002315 18475.94037037 18475.94071759 18475.94106481\n",
      " 18475.94141204 18475.94175926 18475.94210648 18475.9424537\n",
      " 18475.94280093 18475.94314815 18475.94349537 18475.94384259\n",
      " 18475.94418981 18475.94453704 18475.94488426 18475.94523148\n",
      " 18475.9455787 ]\n",
      "[18469.2705787  18469.27092593 18469.27127315 18469.27162037\n",
      " 18469.27196759 18469.27231481 18469.27266204 18469.27300926\n",
      " 18469.27335648 18469.2737037  18469.27405093 18469.27439815\n",
      " 18469.27474537 18469.27509259 18469.27543981 18469.27578704\n",
      " 18469.27613426 18469.27648148 18469.2768287  18469.27717593\n",
      " 18469.27752315 18469.27787037 18469.27821759 18469.27856481\n",
      " 18469.27891204]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import datetime\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "for seed in seeds:\n",
    "    print(times_dict['times_'+str(seed)])\n",
    "    \n",
    "    ax.scatter(times_dict['times_'+str(seed)], real_dict['real_dis_highpass'+str(seed)], color = 'red')\n",
    "    ax.scatter(times_dict['times_'+str(seed)], predictions_dict['pred_dis_highpass'+str(seed)], color = 'steelblue')\n",
    "    \n",
    "ax.xaxis_date()\n",
    "    \n",
    "#ax.set_xlim([datetime.date(2020, 7, 17), datetime.date(2020, 7, 18)])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "85c5b5fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.0879969 , -1.08767731, -1.08767731, -1.08767731, -1.08767731,\n",
       "       -1.08767731, -1.08767731, -1.08735773, -1.08735773, -1.08735773,\n",
       "       -1.08735773, -1.08735773, -1.08703814, -1.08703814, -1.08703814,\n",
       "       -1.08703814, -1.08703814, -1.08703814, -1.08671856, -1.08671856,\n",
       "       -1.08671856, -1.08671856, -1.08671856, -1.08671856, -1.08639897])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7575f295",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([18461.006, 18461.008, 18461.008, 18461.008, 18461.008, 18461.008,\n",
       "       18461.008, 18461.01 , 18461.01 , 18461.01 , 18461.01 , 18461.01 ,\n",
       "       18461.012, 18461.012, 18461.012, 18461.012, 18461.012, 18461.012,\n",
       "       18461.014, 18461.014, 18461.014, 18461.014, 18461.014, 18461.016,\n",
       "       18461.016], dtype=float32)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "times_dict['times_'+str(0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "7714af62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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     "data": {
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       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
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   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "for seed in seeds:\n",
    "    \n",
    "    ax.xaxis_date()\n",
    "    ax.scatter(times_dict['times_'+str(seed)], real_dict['real_dis_highpass'+str(seed)], color = 'red')\n",
    "    ax.scatter(times_dict['times_'+str(seed)], predictions_dict['pred_dis_highpass'+str(seed)], color = 'steelblue')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e72c0f09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95bf4394",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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