categorization-nn/model_and_feature_search.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this worksheet, results of a number of training runs with different feature selections and neural network models are being evaluated. See [feature-comparison](qm_usage_mlp-feature-comparison.py) and [model-comparison](qm_usage_mlp-model-comparison.py).\n",
    "\n",
    "Those were run with dataset-2 (226663 entries of 77001 products), max_words=20000, 20 epochs (by default) and a batch_size of 4096."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Variance\n",
    "\n",
    "Before we start comparing statistics like loss, accuracy and recall, let's have a look at what the range of values we can expect for a single dataset. Since training involves randomness, the result is different each time, even when trained on the same data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss:     0.9579 +/- 0.0294\n",
      "recall:   0.8336 +/- 0.0027\n",
      "accuracy: 0.8451 +/- 0.0022\n"
     ]
    }
   ],
   "source": [
    "# all trained for 8 epochs with model B and feature selection method A\n",
    "variance_scores = np.asarray([\n",
    "    # score,             recall,             accuracy\n",
    "    [0.9705809511183767, 0.8356068875408901, 0.8470655997998934],\n",
    "    [0.9536293754870203, 0.8361828541978281, 0.8463986905412962],\n",
    "    [0.9948492326909331, 0.8311810356003452, 0.8427913181273247],\n",
    "    [0.9116820501055416, 0.8343033829544246, 0.8460955497451561],\n",
    "    [0.9858511463141925, 0.8288165395355548, 0.8412756153897428],\n",
    "    [0.9309634310094548, 0.8356978297016758, 0.8467624591193923],\n",
    "])\n",
    "\n",
    "print(\"loss:     %.4f +/- %.4f\"%(np.average(variance_scores[:,0]),np.std(variance_scores[:,0])))\n",
    "print(\"recall:   %.4f +/- %.4f\"%(np.average(variance_scores[:,1]),np.std(variance_scores[:,1])))\n",
    "print(\"accuracy: %.4f +/- %.4f\"%(np.average(variance_scores[:,2]),np.std(variance_scores[:,2])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So for recall and accuracy, we have a 0.2%-0.3% standard deviation. This is likely to decrease just a little for many more epochs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature comparison\n",
    "\n",
    "Different features were extracted, and the model was trained on that. The following data are: statistics of the validation set, statistics during training (at the end of each epoch), and labels of the feature extraction methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat_scores = np.asarray([\n",
    "    # score,             recall,              accuracy\n",
    "    [1.3300816675362033, 0.8321462645212304, 0.837011130568712],\n",
    "    [1.2040877068448936, 0.8481265915600881, 0.8524008731170178],\n",
    "    [1.333840507663818, 0.8333078777523881, 0.8381342247952814],\n",
    "    [1.1963904382695076, 0.849490687040832, 0.853683446925986],\n",
    "    [7.59920597076416, 0.3177737891674042, 0.33213645219802856],\n",
    "    [6.040985584259033, 0.28351449966430664, 0.3115941882133484],\n",
    "    [1.1461018181635634, 0.8478232793329976, 0.8524738407292087],\n",
    "    [1.2765283045205649, 0.8358205173845075, 0.8402186343747778],\n",
    "    [2.983195533726532, 0.6358046725998531, 0.6471008821153195],\n",
    "    [1.3576506373218575, 0.8218363168100598, 0.8271270524102627],\n",
    "    [1.3869370918055712, 0.8173590687920367, 0.8234692565242485],\n",
    "    [1.2279427526987263, 0.8375492552721744, 0.8428625890437963],\n",
    "    [1.317698234163724, 0.8332735916040809, 0.8378821251499676],\n",
    "])\n",
    "feat_history = [np.asarray(a) for a in [\n",
    "    # [[time, loss, recall, accuracy, val_loss, val_recall, val_accuracy]]\n",
    "    # each line was generated with: echo `grep '^ -' logfile | cut -d' ' -f3,6,9,12,15,18,21 --output-delimiter=, | sed 's/s,/,/;s/^/[/;s/$/],/'` | sed 's/^/[/;s/,$/],/'\n",
    "    [[87,5.6119,0.0462,0.1159,4.1790,0.2000,0.3479], [77,3.0834,0.3494,0.4820,2.2197,0.4996,0.6083], [77,1.4968,0.6202,0.7131,1.3757,0.6615,0.7423], [77,0.7359,0.7838,0.8421,1.0551,0.7503,0.7992], [77,0.3956,0.8753,0.9060,0.9688,0.7877,0.8187], [76,0.2447,0.9198,0.9383,0.9796,0.8048,0.8260], [77,0.1696,0.9454,0.9567,1.0062,0.8195,0.8321], [76,0.1281,0.9602,0.9671,1.0020,0.8211,0.8347], [77,0.1012,0.9691,0.9741,1.0431,0.8276,0.8379], [76,0.0905,0.9740,0.9777,1.0487,0.8258,0.8372], [77,0.0750,0.9791,0.9817,1.0726,0.8281,0.8381], [76,0.0676,0.9820,0.9841,1.0865,0.8293,0.8386], [77,0.0633,0.9834,0.9850,1.0887,0.8313,0.8402], [76,0.0574,0.9855,0.9868,1.1076,0.8326,0.8398], [76,0.0531,0.9872,0.9884,1.1234,0.8326,0.8406], [76,0.0495,0.9884,0.9893,1.1299,0.8328,0.8406], [76,0.0477,0.9889,0.9898,1.1377,0.8351,0.8419], [76,0.0429,0.9900,0.9907,1.1377,0.8347,0.8407], [76,0.0413,0.9907,0.9913,1.1635,0.8333,0.8403], [76,0.0397,0.9913,0.9918,1.1744,0.8369,0.8424], [76,0.0398,0.9917,0.9922,1.1788,0.8346,0.8406], [76,0.0379,0.9917,0.9921,1.1942,0.8369,0.8428], [76,0.0382,0.9917,0.9922,1.1823,0.8367,0.8429], [77,0.0361,0.9922,0.9925,1.1973,0.8366,0.8422], [76,0.0370,0.9920,0.9924,1.1763,0.8373,0.8430], [76,0.0349,0.9925,0.9929,1.2145,0.8357,0.8413], [76,0.0355,0.9927,0.9932,1.1927,0.8360,0.8424], [76,0.0353,0.9928,0.9931,1.2167,0.8355,0.8411], [76,0.0348,0.9929,0.9934,1.2172,0.8378,0.8442], [76,0.0327,0.9932,0.9936,1.2514,0.8353,0.8413], [76,0.0342,0.9930,0.9934,1.2303,0.8346,0.8400], [76,0.0326,0.9933,0.9936,1.2578,0.8364,0.8415], [76,0.0336,0.9926,0.9931,1.2480,0.8366,0.8415], [76,0.0324,0.9933,0.9936,1.2347,0.8368,0.8424], [76,0.0326,0.9934,0.9937,1.2814,0.8337,0.8385], [76,0.0336,0.9927,0.9931,1.2650,0.8359,0.8415], [77,0.0316,0.9933,0.9937,1.2874,0.8347,0.8402], [76,0.0340,0.9929,0.9932,1.2757,0.8343,0.8398], [76,0.0336,0.9929,0.9934,1.2756,0.8354,0.8401], [76,0.0315,0.9933,0.9938,1.3201,0.8344,0.8396], [76,0.0330,0.9929,0.9934,1.2926,0.8368,0.8417], [76,0.0339,0.9932,0.9935,1.3073,0.8352,0.8400], [76,0.0331,0.9930,0.9933,1.3048,0.8358,0.8406], [76,0.0338,0.9930,0.9934,1.3124,0.8348,0.8395], [76,0.0335,0.9928,0.9933,1.2999,0.8346,0.8399], [76,0.0337,0.9930,0.9934,1.3082,0.8354,0.8408], [76,0.0334,0.9930,0.9934,1.3216,0.8338,0.8380], [76,0.0338,0.9928,0.9932,1.3399,0.8342,0.8391], [76,0.0364,0.9924,0.9928,1.3111,0.8324,0.8384], [76,0.0356,0.9922,0.9926,1.3386,0.8326,0.8382]],\n",
    "    [[91,5.5734,0.0478,0.1220,4.0318,0.2211,0.3528], [81,2.9717,0.3672,0.4946,2.0732,0.5190,0.6293], [81,1.4053,0.6379,0.7286,1.2772,0.6866,0.7575], [81,0.6803,0.7980,0.8526,0.9883,0.7685,0.8125], [80,0.3699,0.8830,0.9113,0.9269,0.8018,0.8291], [80,0.2332,0.9255,0.9419,0.9298,0.8206,0.8382], [81,0.1679,0.9467,0.9576,0.9382,0.8332,0.8461], [80,0.1234,0.9624,0.9690,0.9705,0.8348,0.8452], [80,0.1019,0.9703,0.9749,0.9812,0.8384,0.8479], [81,0.0860,0.9756,0.9790,0.9956,0.8414,0.8496], [80,0.0768,0.9793,0.9817,1.0109,0.8403,0.8484], [80,0.0704,0.9818,0.9840,1.0289,0.8385,0.8469], [80,0.0623,0.9837,0.9854,1.0401,0.8414,0.8479], [81,0.0612,0.9848,0.9861,1.0288,0.8440,0.8517], [81,0.0558,0.9867,0.9878,1.0706,0.8426,0.8493], [80,0.0514,0.9879,0.9888,1.0645,0.8446,0.8503], [80,0.0513,0.9883,0.9892,1.0600,0.8442,0.8514], [80,0.0450,0.9898,0.9906,1.0890,0.8472,0.8531], [80,0.0437,0.9902,0.9908,1.0948,0.8453,0.8511], [80,0.0439,0.9904,0.9910,1.0912,0.8454,0.8514], [81,0.0420,0.9908,0.9915,1.0911,0.8457,0.8517], [80,0.0405,0.9913,0.9918,1.1169,0.8456,0.8508], [81,0.0402,0.9913,0.9918,1.1161,0.8472,0.8523], [80,0.0390,0.9915,0.9920,1.1463,0.8461,0.8516], [80,0.0380,0.9914,0.9919,1.1249,0.8453,0.8510], [80,0.0387,0.9913,0.9918,1.1375,0.8454,0.8500], [80,0.0385,0.9915,0.9920,1.1503,0.8470,0.8520], [80,0.0366,0.9919,0.9924,1.1589,0.8474,0.8510], [80,0.0376,0.9917,0.9921,1.1643,0.8449,0.8506], [80,0.0372,0.9919,0.9924,1.1751,0.8465,0.8508], [80,0.0369,0.9918,0.9923,1.1716,0.8439,0.8489], [81,0.0359,0.9923,0.9928,1.1756,0.8459,0.8501], [80,0.0356,0.9920,0.9925,1.1719,0.8460,0.8506], [80,0.0347,0.9922,0.9926,1.1784,0.8453,0.8499], [80,0.0354,0.9921,0.9925,1.1913,0.8459,0.8508], [80,0.0354,0.9921,0.9926,1.2014,0.8457,0.8503], [80,0.0368,0.9917,0.9921,1.2033,0.8462,0.8510], [80,0.0372,0.9917,0.9922,1.1872,0.8444,0.8490], [80,0.0366,0.9916,0.9922,1.2110,0.8459,0.8502], [80,0.0383,0.9913,0.9917,1.1991,0.8444,0.8496], [80,0.0356,0.9917,0.9922,1.2010,0.8453,0.8511], [80,0.0360,0.9916,0.9921,1.2266,0.8466,0.8506], [80,0.0375,0.9915,0.9920,1.2077,0.8453,0.8494], [80,0.0344,0.9922,0.9927,1.2441,0.8454,0.8490], [80,0.0363,0.9916,0.9920,1.2192,0.8450,0.8499], [80,0.0344,0.9919,0.9924,1.2377,0.8460,0.8510], [80,0.0347,0.9922,0.9926,1.2344,0.8462,0.8508], [80,0.0342,0.9923,0.9927,1.2299,0.8459,0.8501], [80,0.0325,0.9926,0.9930,1.2606,0.8467,0.8507], [80,0.0336,0.9924,0.9928,1.2473,0.8444,0.8482]],\n",
    "    [[100,5.7086,0.0374,0.1082,4.2699,0.1808,0.3233], [88,3.1942,0.3307,0.4604,2.2256,0.4834,0.6052], [88,1.5679,0.6025,0.6965,1.4029,0.6498,0.7268], [86,0.7928,0.7659,0.8276,1.0697,0.7366,0.7876], [85,0.4399,0.8619,0.8959,0.9713,0.7792,0.8121], [85,0.2740,0.9130,0.9330,0.9640,0.7963,0.8214], [88,0.1914,0.9393,0.9531,0.9928,0.8103,0.8276], [86,0.1432,0.9557,0.9644,1.0115,0.8183,0.8311], [87,0.1131,0.9657,0.9717,1.0324,0.8234,0.8339], [86,0.0968,0.9718,0.9759,1.0492,0.8246,0.8351], [86,0.0827,0.9771,0.9803,1.0632,0.8265,0.8366], [88,0.0766,0.9796,0.9821,1.0998,0.8259,0.8349], [85,0.0679,0.9820,0.9842,1.1058,0.8266,0.8346], [87,0.0601,0.9854,0.9868,1.1257,0.8309,0.8380], [89,0.0571,0.9868,0.9882,1.1369,0.8288,0.8365], [85,0.0533,0.9877,0.9890,1.1399,0.8320,0.8387], [85,0.0479,0.9893,0.9902,1.1819,0.8317,0.8382], [87,0.0493,0.9897,0.9905,1.1681,0.8327,0.8397], [88,0.0453,0.9905,0.9914,1.1965,0.8330,0.8388], [87,0.0428,0.9914,0.9922,1.1960,0.8331,0.8395], [84,0.0418,0.9917,0.9923,1.2176,0.8345,0.8401], [87,0.0428,0.9915,0.9922,1.1850,0.8333,0.8391], [87,0.0426,0.9917,0.9922,1.2007,0.8324,0.8383], [88,0.0380,0.9927,0.9933,1.2376,0.8339,0.8394], [87,0.0376,0.9930,0.9935,1.2351,0.8347,0.8402], [87,0.0367,0.9931,0.9936,1.2298,0.8338,0.8399], [87,0.0375,0.9929,0.9934,1.2435,0.8347,0.8399], [85,0.0372,0.9929,0.9934,1.2267,0.8357,0.8405], [86,0.0355,0.9935,0.9939,1.2415,0.8349,0.8398], [87,0.0357,0.9931,0.9936,1.2625,0.8341,0.8393], [86,0.0365,0.9931,0.9936,1.2355,0.8341,0.8399], [87,0.0332,0.9940,0.9944,1.2740,0.8331,0.8377], [87,0.0323,0.9940,0.9944,1.2935,0.8319,0.8368], [88,0.0320,0.9939,0.9943,1.2982,0.8331,0.8369], [86,0.0328,0.9941,0.9945,1.3122,0.8323,0.8365], [88,0.0355,0.9934,0.9939,1.2658,0.8320,0.8373], [84,0.0341,0.9937,0.9941,1.3080,0.8330,0.8379], [85,0.0325,0.9942,0.9945,1.3082,0.8320,0.8371], [86,0.0327,0.9942,0.9944,1.3252,0.8316,0.8374], [86,0.0338,0.9940,0.9943,1.2918,0.8324,0.8371], [88,0.0309,0.9946,0.9949,1.3274,0.8326,0.8366], [91,0.0319,0.9944,0.9947,1.3316,0.8313,0.8363], [85,0.0339,0.9942,0.9946,1.3170,0.8323,0.8378], [86,0.0336,0.9942,0.9946,1.3172,0.8308,0.8362], [84,0.0333,0.9944,0.9947,1.3248,0.8319,0.8361], [90,0.0334,0.9943,0.9945,1.3220,0.8314,0.8360], [92,0.0315,0.9948,0.9952,1.3318,0.8337,0.8382], [88,0.0303,0.9948,0.9951,1.3447,0.8339,0.8380], [88,0.0294,0.9950,0.9953,1.3485,0.8318,0.8359], [90,0.0294,0.9954,0.9957,1.3568,0.8320,0.8365]],\n",
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    "    [[107,4.7064,0.1362,0.2413,2.8632,0.3458,0.4864], [96,1.9915,0.4910,0.6066,1.4636,0.5952,0.6953], [96,0.9389,0.7115,0.7849,1.0549,0.7112,0.7731], [97,0.5050,0.8302,0.8734,0.9432,0.7666,0.8025], [96,0.3073,0.8968,0.9206,0.9312,0.7855,0.8130], [96,0.2179,0.9290,0.9435,0.9374,0.7974,0.8184], [96,0.1658,0.9470,0.9562,0.9711,0.8067,0.8217], [96,0.1374,0.9574,0.9644,0.9826,0.8063,0.8212], [96,0.1152,0.9660,0.9708,1.0238,0.8123,0.8238], [96,0.0994,0.9709,0.9750,1.0355,0.8156,0.8266], [96,0.0882,0.9746,0.9776,1.0523,0.8162,0.8262], [96,0.0796,0.9783,0.9808,1.0784,0.8171,0.8266], [96,0.0697,0.9818,0.9835,1.0884,0.8194,0.8282], [96,0.0684,0.9817,0.9836,1.1028,0.8178,0.8267], [96,0.0642,0.9827,0.9846,1.1062,0.8194,0.8281], [96,0.0596,0.9850,0.9863,1.1459,0.8198,0.8274], [96,0.0582,0.9853,0.9867,1.1449,0.8203,0.8287], [96,0.0562,0.9857,0.9870,1.1653,0.8213,0.8285], [96,0.0544,0.9864,0.9875,1.1763,0.8188,0.8264], [96,0.0528,0.9872,0.9880,1.1792,0.8192,0.8264], [96,0.0483,0.9880,0.9890,1.2163,0.8236,0.8292], [96,0.0471,0.9886,0.9894,1.2064,0.8213,0.8274], [96,0.0463,0.9888,0.9897,1.2036,0.8230,0.8308], [96,0.0451,0.9889,0.9897,1.1895,0.8204,0.8277], [96,0.0454,0.9892,0.9901,1.2147,0.8203,0.8271], [96,0.0477,0.9886,0.9896,1.2252,0.8196,0.8269], [96,0.0467,0.9889,0.9898,1.2471,0.8179,0.8240], [96,0.0457,0.9886,0.9894,1.2508,0.8204,0.8259], [96,0.0481,0.9886,0.9895,1.2727,0.8207,0.8261], [96,0.0468,0.9886,0.9896,1.2779,0.8220,0.8282], [96,0.0463,0.9887,0.9895,1.2780,0.8218,0.8279], [96,0.0463,0.9893,0.9901,1.2613,0.8191,0.8263], [96,0.0464,0.9891,0.9899,1.3053,0.8217,0.8278], [96,0.0430,0.9898,0.9906,1.3123,0.8213,0.8270], [96,0.0422,0.9902,0.9910,1.2987,0.8229,0.8289], [96,0.0419,0.9904,0.9910,1.3048,0.8215,0.8272], [96,0.0411,0.9906,0.9913,1.3047,0.8218,0.8283], [96,0.0422,0.9906,0.9913,1.2954,0.8217,0.8275], [96,0.0400,0.9909,0.9916,1.3205,0.8218,0.8272], [96,0.0430,0.9903,0.9909,1.3016,0.8197,0.8260], [96,0.0422,0.9905,0.9913,1.3372,0.8228,0.8281], [96,0.0434,0.9908,0.9913,1.3356,0.8220,0.8281], [96,0.0428,0.9911,0.9916,1.3389,0.8202,0.8256], [96,0.0428,0.9905,0.9912,1.3205,0.8205,0.8268], [96,0.0415,0.9911,0.9916,1.3389,0.8226,0.8278], [96,0.0438,0.9905,0.9912,1.3375,0.8204,0.8261], [96,0.0444,0.9900,0.9907,1.3328,0.8191,0.8259], [96,0.0436,0.9905,0.9912,1.3429,0.8225,0.8288], [96,0.0396,0.9912,0.9918,1.3582,0.8242,0.8299], [96,0.0388,0.9914,0.9920,1.3636,0.8241,0.8296]],\n",
    "    [[111,4.6084,0.1497,0.2543,2.6922,0.3729,0.5168], [103,1.8787,0.5182,0.6293,1.3657,0.6219,0.7155], [107,0.8819,0.7302,0.7980,1.0117,0.7271,0.7799], [102,0.4821,0.8416,0.8795,0.9237,0.7691,0.8038], [105,0.3062,0.8974,0.9201,0.9257,0.7892,0.8130], [104,0.2205,0.9284,0.9427,0.9504,0.7972,0.8154], [103,0.1742,0.9446,0.9541,0.9660,0.7985,0.8157], [101,0.1430,0.9559,0.9631,0.9981,0.8054,0.8203], [103,0.1187,0.9647,0.9703,1.0229,0.8070,0.8198], [103,0.1007,0.9711,0.9752,1.0564,0.8117,0.8226], [102,0.0899,0.9749,0.9781,1.0594,0.8118,0.8228], [103,0.0813,0.9778,0.9803,1.0913,0.8111,0.8206], [104,0.0743,0.9800,0.9821,1.1298,0.8161,0.8244], [103,0.0711,0.9818,0.9837,1.1012,0.8157,0.8246], [105,0.0656,0.9835,0.9852,1.1383,0.8165,0.8242], [102,0.0657,0.9842,0.9857,1.1679,0.8168,0.8242], [103,0.0593,0.9856,0.9869,1.1710,0.8151,0.8218], [102,0.0570,0.9867,0.9881,1.2020,0.8180,0.8250], [103,0.0547,0.9872,0.9886,1.2017,0.8174,0.8239], [103,0.0533,0.9873,0.9883,1.2005,0.8199,0.8264], [103,0.0509,0.9882,0.9894,1.2128,0.8177,0.8238], [104,0.0488,0.9889,0.9897,1.2447,0.8186,0.8245], [102,0.0495,0.9888,0.9898,1.2283,0.8163,0.8227], [103,0.0474,0.9894,0.9901,1.2344,0.8179,0.8240], [103,0.0484,0.9891,0.9901,1.2764,0.8175,0.8234], [105,0.0502,0.9891,0.9900,1.2507,0.8158,0.8224], [105,0.0511,0.9890,0.9898,1.2701,0.8151,0.8211], [104,0.0454,0.9901,0.9909,1.2765,0.8152,0.8213], [103,0.0468,0.9902,0.9909,1.2625,0.8180,0.8243], [102,0.0449,0.9906,0.9914,1.3225,0.8180,0.8231], [103,0.0423,0.9913,0.9918,1.3151,0.8174,0.8229], [105,0.0454,0.9900,0.9908,1.3112,0.8183,0.8240], [103,0.0455,0.9906,0.9913,1.3156,0.8142,0.8213], [102,0.0450,0.9904,0.9911,1.2975,0.8150,0.8209], [103,0.0440,0.9907,0.9916,1.3267,0.8168,0.8224], [102,0.0442,0.9909,0.9915,1.2955,0.8181,0.8242], [106,0.0437,0.9909,0.9915,1.3211,0.8170,0.8230], [108,0.0424,0.9913,0.9918,1.3173,0.8168,0.8226], [102,0.0417,0.9916,0.9923,1.3365,0.8182,0.8242], [103,0.0413,0.9915,0.9922,1.3265,0.8175,0.8240], [106,0.0431,0.9914,0.9921,1.3103,0.8180,0.8241], [106,0.0414,0.9923,0.9928,1.3660,0.8176,0.8229], [102,0.0436,0.9915,0.9923,1.3516,0.8151,0.8206], [105,0.0421,0.9916,0.9922,1.3958,0.8156,0.8206], [103,0.0418,0.9920,0.9926,1.3671,0.8162,0.8217], [105,0.0413,0.9917,0.9923,1.3314,0.8157,0.8230], [104,0.0390,0.9926,0.9930,1.3511,0.8176,0.8229], [104,0.0408,0.9921,0.9927,1.3466,0.8185,0.8247], [106,0.0374,0.9930,0.9934,1.3603,0.8181,0.8239], [101,0.0379,0.9928,0.9933,1.3846,0.8172,0.8226]],\n",
    "    [[114,5.6091,0.0496,0.1222,4.0397,0.1937,0.3362], [105,2.9305,0.3448,0.4689,1.9991,0.5069,0.6141], [104,1.4049,0.6129,0.7046,1.2403,0.6594,0.7446], [106,0.7073,0.7771,0.8364,0.9787,0.7453,0.7971], [105,0.3956,0.8715,0.9034,0.8977,0.7921,0.8212], [104,0.2521,0.9186,0.9363,0.9023,0.8068,0.8289], [104,0.1835,0.9432,0.9543,0.9239,0.8151,0.8318], [106,0.1443,0.9569,0.9650,0.9491,0.8213,0.8339], [102,0.1193,0.9668,0.9722,0.9655,0.8274,0.8389], [105,0.1014,0.9733,0.9774,0.9870,0.8277,0.8389], [106,0.0916,0.9766,0.9795,0.9843,0.8300,0.8399], [103,0.0820,0.9800,0.9826,1.0138,0.8312,0.8397], [102,0.0747,0.9821,0.9842,1.0159,0.8343,0.8427], [103,0.0703,0.9840,0.9855,1.0102,0.8340,0.8433], [106,0.0645,0.9851,0.9867,1.0576,0.8337,0.8415], [108,0.0621,0.9860,0.9873,1.0561,0.8320,0.8396], [103,0.0580,0.9871,0.9882,1.0577,0.8358,0.8427], [105,0.0547,0.9880,0.9890,1.0650,0.8358,0.8428], [106,0.0542,0.9885,0.9896,1.0580,0.8373,0.8443], [107,0.0497,0.9893,0.9900,1.0859,0.8369,0.8431], [103,0.0505,0.9895,0.9903,1.0898,0.8373,0.8433], [103,0.0449,0.9907,0.9914,1.1113,0.8385,0.8442], [105,0.0469,0.9907,0.9913,1.1010,0.8365,0.8430], [110,0.0464,0.9906,0.9912,1.1267,0.8366,0.8424], [105,0.0435,0.9909,0.9916,1.1335,0.8386,0.8447], [105,0.0430,0.9911,0.9918,1.1252,0.8405,0.8459], [103,0.0434,0.9913,0.9919,1.1315,0.8397,0.8452], [106,0.0442,0.9911,0.9917,1.1311,0.8390,0.8445], [102,0.0438,0.9912,0.9918,1.1461,0.8384,0.8440], [102,0.0438,0.9910,0.9917,1.1497,0.8390,0.8440], [104,0.0435,0.9913,0.9919,1.1469,0.8397,0.8453], [105,0.0432,0.9912,0.9919,1.1518,0.8367,0.8421], [106,0.0437,0.9910,0.9916,1.1431,0.8390,0.8450], [106,0.0412,0.9918,0.9923,1.1802,0.8373,0.8432], [107,0.0433,0.9913,0.9918,1.1554,0.8375,0.8433], [105,0.0423,0.9913,0.9919,1.2075,0.8370,0.8416], [103,0.0444,0.9908,0.9914,1.1728,0.8352,0.8409], [105,0.0439,0.9910,0.9916,1.1818,0.8372,0.8430], [103,0.0425,0.9916,0.9921,1.1803,0.8389,0.8440], [107,0.0410,0.9917,0.9923,1.1895,0.8385,0.8434], [107,0.0416,0.9919,0.9924,1.1997,0.8382,0.8431], [105,0.0424,0.9911,0.9917,1.2012,0.8368,0.8420], [105,0.0410,0.9918,0.9924,1.2033,0.8387,0.8437], [105,0.0431,0.9917,0.9922,1.1852,0.8355,0.8409], [100,0.0421,0.9915,0.9921,1.2194,0.8369,0.8423], [103,0.0409,0.9914,0.9920,1.2025,0.8383,0.8438], [109,0.0402,0.9918,0.9923,1.2191,0.8382,0.8439], [104,0.0384,0.9919,0.9924,1.2317,0.8380,0.8433], [110,0.0369,0.9922,0.9928,1.2250,0.8392,0.8442], [107,0.0379,0.9919,0.9924,1.2124,0.8383,0.8438]],\n",
    "    [[114,5.4069,0.0747,0.1521,3.7524,0.2382,0.3816], [104,2.6812,0.3964,0.5191,1.8764,0.5384,0.6392], [103,1.2692,0.6481,0.7323,1.1757,0.6819,0.7571], [103,0.6388,0.7990,0.8507,0.9647,0.7519,0.7997], [102,0.3692,0.8792,0.9084,0.9206,0.7853,0.8145], [103,0.2464,0.9198,0.9379,0.9235,0.7984,0.8204], [103,0.1795,0.9429,0.9541,0.9512,0.8078,0.8250], [102,0.1412,0.9573,0.9654,0.9817,0.8130,0.8275], [100,0.1166,0.9666,0.9720,0.9998,0.8157,0.8289], [103,0.0988,0.9729,0.9768,1.0121,0.8195,0.8304], [103,0.0876,0.9765,0.9796,1.0366,0.8227,0.8324], [103,0.0807,0.9789,0.9816,1.0472,0.8221,0.8316], [105,0.0702,0.9828,0.9848,1.0616,0.8234,0.8331], [103,0.0684,0.9836,0.9856,1.0867,0.8253,0.8330], [101,0.0623,0.9854,0.9870,1.0970,0.8246,0.8323], [107,0.0581,0.9867,0.9881,1.0944,0.8267,0.8343], [103,0.0536,0.9880,0.9891,1.1202,0.8289,0.8352], [102,0.0502,0.9890,0.9900,1.1343,0.8275,0.8344], [103,0.0483,0.9897,0.9905,1.1545,0.8285,0.8339], [103,0.0508,0.9892,0.9901,1.1434,0.8266,0.8336], [103,0.0479,0.9902,0.9910,1.1487,0.8287,0.8350], [104,0.0438,0.9908,0.9916,1.1645,0.8296,0.8354], [103,0.0436,0.9909,0.9915,1.1698,0.8289,0.8356], [103,0.0456,0.9909,0.9915,1.1892,0.8282,0.8341], [102,0.0461,0.9907,0.9914,1.1663,0.8289,0.8346], [104,0.0434,0.9912,0.9918,1.1718,0.8287,0.8347], [105,0.0435,0.9910,0.9917,1.2101,0.8265,0.8319], [103,0.0400,0.9920,0.9925,1.2341,0.8283,0.8340], [106,0.0428,0.9917,0.9923,1.1996,0.8304,0.8360], [103,0.0421,0.9919,0.9926,1.2348,0.8300,0.8354], [101,0.0426,0.9920,0.9925,1.2185,0.8280,0.8341], [103,0.0416,0.9923,0.9928,1.2263,0.8311,0.8365], [105,0.0428,0.9917,0.9922,1.2164,0.8297,0.8353], [103,0.0431,0.9918,0.9923,1.2293,0.8285,0.8345], [101,0.0407,0.9927,0.9932,1.2528,0.8293,0.8338], [103,0.0399,0.9926,0.9931,1.2585,0.8287,0.8339], [103,0.0414,0.9925,0.9930,1.2267,0.8305,0.8361], [104,0.0392,0.9931,0.9936,1.2778,0.8275,0.8319], [108,0.0407,0.9925,0.9930,1.2599,0.8292,0.8345], [109,0.0403,0.9926,0.9932,1.2569,0.8317,0.8370], [108,0.0400,0.9928,0.9932,1.2629,0.8302,0.8351], [104,0.0392,0.9927,0.9932,1.2724,0.8290,0.8341], [106,0.0413,0.9926,0.9932,1.2867,0.8291,0.8340], [108,0.0388,0.9929,0.9934,1.2540,0.8303,0.8356], [109,0.0390,0.9927,0.9932,1.2734,0.8306,0.8360], [106,0.0386,0.9934,0.9938,1.2794,0.8319,0.8362], [105,0.0399,0.9931,0.9935,1.2576,0.8269,0.8327], [104,0.0392,0.9933,0.9938,1.3043,0.8280,0.8332], [103,0.0389,0.9936,0.9939,1.2605,0.8303,0.8356], [103,0.0359,0.9937,0.9941,1.3175,0.8299,0.8344]],\n",
    "]]\n",
    "feat_labels = [\n",
    "    'A:  brand, name',\n",
    "    'A2: name, brand',\n",
    "    'A3: brand, name [prefixed]',\n",
    "    'B:  brand, name, ing1',\n",
    "    'C:  categories (full)',\n",
    "    'D:  categories (split)',\n",
    "    'E:  brand, name, categories (split)',\n",
    "    'F:  brand, name, ing1, categories (split)',\n",
    "    'G:  ingredients',\n",
    "    'H:  brand, name, categories (split), ingredients',\n",
    "    'H2: brand, name, categories (split), ingredients [prefixed]',\n",
    "    'I:  brand, name, ing1, categories (split)',\n",
    "    'I2: brand, name, ing1, categories (split) [prefixed]',\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training convergence over time\n",
    "\n",
    "Accuracy and recall progress for each epoch, showing how the training is going. Solid lines are of the evaluation set (during training, which is a different one from evaluation at the end), dotted lines are statistics of the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b3cc6160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1,ax2) = plt.subplots(2,1, sharex=True, figsize=(14,7))\n",
    "fx = np.arange(0, max([a.shape[0] for a in feat_history]))\n",
    "colors = ['#00ee00', '#228822', '#114411', 'orange', 'magenta', 'purple', 'cyan', 'red', 'grey', '#cccc00', '#888822', '#0000ff', '#222288']\n",
    "for i, h in enumerate(feat_history):\n",
    "    ax1.plot(fx, h[:,2], ':', color=colors[i])\n",
    "    ax2.plot(fx, h[:,3], ':', color=colors[i])\n",
    "for i, h in enumerate(feat_history):\n",
    "    ax1.plot(fx, h[:,5], label=feat_labels[i], color=colors[i])\n",
    "    ax2.plot(fx, h[:,6], label=feat_labels[i], color=colors[i])\n",
    "ax1.set_ylabel('recall')\n",
    "ax2.set_ylabel('accuracy')\n",
    "ax2.set_xlabel('epoch')\n",
    "ax2.set_xticks(fx)\n",
    "ax2.set_xlim((0,39))\n",
    "f.legend(bbox_to_anchor=(1.15,0.45),loc='center right')\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can see that all methods converge within 5-10 epochs, except for the two based on categories only, these need much longer, don't get that far, and suffer greatly from over-fitting (the dotted line keeps rising, while the solid line becomes mostly flat).\n",
    "\n",
    "Just to see if there are small differences, let's zoom into the top right part of the graphs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6OQA/HRCljxPRlzx9ftU5ht8QQrwK4Pcgs9R0ACki2hFC/CiAfw/gOSIamFc0SuqdBZnPGRxH9BF6s9Xo8E+s4KbPLWBILrdteFL4PGl8fQL1RGASCVegOCHvVGFbQP2BX4RcMfKmtuk5KUHdyJCTNpe84pwQX3BswyNQ/SmEu3Ybb6kp3I5O4O3YFDb0DHa1FEpasrsMu9LlErdaHoGqdEverXfKyJsVTHT2MGGUke+UMWHsIWPUoMAafhX5sZf7nBwCAASgRvt/vI7qx/JAP87BfemhVwAJMkVtlJta78IT+bEtbJGJLQjsKBrsAf/PKaOKyfYWJltbKHZ2MWk2MUkGihCYVHQU1QQm9SwmYwUUY5eQ1dPn/sd9rFgtj/ys9cuPu97aQqicRCeB+Iwsetb53lOGX5gY9aKDdx/d5WNewDjsxZKwYzIq/pPr6keAWeu9NkKTF01TAYnKXAcSCyxRx0FnLyBDHiHq7Ho6ChnZ9onuFSf6McL3q1dEFE6sPSuchtS7VcihOi5z6E+t+wKAzwAAEX1HCBEDUCSiTTg3PnYiTHch74k50iAkcp7cO+22O7GCO35CQA5qewHAz6EnRddxiCuMiu6cMD8D360/bUN+IL3jn8rvAo/+xJPa5ArUc36JYoE6eroTKrznjxBVP/RPqBC7JP9vFj/vF6PYdOjJI+Og6EC0IEsIEwD+c6eEYaN31/nQ+5CoMeyqMZQwiV3IAa1un0ERB0Be8HDvSzLqrFXu+thmEiI69veOiX55GUVw9uuzf5KmRIG8UlkEMKmoeAYqfhwDIj9EKLa3EWusAHUnCtVYBuorvahU85Ejph70HJCclyeiiflAfQGIz8qTmvOOUe1FfQYJUHMt/Mq5UOV3W3xGvm6Fj8vUSFeI3BKbPhsR8uOCSEbdgtGJ6kfA1l/I8aouii5n3w1GodLX5WvOJ9ujY1Sc33HP611zXv/2tr9vYl6+xgs/53/NU1dlWhjDhHCUESUNMnXuJyEn6/gegF8gonc9ff4EwDeI6OtCiGcA/BnkTYyLAHaJyBJCPAHgLwG8QES7wedxmb95k/7LW7e6YuQNPc2if+rtZ3CCN9PsClRwGvMPBwiUJ42PBergGDU5oUJwhrnaXc+ECu6kHc/0UubcCFGE75191mjhcDd+LGF4Uk8CB5sS2K1nMHoagw2ggceTl7C29ojPD8jJBva7efVB29IY8yQGtillwCtTXqlqrMixBj4EEL8kT5i8AuVdxqZOZ0SYSF4F309+Wmv+k3IXJRoQnZkQ+ZkBokU+UR83RPL/xnsS741wWJ5LO0pE/vb3SdST8v15Gt+bR41R7ZdP97X0pr0D8mJImICmnuBzJ8bHiafeOQfxMwD+OeTv4+8T0T8WQnwFwC0i+mNnpruvQf6WEoB/QETfEkL8LQBfQe+G3/8zEf2Hoc918yblb93yzTL3AuQNWvNH9PeNHasjP/iuQHWnMfcIlFDk4LjMDUBL7z9DyH6zhLjb1NjZj460d/rHDpV/OGBChWeAjGf80DgnVGDOLDbkDXcPI1n7RbFccco7xUa44DQOeMzjEhnvegTnJD/dbDjiNECm6ivdsXRdlAiQmOvJVDAqlZiXsz+OC9sC2psjpMCth49B01LD5ceNBum5s/8dfx4hWwp/qAjc9Wc3KFEgfS0gAE5qX2L2bEuUWQ9/Dap35HvfS3xmgAxd499xZmROhSgdJy/fvEm3b906Hz/uQdwUMe/4p9od+cXi3DhLLpv9qSgHIVS0Bk23GCJm7vb9pKzb7xAzn7gTKoTNMNfe8vwtzoQK3shQ5ln5I8PpIswR0EQvKrWL/eVqHFGbOIaMnWT2x43ShIqUU28+9E/lD8jp8hPzfnnySdUcACFP8IZFf5qPpCSFfW9H8j3RGRT9ic8AeupYXirmBCAbaKwOliivOKtxKQrBKFT6unwPnQZJNhvyuPtk6CP5efASmw6XofSTgMY3mWAenwsnSoe6j9J5g0im9bnS5BUot5hNwG7JZXCbt785oD2s/6HlTARka4iUQUg5rLwfMqHCs/0pc8mFs311jWGY04FtScnxjo8KSpX3Is1QhEztG5b6Fp+R6YE8ZoIZhm3JKaxd0XDH6NQ+Amr3PBNJQU5l7puZz1OPXRqvRJlNR4ZC5K750N83OjlYhvT0+I6JYUJgUWKOhz45O4R0jSJvtikHXAan3OYJFRiGOWnMprzy303pWwZA/kkQYjNSkni2M+aosS35PgxLY6vd898nT0v1xCk4Q19sKvz31WoPlqHGKnwjPaMFIBUQoYzzXONMYWWYA8KixDAMwzAMw/SwTaC+FJ7+Vn/gTzPV0j25ieR6aXPuhQCXSH5wZChyZkaJMxeM0zA9OMMwDMMwDHNaUDRnQohrcO7O0sM2gNqD/pnldr8n70mUegIo/hhw9W/7hSg6cRJ/CcMcCyxKDMMwx0jbbKPcKiOqRZGOpqHwWDqGYU4Dii7T4jLXT/pImDFh2RYaRgONTkMunXq9U0fTaKJu1NHoNGBYBmYyM5jPzWMht4BsjNMiXViUGIZhDgERod6po9QsodQsYa+5h73WXrfubfdur3d697hRhIJcLIdcXJaJ+ES3no/nkYs5S2c9H88jG88ichFumsowDHNBICK0zBbqnfpAmWkYnjZPP++y2+60tczW/k8eQiaa6UrTfG5e1rMLmMvN4XLm8oX6DTo3Y5SK14r0hX/xBUynpjGdnsZ0ahpTqSlcSl9CIVGAyjfQYxhmAJZtodwqY6+5h93mrpQaV3BaA6SnuQfDO7NUgGwsKwUnlvfLTzyHXCyHjtXx7avUcvbfKKHUKqFtDr5FbCqS8u2zK1Oe53Kly92W0BMQPPEJwzw2lm2hZbZgkw3LtmCRBdu25XJAm9vu236ANpvs7v58+z5g20jH4t2H0wYAqqJCUzRoiuare9t0Re/rp6s6VOG0qUP6DWlz9+Gt62p4/6P8niMidKzOUJnpkxZPu69fYBsNvd25n4SeQCKSkEunntSTSEQSiOtxJCNJJPQEkpEk4nrct933GKefqqh4VHmE5b1lrOytyFKWy9XyKjpWbyp6RSiYSc/4RSrbq+fj+TPxW3PhJnPIXc3Rs7/2LLbqW90PtYsqVEwmJzGd7snTVGpKSpVHrNLR9Jn4zz2PmLaJUqOEncZOr9R3sN3Yxk59B+V2GdloFoVkAYWEpyQLKCaKyCfy0Hg2KQYytc0VkD7pcYSk1Cj55KTSqgz8kdIUzRfVcUXHFZRum2d7NpZ97Pdj02juG50Ktlfb1YH7i6gR3zG6UhWMWAX/Dk4NZM4TbbONaruKaruKWqfWrVfbVdTatdBttXatt61T9UWFTzOuWChC6S2FXCpKr+7tM6gNACyyYFomTNuEZVswbAOWbcG0zW4Jrp8EilBGFjBN1aAJzVfXVPnd3TJaPbFxJKdpNA/0d0XUSFdGXFmJR+I+aRlVZtz1uB4/1u9lm2xsVDewUl7xidTy3jJWy6vYqvtvj5CKpDCfm8dcdq5PpGazs4hq0WM79mFcOFFyZ72zbAvb9W1s1DawUdvAZm0T69V1bNY2sVHdwHpN1sutct8+4npcilTKESlHoIJRqtPyn3yaISLUOjVs17f75CesXmqWQvejKRoKiQIy0Qwq7Qp2GjsDv6Ty8XyfRIWtF5NFpCIpluJTjvse6kpPY9eX2uaTH1cYWntoGs2B+0zoiT4Z6Ka4JfLdunf7WXqvmLbpe228cui2h8mjFbyhqoOA6EpgWBpg2OuYi+f4O5IZO26qa5jE+GQnKD+Bvt4r44OIaTGko2mko2mkoimkI2n/ejSNuB6XUuEIh09EPBLiE5ADyom3LSg7YQIUbDtpiKgblfLKk2mZUrqc+jDRGtge3Ac5bSGPP0ibYRndCFuYtHRlxxO1cWUmrvcEyF2/CBdwG50GVsurfSK1sreC5fKyLztCQGA6PS0FKjvfTetzRaqYLB7b7+2FFaVRaRpNKU+1DWxUQ6SqtoH16nrol2o+nvel9vVJVWoahWThVHxRjZOO1fGLTlB8nLJd38ZuY3fgD1I2lh0oMMH2TDTj+9AQkRSmIcfhlbMwIQbkVZ6JxESoVAWPYyIxwSd+B4SIunnUtU4NtU4N9U5drrdr3Xbv+l7Lf4JfbpUHSrGAQDaWRT7RP44n9ESeT+AH4grpbmO3L91woFztI6TJSLJPOCNqBAQCkSw22SDIJQjdurfNu+4+7jD9gs85aF997Qd5Tvifw0010lUduqojokagK3p3vVuU/npEjfjWNVVDRIn0PTbYpila32OD+9NUzXcsx5GWbtrmUKHZV3ba8jskmC0SREB0RSYVSXXlxis43XXPdu+2VCQFXdWP/DVhmIsAEWGrvuVL5fPK1Hpt3dc/rsd7kShHpBZyC5jLzmE+N4+4Hh/bsbEojQEiQrlV9smUW9+sbXajU9v17b4vcE3RUEwWZXQq3Z/m59ZP8mq1TTYqrUq/YITIz059B5V2JXQ/ETUSKjnedXd7PpE/1kGAHaszNKUvKHiD5C4dTfel+w2KWp3VdCV3dhz3pKQrNp1aV2Z8bQHR8fZtGI19T2oAeWKTjCSRiqSQjWdHTgnLRDM87vCEaRmtUKlyRTc4/sqwDChCgYCAELK468H2bltwfcBjITBwX4P6DXzsiM85rJ+AgE02DNuAaZkwLAOGbaBjdWTdLXZg6Skd2993UNTvcVGE0pUoV6hGEbyIEoGmat1tNtn9aWwdWR8m1S4RNYJUNDVYcCLDZScdTSMRSZzJ716Guai0zTZWy6vdND6fSJVX+tJcJ5OTvbFRHpGaz81jKjV1oM8/i9IxYtqmTPfzypRHqNz2MNFI6Ine2KkBKX+TycmRr4S3jFZopKUvBa6xg93GbugVewGBfGKfNDaPMCQjyTOTmjQMN7UjLDIVJpClRil0XIsq1G60yieQA1IBH+cKScfqDI3ShEV03O1BGRrlZAaQFwFSkRSSkaSUnGiqKzveZTIq696+yUgS6Wi6Wz/uXGuGOavYZPcLluWRL1fKBgiZ22baZuhjvW3ePn37c/qalumTOUUofelqvkhNIGrjFZx0NM3RXoZhfBARdpu7fVEoNzK1Vl3zXZCNqBHMZ+cxlwuPSKWiKd/+WZROIY1Oo5viNyhKtVHbCI1qTMQnukI1nZpGLp5DuVXuO4EfNMg0oSd80Z2JxMTAqE8unrsQebWPi2VbKDVLA6Vqt7Hraxv2f+MVqonEBPLxfE+CQuTHbR8l3x6QOfddsYmkunLjaxsmP571iBo5F2LMMAzDMMzZpGN18KjyyDe5hCtSy3vLfZMbTSQmsJDtTXf+a6/9GovSWYSIsNfa60mUR6a8Y6j2mnvIxXMjjfOZiE8gEUmc9J924Wl0Gtht7u47zmu7vo295h6iWtQvM4MiNwPkxxu5YfFlGIZhGOaiUG6V+2bpc0XqYfkhPvqHH7EoMQzDMAzDMAzDuJi2CV3VRxIlHhzAMAzDMAzDMMyF4CBZNixKDMMwDMMwDMMwAViUGIZhGIZhGIZhArAoMQzDMAzDMAzDBGBRYhiGYRiGYRiGCcCixDAMwzAMwzAME4BFiWEYhmEYhmEYJgCLEsMwDMMwDMMwTAAWJYZhGIZhGIZhmAAsSgzDMAzDMAzDMAGOVJSEEJ8RQnwghLgjhPhyyPYFIcSfCyFuCyHeFkL8TMj2mhDi147yOBmGYRiGYRiGYbwcmSgJIVQA/wrAfwHgWQCfE0I8G+j2jwD8WyJ6BcDPA/jtwPZ/BuBPjuoYGYZhGIZhGIZhwjjKiNLHAdwhontE1AHwhwA+G+hDADJOPQvgkbtBCPFfA7gH4N0jPEaGYRiGYRiGYZg+jlKUZgGseNZXnTYvvw7gvxVCrAL4JoAvAYAQIgngHwL4X4Y9gRDii0KIW0KIW1tbW+M6boZhGIZhGIZhLjhHKUoipI0C658D8HUimgPwMwD+QAihQArSPyOi2rAnIKKvEtFNIro5OTk5loNmGIZhGIZhGIbRjnDfqwDmPetz8KTWOXwBwGcAgIi+I4SIASgC+ASAnxVC/FMAOQC2EKJFRP/yCI+XYRiGYRiGYc4VRECjAezuAqWSXHrr1SqQTALptCw87jFYAAAgAElEQVSZTK/uXU8mAeWCzZd9lKL0PQDXhRBXATyEnKzhFwJ9lgH8JICvCyGeARADsEVEP+52EEL8OoAaS9LFwbKArS1gba1XtrbkhzMSGVx0ffj2YF9dB0RY3JNhGIZhGOaUYVnA3l6/6IStB+udzuM/vxBSlrwiNUiqRlnXjtJCxsSRHSIRmUKIXwbwpwBUAL9PRO8KIb4C4BYR/TGAvw/ga0KIX4FMy/slIgqm5zHnhE4HWF/3C1BY2dgAbPt4jmkUuTqogI2jrytyui6/SDRN1hWF5Y45ndg2sLkJrK6Gl1wOeOklWV5+GVhcvHhXJhmGYYiAZnM0uQnWy+Xh+06ngYkJIJ+Xy+ee69W97cF6MimPqVqVpVIJrw9a3972r48qZfH44SUruC0aPZrzI3FevOTmzZt069atkz6MC0mjMVh6Hj3q1Xd2+h8rBDA1BczMDC9TU/LLpdPpL4YR3n6QPuPcbllH+3oH5SlseRxt49yvrssvOlU92teOORymKS9yDJKg1VXg4UPZz0skAszNAZcvyx/SDz/sXQRJp4EXX+zJ00svAS+8ACQSx//3McwwWi2Z1bC1Jd/HW1tArSZ/v9yLV8HlsG37LU/rY1TVXy76hTs3ujOK6ATXh4mEpg2XmkH1XE7+lp4GOp3RRGsUCWs0RntO9zxiVMn6u39XvElEN/fbL4sSEwqRvHKxX/RnbU2+kYNoGnDp0mDxuXy5J0BnIfR6ECwrXKwOIlvttjzpNE3ZHqwHl0e57biie0IAhQJQLAKTk7KE1b1tsdjxHNt5ptORFzSGSdDaWv/7IB4H5uelCA0qxaL/RKrRAN59F/j+9/3F/Q4RArhxwy9PL70EzM5e7BMyZnwQyZNbr/S4y0H1ev2kj/r0IkS/QB2mhInYSe7LtqXYDJOgvb3hr00qdTDRceupFH/febEseWFiVLHab72nPWMQJSHEf0D/THVdiOi/OugffFSwKI2GbcvIzigC1Gz2Pz4e3z/6MzMjT3g5reZ8YNtHL22dTu/kJXgCs709WNaSyeEiFaznchfrB6jRkJGesOiPW9/Y6H9cJjNcgObmxvdaEgEPHvTL0717vT4TE72UPVeenn1WRqyYi02nI3/ThomOt21npz/y6ZJIjH6hJp2W710i+f3kXYa1jbo87seO2te25Qmrt4S1HaaMYz+j7OMwqGq/0IwiO/n86YnuMD3cSS2qVWBmZjyi9NrwJ6TXD3GcR8JFFyXTlOMDguluwbK+Hv4jkckMFx83ApTJXKwTTebkca/s7XcC5K2HST4go5fF4mhS5S5P649dtTo8CrS6Kq98Bsnn/cITjArNzsrP+UlTqQBvv+2Xp3fe6f3fahrwzDP9AsV3iji7EMkrx6N+zre3h4/ZmJg42IUUTvs834wiU24fIeTFoHSaz3nOK0Jw6t25oV4HVlZkWV7u1b0CtLnpDSf2KBZHiwDxDwRznmg0RkupcZdhQuGSzY4mVW79cdMm3NSg/SQoLOV1cnJ4FGh2VkbhziqWBXz0UX/06eHDXp+ZGf+kES+9BFy/fv5SfM8CliUjOKN+Dre3ZdpxGJHI6Bc3JielJPH/OcMwgxiLKAkh3sHw1LsXD3d44+esipJpygiQK0Bhy+BJnBDA9HQvyjMo+jM9zakpzOlnz97Dkr2EhEhgWplGGmmIY76EZ5ryczbqleytLZkyGEY0uv/JXKEwPCIUHLwqhBzzN0yCLl++uGO2trdl9Omtt3ry9N57vf+jWAx4/vn+sU/Z7Mke91mj0ThYZLdUCr+AB8io5SgXHtwlX9lnGGacjEuUrgx7MBEtHeLYjoTTKEpE8kdjmASFDZLO5YCFBZkS4y699dlZFiDm7EBE2KAN3LXv4q51F3fsO7hr38UdSy53yD8dYhxxTCvTuCQu4ZJyCdNiWi5D2hLiZEKhRFJ0Rr1SvrUVHgECZA785cvDJWhm5vSmAJ5WOh3g/felNHkFanu712dxsV+erl69GOMrbbt/UoP93seDZp9S1f6IzjD5KRb5N4xhmJOFU++OgVptsAC56XGtlv8x0ahfesKEKJ0+1j+DYR4biyys2CtdCfIK0V3rLuroTRulQMGCsoAnlSdxTbmGa+o1XFWuokUtrNM61u11bNCGb7lN26CQ4HYKKZ84+cQq0BYV0eN8SfrodPwnnum0lKDpaZ4W/bggkhenXGlyBeo8TFvufX+NIj87O4MHuCeTB5t9Mpu9GHLJMMz5YayiJIT4JIB/AeAZABHIG8jWiegUDPmVjFuUDEPmvYfJj1svlfyPURR55TcsCuQuJyc5fYA5m7Spjfv2/W4k6I59B3etu7hr38V9+z4M9HLRoojiCeUJXFOv4ZpyTUqRU19UFhERB7ucbJKJLdoKlagNe8MnWLsUPuAoJ3L9EiWcSJWnbUpMQRccvrlIBKctf+stmcrnnbb8+nX/pBFHOW25G7EcRXjc+qCIpRC9SQ1GlZ94fPx/E8MwzGli3KJ0C8DPA/i/AdwE8IsAniSi/+lxD3RcHESUiOTkB8OiQWtr/bnVExPDo0GXL3N6DHO2qVClKz9eEbpj3cEqrfqiOmmk8aQqo0LdpSNEs2IWijiZS8wd6mCTNrFuh0en3OW6vY4Kws8uC6IQKlHdNmc5KSahivMVDjLIQBNNNEmWFlqy7mlz64O2tajVtw8dOjIig6zIdsuw9YzIIIbYsY9XcxnntOWm6Z/UYJRUt0E3pHQnNRh1fM/EBEcsGYZhgoxdlIjophDibXcCByHEXxPRj43hWMeCV5QqlcFRoOVlOVg6OLOOe/PEYSJ0lmeLOivYZKOKKvbsPZSohD3awx7toUpVJEUy9IQqJi7oCPZDQETYoi3fGCFvfYu2fP2nxJRPhLz1oiie2EnsuGhSExv2Rk+eqBeh2rB7YrVmr6GB/gEaChRMikmfPHmX3rFVE2LiwPJokNGTEa+QBEUlsK1FrdD+o8iNhUPecARADDHERby7jCMu10UMBhkoUxllKqNCFV865iB06CNJVZhkufUUUmOV9lGnLc9ketIzbFKD455VkRmNDnVQoxrqqKNGNV9x37veCyg5kTvz34fMBcAw5Enw0pK/7O4CTz0FvPKKLE8+ee7zacctSn8B4NMAfhfAOoA1AL9ERC897oGOi2z2Ji0s3MLKSv99FRRFpkgMk6BCgX98xgERoY56V3D2aA8lu+Rb3yO/BHnXy1QOHYsyjAgiBzqJCltPInliEZBxY5GFh/SwJ0KBCRRqqHX7CgjMK/O+8ULeelrwgDmXGtX6JKpPrJwUwDb65zjWoGFKTGFamca0mIYCpV9uAvLyONISRdQnK15pCbaFyc3QbU7du68oogf6DJlkokKVrjh5Jcqtl6mMCgLrgb42BtyN2EFAII30SFI1bH1YOmbYtOWNxv6Rn0KBJzV4XCyy+mSmTnXU0C83YcIz6HHeVOJRiCCCaTHdjUKHXThxt53EzJ7MBaFe78nP8nK/ED161D+D2MyMvMHeRx/1pgpNJnvhcleennvuXE2tOm5RugJgA3J80q8AyAL4bSK687gHOi6SyZv06U/fChWhmRm+n8JBaFErXGZGEJ492oOJAbc9d0giibzIIydyyCk55ESut+4p3raUSKFBjYEnTMNOqEY9mfKdPGG0q9XBdU0czxutTW08sB+ERobu2/fRQS9vR4cuxwt5RchZLiqLJz7JwXmDiFBBxTd+KmxJoD4x8UmMV25cUQnrHyI3B5WWs4p7YWbgd8KI62FiGySO+IG+C+IiDgUK1OA/0dcyUpsCJbTfsfw/Dxq06102GjKMlk73imed0mkY6Rja6QhaKR3NtI56WkEtJVBNAeU0oZyyUUqZ2Iu1UUM9XHgCbS209j9+BwUKUkghJfwlieSB22zY/mh0SHrvJm2GXuzwzuwZlKhgW1JwKgvjQCQjP0H58ZYd/yyy0DR5MnzlSniZn5ezjAEy3/e99+Qgzdu3ZXnrLTlg0t3XM89IaXIF6qWXpGSdQcYtSkkATSKynXUVQJSIBkwWevyor6iU+/McIoggIiLo/nPqOvRee8j2g/TToYc+dr9+OvRj+VEzyNhXZoLS4+2z30lDDLFQmckp+wvPfldmjwIiQg214VetR1gf5WQqgcRjR7fccRk1qvWNF3IjQyv2ik/+Ukj1TZzgRobmlLlzN46GYcZJm9oH+k4I21ZF9cSO/6Di5RU4jRQUtwmXV0zMPLQws2rg0sMOLq12MLXaxuTDNibW21ACpwrVfAS7c0nszidRmk2hmVShVRvQqy3otTai1Q7iVQPxmolkzUaqRkjXwo8/iKkC1RRQTyloplU0UzpaaR2ddBRGKgYjk4CdTsBOpYB0CiKbhZLOQU1loWcmEMkUEc0UEc9MIZ6aRErNICVSiCJ6rJEcm2zs0M6+UegNewNbtDXSzJ6h6b1OJIvT0M84liUHyA+KBi0tyYiRl2SyX34WFnr1mZnHG6Ro28D9+z1pcpePHvX6LC765enll+WUrqc8ajpuUXoDwKeJqOaspwB86zSNUZp/aoK+9HufRkuz0FYttHQLLdVESzPR1HrLpmqgoRtym9JBRxjoUAcddHpLdA6c/jUqGrTHFzhEoAgFFapIwbH9whM2liJ4DF55CZUbJVx4LvKYoDa1D30S5da9aW+D0KAhgUTfRANFURw4XmhKTHEqB8OcIBZZqFK1+1lvoQULFmzYsMhC378DttmwD/VYvdJEdrWC3GoF+dUaJlZqyK/WUVito/CwgeJqE3rHH3FvxxRszEWxMRvB+ryOtVkda3MaHs2qeDin4tGsilqSfM+jCrUvWpMUSV9bkuLI13TkaiqyNQWZGpCqEZJVG4mqhXjNQKxqQK+2IKpVeSXbLZVK/3owhWgQqdTASNewKFjo+hHN2OTO7BkahQ4I1qCZPbMiGypRwfvQXeSZPYkIJkwYMHznfMHzQAHRff3GlinSbssI7KBo0Opq/53MC4XB0aArV+RsLSfx27+xIYXJG3366KPeYMxCwS9Pr7wC3LhxqmaWGbcovUVEL+/XdpLcFIIONTm4rstworvUNJBTJ10DaSpIU2HrKkhVYOsqLE0ubU3A0hSnAKbuLFUBUxcwNYKpCZgaYGgEw1l2dEJHJRiajbbmLm10NBtt3UZbtdDWLCl9moWmZkr580hfR7ORtVOyWClk7CSytlym7US3pOwEUnYMKTuOpBVDgmKIWhqEbcurF4ctj/v4g+4LAC5dOvN35AyeTA1KGaxRDTNipidF6jVkRfakD59hmNNEpyNProZN4TrKoN1gvvpZGLRLJGfQGCZSo2xz1wdNMxgkFpPClErJq/mJhCzjqo/wO+ad2TN4m4Tg7RLKVA7dR0EUBt5zzrscZWZPm2wpHiHCsZ+QdNCBQUZf22H7uc/XpjY6dgcdq4OO3YFhGXJpG4CNbhG28K27baQS7IINJa5gWkzjsnIZs8osLgu5nFVmfW15kZdyPygStLQErK/7Z3URQk6XPEiCFhbk++ysUKvJmW680ad33ul9tuJxeZM6rzw9//yJ3aRu3KL0VwC+RET/yVn/UQD/kohefewjHRM3r1+nW7/5m3IeVsOQS2/9oG1H1X/UK2CnDSHklYBgUZTw9sOUYfsikl8y7klB8BbxQgwXqbk5eXIQ5fE4DMOcAWxbXrUddDfz5WW5PfgbXigMnrWIB+0OptM5mFjVavJ3qNGQ6VBu3bvuToV4EHT9YGK1T79WXMFOrIn1RBXrsQoexfewJjZD70Pnm4nSBJRtBeqmisxmBrG9GCzLgmXLYtt2d2nb9kDhGKUNNLivt3gfH+xPNnX3RTZhXElB0VQUsckYlKJAJtZGgWooduqYr9tYKBMW1oErq8CVFSAfcFIzoqI5PwnzyizUhauIX3kK+uKTPRGamzv/s7kYBvD++/2pe3t7cruiAE8/3Z+6Vygc+aGNW5Q+BuAPAbhJiTMA/hsievOxjnKMjPuGs0eGbY9Hzizr8JJymMedpquLRPIq6erq8BK8kgrIqaaGydTc3Ild3WCYx4LoeKPBB92PqsqTgmDR9fD2Yf10/exPXVsuD58cISwNJ5EYLEFu4e+v04NtS1kKE6pR6qP0C97rZBSiUVAiATsegxHR0dJUNBRCGSZKdhu7Rhu7ZhtNBWioAk0FaCsCJAAIyDRvAQihQChy3V8UCCGgCAGhCChCgRAKFOHUFQWqUPraFaFCVWS7KlQoirsft29vf911IaAovXVFHpDnuYRvW7B/d/+Kfx2tFmhpCfqjNaS2dlDYqyNm+S90V1VgNaFiPRvFRjGGtcsRrCwouPuEiR88VcWDp5qwiwA8X1V5ke9GpYJRKnd9Wkyf73HFRDLC5p0w4vZt+Z3nMj/fn7q3sDDWc9GxipKzQx3AUwAEgPeJ6GBzZx4xr/zIK3Tre7egnqL8R+aEqVblTE3DZCo4QwwgZ3DZT6YymeP/e5jTDZF8z+3uylIqDa+32+MVkxG/y88NmjYe6XqcPsP6VSrDRcidScpFVWXUe1g0KJ8/XRetmJPHsgaKlVEuY3ttGbtrK9jbfITq5jrqu9tolXbQqexBb3cQtwgJC4jbhKzQkBUakqQgYRGipgWt1YFiDp/J9twyOelLhaOFBdSnJ7GW0HE/YuN+o4SVzVWsbK5gdWMVq5ur2Nrz34tQVVRMFCeQmcogOhmFmBQwigZqxRp2C7vYLGzCivhnRlSg4JK41BMp5TJmxWzf+rm7d9f2tj/qdPs28MEHvUysfF6Kk1eenn760BHycUeUEgB+FcAVIvrvhBDXATxFRP/xUEd3BGgZjTKfyCAVTyGdSCOdTCOTzCCTzCCd6NVHWY9GOD3rwtBs7i9TGxv9j0un95cpPqk5m3Q6Umb2E52wumUN3m80KgfeTkzI90YsdrRR4NO2L9uWr21YMYzB2w7a73H6HOUJ4eTk8GjQ485OxVw4iAhbe1t4sPYAS2tLeLD2oFdff4C17TV4z/FikRiuzFzB4swirly6IuuXFnFl5gquXLqCZHzAVOSGcbjI1VlG0w51z6Bmu4nVzVWsbKx0Bcqtr2ysYG17DZbt/50o5AuYnJpEejKN2FQMKELKVKGG3cldrMXXQifwiCOOy8rlgSLlbouL+KFfhhOn0ZDjnLzy9PbbQMu5LUA0Crzwgj/69OKLMgV1H8YtSt8A8CaAXySi54UQcQDfOU2TOSxcW6C/9+t/D5V6BZV6BdV6VdYbvXq1UUWjtf+M5hE9IqUp4YiUK10JWfdK2CDxSsVT58v0LzLttpyyc5hMra31jz+Lx/eXqWJxYAqRmwNu2VY3N9y2bdhkh+aKj7PN99xuP0+fsLZBxzvK30BESMVTyGfymMhMoJApdOsTmYluPR4d8QufSI4hOKjo7O7Kxw0jl+vJjis+wfWwevwM/1hdFGzbL1GHla52Ww7CdkVobo7//5lD0Ww3sbS+5BOh5fVlKUTrS33nNDPFmVARWpxZxPTENJ+XnDCmZWJte03Kk0egVjZWsLopo1Ktjv/eYOlEGnPTcyhOFZGeSsvIVFGgU+ygXqxjK7uFNVrDQ/shmugfFzchJvrT/QJyNSWmAGDf2TTHMYunbwbPw8wAanYw8dE2pr//CNPfX8PM99dx+e1NJHfl62YLYPPJLJZeKmD5xTzuv5TD/ReyKE3qvr/jj9J/NFZRukVEN4UQt4noFaft+0T00gjvi2Nh1DFKhmmg2qj6ZcqVq8Zo69VGFfu9boqidAXKK1IHiW6lk2loKg+6Pe10jA7q1TJayw/Qvn8X9vIyaHUFysNH0NbWEd3cQmxrB8ndPaiBHGdDVbCdjGIzoWMtruFhBFjWbSypJppCjke1hFOcui3EodvIbfPsl8b0w6koClRF7RZFUaCq6tA29zFCCFQbVZQqJdSaPVHRbELWJOQNWaZFBLNqHDNKFFPQULAVTJhAtmMh1TaRaLQQq9WhV2sQ5pDoTiTil5xRRGdiAshm+aq/g23bqDVr/u/IerXv4pS7jEaiKOaKmMxN9i0nMhNQzvqYI4Y5BLZtY313HUtrS1haX/JFh5bWlrC+u+7rn4wle1EhR4Tc+sKlBcQiF/P2HecFIsL23nafQHnFqlzzj7+O6lHMTc1hbmoO09PTSE+mEZ2KAkWgU+igWqhiXVnHQ/shHtoPsU7rvvswnlV8N/QmBVceKnjpHcJL7xBeeMfCC2+bmF/pnQdszKj44YtxfPhCHB+8mMBv/uLSWEXprwH8JIC/IqIfEUJcA/BviOjjj/E3jpXjnMzBPUEYJlbVenVf8TLM/Yd5JWKJbiTLK1LpZBpRPQpd06FrOiJaBLruLDUdET3iq2uahogWCe3n7d/t57ZrkXMz7su0TDRaDdSaNTRaDdSb9V5pBZYD2tzHu22NVmOk/0cAEESYJR1PUASLloZ5Q2C2TbjUtDDV6KBYbSFfqUMfdoJ/RJAqp7+HItOkSHVSqpRA+pQml8KzTWhar+1xUric8T32zg5odwcolaDW6kOPu6qrKOkCuyphTxco6QIlTWBPV+S6JlCNajCzGVA+D6VQgD41jeREEYVs0RetcutuNOs8X6QwTGPwBSFPNL7vgpJHgmrN2sgXjNKJNNqdNnYqO7BDZv5UFAXFbNEnUGFSNZWfQjFXHJwixBwLRIRGq4FyvYxyTZaO0UE0EkVUjyKiRxCLxHxLt/2sRjRsm1CptFAqNbG310QspuOppyahKPv/PbVmrRsFCqbJLa8vo2300tqEEJidnA0VocWZRRSyhTP7GjLjoVKv9MmTV6o2dv3DBRRFwaXCJcxPzWN+eh6zU7PITmURnXRkarKDvYichS70BtWkQNhCLq3eLISKrUBAQFjCN0uhO4uhsJ2rsjYgyDNLodMGQl8bkZy9kCyCIAGyKbTYlpOZYluwLX8GjLctUq1hankNl5bXMLOygcsPNzC1sQvVJghgPKIk5Cfy8wC+AOBZAN8C8J8B+CUi+vYB/m+PlDMz650DEaFttMNPUAInJGEnNLVmDYZpoGN0ustg3uu4UBSlT8BcoRoqZ6rWJ2I+OXMe360Htnkfqyoqmu3mvjLjClBQZurNel84exiqoiIZTyIZTyIVTyEZSyIRS3TbkvEkkjGnxJP7tzuP17Xwe2SYpo3V1TKWHuziwXurePjROpI6UEhpKKRVuUwqKCQVZKM4/H2wTmrGs1H2k04fPLrjDOK0bRvlWhk7lR3sVnZRqpSwW9nt1oPt7tJ7ghIkk8z0pf55S1hbIna0M465J6ijRr8HXbQZ5bMQ1aMDo96+MaCB1GRv32Qs6TupsywLpWoJW3tb2N7b7l+WtnxttUZ4GmQilhgoU5O5SUzmJ7vrhWzhXEvvYWl32tir7XVFxys9wba96h4q9YqvbdQLREGGiVSYaO0nX93tkQhieiz0sdGI//EKdNSqRld6SqWmr76318TeXsvXXi63YNv+86ViMYnXXruKH//xRTz5bBw7tUf944XWl7C9t+17XDqRxtXLV7vy402Pm5uaQ0Q/51NGM0dKq9PCo61HPola3Vjt1h9uPYRp+cdjZpIZCCFC0+pHnfTttCCE6GWyqGpftkvCFniqZuAb37o31ojSmwD+JoBPQs569wYRbQ9/1PFy1kTpKLAsC4ZlwDCNPonqmB1fm2Eass0wfNu8baZpomP624L9Dcvob/Psy92Hb5vZQccY8eZ+I5CKp5CMOyITIijBtkQs0ZWfvjbnMUdx5dOybDx8WMHSUgkPHpTw4MGusyxhdbUM0+xdaY9EVHQ64eKraQoKhYSnJIeux2Kn/0a8JwERod6q+6TKK1ZB2dqt7GKnsjPw5B2Qg6XDBKovcpXOw7KtgRdKhqX9Bn/gwkglUgdL8w3ZdhomtWm2m9gp72Cr5BeqzdKmb92tD3ptJjITQ2XK25ZOpM/EFXs3KliulcOFpxqQn7pfePaT5Vgkhmwqi0wyg2wqi2wqi1wqJ+tJuZ5N9+oRLYK20Ua700bbaKNjdNDqtHzLQdtD2zx9g9u7EACKQLFiEHYcwopD2HEoVqBuxyGsGISdkH1p8HtbKCaUiAEtakGPWojEbETihHhCIJYQSKQUJFMaahUT9943UF5Lg8wICDbM2EMYibuwk0u4PB/D4mW/CF25JNdz6XM2WxlzprAsC+u76760PjcK1ZdCr/rXB7UJRfjbQgTlsG1u3ddPVQe2jfrZGvdkDv8KwNeJ6HsjPfsJwKJ0tiAimJaJjtHpLgfJlmEaMC0T8Wi8T4ri0fipGttgWTbW1qqhMrSysgfD6MlQPK5jcTGPK1dyWFycwOJivluKxSQsi1AqNbCz4y11bG/Lpbd9e7uOViv8JDGVimBiYpBUJVAsJrvbcrkYVPX0vJ6nkY7RQala6hOoMLHqrldLoSlnQVRF9QnLvkITMrFMKp46N+myB4GIUK6VfRGpYITKK1V71b3Q/UT0iD/dLzeFYj48elXMFg8tlJZlodqo+iRmv8iOK0WVWgX11vC0VE3VfHITKjyu9HiExy3HPdbFsmyUyy1PVMeN6DS69V70p9GN+ni/U4MkkioSSQWxhEAsAUTjgB6T8qNFTSi6AVU3QFoLQm3DVpsw7dZgofO0R7QIFmcWMT99BSn7KiobOax8CCzdl/8vly6l8BM/8QQ+9akn8GM/toh0+uQvPDAM02PcovQegBsAlgDUIaNKREQvPu6BjgsWJea4sG3C+noV9+/vYmlpDw8e7HbFaHl5zxcJisU0XLmSd4Qo75OhqanxzozYaHRGkqqdnQZ2dxt9aSQAoCgC+Xw8VKp6QtXblkjofGV0BGzbRqVe8YmUpml98hOPxvn1PCY6Rgc75Z3QCFVQqrZKWwPTNDPJTDca5ZUoRVH6hccjRdVGNXR/LkIIX/Qml8ohk8r0tXnlxis/iVjixN5L7bbZl8pWKrkS1OjWvdvL5dbAW4FpmsubLuQAACAASURBVIJ8Po5cLt5d5nKxbn1iwm3rbc9mY9C047/os7lZw1/8xT28/vo9/OVfPkC12oamKbh5cw6vvSbF6fr1In/OGeaEGbcoXQlrJ6KlfR73GQC/BUAF8LtE9E8C2xcA/GsAOafPl4nom0KIjwP4qtsNwK8T0f8z7LmuXXuOvvGNP8WNG0VkMjzrC/N42DZhY6OKBw9KnuhQT4ba7V70JhJRfRLkrU9Pp0ca7Hvc2DZhb6/pi0i5chWUqp2dOmq18FTJWEzrkyq/UPW25fNx6PrFi3QwZx8iQq1ZGxqh8i53yjtyyvtEqi9dzSc8TnsunfNFdDLJDGJ6AkSAYdiwLBumKYtl2QPaLFgWOW2yLtt6/b310dusvudy6962RqM35qfRGDx+KZHQ+6RHLmOO9CS6dXd7KnU2J4EwDAu3bz/Ct799F6+/fg/vvy9vRnr5cqYrTa++egXJJI9JYpjjZqyidMgDUAF8COCnAKwC+B6AzxHRe54+XwVwm4h+RwjxLIBvEtGic4PbDhGZQogZAN8HcJmIBibnR6NzNDf3JQDApUtp3LhRxFNPTeLGjUncuFHEk08WeKwG44OIsLlZC5WhpaWSL5UtElGxsJDziNAErlzJ4erVCVy6dDplaJy022ZAqBp9YrW721sflA6Ty8W68lQs+gXLvQqczca69bN6gsScT0xTpodVKq1u6pest1AuN52l3NZsGbBMGigW/ja/2FjWyQye1jQFqqpA1+XSW9c0f/G3qYjHtUDEpxfp8YpQNHpxJ9ZYW6vg9dfv4fXX7+Ov/uoB6vUOIhEVH/vYHD71qWv41KeewNWrE/ydxxwZRISdnQZWVvawslJ2lntYX69BVQV0XYWuK87SWxREIv51TVOdNn9/b5umKZ421bd/b5uqimN/358GUXoVMhL00876/wgARPS/efr8HwDuEdH/7vT/DSL6scB+rgJ4A8DsMFF68cVX6Ld+69/hww+38OGH2/jwwy3cubPTTYNSFIGFhZwjT8WuQC0uTpxIeJ45HogI29t1nwB5694rn7quYH4+50mPm+iK0cxMmsfujAgRoVptD5Uq7/re3uBB5aoqkM3GkMnEkMvFkM16ZSrm1OOeujwZy2RiiEQ4esX0Q0RoNo2u1MjS9K27qWDB9UGRVZdUKtKV/Hhc75OLoGBIEVEHyklQUsLFRXW2iW59sNAEn1d093ESJyoXmU7Hwq1bq4443cVHH+0AAObns/jUp67htdeewCc/uYB4nC/wMgej3TaxulrG8vJeV4SWl3tSFIz4Tk2lMD2dAhFgmhYMw4Jh2Oh03LpcNwzLN+nUuOmJU1C8XOnybxskaa6chQmZt/9nP/vciYvSzwL4DBH9HWf98wA+QUS/7OkzAzndeB5AEsCniehNZ9snAPw+gCsAPh+WeieE+CKALwLAwsLCjy4t+TMBTdPG0lLJJ08ffLCNpaVSd3xGJKLi2rWCT55u3JjE7GyGfzTOCO4VkqAMLS3J4j250TQFc3PZPhlaXMxjZibD0nwCGIaF3d3GgU9cq9X2wDENgEzx8YpTUKbcenCdo1hnA9O0Uan43xOVSrv7XpHLdve95I38DJsAQNcVn5jncj1RH/ZeymROZkwMcz54+LCM11+/h29/+x7++q+X0GwaiEY1fOIT811xWlzMn/RhMqcAIsLWVn2gCG1s+Gdmjcd1zM1lsbCQw/x8FvPzOaeew9xc9kAybtsyvbcnUP1SZZrhkhXsI9uC++r1D9bl4+19n8f7XMPOEe7d+/KJi9LPAfjpgCh9nIi+5Onzq84x/IYTUfo9AM8Tke3p8wzkOKafIKKBl54PMplDq2Xg7t3drkB98MEWPvxwC2trvcG1qVQE168Xcf16T6CeemoSxSLf6PAkICKUSs3QyNCDB7s+GVJVgdnZbJ8ILS7mMTub5ZOZc4Jl2ahW256T4GaobHlPkMtleSI9aOp1wI1ixQNRq0EnzVGfZPEYrINBRGi1TJ8I9/6v+te9/7/V6uB7YAHyO3yQKIdFId06T1DCnDTttonvfnelK0737+8CABYX8/jUp57Aa689gU98YuFCpzGedxqNji81zitCq6tl39AAIYDp6XSoCC0s5FAonNzELieNO86yP0Jm4dq14omL0iipd+9CRp1WnPV7AD5JRJuBff05gP+BiAaa0DhmvatW2wF5klGoUqnZ7TMxkehGnZ56Si6vXy/y1J+PQa3WxtZWHZubNWxu1rr13rKG9fWa78RIUQTm5rKhM8rNzWX5hJUZiHty7o1EeGWr/wS9F5XY7+Q8mYwEIlWuWPlPzDMZKVVEBNsmEMnj8q67Ue/+Nv+6fBxC9+XtI2cnD3ts+L78j5XH4l0P6zfs76jXO57IT096hkmrpikDI3/e19afjikFlr8DmPPC0lKpK01vvLGMdttEPK7j1VcXnEkhrmFuLnvSh8kcAMuysbFR84iQd8xQGdvb/un/U6kI5udzTsn6ROjy5QxL8yE4DWOUNMjJHH4SwEPIyRx+gYje9fT5EwDfIKKvO5GjPwMwC2ARwIozmcMVAN8B8OKwm9we1fTgblqXG3Vy5enDD7d9eZ6XL2f6JpC4dq1wYd+8RIRyueUTns3NOra2atjYkPLjrofNkBSJqJicTGJqKtUt7mQKUoZyPAaFOXZM041ihY9hcQXLK12jpHudNYSQ01criujWvevu5CZyXbYlEhFfRG5Y1M5dTyY5DZJhvDSbBt54Y9kZ23QPy8vyfmBPPlnAa6/JaNPHPjbPv4+ngGq13RUhV4JcIXr4sOy7SKQoApcvZ/pEyI0Q5fN864hxc+Ki5BzEzwD455BTf/8+Ef1jIcRXANwioj92Zrr7GoAU5D22/wERfctJ0/syAAOADeArRPTvhz3Xcd9HybYJDx+WfeL04YdbuHt3p3tCpCgCi4v5vgkkFhbyZzb9y7Js7O42sLnZi/a4wtNbSjkKu1KcTEa6AtRbpjA15W/LZmP8pcCcG7wTCLjRFMuyuxLhCoVfMLyiEd5v8GODEnP4fkEB4s8lw5wOiAj37+92o03f/e4KOh0LyWQEr756pZumd/ly5qQP9VximjbW16uBsUI9KfJmIwFANhtzokBZZ3xQr375coaj4MfMqRCl4+S03HDWMCw8eOCdQEKm8S0vl7qDyiIRNXT808xM+sROQjodC9vbfuHZ2OhPhdvZqYdOXZvNxjA1lXSkxy29dVeA+H4RDMMwDDN+6vUO3nhjGd/+9l18+9v38OhRBQBw40axO/34j/zILJ+QH4ByuRUiQlKGHj2q+GaB0zQFs7PZUBGan88hm+V7fJ4mWJROGc2mgTt3dnxjoD76aAvr673ZSVKpiG/mvf+fvTcPkiS77/u+L6+6q/qame6eo+fC7s5id4kFViBAkSJlACRMh0lFULIJmpSpoIxghAkrKNIKMCzaCEQoRCkMhxghi+EFhQACVpiCLcqGLDAAmxQo0jyEAZZY7M7O7s7Vc3TP2XfXmZk///Eqq/Kqo3u6+vx+Ol7key9fZmVVV2W+7/v93u8FAmpiIv9Urxt1f4vO/QlE0dJSLXGsUsDkZCEkeMJCKCqCjqqLISGEELLfEBG8++7jjrXp8uW7cF0fxaKDH/zBs/iRH7mAv/JXzuHEidJeX+qu0Gi4WF9vdCJlrq3pvK5rdNZHW1trYH29jqWlGu7cWcHaWnRe6sREPlUInTkzhulpLiNykKBQOiCsrtbx7rtB6PKuiFpd7Qb4m5oqtMVTEETiGE6dqnTmAMUFUNgFLm3dD8syMDVViAmepDVocrJwYF0ECSGEEKJZX2/gT/5kHt/85nX84R/e6ISQfv754/jhH9bWpve9b3bfPvNbLa8jarSgqYfy6fXr642OKGo0ei7DCUB7+pTLWZTLmc4cyfAcoTNndCjtYpGBuw4LFEoHmCBGfjSAxGO8++5j1GrJwAcB2ayVOvcnOgeoiPHxXGf+ASGEEEKODiKCt99+hG9+8wa++c3r+M537sHzBOVyBj/0Q+c6QSF2cjkUz/OxsdGMCZzBYifYpgV9ChMsTl4qabETCJ5uufe2UsnSK+YIQqF0CPF9wZ07K3jnnce4e3cVExO5iAgqlTKcaE0IIYSQoVlbq+OP//hW29p0sxOa+sUXp9vhx8/jxRdnUKu1Ou5rgYAJLDbr6+G6aHltrYGNjf4LhCsFlEpd4RLkA9Gj81Fxo9voMtc/I1uFQokQQgghhAyN7wuuXHnQsTZ997uLnbXQBlEsOhGBE7fwxMVO0KZc1ksB0NOF7CYUSoQQQgghZNssL9fwR390E9euPY5ZeaKip1TK7Nv5TYSkMaxQolMmIYQQQghJMD6ew0/8xPN7fRmE7BmU/4QQQgghhBASg0KJEEIIIYQQQmJQKBFCCCGEEEJIDAolQgghhBBCCIlBoUQIIYQQQgghMSiUCCGEEEIIISQGw4MTQgghhBByiBER+P46Wq3FRHLdxwAEgIK2oSgoZXTKSnXr++0L1+//cwwHhRIhhBBCCCEHEBGB5z1JFUDx5PvVxPFKZWFZx6CUAREfWjDpbbgs0q3vty9+joMOhRIhhBBCCCH7CBEPrvtwKAEk0kocbxgl2PYMbHsG+fxfaudnO3VBMs1K28oyqvehhVVSSCVF1bDiayfOAXxoqOunUCKEEEIIIWQX8P0mXPd+R+Q0mws93OEeQnfqo5jmZEfkFIvPJoRPVwAVdv/NpaBFWNfdbYSabCRQKBFCCCGEEPIUeN7mUNYfz3uScrQByzoesgC9v4cAmoZhZHb9vR1lKJQIIbuO562hVvteO72OWu0KAIFhFGGaxdC2EKnT+UIoH9QXYJpFKMVbGiG7je/XIOLvmxFsQnYKPf9ndYD4WWjP/1lPHK+UDcuahuPMIpu9iFLph1IFkGUdh1LmHrxDMgj2KgghI0PERb3+bkgQvY5a7XtoNm912phmBdnse6GUBdd9gEbjOnx/A76/Ac/bAOAN/XpKZXqKrOGFV7xNvh0xh5Cjh+4orqDZnO+kRmM+UnbdRwAAy5qC45xFJnMustX5szCM3B6/G0LS8f06arXXUa1+B9Xqd1CrXekIIJF6or1h5EPWn++DbX+8h/vb5Ejn/5DRQ6FECNkRWq0HCUFUq70JkUa7hYls9lkUCh/C1NQnkcu9iHz+Jdj26Z4PEhGBSLMjmrSA2gzlg/rNnm08bwOu+yRx3FYwjHxPK1avuv6CrQjDyD7lJ07I0yPitwcoouInLIjiI+VKZeE4c8hk5pDPvwzHmQNgtI+7iWr1u1hZ+b8g0owcZ1knQiLqLBznXGfrOGfoUkR2Bc/bQK323Y4o0sLoTQSDcqY5jlzuRRSLHw6JnmgQBMMoUQAdEQ6NUPK8ZSwv/y62F1d9+Ljt4WP2JvZ7km5EkX5RPrYSRWT7YSB3JppJ2j4Fx5mF48zBsk7wBrWH+H4d9foVVKthQfR6e+KpxrKmkc+/hOPHP4Vc7kXkci8hm7205Y6QUqptJcrAsiZ37D2I+PD9Wl+B1UuEdevW2+4W3eNEakNfg2EUYduzcJyT7YfwyZTyDAzD2bH3TY4evt9Eq3U31RKk052EoDHNsbYQOo9S6a8ik5mD43STDiXc/x4s4qPVuo9m8xYajZuR7ebmf8Dy8v8BwA0dodrf/7iICixTp6GUvfMfEDnUuO4KarXXIqKoXn8bQdhqyzqOfP4DqFT+U+Tz70c+/344zhz7GKSD0p3Sg8/zzyv58pf3+ip2i0A8BYLiaKFUBo5zpvPQ1g/xM6EH+Sk+UHcAEUGzOR+zEL2Oev0dBN87pbLI5V5ALvdSRxDlci/Cto/t7cXvESJeSGzFRdgGPC+oW2+Hfb3Xjnh0D63WQqLDCgCWdawjnBwnEFDh/Cwsa4rugUcUz9vsaQlqNufRai0gvpaJbc9EhE/3PqrvpaZZHvl1i3hotRYSIirYNpt3EH2+GXCcUykufUH+JOcoHnFc93FEEFWr30Gjcb2z37ZPdcRQkGx7lqLoiKKU+raIvDKw3WERSu9//3vlj//4f8NWrSVPZ3HZ7djv8X2jtJgF5a1bzJ7O6tarrYtm815qZ8B1H8S+DUZ7ZHIuMRIa1BlGftBX6kjheaud4AphS1HY5cZxznfc5QJBlMlc5ATUHSJYNDAsnJrNe20/+W5ZW+6i922l7LZLSJpVqls2zdLevDmyLYLvRD+3OM9bihyjvwunUwaQgnT6QLi4ibTQbN5NFVGNxi20WvcQ/R1YcJzTCZe+wCqlO8QcTDgstFqL2Nz8dkQUtVp3Ovsd53xMFL0M2z6+h1dM9htHTii98sorcvny5b2+DLIH+H4dzebtWAfiNsKuJfGAAHrScbwDcaYjrExz4lCOMungCu+kBFeY77QxzbGQdSiwFL3ATvY+QaSFVut+SEglRVWzuQDfX0scqxcgjAqpsGXKcU7Csqbp7rdLaKvKYs8gCXp+UDVyjGEUeliCdLLt6SMxeOH7DTSbd9Bs3kSjcSshqFz3fqS9Uk5bOCZFVCZzji7d+xTt2XA7YSnq/n8VMplnEqLIssb39LrJ/odCiZA2gYtHr45IozGfmFtiGMUU975wZ2Rm349O6uAKr7cj+WhBVK9fCQVXsJDNPotc7qW2lUiLI9s+xQ7DIcDzNiLCqZeVKm1Fd72eRyCo0q1U2t2P35N+6M787cT9plu+i+g8nfggTvIedFgHcXYa36+1P++kiGo2b3Ui9QUole0Ip7TIffy+jx4RH43GjbYY6lqLulZTA9ns8ygUPtARRbnc93EQj2yLfSGUlFIfB/CbAEwAvy0ivxHbfwbAlwCMtdt8WkS+ppT6GIDfAOAAaAL4b0XkD/q9FoUS2S4iAtd9nDLJ+faQ7i1Jy9Ruurf4fg212pXIPCIdXKHbEbDtmZiF6CVks88dCBccMjp0xLMnCfe+uMAKB+oIUMrp6e4XtlKZZnEb1xW4Gbcg4na2gJuoi+ZbsTbJ9unniLYfdI5um97ncN3HCavGILdgPT+IaxHtBp630b7Pp7v2xe/52pJ3NhSl7xQsaxKWNQXTnGznJ2FZE5wjOwQiHur1t2OWotc6lnCl7Lar9/tDouhFus2THWPPhZLStv93AHwMwF0A3wLwCRG5EmrzKoDXROS3lFLPA/iaiJxVSr0M4IGILCilXgDwdRE52e/1KJTIKPG89RT3vvCE6UVE/eUVbHu6z4TpuS2Pgon4oeAK3+tYihqNd9ENrpCLBFcILEWWNbVjnwU5evh+E657P1VEhcVV2oKLhlGG48xCqdyWhMzeYEApC0rZ7cAA3Xx3G62LtunmTXOCgWYOMJ632r7PB659URe/NNfWAMMow7KmQuJJp66gmkrU6/XaDqfFSqSFWu1KSBB9G7XadztupUplkc9/H/L5rqUom30vXYDJSBlWKI0yRMwHAVwTkRvtC/odAD8J4EqojQAIwutUACwAgIi8FmrzJoCsUiojXZ8hQnYV0ywhl3svcrn3pu7XIXjvpLj23Ua1ehkrK7+b6PyZ5njfeQaNxs3YXKI3Ih3RTOYCcrmXMDHxn3esRZnM+SMxP4HsLoYRzO8407ed5633DEIh0uwhMnqLkeGFyk6dY3+705LdwzQryOe1W3IcEYHvb8J1n8DznsB1n7QtiE86KVxfr19tr+WWHEgIUCoTEVBRK1V6vWmO7bvvrF649XuxNYpe70T0NIwi8vmXMTX1X4VE0XOMWEj2LaP8Zp4EcCdUvgvg+2NtPgPgG0qpTwEoAPhoynl+CtrqlBBJSqlPAvgkAJw50/8BTsgoMQwHmcwFZDIXUvd31xRJzo9qNK5hff33ey6CGix+Nzn5X8aCK2zdpYmQUWKaJZjms8hmn93rSyFkZCilYJrF9j14bujjfL8Jz1uKCCrXfRwSVd3UbH6vXb+E3suAGLCsiZiomuzhEhi2Xu2MpcbzNnss3Krn3ZnmGPL59+P48f+mYy3SkVL3l7gjpB+jFEppNuS4n98nAHxRRD6nlPowgC8rpV4QHQ8bSqn3AvhHAH407QVE5FUArwLa9W7HrpyQHUYpo71g7iyADyf26zDAyxFXPseZawdXOHloXTIIIeSoYBgODGMatj099DEiPjxvdSjrVRAdznWfQKTe5zpKKS6B/V0FAQ/Vanzh1qvoLtx6rL1w638SWrj1LJ9d5MAzSqF0F8DpUPkU2q51IX4BwMcBQET+VCmVBTAF4KFS6hSAfw3gb4rIdRByiFFKwbImYFkTyOdf3uvLIYQQsg9QyoBljbfDXV8c+jjfryasVL2sV/X6NXjeE3je6lDntu2TyOffj/Hx/6xjKeLCreSwMkqh9C0A71FKnQNwD8BPA/iZWJvbAD4C4ItKqUsAsgAeKaXGAPxbAL8mIv/fCK+REEIIIeRQYRh5OE4ejnN6cOM2Ii5cdynVegX4yOXe11649cToLpyQfcbIhJKIuEqpXwLwdejQ318QkTeVUp8FcFlEvgrgVwB8Xin1y9D2258XEWkfdxHAryulfr19yh8VkWSMWkIIIYQQ8lQoZcG2j8O2j+/1pWwbEUGrVUOzuYlmcyO21flGo1vu5qNb163DMCyYpgPDsGGa0WQYDkzTaueDeidWtvscGy5bqcdG66LXYhgM2rRbcMFZsmeI+KjXV1GtLqNWW0K1qpPOB3VPUKsto15fg2k6sO0cbDsHy8p28rqcC5WzsO18qF2+XRdvl4NpOnQX2EX0uj1NeJ5Ortvo5JUyOg+H+MPFMGz+nwgh5BCil77YjAgYLVj6C5pGI71te5r7ABQcpwDHKcJxCshkCpGyZWXh+x58v9V+RrU6Sdd1t9F90bYi3kg+s+B5qZ+VWrTFRVbaczRdwDkwTadtgQw+h1Inn8kUI5/NYRFp+yE8ODliuG4DtdpyW+wso1p9Esp3t4EYqtVWet5EbDuPfH4Cudw48vlJTEych+e10GrV4Lo11OsrWF9fRKtVR6tVhevW0WxWkYwX0h+ljFRBFRVVel9XnOl2cdFlWVk4TrLdXnfydaCIqDAJC5RuXROe1wgJmUaiLu245Dl6n8v3t78+jh51S97gu2Ur9NBIeyA4nXP0GtkLt+89stdrpJCjfYSQo4HntSLCJV3IhIVPb/HTalWHek3DsCIddt2JL6Fcngl18Itt0VNMtNX7dNm2c7sSfU8H40gTVs2Y6HJ7CLJ4nZs4Njhft+xGjnXdBprNjZTXdjvncd0GfN8d6j3Zdi7ymUY/40BYFWNt0uoLsKz9v+g9hRJJRUTQbG6kWHmetOu6VqBAADWb6eGtAYVcbrwteiYwOXkOudwH2kJoAvn8REgU6Trbzm7rmj2viVar1kmuW4uVtaDS9fW+7arVx6lttopSZkRQdUVYmijrii7fd3uIkWHESlikNLd8zenvw4BlZTqjT2l5xynANMcjdZblwDQzsW30eNN0IOIPeJCkjd6lP0iazc2Bo32+7w79YNjOZxV2p0gTXoXCMYyPn8XExFmMj+tULs9SZBFCdh0RQaOxjvX1Rayv34+lRWxuPgmJn42hnyuWlUmIluDeN2xHOygfRA+Q4Ll5EARBIKjC4rbRWB/opthsbmJj40Gkrev2jroYJug3xEVVVFwlhW5aWy1+d/77QaF0RPB9F7XaSg8rT7xOC6Feo/+m6bTFzSRyuXGMj891RE5Y/OjtOLLZsV3p/OnIcfqGlMuNjeQ1RASuW+8huqpotertcjUisrpCK9puY+Nhoo3rRpcMGyROLCuLTKbcESLDipP0c6Udr+sN4/DdLoYb7XP7uF9ER+bSBF50tC9o18Da2iLu3PnziPg2TQeVymmMj8+liKgZrj9CCNkyIoJabQnr6w8i4icuiJKWHYVi8ThKpWmUy7N9O6nhfZlMqd1xzcM07T15z2TrBP2nfH7yqc8VDFh2BVbveWJxa2OttozV1buRfcOgl2FJWrqibpXd7+uwHJqez/LyLXzlK38LhmFCKROGYUApsz2yq7e6fpg6I3KO7rn613XPEa5TW3jd4a9PRFCvr/SY17OUsPbU673DfmYyZeTz48jlJlCpnML09IupVp6gzrbzB25UZ6dQSnWsPqNCL05b77iSHdXPejfY69E+EcHGxkMsL9+KpXnMz/9JZFTONB2Mjc21RdRcRESVStMUUYQcQUR8bG4+7il+ghS3ACllolQ6gVJpGsePP4cLF/4qSqXpSCoUjlHokG1hGBay2Qqy2cpTn0vPYasOOX8tPHdN121uPoy03eq8sUMTzOHcuXH5zGd+GCJ+24XHa+e9Tj5aF90XrhtuIuD+xDCskLgZj1h+wlYeXTeBXG6MN0JC9iEiPtbXHyQEVLANd3wsK4OxsTMd4RS2RhWLJyi2CTmA+L6LjY2Hqa5wQX5j42HChdg0nYTo6aYZlErTyOcn6eZLjhzaK0i7GBaLx4YK5nBohNJORr3Tn4nEBFZUbA1b9/SiLchH6wEgmx2LWX4mkcmU2Cki5JCjRdR9LC3djIin5eVbWFm5HRNR2Y4rX1xEFQrHeL8gZA9w3UZIBKVbgjY3HyUGbi0ri3J5JlX8BCmXm+DvmpABMOrdU6BvMAqmSVcWQsj+QykD5fIsyuVZnD37lyP7fN/D+voilpaiVqjHj9/FtWt/EJl7aNv5niIqn59kZ+sAo0PxN9pzKutw3Xq73Gjnu3WtVh2e14i1i+fD++tw3WbkPCLSmdOYNu+x3xzI7c2nTB63X1yVW61aTxe4QBRVq08SxzlOsSN6pqaeiYifQBxlMuV98R4JOSpQKBFCyCHCMExUKqdQqZzCuXM/GNnn+y7W1hawtHQLKyvzHTH18OFbePfd/yfiwuM4xc58qLiQ4oj11kgTLTpCZz0hWtLFTVK8dM/TQKuVFD9PE+3SMCxYVrY9fy+6te0sstlyqF7vU8pIjc4ZROHUyzj0XnZgq0s79GKrAqtX8JpBgs/zNB8P2wAAIABJREFUWj2tQfX6SuK6stmxjuiZnn4xxRJ0AplMaUc+A0LIzkGhRAghRwTDsDA2dgZjY2cS+3zfxerq3ZAr3y0sLd3C/ftv4O23vx6ZAJvJlBICSicdAXO/iKggqmH/9cPSw+oPH46/1/E7LVqc9jYbES2ZTKm9dltY0CRFjt4fFTdBsu1sJ4KmXvttd7sGItJZH2b4td76r+/W7//WaKzv6HIK+fwkSqVpVCqncOrUK6lzg0YZAIgQMjoolAghhMAwrI7gAX44ss/zWm0R1XXnW1q6hYWF7+Lq1a9F5lFkMuVIRL4g2XZuWwJkOFGS7OzqBRS3v8Bx/LMZ5E6mBctUx0KRJkjSxUt/cXMYw/LHUUp11hhznMKeXsuwC3Qbho1SaRrF4vEDsUYOIWR7HP47MCGEkKfCNG1MTJzDxMS5xD7Pa2Jl5W4kOt/S0i3cu/cdXLnyb7BdlyqljIHixLbzyOX6LXDc//hhFkY2TYfRwY4Q4fX46ApHCKFQIoQQsm1M08Hk5HlMTp5P7HPdBlZW7mB5+RY8rzm0ODmsCxwTQgg5WPBJRAghZCRYVgZTUxcxNXVxry+FEEII2TKMf00IIYQQQgghMSiUCCGEEEIIISQGhRIhhBBCCCGExKBQIoQQQgghhJAYFEqEEEIIIYQQEoNCiRBCCCGEEEJiUCgRQgghhBBCSAwKJUIIIYQQQgiJQaFECCGEEEIIITEolAghhBBCCCEkBoUSIYQQQgghhMSgUCKEEEIIIYSQGCMVSkqpjyul3lZKXVNKfTpl/xml1L9TSr2mlHpdKfXj7frJdv2GUuqfjvIaCSGEEEIIISTOyISSUsoE8D8D+I8BPA/gE0qp52PN/j6Ar4jIywB+GsA/a9fXAfw6gF8d1fURQgghhBBCSC9GaVH6IIBrInJDRJoAfgfAT8baCIByO18BsAAAIrIpIn8MLZgIIYQQQgghZFexRnjukwDuhMp3AXx/rM1nAHxDKfUpAAUAH93KCyilPgngk+1iQyn1xvYulRwQpgA83uuLICOD/9/DDf+/hxv+fw83/P8ebo7i/3dumEajFEoqpU5i5U8A+KKIfE4p9WEAX1ZKvSAi/jAvICKvAngVAJRSl0Xklae6YrKv4f/4cMP/7+GG/9/DDf+/hxv+fw83/P/2ZpSud3cBnA6VT6HtWhfiFwB8BQBE5E8BZKFVLSGEEEIIIYTsGaMUSt8C8B6l1DmllAMdrOGrsTa3AXwEAJRSl6CF0qMRXhMhhBBCCCGEDGRkrnci4iqlfgnA1wGYAL4gIm8qpT4L4LKIfBXArwD4vFLql6Hd8n5eRAQAlFK3oAM9OEqpvwbgR0XkSp+XfHVU74XsG/g/Ptzw/3u44f/3cMP/7+GG/9/DDf+/PVBtXUIIIYQQQgghpM1IF5wlhBBCCCGEkIMIhRIhhBBCCCGExKBQIoQQQgghhJAYFEqEEEIIIYQQEoNCiRBCCCGEEEJiUCgRQgghhBBCSAwKJUIIIYQQQgiJQaFECCGEEEIIITEolAghhBBCCCEkBoUSIYQQQgghhMSgUCKEEEIIIYSQGBRKhBBCCCGEEBKDQokQQgghhBBCYlAoEUIIIYQQQkgMCiVCCCGEEEIIiUGhRAghhBBCCCExKJQIIYQQQgghJAaFEiGEEEIIIYTEoFAihBBCCCGEkBgUSoQQQgghhBASg0KJEEIIIYQQQmJQKBFCCCGEEEJIDAolQgghhBBCCIlBoUQIIYQQQgghMSiUCCGEEEIIISQGhRIhhBBCCCGExBipUFJKfVwp9bZS6ppS6tMp+88opf6dUuo1pdTrSqkfD+17SSn1p0qpN5VS31NKZUd5rYQQQgghhBASoERkNCdWygTwDoCPAbgL4FsAPiEiV0JtXgXwmoj8llLqeQBfE5GzSikLwHcA/JyIfFcpNQlgRUS8kVwsIYQQQgghhIQYpUXpgwCuicgNEWkC+B0APxlrIwDK7XwFwEI7/6MAXheR7wKAiDyhSCKEEEIIIYTsFtYIz30SwJ1Q+S6A74+1+QyAbyilPgWgAOCj7fpnAIhS6usAjgH4HRH5x/EXUEp9EsAnAaBQKHzgueee29E3QAghhBBCCDlcfPvb334sIscGtRulUFIpdXE/v08A+KKIfE4p9WEAX1ZKvdC+rh8E8JcAVAH8vlLq2yLy+5GTibwK4FUAeOWVV+Ty5cs7/R4IIYQQQgghhwil1Pww7UbpencXwOlQ+RS6rnUBvwDgKwAgIn8KIAtgqn3sH4rIYxGpAvgagPeP8FoJIYQQQgghpMMohdK3ALxHKXVOKeUA+GkAX421uQ3gIwCglLoELZQeAfg6gJeUUvl2YIcfBnAFhBBCCCGEELILjMz1TkRcpdQvQYseE8AXRORNpdRnAVwWka8C+BUAn1dK/TK0W97Piw7Dt6yU+p+gxZZAR8P7t6O6VkIIIYQQQggJM7Lw4LsN5ygRQgghhBBCBtGOffDKoHYjXXCWEEIIIYQQQg4io4x6RwjpgQBoAailpDqAJoBzAOaQHj6SEEIIIYSMFgolcuQJREsd6cKlNoJ9dQD+ENdWAvBeAC+E0osAjj/VOyaEEEIIIYM4PELJqwO+CxiH5y0ddXwAqwBW2tsqRidehhEtvcgCyIVSuFwBMJ1S36t9kEwA1wC80U7/GsBvh17zGKLC6QVoQVV+ivdBCCGEEEK6HB5Vsfom8JUiMPYiMP4yMPEyMPY+YPwlwCrs9dUdSQTABoBlaLETTsPUrSG5QvEgRiFa+rXNYnSucR8J5QXAQwDfQ1c8vQHgCwA2Q+3OICqeXgDwXPs6CSGEkKOGD8DbYrKhF/+09+B6yf7i8ES9e/GcXP7STwHLr+nUXG7vUUD5GS2exl8Gxt+nt9lje3q9BwGBtrYMK2zS6gZZasoAxmJpPKWuAqCAvRMt+xUfwDyi4ul7AK5CuxMCOmLLexAVTy8AuIDDNFJCCCFkO7jQg5prANbbKZxfh/bocJEUFNsRIWlplOfZLgaA0wDO90iTOHp9jsPEsFHvDo9QCocHFwGqd9qi6S+628357gG52ah4mngZKJwD1OH62jewNWETr2slTxkhj94CJ03whOvKYEd9VLQAvIuoeHoDwHV0rXQZAJeQFFCnwZs/IYTsZxpICpq4uBm2XNvG6ytoF/GdSsY+O1cDehDyRijdj30GJeigS2kiag705NjvHG2h1IvGUls4/UXX8rR2FZD2mINd7lqcgm3lecDYH8bXVQB3ANwGsICuoOknduoDzulgsMDpJXgq7ePJwaEK4C1ExdMbAO6F2pQRFU6BK9/Url4pIYQcHgT6/jtIwAwrbgYNYgbkoO/ppVAq98j3K+ehBzYDIXIUB9M2AdxCVDzdDOXDglMBOAktmtLE1Akczc9wP0GhNCxuDVh9oyuell4DVl4HvKrebzhA5b0x173vA+zSjl5/A8BddIVQ2nYt5TgTw1lvetXldvRdkIPKMoA3ERVP32vXB5xAUjw9D/0QJYR0kVDyY9u0up3e7sVrHDWa2JrY2cBwn5MCUMT2xEy8XAS9NgYiAtQfApu3gI2bert5U9cpS/cBTUdvI8mOlMVw8MCu4IYzgRvOGG44FdywSrhhFXDTyuOuGbUv5cTHefHaCTivFM7BwHnDwjmlkN+TD+Nw4kEbDpag+zRLAJZE8F8YBoXStvE9YP3dqOVp+TWg8bjbpnhRu+uFrU+56fTTQZtsw6InLoQepBx3DNoN6jT0JP3w9iS0f2wBHJUgo0Ggv7fxABJvQo+MBpxFMgLfs9CufYQcJjah79X3Q9v7KXUPsD13JnIwsbB9MZNmuTF29/IPNyJA40lbAN3qiqGOKLoFeLFfa2YKyE4D8AGvCfg90haoGxnMF+Zwo3g+NW3EBt+na/dxfnMe56u3cb56D+dr93C+tohz9QeYba7CiAk1mA6g7D7CLl3gdY+1APG1h9WWU4/j/O2cK/3cIh5qysKyVcCSVcSSXcSyVcSSXcKSVcaSXcayXcKSXcGSXcGyU8GSPYYlZxyrTiX9n0KL0g4jAtQWEvOeZOMGVu0KbhfO4M7YS7g9+SHcGXsBtwvncCd7DLfNHO4plTCTF5AUP+HtKdDaQ/YnPrS7wRuxdBV6si+gLZ3PIBmB73x7HzmAiA+4GzpQTnNFp1Z7G9S1wvWxdvaYDqxTera9fQYoPwvkzwDG3n0r6kgXOmliaCPleAXtljoNbXUNtkXoDm/gpjSq7SjPvZXXPGoDdmFxlMHRe//7iuZKVPjExZAb++U640DhrE7Fc9FtYW44jyGRthhIEVCBuJJWf6HVTuK38FiZuGnlccMs4YZdalulxnEjM4k7zjh81ZXPGb+Js7X7OF9bwPnqXZzfvK1F1cZNnNu8iVJzOfk6wRSTUaPMvslTNladMSxlJrHsjGMpM4ElZxxLzhiW7TEsOWNa6NgVLNkhAWSV0TB7T/YwxcOEu4kJdxPjbhUTXhUTbg3jXg0TXh0Tfg3jXgMTXgMTfgPjfgOXnv0UhdJOUId2ievlDndbBBuxABCW38Kp6l2crt7BmdoCTvstnDYyOOOM43T+FM4Uz2PMzPDGSrr4ng5Asv4OsPY2sHED8If1Qt8fNJWJd7LH8UZuFm/kZvBGbgbfy83iRijCZNZv4vnafbxYW8ALtUW8UNXbk60VKDOjQ/mbecDK986bhXZdXtcZzqELwjISRLRLcZqwCepafQRQa1WLpX7YFcAZ06LICdK4rm886X6/W6vdYwwHKF1MCqjSM3pkdxv/2yZ0OP1Bwuc+9NzPNCYQFT7TSIqhaWjLP92bCBkhrfXe1qCNm9H7CQBYpZDwORsTQ3P6vnSAaEL3OdPmRV1H8h42hZQAE76H89LCKb8J02+lizoYUWFj9BY8NWViWVlYUiaWlIFlZWJJKe3WhpCLWyy/iv7LvhSh773j7e2w+SK2PljBOUpD4EE/KHuJoDvQD9s4x9HfGnTCa8BcfTPmuvfd7qiGsnSQiMi8p/cBvcyD5HAQuAAEncX1d9r5d7Srp9/otrUKgHk4YuZsmAW8VX4Gb5SfwxvlS/he5RLeKF/CYshVtdJcxVTjMfLuJvJeFYX2Nu8OkfcaKPgu8vCRB1AQIK+AvDJRgAHTysaEVh8RltbOyu+bgC7w6sMLm7R24vY/v1Voi5zxHoInVA63c8YAqzycZUgEaDxqf+9jv4X1a1GXlpAVyis/i0eVF3G/8iweFOZw38z2dH970uOly+gteMJi6DgYqGbfItIW7NvZtmdU9dvGj+l1PmVpy4NV0luTzsbbxt3UUYk3bun5QXEx1Ij9os08UDyrIxVHhFC7zhk/UoNny4gGmAiLqXl0PT0APagzh6SQmoW2mMeFTS/R0y9QmImtC53xdtrN++6RF0oC/Q/tFxzhHqJfIECb0fuJoJPYZshH8YH168DKX+iAEYELXz0UcLJ4Phl1Lzd7pH7whwK3qjt84U7g2jvA+tuh9b2gO9/FC+0R9JhLUvbEof+/P4Ge7xTMe1oBsCmCqviowtd5CKpQ2FQKVWWgobbuouV4TeS9WltYbSLvbuq8W+2KsnA+TZR5deRFkIePggjySiEPhQIUcoYFw8wlxVXffL4tegYIm7gbW1hMp2Fmu2ImLmTskOAJlzvtKrsuCH3o70FH5Pg+7reWcb+1hgdeXdcZDu7bZTzKTEJC7icBea+BGa+GExBMKxsnrDymlZGwAp0A3Zm3jdfUz6raok719ra20K1rrWOgCElstyp29jGGExVOdrmbt9rlXvvtkh5oCPJm/nDd/716SAjd0mIoLIrqsSFpI9MWPWe18ImLom1amo8iLrRXVFxIBanXoBKgp4j0Eze99pVwMFxRj5xQmn3lFfnxy5cjQmgz1sZGNzhCLyG06zad2v3ovKel14CNa939mWNJ8VR6z5769BO0XeXmk6Pia+8A1dvRtrmTXVeisCAqnAUMOu1sBQ96kvwmdECJ6jbyVRFstsVYVUTvU2gLMhOtlM74ILJeHYW22NJCbKO3EGvnLT/FuqMM3Ukys4CZ626tHGBk9dbMAka7zozX7xPLVwyBdrmIu789RPqCkBkkLT/Tfgsn6g8xvTmPE+vvYnrlDZxYuozi8l9oMRlg2DrYTjDoEHblyx5nByuMu9kVOgkRFCrHR/QB/V3NHAdyMzrZFV0HQ3/Gqj17Kb5NqwtvleqeI7EdcGzf7VMeG78W3wXcdS0Q3XWgtabzrXXADedD+9wN9Hc8Cn22EZE1pPBKa28VR99f8JradTwsgMKiqLYYbW/YQH6uK4Dioih7ov3Zk1GzBm19WoQWOGHRc9it6kdOKKlXXpHpy5f7WoOO44BEk2mta1e9sOve6hvdOStmXocsz8/qB1U2SCf0NqhzJiionoYtuQhVup2xQBCVn9UdNru4d++BbJkWhhdjPfeJYFM8bRGLiDEDm8qAdwQ7ATa6lp1e7m9BvowtjEj2dGl9u/07DVnh7EpowCIkoErvOTy/UxE9Z2OQ+Kkt6g58HMPWEb8CAZSd0Z4NQTlImWMc6Nkq4muPg9ZaV2SF8wnBFRZZKe0HudIGWIWtWbfSRBmkbRVKcY2r3Yta/JQJ5E+H5gmFxFDxnP5OsW9C9pgjJ5Q+8Mor8u1RRr3ba7wmsPZWVzytvgnUH2iTdeNRuluCMrSJOhMTUmExFS5bhaM52upu6jlCadah1JHqFOtQ5tjR/OzIlhFoMbZLMYj2DVnsgTtGECQlIaDeATZvIzK6nzuZIqCe0R28/WCpE18LwlTxsxCt91JmEJj5qNDJziTFT3YGyExwNP8gIKL/z9sVWXGBlvad6YkC8qfSo8YVz+nfEkU02eccOaE08vDg+xnxgcYS0HiohVMgoOoPQ3WhctooIqDdeOJWqVRhdUILsIN0I/RdPfKVZh2q3o22zZ+OdpYC61D+zMF6z4SQ3rg17eacdk8Iu5opCyhdSLrxlZ/RlpenHSDxXX3P7mX96dTdT7cg2JXB4ic/qy0DHMwhvfBbSVEVLsPvRpHLn9Zr7xBygKFQIr3x6kD9UcgilSKmwvleYaozk1EB1c8N0C6P/iEdrLC9/nay87NxPfo+7DHd4Ylbh0oX9UR7QsjRpfGkh8vtu9GRd6uUtEIFZcMZQvwstieypzyHM1NRl7dUETTN+xUhhGwDCiWyM4ho97NeQipSfhCN6hbGcAaLqY7gOtY/1GprIxRJLtaZCVvLjEx7fZZ4J+ZZLfI4ukoI2Qrit135UuZDbc5j4ER9Zer7Xj/rT25Gt+GIPSGEjIxhhRL9iEh/lGqHDh7XYmMQXhNoPO5vpao/AFav6G2vcMd2JSqm7LKOorP+jvbH714gUDijRdC5vxl1j8mf5oRRQsjOoQy9YGVhDpj5WHSfV9dLQAQWbXGTFqHMFO9JhBBygKBQIjuL6Wh/+Pzs4LYiOlxqX0vVAz1a21zRgmj6Y1HrUPGiDo1MCCF7iZkFxt6rEyGEkEMBhRLZO5TqhiMtXdjrqyGEEEIIIaQDhRIhZE9puA0sVZeglIJjOshYGTimA8uwoDiPjBBCCCF7xKERSjeWbuDvfPXvYLY8i5nSjN6W9XYsO8YOFyG7hC8+VmoreFJ9gsebj/Gk+kSnzSfdfKhuo7mReh4F1RFNwdaxHGTMDBzL0fXtfKQuaBvKp9X1Oi6trcl5JYQcWkQE1VYVa/U1rDXW0rdBvl1uuA0opWAqE4ZhwFRmJB+uU0rBNEwYql0X5LdYF9SnvUanrt0+rS7tXMNei2VayFk5ZO0sDK6zRY4QIxVKSqmPA/hNACaA3xaR34jtPwPgSwDG2m0+LSJfU0qdBfAWgLfbTf9MRH5x0Ou9vvg6vvHON9D0mpH6rJVNFVDhcs7mPBdCelFtVhMC53H1car4WaouwU9ZANlQBsZz45jMT2KyMIkXp1/EVH4Kk4VJjOfGAQBNr4mm20TDa6DpNtH0uvlIndtA02ui5tawUl/Rx4Xqg3bxe8F2MZW5Y6IryBczRVSyFYxlx1DOljGWG0M5U6YoI2QbNNwGVuur/cVOiuhZr69jrbEG109ZoypEwSmglCmhnCmjnC2j6BThiQdPPPi+j5a04Pu+LosPz9dbX3RdUO5s28dF9oXq0u6h+4WslUXOziFrZZG388jautxJVjeftXWbQGR12ofaxI/NWBkObvdARNDyW2i4DdRbddTdus67sXywz2ug0eruD9qEj6m36hARzFZmcXb8bCfNjc8hY/WJQHxEGFl4cKWUCeAdAB8DcBfAtwB8QkSuhNq8CuA1EfktpdTzAL4mImfbQun/FpEXhn29IDy4Lz6WqktYWFvA4tqi3q4vdsvrC3i08QgSC+M6lh1LiKggP1uexfHicVhcbHTPEBHeOHcQ13exXF1OiJ9wOWwNqrVqqecpOkVM5Cc64mcyr9NUYaqTD/aNZcd2XQT44qPltSIiKr4dVNdLpMWFXM/j2nWDOmIBpUwJY9kxVHIVVDIVVHJaTFWyFS2scm1hlR3riKux3BiyVpa/EXJgaXmtpJCJWXH6WXgGDYpkrAwq2QrKmbIWPNkyypkyKtkKStm2AGqXy9lom1KmBNu0d+mT0IhIRDx18mGx5XvbrtuKaPPEg+u5qLk11Ft11Fq1bnK7+XqrjmqrirrbbVNtVbcs+hRUR2TlrFxSjIVEV0ewOfmOgBumnWM6T32/DIuWuEBJFSRuvSNaUsVN+/hB4uZpRHTWynZSxs4gY2aQtbMAgLsrd7FUW4r8H2bKMx3RFBZRp8dOH3gRtR/Cg38QwDURudG+oN8B8JMAroTaCIByO18BsICnxFAGpgpTmCpM4aWZl1LbNL0mHm48TBVT91bv4Vt3voW1xlrivMeLx/tapSZyE+yo9EFEsNncxFpjDSu1FazUV7BaW8VqXaeV+orO13R+rb7WqdtsbsIyLGSsDDJWJvpjt/QPPWO26+1spE2Q79TZ3fr4uYJjg5vHQRHHIoKN5sZAd7elzSU8qT7Bcm05MVgAAJZhRQTOuYlzCcETCKGJ3ETnBrtfMZTR+T+XMqU9vRZf/I54argNbDQ2ut/5+ipWatHvfFC3uL7Y+T30E1uO6XQsVJVcpSusQharzv5sV4CVMiVaschT4/ke1hvrva03Pbbr9XWsNlZ7DsYEWIYVETflTBmzldmOhScugoJyIHoOWqcucOszYWp/mwNKICYCEVVr1VB366g2u4Kq2qpqARYSXWEh1hFgrTqWa8tYaC10xVn7XGnPs36YyoyIsbgFzDbtjjAJi5a4+Hla0dKrf1LKlDBVnEr2dWJth+3rDCsO1+pruLV8C7eWb2F+eV7nl27h967+HlbqK512hjIwW57F3Ngczk6cjYioU2On4ByideBGaVH66wA+LiJ/u13+OQDfLyK/FGozA+AbAMYBFAB8VES+3bYovQltkVoD8PdF5I9SXuOTAD4JAGfOnPnA/Pz8jl3/RmMDi+uLWFxbTFikAnEVH8HKWJmuJaqULqYKTmHHrnGvcH23I2jCAqdXRy/Ir9ZXh+7ohTt2lWwFRacI13eTozNt83PDS97Qgv1P435lGVbqDSgQZ+EbVELA2e22ZiZxw+p3sws6rU2viaXqUkLwRIRQaF+v91nJVlLFTrgcuMCVM2WK/X1KMNAQGVjYwkBDPwKrVGCpCn53adassADb70KZ9KfltbDZ3MRmcxMbzQ29bWxE6oL6Tl0jWhfO98NQRkS4lLNlVDJJ603EohMq02JKeiEi2hV7kOhKEV69xFnTbUaf13YfQRI8x81Mat8gTbzshEVrt1mprXTFUzgt3YoYFwxl4GT5pBZOE1Fr1KnKqV23zvZiWIvSKIXS3wDwYzGh9EER+VSozd9tX8PnlFIfBvDPAbwAwAZQFJEnSqkPAPg/AbxXRNYSL9QmcL3bLUQES7XeLn6La4t4uPkwMdpQyVb6WqVOFE/sypcomLyaNprd6WS1RU683GvyfUApU4p0psIdrk5HLBfbn60gZ+dGcuPwxU/67aaZxMOiK8X3N3JcH/P604oz27BhmzaqrWrqfsd0Ul3b0soT+YlDNbJDtkfTa2Ktvtb9rYesuh1BFRdd7bInXs/zOqaTEE9xkRX85vNOvvPdtk0blmHBMZ1OObyPk8XTERFtjUwRKoHAie8LC5+4+Gm4PRb8juGYDopOEQWngGJGbwtOoVvnFFHMFDtiJ82iU3SKB65jSAgZjIhgpb6CW0u3UkVUuM9oKhMnK10RFZ4Pdapyale9ePaDUPowgM+IyI+1y78GACLyD0Nt3oS2Ot1pl28A+JCIPIyd65sAflVEeiqh3RZKw9DyWni48TAqoMLWqbWFiCkT0D6hcRe/uIVqMj/ZeeC4vtvpAKVZcFZqK1htdEeZV2urnXLLb/W8dtuw08VNpjuqHJ4fEXSOytnygXFXGyWe72kB1Ut0BX7IPURX02uinC2nih92OMhuEbh09r2/hMRVeECll9AfBsuwOuLJMi04RkhQhYRVWGgFxzimExFdQXIMB5Zpdfb1EmlBaPpwOX6+cJsgqlkvfPFRbVZ7WmniAmeQRWfYuW55O98VNJliQtiExU5c/ITLBafAwRZCyLYIjApxERVYpsKWaMuwcKpyquvGN3G249p3snxyx13E94NQsqBd5z4C4B50MIefEZE3Q21+D8C/FJEvKqUuAfh9ACcBTAFYEhFPKXUewB8BeFFEluKvE7AfhdIwVJvVjotfWuCJxbVF1N165BjHdDCRn+i4QPSj6BQjLjNpbm1pcxpGZd0hhBwNAitWYLkKBgBaXksnv9XJd+r9FlzPRdMPtQu1jxzvteD6rq7zW4n24XO4vju0wNgqCipVeLm+2xE3w8yfUFDpgiYTEjBhgdND/BQzReTtPOedEUL2NSKCJ9UnHctTXEiFB9tsw8bpsdMRC1QgpmZKM9u63+25UGpfxI8D+CcIprhIAAAgAElEQVTQUxG/ICL/QCn1WQCXReSr7Uh3nwdQhA7s8PdE5BtKqZ8C8FkALgAPwP8gIv+m32sdVKE0iMCkGXfxe7L5pOviFrP8BHMNypnyvvEFJYSQvSSIgDhIpKUJsnid67uJY8Pna3pN2IadLmji1pt2PQenCCFEIyJ4tPkoIaLml+cxvzIfCf7imA7OjJ2JCKi58TmcmziH6dJ0T1fufSGUdpPDKpQIIYQQQgghWkQ92HgQEVHzK/O4taS34bmXGSuDM2NnEuHNz46fxWxlds/DgxNCCCGEEELIjqCUwnRpGtOlaXzozIci+3zxcX/9fiSYxPzKPOaX5vHvb/z7bQXaolAihBBCCCGEHGiC9Z1my7P4gbkfiOzzfC8ion720z871DnpekcIIYQQQgg5Mgw7R4mLVRBCCCGEEEJIDAolQgghhBBCCIlBoUQIIYQQQgghMSiUCCGEEEIIISQGhRIhhBBCCCGExKBQIoQQQgghhJAYFEqEEEIIIYQQEoNCiRBCCCGEEEJiUCgRQgghhBBCSAwKJUIIIYQQQgiJYe31BRBCCCGEEEJGj+cBGxvA+rpOa2tAtQrYNuA4OoXz8WTbgHGEzCwUSmRPEdE/2NVV/WNdXU3mV1d1G8cBslkgl0tPg/bZ9l6/W0IIISQdkWjy/a1tR3mMYSSfsUH5KHWa94pmsytsAnEzbDm+b3Pz6a/HsgYLqmFE11babPdcpgko9RTv9ek/LnJUcd3+4maY8tqavgn3wzCAQkHfKBqN7V+vaW5PYG11X7je4i+MHDFcF3jwAFhc7Kb794FSCbh0SafTp9m5IvsPEd2JfPgwmR48iJaDZ9dOCpeDiuPs7HNzUH02u//vHyJArbZz4mbYvk82q++15bLelkrAzAzwzDPdcnhfUM7n9b272dSp1erm+6Vh2lWrwMrK4HauO5r/hVLpgmpY2I07gogA9fr2xU2Qr1YHv5bjAJVKN5XLwIUL0XJ8f7xcLHZHA3xf3zBqtWSq19Prh923tpa+72nEmWVt/wFi2zpZlk5Bfqt1w7Y3ze2/T3L4qdej4qdXevRI32P6USgAzz3XFU7PP6+3Fy5wcIHsLK0W8PhxuvhJE0C1Wvp5ymXg+HGdLl7UzyfD0Emp7jac3+p2t4/dSlvfTz5Hez1Xw/Wbm/rzT2v/NB3juDjbaZFmWdqT5WnEjecN916KxaSAOXcuKWYGlYvFg+05IzJYeO2kgPvSl4a7LiWDnmgHhFdeeUUuX76815exK7iuHqFdWRksZnrta7UGv06xOLyY6VXOZEb/eYyatAfETgizfvuazd1/n0o9vdjabp1t65v92JhO4+Pd/NjY4fge7VfW1/sLn4UFvV1ZSR5rmsD0tB6x7JdOnNDHv/VWN125ord373bPZ9vAe97TFU6BiHrmGd15IUREP8fiAqeXCFpaSj+PbXeFT6904oTeHjumO9NkZ3Hd4QXXTtXvhNXCNIcXL4PKhcL+t44dVpRS3xaRVwa2o1Daf1SrwO3bwPx8erp3r7+Z3jS3JmbS9pXLtDDsJb6vxazrdrfhfL+6rbbfzfPG9w17+8nlosIpTUzFy0FdpXL0rBQiwPJyV+T0S2n+6pnMYPEzMwNMTT39fWJ9Hbh6tSucgnT9evc+p5QeYQ1bn4JUqTzd65O9p9HQlsg0C09a6jWQND7eFTeD0tjY081bIAeTQJwNElatlh4sThM32Sy/O4cBCqV9StCBCURPmiB69Ch6jGUBp04Bc3PddOpUtxMYFzv5PH/E5GAQCMJWS3eYV1b072NlJZridfHyIBeHYrG/mOpXLpf3z4if5+n7wyDxc/9+ustosZgueGZno+X90Ims14F3341an956C3j77WhHeXY26cJ36ZLuDO/1eziq+L7+jQ5ycwvS6mr6eTKZqPDpJ4KmprY274AQcrShUNojfF93UnpZg+bntd9rmFwuKoLiaXaW1h1CehFMwN6OwArcV/vdBpXSAxDbtWgVCoM77M2m7kQOsgA9fJguCsfHk2InLRWLT/dZ7wdcF7h5M92NL3xvHR9PWp+ef56BJLaD52kXtkeP9HyTR4+i+fgcoEeP0r+nSmlB08/NLZzC81MJIWQnoVAaEc0mcOdOVPiErUJ37iTdAiYmosLnzJloeWqKDwNC9grf13Metiqwgrr4wEcc00yKqUolOjfo8ePkcUrpzuIg8TM9zfkTgBa79+4lXfiuXIl+vvl8N5BEWEhduHCwJ0JvhVotKXTi4iecX1rqPZhQLutn2LFjvS0+Qf3kJAf9CCH7AwqlbbKx0d8atLgYfWAopTsrvaxBZ85ov1ZCiMYTDwuygHl/HvPePOb9edyTeyiggBljBrPGLGbUDGYMnYpqf5tBXFdbpbbqNjjIDe748aM3t2pUPH6ctD699ZYe2AoIAknE3fiefXZ/B5Lwff39S7Py9BI/vdZRMYyu6Am2vfJTUzox0Aoh5CBCoZSCiH5IpAmgwCoUj5Bj210LUNwSNDen3TjoF01Il7rUcce/o4VQSrrr34WLaOihcTWOTdlEE8lZ2kUUO6IpLKDi+XE1DkXTLNkCQSCJuIiKB5I4ezYZiW9UgSSaTf2c6uXillbXa45ePj9Y8ITzY2N0SySEHA2OpFD68z+/jIWF3tag27eTa/8Ui/3nB01P88FBSJhVWe1YguLptn8b9+V+pL0BA7NqFnPGHObMOb0NpTPGGRRUASKCZVnGoixi0W+nUH5BFjr5TSSHxDPIYNqYjgioWTWbEFbH1DEYij9q0ptGQweSiLvxvf12NEjGzEx6JL4TJ7TAEtFeCv3c2uJ1vQIbANqNexjBE+Tz+dF/VoQQchA5ckIpk3lFfP9yIkb+1FR/ITQ+zvlBhASICB7Kw57WoHl/HqsS7cllkMEZ40yqAJoz5nDKOAVb7ezkj3VZTxVT8fyyLCeONWHihDox0Eo1raZ3/LrJwcbzuoEk4iJqfb3bbnxci5RHj3qHsnacpCtbP/EzMUFXzN3AFx8b2MC6rHfSmqxFy1iDAwfPmc/hknEJc8YcB18IOWDsC6GklPo4gN8EYAL4bRH5jdj+MwC+BGCs3ebTIvK12P4rAD4jIv9jv9eanHxFfvEXLyfc4gqFHX5ThBxgXHFx17/b0xp027+NOuqRY8oop1qCgnRcHd+3nYS61HHfv98RUAv+QqqweiSPIEjeC6fUVEJApVmpcmofT2IZEhFBHXXUpIYaap1tXZJ1NdEp0T58TOwcGWQwZoxhTOk0rsY7+bS6iqrAVAdj5n8QSCIsnOr1rthJEz+lEgfpdoqWtLpCBj3ETVBO2R/Ob2BAdJYUcshp0WRewiXjEi6Zl/C8+TwuGhc52ELIPmVHhZJS6l8B+AKA3xORPkudRo4xAbwD4GMA7gL4FoBPiMiVUJtXAbwmIr+llHoewNdE5GzsdX0Afz5IKJ35wBn59T/5dThw4CgHnb923lZ2oi7ezm7/7ddO31HCFx8uXLTQggsXnniwlY0ssrBgcS5KD6pSxW3/dro1yNNBE3xEf8In1ImEFSicxoyxPXo3u0dLWngoDwdaqe7L/cT8KgCoqErf+VNBvozyUN/dsGjpJUYi+9LETUr7fsKngZSFl4bEhIkccsgpnbLI6jy65SaaWJEVrMgKlmUZK7KS+C7GKaGEcaO/oEqtM8ZQQon38n2KiKCBRlKwoIe4CZeR3B8f3OmFAwdlVUZJlXRCKVpWKWWk769JDVf9q3jLewtXvCt4y3sLb/lvYd6f77yeBQsXjYsd4RSIqOfM55BX9IskZC/ZaaH0UQB/C8CHAPzvAL4oIlcHHPNhaEvQj7XLvwYAIvIPQ23+FwA3ROQftdt/TkR+oL3vrwH4ywA2AWwMEkrqZSX4g4FvZSgsWD0FVyCo+gkuB+02ffZvpV3a61mw4MKFK25XUEhXWLhw0ZJW+r5Qvu++8PHb3Re+vi3sSxvd7/yvoZBFFhmVQQYZZFUWGWSQUZn0+lB+YNtQ/TCvYand84UJ5vCELUBxMfRIoqsVmzBxyjjV0xp02jh9KKwhu4UvPh7L44Euf4v+YmrnLYdcRzwZyuhphRm245dGIFqyKhsRL2HREq/rtI/V9RI+nXO1X2M7o+Yigg1saOHkL3dEVFxM9SrHXUDjGDBQUZXhRZYRrSugcGQGZHzx0UILTTTRlGZnm6iL7fc21+DcvIv8tQX4G2tYLQPLJQ9PSi6elF08LDXwoFTDirXZseYE4iZtwCGNPPK9xQyS4qafEHLU6CMvbcomrnpXO8IpEFLX/Gvw0I26cdY42xFOYSE1boyP/BoJgevqRc+CNSpWV3XUmuee03H8jwAjcb1TSlUAfALAfwfgDoDPA/hfRaSV0vavA/i4iPztdvnnAHy/iPxSqM0MgG8AGAdQAPBREfm2UqoA4P+Ftkb9KnoIJaXUJwF8EgBOnT31gT+7/medm3gLrcgNPe0mv5V2TTTRklbf/Z1zprQb9qGwX7Fhw2r/2UrnbdiwlDXcvlC+777w8aF9Bgy00EJd6miggYY0UEcdDWmggUanftj9adHVtoMJc1sCa5Bws2BhURYjIbTn/fmEW0gOuZ6WoDlzDrNqdlfFHNGICFZlNVVALfgLnYAXcSEzUNwM0f6ouPp44mFN1vqKqUSd3y2nBQQJY8EaTmT1sHhZsFLFR9ozZJh2Qz9/tvHs6/d8Gl8GLt4ALtwCLtwELt7U2wu3gNn7PQ+LUM8ZqJVt1MoZNMtZtCp5eOUC/EoJKJehKmMwKxOwKpOwK5PIVk4gNzaNXGUaZmVchxfM5Q60r2JTmrjmX0tYoK56VyMDIyfUiYQF6pJ5CTNq5sgId/IUNBr9Vy0Pr17eq/8/NaUF03PP6fURgvzZs4dqouSOCyWl1CSAnwXwcwAWAPwLAD8I4EUR+ZGU9n8DwI/FhNIHReRToTZ/t30Nn2tblP45gBcA/GMA/0FEvqKU+gyGsCjt1oKz2yVtxG5bIi10rAULtliwfQNOS8Fx21vPgN0CHNeA7SlYLYHjGrBa0inbnoLlAmbLh+UqWK7fKZuuwPSkk1ctF8rzgFZLj0K4bjffr24n94noBWb6LVi1hQlpvvhoopkQVWniaiv7tyPa+nZS1HhPa9CcMYcpNcWHJyHboCUtrMrqlsRVOD2N1e9pCAaS+nkqbMX7ISM2JhYbOHZzDcdurmHy+jLGby6hcuMJytcfIrMSDRXbmJ1C48IpNM+fhnthDv7F85Dz52FXJlFaF2TXmlBra3qEenVVr+aclg+XB63aDOgOWqWiV7itVJL5Ycql0r4LY+uJh3l/PmJ9CkRU2GpaUZXI/KdgPtRZ4yxdTI8CGxvpgmdhIVpeTgYwgmHoUJz9Vi4vl4EbN/R6CVev6hCfV6/qiDQBjqMXmwuLp0BMlcu791nsEDvteve7AJ4D8GVot7vF0L7LaS80pOvdm9BWpzvt8g1o975/BeB0u9kY9Dyl/15E/mmva9wxoSSiO+fNZnfbL+1lm1ar9wIao8Y09YPLtvU2nI9vh63rty+YLR3Eer97F4kQh5OT/UMcTkzsyxFJT7yOoAoEVAstTBvTKCmuVkzIfqQu9Z7iatlfhgdvaLGS6ordY/+2OsWuq++b168D165FtzduALVat61p6pHjCxeAixf1NsifOzeamOOep0XTMKKqX3mY52GptH2hFZR3YfFEEcF9uR8RToGQeiAPOu2yyHai74Xd+C4aF3fF1fCg4YuPdaxjxe/v4luVKnIqhzzyKKgC8iqPvMqjgMH5HHLDBaIR0cJmGAtQ2mCC4/QXP0E6dkz/rrfDkydaNAXCKUjXr0d/bzMzUfEUCKjTp/fd4ETATgul/0hEtjQDSCllQQdz+AiAe9DBHH5GRN4Mtfk9AP9SRL6olLoE4PcBnJTQRQ1tUTp+XC7/xE88vTBpJbwIdw7HiSbbTtYN28a2tyY0dlK0mObef/E9D5FFs4IVg8MpvmhWodBfSM3M7P37IoSQ7VCtatFz/XpUCF2/Dty6Fe3U5HLA+fNJIXThgrbO2wfQfVNEfwZbFVnxffUhLIXZrF6dd3IymqamknVB/fj49jurMZb95VQL1C3/VqeNCbNnIImCOrjhgEUEm9iMWnhTrL69LMWrstp3DjSgrXd55FFDDVWpbtlVX/nA6ccZnH2YwZn7Nk4/sHHygcL0A8GJBz6OLbYw8aCJsQd12I2kuG8VMmhMj6M5MwVv+hj8mWmomRmYM6dgzZyGMzuH7Mw5qMnJvRv8bTajFqjACvXWW9HF4HK5qAUqyD/zzJ4v9LbTQum/BvAvRGSlXR6HjmD3zwYc9+MA/gl06O8viMg/UEp9FsBlEflqO9Ld5wEUAQiAvyci34id4zMYRihZllw+cWLrgmMUbdLaWda+tGYcWkT0SEiv1Yfn54Glpegxtq1HPwJXvriQOn0ayGT25v0QQsjycroQunZNDxyFGRtLF0IXLnBQqB/NZm8hFc4vL+tnTDz1GmxVKimu+gmrIJ/NDn3pm7KJt723UwNJhF2854y5VDe+CWPiaT+9oQissalixh8seAbN+S6g0J1PuIUlCcbUGMqqnLAGueKihho2mytoLM7DXbwDb/EuZHEBavEBzMWHcO4/Rub+MnKLKyg8XIfhJfvWa2MWHk/beHjCxP0TwMIJwd1pD/PHm7g77WPxBLB4AtgY0pEkj/yWLF2RvCp0ji+ograCwYSpTCT+UuoMZSTrYEABev5T3IXv6lU9YBPWHHNzyXlQzz0HTE/vSn95p4XSX4jI+2J1r4nIy09xjTvKfp+jRPYhGxtJ8RS2TC0sRH/USukfcD+rVImucmSHEdHWgGHn+G11TuBOzi/s195xtFW3WIymYerC5QM+qb8vIsD9++lC6Pr15ODOzEy6ELp4Ubsak91FRD9XHj9OF1G96vvN0crntyasJie1i2DoN9KSVjSQRFtEXfWuooau2+VxdbwjnC40L2DyySSyj7JYf7COpbUl3Tk2TMAA/v/27jxIjvQ8D/zzZtZd1V3Vd6PRB4ABZjTgkJyhMaRtWbYsSrs017akMB0SLXFNWTK1uxYtayWbVCwVlOndWDoUXGnDq8OUlhZN06ZoSbRpiaYu0lzTQWkGwxlyTg4wMwC6B0Af6LOq68x89488KjMrq/pAF/rA85uoyLsqGzldnU++X37ZkAbqUkfdqKNm1FAXZ1iTGqqG05PntrGNqjjDilRQkQrKRhlNowkYaL8EUEP96ZSRwoA5gEFzEIPGIAbNQRTNIoqJIkpmKfQaMocwbA77r5JZQsbMwDAM53g0Gk7TUu9Vq4Wnu83f2nJ+F4P3Aq2sdB4fEadpW7S529RUeHpysmfobWoT29jGtm6johVs6za20X3cX6/beGSbCio7Po7hIBjoDFBe0MpXDTzwquLBKzbOX2nh/BULD7zcxNmrDeQr7XOt8qCJ6+czuPFgDvMP5rDwYAELDxawdHYAdjrpv1/os3YZ8ILzPpL7yIEGpW8CeLPXJM59RtI3VfUN+//nPFizD8zqh3/xw8hn88hn8shn88hlcihkC848d342nXV+gYh20mg490J1q0jduNF59XBoqLOTieD02NjJPcm71+ICRL9O9vsdPnZa/zAc0H2IapqoqwXDspGs1SHlMlCpOCeH3ivaTLYXkd0HrJ1CV3BeKnVvfjdbLWB+vvNeIe8V/LcwDOd7IxiEvOG5c3yi+klRr8cHqF7hanW1e69liYQTlHsEq8bgAG5LE99oLuBy/TV8vXwN11dex8riCqpLVcjGAf8uqCKpQMYGspYiYyuyFpCxFRkbyHjz/HFnvbQ3z1ZkLCBrq788NM/dLmsr0v64k732o2UINgpZbA8V0RofgzE1hfTsGQw88CByZx+AeEFoYuJY9ASnqmii2TVcbes2rOh/2jGn5zwb9v621RaKN8s49fIGpl7exNTLZUxf2cL0yxWMv95+vp9lAK+fSePag2m8diGNVy4k8eqFJK4+mMDKCPb0uTZsYBgHGpR+AcAZAL8Gp4nc/wRgXlV/er8H7aAlBhM6+Lbd9brhBSkvPOUyOX+6kC0487K50HqFbMFZL25eNo90Ms3ex+43tu1cceoWoq5fd65KBWWz8c36vNfU1N1/6ao6+9bvnggPa1lw/DB4AeJu7vfzxg/y3sGDXL/HfYiqinK1jOW1ZSyvL2NlfcUfBse94Z2NO/D+zqSSKYwPjfuvsaExjA+PY3xwFKdyRZzKDGDUzGA0kUGuZUO2t8OBKhqwdppX38NDdBOJvYeuXkFsY6OzInT1qtP8JPj/bjodvl8oWBmam7snHQfQMWRZwPp613BlLS+jdnMBzcXb0DsrSKxvILNVQdLqXlXYTJmo5DKoDxbQLA2gOpbD5ngSy1OKjeEWCvUkBqoJFKoGcnUDuaogU1OkqzZSVQvJmoVErQWzWgdqNYj7Mmp1SL0Osfdf0WilU7BSKbRSSVipJFqpJJqpJFrJBFrJBJpJZ7yZSqCRTKBpmmgmTTQSJhrusG4aznTCQM0U1BMG6oaBuulM10ygZghqpmCzWcPrKzexsLSA7Vr4Qk4+k8f0xDRmxmcwM+G+xmeceRMzmBye5AX5g7K1Bbz8cmdnEi+/HP5+HxmJ79L87NnYcypVhWEYBxqUDAA/DqdjBoHz7KPfUNVD6nKt01ve8hb94p98Edu1bVSqFZSrZVSqFVSqFWdeLX6eN12uljvm1Rq77/7VNMxQ+AoNg9WtyLxQOIsEtlwmh2SivzfVWpaFltVC02q2x1tNtKyW/2q2wsss22qv0wqs575HdPvgek2rc7tWq4WW3f4cb/vg51i2BdMwkTATSCaS4XHTRDKRRMJIIJFIIGG6L3c8aSaRMBPt9cz2Ot72wfX87bp9TmD70LLA5wBwAsv6eu/7pJbDD4iFaQLT0+2eYvYbMg6DYez9ZP0gT/zvxecchY5M+qDRbODOxh0sry9jeW05NvAEx7t9NxYLRYyVxjBaGsVoabQ9XhxF02piaXUJS2vua3XJ+bz1ZdgxJ1DZdNYPUxPDE+3xoYl2wHIDVy7T5abgZtMJTXsNWL3WKZf33tvo4GB8EDp/3rk4cgL/n6L+alkt3Fq5heu3r+PG7Ru4fvs65hfn/elbd26Ffq9Mw8TpsSk8OHwaDw2M4nxmCHPJAqaMNMZsA8VqE0bcfVcrK/EX/DIZZxj32s+yXtvcq2pvDFXF6uYq5hfnndeSM1xYWvDnrW2Fu+ROJpKYGp3qCFBesDo9dhrpFO93viuW5VyQjrsXarHdKySSya5dmkupdPAPnD3K+nGPkmVZ7eAUCFBx49u17XYQC8zzQ1tgm5a1+yvhqWQqXAFzA1gmlYGtdjuAtJpo2XsPIIdx/A3D8IOJH1IiYSMUeMwETMOEZVtdw1fo57MsP5DFnYD1m4h0D1NuoPPG87ZgqtbCVLmJyXIDpS0b9lYaje0sClLHiFnFiFlFNgmoX4VIQBJOZyGSSEKSSRipFCSVgplKw0ilYKTSMNNpZzqdRiKdgZnOIJnJwsxkkExnYXidjhxU2ODJ3pGhqtgob/jBZmltqWf4Wd9aj32fVDKFsdKYH3jGSmMYHQqHoGAY2s8ff8uycGfzDpbXlrG4uugM15yhF6i8cHVn407sexRyBYyXxjE+3BmmvPGJ4QmMlcbu/gTFu+9hp0CVz7dD0WH2TkXHkmVZuL16Gzdu33Bei+Ew9PrS67DsdmAXEUyNTmF2chazE7P+cO7UHGYnZjE1NoWEuc/WCo2G0yQ0k3EqoPx/OaRcLTvhaXHBD1J+mFqax+07t0PnWiKCiaGJjgA1MzGD6XFn3kCO9zvv29pafJfmV6+GqvmCg216dwHA/wngIgD/bjRVPbevH6IPjlNnDo1mww9UfiWrGqhu1Trn+QHMDVzVejUcLCIVlGD1Iy6AxIYU9yQ+VGWJqZbEVWW6fo63zGhvdy9L0rZthyphoYpZJGjtWE2LVsy8UBoXRgNhLfo5taqFzTVBZT2BykYC1c0kaptp1MsZWI0uFUSzDk2UYSU2YRmbsBNbsM0tZ5jYgp3YBKTh1Ht3KWEmkE6mkUqmkEllkEqmQuPeMJ1MI51Kd6y76+XusnSq+/ZstrqzWqPmBJtAxadX87e4CzIiguHB4digE60EjQ2NYSA3cKSOTbPV9H++xdVFvyrlBSy/WrW21DX8FQvFdvO/4XGMldwQ5QYsL2yNlcb6XtGn+5eqYnF1ETcWb3SGodtO5aLZCrcOmByedALQ5CzmJucwMzHjj58eO41Uks00j6JGs4GbKzc7q1JusFpYWug41qWBkh+gpsen/QDlBavREh82v2fNJvDaa35wkg984ECD0lcBfBjALwL4GwB+xN32w3e73wflOAUlOvkqlQauXVvD9etruHZtDdeurbrDNdy5E27vPDlZwNzcMObmSjhzZhhnzgxherqIra06bt/e8l+3bnnjm1hZ6bz5PZs1MTyawdBwEsWhJIolE/mioDAIZAdsZPIWjGQDzVYTtUYNjWYD9WYd9UY9NGw0G7HLG81Gxzp7qY72kkqmdhXwezV53O2FgL02z+x1EaJrM86Y5dELBJZlYW1rrSPodGv+Vt6O7xkrl8nFh56hzhA0UhzZ/1XlY6beqGN53QlPXrUqOL68vuxXq7a2t2LfY3hw2Gni51arugWs0eJou8ktEZwgdGfjjtMUbvEGbtxygpAXjOYX5zuasI6VxjAzOYO5SacK5IWhuVNzmB6fRia1+67C6fiwbRuLq4sdASpYlYp+/2fT2XCACt4vNTGDyZHJE/ldr6qoNWqo1WuoNqqo1WvOtDevXg0trzfqHfO8bX7ln/zKgQalp1T1z4nIs6r6Rnfef1XV7ziAn/tAPPLIm/Xpp7+OZJJ/rOje2N5u4Pr19dgwtLxcCa07Pl7AmTNDOHNmCHNzQ/747GwJudzerwLW6w3HuHIAACAASURBVC0sL1fcALUZClTea2mpAtsO/36n0wlMTg5gcnIAp04N+OPBecPDORjG7q5UWZbVDlG7DFvdQlqwgudV4+LueYveMxdscuovi6nyBbc/DMEmp4ZhoFKrxDYNNQwDo8VR5wS8R+XHG+az7Pnsbm3XtkMVqVDzv9WlUFPA6I3dQPiYeWGqkC1ARPyAbBiGMy3xQzEEAvG3EUSG7roQtLeNrBecJ4b0/DxvPQh6fl6vz+3YBxH/Ffd5znM+BWoDtrqdtqkAKlB15isA5+5ngW0Dtq1QhbPM3UZtcb7bVPzltq1QCNRSvz8bDWxv2+q/n2XZ7jA4Hp6n6o0rbNuODBX5fApnzhVQGm9gW5cwvzjvV4VuLN7A/O15VGrhvwPDg8PtZnFe07jJOcxMzmB2Yrb7vXZ0X/OaUgerUd64F6pW1sNdl5uGiamxqXZVyu18wgtW0+PTyKazd71fPUNJYNwLMzsGGXe83qi3Q00g4NSbe+igJ8I0TGTTWWTSGWRSGTz7b5890KD03wB8B4DfBvAlAK8D+KiqPrTvPT5g6fS0Xrjwv+Kxx6bw1rfO4PHHZ/Doo6eQybDpBO1frdbE9evrbghyhl4wWlwMX+EZHc37ASgYiObmhpDP3/smEa2WjeXlcpeqlPNaXCyj1QqfrCeTBiYm4kOUNz42lodpHt97kro2p4wJZHH39kU7J9kx0MV0YjKQG4it/AwNDLHHpCOsXC13dEoRDVhLq06gUlXY6px0B1/ePH9o21DozvdUKgCYgJoQNdyh2TEPMJz53vLYeQYAMzDP27a9vP3ekW1hxLyP+xAcFfezBE5b4MC8vbQNPgLc6AWIe1xEnRdsqJ10/y0A26jCSt+GWVjD2CnF3AMFXHjgFObcZnGzk7OYHp/GYH53PfMS7dV2bbvdwcRSuFnf/OI8bq7c7Ph+GSuN+aFpcmQSLasVG25ClZh6DbVme/l+BUNLOpl2xlMZZNIZfzydas8PLs+kMu11U1l/m3QyHdo++j7RptQH/cDZxwG8CKAE4J8BGATwC6r6p/v6F+qDCxce0fe855fw5JPzePHFJag6J3xvetMpPzi95S2nMTDAnkYorF5v+eGnXR1yXrdvh5vkDA/nQmHIC0Jzc0PH8v8t21bcuVPpCFDRYNVohHv5Mk3B2Fghtirlharx8QIrvHTiNZsWVle3sbxcwcqK81perqBSaaDRsNBs2mg2LbRazrgzL/hyljcaFlqt9nh0ebNpwbL60/mOiPP3MpEwYCYEiYSBREKQSLpDf77ANMUZ94YJZygGYAicSpahbhXJeW8RhfjjcJcDcKcNw/25vPXgLnfXE1F/XYjtDtWdrwDUDzECZ32F7eQ0sUPLVW2I4Zam3PXa6zvvpd420I4g6w1TZhZZPY3mVhFrtxOYv1bF1aur/oWn4eEsHnlkEo88Mok3vtEZnjp1tO75o/uH10uiV426cfsGrrx6E9eureL2rSo2N1pIJG0k0zbSWSCdFWRzglzeRC6fQC7XGVqCQSYYWkJBJrBNOpX2x4/C/Z8HFpTch8t+VFX/8UHtXD8E71Ha3KzhqadexxNPzOPJJ+fx7LO30WrZMAzBww+P+8Hp8cenMTzMUvf9oF5vYX5+3Q9AwUB069Zm6Ll9Q0PZjiZy3r1DxzEM3S1VxdpatWdl6tatLVSr4SZtIk6VrVtVynul0yevHTUdb5ZlY22t6oeeYAgKzrtzp4LV1Wrse5imIJVKIJk0kEyaSCZNpFKmP51IOOPOvODLCKxrIpEIbm9E1nXmee8V/pzwvPB4eF+Oc3X4KKnXW3jppSU899winn32Fp57bhEvv7zsB9yRkZwfnLzwNDFRYHiivmg0LLz++gauX1/DjRvruHFjPTQevQDaSy6XRLGYcV9ZlEoZf7pUygaWhacLhdSR/f/7oCtKXwLwdj3CfYn36sxhe7uBZ565hSefnMcTT8zj6advol53bkK/cGHEDU1OcDp1iqXx46rRsLCwsB6qCHmB6ObNzdD9OsViJlIZGvbDUbHIG2b3SlWxtVWPrUwF521tdbYvHh7OYnJyAMViFgMDaQwMpFAopN1x51UopCLTzjCXSx7ZL2E6WmxbsbFRw/Jy2Q0521heLmNlpbMatLq63XF/HwBkMgmMjeUxOuq8vPGxsTxGRpyhNy+bPfwrpnT4arUmXnwxHJ6uXFnx//8aG8t3hKfx8cIh7zUdF9vbDTcArePGjbXQMHrek80mMTtbwtzckD+cmythdraEiYkBVKtNrK9XsbFRw8ZGLTTenq5jY6OK9fUaNjdrWFur9gxcpimhcDU4mHFDVhbFYrpn6Op3i5SDDkofA3ABwL8H4N+dqKq/ezc7eZD20utdo2Hh2Wdv4cknF/DEE/N46qkFlMsNAMDMTBGPPz7jV53m5ko8ETtCmk0LCwsbkSC0iuvX17GwsBH6UhgcTOPMGa83uXYYOnNmCKXS3d3ESPtTLtexuFiOrUptbNRQLtexteW8KpUGdvp6Mk1BodA9SO0UtLxlvKJ+PHkB3Qs6vSo/KyvbHffjAUAqZYaCz8hIzg08BYyO5jA2VvDn5fNH9+ooHR/VqhOenn32Np577jaeffY2Xnnljv/3a2KiEGqy98Y3TmJ0lJ223I9UFevrNT/8eBUhbxjtOGpoKIvZ2VJsIBodzffl+6tWa7pBqh2oNjedaS9QxYWura16z7/x+XwqUqnyglZc6Mr4gWu339MHHZT+VcxsVdW/t+PG98jddA9uWTZeemnZb6r35JPzfnOK8fECHn982g9OFy6M7rpHMNof21bcvr2F115bDbycYLSwsB5qp18opALVoFIoDA0NZXlSc4zZtqJSafjBaWurHghSjch0HeVyeJ43bDZ3fuhwLpeMCVKpSKDqHb7YhPBgqDrHfWVlOxJ4yh3zVlYqsVczEwkDIyO5rlUfb3psLI+BAT7Hiw7f9nYDL7zQDk/PPeeEJ+8UbXJyIBCeJvDIIwxPJ4VtK5aWyn4ACgaiGzfWsLkZbokxOVnA7KxXDQqHocHB49MixrJsbG3V3YBVDYUt51UNBC1vnTrW13tXsRIJIxCi2pWq4LxSKYvv//5HDi4oHQcH+RwlVcUrr9zBE08suM31buD2baeHs1Ipg0uXpv2q08WLE0gkeDV6PzY2anjttVW8+qoThq5dc8avXVtDrdZ+Pk8ul/QrQuH7hoYwMpLjSQ51paqo11uhINUZunotc+ZH77+Kk0qZHZWqXsEqkTBhGOLezO51qwz3Jvj2uDffW8e7UNO5bbftu23buV7cZ+9nH735QdVqsyPktMedZnBOc7hK7L+3YQiGh3Nu0MlhdNSr+HQ2hSuVsrygRcdeuVzvqDy99tqqH56mpgY7whPvuz6amk0LN29udlSEnKZy6/7tIIDTUuL06WKoaZxXHZqdLd33vTmrKmq1llu5coJTXOUqGK680BVs/v/qqx888IpSx4onpaK0E1XFwsIGnnhiHpcvO831rl1bA+CUBt/ylik/OL3pTad4ZTnA61HutdfWIhWi1dBN0KYpmJkp4ezZYZw9O4SzZ0fc4TBvdqVD12rZXYNVcH6v0FUuN2LveznJgmEqrtkb4NyjFq30xN0DNDSUZRNJuu9tbdXxwguLfnB69tnb/vkIAJw+Peje73TKD09san5vVKvNmE4TnArR669vhFrDZDIJN/g4YSjYTG5qapAX4Puk1fKqWFWcOzdyoEHpbwUmMwC+H8BNVf2H+9/dg9XPoBRnaansNtNzgtO3vrUMwLmq/OijU7h0yWmu99hjUygUTnZPabatuHVrM1Adaoei11/fCLVBHRvL49y5YZw54wSic+ecQDQ9XUIqxa6k6eTympR5QarV8p6h4z5Q03vGTuABmYD3wMyd1+ucF552ttvNet0+I/xeziM54j4jfr18PtXR6cHwcI5dyBPdpa2tut9cz6k+LeL69XZ4mpkp+vc7eS92WrQ/Gxs1t3lcZ09y0WcrDg6mO+4T8qbHx3kB+LAd6D1KMW9uAPhjVf2u/excP9zroBS1vl71q02XLy/gueduw7IUpil4wxsm/fucLl2aPrZXd9bWqh1VIe/eoWDZOJ9P4cyZIZw7N+xWiJzX/dq9NhER0b20sVFzw9MinnvO6W3vxo11f/nsbCnUWcQjj0zed3+fLct5rlm93kKjYYXGt7bqoYqQF4g2NsIPWR0fL7hBqLM6dFzP9e4X/Q5KDwH4fVU9v5+d64fDDkpRlUoDTz/tPctpAc88c9O/+eyhh8bw+OPt+5yOUlegtVoT16+vh+4dcu4fWsPaWrupXCJhuE3lhkJh6Ny5YYyN9adnFSIiItqf9fUqnn9+0W2y54SnhYUNf/mZM0Oh8HTx4sSBhyfbVjSb8eEkOmw0WqjXnaEzPzjeuX1w/Z3Xtbo2Bw4yDMHp04OhypA3nJkpIpdLHei/D907B93r3RbC9yjdBvCzqvo7+9/Fg3XUglJUvd7CN795yw9OX//666hUnC7J5+aG8Na3toPT9HSxr0HDsmzcvLnpV4SCFaKbN8MPX52YKASaybUD0fR0kU1miIiIjrHV1W0/PHlN927e3ATgPDT87NlhPPLIJM6eHUKzae86nLSnw4FlN72Q7kYiYSCdTiCVch6e7I0H56VSCaTT7fHwcm9Z53bpdAK5XBIzMyWcPj3Ic50Tqq8VpaPoqAelqFbLxgsvLLq96i3g8uV5rK87Jd3JyQG3O3InPJ0/P7Ln4KSqWF2t+r3Jvfbaml8hun59LdS1YqGQClWEzpwZ8pvKnfT7q4iIiKjtzp3twP1OzvD27S0YhsSGk25BJS6U9Aonu90+mTTZsQvdtYOuKH0/gC+p6oY7XQLwnar6H+56Tw/IcQtKUbatuHJlxQ1OTtVpacm5MXB4OItLl2b8qtPDD4/7XxLVahPXrrWrQk732k4wCralTSYNzM6W3AA0HKgODfXtIWRERER0/FmWzXBCJ8pBB6VnVPXRyLynVfWxu9jHA3Xcg1KUquLGjfVQcPJuxCwUUrhwYRS3b2/h1q2t0HaTk4VQ19rBpnLsbpKIiIiI7ne7DUq7feBP3Bk2HxbURyLidic5hHe9600AgFu3NvHkk85DcK9cWcHb3jbrN5M7d855GGs+zxsLiYiIiIju1m4rSp8AsA7gl+F06vB+AEOq+t6+7t0enLSKEhERERERHbzdVpR22xbr/QAaAH4LwGcBVAH8g/3vHhERERER0dG1q+ZzqloB8ME+7wsREREREdGRsKuKkoj8kdvTnTc9JCJ/sIvt3iEi3xKRqyLSEbREZFZEviwiT4vIN0Xkne78t4rIM+7rG26ve0RERERERPfEbjtkGFXVdW9CVddEZLzXBiJiwrmn6XsALAB4UkQ+r6ovBFb7EIDPquqvishFAF8AcAbAcwAuqWpLRE4B+IaI/CdVbe36JyMiIiIiItqn3QYlW0RmVfUGAIjIGTidOvTyVgBXVfVVd5vPAPheAMGgpAAG3fEigJsAoKrbgXUyu/gsIiIiIqL7mqpCtYpWax2W1X61Wmuh6fC8LYiYEElCJOG+kgASHfOiQ2ed+GUiich7RId39zmA0ffngO42KP1vAL4qIl9xp/8ygPftsM1pAPOB6QUAb4us8/MA/lBE3g8gD+C7vQUi8jYAnwAwB+A9cdUkEXmftx+zs7O7/FGIiIiIiI4m265HAo03vhaZduZFQ5Fqo+f7i2SRSAzBNEswzRISiZIbsJpQbcC2K1Btua9mxxDoXAbY9+TfpvNn2V9Y263ddubwRRG5BCeUPAPgP8Lp+a7nvse9VWT63QB+U1U/JiJ/AcCnROQRVbVV9c8AvEFEHgbwSRH5z6pai+zXxwF8HHC6B9/Nz0JERERE1C+qLVjWxg5VnGAIWgtNq/Y+xRZJwjSH3JAzhERiCOn0WX/aC0DtIBScV4RhpPvwM9twahrdA1Z7efyycBCLXxa/zu4DXXvZ7uwqKInIjwH4SQDTcILSnwfwNQDf1WOzBQAzgelpuE3rAn4UwDsAQFW/JiIZAKMAlrwVVPVFEakAeAQAH5RERERERH2jasOyNvdUxQkGINsu7/AJpl/JccLLEJLJ04FpZ154uh14RDJ9b3K2VyIGRFIAUoe9K7u0u3+/3daefhLA4wD+VFX/qoh8G4B/usM2TwK4ICJnAbwO4AcB/J3IOjcAvB3Ab7qVowyAZXebebczhzkADwG4tst9JSIiIiLqybarqNW+hWr1edRqz6NafQG12vOo119F76ZkAtMshkJMJnPer/JEQ1B4ugTDKBy5oEPxdhuUaqpaExGISFpVXxKRh3pt4IacnwDwBwBMAJ9Q1edF5CMALqvq5wH8NIBfF5GfgtMs772qqiLylwB8UES8Ro//i6qu9Po8295CpXIZplmAYeRhGAWYZsFtu0hERERE9yPbrqFWe8kNRC/4wSgciBLIZB5ELvcYhoZ+AInESCT0BJuvDcDp3JlOOlHd+dYeEfkcgB8B8I/gNLdbA5BU1Xf2d/d27+JF0U99qnO+SAqG4YQnJ0QVOsKUs7wA08wHxgs9tsvzF4Ron1QVlrWORuN64LWw482nJ00iMYFM5gLS6QtIp8/DNPOHvUtERMeaF4i8MOQFo3r9FYQD0QVkMm9ANuu8MpmLSKcvwDCOS7Mxulsi8pSqXtpxvd0Epcgb/xU4XXl/UY/Qmc1jjz2kX/7yx2DbZdh2GZZVdscr/rgzrESWl2FZFbc96e577BDJ9ghT4Xm7DWEiWZZi6dhTtdFqLaJevx4JQ9f9eba9FdpGJA3DyBzSHt97qnbHv0EyOYV0+oIbns4Hxh+AYeQOaU/pfuf0hFWDZW0EXpsd4yIGEolJJJOnAq/xPfUuRbRbTiD6lttcrl0l6h6ILvrBiIGIgN0HpT1/g6nqV3Ze694zzQGUSn9939u3/xh0BqzuISsawspotZZC29n29s4f7pOYSld8CHOqWt36pe9X3/XGvv996eRQbaLRmA8EnxuRQHSjozpkmiWkUnNIp89hYOCvIp2eQyrVfiUSY/fdRQLL2kK9fhW12hXU686rVruK9fXPo9VaCq2bTE7HBCgvRN0/AZP2xgvk4WATDTq9p217c089RIUZSCTGI+Ep7jXZl1646PhrB6IXAvcRRQORiUzmQWSzb8Lw8LsZiOhA7bmidFRdunRJL18+ep3iOX+otrsGrG4hbKfql2r9EH4a4x48aKxbaEu5N04OI5EYdnuDccZZiTtYllXpWglqNK6j2byJaE//yeSpQPCZ9ce9QGSag/EfRrEsawO12tVAgLqCet2ZbrWCt2sKUqmZmAB1Aen0OZ58HmOqzT2Em/hlTtVyp7/xhvvd6r0Ge04bRtzyQai20Gototm8hUbjJprNW7Ev5yJAZ+sN0xzuEaSm/HE2UT2ZnED0cqBC5HSsUK9fRTgQtZvMZTIX3UD0IAMR7Vnfmt4dVUc1KPWLqnUo/c7fyz7wgY5nDMdyQlRngHLmDXUsa88v3Xf3mjn3B612hJ9gILKsO5GtEkilZkLBJ/ya4Qn5PdRqrccGqFrtCixrNbCmIJWa7QhQmcwFpFJneWLRR7ZddbsJ3l8Vx7I2EHlsYCyRzK7CTXA6GnQMI3dPLzSpWmi1lroGqeArrpJlGAO7qFCdcr/feQHtqLHteqDJ3AuBClFcILroBqJghYh/a+hgMCjRsef8v2m54anuP5St1VqFZa26zyxY7TLtrLfTswzazyoY7hK2ouHKmW8Y2Xvzj7BHqpZ7RbezEuQ1i7PtSmgbw8h3VIOCgSiZPHXfBcrjqtVajQ1Q9foVWNZ6YE0DqdRcR4Byxs+wt1A4v0tOaHG+S4LfKzt9/+ym4m8YA7uu4nSr6pzksOtc1Lmzq0AV18RdJINkcjK2KhV8JRKjbFbeB+1A9EJMhchy1zKRTp8PdajQrhAxEFF/MSgRAbDthntlN3yi0/ukx5nf/jLvJJLuUrWKr2J546ZZvKvQYdt1//6guKZxzeZCx1VY0xyJrQS1m8UN88rrCeeddMYFqFrtCmx7M7C2iXT6TEeAcipRc8fu5nzbrsb+fnf7vffGnWDZ/e+jc/9or4srpR5Bp8CLDwdEVWHbWzuEKacpoGVtxLxDAsnkxC6qVBO8gBDDtuuo118O9TDXrhBFA9HFUE9zDER0mBiUiO6C98e3+wlW99AVrdiESaiK1Vm18gLVIJrNxY5A1Gze6ni/ZPJ0bCXIqxCZZqGf/1R0zKkqWq3l2ABVr1+JVGUTSKfPdgSodPq8G6L6c/KvarvVnd7hJr6606sJmxm4sNGrmW50/tCJruacVLZd3VWFqtVajtlakEiMBSpRwwBM9/95Zxgcd4ZGj2X7mWccwHsEh8YOy9oX0IKBKNj1djgQGX6FKNjTXCbzEAMRHTkMSkSHxKlire3q6nV0fvQmZ5FUqHOEzjA0zauc1DdOiFoM9c7X7qXvauiigEgSqdS5jgCVTl9AKjUDERO2XdvX78Xuqzvdq7nxTWgHWE2lDqpNNJuLXStTTnVq3b1X2ILTRLw97Jxno1cLhaPL8MOT05Op7c+PVoicQPQge+GkY6Nv3YMTUW+GkYJhTCCZnNjTdu0q1iosawPJ5DgSiQm2n6dDIyLufR6TKBT+UmiZqqLZvNVRiarXr2Bz80+gWg28TwrOyVYV3RmhcJNIjCKTubCrKg+rO3SQnNA/jVRq+kDf1wtMuw9Y0Xn2HtfvHdz28h6GkUEm822BChEDEd0fGJSIjggR8bvaJTrqRASp1BRSqSkMDPzl0DJV2w1R7Y4lALtntcep7vCiAJ1czv/fBlsBEB0jDEpERHSgRAykUqeRSp3GwMB3HvbuEBER7QuDEhERERHdN2zbwvb2HWxt3Ua5vIRyedEf39paRL2+gUQii2Qyi1Qqh2Qyj1Qq5447r1Qq7w5zgaG3Xh7JZBaGwdPs445HkI48VRv1utPzlogBwzADQ5M3YxMRERFUFfX6ViAAtcNPubzoBqIlVCrL7j1YbSIm8vkxDAyMI5MpodWqY3t7Bevr22g2t9FobKPRqHRs14tppnoGqnbo6jU/H5pOJrNspnwPMSjRoXC+zDZRqaygUlmODMPj29t3YNutHu8mfngKBikRE4bR7v7UG+89zwi9V3idzvfdaZ6IBAJdXMjrPk9V3Ztu1X34rkbm2VBFaLq9Tq/p3a3XbVtvXu/32tu+AYpUKo9MpohstoRMpui+SshkBt15zngqVWA4JiK6z7Ra9UD1ZzFUBfJCULm8hGazs9OYTKaIQmECAwMTGB190B8vFCZQKIxjYGASudwIDKP3Iw6cZ9I10Gxuo9msotGooNHYRrPpDbcDw0rX9arVjY5tevXsGRUMXp3hKxsIZ94w2zOEpVJ5JBLswj0OgxIdGFVFo1HpEniWsb19B5XKMsplZ9yyGh3vYRgJ5HKjyOdHkM+PYXz8YeTzY8hmhyAisG3LPQm3AuPedHioarvr7H6ec+LuLLPtFmy73uP9e89rv1f7M/byRdgfAhFxr0Z548Fp5yqVE/TEnyeCyDpx28a9127XA8rlRdRqG6hW12P/3/AYRgKZzGAgSHnhatCf7gxczss0eRM1EdFR4jSDW+2o/gSrQOXyEqrVtY5tE4m0G3YmMDn5Rn/cCz+FwjgKhQkkkwfTS5+IIJFII5FII5sdOpD3BLxHMdT8cBUOXd1DWHB+o1FGubzohjNnXqvV6zlyYclkFplMCdnsELLZkvsaCkwPRZYPIZ0++Y9YYFCiHTWb1UjV5447DAYiZ1ncL6WIgVxuGPn8GHK5UYyMPOCGoTEUCmPI5ZxQlM+PIpstneiSclx4igY/bxgOKt54Z8gIL+seRo7Tl1mzWUOtto5abcMPT96wXt9AtbrhLt/E9vYK7tx5BbXaBur1zZ7v61WtnC/7ItLpIrLZYkzAGnTXKSGdHkQqlT9W/35ERIfNuXhajjR7ixuPawZnIJ8fRaEwgWJxBtPTl9zQM+lWgpwglE4PnojvZudRDM49UQfJtq1QoAo2IQxPl1GtrruvNVSra9jauuXP63aR17lwWQyFq0xmCLnckD/eDlxe2DpeFy0ZlO5TTtvbO251ZwXl8rJf9fHmeaGo0SjHvkc2O+xXfk6ffgvy+dHAa8wfZrNDO5az7xdOeEnwBs8dJJMZJJOTGBiY3NN2tm2hXt90Q9VGbNgKTpfLr/jr7FzFijYFLIZCV7i5YNGfx2NNRCdNq1VHpbIc6gChXf3xQtASms3tjm3T6UG/2dvIyHkMDDgBKFgFyudH+d15AAzDRDo9gHR6YN/voWqjVtv0A1Q7TK2jVnOG29trqNXWsL4+j2r1WVSraz3/pqbTA354alepOkNVsKp10CFyt8S5P+D4m53N6wc+8CYYRhKm6b1SgemEO57yl0fXdeYlAstTgeXJ0PbB9drzop+dCG3b76seltV0m7d1v9/Hm+525T2dHnQrPaN+1SccfEbdytDwsboiQNSL1+whHKbW3bAVN91er17f6vneqVQhtingwMAkSqVZlEozKJVmkcuNnIgro0THjVf5CF5ND58MOuPOyaAz7twHE9+0OFjF72zO3KuFQO+m0NH1vPeK/0zpWNbrM9vvFf+ZltUIBaBqdbXj39E0U4F7f4LhZyJ0T9BhnfDSveM8kLza8fvk/P4Ef8+8Zc68bhfmAaeZZbtC1Rmkws0DvfHBrq2UROQpVb20089yYuJ6JlPEuXPfCdtuwrKasKyWO96AZTXRajVg2xV3WXu+bbfcYXt+v4SDVDtYRefHhbTo+gBQra6GglBc+13AOVHzQs7Y2IM4c+YvdlR98vlR5HIjvJmP7kvBZg+Dg6f2tK1tt1CrbYYqVfX6ZpfQtY6VlSX3pOtO6H2SySyKxRmUSjP+0AtSxeI0Ty6IdsH5fdwIBZ1uJ2veVfBqdQO23ezyOseR7wAADj1JREFUjuJWkZ2TsUJhHGNjDyKZzKOzg524jnPgd4Kzt45uuq/n3Acb7RDHDmx/d58Zfi9nHcNIoFAYR7F4GqdPP+YGn3AVKJMp8WIPAfAeSO50GFEsnt71dpbVRK22ge3tVf+iRLRJoDe+vPyy//vbrSdCESMQnNpBKpfb/f1lJ6aidOnSJb18+fJdv4/zJdQZnoKhqj3dDAQvZ743z1m3EVoefb9wUGtE3qsZCnrRzwfUbfoWbOo2Ftv8jSdYREdPs1nD5ubrWF+/gfX1eayvz2Njoz0ebbLinKS0A1SxOO0HqUJh/ETf20f3p2azFgg28aHHO4mq1ZyKT6/7FA0jGThhGu44ecpmnXsrgjesO81n2XSc6KhyHiGzFfu9EPy+8JoJetM/8zMv7KqixKBERHTEqCq2t+9gY2MhNkhtbt5C8OZa00wFQlSwEuVUo9LpwuH9MHTf855t01nVCTdni57c9Oqxy+mYJT70dGuOw05ZiMhz3zW9IyI6KUTErwxPTT3asdyyGtjYeN0NT+0wtbExj4WFyx3tvHO5YRSLsx1BqlSaRaEwwSvmtCu23UK9vuU3NfXGnQ5Uos3Z1gOhaKPHs/Ak0FtWCQMDkxgff7jnTd2ZTJHNxInonmBQIiI6ZkwzheHhsxgePtuxTFVRq22EwpMzvoBbt76Bl176Qqg9t2EkUSxOdQ1Sd9NbEh0tThOVshtsNv0eImu1rcC8DXe4FVqnXt9Co1Hp+f6mmQp1Ezwycr5nN8E73WxNRHTYGJSIiE4QkfYV+lOn3tSx3LZb2Ny8FROk5vGtbz3X0SlMJlPyA1S0k4mBgVPs/fIecnqS2o6p5sRVeDbcYTAEbaH3Q68F6fQAMplBpNODyGQGUCrNIpMputOD7vJiYJ32vGQyx6ZtRHSiMCgREd1HDCPhB5849fqWf0/U+voNP0gtLr6Al1/+o1DvYCImBgenQpWo4L1S7AUrzOmGvt5R0YkGnG4VnVpts2vvTp5UKu8Hl3R6EIODp5BOP+gGmmIoBIUD0CDS6QKrO0REAX0NSiLyDgD/NwATwG+o6kcjy2cBfBJAyV3ng6r6BRH5HgAfBZAC0ADwj1X1S/3cVyIich4EODFxERMTFzuW2baFcnkxJkjN48qVP+7o8jyVKvjVp/upCZ/3XK5gRccLRzs9giKRyASCywByuREMD5/1w40zjFZ4vHkDfEgnEdEB6ts3qoiYAH4ZwPcAWADwpIh8XlVfCKz2IQCfVdVfFZGLAL4A4AyAFQB/Q1VvisgjAP4AwO47YiciogNnGE4FaXBwCrOzb+tY3mhU3M4lwr303bnzyo73t5w0yWTGDTuDKBan/IATDEFxTdjYSQER0dHRz0tPbwVwVVVfBQAR+QyA7wUQDEoKYNAdLwK4CQCq+nRgnecBZEQkrar1Pu4vERHdhVQqj7GxhzA29tBh7woREdFd62dj5NMA5gPTC+isCv08gB8WkQU41aT3x7zP3wLwdFxIEpH3ichlEbm8vLx8MHtNRERERET3vX4Gpbg7eKPd7bwbwG+q6jSAdwL4lATuJBWRNwD45wB+PO4DVPXjqnpJVS+NjY0d0G4TEREREdH9rp9BaQFAsFulabhN6wJ+FMBnAUBVvwYgA2AUAERkGsDnAPyPqvpKH/eTiIiIiIgopJ9B6UkAF0TkrIikAPwggM9H1rkB4O0AICIPwwlKyyJSAvD7AH5WVf9bH/eRiIiIiIioQ9+Ckqq2APwEnB7rXoTTu93zIvIREfmb7mo/DeDvi8g3APw7AO9VVXW3Ow/g50TkGfc13q99JSIiIiIiChInlxx/ly5d0suXLx/2bhARERER0REmIk+p6qWd1uMjuImIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCL6GpRE5B0i8i0RuSoiH4xZPisiXxaRp0XkmyLyTnf+iDu/LCL/Tz/3kYiIiIiIKKpvQUlETAC/DOCvAbgI4N0icjGy2ocAfFZVHwPwgwB+xZ1fA/BzAH6mX/tHRERERETUTT8rSm8FcFVVX1XVBoDPAPjeyDoKYNAdLwK4CQCqWlHVr8IJTERERERERPdUoo/vfRrAfGB6AcDbIuv8PIA/FJH3A8gD+O69fICIvA/A+9zJuog8t79dpWNiFMDKYe8E9Q2P78nG43uy8fiebDy+J9v9eHzndrNSP4OSxMzTyPS7Afymqn5MRP4CgE+JyCOqau/mA1T14wA+DgAicllVL93VHtORxmN8svH4nmw8vicbj+/JxuN7svH4dtfPpncLAGYC09Nwm9YF/CiAzwKAqn4NQAZOqiUiIiIiIjo0/QxKTwK4ICJnRSQFp7OGz0fWuQHg7QAgIg/DCUrLfdwnIiIiIiKiHfWt6Z2qtkTkJwD8AQATwCdU9XkR+QiAy6r6eQA/DeDXReSn4DTLe6+qKgCIyDU4HT2kROT7APx3qvpCj4/8eL9+FjoyeIxPNh7fk43H92Tj8T3ZeHxPNh7fLsTNJUREREREROTq6wNniYiIiIiIjiMGJSIiIiIioohjGZREJCMiT4jIN0TkeRH5p+58EZH/Q0ReFpEXReQfHva+0t71OL5vF5Gvi8gzIvJVETl/2PtK+ycipog8LSK/506fFZE/E5ErIvJbbicwdEzFHN9Pi8i3ROQ5EfmEiCQPex9p/6LHNzD/X4hI+bD2iw5GzO8vz69OmJhjzHOsGMcyKAGoA/guVX0zgEcBvENE/jyA98LpkvzbVPVhAJ85vF2ku9Dt+P4qgB9S1UcB/FsAHzrEfaS795MAXgxM/3MAv6iqFwCswXl8AB1f0eP7aQDfBuCNALIAfuwwdooOTPT4QkQuASgdzu7QAYse3/eC51cnTfQY8xwrxrEMSurwrlgl3ZcC+J8BfMR7YK2qLh3SLtJd6HF8FU5PiABQROdzueiYEJFpAP8DgN9wpwXAdwH4bXeVTwL4vsPZO7pb0eMLAKr6Bfd3WwE8AefZenQMxR1fETEB/AKAf3JY+0UHI+74gudXJ0qXY8xzrBjHMigBfsnwGQBLAP5IVf8MwAMAfkBELovIfxaRC4e7l7RfXY7vjwH4gogsAHgPgI8e5j7SXfklOCdUtjs9AmBdVVvu9AKA04exY3QgosfX5za5ew+AL97rnaIDE3d8fwLA51X11uHsEh2guOPL86uTJe4Y8xwrxrENSqpqueXBaQBvFZFHAKQB1FT1EoBfB/CJw9xH2r8ux/enALxTVacB/CsA/9dh7iPtj4j8dQBLqvpUcHbMqnx2wTHU5fgG/QqA/09V/+s93C06IHHHV0SmAPxtAP/i0HaMDkSP31+eX50QPY4xz7Fi9O2Bs/eKqq6LyH8B8A44V6F/x130OTgHmo6xwPH9awDe7FaWAOC3wCvSx9W3A/ibIvJOABk4pf5fAlASkYRbVZoGy/7HVcfxFZF/o6o/LCIfBjAG4McPdQ/pbsT9/j4P597Sq04rWuRE5Kqq8mbw4yf29xc8vzpJ4o7x78O5/4znWBHHsqIkImMiUnLHswC+G8BLAP4DnPscAOCvAHj5cPaQ7kaX4/sigKKIPOiu9j2I3EhMx4Oq/qyqTqvqGQA/COBLqvpDAL4M4F3uan8XwH88pF2ku9Dl+P6wiPwYgP8ewLu9+xzo+OlyfIdUdVJVz7jztxmSjqduv7/g+dWJEXeMAXwveI4V67hWlE4B+KR786gB4LOq+nsi8lUAnxaRnwJQBntVOq66Hd+/D+B3RMSG0yva3zvMnaQD9wEAnxGR/x3A0wD+30PeHzpYvwbgOoCvuVWH31XVjxzuLhHRLn0UPL86sVS1xXOseOJ0QERERERERESeY9n0joiIiIiIqJ8YlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiIiIiIiCIYlIiI6L4lIt8pIr932PtBRERHD4MSERERERFRBIMSEREdeSLywyLyhIg8IyL/UkRMESmLyMdE5Osi8iciMuau+6iI/KmIfFNEPiciQ+788yLyxyLyDXebB9y3L4jIb4vISyLyaXGfiEtERPc3BiUiIjrSRORhAD8A4NtV9VEAFoAfApAH8HVVfQuArwD4sLvJvwbwAVV9E4BnA/M/DeCXVfXNAP4igFvu/McA/CMAFwGcA/Dtff+hiIjoyEsc9g4QERHt4O0A/hyAJ91iTxbAEgAbwG+56/wbAL8rIkUAJVX9ijv/kwD+vYgMADitqp8DAFWtAYD7fk+o6oI7/QyAMwC+2v8fi4iIjjIGJSIiOuoEwCdV9WdDM0V+LrKe7vAe3dQD4xb4t5GIiMCmd0REdPT9CYB3icg4AIjIsIjMwfkb9i53nb8D4KuqugFgTUS+w53/HgBfUdVNAAsi8n3ue6RFJHdPfwoiIjpWeNWMiIiONFV9QUQ+BOAPRcQA0ATwDwBUALxBRJ4CsAHnPiYA+LsAfs0NQq8C+BF3/nsA/EsR+Yj7Hn/7Hv4YRER0zIhqr5YKRERER5OIlFW1cNj7QUREJxOb3hEREREREUWwokRERERERBTBihIREREREVEEgxIREREREVEEgxIREREREVEEgxIREREREVEEgxIREREREVHE/w+ck4NJW2iXYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b3bd6a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1,ax2) = plt.subplots(2,1, sharex=True, figsize=(14,7))\n",
    "for i, h in enumerate(feat_history):\n",
    "    ax1.plot(fx, h[:,5], label=feat_labels[i], color=colors[i])\n",
    "    ax2.plot(fx, h[:,6], label=feat_labels[i], color=colors[i])\n",
    "ax1.set_ylabel('recall')\n",
    "ax2.set_ylabel('accuracy')\n",
    "ax2.set_xlabel('epoch')\n",
    "ax2.set_xlim((36,49))\n",
    "ax1.set_ylim((0.81,0.86))\n",
    "ax2.set_ylim((0.81,0.86))\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The differences are significantly greater than the 0.003 standard deviation, and it looks like B and E are winners, albeit by a very small margin."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## End comparison\n",
    "\n",
    "The end results of evaluating the validation sets for each feature extraction method. This is a different validation set than the validation set used for reporting during training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b3e70e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1,ax2,ax3) = plt.subplots(1, 3, sharey=True, figsize=(14,6))\n",
    "fy = np.arange(0, len(feat_scores))\n",
    "ax1.axvline(x=feat_scores[0,0], color='grey', linewidth=0.5)\n",
    "ax2.axvline(x=feat_scores[0,1], color='grey', linewidth=0.5)\n",
    "ax3.axvline(x=feat_scores[0,2], color='grey', linewidth=0.5)\n",
    "ax1.barh(fy, feat_scores[:,0])\n",
    "ax2.barh(fy, feat_scores[:,1])\n",
    "ax3.barh(fy, feat_scores[:,2])\n",
    "ax1.set_title('loss')\n",
    "ax2.set_title('recall')\n",
    "ax3.set_title('accuracy')\n",
    "ax1.set_yticks(fy)\n",
    "ax1.set_yticklabels(feat_labels)\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's clear that name plus brand are quite enough, and the other features don't add much. Only using categories really doesn't cut it, so much is clear; neither does ingredients do the job. Name and brand are quite enough, adding ingredients or categories doesn't seem to help, really."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Number of words\n",
    "\n",
    "In the above feature selection method comparison, H performs worse than A, even though there would be more information in the former. This means that either training was not finished (which the flat accuracy and recall lines in the epoch-graph contradicts), or, perhaps, including more features pushes out relevant words in the tokenization step.\n",
    "\n",
    "First we'll look at the influence of the max_words parameter (maximum number of words used in tokenization), to see how it may influence statistics, for A and H. Then we'll look into how many words of each part (name, brand, ingredients, etc.) end up in the tokens.\n",
    "\n",
    "Note that the batch size here was adjusted to 1025 (that should have been 1024) with 40-50 epochs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "numwords_a_scores = np.asarray([\n",
    "    # for i in `ls out/out-numwords-* | sort -n -t- -k7`; do tail -n1 $i | sed 's/$/,/'; done\n",
    "    # score,             recall,              accuracy\n",
    "    [5.376279792281882,  0.0,                  0.08014572214993405],\n",
    "    [5.309878626153316,  0.009911319743268615, 0.06311945710865607],\n",
    "    [4.537096606715984,  0.03906866650360959,  0.19613259595590213],\n",
    "    [2.982217435455954,  0.19377990227698577,  0.38222304207022945],\n",
    "    [2.344695701279454,  0.3315083818229217,   0.4903910559648908],\n",
    "    [1.9434251421325635, 0.4349617400562694,   0.5662995005570077],\n",
    "    [1.6318405846634043, 0.5526802240306984,   0.6375759181676958],\n",
    "    [1.410631557722724,  0.6304409942439851,   0.6951896051537395],\n",
    "    [1.367333433219249,  0.7738622664798095,   0.7847944017379515],\n",
    "    [1.3741408959828216, 0.8040137901081549,   0.8091835990647639],\n",
    "    [1.295310598998305,  0.8251857833725109,   0.8296856788933996],\n",
    "    [1.2729584821681832, 0.8299970058071001,   0.8350761783723356],\n",
    "    [1.4688244335255365, 0.8297330245456346,   0.8342790732009835],\n",
    "    [1.5050310610019155, 0.8313513432758222,   0.8360572312329266],\n",
    "])\n",
    "numwords_a_history = [np.asarray(a) for a in [\n",
    "    [[0,7.2213,0.0000e+00,0.0031,7.2107,0.0000e+00,0.0034], [0,7.2052,0.0000e+00,0.0065,7.1977,0.0000e+00,0.0068], [0,7.1886,0.0000e+00,0.0060,7.1837,0.0000e+00,0.0057], [0,7.1707,0.0000e+00,0.0065,7.1675,0.0000e+00,0.0080], [0,7.1499,0.0000e+00,0.0080,7.1484,0.0000e+00,0.0080], [0,7.1274,0.0000e+00,0.0088,7.1255,0.0000e+00,0.0102], [0,7.0988,0.0000e+00,0.0077,7.0979,0.0000e+00,0.0125], [0,7.0650,0.0000e+00,0.0097,7.0645,0.0000e+00,0.0137], [0,7.0297,0.0000e+00,0.0120,7.0246,0.0000e+00,0.0171], [0,6.9821,0.0000e+00,0.0137,6.9769,0.0000e+00,0.0125], [0,6.9260,0.0000e+00,0.0159,6.9204,0.0000e+00,0.0171], [0,6.8636,0.0000e+00,0.0131,6.8541,0.0000e+00,0.0182], [0,6.7913,0.0000e+00,0.0117,6.7774,0.0000e+00,0.0193], [0,6.7080,0.0000e+00,0.0120,6.6901,0.0000e+00,0.0159], [0,6.6103,0.0000e+00,0.0151,6.5920,0.0000e+00,0.0171], [0,6.5112,0.0000e+00,0.0140,6.4845,0.0000e+00,0.0159], [0,6.3920,0.0000e+00,0.0142,6.3696,0.0000e+00,0.0159], [0,6.2778,0.0000e+00,0.0140,6.2509,0.0000e+00,0.0171], [0,6.1590,0.0000e+00,0.0165,6.1332,0.0000e+00,0.0193], [0,6.0380,0.0000e+00,0.0171,6.0207,0.0000e+00,0.0216], [0,5.9439,0.0000e+00,0.0202,5.9195,0.0000e+00,0.0216], [0,5.8302,0.0000e+00,0.0182,5.8327,0.0000e+00,0.0216], [0,5.7476,0.0000e+00,0.0214,5.7620,0.0000e+00,0.0216], [0,5.6669,0.0000e+00,0.0196,5.7074,0.0000e+00,0.0216], [0,5.6064,0.0000e+00,0.0279,5.6670,0.0000e+00,0.0319], [0,5.5694,0.0000e+00,0.0364,5.6381,0.0000e+00,0.0432], [0,5.5202,0.0000e+00,0.0421,5.6170,0.0000e+00,0.0739], [0,5.4936,0.0000e+00,0.0569,5.6013,0.0000e+00,0.0774], [0,5.4712,0.0000e+00,0.0715,5.5883,0.0000e+00,0.0774], [0,5.4434,0.0000e+00,0.0792,5.5777,0.0000e+00,0.0774], [0,5.4370,2.8474e-04,0.0826,5.5690,0.0000e+00,0.0774], [0,5.4204,0.0014,0.0843,5.5622,0.0000e+00,0.0774], [0,5.4149,0.0020,0.0837,5.5570,0.0000e+00,0.0774], [0,5.3807,0.0043,0.0840,5.5521,0.0000e+00,0.0774], [0,5.3697,0.0051,0.0840,5.5479,0.0000e+00,0.0774], [0,5.3789,0.0074,0.0837,5.5438,0.0000e+00,0.0774], [0,5.3618,0.0031,0.0840,5.5402,0.0000e+00,0.0774], [0,5.3588,0.0034,0.0840,5.5375,0.0000e+00,0.0774], [0,5.3501,0.0043,0.0840,5.5347,0.0000e+00,0.0774], [0,5.3403,0.0048,0.0840,5.5312,0.0000e+00,0.0774], [0,5.3457,0.0065,0.0840,5.5274,0.0000e+00,0.0774], [0,5.3195,0.0051,0.0837,5.5232,0.0000e+00,0.0774], [0,5.3145,0.0071,0.0837,5.5191,0.0000e+00,0.0774], [0,5.3102,0.0068,0.0840,5.5147,0.0000e+00,0.0774], [0,5.3075,0.0077,0.0840,5.5102,0.0000e+00,0.0774], [0,5.3148,0.0074,0.0840,5.5060,0.0000e+00,0.0774], [0,5.2798,0.0091,0.0837,5.5018,0.0000e+00,0.0774], [0,5.2851,0.0100,0.0837,5.4982,0.0000e+00,0.0774], [0,5.2943,0.0060,0.0840,5.4950,0.0000e+00,0.0774], [0,5.2649,0.0057,0.0837,5.4920,0.0000e+00,0.0774]],\n",
    "    [[0,7.2086,0.0000e+00,0.0042,7.2003,0.0000e+00,0.0124], [0,7.1863,0.0000e+00,0.0099,7.1788,0.0000e+00,0.0156], [0,7.1562,0.0000e+00,0.0165,7.1478,0.0000e+00,0.0176], [0,7.1161,0.0000e+00,0.0163,7.1016,0.0000e+00,0.0202], [0,7.0564,0.0000e+00,0.0153,7.0327,0.0000e+00,0.0254], [0,6.9718,0.0000e+00,0.0173,6.9319,0.0000e+00,0.0287], [0,6.8518,0.0000e+00,0.0189,6.7896,0.0000e+00,0.0326], [0,6.6952,0.0000e+00,0.0196,6.6000,0.0000e+00,0.0378], [0,6.4909,0.0000e+00,0.0209,6.3673,0.0000e+00,0.0378], [0,6.2552,0.0000e+00,0.0204,6.1176,0.0000e+00,0.0372], [0,6.0304,0.0000e+00,0.0236,5.8983,0.0000e+00,0.0352], [0,5.8487,0.0000e+00,0.0207,5.7528,0.0000e+00,0.0365], [0,5.7407,0.0000e+00,0.0220,5.6853,0.0000e+00,0.0502], [0,5.6963,0.0000e+00,0.0372,5.6545,0.0000e+00,0.0639], [0,5.6703,0.0000e+00,0.0528,5.6308,0.0000e+00,0.0639], [0,5.6318,0.0000e+00,0.0572,5.6101,0.0000e+00,0.0639], [0,5.6098,9.7831e-04,0.0584,5.5944,0.0000e+00,0.0639], [0,5.5918,0.0011,0.0585,5.5829,0.0000e+00,0.0639], [0,5.5755,0.0011,0.0584,5.5734,0.0000e+00,0.0639], [0,5.5633,9.7831e-04,0.0589,5.5641,0.0000e+00,0.0639], [0,5.5472,4.8916e-04,0.0582,5.5543,0.0000e+00,0.0639], [0,5.5427,4.8916e-04,0.0585,5.5440,0.0000e+00,0.0639], [0,5.5204,0.0013,0.0585,5.5339,0.0000e+00,0.0639], [0,5.5135,8.1526e-04,0.0587,5.5261,0.0000e+00,0.0639], [0,5.4987,0.0018,0.0582,5.5169,0.0000e+00,0.0639], [0,5.4808,0.0021,0.0585,5.5083,0.0000e+00,0.0639], [0,5.4743,0.0028,0.0580,5.4999,0.0000e+00,0.0639], [0,5.4606,0.0021,0.0590,5.4906,0.0000e+00,0.0639], [0,5.4545,0.0029,0.0587,5.4811,0.0000e+00,0.0639], [0,5.4356,0.0044,0.0589,5.4719,6.5189e-04,0.0639], [0,5.4365,0.0026,0.0589,5.4621,6.5189e-04,0.0639], [0,5.4165,0.0029,0.0592,5.4523,6.5189e-04,0.0639], [0,5.4093,0.0047,0.0605,5.4427,6.5189e-04,0.0639], [0,5.4054,0.0054,0.0602,5.4319,6.5189e-04,0.0639], [0,5.3886,0.0054,0.0595,5.4209,0.0013,0.0639], [0,5.3698,0.0064,0.0597,5.4087,0.0026,0.0639], [0,5.3517,0.0065,0.0608,5.3960,0.0026,0.0639], [0,5.3401,0.0060,0.0618,5.3841,0.0026,0.0639], [0,5.3350,0.0054,0.0626,5.3705,0.0026,0.0652], [0,5.3207,0.0068,0.0639,5.3560,0.0033,0.0652], [0,5.3062,0.0062,0.0613,5.3415,0.0052,0.0665], [0,5.2912,0.0093,0.0651,5.3263,0.0052,0.0671], [0,5.2732,0.0091,0.0639,5.3103,0.0065,0.0671], [0,5.2590,0.0104,0.0688,5.2946,0.0065,0.0704], [0,5.2430,0.0093,0.0685,5.2784,0.0091,0.0711], [0,5.2266,0.0103,0.0686,5.2611,0.0098,0.0724], [0,5.2111,0.0119,0.0672,5.2439,0.0104,0.0763], [0,5.2004,0.0127,0.0703,5.2260,0.0137,0.0808], [0,5.1768,0.0130,0.0729,5.2079,0.0143,0.0815], [0,5.1617,0.0129,0.0740,5.1894,0.0156,0.0828]],\n",
    "    [[1,7.2057,0.0000e+00,0.0023,7.1929,0.0000e+00,0.0030], [0,7.1686,0.0000e+00,0.0058,7.1545,0.0000e+00,0.0049], [0,7.1119,0.0000e+00,0.0075,7.0887,0.0000e+00,0.0049], [0,7.0178,0.0000e+00,0.0111,6.9736,0.0000e+00,0.0128], [0,6.8646,0.0000e+00,0.0141,6.7809,0.0000e+00,0.0291], [0,6.6267,0.0000e+00,0.0162,6.4924,0.0000e+00,0.0468], [0,6.3081,0.0000e+00,0.0201,6.1451,0.0000e+00,0.0478], [0,5.9848,0.0000e+00,0.0260,5.8690,0.0000e+00,0.0562], [0,5.7817,0.0000e+00,0.0397,5.7553,0.0000e+00,0.0562], [0,5.7031,0.0000e+00,0.0537,5.7146,0.0000e+00,0.0562], [0,5.6602,6.1667e-04,0.0550,5.6767,0.0000e+00,0.0562], [0,5.6298,4.9334e-04,0.0548,5.6421,0.0000e+00,0.0562], [0,5.5950,2.4667e-04,0.0549,5.6170,0.0000e+00,0.0562], [0,5.5713,9.8668e-04,0.0548,5.5965,0.0000e+00,0.0562], [0,5.5473,0.0016,0.0548,5.5747,0.0000e+00,0.0562], [0,5.5208,0.0020,0.0556,5.5547,0.0000e+00,0.0562], [0,5.4980,0.0025,0.0554,5.5363,0.0000e+00,0.0562], [0,5.4811,0.0026,0.0554,5.5176,4.9310e-04,0.0562], [0,5.4579,0.0031,0.0561,5.4983,0.0015,0.0562], [0,5.4433,0.0038,0.0561,5.4777,0.0015,0.0562], [0,5.4165,0.0039,0.0570,5.4547,0.0039,0.0562], [0,5.3946,0.0060,0.0585,5.4335,0.0049,0.0562], [0,5.3749,0.0068,0.0583,5.4104,0.0049,0.0562], [0,5.3594,0.0064,0.0617,5.3844,0.0049,0.0562], [0,5.3229,0.0080,0.0609,5.3561,0.0089,0.0567], [0,5.3011,0.0109,0.0635,5.3251,0.0128,0.0597], [0,5.2705,0.0111,0.0682,5.2938,0.0143,0.0641], [0,5.2483,0.0110,0.0685,5.2609,0.0163,0.0690], [0,5.2035,0.0136,0.0738,5.2258,0.0173,0.0730], [0,5.1762,0.0139,0.0755,5.1918,0.0192,0.0814], [0,5.1479,0.0153,0.0792,5.1573,0.0207,0.0858], [0,5.1181,0.0155,0.0793,5.1214,0.0222,0.0932], [0,5.0896,0.0173,0.0839,5.0873,0.0237,0.1021], [0,5.0604,0.0175,0.0831,5.0526,0.0237,0.1050], [0,5.0253,0.0185,0.0884,5.0183,0.0247,0.1129], [0,5.0107,0.0206,0.0907,4.9853,0.0261,0.1179], [0,4.9787,0.0207,0.0979,4.9542,0.0276,0.1198], [0,4.9464,0.0224,0.0977,4.9221,0.0276,0.1252], [0,4.9267,0.0199,0.0983,4.8905,0.0276,0.1272], [0,4.8878,0.0221,0.1020,4.8608,0.0291,0.1326], [0,4.8699,0.0213,0.1046,4.8320,0.0291,0.1381], [0,4.8564,0.0228,0.1030,4.8038,0.0321,0.1376], [0,4.8197,0.0258,0.1084,4.7755,0.0325,0.1464], [0,4.7943,0.0237,0.1094,4.7487,0.0325,0.1538], [0,4.7798,0.0245,0.1100,4.7238,0.0335,0.1543], [0,4.7642,0.0257,0.1153,4.6993,0.0345,0.1617], [0,4.7236,0.0250,0.1207,4.6763,0.0360,0.1657], [0,4.7013,0.0259,0.1230,4.6516,0.0355,0.1677], [0,4.6730,0.0270,0.1210,4.6278,0.0380,0.1701], [0,4.6737,0.0248,0.1240,4.6040,0.0380,0.1765]],\n",
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    "    [[2,6.3086,8.2522e-05,0.0284,5.6319,8.2515e-05,0.0374], [2,5.3200,0.0138,0.1063,4.9210,0.0431,0.2159], [2,4.5051,0.0819,0.2466,4.0184,0.1407,0.3355], [2,3.7429,0.1591,0.3422,3.3451,0.2228,0.4101], [2,3.2130,0.2252,0.4027,2.9188,0.2836,0.4514], [2,2.8609,0.2726,0.4420,2.6311,0.3259,0.4860], [2,2.6181,0.3072,0.4704,2.4336,0.3537,0.5119], [2,2.4494,0.3296,0.4898,2.3104,0.3732,0.5264], [2,2.3222,0.3482,0.5026,2.2108,0.3931,0.5373], [2,2.2164,0.3646,0.5154,2.1387,0.4063,0.5449], [2,2.1312,0.3778,0.5254,2.0806,0.4210,0.5568], [2,2.0599,0.3856,0.5353,2.0332,0.4289,0.5635], [2,2.0002,0.3955,0.5449,1.9927,0.4364,0.5649], [2,1.9447,0.4035,0.5505,1.9631,0.4470,0.5737], [2,1.9015,0.4122,0.5586,1.9353,0.4481,0.5779], [2,1.8557,0.4212,0.5645,1.9110,0.4540,0.5837], [2,1.8215,0.4268,0.5706,1.8853,0.4586,0.5854], [2,1.7808,0.4327,0.5747,1.8675,0.4653,0.5896], [2,1.7542,0.4353,0.5785,1.8501,0.4659,0.5944], [2,1.7225,0.4430,0.5833,1.8351,0.4742,0.5964], [2,1.6865,0.4482,0.5893,1.8207,0.4786,0.5978], [2,1.6668,0.4512,0.5927,1.8038,0.4838,0.6020], [2,1.6452,0.4562,0.5960,1.7914,0.4857,0.6042], [2,1.6161,0.4602,0.6020,1.7800,0.4916,0.6029], [2,1.5982,0.4665,0.6042,1.7680,0.4920,0.6065], [2,1.5811,0.4691,0.6046,1.7614,0.4940,0.6117], [2,1.5668,0.4716,0.6084,1.7545,0.4982,0.6105], [2,1.5393,0.4772,0.6116,1.7446,0.5040,0.6135], [2,1.5255,0.4816,0.6163,1.7413,0.5050,0.6148], [2,1.5066,0.4840,0.6199,1.7312,0.5057,0.6143], [2,1.4992,0.4865,0.6226,1.7219,0.5096,0.6189], [2,1.4746,0.4917,0.6242,1.7183,0.5143,0.6212], [2,1.4575,0.4959,0.6273,1.7117,0.5170,0.6228], [2,1.4459,0.4980,0.6303,1.7071,0.5149,0.6227], [2,1.4345,0.4999,0.6328,1.6996,0.5209,0.6265], [2,1.4287,0.5030,0.6291,1.6967,0.5215,0.6261], [2,1.4026,0.5071,0.6369,1.6914,0.5229,0.6255], [2,1.4008,0.5106,0.6381,1.6871,0.5252,0.6265], [2,1.3868,0.5123,0.6394,1.6865,0.5274,0.6284], [2,1.3721,0.5160,0.6451,1.6825,0.5302,0.6288], [2,1.3606,0.5171,0.6455,1.6778,0.5301,0.6303], [2,1.3472,0.5214,0.6486,1.6705,0.5311,0.6321], [2,1.3422,0.5222,0.6468,1.6691,0.5338,0.6294], [2,1.3284,0.5255,0.6503,1.6677,0.5343,0.6301], [2,1.3184,0.5308,0.6514,1.6606,0.5349,0.6334], [2,1.3110,0.5314,0.6574,1.6577,0.5352,0.6343], [2,1.2981,0.5369,0.6594,1.6613,0.5385,0.6353], [2,1.2909,0.5356,0.6568,1.6553,0.5445,0.6374], [2,1.2852,0.5385,0.6617,1.6532,0.5434,0.6382], [2,1.2776,0.5396,0.6617,1.6462,0.5471,0.6401]],\n",
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    "    [[83,3.9561,0.2334,0.3766,1.9890,0.5078,0.6357], [81,1.3372,0.6247,0.7262,1.1135,0.6809,0.7588], [81,0.6908,0.7716,0.8329,0.9065,0.7473,0.7989], [81,0.4513,0.8416,0.8813,0.8569,0.7777,0.8131], [81,0.3203,0.8851,0.9113,0.8485,0.7921,0.8193], [81,0.2498,0.9111,0.9302,0.8545,0.8027,0.8223], [81,0.2035,0.9282,0.9427,0.8761,0.8083,0.8254], [81,0.1715,0.9406,0.9514,0.8996,0.8157,0.8295], [81,0.1472,0.9509,0.9591,0.9217,0.8175,0.8299], [81,0.1270,0.9583,0.9653,0.9246,0.8199,0.8322], [81,0.1193,0.9620,0.9676,0.9621,0.8178,0.8290], [81,0.1091,0.9662,0.9712,0.9697,0.8229,0.8330], [81,0.0985,0.9701,0.9743,0.9753,0.8263,0.8352], [81,0.0839,0.9755,0.9786,0.9992,0.8253,0.8340], [81,0.0804,0.9781,0.9809,1.0166,0.8251,0.8331], [81,0.0802,0.9782,0.9809,1.0331,0.8236,0.8309], [81,0.0682,0.9819,0.9841,1.0552,0.8264,0.8331], [81,0.0674,0.9815,0.9835,1.0472,0.8273,0.8348], [81,0.0636,0.9835,0.9854,1.0627,0.8274,0.8340], [81,0.0611,0.9843,0.9858,1.0694,0.8247,0.8314], [81,0.0578,0.9851,0.9864,1.0763,0.8256,0.8323], [81,0.0561,0.9859,0.9872,1.0974,0.8283,0.8349], [81,0.0570,0.9863,0.9874,1.1017,0.8278,0.8351], [81,0.0543,0.9871,0.9879,1.1048,0.8270,0.8333], [81,0.0513,0.9881,0.9890,1.1103,0.8281,0.8339], [81,0.0505,0.9882,0.9889,1.1223,0.8275,0.8331], [81,0.0486,0.9885,0.9894,1.1287,0.8270,0.8336], [81,0.0522,0.9881,0.9890,1.1394,0.8269,0.8325], [81,0.0497,0.9882,0.9891,1.1497,0.8287,0.8340], [81,0.0510,0.9877,0.9887,1.1559,0.8269,0.8330], [81,0.0499,0.9878,0.9887,1.1613,0.8257,0.8317], [81,0.0490,0.9881,0.9887,1.1597,0.8265,0.8324], [81,0.0491,0.9888,0.9896,1.1686,0.8272,0.8336], [81,0.0447,0.9896,0.9903,1.1751,0.8275,0.8334], [81,0.0451,0.9896,0.9902,1.1782,0.8281,0.8339], [81,0.0488,0.9884,0.9893,1.1965,0.8283,0.8336], [81,0.0443,0.9896,0.9903,1.2038,0.8288,0.8341], [81,0.0419,0.9904,0.9909,1.2023,0.8287,0.8339], [81,0.0411,0.9904,0.9910,1.2058,0.8300,0.8348], [81,0.0398,0.9907,0.9912,1.2302,0.8287,0.8339], [81,0.0422,0.9901,0.9906,1.2294,0.8280,0.8329], [81,0.0448,0.9895,0.9902,1.2409,0.8283,0.8335], [81,0.0448,0.9896,0.9902,1.2260,0.8280,0.8330], [81,0.0402,0.9903,0.9909,1.2366,0.8277,0.8323], [81,0.0407,0.9909,0.9915,1.2406,0.8301,0.8348], [81,0.0380,0.9915,0.9920,1.2660,0.8306,0.8346], [81,0.0364,0.9913,0.9917,1.2693,0.8289,0.8334], [81,0.0397,0.9906,0.9912,1.2632,0.8302,0.8357], [81,0.0430,0.9894,0.9901,1.2568,0.8271,0.8328], [81,0.0413,0.9899,0.9905,1.2645,0.8282,0.8329]],\n",
    "    [[184,4.2291,0.2077,0.3098,2.1955,0.4941,0.6048], [179,1.4674,0.6178,0.7096,1.1938,0.6888,0.7556], [180,0.6946,0.7900,0.8405,0.9787,0.7575,0.8001], [179,0.4108,0.8692,0.8975,0.9584,0.7853,0.8125], [179,0.2828,0.9095,0.9276,0.9532,0.8022,0.8253], [179,0.2098,0.9350,0.9463,0.9723,0.8100,0.8268], [179,0.1694,0.9492,0.9578,1.0268,0.8203,0.8320], [180,0.1399,0.9597,0.9652,1.0619,0.8214,0.8318], [180,0.1222,0.9657,0.9706,1.0902,0.8240,0.8325], [180,0.1093,0.9699,0.9737,1.0832,0.8242,0.8335], [180,0.0974,0.9740,0.9772,1.1194,0.8270,0.8348], [180,0.0900,0.9773,0.9797,1.1575,0.8256,0.8329], [179,0.0863,0.9783,0.9805,1.1520,0.8284,0.8365], [179,0.0793,0.9803,0.9823,1.1824,0.8248,0.8335], [179,0.0811,0.9798,0.9821,1.2083,0.8285,0.8344], [180,0.0778,0.9811,0.9832,1.2149,0.8276,0.8343], [179,0.0730,0.9829,0.9845,1.2373,0.8298,0.8359], [179,0.0742,0.9826,0.9846,1.2307,0.8276,0.8342], [180,0.0705,0.9835,0.9851,1.2701,0.8267,0.8333], [180,0.0707,0.9835,0.9852,1.2298,0.8283,0.8356], [180,0.0682,0.9843,0.9857,1.2628,0.8294,0.8353], [179,0.0719,0.9835,0.9851,1.3121,0.8267,0.8317], [180,0.0727,0.9841,0.9854,1.2609,0.8290,0.8350], [179,0.0687,0.9846,0.9860,1.2990,0.8256,0.8315], [179,0.0701,0.9856,0.9868,1.2981,0.8276,0.8329], [180,0.0664,0.9851,0.9866,1.3007,0.8256,0.8323], [180,0.0679,0.9850,0.9862,1.3010,0.8279,0.8342], [179,0.0647,0.9859,0.9872,1.3261,0.8266,0.8331], [180,0.0625,0.9864,0.9872,1.3002,0.8276,0.8347], [180,0.0616,0.9870,0.9879,1.3773,0.8290,0.8342], [179,0.0589,0.9874,0.9888,1.3902,0.8271,0.8327], [179,0.0621,0.9867,0.9878,1.3679,0.8271,0.8330], [179,0.0606,0.9872,0.9884,1.3752,0.8287,0.8336], [179,0.0575,0.9872,0.9882,1.4126,0.8296,0.8337], [179,0.0593,0.9873,0.9883,1.3903,0.8300,0.8353], [179,0.0595,0.9878,0.9887,1.4175,0.8256,0.8315], [180,0.0628,0.9865,0.9876,1.4224,0.8309,0.8358], [180,0.0619,0.9870,0.9881,1.3919,0.8293,0.8352], [179,0.0586,0.9877,0.9888,1.3977,0.8279,0.8326], [180,0.0598,0.9876,0.9885,1.3819,0.8268,0.8326], [180,0.0550,0.9887,0.9895,1.3992,0.8272,0.8324], [180,0.0529,0.9890,0.9898,1.4031,0.8321,0.8371], [179,0.0533,0.9890,0.9898,1.4075,0.8290,0.8345], [179,0.0547,0.9891,0.9899,1.4391,0.8300,0.8348], [179,0.0534,0.9887,0.9896,1.4355,0.8281,0.8332], [180,0.0515,0.9890,0.9898,1.4601,0.8300,0.8346], [179,0.0492,0.9897,0.9904,1.4468,0.8296,0.8341], [180,0.0515,0.9894,0.9902,1.4504,0.8294,0.8337], [179,0.0489,0.9900,0.9907,1.4882,0.8305,0.8347], [179,0.0499,0.9900,0.9907,1.4816,0.8299,0.8334]],\n",
    "    [[326,4.2635,0.2049,0.3002,2.2530,0.4840,0.5881], [317,1.4605,0.6144,0.7055,1.2046,0.6820,0.7548], [317,0.6421,0.8035,0.8509,1.0140,0.7618,0.8046], [316,0.3582,0.8875,0.9106,1.0087,0.7938,0.8165], [316,0.2382,0.9265,0.9393,1.0190,0.8067,0.8259], [317,0.1753,0.9480,0.9564,1.0586,0.8130,0.8271], [318,0.1415,0.9588,0.9649,1.1002,0.8190,0.8303], [317,0.1165,0.9677,0.9721,1.1143,0.8211,0.8320], [317,0.1027,0.9721,0.9757,1.1708,0.8227,0.8324], [316,0.0979,0.9747,0.9776,1.1892,0.8243,0.8330], [317,0.0854,0.9785,0.9809,1.2052,0.8235,0.8306], [317,0.0842,0.9790,0.9813,1.2207,0.8280,0.8352], [317,0.0785,0.9808,0.9826,1.2142,0.8268,0.8343], [317,0.0755,0.9821,0.9838,1.2486,0.8283,0.8348], [317,0.0740,0.9828,0.9846,1.2685,0.8298,0.8358], [318,0.0722,0.9831,0.9844,1.2390,0.8285,0.8359], [319,0.0707,0.9831,0.9849,1.2790,0.8269,0.8339], [318,0.0735,0.9824,0.9841,1.2690,0.8261,0.8341], [318,0.0741,0.9825,0.9843,1.3103,0.8257,0.8320], [317,0.0713,0.9834,0.9849,1.3052,0.8258,0.8329], [317,0.0713,0.9831,0.9847,1.3303,0.8265,0.8334], [317,0.0663,0.9847,0.9860,1.3475,0.8287,0.8344], [318,0.0673,0.9848,0.9863,1.3233,0.8265,0.8331], [317,0.0643,0.9854,0.9869,1.3264,0.8275,0.8341], [317,0.0623,0.9865,0.9877,1.3534,0.8274,0.8332], [317,0.0653,0.9858,0.9871,1.3953,0.8265,0.8315], [317,0.0633,0.9857,0.9869,1.3548,0.8268,0.8329], [317,0.0642,0.9862,0.9875,1.3873,0.8273,0.8335], [317,0.0622,0.9864,0.9877,1.4050,0.8284,0.8336], [318,0.0583,0.9876,0.9887,1.3904,0.8308,0.8364], [317,0.0559,0.9884,0.9894,1.4000,0.8298,0.8357], [318,0.0578,0.9880,0.9891,1.3946,0.8308,0.8364], [317,0.0601,0.9874,0.9885,1.3772,0.8272,0.8339], [318,0.0576,0.9881,0.9890,1.4111,0.8287,0.8346], [318,0.0569,0.9879,0.9888,1.4435,0.8255,0.8311], [317,0.0605,0.9872,0.9884,1.4109,0.8276,0.8339], [318,0.0604,0.9874,0.9885,1.4263,0.8276,0.8335], [319,0.0588,0.9877,0.9887,1.3802,0.8283,0.8342], [318,0.0543,0.9885,0.9893,1.4239,0.8292,0.8357], [317,0.0550,0.9888,0.9898,1.4377,0.8285,0.8343], [318,0.0536,0.9892,0.9899,1.4605,0.8271,0.8328], [318,0.0539,0.9887,0.9894,1.4525,0.8302,0.8357], [318,0.0494,0.9899,0.9906,1.4460,0.8268,0.8332], [318,0.0531,0.9896,0.9903,1.4824,0.8297,0.8353], [318,0.0544,0.9895,0.9902,1.5097,0.8292,0.8341], [318,0.0589,0.9880,0.9889,1.4681,0.8287,0.8354], [318,0.0538,0.9890,0.9898,1.5044,0.8275,0.8343], [318,0.0532,0.9892,0.9899,1.4610,0.8269,0.8329], [319,0.0521,0.9894,0.9901,1.5026,0.8281,0.8343], [318,0.0488,0.9901,0.9908,1.5346,0.8316,0.8360]],\n",
    "]]\n",
    "numwords_h_scores = np.asarray([\n",
    "    [4.473483254554935, 0.0, 0.11445065463639569],\n",
    "    [3.798710803111226, 0.008964361206240608, 0.1860651540598537],\n",
    "    [3.5922659632587757, 0.02365793128191494, 0.21700958213028948],\n",
    "    [2.655883370038599, 0.13268224118625277, 0.3811579370263236],\n",
    "    [2.053532138984636, 0.30285337406235774, 0.5076749199951017],\n",
    "    [1.7720258749461917, 0.4341348660926429, 0.5849015400330351],\n",
    "    [1.5003651952439119, 0.5623423678854488, 0.6509694148695935],\n",
    "    [1.3967554793691184, 0.6292936252741805, 0.6876394644858751],\n",
    "    [1.3729848001164022, 0.7636429674285522, 0.7742541814523358],\n",
    "    [1.4226311320676432, 0.7925672765540219, 0.798274157637008],\n",
    "    [1.4014613010071624, 0.8035714332312092, 0.8092846541798541],\n",
    "    [1.438234171647313, 0.8082281147452196, 0.8142544052570507],\n",
    "    [1.547525615291258, 0.8153613966604932, 0.821499813911927],\n",
    "    [1.6280185806869847, 0.8158367705086232, 0.8208237314011192],\n",
    "    [1.61496282240911, 0.8131876428092654, 0.8204637506270523],\n",
    "    [1.628708001163205, 0.8117165331621065, 0.8193784964202316],\n",
    "    [1.5874757630795275, 0.8115880265282764, 0.8191846719505088],\n",
    "])\n",
    "numwords_h_history = [np.asarray(a) for a in [\n",
    "    [[1,7.1409,0.0000e+00,0.0058,6.9972,0.0000e+00,0.0052], [1,6.6683,0.0000e+00,0.0125,6.2014,0.0000e+00,0.0304], [1,6.1586,0.0000e+00,0.0225,5.9690,0.0000e+00,0.0291], [1,6.0490,0.0000e+00,0.0250,5.8931,0.0000e+00,0.0379], [1,5.9641,0.0000e+00,0.0305,5.8007,0.0000e+00,0.0442], [1,5.8740,5.7275e-05,0.0343,5.6903,0.0000e+00,0.0501], [1,5.7858,0.0000e+00,0.0375,5.5904,0.0000e+00,0.0505], [1,5.7043,0.0000e+00,0.0408,5.5006,0.0000e+00,0.0503], [1,5.6439,0.0000e+00,0.0425,5.4210,0.0000e+00,0.0649], [1,5.5770,2.8638e-05,0.0432,5.3459,0.0000e+00,0.0726], [1,5.5208,0.0000e+00,0.0472,5.2762,0.0000e+00,0.0718], [1,5.4712,2.8638e-05,0.0482,5.2160,0.0000e+00,0.0710], [1,5.4264,8.5913e-05,0.0506,5.1560,0.0000e+00,0.0756], [1,5.3874,2.8638e-05,0.0519,5.1086,0.0000e+00,0.0797], [1,5.3547,5.7275e-05,0.0533,5.0650,0.0000e+00,0.0756], [1,5.3103,2.8638e-05,0.0529,5.0239,0.0000e+00,0.0782], [1,5.2910,5.7275e-05,0.0554,4.9816,0.0000e+00,0.0771], [1,5.2612,1.1455e-04,0.0563,4.9476,0.0000e+00,0.0798], [1,5.2377,1.7183e-04,0.0572,4.9185,0.0000e+00,0.0845], [1,5.2093,1.7183e-04,0.0605,4.8852,0.0000e+00,0.0853], [1,5.1917,8.5913e-05,0.0601,4.8563,0.0000e+00,0.0879], [1,5.1717,1.7183e-04,0.0612,4.8320,0.0000e+00,0.0852], [1,5.1618,1.1455e-04,0.0609,4.8081,0.0000e+00,0.0919], [1,5.1408,2.2910e-04,0.0612,4.7886,0.0000e+00,0.0937], [1,5.1190,8.5913e-05,0.0614,4.7603,0.0000e+00,0.0924], [1,5.0989,8.5913e-05,0.0641,4.7409,0.0000e+00,0.0985], [1,5.0904,2.5774e-04,0.0652,4.7238,0.0000e+00,0.0981], [1,5.0763,8.5913e-05,0.0663,4.7049,0.0000e+00,0.0978], [1,5.0515,1.7183e-04,0.0649,4.6866,0.0000e+00,0.0983], [1,5.0524,1.1455e-04,0.0673,4.6698,0.0000e+00,0.0999], [1,5.0407,2.2910e-04,0.0678,4.6577,0.0000e+00,0.1050], [1,5.0228,0.0000e+00,0.0676,4.6357,0.0000e+00,0.1073], [1,5.0116,2.2910e-04,0.0659,4.6247,0.0000e+00,0.1025], [1,5.0026,1.4319e-04,0.0674,4.6137,0.0000e+00,0.1033], [1,4.9980,1.7183e-04,0.0678,4.5997,0.0000e+00,0.1034], [1,4.9913,2.2910e-04,0.0672,4.5895,0.0000e+00,0.1072], [1,4.9732,3.1501e-04,0.0702,4.5769,0.0000e+00,0.1081], [1,4.9672,3.1501e-04,0.0705,4.5644,0.0000e+00,0.1100], [1,4.9553,2.0046e-04,0.0711,4.5519,0.0000e+00,0.1070], [1,4.9563,6.5867e-04,0.0700,4.5433,0.0000e+00,0.1092], [1,4.9435,3.7229e-04,0.0725,4.5331,0.0000e+00,0.1087], [1,4.9385,4.2957e-04,0.0711,4.5257,0.0000e+00,0.1109], [1,4.9368,4.0093e-04,0.0711,4.5171,0.0000e+00,0.1062], [1,4.9220,3.7229e-04,0.0729,4.5103,0.0000e+00,0.1124], [1,4.9170,3.7229e-04,0.0731,4.5019,0.0000e+00,0.1117], [1,4.9087,3.1501e-04,0.0750,4.4944,0.0000e+00,0.1119], [1,4.8942,3.7229e-04,0.0751,4.4849,0.0000e+00,0.1109], [1,4.8945,3.7229e-04,0.0731,4.4782,0.0000e+00,0.1136], [1,4.8891,2.5774e-04,0.0742,4.4726,0.0000e+00,0.1121], [1,4.8905,3.4365e-04,0.0738,4.4710,0.0000e+00,0.1149]],\n",
    "    [[2,7.0432,0.0000e+00,0.0075,6.6522,0.0000e+00,0.0112], [1,6.2662,0.0000e+00,0.0172,6.0243,0.0000e+00,0.0243], [1,5.9942,0.0000e+00,0.0296,5.8090,0.0000e+00,0.0516], [1,5.7702,0.0000e+00,0.0446,5.5248,0.0000e+00,0.0741], [1,5.5583,4.5554e-05,0.0551,5.2942,0.0000e+00,0.0841], [1,5.3999,9.1108e-05,0.0616,5.1321,0.0000e+00,0.0865], [1,5.2767,4.0999e-04,0.0680,5.0024,0.0000e+00,0.0993], [1,5.1729,6.6053e-04,0.0745,4.8854,0.0000e+00,0.1045], [1,5.0866,7.9719e-04,0.0768,4.7823,0.0000e+00,0.1122], [1,5.0178,0.0014,0.0821,4.6903,0.0000e+00,0.1138], [1,4.9501,0.0019,0.0847,4.6117,9.1100e-05,0.1285], [1,4.8884,0.0021,0.0876,4.5381,1.8220e-04,0.1368], [1,4.8289,0.0022,0.0947,4.4696,5.4660e-04,0.1346], [1,4.7949,0.0024,0.0919,4.4177,5.4660e-04,0.1405], [1,4.7477,0.0026,0.0963,4.3634,0.0015,0.1410], [1,4.7135,0.0035,0.0982,4.3205,0.0012,0.1479], [1,4.6713,0.0035,0.1008,4.2769,0.0013,0.1474], [1,4.6505,0.0040,0.1037,4.2458,0.0021,0.1515], [1,4.6215,0.0035,0.1047,4.2122,0.0024,0.1516], [1,4.5980,0.0042,0.1056,4.1836,0.0026,0.1581], [1,4.5738,0.0043,0.1066,4.1552,0.0036,0.1531], [1,4.5483,0.0043,0.1114,4.1295,0.0034,0.1615], [1,4.5378,0.0050,0.1095,4.1101,0.0043,0.1538], [1,4.5179,0.0047,0.1096,4.0922,0.0046,0.1633], [1,4.5012,0.0053,0.1136,4.0703,0.0053,0.1641], [1,4.4901,0.0054,0.1112,4.0533,0.0047,0.1684], [1,4.4693,0.0049,0.1148,4.0374,0.0049,0.1678], [1,4.4631,0.0057,0.1180,4.0245,0.0054,0.1704], [1,4.4539,0.0056,0.1134,4.0135,0.0064,0.1646], [1,4.4357,0.0060,0.1159,4.0041,0.0067,0.1659], [1,4.4294,0.0066,0.1183,3.9878,0.0065,0.1710], [1,4.4098,0.0065,0.1159,3.9828,0.0067,0.1705], [1,4.4197,0.0067,0.1184,3.9727,0.0076,0.1725], [1,4.4001,0.0064,0.1211,3.9602,0.0071,0.1718], [1,4.3953,0.0067,0.1219,3.9538,0.0067,0.1719], [1,4.3842,0.0064,0.1204,3.9486,0.0075,0.1768], [1,4.3688,0.0071,0.1200,3.9366,0.0067,0.1752], [1,4.3715,0.0065,0.1211,3.9301,0.0080,0.1725], [1,4.3611,0.0071,0.1221,3.9208,0.0087,0.1789], [1,4.3541,0.0078,0.1235,3.9186,0.0080,0.1743], [1,4.3434,0.0078,0.1234,3.9078,0.0077,0.1764], [1,4.3426,0.0071,0.1233,3.9016,0.0088,0.1738], [1,4.3254,0.0075,0.1235,3.8976,0.0097,0.1743], [1,4.3312,0.0078,0.1247,3.8935,0.0091,0.1742], [1,4.3122,0.0076,0.1273,3.8819,0.0080,0.1752], [1,4.3215,0.0075,0.1242,3.8802,0.0092,0.1783], [1,4.3090,0.0083,0.1258,3.8734,0.0096,0.1746], [1,4.3033,0.0079,0.1268,3.8718,0.0099,0.1776], [1,4.2986,0.0085,0.1253,3.8697,0.0090,0.1797], [1,4.2912,0.0086,0.1283,3.8597,0.0092,0.1816]],\n",
    "    [[2,6.9275,0.0000e+00,0.0122,6.3018,0.0000e+00,0.0209], [1,6.1514,0.0000e+00,0.0234,5.9636,0.0000e+00,0.0475], [1,5.8881,2.0945e-05,0.0385,5.6495,0.0000e+00,0.0555], [1,5.5838,1.4662e-04,0.0552,5.3030,0.0000e+00,0.0818], [1,5.3317,4.1890e-04,0.0669,5.0466,0.0000e+00,0.1011], [1,5.1433,0.0010,0.0772,4.8458,1.6756e-04,0.1065], [1,4.9994,0.0019,0.0865,4.6826,1.6756e-04,0.1174], [1,4.8827,0.0032,0.0921,4.5513,7.5402e-04,0.1333], [1,4.7859,0.0041,0.0979,4.4459,0.0025,0.1347], [1,4.7023,0.0045,0.1024,4.3560,0.0034,0.1370], [1,4.6363,0.0063,0.1086,4.2786,0.0050,0.1510], [1,4.5724,0.0071,0.1116,4.2145,0.0085,0.1511], [1,4.5257,0.0081,0.1159,4.1606,0.0109,0.1495], [1,4.4803,0.0083,0.1183,4.1130,0.0097,0.1589], [1,4.4399,0.0096,0.1198,4.0751,0.0111,0.1561], [1,4.3962,0.0107,0.1245,4.0362,0.0114,0.1628], [1,4.3802,0.0099,0.1232,4.0047,0.0144,0.1595], [1,4.3411,0.0112,0.1272,3.9750,0.0132,0.1664], [1,4.3175,0.0117,0.1307,3.9505,0.0128,0.1738], [1,4.3007,0.0125,0.1316,3.9346,0.0135,0.1681], [1,4.2752,0.0127,0.1324,3.9086,0.0160,0.1790], [1,4.2597,0.0130,0.1331,3.8907,0.0160,0.1733], [1,4.2375,0.0138,0.1355,3.8701,0.0149,0.1823], [1,4.2218,0.0138,0.1371,3.8563,0.0173,0.1849], [1,4.2112,0.0138,0.1370,3.8411,0.0169,0.1796], [1,4.1916,0.0139,0.1411,3.8248,0.0167,0.1862], [1,4.1856,0.0155,0.1418,3.8114,0.0183,0.1929], [1,4.1683,0.0144,0.1400,3.8004,0.0178,0.1940], [1,4.1516,0.0142,0.1431,3.7834,0.0172,0.1969], [1,4.1408,0.0150,0.1447,3.7763,0.0182,0.1962], [1,4.1350,0.0152,0.1458,3.7623,0.0200,0.1921], [1,4.1204,0.0161,0.1464,3.7523,0.0194,0.1909], [1,4.1254,0.0157,0.1455,3.7466,0.0181,0.2010], [1,4.1069,0.0162,0.1466,3.7364,0.0185,0.2007], [1,4.1019,0.0163,0.1507,3.7289,0.0204,0.2035], [1,4.0935,0.0164,0.1489,3.7216,0.0194,0.2043], [1,4.0893,0.0169,0.1492,3.7121,0.0205,0.2030], [1,4.0803,0.0167,0.1511,3.7076,0.0205,0.2006], [1,4.0715,0.0173,0.1496,3.7000,0.0213,0.2027], [1,4.0666,0.0184,0.1527,3.6955,0.0217,0.2054], [1,4.0660,0.0183,0.1525,3.6856,0.0222,0.2043], [1,4.0469,0.0174,0.1544,3.6812,0.0209,0.2086], [1,4.0442,0.0183,0.1560,3.6704,0.0227,0.2013], [1,4.0406,0.0187,0.1522,3.6703,0.0218,0.2033], [1,4.0353,0.0186,0.1570,3.6625,0.0220,0.2064], [1,4.0292,0.0182,0.1560,3.6559,0.0228,0.2098], [1,4.0197,0.0195,0.1582,3.6499,0.0243,0.2062], [1,4.0160,0.0200,0.1559,3.6439,0.0234,0.2081], [1,4.0049,0.0193,0.1572,3.6393,0.0231,0.2120], [1,4.0139,0.0198,0.1576,3.6391,0.0232,0.2085]],\n",
    "    [[2,6.6075,0.0000e+00,0.0140,5.9207,0.0000e+00,0.0499], [2,5.6652,3.3725e-04,0.0595,5.1754,1.3490e-04,0.1140], [2,5.0555,0.0036,0.0980,4.6015,0.0061,0.1497], [2,4.6566,0.0118,0.1244,4.2160,0.0190,0.1736], [2,4.3773,0.0178,0.1492,3.9439,0.0224,0.2003], [2,4.1674,0.0231,0.1653,3.7311,0.0310,0.2272], [2,4.0168,0.0280,0.1776,3.5768,0.0370,0.2484], [2,3.8883,0.0336,0.1914,3.4499,0.0464,0.2624], [2,3.7963,0.0380,0.1995,3.3538,0.0540,0.2747], [2,3.7111,0.0428,0.2093,3.2735,0.0594,0.2878], [2,3.6539,0.0454,0.2152,3.2073,0.0636,0.2966], [2,3.6010,0.0491,0.2236,3.1519,0.0680,0.3022], [2,3.5462,0.0524,0.2277,3.1027,0.0695,0.3157], [2,3.5103,0.0555,0.2322,3.0604,0.0733,0.3194], [2,3.4736,0.0599,0.2402,3.0251,0.0792,0.3256], [2,3.4418,0.0607,0.2419,2.9954,0.0782,0.3240], [2,3.4051,0.0641,0.2452,2.9648,0.0820,0.3366], [2,3.3853,0.0662,0.2491,2.9412,0.0816,0.3359], [2,3.3591,0.0672,0.2506,2.9145,0.0882,0.3443], [2,3.3453,0.0691,0.2529,2.8939,0.0861,0.3459], [2,3.3233,0.0708,0.2570,2.8752,0.0968,0.3432], [2,3.3097,0.0721,0.2565,2.8575,0.0926,0.3499], [2,3.2900,0.0732,0.2616,2.8419,0.0900,0.3481], [2,3.2754,0.0749,0.2622,2.8255,0.0998,0.3524], [2,3.2589,0.0775,0.2651,2.8071,0.1002,0.3582], [2,3.2468,0.0769,0.2666,2.7974,0.1034,0.3596], [2,3.2318,0.0786,0.2714,2.7828,0.1047,0.3602], [2,3.2179,0.0815,0.2748,2.7704,0.1060,0.3652], [2,3.2077,0.0811,0.2722,2.7580,0.1093,0.3641], [2,3.2011,0.0820,0.2727,2.7547,0.1108,0.3660], [2,3.1986,0.0828,0.2720,2.7421,0.1066,0.3694], [2,3.1830,0.0853,0.2777,2.7325,0.1128,0.3712], [2,3.1709,0.0872,0.2795,2.7190,0.1166,0.3733], [2,3.1580,0.0870,0.2798,2.7141,0.1157,0.3749], [2,3.1586,0.0871,0.2808,2.7080,0.1139,0.3694], [2,3.1523,0.0879,0.2804,2.6989,0.1118,0.3756], [2,3.1429,0.0881,0.2817,2.6940,0.1158,0.3720], [2,3.1354,0.0898,0.2824,2.6848,0.1178,0.3756], [2,3.1228,0.0907,0.2846,2.6811,0.1097,0.3728], [2,3.1181,0.0919,0.2856,2.6691,0.1218,0.3776], [2,3.1080,0.0929,0.2859,2.6635,0.1179,0.3805], [2,3.0968,0.0949,0.2886,2.6574,0.1222,0.3834], [2,3.0982,0.0953,0.2910,2.6550,0.1257,0.3797], [2,3.0937,0.0937,0.2903,2.6489,0.1232,0.3822], [2,3.0839,0.0960,0.2903,2.6458,0.1225,0.3820], [2,3.0828,0.0958,0.2896,2.6395,0.1300,0.3826], [2,3.0782,0.0952,0.2914,2.6344,0.1264,0.3814], [2,3.0717,0.0976,0.2924,2.6288,0.1306,0.3865], [2,3.0699,0.0980,0.2951,2.6245,0.1295,0.3855], [2,3.0637,0.0993,0.2949,2.6181,0.1304,0.3902]],\n",
    "    [[3,6.3102,3.0900e-04,0.0391,5.4388,1.1771e-04,0.0945], [2,5.0194,0.0149,0.1206,4.3775,0.0335,0.1982], [2,4.2795,0.0380,0.1797,3.7552,0.0555,0.2692], [2,3.8410,0.0615,0.2225,3.3754,0.0871,0.3131], [2,3.5523,0.0796,0.2565,3.1239,0.1094,0.3417], [2,3.3621,0.0951,0.2773,2.9554,0.1282,0.3570], [2,3.2224,0.1081,0.2928,2.8319,0.1419,0.3790], [2,3.1133,0.1173,0.3072,2.7387,0.1558,0.3896], [2,3.0238,0.1269,0.3213,2.6597,0.1637,0.4053], [2,2.9633,0.1352,0.3294,2.6027,0.1696,0.4113], [2,2.8971,0.1436,0.3379,2.5506,0.1791,0.4175], [2,2.8523,0.1456,0.3458,2.5036,0.1939,0.4266], [2,2.8021,0.1536,0.3529,2.4709,0.1970,0.4336], [2,2.7697,0.1586,0.3574,2.4371,0.1999,0.4389], [2,2.7308,0.1651,0.3631,2.4051,0.2101,0.4477], [2,2.7015,0.1694,0.3686,2.3780,0.2189,0.4486], [2,2.6741,0.1737,0.3726,2.3560,0.2205,0.4492], [2,2.6472,0.1777,0.3777,2.3356,0.2275,0.4537], [2,2.6314,0.1819,0.3765,2.3156,0.2299,0.4608], [2,2.6076,0.1830,0.3823,2.2963,0.2357,0.4625], [2,2.5928,0.1856,0.3849,2.2834,0.2358,0.4652], [2,2.5628,0.1915,0.3912,2.2649,0.2395,0.4707], [2,2.5476,0.1928,0.3932,2.2540,0.2486,0.4726], [2,2.5346,0.1972,0.3961,2.2404,0.2462,0.4768], [2,2.5216,0.1978,0.3964,2.2273,0.2478,0.4770], [2,2.5032,0.2008,0.3997,2.2128,0.2545,0.4828], [2,2.4849,0.2047,0.4036,2.1997,0.2597,0.4821], [2,2.4725,0.2055,0.4048,2.1914,0.2618,0.4857], [2,2.4617,0.2081,0.4063,2.1823,0.2667,0.4821], [2,2.4558,0.2084,0.4087,2.1790,0.2644,0.4887], [2,2.4399,0.2135,0.4118,2.1654,0.2664,0.4915], [2,2.4288,0.2130,0.4126,2.1588,0.2729,0.4916], [2,2.4244,0.2165,0.4160,2.1504,0.2726,0.4913], [2,2.4137,0.2163,0.4143,2.1472,0.2726,0.4926], [2,2.4097,0.2167,0.4160,2.1381,0.2777,0.4971], [2,2.3955,0.2198,0.4176,2.1304,0.2752,0.4962], [2,2.3842,0.2221,0.4190,2.1195,0.2841,0.5004], [2,2.3795,0.2240,0.4168,2.1151,0.2819,0.5013], [2,2.3684,0.2241,0.4219,2.1087,0.2818,0.5027], [2,2.3685,0.2263,0.4208,2.1049,0.2824,0.5028], [2,2.3534,0.2273,0.4280,2.0994,0.2864,0.5050], [2,2.3606,0.2276,0.4236,2.0965,0.2880,0.5049], [2,2.3431,0.2305,0.4254,2.0893,0.2891,0.5094], [2,2.3307,0.2334,0.4288,2.0869,0.2906,0.5066], [2,2.3345,0.2313,0.4273,2.0813,0.2921,0.5071], [2,2.3209,0.2348,0.4306,2.0764,0.2959,0.5082], [2,2.3155,0.2371,0.4320,2.0730,0.2963,0.5114], [2,2.3135,0.2384,0.4336,2.0709,0.2965,0.5089], [2,2.3061,0.2381,0.4331,2.0637,0.2995,0.5126], [2,2.3075,0.2376,0.4327,2.0638,0.3000,0.5110]],\n",
    "    [[3,6.0804,0.0021,0.0551,5.1043,0.0136,0.1536], [3,4.5873,0.0421,0.1812,3.8865,0.0784,0.2680], [3,3.7866,0.0878,0.2498,3.2846,0.1170,0.3397], [3,3.3440,0.1205,0.3011,2.9305,0.1607,0.3755], [3,3.0710,0.1473,0.3352,2.7092,0.1881,0.4056], [3,2.8756,0.1709,0.3598,2.5506,0.2061,0.4304], [3,2.7461,0.1868,0.3791,2.4414,0.2278,0.4480], [3,2.6426,0.2011,0.3974,2.3554,0.2436,0.4643], [3,2.5534,0.2155,0.4113,2.2897,0.2609,0.4726], [3,2.4873,0.2247,0.4192,2.2373,0.2716,0.4834], [3,2.4185,0.2368,0.4305,2.1852,0.2872,0.4944], [3,2.3694,0.2471,0.4386,2.1480,0.3010,0.4991], [3,2.3299,0.2546,0.4456,2.1146,0.3048,0.5041], [3,2.2902,0.2608,0.4536,2.0837,0.3157,0.5099], [3,2.2538,0.2681,0.4574,2.0560,0.3170,0.5151], [3,2.2169,0.2769,0.4642,2.0383,0.3272,0.5174], [3,2.1928,0.2814,0.4701,2.0200,0.3347,0.5201], [3,2.1716,0.2865,0.4727,1.9952,0.3411,0.5262], [3,2.1453,0.2924,0.4787,1.9803,0.3422,0.5309], [3,2.1196,0.2941,0.4792,1.9615,0.3529,0.5325], [3,2.1032,0.3008,0.4845,1.9529,0.3540,0.5350], [3,2.0780,0.3058,0.4880,1.9380,0.3609,0.5362], [3,2.0584,0.3094,0.4927,1.9248,0.3626,0.5409], [3,2.0519,0.3131,0.4956,1.9121,0.3695,0.5415], [3,2.0279,0.3163,0.4994,1.9057,0.3726,0.5469], [3,2.0148,0.3216,0.5028,1.8909,0.3778,0.5488], [3,1.9999,0.3248,0.5043,1.8828,0.3782,0.5512], [3,1.9871,0.3274,0.5058,1.8766,0.3866,0.5530], [3,1.9719,0.3326,0.5090,1.8671,0.3824,0.5551], [3,1.9646,0.3304,0.5086,1.8579,0.3887,0.5561], [3,1.9452,0.3355,0.5131,1.8544,0.3915,0.5559], [3,1.9386,0.3402,0.5149,1.8459,0.3910,0.5581], [3,1.9316,0.3404,0.5153,1.8426,0.3902,0.5590], [3,1.9225,0.3420,0.5175,1.8313,0.3990,0.5627], [3,1.9076,0.3469,0.5196,1.8294,0.4029,0.5631], [3,1.8993,0.3482,0.5222,1.8250,0.4044,0.5665], [3,1.8912,0.3499,0.5235,1.8198,0.4029,0.5644], [3,1.8828,0.3525,0.5243,1.8117,0.4055,0.5686], [3,1.8791,0.3509,0.5247,1.8097,0.4099,0.5692], [3,1.8691,0.3553,0.5270,1.8034,0.4125,0.5714], [3,1.8612,0.3580,0.5279,1.7969,0.4131,0.5737], [3,1.8496,0.3610,0.5293,1.7994,0.4133,0.5705], [3,1.8404,0.3637,0.5328,1.7909,0.4143,0.5758], [3,1.8371,0.3650,0.5336,1.7880,0.4170,0.5741], [3,1.8318,0.3641,0.5322,1.7842,0.4210,0.5753], [3,1.8270,0.3672,0.5351,1.7829,0.4243,0.5757], [3,1.8204,0.3670,0.5351,1.7767,0.4237,0.5763], [3,1.8064,0.3706,0.5377,1.7768,0.4236,0.5755], [3,1.8043,0.3746,0.5391,1.7683,0.4239,0.5812], [3,1.8002,0.3716,0.5381,1.7697,0.4266,0.5787]],\n",
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    "    [[5,5.4442,0.0326,0.1370,4.0530,0.1120,0.2976], [4,3.5330,0.1544,0.3302,2.8736,0.2275,0.4270], [4,2.7568,0.2356,0.4208,2.3768,0.2988,0.4954], [4,2.3821,0.2932,0.4709,2.1314,0.3461,0.5308], [4,2.1543,0.3354,0.5072,1.9665,0.3897,0.5552], [4,1.9966,0.3653,0.5305,1.8691,0.4099,0.5682], [4,1.8788,0.3902,0.5513,1.7935,0.4294,0.5829], [4,1.7851,0.4112,0.5682,1.7269,0.4481,0.5937], [4,1.7098,0.4291,0.5807,1.6798,0.4619,0.6067], [4,1.6383,0.4439,0.5930,1.6436,0.4749,0.6119], [4,1.5860,0.4571,0.6033,1.6117,0.4921,0.6197], [4,1.5330,0.4701,0.6141,1.5867,0.4962,0.6255], [4,1.4905,0.4810,0.6227,1.5655,0.5118,0.6274], [4,1.4487,0.4952,0.6302,1.5431,0.5160,0.6332], [4,1.4090,0.5032,0.6367,1.5271,0.5272,0.6379], [4,1.3812,0.5112,0.6443,1.5153,0.5329,0.6432], [4,1.3503,0.5212,0.6501,1.4962,0.5413,0.6465], [4,1.3174,0.5288,0.6548,1.4878,0.5443,0.6466], [4,1.2927,0.5365,0.6603,1.4828,0.5500,0.6515], [4,1.2722,0.5417,0.6650,1.4679,0.5569,0.6545], [4,1.2463,0.5509,0.6704,1.4648,0.5614,0.6558], [4,1.2222,0.5564,0.6758,1.4554,0.5645,0.6580], [4,1.1992,0.5638,0.6806,1.4523,0.5701,0.6605], [4,1.1791,0.5705,0.6841,1.4399,0.5740,0.6615], [4,1.1651,0.5730,0.6863,1.4352,0.5775,0.6634], [4,1.1478,0.5783,0.6896,1.4309,0.5804,0.6670], [4,1.1262,0.5867,0.6965,1.4228,0.5866,0.6661], [4,1.1120,0.5911,0.6989,1.4241,0.5875,0.6676], [4,1.0947,0.5964,0.7018,1.4197,0.5882,0.6690], [4,1.0839,0.6001,0.7052,1.4169,0.5920,0.6711], [4,1.0689,0.6033,0.7086,1.4161,0.5957,0.6730], [4,1.0640,0.6049,0.7076,1.4148,0.5993,0.6731], [4,1.0458,0.6116,0.7119,1.4184,0.6006,0.6740], [4,1.0271,0.6161,0.7160,1.4110,0.6014,0.6759], [4,1.0145,0.6224,0.7187,1.4080,0.6051,0.6778], [4,1.0032,0.6235,0.7213,1.4037,0.6078,0.6781], [4,0.9965,0.6264,0.7233,1.4042,0.6131,0.6815], [4,0.9833,0.6305,0.7253,1.3981,0.6117,0.6792], [4,0.9769,0.6314,0.7264,1.4058,0.6148,0.6800], [4,0.9691,0.6357,0.7294,1.3994,0.6141,0.6826], [4,0.9601,0.6376,0.7303,1.4040,0.6178,0.6794], [4,0.9413,0.6455,0.7365,1.3957,0.6173,0.6833], [4,0.9361,0.6480,0.7393,1.3982,0.6185,0.6826], [4,0.9270,0.6494,0.7394,1.3974,0.6190,0.6842], [4,0.9212,0.6520,0.7398,1.3932,0.6218,0.6871], [4,0.9087,0.6547,0.7431,1.4024,0.6236,0.6864], [4,0.9050,0.6573,0.7428,1.4009,0.6249,0.6861], [4,0.8977,0.6593,0.7461,1.4011,0.6239,0.6866], [4,0.8905,0.6623,0.7468,1.4014,0.6278,0.6875], [4,0.8820,0.6642,0.7490,1.4012,0.6291,0.6887]],\n",
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    "    [[774,3.9876,0.2156,0.3038,2.0144,0.4667,0.5873], [759,1.5183,0.5739,0.6652,1.2735,0.6367,0.7241], [759,0.8260,0.7431,0.7997,1.1068,0.7141,0.7668], [760,0.5320,0.8308,0.8658,1.0860,0.7489,0.7860], [759,0.3862,0.8768,0.9005,1.0796,0.7733,0.8005], [758,0.2985,0.9060,0.9222,1.1382,0.7781,0.7996], [756,0.2566,0.9211,0.9340,1.1395,0.7884,0.8080], [758,0.2171,0.9330,0.9439,1.1819,0.7915,0.8074], [759,0.1949,0.9411,0.9504,1.2294,0.7943,0.8090], [759,0.1805,0.9463,0.9545,1.2566,0.7995,0.8114], [760,0.1652,0.9512,0.9582,1.2272,0.7994,0.8118], [759,0.1556,0.9553,0.9616,1.2833,0.8013,0.8132], [758,0.1496,0.9570,0.9629,1.2911,0.8026,0.8131], [758,0.1406,0.9608,0.9660,1.2891,0.8041,0.8155], [758,0.1366,0.9622,0.9669,1.3265,0.8066,0.8167], [757,0.1375,0.9620,0.9670,1.3636,0.8064,0.8148], [758,0.1347,0.9637,0.9682,1.3314,0.8012,0.8127], [758,0.1332,0.9639,0.9685,1.3567,0.8057,0.8151], [759,0.1297,0.9652,0.9693,1.3656,0.8030,0.8135], [759,0.1308,0.9651,0.9696,1.3670,0.8067,0.8162], [758,0.1213,0.9681,0.9719,1.3544,0.8057,0.8158], [758,0.1190,0.9695,0.9727,1.4015,0.8096,0.8181], [758,0.1191,0.9694,0.9728,1.4243,0.8106,0.8191], [759,0.1147,0.9704,0.9737,1.3742,0.8083,0.8186], [758,0.1123,0.9717,0.9749,1.4697,0.8105,0.8180], [758,0.1184,0.9707,0.9739,1.3833,0.8073,0.8186], [758,0.1122,0.9713,0.9747,1.4280,0.8091,0.8178], [760,0.1127,0.9718,0.9748,1.4395,0.8118,0.8211], [758,0.1134,0.9722,0.9750,1.4302,0.8071,0.8175], [758,0.1148,0.9716,0.9748,1.4490,0.8095,0.8184], [758,0.1149,0.9722,0.9754,1.4269,0.8123,0.8212], [757,0.1075,0.9739,0.9767,1.4376,0.8118,0.8204], [757,0.1093,0.9741,0.9768,1.4968,0.8137,0.8210], [759,0.1102,0.9745,0.9770,1.5080,0.8108,0.8188], [757,0.1157,0.9731,0.9760,1.4690,0.8126,0.8215], [761,0.1125,0.9743,0.9767,1.4912,0.8125,0.8204], [759,0.1143,0.9740,0.9768,1.4842,0.8130,0.8203], [758,0.1077,0.9752,0.9777,1.4689,0.8114,0.8196], [758,0.1133,0.9749,0.9772,1.4633,0.8107,0.8207], [760,0.1122,0.9750,0.9775,1.5407,0.8157,0.8226], [759,0.1110,0.9752,0.9772,1.4953,0.8128,0.8219], [758,0.1117,0.9753,0.9775,1.5237,0.8160,0.8224], [758,0.1058,0.9777,0.9798,1.5662,0.8155,0.8227], [760,0.1131,0.9762,0.9783,1.5399,0.8151,0.8220], [759,0.1103,0.9765,0.9789,1.5138,0.8147,0.8236], [758,0.1021,0.9772,0.9792,1.5034,0.8139,0.8229], [759,0.1080,0.9771,0.9791,1.5532,0.8172,0.8246], [759,0.1022,0.9781,0.9800,1.6082,0.8171,0.8242], [759,0.1149,0.9762,0.9782,1.5629,0.8161,0.8228], [758,0.1171,0.9756,0.9777,1.5950,0.8162,0.8234]],\n",
    "    [[918,4.2530,0.1836,0.2633,2.2437,0.4342,0.5383], [895,1.6448,0.5414,0.6381,1.3632,0.6134,0.7032], [893,0.8753,0.7286,0.7890,1.1521,0.6929,0.7537], [896,0.5574,0.8231,0.8603,1.1074,0.7383,0.7773], [898,0.3962,0.8731,0.8976,1.1241,0.7564,0.7876], [896,0.3121,0.9007,0.9183,1.1783,0.7704,0.7912], [894,0.2556,0.9206,0.9341,1.1805,0.7773,0.7960], [894,0.2221,0.9315,0.9424,1.2432,0.7817,0.7981], [894,0.1969,0.9408,0.9500,1.2393,0.7846,0.8000], [891,0.1785,0.9476,0.9550,1.2637,0.7886,0.8035], [893,0.1672,0.9506,0.9582,1.2798,0.7895,0.8031], [892,0.1600,0.9540,0.9602,1.3186,0.7941,0.8062], [893,0.1502,0.9575,0.9633,1.2819,0.7935,0.8064], [894,0.1372,0.9616,0.9667,1.3522,0.7950,0.8059], [892,0.1376,0.9617,0.9664,1.3719,0.7962,0.8076], [893,0.1354,0.9627,0.9672,1.3240,0.7950,0.8069], [892,0.1343,0.9633,0.9683,1.3741,0.8012,0.8101], [896,0.1295,0.9640,0.9686,1.3629,0.7969,0.8077], [894,0.1298,0.9652,0.9697,1.3662,0.8015,0.8117], [893,0.1209,0.9682,0.9721,1.4159,0.8015,0.8106], [892,0.1197,0.9684,0.9721,1.4196,0.7992,0.8089], [895,0.1237,0.9677,0.9714,1.4010,0.8039,0.8134], [892,0.1112,0.9701,0.9737,1.4319,0.8061,0.8147], [892,0.1222,0.9685,0.9723,1.4741,0.8054,0.8130], [892,0.1146,0.9710,0.9740,1.4826,0.8033,0.8114], [894,0.1193,0.9697,0.9732,1.4678,0.8011,0.8099], [892,0.1193,0.9698,0.9731,1.4226,0.8019,0.8125], [893,0.1158,0.9707,0.9737,1.4478,0.8007,0.8110], [892,0.1180,0.9712,0.9743,1.4856,0.8052,0.8144], [893,0.1199,0.9713,0.9746,1.4702,0.8031,0.8138], [894,0.1161,0.9720,0.9748,1.4980,0.8062,0.8143], [893,0.1096,0.9733,0.9760,1.5157,0.8055,0.8138], [895,0.1124,0.9729,0.9754,1.4647,0.8053,0.8148], [893,0.1149,0.9735,0.9763,1.5091,0.8051,0.8144], [894,0.1144,0.9735,0.9763,1.5076,0.8084,0.8169], [895,0.1056,0.9750,0.9774,1.5363,0.8059,0.8135], [892,0.1013,0.9762,0.9785,1.5714,0.8090,0.8160], [895,0.1094,0.9750,0.9774,1.5831,0.8095,0.8175], [893,0.1045,0.9764,0.9786,1.5240,0.8078,0.8170], [897,0.1140,0.9748,0.9773,1.5340,0.8061,0.8150], [893,0.1104,0.9754,0.9778,1.5799,0.8069,0.8150], [893,0.1085,0.9754,0.9776,1.5530,0.8061,0.8156], [894,0.1101,0.9758,0.9780,1.6053,0.8064,0.8143], [894,0.1072,0.9763,0.9787,1.6001,0.8095,0.8178], [893,0.1070,0.9763,0.9784,1.6121,0.8064,0.8146], [892,0.1119,0.9760,0.9781,1.6102,0.8092,0.8174], [895,0.1058,0.9772,0.9793,1.6108,0.8099,0.8175], [894,0.1086,0.9771,0.9791,1.6147,0.8091,0.8160], [897,0.1138,0.9759,0.9778,1.6098,0.8085,0.8173], [897,0.1172,0.9759,0.9781,1.6317,0.8089,0.8166]],\n",
    "]]\n",
    "numwords_labels = [\n",
    "    50, 80, 100, 200, 350, 500, 750, 1000, 2500, 5000, 7500, 10000, 15000, 20000, 25000, 27500, 30000, 35000\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training convergence over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b3bfbcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ((ax1,ax3),(ax2,ax4)) = plt.subplots(2,2, sharex='col', sharey='row', figsize=(14,7))\n",
    "colors = [\"#0000%x%x\"%(i,i) for i in range(0,15,2)] + [\"#00%x%x00\"%(i,i) for i in range(3,15,2)] + [\"#00%x%x00\"%(i,i) for i in range(3,15,2)]\n",
    "\n",
    "fxa = np.arange(0, max([a.shape[0] for a in numwords_a_history]))\n",
    "for i, h in enumerate(numwords_a_history):\n",
    "    ax1.plot(fxa, h[:,2], ':', color=colors[i])\n",
    "    ax2.plot(fxa, h[:,3], ':', color=colors[i])\n",
    "for i, h in enumerate(numwords_a_history):\n",
    "    ax1.plot(fxa, h[:,5], label=numwords_labels[i], color=colors[i])\n",
    "    ax2.plot(fxa, h[:,6], label=numwords_labels[i], color=colors[i])\n",
    "    ax1.annotate(numwords_labels[i], xy=(49, h[-1,5]), fontsize='small', verticalalignment='center')\n",
    "    ax2.annotate(numwords_labels[i], xy=(49, h[-1,5]), fontsize='small', verticalalignment='center')\n",
    "ax1.annotate(' ▾ max_words', xy=(49,1), fontsize='small')\n",
    "ax1.set_title('Convergence over time for max_words: features A')\n",
    "ax1.set_ylabel('recall')\n",
    "ax2.set_ylabel('accuracy')\n",
    "ax2.set_xlabel('epoch')\n",
    "ax2.set_xlim((0,49))\n",
    "\n",
    "fxh = np.arange(0, max([a.shape[0] for a in numwords_h_history]))\n",
    "for i, h in enumerate(numwords_h_history):\n",
    "    ax3.plot(fxh, h[:,2], ':', color=colors[i])\n",
    "    ax4.plot(fxh, h[:,3], ':', color=colors[i])\n",
    "for i, h in enumerate(numwords_h_history):\n",
    "    ax3.plot(fxh, h[:,5], label=numwords_labels[i], color=colors[i])\n",
    "    ax4.plot(fxh, h[:,6], label=numwords_labels[i], color=colors[i])\n",
    "    ax3.annotate(numwords_labels[i], xy=(49, h[-1,5]), fontsize='small', verticalalignment='center')\n",
    "    ax4.annotate(numwords_labels[i], xy=(49, h[-1,5]), fontsize='small', verticalalignment='center')\n",
    "ax3.annotate(' ▾ max_words', xy=(49,1), fontsize='small')\n",
    "ax3.set_title('Convergence over time for max_words: features H')\n",
    "ax4.set_xlabel('epoch')\n",
    "ax4.set_xlim((0,49))\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we see that (for feature selection method A) recall and accuracy improve with more words, but has a cap at about 5000 words. To see where overfitting is least (while still getting a good result), more epochs are needed.\n",
    "\n",
    "## max_words versus result\n",
    "\n",
    "Now we'll look at the accurracy and recall at the end, for different numbers of words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b3d3ca90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(14,4))\n",
    "ax1.plot(numwords_labels[:len(numwords_a_scores)], numwords_a_scores[:,1], color='blue', label='A')\n",
    "ax1.plot(numwords_labels[:len(numwords_h_scores)], numwords_h_scores[:,1], color='green', label='H')\n",
    "ax1.set_ylim((0,1))\n",
    "ax1.set_ylabel('recall')\n",
    "ax1.set_xlabel('max_words')\n",
    "ax1.set_xscale('log')\n",
    "ax2.plot(numwords_labels[:len(numwords_a_scores)], numwords_a_scores[:,2], color='blue', label='A')\n",
    "ax2.plot(numwords_labels[:len(numwords_h_scores)], numwords_h_scores[:,2], color='green', label='H')\n",
    "ax2.set_ylabel('accuracy')\n",
    "ax2.set_xlabel('max_words')\n",
    "ax2.set_xscale('log')\n",
    "f.legend(loc='center right')\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For feature selection method A, max_words 8000-10000 is quite enough. With method H, containing many more features, it needs to be a little higher 15000-20000. It is interesting to see that when max_words is high enough, training reaches convergence in about 10 epochs (though a bit more can be got training for longer), while with lower max_words it takes much longer.\n",
    "\n",
    "For our case, it looks like max_words of 10000 with 10-20 epochs would work well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model comparison\n",
    "\n",
    "Besides feature selection, a number of different models was tried."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_scores = np.asarray([\n",
    "    # score,             recall,              accuracy\n",
    "    [0.5973273170939895, 0.8511909437192685,   0.8664151134348027  ],\n",
    "    [1.1422052502497821, 0.8509027072913091,   0.8567722658845759  ],\n",
    "    [1.1477378627287655, 0.845662027930881,    0.8518460293571845  ],\n",
    "    [1.5204193044395389, 0.8475486727560904,   0.8511385364146133  ],\n",
    "    [1.5390585626792543, 0.8436705700628907,   0.8477845025791005  ],\n",
    "    [2.209939332670958,  0.8831328783954767,   0.06687105305668    ],\n",
    "    [3.0236534070435104, 0.047821188077939315, 0.42182218429583895 ],\n",
    "])\n",
    "model_history = [np.asarray(a) for a in [\n",
    "    [[27,6.7219,0.0000e+00,0.2797,5.8190,1.6377e-04,0.3240], [25,5.1428,0.0155,0.3187,4.4634,0.0440,0.4152], [25,3.8349,0.1037,0.4723,3.3112,0.1823,0.5285], [25,2.8216,0.2562,0.5810,2.5167,0.3200,0.6115], [25,2.1453,0.3858,0.6537,2.0045,0.4299,0.6632], [25,1.6987,0.4856,0.7061,1.6688,0.5050,0.7013], [26,1.3947,0.5569,0.7448,1.4326,0.5601,0.7296], [26,1.1713,0.6104,0.7755,1.2597,0.6034,0.7520], [25,1.0020,0.6539,0.8012,1.1305,0.6365,0.7691], [26,0.8715,0.6915,0.8213,1.0318,0.6645,0.7829], [26,0.7655,0.7209,0.8378,0.9540,0.6896,0.7959], [25,0.6820,0.7482,0.8524,0.8938,0.7073,0.8044], [25,0.6145,0.7697,0.8630,0.8447,0.7254,0.8120], [25,0.5554,0.7895,0.8750,0.8049,0.7379,0.8180], [25,0.5079,0.8056,0.8828,0.7717,0.7509,0.8234], [25,0.4659,0.8206,0.8912,0.7447,0.7620,0.8285], [25,0.4304,0.8352,0.8979,0.7222,0.7698,0.8322], [25,0.4002,0.8448,0.9036,0.7016,0.7777,0.8357], [25,0.3712,0.8556,0.9100,0.6852,0.7860,0.8386], [25,0.3473,0.8643,0.9138,0.6704,0.7913,0.8419], [25,0.3261,0.8741,0.9195,0.6591,0.7976,0.8437], [25,0.3089,0.8805,0.9224,0.6497,0.8032,0.8454], [25,0.2911,0.8872,0.9265,0.6404,0.8065,0.8468], [25,0.2741,0.8949,0.9312,0.6319,0.8107,0.8487], [25,0.2612,0.8999,0.9336,0.6261,0.8139,0.8497], [25,0.2475,0.9055,0.9364,0.6207,0.8160,0.8502], [25,0.2379,0.9087,0.9380,0.6161,0.8193,0.8519], [25,0.2246,0.9133,0.9421,0.6117,0.8226,0.8537], [25,0.2158,0.9179,0.9438,0.6089,0.8238,0.8543], [25,0.2074,0.9202,0.9456,0.6047,0.8266,0.8558], [25,0.1980,0.9246,0.9481,0.6029,0.8283,0.8557], [25,0.1903,0.9280,0.9498,0.6012,0.8311,0.8573], [25,0.1836,0.9297,0.9511,0.5993,0.8322,0.8572], [25,0.1771,0.9330,0.9526,0.5985,0.8335,0.8580], [25,0.1705,0.9356,0.9549,0.5969,0.8354,0.8585], [25,0.1642,0.9377,0.9562,0.5972,0.8362,0.8594], [25,0.1588,0.9399,0.9582,0.5961,0.8379,0.8599], [25,0.1538,0.9434,0.9601,0.5961,0.8388,0.8611], [25,0.1491,0.9439,0.9599,0.5964,0.8399,0.8606], [25,0.1433,0.9469,0.9620,0.5961,0.8412,0.8619], [25,0.1396,0.9487,0.9627,0.5964,0.8418,0.8609], [25,0.1355,0.9498,0.9638,0.5955,0.8428,0.8620], [25,0.1322,0.9518,0.9649,0.5973,0.8435,0.8618], [25,0.1270,0.9538,0.9663,0.5981,0.8436,0.8613], [25,0.1232,0.9550,0.9672,0.5981,0.8449,0.8624], [25,0.1205,0.9567,0.9684,0.6006,0.8453,0.8621], [25,0.1165,0.9576,0.9689,0.6007,0.8464,0.8636], [25,0.1154,0.9581,0.9689,0.6019,0.8466,0.8632], [25,0.1109,0.9598,0.9702,0.6026,0.8478,0.8646], [25,0.1085,0.9612,0.9713,0.6039,0.8491,0.8643]],\n",
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[93,0.0477,0.9903,0.9911,1.6013,0.8374,0.8407], [93,0.0478,0.9898,0.9909,1.6042,0.8357,0.8393], [93,0.0496,0.9896,0.9907,1.6181,0.8356,0.8393], [93,0.0513,0.9894,0.9905,1.5960,0.8357,0.8396], [93,0.0518,0.9894,0.9904,1.5892,0.8370,0.8405], [93,0.0507,0.9894,0.9905,1.6089,0.8353,0.8387], [93,0.0532,0.9890,0.9902,1.6316,0.8361,0.8399], [93,0.0520,0.9887,0.9899,1.6171,0.8350,0.8383], [93,0.0522,0.9888,0.9900,1.5902,0.8360,0.8405], [93,0.0513,0.9890,0.9900,1.6008,0.8355,0.8396], [93,0.0507,0.9891,0.9901,1.5735,0.8368,0.8402], [93,0.0490,0.9896,0.9906,1.5631,0.8379,0.8414], [93,0.0497,0.9896,0.9907,1.5984,0.8359,0.8402], [93,0.0495,0.9896,0.9907,1.5827,0.8361,0.8403], [93,0.0494,0.9896,0.9906,1.6344,0.8358,0.8392], [93,0.0512,0.9894,0.9903,1.5797,0.8349,0.8395], [93,0.0487,0.9895,0.9906,1.6113,0.8358,0.8397], [93,0.0492,0.9897,0.9906,1.5842,0.8366,0.8406], [93,0.0480,0.9899,0.9908,1.5803,0.8363,0.8403], [93,0.0467,0.9902,0.9913,1.6021,0.8380,0.8415], [93,0.0444,0.9909,0.9919,1.5865,0.8368,0.8409], [93,0.0461,0.9905,0.9915,1.6074,0.8376,0.8410], [93,0.0454,0.9907,0.9915,1.5979,0.8376,0.8411], [93,0.0466,0.9903,0.9913,1.5872,0.8349,0.8393], [93,0.0475,0.9900,0.9911,1.6089,0.8356,0.8392], [93,0.0480,0.9900,0.9908,1.5685,0.8362,0.8402], [93,0.0472,0.9905,0.9914,1.5961,0.8359,0.8401], [93,0.0450,0.9905,0.9913,1.6242,0.8368,0.8401], [93,0.0463,0.9901,0.9910,1.6098,0.8340,0.8380], [93,0.0436,0.9903,0.9912,1.5962,0.8366,0.8405]],\n",
    "    [[103,6.2394,0.6508,0.0124,5.7745,0.5845,0.0096], [93,5.2524,0.6412,0.0070,4.3780,0.7127,0.0068], [93,3.4550,0.7408,0.0057,2.5440,0.7966,0.0035], [93,2.0662,0.8440,0.0090,1.9395,0.8568,0.0097], [93,1.5838,0.9163,0.0150,1.8147,0.8854,0.0189], [93,1.4117,0.9492,0.0184,1.7941,0.8947,0.0195], [93,1.3281,0.9647,0.0219,1.8011,0.8964,0.0307], [93,1.2836,0.9738,0.0269,1.8180,0.8949,0.0278], [93,1.2523,0.9792,0.0282,1.8296,0.8977,0.0364], [93,1.2314,0.9830,0.0316,1.8795,0.8931,0.0319], [93,1.2153,0.9861,0.0328,1.9107,0.8902,0.0401], [93,1.2040,0.9878,0.0368,1.9165,0.8922,0.0419], [93,1.1953,0.9894,0.0379,1.9289,0.8919,0.0414], [93,1.1879,0.9903,0.0375,1.9596,0.8906,0.0421], [93,1.1830,0.9909,0.0407,1.9673,0.8918,0.0439], [93,1.1772,0.9919,0.0418,1.9694,0.8914,0.0498], [93,1.1731,0.9923,0.0433,1.9886,0.8896,0.0465], [93,1.1692,0.9929,0.0440,2.0188,0.8868,0.0484], [93,1.1669,0.9933,0.0470,2.0585,0.8824,0.0478], [93,1.1637,0.9936,0.0464,2.0297,0.8881,0.0483], [93,1.1593,0.9942,0.0476,2.0469,0.8879,0.0464], [93,1.1591,0.9942,0.0496,2.0639,0.8861,0.0494], [93,1.1572,0.9945,0.0492,2.0771,0.8865,0.0534], [93,1.1550,0.9949,0.0522,2.0753,0.8874,0.0522], [93,1.1516,0.9950,0.0533,2.0818,0.8863,0.0502], [93,1.1516,0.9953,0.0515,2.1006,0.8844,0.0518], [93,1.1484,0.9958,0.0529,2.1130,0.8842,0.0559], [93,1.1486,0.9955,0.0562,2.1118,0.8852,0.0552], [93,1.1476,0.9957,0.0539,2.1247,0.8839,0.0554], [93,1.1462,0.9956,0.0560,2.1259,0.8856,0.0579], [93,1.1458,0.9958,0.0563,2.1186,0.8855,0.0584], [93,1.1449,0.9958,0.0586,2.1275,0.8846,0.0581], [93,1.1426,0.9963,0.0600,2.1639,0.8814,0.0606], [93,1.1423,0.9963,0.0607,2.1724,0.8824,0.0596], [93,1.1433,0.9960,0.0601,2.1199,0.8861,0.0593], [93,1.1419,0.9961,0.0590,2.1532,0.8837,0.0605], [93,1.1411,0.9963,0.0616,2.1457,0.8862,0.0605], [93,1.1402,0.9965,0.0613,2.1564,0.8850,0.0635], [93,1.1387,0.9965,0.0632,2.2027,0.8809,0.0585], [93,1.1388,0.9967,0.0633,2.1742,0.8849,0.0622], [93,1.1376,0.9967,0.0644,2.1995,0.8838,0.0642], [93,1.1374,0.9967,0.0652,2.2116,0.8813,0.0629], [93,1.1385,0.9966,0.0665,2.2056,0.8830,0.0638], [93,1.1374,0.9965,0.0661,2.2142,0.8804,0.0632], [93,1.1372,0.9967,0.0669,2.1742,0.8855,0.0661], [93,1.1366,0.9967,0.0693,2.1705,0.8851,0.0654], [93,1.1347,0.9968,0.0697,2.1843,0.8861,0.0688], [93,1.1355,0.9969,0.0703,2.1723,0.8875,0.0671], [93,1.1345,0.9969,0.0705,2.1967,0.8859,0.0680], [93,1.1358,0.9969,0.0699,2.1792,0.8870,0.0680]],\n",
    "    [[6,6.3632,0.6485,0.0130,6.1775,0.5792,0.0185], [4,6.0759,0.5537,0.0188,5.9566,0.5638,0.0180], [4,5.8601,0.5945,0.0178,5.7643,0.6042,0.0188], [5,5.6646,0.6034,0.0185,5.5873,0.6017,0.0201], [4,5.4705,0.5992,0.0189,5.4085,0.5986,0.0225], [4,5.2706,0.5902,0.0182,5.2123,0.5812,0.0185], [5,5.0642,0.5650,0.0170,5.0189,0.5467,0.0196], [4,4.8502,0.5216,0.0160,4.7956,0.4820,0.0157], [5,4.6345,0.4795,0.0148,4.5955,0.4592,0.0143], [4,4.4199,0.4252,0.0154,4.3714,0.3660,0.0232], [4,4.0729,0.2250,0.1246,3.9585,0.0988,0.2380], [4,3.7681,0.0665,0.2466,3.7858,0.0609,0.2743], [4,3.6016,0.0429,0.2804,3.6700,0.0476,0.2972], [4,3.4787,0.0344,0.3026,3.5832,0.0423,0.3122], [4,3.3798,0.0296,0.3206,3.5223,0.0453,0.3219], [4,3.2951,0.0288,0.3353,3.4644,0.0392,0.3305], [4,3.2207,0.0267,0.3485,3.4098,0.0332,0.3446], [4,3.1548,0.0252,0.3594,3.3722,0.0362,0.3519], [4,3.0926,0.0247,0.3701,3.3360,0.0359,0.3554], [5,3.0374,0.0240,0.3812,3.3058,0.0370,0.3619], [4,2.9900,0.0236,0.3882,3.2761,0.0322,0.3658], [4,2.9377,0.0239,0.3975,3.2560,0.0343,0.3698], [4,2.8970,0.0232,0.4038,3.2306,0.0354,0.3758], [4,2.8548,0.0228,0.4102,3.2148,0.0391,0.3752], [4,2.8181,0.0236,0.4167,3.1928,0.0396,0.3828], [4,2.7802,0.0236,0.4234,3.1748,0.0340,0.3857], [4,2.7431,0.0227,0.4297,3.1634,0.0380,0.3858], [4,2.7083,0.0231,0.4359,3.1478,0.0370,0.3906], [4,2.6775,0.0239,0.4406,3.1367,0.0360,0.3924], [4,2.6514,0.0230,0.4447,3.1249,0.0387,0.3948], [5,2.6191,0.0235,0.4514,3.1154,0.0358,0.3968], [4,2.5900,0.0232,0.4570,3.1037,0.0387,0.3997], [4,2.5632,0.0232,0.4603,3.0943,0.0371,0.4002], [4,2.5369,0.0223,0.4655,3.0897,0.0392,0.3995], [4,2.5147,0.0221,0.4711,3.0783,0.0385,0.4035], [4,2.4906,0.0237,0.4755,3.0717,0.0412,0.4047], [4,2.4690,0.0238,0.4777,3.0693,0.0413,0.4045], [4,2.4446,0.0242,0.4818,3.0599,0.0391,0.4086], [4,2.4259,0.0243,0.4842,3.0573,0.0426,0.4077], [4,2.4044,0.0247,0.4898,3.0531,0.0437,0.4079], [4,2.3820,0.0243,0.4927,3.0518,0.0459,0.4092], [4,2.3661,0.0248,0.4941,3.0432,0.0421,0.4121], [4,2.3444,0.0250,0.4994,3.0427,0.0441,0.4122], [4,2.3245,0.0244,0.5040,3.0373,0.0444,0.4127], [4,2.3102,0.0253,0.5060,3.0367,0.0437,0.4144], [4,2.2949,0.0254,0.5067,3.0359,0.0436,0.4164], [4,2.2735,0.0261,0.5126,3.0323,0.0433,0.4175], [4,2.2626,0.0268,0.5134,3.0325,0.0460,0.4141], [4,2.2471,0.0273,0.5175,3.0295,0.0465,0.4162], [4,2.2279,0.0263,0.5218,3.0293,0.0475,0.4169]],\n",
    "]]\n",
    "model_labels = [\n",
    "    \"A:  Flat (current)\",\n",
    "    \"B:  Deep\",\n",
    "    \"B2: Deep (low dropout)\",\n",
    "    # \"B3: Deeper\" was dropped, as it stuck at loss:16 recall:0.02 accuracy:0.02 from epoch 2 to 5 and beyond\n",
    "    \"B4: Deep (hourglass)\",\n",
    "    \"B5: Deep (hourglass, low dropout)\",\n",
    "    \"B6: Deep (sigmoid)\",\n",
    "    \"C:  Embedding\",\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b18c64e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1,ax2) = plt.subplots(2,1, sharex=True, figsize=(14,7))\n",
    "#fx = np.arange(0, max([a.shape[0] for a in model_history]))\n",
    "fx = np.arange(0, 50)\n",
    "colors = ['blue', 'green', 'orange', 'magenta', 'red', 'cyan', 'grey']\n",
    "for i, h in enumerate(model_history):\n",
    "    ax1.plot(fx, h[0:50,2], ':', color=colors[i])\n",
    "    ax2.plot(fx, h[0:50,3], ':', color=colors[i])\n",
    "for i, h in enumerate(model_history):\n",
    "    ax1.plot(fx, h[0:50,5], label=model_labels[i], color=colors[i])\n",
    "    ax2.plot(fx, h[0:50,6], label=model_labels[i], color=colors[i])\n",
    "ax1.set_ylabel('recall')\n",
    "ax2.set_ylabel('accuracy')\n",
    "ax2.set_xlabel('epoch')\n",
    "ax2.set_xticks(fx)\n",
    "ax2.set_xlim((0,40))\n",
    "f.legend(bbox_to_anchor=(1,0.45),loc='center right')\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's clear that C and B6 are no options. While A does pretty well, with B4 and B5 converging slower, B and B2 are faster in reaching a good level. These may be improvements, with 5-10 epochs being enough (vs. 30 for A). B2 (low dropout) seems to be slightly above B (higher dropout)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## End comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb4b030d5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1,ax2,ax3) = plt.subplots(1, 3, sharey=True, figsize=(14,6))\n",
    "fy = np.arange(0, model_scores.shape[0])\n",
    "ax1.axvline(x=model_scores[0,0], color='grey', linewidth=0.5)\n",
    "ax2.axvline(x=model_scores[0,1], color='grey', linewidth=0.5)\n",
    "ax3.axvline(x=model_scores[0,2], color='grey', linewidth=0.5)\n",
    "ax1.barh(fy, model_scores[:,0])\n",
    "ax2.barh(fy, model_scores[:,1])\n",
    "ax3.barh(fy, model_scores[:,2])\n",
    "ax1.set_title('loss')\n",
    "ax2.set_title('recall')\n",
    "ax3.set_title('accuracy')\n",
    "ax1.set_yticks(fy)\n",
    "ax1.set_yticklabels(model_labels)\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compared to the current flat model, there is not much to improve by using a deeper model (with the parameters tried here)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "Using name and brand as features is doing quite well. Adding ingredients or categories can help, but just a little. Adding them both does not seem such a good idea (increasing max_words doesn't help here). Hyperparameters max_words=10000 and 10-20 training epochs are optimal.\n",
    "\n",
    "The current flat (two-layer) model seems to be the best among a number of other deep neural networks. Adding a few layers to the flat model may decrease training time, but may even slightly hurt performance. There may be things to win by creating our own embedding layers, but that was outside the scope of this experiment."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 1,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}