HDF5 Visit results.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Case 1: 1 to 1 geoTIFF HDF5 comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "names_1 = ['geoTIFF', 'H5(x, y, b)', 'H5(b, x, y)', 'H5(x, y, b) LZF', 'H5(x, y, b) GZ', 'H5(b, x, y) LZF', 'H5(b, x, y) GZ', \n",
    "         'H5(x, y, b) LZF_C', 'H5(x, y, b) GZ_C', 'H5(b, x, y) LZF_C', 'H5(b, x, y) GZ_C']\n",
    "descrip_1 = [['Images in geotiff LZW compressed', 35], \n",
    "           ['Images as HDF5 with (x, y, band) order', 57], \n",
    "           ['Images as HDF5 with (band, x, y) order', 57],\n",
    "           ['Images as HDF5 with (x, y, band) order LZF compressed', 18],\n",
    "           ['Images as HDF5 with (x, y, band) order GZIP compressed', 13],\n",
    "           ['Images as HDF5 with (band, x, y) order LZF compressed', 16],\n",
    "           ['Images as HDF5 with (band, x, y) order GZIP compressed', 11],\n",
    "           ['Images as HDF5 with (x, y, band) order LZF compressed and (4000, 4000, 1) chunked', 16],\n",
    "           ['Images as HDF5 with (x, y, band) order GZIP compressed and (4000, 4000, 1) chunked', 11],\n",
    "           ['Images as HDF5 with (band, x, y) order LZF compressed and (1, 4000, 4000) chunked', 16],\n",
    "           ['Images as HDF5 with (band, x, y) order GZIP compressed and (1, 4000, 4000) chunked', 11]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment 1:  Compose one band image from 8 tiles "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10a54bc90>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAA9QAAAE5CAYAAABxkWjxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2YXGV9P/737C4mQjawqcvTD4EShKBWqBgkPLWmUSma\n",
       "gi2PQlAeeqVEFBoMBAhmiUEiQS5BwAgUlVwKUlAu0qqogF+sEUNBQKSBagAJIARIwiaQp935/UFZ\n",
       "CUl2Z09msjub1+uv7MyZez77ufaczHvu+5xTKpfL5QAAAAC90tDXBQAAAEA9EqgBAACgAIEaAAAA\n",
       "ChCoAQAAoACBGgAAAAoQqAEAAKCApu6e7OjoyJQpU/Lkk0+mVCrlwgsvzNve9rZMnjw5DQ0Nede7\n",
       "3pWpU6emVCptqnoBAACgX+g2UN99991paGjIjTfemHnz5uWyyy5LkkycODEjR47M1KlTc+edd2bM\n",
       "mDGbpFgAAADoL7pd8j1mzJhMmzYtSfLMM89k6623zu9+97uMHDkySXLIIYdk7ty5ta8SAAAA+pke\n",
       "z6FubGzM5MmTc9FFF2Xs2LEpl8tdz2255ZZpb2+vaYEAAADQH3W75PsNM2bMyIsvvpijjjoqq1at\n",
       "6np8+fLlGTp0aI+vX7OmI01NjcWrBAAAgH6m20B922235fnnn8/48eMzePDgNDQ05L3vfW/mzZuX\n",
       "/fbbL/fcc09GjRrV45ssXvxq1QqutdbW5ixaZNa92vS1NvS1dvS2NvS1NvS1NvS1NvS1dvS2NvS1\n",
       "Nuqpr62tzRt8rttAfeihh2by5Mk54YQTsmbNmpx//vnZbbfdcsEFF2T16tUZPnx4Dj300KoXDAAA\n",
       "AP1dt4F68ODB+epXv7rO47Nnz65ZQQAAAFAPerwoGQAAALAugRoAAAAKEKgBAACgAIEaAAAAChCo\n",
       "AQAAoACBGgAAAAoQqAEAAKAAgRoAAAAKEKgBAACgAIEaAAAAChCoAQAAoACBGgAAAAoQqAEAAKAA\n",
       "gRoAAAAKaOrrAgA2hba2KZkz57aKt29oKKWzs9zjdmPHHpG2tukbUxoAAHVKoAZ4i5dfWZFSqZSW\n",
       "5kF9XQoAAP2YQA1sFtraplc8kzzp6rlpbCxlxvhRNa6q/tVq5j8x+w8A9H/OoQYAAIACzFADUFhv\n",
       "Zv6TpLW1OYsWtdewIgCATUegBurWzXf9PvfNf6Hq4y5uX5GUSpl09dyqjjtyxLY5evTuVR0TAIC+\n",
       "Y8k3ULfum/9CFrevrPq4Lc2D846tB1d1zMXtK2sS/uvJpKvn5pTpP+nrMgAAqsYMNVDXWpoHZeaE\n",
       "A6o+brWXJld7thsAgL5nhhoAAAAKEKgBAACgAIEaAAAACnAONQBrcfV0AIDKmKEGYC2ung4AUBkz\n",
       "1ACsw9XTAQB6ZoYaAAAAChCoAQAAoABLvgFYy34L781uSxZkwTm3Vn3spxob0tHRWbXxjm1fmQXb\n",
       "7Jak+svTAQB6YoYaAAAACjBDDcBa5u20f+bttH9dXZTsqKqNCABQOTPUAAAAUIBADQAAAAUI1AAA\n",
       "AFCAQA0AAAAFCNQAAABQgEANAAAABXR726zVq1fnvPPOy7PPPptVq1bltNNOy/bbb5/x48dn1113\n",
       "TZIcd9xxOeywwzZFrQAAANBvdBuo58yZk2HDhmXmzJlZunRpDj/88HzmM5/JySefnJNOOmlT1QjA\n",
       "JvTSKyuS/Pkez9XU2FhKR0e5auMtbl+ZluZBVRsPAKA3ug3Uhx56aD760Y8mSTo7O9PU1JTf/e53\n",
       "eeKJJ3LnnXdml112yXnnnZetttpqkxQLQP1a3L4iKZXSMqR6AbileVBGjti2auMBAPRGqVwu9zhV\n",
       "sGzZskyYMCHHHHNMVq5cmREjRuTd7353Zs2alaVLl+acc87p9vVr1nSkqamxakUDJMkp03+SJPm3\n",
       "KR/p40p6Vk+11ooeAAADTbcz1Eny3HPP5fTTT8/xxx+fj33sY2lvb09zc3OSZMyYMZk+fXqPb7J4\n",
       "8asbX+km0tranEWL2vu6jAFHX2tjc+/rG0uHa9GDave2lrXWi46OchobS5t1D2plcz8W1Iq+1oa+\n",
       "1o7e1oa+1kY99bW1tXmDz3V7le8XX3wxJ598ciZNmpR//Md/TJKceuqpefjhh5Mkv/rVr/Le9763\n",
       "iqUCAABAfeh2hnrWrFlpb2/PVVddlauuuipJct555+Xiiy9OU1NTtt1220ybNm2TFAoAAAD9SbeB\n",
       "esqUKZkyZco6j9944401KwgAAADqQY/nUAPAhrS1TcmcObdVvH1DQyn7XlPZbbPGjj0ibW09X6cD\n",
       "AKCvdHsONQAAALB+ZqgBKKytbXqvZpHr6YqeAAA9MUMNAAAABQjUAAAAUIBADQAAAAUI1AAAAFCA\n",
       "i5IBdWu/hfdmtyULsuCcW6s+9lONDeno6KzaeMe2r8yCbXZLckDVxgQAoG+ZoQYAAIACzFADdWve\n",
       "Tvtn3k77Z+aE6s/6Vvv2TpOunpskOapqIwIA0NfMUAMAAEABAjUAAAAUIFADAABAAQI1AAAAFCBQ\n",
       "AwAAQAECNQAAABQgUAMAAEABAjUAAAAUIFADAABAAU19XQBAUS+9siJJMunquVUfu7GxlI6OctXG\n",
       "W9y+Mi3Ng6o2HgAAfU+gBniLxe0rklIpLUOqF4Bbmgdl5IhtqzYeAAB9T6AG6tb1k0fXZNxJV89N\n",
       "Y2MpM8aPqsn4AAAMDM6hBgAAgAIEagAAAChAoAYAAIACBGoAAAAowEXJAN5i5oQD0tranEWL2vu6\n",
       "FAAA+jEz1AAAAFCAQA0AAAAFCNQAAABQgEANAAAABQjUAAAAUICrfAO8xaSr56axsZQZ40f1dSkA\n",
       "APRjZqgBAACgAIEaAAAAChCoAQAAoACBGgAAAAoQqAEAAKCAbq/yvXr16px33nl59tlns2rVqpx2\n",
       "2mkZPnx4Jk+enIaGhrzrXe/K1KlTUyqVNlW9ADU3c8IBaW1tzqJF7X1dCgAA/Vi3gXrOnDkZNmxY\n",
       "Zs6cmaVLl+bwww/PXnvtlYkTJ2bkyJGZOnVq7rzzzowZM2ZT1QsAAAD9QrdLvg899NB87nOfS5J0\n",
       "dnamqakpjz76aEaOHJkkOeSQQzJ37tzaVwkAAAD9TLeBesstt8xWW22VZcuW5YwzzsiZZ56Zzs7O\n",
       "tZ5vb7ckEgAAgM1Pt0u+k+S5557L6aefnuOPPz4f//jHM3PmzK7nli9fnqFDh/b4Ji0tW6apqXHj\n",
       "Kt2EWlub+7qEAUlfa0Nfa0dva0Nfa0Nfa0Nfa0Nfa0dva0Nfa2Mg9LXbQP3iiy/m5JNPztSpU7P/\n",
       "/vsnSfbaa6/Mmzcv++23X+65556MGjWqxzdZvPjV6lS7CbgQUW3oa23oa+3obW3oa23oa23oa23o\n",
       "a+3obW3oa23UU1+7C/7dBupZs2alvb09V111Va666qokyfnnn5+LLrooq1evzvDhw3PooYdWt1qA\n",
       "Gmhrm5I5c26raNuXX1mRUqmUluZBPW47duwRaWubvrHlAQBQh7oN1FOmTMmUKVPWeXz27Nk1Kwig\n",
       "rw0bOjgNDaV0dpb7uhQAAPqxHs+hBhgI2tqm92omuZ6WIQEA0De6vco3AAAAsH4CNQAAABQgUAMA\n",
       "AEABAjUAAAAUIFADAABAAQI1AAAAFCBQAwAAQAECNQAAABQgUAMAAEABAjUAAAAU0NTXBQAAAOtq\n",
       "a5uSOXNuq3j7hoZSOjvLPW43duwRaWubvjGlAf9HoAYAgDr38isrUiqV0tI8qK9Lgc2KQA0AwEbp\n",
       "zUxqpbOoiZnUtrbpFf/+k66em8bGUmaMH1XjqoA3E6gBANgkzKICA41ADQDARql0JtUsanLzXb/P\n",
       "ffNfqPq4i9tXJKVSJl09t6rjjhyxbY4evXtVx4SBRKAGAGAdtQh+tQp9Sf0Ev9LPbs/RL/8hDQ2l\n",
       "vi6lR52d5Ty5cHgyemJflwL9lkANAMA67pv/Qha3r6zq8uyW5sFpbCylo6Oyc6grtbh9Ze6b/0Jd\n",
       "BOrk9fPIa7HsvbGxIR0dnVUbb3H7yqqNBQOVQA0AwHq1NA/KzAkHVHXM1tbmLFrUXtUxazHjXSs/\n",
       "GrpPMnSf/MXQwVUfu9pfVrzxhcpRVRsRBh6BGgCAdey38N7stmRBFpxza1XHfarKs6hJcmz7yizY\n",
       "Zrck1Q3/9eSN5fQtQ6q5omBQRo7YtmrjwUAkUAMAsI4Vq9aks7NcF8t+K70NV39w/eTRFW/bm9uR\n",
       "9eYK6pv77cigmgRqAADWcfc7PpC73/GBqi5NrsUs6hs295nUYUMH9+oe30B1CNQAAKyjFjOpvb0P\n",
       "9eY+k1rp7cjeUIvz04HuCdQAAGwSZlGBgUagBgBgo/RmJtUsKjCQNPR1AQAAAFCPBGoAAAAoQKAG\n",
       "AACAAgRqAAAAKECgBgAAgAIEagAAAChAoAYAAIACBGoAAAAoQKAGAACAAgRqAAAAKECgBgAAgAIE\n",
       "agAAAChAoAYAAIACBGoAAAAooKJA/dBDD2XcuHFJkkcffTSHHHJIxo0bl3HjxuWHP/xhTQsEAACA\n",
       "/qippw2uvfba3H777dlqq62SJL/73e9y0kkn5aSTTqp5cQAAANBf9ThDvcsuu+TKK69MuVxOkjzy\n",
       "yCP5+c9/nhNOOCHnn39+li9fXvMiAQAAoL8pld9Iyt1YuHBhzjrrrHzve9/L97///YwYMSLvfve7\n",
       "M2vWrCxdujTnnHNOt69fs6YjTU2NVSsaAAAA+lqPS77f6sMf/nCam5uTJGPGjMn06dN7fM3ixa/2\n",
       "vrI+0tranEWL2vu6jAFHX2tDX2tHb2tDX2tDX2tDX2tDX2tHb2tDX2ujnvra2tq8wed6fZXvU089\n",
       "NQ8//HCS5Fe/+lXe+973Fq8MAAAA6lTFM9SlUilJcuGFF+bCCy9MU1NTtt1220ybNq1mxQEAAEB/\n",
       "VVGg3mmnnXLTTTclSUaMGJEbb7yxpkUBAABAf9frJd8AAACAQA0AAACFCNQAAABQgEANAAAABQjU\n",
       "AAAAUIBADQAAAAUI1AAAAFCAQA0AAAAFCNQAAABQgEANAAAABQjUAAAAUIBADQAAAAUI1AAAAFCA\n",
       "QA0AAAAFCNQAAABQgEANAAAABQjUAAAAUIBADQAAAAUI1AAAAFCAQA0AAAAFNPV1AQDA2trapmTO\n",
       "nNsq3r6hoZTOznJF244de0Ta2qYXLQ0AeBMz1AAAAFCAGWoA6Gfa2qb3aha5tbU5ixa117AiAGB9\n",
       "zFADAABAAQI1AAAAFCBQAwAAQAECNQAAABTgomQAUMcmXT03jY2lzBg/qq9LAYDNjhlqAAAAKECg\n",
       "BgAAgAIEagAAAChAoAYAAIACBGoAAAAowFW+AaCOzZxwQFpbm7NoUXtflwIAm50BH6jb2qZkzpzb\n",
       "Kt6+oaGUzs5yRduOHXtE2tqmFy0NAACAOmbJNwAAABSwGcxQT694FnnS1XPT2FjKjPGjalwVAAAA\n",
       "9W7AB2oAgMRpYABUX0VLvh966KGMGzcuSfLUU0/luOOOy/HHH5+2traUy5X9RwMAUC9efmVFXlq6\n",
       "oq/LAKCf63GG+tprr83tt9+erbbaKkly8cUXZ+LEiRk5cmSmTp2aO++8M2PGjKl5oQDAupyuVDmn\n",
       "gQFQbT3OUO+yyy658soru2aiH3300YwcOTJJcsghh2Tu3Lm1rRAAYBObOeGA/NuUj/R1GQD0cz0G\n",
       "6o985CNpbGzs+vnNS7y33HLLtLe77yUAAACbn15flKyh4c8ZfPny5Rk6dGiPr2lp2TJNTY09btfX\n",
       "vjX1o31dwoDW2trc1yUMSPpaO3pbG/paXY2NpST6Wiv6Whv6Wjt6Wxv6WhsDoa+9DtR77bVX5s2b\n",
       "l/322y/33HNPRo3q+dyixYtfLVRcX2htbc6iRWbdq01fa0Nfa0dva0Nfq6+jo5zGxpK+1oC/19rQ\n",
       "19rR29rQ19qop752F/wrDtSl0uvfgE+ePDkXXHBBVq9eneHDh+fQQw/d+AoBYIC7+a7f5775L1R9\n",
       "3MXtK5JSKZOurv41TUaO2DZHj9696uMCwEBRUaDeaaedctNNNyVJdt1118yePbumRQHAQHPf/Bey\n",
       "uH1lWpoHVXXclubBaWwspaOjurexXNy+MvfNf0GgBoBu9HrJNwBQTEvzoMyccEDVx63FsrlazHjX\n",
       "E7fNAqASPV7lGwAAAFiXGeo38W00AAAAlTJDDQAAAAUI1AAAAFCAJd8AQF2rxS3J3I4MgEqYoQYA\n",
       "6tobtySrppbmwXnH1oOrOmby59uRATAw1OUMdS2+iU5q9220b6IBoLZqcUsytyMDoCd1OUNdi2+i\n",
       "k9p8G+2baAAAgIGpLmeok9p8E51U/9to30QDAAAMTHUbqAGgnuy38N7stmRBFpxza9XHfqqxIR0d\n",
       "nVUd89j2lVmwzW5Jqv/lNQAMFHW55BsAAAD6mhlqANgE5u20f+bttH9dnK6U/PmUpaOqOioADCxm\n",
       "qAEAAKAAgRoAAAAKqMsl3/V0YRcXdQEAABiYzFADAABAAXU5Q11PF3ZxURcAAICByQw1AAAAFCBQ\n",
       "AwAAQAECNQAAABRQl+dQAwC8oVZ3/6j2nT8Sd/8AGGgEagDYBF56ZUWSP1+sspoaG0vp6ChXdczF\n",
       "7SvT0jyoqmMCwEBTl4G6nj6U+EACQC0tbl+RlEppGVLd/2tamgdl5IhtqzpmrdTq7h/VvvNH4u4f\n",
       "AANNXQbqWqnFh5J6+kACQO1cP3l0TcaddPXcNDaWMmP8qJqMDwBsWF0Gah9KAAAA6Guu8g0AAAAF\n",
       "CNQAAABQgEANAAAABdTlOdQAwOtmTjigJlejBgB6JlC/iQ8lAAAAVGrAB+q2timZM+e2irdvaCil\n",
       "s7Oy+1CPHXtE2tqmFy0NAACAOuYcagAAAChgM5ihnt6rWWRLvgEAAKiEGWoAAAAoYMDPUAPAQDbp\n",
       "6rlpbCxlxvhRfV0KAGx2zFADAABAAWaoAYC69tIrK5K8PltfTY2NpXR0VHbnj0otbl+ZluZBVR0T\n",
       "gL4jUAMAvMXi9hVJqZSWIdUNvy3NgzJyxLZVHROAvlM4UH/iE5/IkCFDkiTvfOc786UvfalqRQEA\n",
       "VOr6yaOrPqZz0wGoRKFAvXLlyiTJ7Nmzq1oMAAAA1ItCgXr+/Pl57bXXcsopp2TNmjWZOHFi9t57\n",
       "72rXBgD0YOaEA9La2pxFi9r7uhQA2OyUyuVyr6+28fjjj+ehhx7KUUcdlSeffDL//M//nDvuuCMN\n",
       "Deu/aPiaNR1pamrc6GIBADaFU6b/JEnyb1M+0seVANCfFZqh3nXXXbPLLrt0/XubbbbJokWLst12\n",
       "2613+8WLXy1e4SbmW/7a0Nfa0Nfa0dva0Nfa0Nfq6+gop7GxpK814O+1dvS2NvS1Nuqpr62tzRt8\n",
       "rlCg/v73v5/HHnssU6dOzfPPP59ly5altbW1cIEAAP2JpfQAVKJQoD7yyCNz7rnn5vjjj0+SXHzx\n",
       "xRtc7g0AAAADUaFA3dTUlJkzZ1a7FgAAAKgbhe9DDQD0PfdLBoC+Y502AAAAFGCGGgDYLLS1Tcmc\n",
       "ObdVvH1DQymdnZXdXXTs2CPS1ja9aGkA1CmBmkJ8KAEAADZ3AjU19/IrK1IqldLSPKivSwFgM9bW\n",
       "Nr1XX9i6bRYAPRGoKaQ3H0pcMAegd3qzCuiNLy1/ek1lX1paBQQA1SNQA0AdGzZ0cK9OqwEAqkeg\n",
       "pst/fWVW3v6HR6o+7tH/9yHv/gnfqfrYrw1/bw4661+qPi5AX7I0GQDqg9tm0eW5l16tyQxHQ0Mp\n",
       "DQ2lqo/b2VnOcy+9WvVxAQAAKmGGmi4/GrpPMnSf/MXQwVUfu7GxlI6O6ob1xe0r09I8KEdVdVQA\n",
       "AIDKCNTU3OL2FUmplJYh1b3Kd0vzoIwcsW1VxwQAAKiUQE2X6yePrnjbIlegrfS2Wa5ACwAA1AOB\n",
       "mppzBVoAAGAgEqgpxBVoAQCAzZ2rfAMAAEABAjUAAAAUIFADAABAAQI1AAAAFCBQAwAAQAECNQAA\n",
       "ABQgUAMAAEABAjUAAAAU0NTXBQAAAFDf2tqmZM6c2yrevqGhlM7OckXbjh17RNraphctraYEagAA\n",
       "ADaZl19ZkVKplJbmQX1dykYTqAEAANgobW3TK55FnnT13DQ2ljJj/KgaV1V7AjX0I5vrUhkAAKhH\n",
       "AjVsAjff9fvcN/+FHrf77wefycuvrKhozM5yOUkpDaXKavh/Dz6TSVfPrWjbkSO2zdGjd69sYAAA\n",
       "BqxKP8f2xuL2FUmpVPFn097Y1J9jBWrYBEo/uz1Hv/yHNPSQfo/dcatkx0NrV8gj3+1xk87Ocp5c\n",
       "ODwZPbF2dQAAUBfum/9CFrevrOr5zi3Ng9PYWEpHR2UrLSu1uH1l7pv/gkANA82KVWv6ugQAACik\n",
       "pXlQZk44oKpjtrY2Z9Gi9qqOWYsZ754I1LAJ3P2OD+Tud3wgfzF0cLfb/fdPrs2Tv/tFRWP2dsn3\n",
       "ru85OB/4yD9XtO3IEdtWNigAAGzGBGrYBK6fPLqi7dpe+GFeebr70P1mvbko2d/s8/+lrcrfLAIA\n",
       "MLDtt/De7LZkQRacc2tVx32qsSEdHZ1VHfPY9pVZsM1uSTbdZ16BGvqR3txuIKnNUhkAAKAyAjUA\n",
       "ALDZcJvS3pm30/6Zt9P+dXUO9VFVHbV7AjUAAFDXenNrp/5wm9J6ukXpS//Xq2pf8KtWV/mu5tXI\n",
       "KyFQAwAAdW3lD7+fo5c9VdG2R2+/ZbL9R2tXzMPf6XGTgXiL0v5wcd2W5kGb/OK6AjUAADAgNFSQ\n",
       "0Fa+tixrVlc2Q91bTVsMzqC3D+lxux3+YsuavH8tuLhu9wRqAACgro279OyKt3UOdW1srhfXFagB\n",
       "AIDNxuYa/KiNQoG6s7MzbW1tefzxx7PFFlvkoosuys4771zt2gAAAKDfaijyop/97GdZvXp1brrp\n",
       "pnz+85/PjBkzql0XAAAA9GuFAvUDDzyQgw8+OEmy995755FHHqlqUQAAANDfFQrUy5Yty5Ahf756\n",
       "XWNjYzo7O6tWFAAAAPR3hc6hHjJkSJYvX971c2dnZxoaNpzNW1ubi7xNn6m3euuFvtaGvtaO3taG\n",
       "vtaGvtaGvtaGvtaO3taGvtbGQOhroRnq97///bnnnnuSJA8++GD23HPPqhYFAAAA/V2pXC5XdlO1\n",
       "NymXy2lra8tjjz2WJLn44ovzl3/5l1UvDgAAAPqrQoEaAAAANneFlnwDAADA5k6gBgAAgAIEagAA\n",
       "AChAoAYAAIACCt2HeqD59Kc/nY6OjjzxxBMZNmxYtt566xx44IF5//vfn5tuuimXXXZZJk+enEcf\n",
       "fTRbb7111+suueSS3HLLLfmP//iPbLvttl2PT5o0Ke973/v64lfZaL/+9a/zve99L5dddlnXY5de\n",
       "emmGDx+eT3ziEznttNOyZMmSNDU15e1vf3uuueaaJMl///d/59FHH82JJ55Y9ZrGjh2bOXPmrPXY\n",
       "448/np/85Cc5/fTTq/5+1baxPR0xYkTuuOOOXHDBBTWv9aabbsouu+ySUaNG1fy9ulPvf4frqz9J\n",
       "zj333CxcuLDr59/85je5+uqr89BDD23S40i99zdJnn766cycOTPPP/98Bg8enMGDB2fSpEnZfffd\n",
       "c8MNN+SnP/3pWuMcffTROeuss6pedzIw9vGvfe1raW1tzbHHHtv12LJly3Laaad1/bx8+fI89thj\n",
       "ue+++zJ+/PisWLEigwcP7nr++uuvzxZbbFH1mgdCf5Nk7ty5ueaaa7Jq1ao0NjZmp512yvnnn58h\n",
       "Q4as99jw9a9/PQcffHDhWup9P6/1cXTlypX56le/mocffjilUilbbrllpk2blu23377i36fee5xU\n",
       "91haLpfzjW98I7/4xS/S0NCQUqmUKVOmZI899uix7oGwn9f6OPrcc89lxowZefnll7Ny5cq85z3v\n",
       "yXnnnVfxcXcg9Dip7rF06dKl+fKXv5ynn346q1evzo477php06ZlyJAhvapXoE7yrW99K8nrB+mP\n",
       "fexjOeigg5K8/of3hlKplLPPPrvruTc/fvLJJ+eYY47ZZPXWUqlUWu9jbzz+xz/+Mf/5n/+51vPl\n",
       "cjlXXnllrrvuuk1SY5Lsscceue666/L000/nne985yZ73yI2tqf333//JqkzSY466qicfPLJ+eAH\n",
       "P5iGhr5bwFLvf4frqz95/RaDb/jGN76RIUOG5JBDDsnDDz+8SY8j9d7f1157LRMmTMj06dOz9957\n",
       "J0kefvjhXHjhhZk9e3ZOPPHErg+q8+bNyxe+8IWccsopNatzIOzj6/sdhgwZktmzZ3fVO378+Hz8\n",
       "4x/PlltumeT1L5U3xS0zB0J/58+fn0svvTSzZs3qCnzf+ta3ct111+XMM89c77FhY8J0Uv/7ea2P\n",
       "oxdddFF23333nHPOOUmSn/3sZznzzDNz0003VVx7vfe42sfSa6+9NkuXLs13vvOdJMlvf/vbTJgw\n",
       "IXfccUcaGxu7rXEg7Oe1PI52dHRkwoQJufDCC7u+JLroootyxRVXVPxl8UDocbWPpRMnTsxxxx2X\n",
       "MWPGdI31hS98YZ0v8noyIJZ8r1ixIp/73Ody3HHHZeLEiTn44IPz+OOP58QTT8y4cePyuc99LsuW\n",
       "LUuSzJgxI0cffXSOPvro3HDDDeuM1d1dxDb03EC689j6fpdyuZxyuZyXXnopr7zySv7lX/4ln/zk\n",
       "J/Pzn/88SfLLX/4yu+++e5qamnL33Xfn+OOPT7lczhVXXJGZM2eu933a29vz4Q9/uOv9Zs6cmR/9\n",
       "6Ecb3Pb000/Pcccdly9+8Ytdj//93/9910G7P9vYnibJo48+mpNOOilHHnlkvv/972/wvTa2/42N\n",
       "jXn3u9/dVUdfqfe/w56OCT//+c8zZ86cXHrppRW/pprqvb9333139t9//64PgEnyvve9r+tDyxue\n",
       "ffbZTJ48OV/96lezzTbb9NyYgjaHffzSSy/N0KFDc/LJJ3f7e9fCQOjvjTfemAkTJqw1e/rpT386\n",
       "Z5555lrbre/YUFS97+e1PI6uWrUqd91111ozxGPGjMk3vvGNil7f3fvVU4+rfSy9+eabM2HChK6f\n",
       "/+qv/iq33nprj2E6GRj7eU825jh6//33Z4cddlhrxcWkSZPymc98puL3Hwg9ruax9JlnnslLL73U\n",
       "FaaT5MQC1PdZAAAJi0lEQVQTT8y0adM2+JoNGRAz1N/73vey884754orrsiCBQvy8Y9/PBdccEG+\n",
       "9KUvZfjw4bnlllty7bXXZp999skzzzyTm2++OWvWrMknP/nJ7L///hUtRSmXy5k5c2bX8oeDDjoo\n",
       "48ePT7lczje/+c2ub3T23HPPTJkypaa/b63de++9GTduXNfPCxcuzBlnnJHVq1fnlFNOyYknnpgl\n",
       "S5bkuOOOy/ve977Mmzcve+65Z5LkQx/6UObOnZuzzz47zz//fNfs/1s1Nzdn3333zT333JODDjoo\n",
       "v/jFL/Kv//qv6912+fLlmTZtWoYNG5Yzzzwzd911V0aPHp099tgjX/va16r++9fCxvQ0SRoaGnL9\n",
       "9ddn5cqVOfzww/O3f/u3GTZs2DrvU43+77nnnpk3b15Gjx5d3Sb00kD9O3zyySczbdq0XH/99dlq\n",
       "q62SpE+OI/Xc34ULF2bnnXfu+nnChAlpb2/PokWL8u1vfzvbbbddVq5cmdNPPz2f//znM2LEiI3s\n",
       "Vs8G8j7+wx/+MPfee29uvPHGtR4/55xzupYqHn744TnyyCMrGq+Ieu/vM8880/U3+/TTT+e8885L\n",
       "8vqs03e/+90k6z82bKx63s+7s7HH0SVLlqS1tXWdx998Wl+l6rnH1T6WrlixIs3NzWs91pue1vt+\n",
       "3p2NPY4uWrRonRWZb3vb2yp67zer9x5X81j6wgsvZKeddlrrsYaGhl4v904GSKBesGBB13T+brvt\n",
       "lpaWlvzhD39IW1tbkmTNmjXZdddds2DBguy7775Jkqampuy99975/e9/X1Gg3lyWfCfJ/vvvv9ZS\n",
       "h6985Sspl8t5xzvekWOOOSYNDQ0ZNmxY9tprryxYsCBLlizJPvvs07X9qaeemtGjR+fyyy/vdtnw\n",
       "UUcdldmzZ6dcLufAAw/s+vbrrYYPH961s+6zzz554oknkiStra1ZsmRJNX7lmtuYnpZKpey7774p\n",
       "lUoZPHhwhg8fnmeffXa9B7Bk4/vf2tqae++9t4q/fTED8e9w+fLl+exnP5upU6dm11137Xq8L44j\n",
       "9dzfHXbYIY888kjXz1dffXWS5JhjjklHR0eS5Atf+EIOPPDAHHbYYb1pS2EDdR9/7LHH8pWvfCXf\n",
       "+c531vnwtqmWfCf1398ddtghTz/9dPbYY4+8853vzOzZs7Nq1aoceuihSTZ8bNhY9byfb0g1jqMt\n",
       "LS155ZVX1nn89ttvz2GHHbbB+tennntc7WPp0KFDs2zZsrUCyU9/+tOMGjWqopBS7/v5hlTjOLrj\n",
       "jjvmjjvuWOuxxYsX58EHH8yHPvShiupI6r/H1TyW7rjjjvnTn/601mOrV6/Oj3/844wdO7bb177V\n",
       "gFjyvccee+TBBx9M8vr6/8WLF2e33XbLJZdcktmzZ2fixIkZPXp0hg8fngceeCDJ6w37zW9+06sP\n",
       "A5vDku/u/OpXv8oZZ5yR5PU/2P/93//tOnC/+T+mqVOn5vzzz8/ll1++3v+w3rDvvvvmj3/8Y265\n",
       "5ZZuZzaefPLJLF26NOVyOffff3/XN6SvvPLKBnfielFJT8vlcn7729+mXC5n+fLlWbBgQXbZZZcN\n",
       "jrmx/V+6dGm/7ms9/x2ee+65GTt2bP7mb/5mnef6y3GkHvr7d3/3d5k7d24eeuihrseeeuqp/OlP\n",
       "f0qpVMoNN9yQl156KRMnTizUg2qq53186dKlOfPMM/PlL395vRdq6g9/s/XS32OPPTZf//rXs2jR\n",
       "orVqf+NDZnfHhlqoh/18Q6pxHN1iiy1y0EEHrbW0+Uc/+lFmz57dqzDdnXrocbWPpUcccUSuuuqq\n",
       "rp8feOCBzJgxY62LbhVRL/v5+lTrOLrPPvtk4cKFefjhh7ted+WVV1btvOZ66XE1j6XbbbddWlpa\n",
       "cuedd3Y9dsMNN+Suu+7q8bVvNSBmqI888shMnjw5J5xwQnbccccMGjQobW1tOfvss9PR0ZFSqZQv\n",
       "felL2WWXXfLrX/86xx57bFatWpXDDjsse+2111pjvfmE/TefqP/W5zb0mnr31t/5zY8ffPDBmTt3\n",
       "btc3WGeddVZaWlrywQ9+MD/96U9zxBFH5Nvf/nZaW1vzyU9+Mm9/+9szZcqUXHHFFRk3btw65+Qk\n",
       "yT/8wz/kxz/+cYYPH57/+Z//yQ9+8IOu5RtvGDZsWM4999y8/PLLGTlyZA488MAkyUMPPZQDDjig\n",
       "No2ooo3t6RuvP+mkk7Js2bKceeaZaW5uzg9+8IMkySc+8YmuMW+44YbC/X/DQw89tNEXw9lY9f53\n",
       "WCqV8stf/jL/9E//1PXzOeeckzvvvDNLlizJL37xi65tTzjhhK5tNpV67++WW26ZWbNm5Stf+UoW\n",
       "LVqUNWvWpLGxMeedd1522GGHXHLJJdlzzz3XOj9y3333Xeccq2oZKPv4Nddck3//939Pkmy11VY5\n",
       "4IAD8vLLL+fyyy9f63eaPn161783hYHQ3/e85z05++yzM3ny5KxevTqvvfZatt9++1xxxRW5//77\n",
       "N3hs+OhHP9pnfevr/bzWx9Fzzz03F198cY499tiUSqVsvfXWufLKKyt+/RvvV889LnIs/cAHPtAV\n",
       "vN7q1FNPzeWXX55jjjkmTU1N2WKLLTJr1qyKvqQYCPt5UrvjaKlUyuWXX54vfvGLee211/Lqq6/m\n",
       "r//6r3v1/9pA6HGRY+m4cePykY98ZL09ueSSS7qWh69evTo777zzWtceqFh5AHjggQfK//Vf/1Uu\n",
       "l8vlJ554ovzhD3+4jyvavHR2dpZPOOGE8qpVqza4zUUXXbTex6+77rryrbfeWi6Xy+VXX321fNll\n",
       "l1X8vmeddVZ54cKFvSu2TlTS0/nz55dvueWWisarpP/lcrm8evXq8rhx48qdnZ29K7gf8HdYW/pb\n",
       "Xfbx2tLfYuzntafH1WM/rz09rkypXO4Ha7Y20osvvpiJEydm9erVWbNmTc4444x1znWmtn79619n\n",
       "/vz5+dSnPrXe5//0pz+ts9Rl8uTJWbRoUWbNmpUtttii60rslZxn89hjj+UnP/lJPvvZz2588f1U\n",
       "Tz19/vnns91221U0ViX9T5Lvfve72XXXXeti5n99/B3Wlv5Wl328tvS3mIG0n99111355je/uc7j\n",
       "n/rUp9a6su+mVs89fvjhh9d7xebDDjssxx133EaP31sDbT+/6qqr1ntu9sUXX7zOBbQ2lXrv8c03\n",
       "37zOvdmT5KyzzlrregYbY0AEagAAANjUBsRFyQAAAGBTE6gBAACgAIEaAAAAChCoAQAAoACBGgAA\n",
       "AAr4/wEO1KmFQPGNUgAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a54b590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_1_1 = [[8.75, 6.91, 8.29, 6.06, 7.63, 7.01, 13.4, 10.7, 6.14, 7.95],\n",
    "           [3.59, 3.61, 4.33, 3.61, 3.38, 3.65, 4.03, 3.68, 2.69, 3.23],\n",
    "           [1.59, 1.32, 1.62, 1.35, 1.5, 1.57, 1.64, 1.66, 1.44, 1.3],\n",
    "           [21.8, 26.9, 27.6, 27.6, 19.7, 22.7, 22.7, 24.6, 27.9, 22.2],\n",
    "           [25.1, 26.8, 24.4, 26.4, 26.6, 26.1, 27.7, 25.2, 26.9, 21.7],\n",
    "           [8.53, 12.2, 6.87, 6.29, 7.49, 11.6, 8.9, 9.95, 8.24, 3.86],\n",
    "           [8.14, 10.4, 4.23, 9.46, 7.93, 4.16, 9.16, 6.36, 5.56, 5.42],\n",
    "           [17.8, 18.0, 17.3, 17.1, 17.5, 17.4, 17.7, 17.4, 17.3, 17.7],\n",
    "           [18.0, 17.8, 17.6, 17.3, 17.7, 17.4, 18.3, 17.5, 17.7, 17.9],\n",
    "           [1.16, 0.89, 0.75, 0.72, 0.74, 0.79, 0.64, 0.94, 0.60, 0.76],\n",
    "           [1.65, 2.01, 1.76, 0.82, 0.68, 1.12, 0.86, 1.17, 0.73, 1.25]]\n",
    "\n",
    "df_1_1 = pd.DataFrame(data=np.array(res_1_1).T, columns=names_1)\n",
    "df_1_1.plot(kind='box', figsize=(17,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment 2:  Create a timeseries of 80 images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10abdd590>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAA9QAAAE5CAYAAABxkWjxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8VPWd//H3mQklRhIM62i1CJRwrbvKgqGEmy1L3ZSV\n",
       "qo8FBAVU8PdAs1RpaHCQYAaEkhJ0hQoF5WFbUpSy3h5lt9YL0I1lqqFewEqjaxEKXiBCgCGQMEnO\n",
       "7w8fjEbCzOTkfJPM5PX8y5w5853PfJhznPd8z8WybdsWAAAAAABoFk9bFwAAAAAAQCIiUAMAAAAA\n",
       "4ACBGgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA6kRHuwoaFBCxYs0L59++TxePTggw/K\n",
       "6/XK7/fL4/Gob9++KioqkmVZrVUvAAAAAADtQtRA/cc//lGnT5/WU089pWAwqP/8z/9UXV2d8vPz\n",
       "lZ2draKiIm3dulVjx45trXoBAAAAAGgXoh7ynZqaqlAoJNu2FQqF1KlTJ7377rvKzs6WJI0ePVrB\n",
       "YLBVCgUAAAAAoD2JOkM9ePBgnTlzRrm5uTp27JjWrl2rnTt3Rh5PS0tTKBQyXiQAAAAAAO1N1EC9\n",
       "fv16DR48WD/60Y/06aefavr06aqrq4s8Xl1drYyMjJgvUldXr5QUb8urBQAAAACgnYgaqE+fPq0L\n",
       "L7xQkpSRkaG6ujp961vfUnl5uYYOHaqysjLl5OTEfJGqqlPuVNsKfL50VVYy6+42+moGfTWH3ppB\n",
       "X82gr2bQV3PorRn01Qz6akYi9dXnSz/vY1ED9cyZMzV//nzdcsstqqur09y5c3XllVdq4cKFCofD\n",
       "ysrKUm5urusFAwAAAADQ3kUN1BkZGVq9evU5y0tLS40VBAAAAABAIoh6lW8AAAAAANA0AjUAAAAA\n",
       "AA4QqAEAAAAAcIBADQAAAACAAwRqAAAAAAAcIFADAAAAAOAAgRoAAAAAAAcI1AAAAAAAOECgBgAA\n",
       "AADAAQI1AAAAAAAOEKgBAAAAAHCAQA0AAAAAgAMEagAAAAAAHCBQAwAAAADgAIEaAAAAAAAHCNQA\n",
       "AAAAADhAoAYAAAAAwAECNQAAAAAADhCoAQAAAABwgEANAAAAAIADBGoAAAAAABwgUAMAAAAA4ACB\n",
       "GgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA6ktHUBAAAArSEQKNSWLc/Hvb7HY6mhwY5r\n",
       "3fHjb1QgsMRpaQCABBUzUD/33HN69tlnJUm1tbWqqKjQk08+qaVLl8rj8ahv374qKiqSZVnGiwUA\n",
       "AGgNR0/UyLIsZaZ3butSAADtmGXbdnw/vUpavHixBg4cqG3btmnGjBnKzs5WUVGRRo0apbFjx573\n",
       "eZWVIVeKbQ0+X3pC1Zso6KsZ9NUcemsGfTWDvrqvYE1QXq+l4lk5bV1KUuIzawZ9NYO+mpFIffX5\n",
       "0s/7WNznUL/zzjv64IMPNHHiRL377rvKzs6WJI0ePVrBYLDlVQIAAAAAkEDiDtTr1q3T7NmzJUlf\n",
       "ntROS0tTKJQYvywAAAAAAOCWuC5KduLECe3bt09Dhw6VJHk8X+Tw6upqZWRkRH1+ZmaaUlK8LSiz\n",
       "dUWb0odz9NUM+moOvTWDvppBX93l9X5+bRj6ag69NYO+mkFfzUiGvsYVqHfu3Klhw4ZF/h44cKDK\n",
       "y8s1dOhQlZWVKScn+vlFVVWnWlZlK0qkY/kTCX01g76aQ2/NoK9m0Ff3Fc/Koa8G0Vsz6KsZ9NWM\n",
       "ROprtOAfV6Det2+fevToEfnb7/dr4cKFCofDysrKUm5ubsurBAAAAAAggcQVqGfOnNno7169eqm0\n",
       "tNRIQQAAAAAAJIK4L0oGAAAAAAC+QKAGAAAAAMABAjUAAAAAAA7EdQ41AABAR1KwJiiv11LxrOh3\n",
       "MgEAdGzMUAMAAAAA4ACBGgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA5wlW8AAICvKMkb\n",
       "Lp8vXZWVobYuBQDQjjFDDQAAAACAAwRqAAAAAAAcIFADAAAAAOAAgRoAAAAAAAcI1AAAAAAAOMBV\n",
       "vgEAAL6iYE1QXq+l4lk5bV0KAKAdY4YaAAAAAAAHCNQAAAAAADhAoAYAAAAAwAECNQAAAAAADhCo\n",
       "AQAAAABwgKt8AwAAfEVJ3nD5fOmqrAy1dSkAgHaMGWoAAAAAABwgUAMAAAAA4ACBGgAAAAAABwjU\n",
       "AAAAAAA4QKAGAAAAAMCBmFf5XrdunbZv365wOKypU6dq8ODB8vv98ng86tu3r4qKimRZVmvUCgAA\n",
       "0CoK1gTl9VoqnpXT1qUAANqxqDPUr7/+ut566y1t2rRJpaWlOnDggIqLi5Wfn6+NGzfKtm1t3bq1\n",
       "tWoFAAAAAKDdiBqod+zYof79+ysvL0933XWXxowZo3fffVfZ2dmSpNGjRysYDLZKoQAAAAAAtCdR\n",
       "D/k+evSoPvnkE61bt04HDhzQXXfdJdu2I4+npaUpFAoZLxIAAAAAgPYmaqDOzMxUVlaWUlJS9M1v\n",
       "flOdO3fW4cOHI49XV1crIyMj5otkZqYpJcXb8mpbic+X3tYlJCX6agZ9NYfemkFfzaCv7vJ6P78+\n",
       "DH01h96aQV/NoK9mJENfowbqIUOGaMOGDbrjjjt06NAh1dTUaNiwYSovL9fQoUNVVlamnJzYF+uo\n",
       "qjrlWsGm+Xzpqqxk1t1t9NUM+moOvTWDvprR0fu6edsH2llxOPaKzVAVqpEsS7cvetHVcSUpe8Al\n",
       "mjSmj+vjJpKO/pk1hb6aQV/NSKS+Rgv+UQP1d77zHe3cuVMTJkxQQ0ODioqK9I1vfEMLFy5UOBxW\n",
       "VlaWcnNzXS8YAAAgXjsrDqsqVKvM9M6ujZmZniqv11J9vR175WaoCtVqZ8XhDh+oASBZxLxtVkFB\n",
       "wTnLSktLjRQDAADgRGZ6Z5XkDXd1TBOzJwVruJgrACSTqFf5BgAAAAAATSNQAwAAAADgAIEaAAAA\n",
       "AAAHCNQAAAAAADhAoAYAAAAAwAECNQAAAAAADhCoAQAAAABwgEANAAAAAIADBGoAAAAAABwgUAMA\n",
       "AAAA4ACBGgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA4QqAEAAAAAcCClrQsAAACNBQKF\n",
       "2rLl+bjX93gsNTTYca07fvyNCgSWOC0NAAB8CTPUAAAAAAA4wAw1AADtTCCwJO5Z5II1QXm9lopn\n",
       "5RiuCgAAfBUz1AAAAAAAOECgBgAAAADAAQI1AAAAAAAOEKgBAAAAAHCAQA0AAAAAgANc5RsAgARW\n",
       "kjdcPl+6KitDbV1Kmxl68DX1PrZXe+97xtVx93s9qq9vcHXMyaFa7b2ot6Thro4LAGgbzFADAAAA\n",
       "AOAAM9QAACChlXcfpvLuw1SS5+6sr4mZ/4I1QUnSRFdHBQC0FWaoAQAAAABwIK4Z6ptuukldunSR\n",
       "JF1xxRWaNWuW/H6/PB6P+vbtq6KiIlmWZbRQAAAAAADak5iBura2VpJUWloaWXbXXXcpPz9f2dnZ\n",
       "Kioq0tatWzV27FhzVQIAAAAA0M7EPOS7oqJCp0+f1syZM3Xbbbfp7bff1p49e5SdnS1JGj16tILB\n",
       "oPFCAQDAuQrWBDVzyUttXQYAAB1SzBnqCy64QDNnztTEiRO1b98+3XnnnY0eT0tLUygU/YIdmZlp\n",
       "SknxtqzSVuTzpbd1CUmJvppBX82ht2bQV3d5vZ+fctWR+2qyB26Pyb/XF+iBGfTVDPpqRjL0NWag\n",
       "7tWrl3r27Bn574suukh//etfI49XV1crIyMj6hhVVadaWGbr6ej38jSFvppBX82ht2bQV/fV19vy\n",
       "eq0O3dfDVaclSbcvetHVcb1eS/X1tqtjVoVqlZneuUP/e0nsC0yhr2bQVzMSqa/Rgn/MQ76fffZZ\n",
       "FRcXS5IOHTqk6upqjRgxQuXl5ZKksrIyXXPNNS6VCgAA0PaqQjX67HiN6+NmpndW9oBLXB8XANA2\n",
       "Ys5QT5gwQfPnz9ett94qSVq2bJkuuugiLVy4UOFwWFlZWcrNzTVeKAAAQFOe8I9xfcyCNUF5vZaK\n",
       "Z+W4PjYAIHnEDNQpKSkqKSk5Z/mXr/oNAACi27ztA+2sOOz6uFWhGsmyVLDG/QuEZg+4RJPG9HF9\n",
       "3LYSCBRqy5bn41r36IkaWZallx/rHNf648ffqEBgSUvKAwAkoJiHfAMAgJbbWXFYVaFa18fNTE/V\n",
       "xV1TXR+3KlRr5AeARNEtI1X/YKCvAIDkEnOGGgAAuCMzvbNK8oa7Pq6JC7uYmPFua4HAkmbNIifS\n",
       "BXMAAG2DGWoAAAAAABwgUAMAAAAA4ACBGgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA4Q\n",
       "qAEAAAAAcIBADQAAAACAAwRqAAAAAAAcIFADAAAAAOAAgRoAAAAAAAcI1AAAAAAAOECgBgAAAADA\n",
       "AQI1AAAAAAAOEKgBAAAAAHCAQA0AAAAAgAMEagAAAAAAHCBQAwAAAADgAIEaAAAAAAAHCNQAAAAA\n",
       "ADhAoAYAAAAAwAECNQAAAAAADhCoAQAAAABwgEANAAAAAIADBGoAAAAAAByIK1AfOXJE1157rT78\n",
       "8EPt379fU6ZM0a233qpAICDbtk3XCAAAAABAuxMzUIfDYT3wwAO64IILZNu2li1bpvz8fG3cuFG2\n",
       "bWvr1q2tUScAAAAAAO1KzEC9fPlyTZkyRT6fT5K0Z88eZWdnS5JGjx6tYDBotkIAAAAAANqhlGgP\n",
       "Pvvss+rWrZtGjhypdevWybbtRod4p6WlKRQKxXyRzMw0paR4W15tK/H50tu6hKREX82gr+bQWzM6\n",
       "al+9XkuSuffv9rim600UHf39m0RvzaCvZtBXM5KhrzEDtWVZCgaDqqiokN/vV1VVVeTx6upqZWRk\n",
       "xHyRqqpTLa+0lfh86aqsjP0jAZqHvppBX82ht2Z05L7W13/+g7SJ92+irybrTRQd+fNqGr01g76a\n",
       "QV/NSKS+Rgv+UQP1r3/968h/T5s2TYsWLdLy5ctVXl6uoUOHqqysTDk5Oe5VCgAAAABAgogaqL/K\n",
       "siz5/X4tXLhQ4XBYWVlZys3NNVUbAAAAAADtVtyBurS0tMn/BgAAAACgI4rrPtQAAAAAAKAxAjUA\n",
       "AAAAAA4QqAEAAAAAcIBADQAAAACAAwRqAAAAAAAcIFADAAAAAOAAgRoAAAAAAAfivg81AABwbujB\n",
       "19T72F7tve8Z18fe7/Wovr7B1TEnh2q196Lekoa7Oi4AAMmEGWoAAAAAABxghhoAgFZQ3n2YyrsP\n",
       "U0me+zO+Pl+6KitDro5ZsCYoSZro6qgAACQXZqgBAAAAAHCAQA0AAAAAgAMEagAAAAAAHCBQAwAA\n",
       "AADgAIEaAAAAAAAHCNQAAAAAADjAbbMAAGgFR07USPridlRu8not1dfbro5ZFapVZnpnV8cEACDZ\n",
       "EKgBAEhgVaEaybKU2cXd8JuZ3lnZAy5xdUwAAJINgRoAgFbwhH+MkXEL1gTl9VoqnpVjZHwAAHB+\n",
       "nEMNAAAAAIADBGoAAAAAABwgUAMAAAAA4ACBGgAAAAAAB7goGQAACawkb7h8vnRVVobauhQAADoc\n",
       "AjUAAO1MIFCoLVuej3t9j8dSQ0N896EeP/5GBQJLnJYGAAC+hEO+AQAAAABwgBlqAADamUBgSbNm\n",
       "kTnkGwCAthEzUNfX16uwsFD79u2TZVlatGiRvva1r8nv98vj8ahv374qKiqSZVmtUS8AAAAAAO1C\n",
       "zEC9fft2eTwePfXUUyovL9fDDz8sScrPz1d2draKioq0detWjR071nixAAAAAAC0FzHPoR47dqwW\n",
       "L14sSfroo4/UtWtXvfvuu8rOzpYkjR49WsFg0GyVAAAAAAC0M3GdQ+31euX3+/XKK69o5cqV2rFj\n",
       "R+SxtLQ0hULRz9vKzExTSoq3ZZW2Ip8vva1LSEr01Qz6ag69NYO+mkFfzaCv5tBbM+irGfTVjGTo\n",
       "a9wXJSsuLtZnn32miRMn6syZM5Hl1dXVysjIiPrcqqpTzitsZVzYxQz6agZ9NYfemkFfzaCvZtBX\n",
       "c+itGfTVDPpqRiL1NVrwj3nI9/PPP69169ZJklJTU+XxePSP//iPKi8vlySVlZXpmmuucalUAAAA\n",
       "AAASQ8wZ6tzcXPn9fk2dOlV1dXVasGCBevfurYULFyocDisrK0u5ubmtUSsAAAAAAO1GzECdmpqq\n",
       "Rx555JzlpaWlRgoCAAAAACARxDzkGwAAAAAAnItADQAAAACAAwRqAAAAAAAcIFADAAAAAOAAgRoA\n",
       "AAAAAAcI1AAAAAAAOECgBgAAAADAAQI1AAAAAAAOEKgBAAAAAHCAQA0AAAAAgAMEagAAAAAAHCBQ\n",
       "AwAAAADgAIEaAAAAAAAHCNQAAAAAADhAoAYAAAAAwAECNQAAAAAADhCoAQAAAABwgEANAAAAAIAD\n",
       "BGoAAAAAABwgUAMAAAAA4ACBGgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA4QqAEAAAAA\n",
       "cIBADQAAAACAAynRHgyHw7r//vv18ccf68yZM7r77ruVlZUlv98vj8ejvn37qqioSJZltVa9AAAA\n",
       "AAC0C1ED9ZYtW9StWzeVlJTo+PHjuuGGGzRw4EDl5+crOztbRUVF2rp1q8aOHdta9QIAAAAA0C5E\n",
       "PeQ7NzdX99xzjySpoaFBKSkp2rNnj7KzsyVJo0ePVjAYNF8lAAAAAADtTNRAnZaWpgsvvFAnT57U\n",
       "vffeqzlz5qihoaHR46FQyHiRAAAAAAC0N1EP+ZakTz75RLNnz9att96q66+/XiUlJZHHqqurlZGR\n",
       "EfNFMjPTlJLibVmlrcjnS2/rEpISfTWDvppDb82gr2bQVzPoqzn01gz6agZ9NSMZ+ho1UH/22Wea\n",
       "MWOGioqKNGzYMEnSwIEDVV5erqFDh6qsrEw5OTkxX6Sq6pQ71bYCny9dlZXMuruNvppBX82ht2bQ\n",
       "VzPoqxn01Rx6awZ9NYO+mpFIfY0W/KMG6rVr1yoUCmn16tVavXq1JGnBggVaunSpwuGwsrKylJub\n",
       "6261AAAAAAAkgKiBurCwUIWFhecsLy0tNVYQAAAAAACJIOpFyQAAAAAAQNMI1AAAAAAAOECgBgAA\n",
       "AADAAQI1AAAAAAAOEKgBAAAAAHCAQA0AAAAAgANRb5sFAAAAAEAsgUChtmx5Pu71PR5LDQ12XOuO\n",
       "H3+jAoElTkszikANAAAAAGg1R0/UyLIsZaZ3butSWoxADQAAAABokUBgSdyzyAVrgvJ6LRXPyjFc\n",
       "lXmcQw0AAAAAgAMEagAAAAAAHOCQbwAAAABAkzZv+0A7Kw67OmZVqEayLBWsCbo6riRlD7hEk8b0\n",
       "cX3c82GGGgAAAADQpJ0Vh1UVqnV1zMz0VF3cNdXVMSWpKlTreviPhRlqAAAAAMB5ZaZ3VknecFfH\n",
       "9PnSVVkZcnVMEzPesTBDDQAAAACAA8xQAwAAAOgwAoFCbdnyfNzrezyWGhrsuNYdP/7GuG8dheTA\n",
       "DDUAAAAAAA4wQw0AAACgwwgEljRrFtnEub5IHgRqAAAAAGhCwZqgvF5LxbNy2roUtFMc8g0AAAAA\n",
       "gAPMUAMAAAAAmjT04GvqfWyv9t73jKvj7vd6VF/f4OqYk0O12ntRb0nu3uIrGmaoAQAAAABwgBlq\n",
       "AAAAAECTyrsPU3n3YSrJc3fW18TF3grWBCVJE10dNToCNQAAAICEtnnbB9pZcdj1catCNZJlRYKa\n",
       "m7IHXKJJY/q4Pi5aF4EaAAAAQELbWXFYVaFaZaZ3dnXczPRUeb2W6uttV8etCtVqZ8XhhAjUR07U\n",
       "SJLrPyqY6qvbn4FYCNQAAAAAEl5memfXD0uWzB6a3FGdnfnP7OL2DyCdlT3gElfHjIVADQAAAABo\n",
       "0hP+Ma6PmUz3944rUO/atUsrVqxQaWmp9u/fL7/fL4/Ho759+6qoqEiWZZmuEwAAAACaZOrWTlLy\n",
       "3N7JtECgUFu2PB/XukdP1MiyLL38WHwz1OPH36hAYElLyjMm5m2zHn/8cRUWFiocDkuSli1bpvz8\n",
       "fG3cuFG2bWvr1q3GiwQAAAAAJIduGan6h66pbV2GK2LOUPfs2VOPPvqo5s2bJ0nas2ePsrOzJUmj\n",
       "R4/Wjh07NHbsWLNVAgAAAMB5mLq1k5Q8t3cyLRBY0qxZZBN9bQsxZ6ivu+46eb3eyN+2/cWV2NLS\n",
       "0hQKJX4TAAAAAABormZflMzj+SKDV1dXKyMjI+ZzMjPTlJLijblee+Hzpbd1CUmJvppBX82ht2bQ\n",
       "VzPoqxn01Rx6a0ZH7evZWzv51/2pjSuJT9XJWl3cNbXD/nudlQzvv9mBeuDAgSovL9fQoUNVVlam\n",
       "nJzYV2arqjrlqLi2kCyHHrQ39NUM+moOvTWDvppBX82gr+bQWzPoqwzc19jQ7Z26dNbgvr4O/e+V\n",
       "SJ/XaME/7kB99krefr9fCxcuVDgcVlZWlnJzc1teIQAAAAA4ZOLWTlJy3d4JZsQVqLt3765NmzZJ\n",
       "knr16qXS0lKjRQEAAACACR319k4wo9mHfAMAAABAR9AtI1Uej6WGBncPJUfyIFADAAAA6DA66u2d\n",
       "YEbM22YBAAAAAIBzEagBAAAAAHCAQA0AAAAAgAOcQw0AcKw5V0qV1KwLu3ClVAAA0N4xQw0AAAAA\n",
       "gAPMUAMAHGvOlVIL1gTl9VoqnpVjuCoAAIDWQaAGAABAi5g6/YNTPwC0dwRqAAAAtJqjJ2pkWZYy\n",
       "0zu3dSkA0GIEagAdArMnAGAOp38A6KgI1ADwFcyeAAAAIB4EagAdArMn8du87QPtrDjs+rhVoRrJ\n",
       "slSwJujquNkDLtGkMX1cHRMAACAeBGoAQCM7Kw6rKlTr+gx9ZnqqvF5L9fXx3Yc6HlWhWu2sOEyg\n",
       "BgzgxzUAiI1ADSBh8WXPnMz0zirJG+76uD5fuiorQ66N5/a/EYAv8OMaAMRGoAaQsPiyBwBm8eNa\n",
       "2zJ1QU2Ji2oCbiFQA0hYQw++pt7H9hq5eJjX61F9fYNr41WFarX3ot6S3P9i6razfd173zOuj73f\n",
       "5b5OTqC+AoBJXFATaBsEagAAAJyDH9fMaNbpSpeM05iZ4+Ja9ezpSpld4gvU1YpvZj+RTlcC2gKB\n",
       "GkDCKu8+TOXdhyXU4YgTXRvRnBcyBkkZg/QPGamuj23iUPrM9M4J0VcAkCTrld9q0tG/yeOx2rqU\n",
       "mBoabO07mCWNyW/rUoB2i0ANIGEdOVEjycy5c6aCX7L580uPa9+7r8a1boNtS7IU73fIXleO0jXX\n",
       "/b+o62Smd1b2gEviGxBAs/Djmjkej5lDs02crgQgOgI1gA7BVPCLJ/RJiRX8nvCPiXvdwOHf6cSB\n",
       "+L9sN+eCOdcO+oYCBo4+AOA+9rHxa84PFc3pqyRZliXbjm8fG09vE+2HCqAtEKgBJKz2EPw6eugL\n",
       "BJY06yqxbh9KD8Ac9rFIpB8qgLZi2fH+jNUCifTliS97ZtBXM+irOfTWDPpqBn01g76aQ2/NoK9m\n",
       "0FczEqmvPl/6eR9LyBnq5lwdsa0PlZG4OiIAAAAAJCNPWxfgxM6KwwlzkYSqUG38t0YAAAAAACSM\n",
       "hJyhPntfxLiujti/m9T/hrjHbvbVEfdHvzdjVQLdFxEAAAAAEL+EDNQ1Z+rU0GAnxCx1vFezBQAA\n",
       "AAAkFkeBuqGhQYFAQO+//746deqkpUuXqkePHm7Xdl7bL75G2y++xvXbDZi4R6okro4IAAAAAEnI\n",
       "UaB+5ZVXFA6HtWnTJu3atUvFxcVas2aN27WdV3u4jYPErRwAAAAAoCNzFKjffPNNjRo1SpJ09dVX\n",
       "6y9/+YurRbmJe6Q2T+mPl2vAyf0x16uprlJDfZ2RGjzeFKVemBnXuhVdemrainlG6nBTvH2VzPU2\n",
       "GfsKAAAAtCVHV/k+efKkunTpEvnb6/WqoaEZF/ICAAAAACDBWXa8N13+kuLiYl199dX6/ve/L0m6\n",
       "9tpr9b//+7+uFwcAAAAAQHvlaIZ68ODBKisrkyS9/fbb6t+/v6tFAQAAAADQ3jmaobZtW4FAQO+9\n",
       "954kadmyZfrmN7/penEAAAAAALRXjgI1AAAAAAAdnaNDvgEAAAAA6OgI1AAAAAAAOECgBgAAAADA\n",
       "AQI1AAAAAAAOpLR1Ae3B7bffrvr6en344Yfq1q2bunbtqhEjRmjw4MHatGmTHn74Yfn9fu3Zs0dd\n",
       "u3aNPG/58uV6+umn9d///d+65JJLIssLCgp01VVXtcVbabHXX39dv/nNb/Twww9Hlq1YsUJZWVm6\n",
       "6aabdPfdd+vYsWNKSUnRBRdcoMcee0yS9Oc//1l79uzR9OnTXa9p/Pjx2rJlS6Nl77//vl566SXN\n",
       "nj3b9ddzW0t7OmDAAL344otauHCh8Vo3bdqknj17Kicnx/hrRZPon8Om6pek+fPn6+DBg5G/33rr\n",
       "La1Zs0a7du1q1f1IovdXkg4cOKCSkhIdOnRIqampSk1NVUFBgfr06aMNGzbo5ZdfbjTOpEmTNHfu\n",
       "XNfrlpJjG//Zz34mn8+nyZMnR5adPHlSd999d+Tv6upqvffee9q5c6dmzZqlmpoapaamRh5/4okn\n",
       "1KlTJ9drTob+SlIwGNRjjz2mM2fOyOv1qnv37lqwYIG6dOnS5L7h5z//uUaNGuW4lkTfzk3vR2tr\n",
       "a/XII49o9+7dsixLaWlpWrx4sb7+9a/H/X4SvceSu/tS27a1bt06vfrqq/J4PLIsS4WFherXr19c\n",
       "tSfDtm56X/rJJ5+ouLhYR48eVW1tra688krdf//9ce17k6G/krv70uPHj+unP/2pDhw4oHA4rMsv\n",
       "v1yLFy9Wly5dmlUvgVrSL3/5S0mf76T/7d/+TSNHjpT0+QfvLMuyNG/evMhjX14+Y8YM3Xzzza1W\n",
       "r0mWZTW57Ozyv//97/qf//mfRo/btq1HH31U69evb5UaJalfv35av369Dhw4oCuuuKLVXteJlvb0\n",
       "jTfeaJU6JWnixImaMWOGvv3tb8vjabsDWBL9c9hU/dLntxg8a926derSpYtGjx6t3bt3t+p+JNH7\n",
       "e/r0aeXl5WnJkiW6+uqrJUm7d+/WokWLVFpaqunTp0e+qJaXl+uBBx7QzJkzjdWZDNt4U++hS5cu\n",
       "Ki0tjdQ6Q4T/AAALcElEQVQ7a9YsXX/99UpLS5P0+Y/KrXHLzGTob0VFhVasWKG1a9dGAt8vf/lL\n",
       "rV+/XnPmzGly39CSMC0l/nZuej+6dOlS9enTR/fdd58k6ZVXXtGcOXO0adOmuGtP9B67vS99/PHH\n",
       "dfz4cW3cuFGS9M477ygvL08vvviivF5vzDqTYVs3uS+tr69XXl6eFi1aFPmhaOnSpVq1alVcPxgn\n",
       "Q3/d3pfm5+drypQpGjt2bGSsBx544Jwf8mJJikO+a2pqdM8992jKlCnKz8/XqFGj9P7772v69Oma\n",
       "Nm2a7rnnHp08eVKSVFxcrEmTJmnSpEnasGHDOWNFu4vY+R5LpjuPNfVebNuWbds6cuSITpw4obvu\n",
       "uku33HKL/vCHP0iSduzYoT59+iglJUXbt2/XrbfeKtu2tWrVKpWUlDT5OqFQSN/73vcir1dSUqIX\n",
       "XnjhvOvOnj1bU6ZM0YMPPhhZ/v3vfz+y027PWtpTSdqzZ4/uuOMOTZgwQc8+++x5X6ul/fd6vfrW\n",
       "t74VqaOtJPrnMNY+4Q9/+IO2bNmiFStWxP0cNyV6f7dv365hw4ZFvgBK0lVXXRX5wnLWxx9/LL/f\n",
       "r0ceeUQXXXRR7MY41BG28RUrVigjI0MzZsyI+r5NSIb+PvXUU8rLy2s0e3r77bdrzpw5jdZrat/g\n",
       "VKJv5yb3o2fOnNG2bdsazRCPHTtW69ati+v50V4vkXrs9r508+bNysvLi/z9T//0T3rmmWfiCtNS\n",
       "cmzrsbRkX/rGG2/osssua3TURUFBgf7jP/4jrucnQ3/d3Jd+9NFHOnLkSCRMS9L06dO1ePHi8z7n\n",
       "fJJihvo3v/mNevTooVWrVmnv3r26/vrrtXDhQv3kJz9RVlaWnn76aT3++OMaNGiQPvroI23evFl1\n",
       "dXW65ZZbNGzYsLgORbFtWyUlJZHDH0aOHKlZs2bJtm394he/iPyi079/fxUWFhp9v6a99tprmjZt\n",
       "WuTvgwcP6t5771U4HNbMmTM1ffp0HTt2TFOmTNFVV12l8vJy9e/fX5L03e9+V8FgUPPmzdOhQ4ci\n",
       "s/9flZ6eriFDhqisrEwjR47Uq6++qh/96EdNrltdXa3FixerW7dumjNnjrZt26YxY8aoX79++tnP\n",
       "fub6+zehJT2VJI/HoyeeeEK1tbW64YYb9J3vfEfdunU753Xc6H///v1VXl6uMWPGuNuEZkrWz+G+\n",
       "ffu0ePFiPfHEE7rwwgslqU32I4nc34MHD6pHjx6Rv/Py8hQKhVRZWalf/epXuvTSS1VbW6vZs2fr\n",
       "xz/+sQYMGNDCbsWWzNv47373O7322mt66qmnGi2/7777Iocp3nDDDZowYUJc4zmR6P396KOPIp/Z\n",
       "AwcO6P7775f0+YzTk08+KanpfUNLJfJ2Hk1L96PHjh2Tz+c7Z/mXT+uLVyL32O19aU1NjdLT0xst\n",
       "a25PE31bj6al+9LKyspzjsr82te+Ftdrn5Xo/XVzX3r48GF179690TKPx9Psw72lJAnUe/fujUzn\n",
       "9+7dW5mZmfrb3/6mQCAgSaqrq1OvXr20d+9eDRkyRJKUkpKiq6++Wh988EFcgbqjHPItScOGDWt0\n",
       "qMNDDz0k27Z18cUX6+abb5bH41G3bt00cOBA7d27V8eOHdOgQYMi6995550aM2aMVq5cGfWw4YkT\n",
       "J6q0tFS2bWvEiBGRX7++KisrK7KxDho0SB9++KEkyefz6dixY268ZeNa0lPLsjRkyBBZlqXU1FRl\n",
       "ZWXp448/bnIHJrW8/z6fT6+99pqL796ZZPwcVldX64c//KGKiorUq1evyPK22I8kcn8vu+wy/eUv\n",
       "f4n8vWbNGknSzTffrPr6eknSAw88oBEjRmjcuHHNaYtjybqNv/fee3rooYe0cePGc764tdYh31Li\n",
       "9/eyyy7TgQMH1K9fP11xxRUqLS3VmTNnlJubK+n8+4aWSuTt/Hzc2I9mZmbqxIkT5yz/7W9/q3Hj\n",
       "xp23/qYkco/d3pdmZGTo5MmTjQLJyy+/rJycnLhDSqJv6+fjxr708ssv14svvthoWVVVld5++219\n",
       "97vfjauORO+vm/vSyy+/XJ9++mmjZeFwWL///e81fvz4qM/9qqQ45Ltfv356++23JX1+/H9VVZV6\n",
       "9+6t5cuXq7S0VPn5+RozZoyysrL05ptvSvq8YW+99Vazvgx0hEO+o/nTn/6ke++9V9LnH9j/+7//\n",
       "i+y4v/w/pqKiIi1YsEArV65s8n9YZw0ZMkR///vf9fTTT0ed2di3b5+OHz8u27b1xhtvRH4hPXHi\n",
       "xHk34kQRT09t29Y777wj27ZVXV2tvXv3qmfPnucds6X9P378eLvuayJ/DufPn6/x48fr2muvPeex\n",
       "9rIfSYT+/su//IuCwaB27doVWbZ//359+umnsixLGzZs0JEjR5Sfn++oB25K5G38+PHjmjNnjn76\n",
       "0582eaGm9vCZTZT+Tp48WT//+c9VWVnZqPazXzKj7RtMSITt/Hzc2I926tRJI0eObHRo8wsvvKDS\n",
       "0tJmheloEqHHbu9Lb7zxRq1evTry95tvvqni4uJGF9xyKlG29aa4tS8dNGiQDh48qN27d0ee9+ij\n",
       "j7pybnOi9NfNfemll16qzMxMbd26NbJsw4YN2rZtW8znflVSzFBPmDBBfr9fU6dO1eWXX67OnTsr\n",
       "EAho3rx5qq+vl2VZ+slPfqKePXvq9ddf1+TJk3XmzBmNGzdOAwcObDTWl0/Y//KJ+l997HzPSXRf\n",
       "fc9fXj5q1CgFg8HIL1hz585VZmamvv3tb+vll1/WjTfeqF/96lfy+Xy65ZZbdMEFF6iwsFCrVq3S\n",
       "tGnTzjknR5J+8IMf6Pe//72ysrL017/+Vc8991zk8I2zunXrpvnz5+vo0aPKzs7WiBEjJEm7du3S\n",
       "8OHDzTTCRS3t6dnn33HHHTp58qTmzJmj9PR0Pffcc5Kkm266KTLmhg0bHPf/rF27drX4Yjgtleif\n",
       "Q8uytGPHDv37v/975O/77rtPW7du1bFjx/Tqq69G1p06dWpkndaS6P1NS0vT2rVr9dBDD6myslJ1\n",
       "dXXyer26//77ddlll2n58uXq379/o/MjhwwZcs45Vm5Jlm38scce03/9139Jki688EINHz5cR48e\n",
       "1cqVKxu9pyVLlkT+uzUkQ3+vvPJKzZs3T36/X+FwWKdPn9bXv/51rVq1Sm+88cZ59w3/+q//2mZ9\n",
       "a+vt3PR+dP78+Vq2bJkmT54sy7LUtWtXPfroo3E//+zrJXKPnexLr7nmmkjw+qo777xTK1eu1M03\n",
       "36yUlBR16tRJa9eujftHimTY1iVz+1LLsrRy5Uo9+OCDOn36tE6dOqV//ud/jvv/bcnQXyf70mnT\n",
       "pum6665rsifLly+PHB4eDofVo0ePRtceiJudBN588037j3/8o23btv3hhx/a3/ve99q4oo6loaHB\n",
       "njp1qn3mzJnzrrN06dIml69fv95+5plnbNu27VOnTtkPP/xw3K87d+5c++DBg80rNkHE09OKigr7\n",
       "6aefjmu8ePpv27YdDoftadOm2Q0NDc0ruB3gc2gW/XUX27hZ9NcZtnPz6LG72NbNor/xsWy7HRyz\n",
       "1UKfffaZ8vPzFQ6HVVdXp3vvvfecc51h1uuvv66KigrddtttTT7+6aefnnOYi9/vV2VlpdauXatO\n",
       "nTpFrsQez3k27733nl566SX98Ic/bHnx7VSsnh46dEiXXnppXGPF039JevLJJ9WrV6+EmPlvCp9D\n",
       "s+ivu9jGzaK/ziTTdr5t2zb94he/OGf5bbfd1ujKvq0tkXu8e/fuJq/YPG7cOE2ZMqXF4zuRbNv6\n",
       "6tWrmzw3e9myZedcRKs1JHp/N2/efM692SVp7ty5ja5n0BJJEagBAAAAAGhtSXFRMgAAAAAAWhuB\n",
       "GgAAAAAABwjUAAAAAAA4QKAGAAAAAMABAjUAAAAAAA78f7T4cPSRi7qyAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a575e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_1_2 = [[3.35, 2.07, 1.47, 1.82, 0.92, 1.0, 1.8, 1.12, 1.26, 0.82],\n",
    "               [0.23, 0.22, 0.17, 0.28, 0.2, 0.38, 0.25, 0.25, 0.22, 0.26],\n",
    "               [0.24, 0.2, 0.23, 0.22, 0.28, 0.13, 0.37, 0.2, 0.15, 0.16],\n",
    "               [6.88, 5.75, 4.22, 4.56, 4.38, 3.53, 2.88, 3.11, 3.14, 3.04],\n",
    "               [7.12, 6.1, 5.15, 4.47, 3.6, 4.17, 3.38, 3.19, 3.37, 3.09],\n",
    "               [54.1, 52.2, 50.9, 41.6, 31.6, 34.7, 34.6, 38.3, 33.4, 32.1],\n",
    "               [63.3, 71, 61, 53.4, 53.8, 50.1, 48.9, 49.2, 48.8, 50.5],\n",
    "               [6.35, 5.23, 5.02, 3.66, 3.45, 3.68, 3.08, 3.2, 2.9, 2.86],\n",
    "               [4.37, 4.12, 3.89, 3.45, 3.44, 3.12, 2.82, 2.79, 3.05, 2.68],\n",
    "               [14.3, 15.5, 11.4, 10.2, 8.9, 10.6, 12.1, 9.56, 11.0, 6.33],\n",
    "               [15.5, 13.9, 12.0, 16.0, 17.0, 11.7, 11.7, 15.2, 11.5, 10.8]]\n",
    "\n",
    "df_1_2 = pd.DataFrame(data=np.array(res_1_2).T, columns=names_1)\n",
    "df_1_2.plot(kind='box', figsize=(17,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Case 2: 1 year temporal aggregation in a HDF5 file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "names_2 = ['1A_TF', '1A_TL', '1B_TF', '1B_TL', \n",
    "         '1A_TF_LZF', '1A_TL_LZF', '1B_TF_LZF', '1B_TL_LZF', \n",
    "         '1A_TF_LZF_C1', '1A_TL_LZF_C1', '1B_TF_LZF_C1', '1B_TL_LZF_C1', \n",
    "         '1A_TF_LZF_C2', '1A_TL_LZF_C2', '1B_TF_LZF_C2', '1B_TL_LZF_C2', \n",
    "         '1A_TF_LZF_C3', '1A_TL_LZF_C3', '1B_TF_LZF_C3', '1B_TL_LZF_C3']\n",
    "         \n",
    "descrip_2 = [['1 year aggregation with (time, x, y, band) order', 57], \n",
    "           ['1 year aggregation with (x, y, band, time) order', 57], \n",
    "           ['1 year aggregation with (time, band, x, y) order', 57], \n",
    "           ['1 year aggregation with (band, x, y, time) order', 57],\n",
    "           ['1 year aggregation with (time, x, y, band) order LZF compressed', 16], \n",
    "           ['1 year aggregation with (x, y, band, time) order LZF compressed', 21], \n",
    "           ['1 year aggregation with (time, band, x, y) order LZF compressed', 16], \n",
    "           ['1 year aggregation with (band, x, y, time) order LZF compressed', 24],\n",
    "           ['1 year aggregation with (time, x, y, band) order LZF compressed chunked as [1, 4000, 4000, 1]', 16], \n",
    "           ['1 year aggregation with (x, y, band, time) order LZF compressed chunked as [4000, 4000, 1, 1]', 16], \n",
    "           ['1 year aggregation with (time, band, x, y) order LZF compressed chunked as [1, 1, 4000, 4000]', 16], \n",
    "           ['1 year aggregation with (band, x, y, time) order LZF compressed chunked as [1, 4000, 4000, 1]', 16],\n",
    "           ['1 year aggregation with (time, x, y, band) order LZF compressed chunked as [T, 25, 25, 1]', 16], \n",
    "           ['1 year aggregation with (x, y, band, time) order LZF compressed chunked as [25, 25, 1, T]', 21], \n",
    "           ['1 year aggregation with (time, band, x, y) order LZF compressed chunked as [T, 1, 25, 25]', 16], \n",
    "           ['1 year aggregation with (band, x, y, time) order LZF compressed chunked as [1, 25, 25, T]', 21],\n",
    "           ['1 year aggregation with (time, x, y, band) order LZF compressed chunked as [10, 100, 100, 1]', 14], \n",
    "           ['1 year aggregation with (x, y, band, time) order LZF compressed chunked as [100, 100, 1, 10]', 19], \n",
    "           ['1 year aggregation with (time, band, x, y) order LZF compressed chunked as [10, 1, 100, 100]', 14], \n",
    "           ['1 year aggregation with (band, x, y, time) order LZF compressed chunked as [1, 100, 100, 10]', 19]]\n",
    "           "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment 1:  Compose one band image from 8 tiles "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b256210>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAA+UAAAE5CAYAAAD2oIH3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0XWWBPv7n5NKUtqkUGxRFi1ykiIBiyxeYkXG6sMJo\n",
       "FcWCwAJX8VKpzpIpAgXLELVKoRUWWlgCisvpgIjKYujoTwVEYSzIbUCFKSwEOtQLjdMKSbBpm+T3\n",
       "h9MMbS49SZPsc9rP5y/yZp+dJy9vT85z9j57l7q7u7sDAAAAjLqaogMAAADArkopBwAAgIIo5QAA\n",
       "AFAQpRwAAAAKopQDAABAQZRyAAAAKEjdQN/ctGlTLrzwwvz+97/Pxo0bc9ZZZ2W//fbLggULUlNT\n",
       "kwMOOCAXX3xxSqVSbr755nznO99JXV1dzjrrrLzjHe8YpV8BAAAAqtOApXzFihXZY489smTJkrzw\n",
       "wgt53/vel4MOOijz58/P9OnTc/HFF+fOO+/MYYcdluXLl+eWW25JR0dHTjnllBx99NEZM2bMaP0e\n",
       "AAAAUHUGLOXHHXdc3vWudyVJurq6UldXl8cffzzTp09PkhxzzDH5xS9+kZqamhx++OGpr69PfX19\n",
       "pkyZkieeeCKHHHLIyP8GAAAAUKUG/Ez5uHHjMn78+LS1teXTn/50zj777HR1dfV8f/z48WltbU1b\n",
       "W1saGxu3Gm9raxu51AAAALATGPBIeZL84Q9/yKc+9amcdtppec973pMlS5b0fK+trS0TJ07MhAkT\n",
       "0t7e3jPe3t6eiRMnDrjfzZs7U1dXuwPRgUp1+YcvytS21b3GN7SvT1fn5kHtq6a2LmPHT+o1vmrC\n",
       "lMz/1heGnBEAACrBgKX8T3/6U84888xcfPHFOfLII5MkBx10UO6///4cccQRufvuu3PUUUfl0EMP\n",
       "zRVXXJGNGzemo6Mjv/3tb3PAAQcM+IPXr39p+H6LPjQ1NaalpXVEf8ZIqebsSXXnr+bsSeXkP33p\n",
       "eYN+zGCzT08q4ndNKmfeh6qa81dz9qS681dz9qS688tenGrOX83Zk+rOX83Zk+rOP9LZm5oat79R\n",
       "GQYs5V/72tfS2tqaq666KldddVWS5LOf/Wy++MUvZtOmTdlvv/1y3HHHpVQq5Ywzzsipp56arq6u\n",
       "zJ8/30XeAAAAYDsGLOULFy7MwoULe40vX76819js2bMze/bs4UsGAAAAO7kBL/QGAAAAjBylHAAA\n",
       "AAqilAMAAEBBlHIAAAAoiFIOAAAABVHKAQAAoCBKOQAAABREKQcAAICCKOUAAABQEKUcAAAACqKU\n",
       "AwAAQEGUcgAAACiIUg4AAAAFUcoBAACgIEo5AAAAFEQpBwAAgILUFR0AAIDqtPwzl2Vq2+pe4xva\n",
       "16erc3PZ+6mprcvY8ZN6ja+aMCWnLz1vhzICVDpHygEAAKAgjpQDADAkgz2K3dTUmJaW1rK3nz7Y\n",
       "QABVyJFyAAAAKIhSDgAAAAVRygEAAKAgSjkAAAAURCkHAACAgijlAAAAUBClHAAAAAqilAMAAEBB\n",
       "lHIAAAAoiFIOAAAABVHKAQAAoCBKOQAAABREKQcAAICCKOUAAABQEKUcAAAACqKUAwAAQEGUcgAA\n",
       "ACiIUg4AAAAFUcoBAACgIEo5AAAAFEQpBwAAgIIo5QAAAFAQpRwAAAAKopQDAABAQZRyAAAAKIhS\n",
       "DgAAAAVRygEAAKAgSjkAAAAURCkHAACAgtQVHQAAgK01Ny/MihW39vm9mppSurq6e43PmnVCmpsX\n",
       "jXQ0AIaZI+UAAABQEEfKAQAqTHPzon6Pejc1NaalpXWUEwEwUhwpBwAAgII4Ug4AUCXOvXplamtL\n",
       "WTz3qKKjADBMHCkHAACAgijlAAAAUBClHAAAAAqilAMAAEBBXOgNAKAgN//0qTywam3Z269v3ZCU\n",
       "Sjn36pVlP2b61D1z0oz9hxIPgFHgSDkAQEEeWLU261s7yt5+UuPYTH7F2LK3X9/aMajSD8Doc6Qc\n",
       "AKBAkxobsmTe0WVv39TUmJaW1rK2HcwRdQCK4Ug5AAAAFEQpBwAAgIKUdfr6o48+mqVLl2b58uV5\n",
       "/PHH84lPfCJTpkxJkpx66qk5/vjjc/PNN+c73/lO6urqctZZZ+Ud73jHSOaues3NC7Nixa19fq+m\n",
       "ppSuru5e47NmnZDm5kUjHQ0AAIBRst1Sft111+W2227L+PHjkySPPfZY5syZkzlz5vRs09LSkuXL\n",
       "l+eWW25JR0dHTjnllBx99NEZM2bMyCXfSa17cUNKpVImNTYUHQUAAIARtt1SPmXKlCxbtiznnXde\n",
       "kuQ3v/lNnn322dx5552ZMmVKLrzwwvzqV7/K4Ycfnvr6+tTX12fKlCl54okncsghh4z4L1CtmpsX\n",
       "9XnU+9yrV6a2tpTFc48qIBUAAACjabufKZ85c2Zqa2t7vj7ssMNy/vnn51//9V/zute9LsuWLUt7\n",
       "e3saGxt7thk/fnza2tpGJjEAAADsJAZ9S7R3vvOdPQX8ne98Z77whS9k+vTpaW9v79mmvb09EydO\n",
       "HHA/kyaNS11d7YDb7KimpsbtbzTCrl/xWH7x6O/K3n5921/vVbrgmnvLfszfHPbanDnr4EFnG0mV\n",
       "MPdDVc3Zk+rOL3txqjl/NWdPqjt/NWdPKiN/bW0pyeCzlLv9UPc/kiopy1BUc/5qzp5Ud/5qzp5U\n",
       "d/5qyD7oUv7Rj340n/3sZ3PooYdm5cqVefOb35xDDz00V1xxRTZu3JiOjo789re/zQEHHDDgftav\n",
       "f2nIocsxmHt4jqS7H16T9a0dZX9GfNKEhtTWltLZ2ftCb31Z39qRux9ek1lHvn5HYg6rSpn7oajm\n",
       "7El155e9ONWcv5qzJ9Wdv5qzJ5WT/22r782+f346vzzze2U/pra2Jp2dXWVtO7u1I0/vvm9aWirj\n",
       "Y3GVMu9DVc35qzl7Ut35qzl7Ut35Rzr7cBX+skt5qfTXd1o/97nP5XOf+1zq6uqy55575vOf/3zG\n",
       "jx+fM844I6eeemq6uroyf/58F3l7mUmNDVky7+iytx/M4jn36pVDjQUAAEDByirle++9d2666aYk\n",
       "ydSpU/Ptb3+71zazZ8/O7NmzhzcdAMBO7P69j8z9ex854m/ee4UGULm2e6E3AAAAYGQo5QAAAFAQ\n",
       "pRwAAAAKopQDAABAQQZ9SzQAAIbH/7y4Icng7qYy2FunlntbVgCKoZSPsCPW3Jd9//x0nj7/+2U/\n",
       "ZvUg7j/6of+9/2hS/lVbAYDqtL51Q1IqZdKE8or2pMaGTJ+65winAmBHKOUAAAW5fsGMQW1/7tUr\n",
       "U1tbyuK5R41QIgBGm1I+wtx/FAAAgP640BsAAAAURCkHAACAgijlAAAAUBCfKQcAqBJL5h09qGvP\n",
       "AFD5HCkHAACAgjhSDgBQYZqbF2bFilv7/F5NTSldXd29xmfNOiHNzYtGOhoAw8yRcgAAACiII+UA\n",
       "ABWmuXlRv0e9faYcYOfiSDkAAAAURCkHAACAgijlAAAAUBClHAAAAAqilAMAAEBBlHIAAAAoiFIO\n",
       "AAAABXGf8hH2Py9uSJKce/XKsh9TW1tKZ2d3Wduub+3IpMaGIWUDAACgWEp5hVnfuiEplTJpQnlF\n",
       "e1JjQ6ZP3XOEUwEAADASlPIRdv2CGYPa/tyrV6a2tpTFc48aoUQAAABUCp8pBwAAgII4Ul6Q5uaF\n",
       "WbHi1l7j617ckFKplNuv7X36+qxZJ6S5edFoxAMAAGAUKOUVZo+JY1NTU0pXV3kXegMAAKB6KeUF\n",
       "aW5e1O9R76amxrS0tI5yIgAAAEabz5QDAABAQZRyAAAAKIhSDgAAAAVRygEAAKAgSjkAAAAURCkH\n",
       "AACAgijlAAAAUBClHAAAAAqilAMAAEBBlHIAAAAoiFIOAAAABVHKAQAAoCBKOQAAABREKQcAAICC\n",
       "KOUAAABQEKUcAAAACqKUAwAAQEGUcgAAACiIUg4AAAAFUcoBAACgIEo5AAAAFEQpBwAAgIIo5QAA\n",
       "AFAQpRwAAAAKopQDAABAQZRyAAAAKIhSDgAAAAVRygEAAKAgSjkAAAAURCkHAACAgijlAAAAUBCl\n",
       "HAAAAApSVil/9NFHc/rppydJVq9enVNOOSWnnXZampub093dnSS5+eabc+KJJ+bkk0/Oz372sxEL\n",
       "DAAAADuL7Zby6667LgsXLsymTZuSJJdccknmz5+fG264Id3d3bnzzjvT0tKS5cuX56abbso3vvGN\n",
       "fPnLX87GjRtHPDwAAABUs+2W8ilTpmTZsmU9R8Qff/zxTJ8+PUlyzDHHZOXKlfn1r3+dww8/PPX1\n",
       "9ZkwYUKmTJmSJ554YmSTAwAAQJWr294GM2fOzJo1a3q+3lLOk2T8+PFpbW1NW1tbGhsbtxpva2sb\n",
       "cL+TJo1LXV3tUDKXrampcfsbVahqzp5Ud/5qzp5Ud37Zi1PN+as5e1Ld+as5e1Ld+WUvTjXnr+bs\n",
       "SXXnr+bsSXXnr4bs2y3l26qp+b+D621tbZk4cWImTJiQ9vb2nvH29vZMnDhxwP2sX//SYH/0oDQ1\n",
       "NaalpXVEf8ZIqebsSXXnr+bsSXXnl7041Zy/mrMn1Z2/mrMn1Z1f9uJUc/5qzp5Ud/5qzp5Ud/6R\n",
       "zj5chX/QV18/6KCDcv/99ydJ7r777kybNi2HHnpoHnzwwWzcuDGtra357W9/mwMOOGBYAgIAAMDO\n",
       "quwj5aVSKUmyYMGCXHTRRdm0aVP222+/HHfccSmVSjnjjDNy6qmnpqurK/Pnz8+YMWNGLDQAAADs\n",
       "DMoq5XvvvXduuummJMk+++yT5cuX99pm9uzZmT179vCmAwAAgJ3YoE9fBwAAAIaHUg4AAAAFUcoB\n",
       "AACgIEo5AAAAFEQpBwAAgIIo5QAAAFAQpRwAAAAKopQDAABAQZRyAAAAKIhSDgAAAAVRygEAAKAg\n",
       "SjkAAAAURCkHAACAgijlAAAAUBClHAAAAAqilAMAAEBBlHIAAAAoiFIOAAAABVHKAQAAoCBKOQAA\n",
       "ABREKQcAAICC1BUdAIDhc/NPn8oDq9b2Gn/wJ9fl2cfu6fMxpVIp3d3dvcb3OfjtmTbzY73Gp0/d\n",
       "MyfN2H/HwwIA4Eg5wM7kgVVrs761Y8T2v761o8/SDwDA0DhSDrCTmdTYkCXzjt56cNuvX6apqTEt\n",
       "La1l7fvcq1fuSDQAALahlAPsRI5Yc1/2/fPTefr875f9mNW1Nens7Cpr2w+1duTp3fdN0n/JBwCg\n",
       "fEo5wE5kw8bN6erqHrFT2Lu6en/2HACAoVPKAXYid02elrsmT8srJ44ta/v1rRuSUimTJjSU/TOm\n",
       "T91zqPEAANiGUg6wE7l+wYxBbX/u1StTW1vK4rlHjVAiAAAG4urrAAAAUBClHAAAAAqilAMAAEBB\n",
       "fKYcYBfQ3LwwK1bc2mt83YsbUiqVcvu1vS/0NmvWCWluXjQa8QAAdllKOcAubI+JY1NTU3KrMwCA\n",
       "gijlALuA5uZF/R71bmpqTEtL6ygnAgAg8ZlyAAAAKIxSDgAAAAVRygEAAKAgSjkAAAAURCkHAACA\n",
       "gijlAAAAUBClHAAAAAqilAMAAEBBlHIAAAAoiFIOAAAABVHKAQAAoCBKOQAAABREKQcAAICCKOUA\n",
       "AABQEKUcAAAACqKUAwAAQEGUcgAAACiIUg4AAAAFUcoBAACgIEo5AAAAFEQpBwAAgILUFR0AAACg\n",
       "mjU3L8yKFbf2+b2amlK6urp7jc+adUKamxeNdDSqgFIOAAAwAta9uCGlUimTGhuKjkIFU8oBAAB2\n",
       "QHPzoj6Pep979crU1payeO5RBaSiWvhMOQAAABREKQcAAICCOH0dAACgDDf/9Kk8sGpt2duvb92Q\n",
       "lEo59+qVZT9m+tQ9c9KM/YcSjyo15FL+/ve/PxMmTEiSvO51r8vcuXOzYMGC1NTU5IADDsjFF1+c\n",
       "Uqk0bEEBAACK9MCqtVnf2lH2hdsmNY5NbW0pnZ29r77el/WtHXlg1VqlfBczpFLe0dGRJFm+fHnP\n",
       "2Cc+8YnMnz8/06dPz8UXX5w777wzxx577PCkBAAAqACTGhuyZN7RZW/f1NSYlpbWsrYdzBF1dh5D\n",
       "KuWrVq3KX/7yl3zkIx/J5s2b80//9E95/PHHM3369CTJMccck1/84hdKOQAAsNM4Ys192ffPT+fp\n",
       "879f9mNW19aks7OrrG0/1NqRp3ffN0n5pZ/qN6RSvttuu+UjH/lIZs+enWeffTYf/ehHt/r+uHHj\n",
       "0tpa3rtBAAAAsKsqdXd3l/cBh5fZuHFjuru709Dw189SfPCDH8x//dd/5bHHHkuS3HHHHbn33ntz\n",
       "0UUX9buPzZs7U1dXO8TYAAAAo2vWOf+WJNlz0m4jsv8/vbAhk18xNt9YOHNE9k9lGtKR8ltuuSVP\n",
       "PPFELr744jz//PNpb2/P3/zN3+T+++/PEUcckbvvvjtHHXXUgPtYv/6lIQUu12A+u1Fpqjl7Ut35\n",
       "qzl7Ut35ZS9ONeev5uxJdeev5uxJdeeXvTjVnL+asyeVl7/8C7f99errkyaUeWG4CQ05/ICmivpd\n",
       "K23uB2Okszc1NQ7LfoZUyj/4wQ/mggsuyGmnnZYkueSSS7L77rvnoosuyqZNm7LffvvluOOOG5aA\n",
       "AADA/+nvtlwP/uS6PPvYPX0+plQqpa8TZPc5+O2ZNvNjvcbdlqtv1y+YMajtz716ZWprS1k8d+AD\n",
       "luzahlTK6+rqsmTJkl7jL78aOwAAMPxKd9yWk9b9NjU1W99++P2TurP5/03r+zFJ+jq2W1ffnYbf\n",
       "3LjVWFdXd55ds18yY/4wJQYGMuT7lAMAAKNvw8bNfY437DYhDbtNGOU0JElz88KsWHFrr/F1L25I\n",
       "qVTK7df2Pn191qwT0ty8aDTiUeGUcgAAqCJ3TZ6WuyZPyysnjt1qvL/T17u6u5OUss2B9SQDn77O\n",
       "jttj4tjU1JTS1TXoa2uzC1HKAQCgivT3uebmtT/Mi8+N7fN7/RXDv3vLa9M8zz2xd1Rz86J+j3pX\n",
       "84XSGB1KOQAA7AQUQ6hONUUHAAAAgF2VUg4AAAAFUcoBAACgIEo5AAAAFEQpBwAAgIIo5QAAAFAQ\n",
       "t0QDKFNz88KsWHFrr/H+7v06a9YJ/d6aBgAAEqUcYIese3FDSqVSJjU2FB0FAIAqpJQDlKm5eVGv\n",
       "I9/nXr0ytbWlLJ57VEGpAAB2fss/c1mmtq3uNb6hfX26OjcPal81tXUZO35Sr/FVE6bk9KXnDTnj\n",
       "UCnlANu4+adP5YFVa8vadn3rhqRUyrlXryx7/9On7pmTZuw/1HgAAOxElHKAbTywam3Wt3aUdUr6\n",
       "pMaxqa0tpbOz92fK+7K+tSMPrFqrlAMADMJQjmA3NTWmpaW17O2nD/onDA+lHKAPkxobsmTe0WVt\n",
       "O5gn/MEcUQcAYOenlAMAAIXr7y4niTudsHNTygG2ccSa+7Lvn5/O0+d/v6ztV9fWpLOzq6xtP9Ta\n",
       "kad33zdJeUfhAWBn09+1Wx585HdZ9+KGXuNd3d1JSqkp9d7Xzx/5XZ9nobl+C9VEKQcAAEZNf9du\n",
       "mTbzY5k282N9Psb1W9iZKeXscpwaxfb8fxPfkkx8S145cWxZ2w/2hcKkxobM3pGAAFDFtpyRVs4F\n",
       "VbeoHcRZaeudlUaVUcrhf617cUNKpdKg/kDAlluiTZpQ3rqZ1NiQ6VP3HOFUAFC5NmzcnK6u7qxv\n",
       "7RiR/fd1gAUqmVLOLqe5eVGfR73PvXplamtLWTz3qAJSUUmuXzCj7G2tGwAYnLsmT8tdk6eVfUba\n",
       "YN8AT+INcKqKUg4AAIya/t787u8jhgOdzegjhuwMlHIAAKBi7TFxbL/X/YGdgVIOUKa+3sHf8u79\n",
       "7dd69x4AdkR/HzFMkqamxrS0tI5yIhgdSjk7rf7ugdmfLZ9X6utel/1xD0y8ew8AwI5Qytlp9XcP\n",
       "zP5MahzrHpgMqL938L17DwDAUCnl7NQmNTZkybzy71E5mHI1mCPqAAAAfVHK2Wkdsea+7Pvnp/P0\n",
       "+d8v+zGra2vS2dlV1rYfau3I07vvm6T80g8AAPByNUUHAAAAgF2VI+XstO7f+8jcv/eRI376+uwh\n",
       "pQMAAHCkHAAAAArjSDk7rf95cUOSwV2QbbBXXy/3yu4AAAB9Ucrhf225T/mkCeXeQq0h06fuOcKp\n",
       "AACAnZlSzk7r+gUz+hxvbl6YFStu7TW+7sUNKZVKfR79njXrhD7vTw2wxc0/fSoPrFrba/zBn1yX\n",
       "Zx+7p8/HlEqldHf3Pjtnn4PfnmkzP9ZrfPrUPXPSjP13POwuor/n+ySpqSmlq6v33Hu+x7oBRptS\n",
       "Dv9rj4lj+/1jW4Tln7ksU9tW9xrfuKEtnZs7BrWv2rqGjBk7YauxVROm5PSl5+1QRhhO/a35De3r\n",
       "09W5eVD7qqmty9jxk3qNj+S67/jhLTmpj/wn7N6Vzv83bVD7qq3ryphf3dBr/Nk1+yUz5g85486q\n",
       "v7Xzzg1tmXHQmwe1r9pnn8sDn/jkVmOeL0kGfvMeYEco5exympsX9ftu9mCuvl6Urs5N6e4q717q\n",
       "L38MMDpqakpbfV0qlfrZsn+lUqnXfpJkr1eOG3IuYGv9nd2SPf8hMz7yD72GB/qYW3v6voaNs1uA\n",
       "cijlUKH6OyozXKfVTd/xiDCshnIkcrBvpI3kuh/pf7P0z/MlQ/HAqrWDumjrpMaxg74g7AOr1irl\n",
       "wHYp5VBlqv1IP+xq/JstjrlnIEesuS/7/vnpQZ2OXltbk87O8s5WW9/akad33zfJ0UNMCOwqlHIA\n",
       "AHY5GzZuTldXd9a3Du46LeWqlGvUAJVPKQcAYJdz1+RpuWvytLxy4titxvu7Y0JXd3eSUvq43MOA\n",
       "d0wA2B6lHACAXU6/t05d+8O8+NzYPr/X37UI/u4tr03zPKepA0OjlAMAwP9yLQJgtNUUHQAAAAB2\n",
       "VUo5AAAAFEQpBwAAgIIo5QAAAFAQpRwAAAAKopQDAABAQZRyAAAAKIhSDgAAAAVRygEAAKAgSjkA\n",
       "AAAURCkHAACAgijlAAAAUBClHAAAAAqilAMAAEBBlHIAAAAoSF3RAQAAABh5N//0qTywam2v8Qd/\n",
       "cl2efeyePh9TKpXS3d3da3yfg9+eaTM/ttXY9Kl75qQZ+w9P2F1IVZTy5Z+5LFPbVvca37ihLZ2b\n",
       "Owa1r9q6howZO6HX+KoJU3L60vOGnBEAAKCSdfzwlpzUR696b2NHuqYfPqh91dR2ZOyvbthq7Nk1\n",
       "+yUz5u9Qxl1RVZTy/nR1bkp3V9egHwMAALCrqqkpbfV1bd2YdHf33atKSXofJ//rY7bdz16vHDdM\n",
       "CXctVVHK+zuC3dy8MCtW3Nrn92pqSunq6r18Zs06Ic3Ni3qNT9+xiAAAABVtKGcGNzU1pqWldQTS\n",
       "sMWwlvKurq40NzfnySefTH19fb74xS/m9a9//XD+iK00Ny/qs2AnFg8AAACVb1hL+R133JFNmzbl\n",
       "pptuyqOPPprFixfn6quvHs4fwSjr7/P8G9rXp6tz86D2VVNbl7HjJ/Ua93l+AABgVzWspfzhhx/O\n",
       "29/+9iTJYYcdlt/85jfDuXsAYAR4AxYAijOspbytrS0TJvzflc1ra2vT1dWVmhq3Q69Wo/G5E5/n\n",
       "BwAAdlWl7r5uOjdEixcvzmGHHZbjjz8+SfJ3f/d3+fnPfz5cuwcAAICdyrAewj788MNz9913J0ke\n",
       "eeSRHHjggcO5ewAAANipDOuR8u7u7jQ3N+eJJ55IklxyySV5wxveMFy7BwAAgJ3KsJZyAAAAoHyu\n",
       "wAYAAAAFUcoBAACgIEo5AAAAFEQpBwAAgILUFR2gHI8++miWLl2a5cuX94y9733vy9ve9rb88z//\n",
       "84CP/cxnPpPnn38+v/vd71JfX58999wzBx54YObMmZNZs2bl4IMP7tn2yCOPzCc/+cmKzz5z5szc\n",
       "dNNNufzyy4c160DZFyxYkMcffzyveMUrsmnTprz2ta/NpZdemrq6vpdQ0fM+Uvl3ZO4rYR1/9atf\n",
       "TVNTUz70oQ/1jLW1teWss87q+bq9vT1PPPFEHnjggcydOzcbNmzI5s2b89xzz+Wggw7K9ddfn/r6\n",
       "+lFdx2vWrMk555yT73znO1uNX3755fnP//zPnq9/85vf5LzzzktDQ0O+8pWv5HWve13P77h58+as\n",
       "WLGisLU8HHO/1157ZdWqVaO6jgea+3vuuacn25a5v+aaa/LCCy/kzW9+c8+2c+bMyYwZMypqXseO\n",
       "HZu2trY899xzuffee1NfX5+k97/JP/zhD1m8eHHWrVuXjo6OHHzwwbnwwgtzwQUX5Pnnn89zzz2X\n",
       "lpaWvPWtb83UqVNHbV1vyX7ZZZflJz/5SZ9rura2Ntdcc03uueee1NTUpFQqZeHChbn22mt75r61\n",
       "tTV77LFH3v72t1fcmu5r7l944YW0tLTkd7/7XWpra7N27dp84AMfyPHHHz/q875lTW+7Zrq7uyty\n",
       "3odjzT/66KP54x//mFKplMmTJ2fGjBlVs+afeeaZPPnkk6mpqUlDQ0NmzpyZs846q5C5v+iii/rM\n",
       "39LSUvFzP5R1X+Tcl/v6ZaDnmyeffDIvvfRS6uvrc/jhh+fjH/94xbx+Wbx4cb7xjW/0mvc3vvGN\n",
       "mTt3bh588MFs3LgxY8aMyZve9KaKfP1SqXOf9P36ZYv+1vwb3/jGPPXUU7nooouSJPvss08WLVqU\n",
       "2traAfNWfCm/7rrrctttt2X8+PE9Yw899FAOPPDA3HfffWlvb9/qe9taunRpkmTZsmVpamrKySef\n",
       "nOSv/6MOOOCArQpStWS///77RyzzFttmL5VKOe+88/K3f/u3SZJzzjknd955Z971rncNKvtozPtI\n",
       "5h/q3FfKOi6VSr3GJkyY0PP47u7uzJ07N+95z3sybty4JMn06dNzzz33ZP/99+/ZrlLW8fz583v+\n",
       "e8WKFdmwYUNOPPHE/OAHP8h73/vezJ8/v2LW8nDM/QUXXFDoOn65xsbGbN68Ofvvv39OOumkbNiw\n",
       "Ifvuu29e/epX5y9/+Uu+9rWvVeyavuyyy3LHHXfktttuy/77799TTrZd12PHjs28efPyuc99Loce\n",
       "emiS5Itf/GK+8pWvZOnSpbnnnnuyYMGC1NbW5vrrr8+YMWNGZV03Njb2ZJ8xY0Zuv/32PtfF6tWr\n",
       "88ILL+QltGWGAAAKn0lEQVSGG25Ikvz617/OvHnz8uMf/zgvvPBCTj755NTV1eXMM8/MySefXFFr\n",
       "+thjj+1z7l/72tfm8ssvz7nnnpv7778/9fX1ueCCC/LII48Mcbb/z2DnPen7ufC6666ruHkfjjX/\n",
       "6U9/OmeffXbe+973Zs8998ytt96a2bNn54UXXhjijP+fkV7zP/rRjzJnzpyceOKJOeigg5Ikzzzz\n",
       "TLq7uwuZ+77+Dt1+++259tprK37uk8Gt+yLnvtzXL52dnX2u+7333jsXXXRR3v3ud+fCCy/Me9/7\n",
       "3rz73e8eyjT3MlyvXy644II0NTX1Oe91dXW55pprct999+U//uM/8uEPfzjHHntsVTzXFz335Rho\n",
       "zV9xxRU555xzMm3atFxwwQW56667cuyxxw64v4o/fX3KlClZtmxZXn7ntu9973s57rjj8s53vjO3\n",
       "3npr2fsa7bu/jVT20fg9+sq+5b87OzvT3t6eV77ylWXtq4i77o1U/qH+LtWyjpcuXZqJEyfmzDPP\n",
       "7Bnba6+9Kn4dP/bYY7niiiuybNmyjBkzZqv9V8taLnfui1zHL7dlXtvb23vm/tZbb80hhxySffbZ\n",
       "p6LXdHd3d1n/Jh966KHstddePS8UkuTcc8/Npz71qSRJbW1t3v/+92e33XYbkd+lv3Vd7pq++eab\n",
       "M2/evJ5tDjnkkHz/+99PbW1tXnrppRx55JE57LDDRmz+d2RNb2/uS6VSPvzhD2fixIlb7WM4DGbe\n",
       "+3ourMR539E1/8lPfjJ77bVXvvGNb6RUKqW7uzubN2/O2LFjq2LN19XV5YorrsjkyZN7sjc0NAxb\n",
       "7i0GM/fb5v/Tn/5UNXM/mHVf5NyX+/qlv3U/b968TJo0KaecckpKpVJaWlrS0NBQUa9ffvnLX/Y7\n",
       "71/96lczbdq0dHZ2prW1NY2NjcOW++VG4rm+6Lkvx0Brfsvcb9y4MS0tLWXNfcUfKZ85c2bWrFnT\n",
       "83VbW1seeuihLFq0KPvuu28+9alP5bTTThvSvp966qmcfvrpPV8vXbo0r3rVq3Y48xYjmX2kbZu9\n",
       "u7s7S5YsybXXXpu1a9dmt912y9SpU4e075Ge92Rk8w9Hnkpcxz/84Q9z33335dvf/vZW47fddltW\n",
       "rFiRp556quePWSWt43Xr1mX+/PlZsmRJz+/d3d2df//3f+85ejZ27Nie7StxLZc790Wv45ebOXNm\n",
       "HnvssaxevTrf/OY3M378+Dz00EP5+Mc/nh/96EdZsmRJfvSjH2WPPfbIlVdeOah9j/S8nn/++Rk7\n",
       "dmw6Ojqybt26JH3/mzzrrLO2Oo0tSc8f7iQ5+uij8/DDDw86Vzm2t647Ojry7LPP9oz3tS42bNjQ\n",
       "64XAK17xiiTJ3nvvnVe96lVpaWnZ6vuVsqZ//vOfDzj3r3/963uOyAynwcx7f8/jlTjvw7Xmd999\n",
       "93R3d+fHP/5x3vSmN2XKlCn54x//OOicfRnpNT958uQkyX//93/nZz/7WW644Ya0t7cXMvd95R83\n",
       "blxVzP1Q1n1Rc1/u65eWlpYB575UKuX+++/PFVdckTPOOGPQ+fozHK9fOjs7+533mpqa/P73v8+N\n",
       "N96YcePG5cADD+zZplqe64uc++29fhlozW+Z+zlz5qSxsXGrue9PxZfybd12223p6urK3LlzkyQt\n",
       "LS259957c9RRRw16Xy8/nWU0DGf20bbtKTNf+cpXsnjx4ixatGjQ+xrteU+GN/9wqLR1/MQTT+TL\n",
       "X/5ybrjhhq2eDJO/nnpXX1+fc845Jx/84Adz4403Vsw67uzszNlnn505c+bkbW97W894qVTKrFmz\n",
       "ek5B2vK5oi3fq6S1PJi5f+ihhypmHXd2dubzn/98mpqa8ra3va1nXXzrW99KQ0NDNm7cmHnz5lXs\n",
       "mn7DG96w1bro69/kunXr8oc//GGrx65fvz6PPPJI/v7v/36H8g2knHVdzpqeOHFi2traMmHChJ59\n",
       "3H777TnqqKO2Gnu5SlnTJ554Yn784x9v9diRnvvBznt/z+OVOu/DseY7Ojryk5/8JBMnTkxzc/MO\n",
       "5X250VrzTz75ZB555JHceOONmTRpUtrb2wuZ+77y33HHHT0fK9iiEud+qOu+qLkv5/XLa17zmu0+\n",
       "3xxxxBG59NJL87GPfWzAj2aVa7hev/zLv/zLgPP+mte8JqeffnpWr16dxYsXZ/HixUmq67m+qLnf\n",
       "nu2t+S3r6rvf/e5Wc9+fij99fVvf+973cs011+TrX/96vv71r2fhwoW58cYbi45VlmrOnmx9Sser\n",
       "X/3qbN68ucA0g1dJ+StpLbzwwgs5++yzc+mll+bVr351r+9veypPJWW/7LLLss8++2x18ZEtBjoF\n",
       "qVLWwmDnftuxIrNfdtll2XvvvXuOgGxZF2eeeWaOP/74qlrTSd/r+pe//GXWrFmTX/3qVz2PW7Zs\n",
       "WR566KERzT+Udd3XujjhhBNy1VVX9Yw//PDDWbx48VZHXobbcK3pt7zlLaM+94Od9/6eC6tl3oey\n",
       "5ufNm5fJkydn1qxZfX7OdKhGY83/27/9W379619nzpw52XvvvYct+1Dmvq/8EydOrIq5H8q6r5S5\n",
       "7y/7QM83zzzzTH7wgx8kSerq6jJmzJjU1Ox4fRqu1y+vf/3r+5z3hoaGfOITn8jq1auTJA0NDcOS\n",
       "e4vReK6vtLnfVn9rftu5Hz9+fFm5q+ZIealUyuOPP54k2W+//XrGZ86cmUsuuSTPP//8dk+72PZJ\n",
       "bDif1Lb3c4cze6lUyi9+8YuceOKJPWNf/vKXs88++wxv8G1+7pbTTmpra9PV1ZUvfelLg95HX1+P\n",
       "pOHOv6NzXwnr+Nprr813v/vdJH99ojj66KOzbt26rU7RKZVKPUdft+x/NNbx5ZdfnilTpvT52Cef\n",
       "fLJn21KplPPPPz/f+ta3cvjhh291CtZxxx2XcePGDThPRa3lHZn74cw+XHN/8MEH59lnn80HPvCB\n",
       "PPPMM7nvvvt65r4a1vSW/x5oXV911VVZtmxZ/vKXv+Sll17KW9/61px99tkD/i6jta63ty5e85rX\n",
       "5Morr+y5sFh9fX2+9rWv9bpaf3/7LMdIrelSqZQrr7wyX/jCF/qd+1KptNX+RnPeB1ozF154YW66\n",
       "6aaKnPdy8ve35m+//fY88MADmTx5cr75zW/mBz/4Qc4555yqWPOlUilf+tKXUl9fn5tuuik//elP\n",
       "c8QRR+T973//qM/9QPm7u7v7XPOVMvdDWfeVMPfby7527dp+n2/q6uoyefLkXHfddbn11ltzzDHH\n",
       "ZOrUqbnqqqsq4vXLlVdeme9973u95r2+vj5z587NggUL8vzzz2fChAm5/vrr+9xnOYp4rq+EuR/I\n",
       "Rz/60T6fb14+9/X19Rk3blxZZzSWuou4ChcAAABQPUfKt+cf//Ef8+c//3mrsYkTJ251WkGlkr04\n",
       "lZZ/OPJs2rRpqytgbvGGN7whn//853c4Y3+GI/tVV12V++67r9f4JZdcMqynvPXF3I/M3FfDvA70\n",
       "u1966aUVO7dJ8qtf/SpLlizpNf4P//APWblyZdXOfUNDQzo6OrYaM+/WfGLud2T/5n7ne7455ZRT\n",
       "qvrvbLXP/XBypBwAAAAKUnUXegMAAICdhVIOAAAABVHKAQAAoCBKOQAAABREKQcAAICC/P82u1VG\n",
       "FNwynAAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b273d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Image composition\n",
    "res_2_1 = [[4.3, 4.51, 4.05, 3.38, 3.78, 5.03, 4.11, 4.08, 4.25, 3.86],\n",
    "           [149.0, 127.0, 136.0, 152.0, 149.0, 127.0, 136.0, 152.0, 149.0, 127.0],\n",
    "           [1.16, 1.32, 1.07, 1.19, 1.04, 1.37, 1.18, 1.14, 1.04, 1.01],\n",
    "           [25.8, 22.3, 27.5, 23.0, 24.3, 22.6, 36.8, 28.4, 26.9, 32.7],\n",
    "           [21.6, 21.4, 21.5, 21.3, 21.6, 21.1, 20.9, 21.6, 21.4, 20.9],\n",
    "           [200., 200., 200., 200., 200., 200., 200., 200., 200., 200.],\n",
    "           [38.2, 36.4, 39.6, 30.3, 32.7, 34.2, 33.9, 37.2, 33.5, 29.1],\n",
    "           [81.0, 74.0, 79.0, 86.0, 78.0, 81.0, 74.0, 79.0, 86.0, 78.0],\n",
    "           [21.7, 21.4, 21.5, 21.2, 21.3, 21.6, 21.1, 21.7, 21.2, 21.3],\n",
    "           [21.7, 22.0, 21.7, 20.9, 22.7, 21.4, 21.6, 20.7, 21.8, 21.3],\n",
    "           [0.90, 0.84, 0.61, 0.92, 0.73, 0.86, 0.70, 0.80, 0.59, 0.74],\n",
    "           [21.0, 20.5, 21.5, 22.2, 21.7, 20.3, 21.2, 22.0, 21.4, 21.2],\n",
    "           [159.0, 147.0, 157.0, 162.0, 137.0, 143.0, 152.0, 143.0, 149.0, 143.0],\n",
    "           [185.0, 185.0, 185.0, 185.0, 185.0, 185.0, 185.0, 185.0, 185.0, 185.0],\n",
    "           [20.0, 17.6, 22.3, 18.7, 19.4, 18.4, 21.5, 20.9, 18.7, 18.5],\n",
    "           [48.1, 53.8, 45.7, 46.8, 47.4, 48.1, 53.8, 45.7, 46.8, 47.4],\n",
    "           [35.3, 34.2, 33.8, 32.0, 32.3, 33.8, 31.6, 32.3, 30.5, 34.9],\n",
    "           [52.7, 49.5, 56.2, 46.1, 52.7, 49.5, 56.2, 46.1, 52.7, 49.5],\n",
    "           [4.54, 4.6, 4.42, 4.55, 4.99, 4.29, 4.83, 3.88, 4.28, 4.41],\n",
    "           [38.1, 37.7, 38.2, 36.4, 39.6, 38.1, 37.7, 38.2, 36.4, 39.6]]\n",
    "\n",
    "df_2_1 = pd.DataFrame(data=np.array(res_2_1).T, columns=names_2)\n",
    "df_2_1.plot(kind='box', figsize=(17,5))#, ylim=[0,100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment 2:  Create a timeseries of 80 images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b56b250>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAA94AAAE5CAYAAABms/g4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X18VOWd9/HvySQkAhMcylDFrCDigrVVi8KL5Lbrlnub\n",
       "Yl+Lzw8gZlt0W0qkVaFRwNiOGiUSCqsGXjxYvLssNNXSF5LaqlhrtaY8LAi2WrCUhyX4QCQBh4eE\n",
       "ZGbuP9xMCXk6ZzInc67k8/6LnFxz8s3lzyS/ua5zjhWLxWICAAAAAACuSEt1AAAAAAAAejIabwAA\n",
       "AAAAXETjDQAAAACAi2i8AQAAAABwEY03AAAAAAAuovEGAAAAAMBFnTbeO3bsUEFBgSTpb3/7myZP\n",
       "nqzbb79dc+fOFU8iAwAAAACgYx023itWrFBxcbEaGxslSeXl5Zo+fbrWrFmjU6dO6fXXX++OjAAA\n",
       "AAAAGKvDxnvo0KEqLy+Pr2xnZWXpyJEjisViOn78uDIyMrolJAAAAAAApuqw8c7Pz5fP54t/fMcd\n",
       "d+ixxx7TN77xDdXW1mrs2LGuBwQAAAAAwGSObq5WVFSkNWvW6De/+Y2uvfZalZaWdvqapqZIwuEA\n",
       "AAAAADBdupPB9fX16tevnyRp8ODBevvttzt9TV3dicSS2RQM+lVTE3b1a7iF7Kljcn6Ts0tm5zc5\n",
       "u2R2frKnjsn5Tc4umZ3f5OyS2fnJnjom5zc5u+Ru/mDQn5Tz2Gq8LcuSJJWUlOj73/++MjMz1adP\n",
       "Hz366KNJCQEAAAAAQE/VaeOdk5OjiooKSVJeXp7y8vJcDwUAAAAAQE/h6BpvAAAAAADgDI03AAAA\n",
       "AAAuovEGAAAAAMBFNN4AAAAAALjI0ePEAADeFgoVq7JyXZufS0uzFI3GWhybOPF6hUIl3RENAACg\n",
       "16LxBoBeoPbTelmWpYA/M9VRAAAAeh0abwDoQUKhkjZXsIuWVMnns1Q6LTcFqQAAAHo3rvEGAAAA\n",
       "AMBFNN4AAAAAALiIxhsAAAAAABfReAMAAAAA4CJurgYAvUBZYZ6CQb9qasKpjgIAANDrsOINAAAA\n",
       "AICLaLwBAAAAAHARjTcAAAAAAC6i8QYAAAAAwEU03gAAAAAAuIi7mgNAL1C0pEo+n6XSabmpjgIA\n",
       "ANDrsOINAAAAAICLaLwBAAAAAHARjTcAAAAAAC6i8QYAAAAAwEU03gAAAAAAuKjTxnvHjh0qKCiQ\n",
       "JB0+fFjTp0/XHXfcoSlTpqi6utr1gACArisrzNNPivNTHQMAAKBX6vBxYitWrND69evVr18/SVJZ\n",
       "WZmuu+46TZgwQZs2bdJf//pX5eTkdEtQAAAAAABM1OGK99ChQ1VeXq5YLCZJevvtt/XRRx9p6tSp\n",
       "qqys1Lhx47olJAAAAAAApuqw8c7Pz5fP54t/fPDgQQ0YMEDPPvuszj33XK1YscL1gAAAAAAAmMyK\n",
       "NS9nt6O6ulqzZs3Sz3/+c1111VV68cUXNWDAAP3lL3/RokWLtHz58g6/QFNTROnpvg7HAAAAAADQ\n",
       "U3V4jfeZRo8erddff13XXXedNm/erIsuuqjT19TVnUg4nB3BoF81NWFXv4ZbyJ46Juc3Obtkdn6T\n",
       "s0tm5yd76pic3+Tsktn5Tc4umZ2f7Kljcn6Ts0vu5g8G/Uk5j63HiVmWJUmaPXu2XnjhBU2aNElv\n",
       "vfWWvvvd7yYlBADAXUVLqnRXySupjgEAANArdbrinZOTo4qKCknSkCFDtHLlStdDAQAAAADQU9ha\n",
       "8QYAAAAAAImh8QYAAAAAwEU03gAAAAAAuIjGGwAAAAAAFzl6nBgAwExlhXnGPyoEAADAVKx4AwAA\n",
       "AADgIhpvAAAAAABcROMNAAAAAICLaLwBAAAAAHARjTcAAAAAAC7iruYA0AsULamSz2epdFpuqqMA\n",
       "AAD0Oqx4AwAAAADgIhpvAAAAAABcxFZzwINCoWJVVq5r83NpaZai0Vir4xMnXq9QqMTtaAAAAAAc\n",
       "YsUbAAAAAAAXseINeFAoVNLu6nUw6FdNTbibEwEAAABIFI03APQCZYV5vGkDAACQImw1BwAAAADA\n",
       "RTTeAAAAAAC4iMYbAAAAAAAXcY03YJCiJVXy+SyVTstNdZQei0e5AQAAINlovAHAhtpP62VZlgL+\n",
       "zFRHAQAAgGFovAHgNO09ys303Qam5wcAADBZp9d479ixQwUFBS2OVVZWatKkSa6FAgAAAACgp+hw\n",
       "xXvFihVav369+vXrFz/23nvvae3ata4HAwAAAACgJ+hwxXvo0KEqLy9XLPbZzYTq6uq0aNEizZ07\n",
       "N34MAAAAAAC0r8MV7/z8fFVXV0uSotGoHnzwQc2ePVuZmdxcCEiFssI8BYN+1dSEUx0FAAAAgE1W\n",
       "rJOl6+rqas2aNUsPPvig5s6dq0AgoFOnTmn37t26+eabNWfOnA6/QFNTROnpvqSGBoDebmXlu3pr\n",
       "x0Hb4z85Wi9JGjQgy9b4/3PZebpz4iUJZQMAAEBLtu9qfumll+pXv/qVJOngwYOaOXNmp023JNXV\n",
       "nUg8nQ0mr/6RPXVMzm9ydsns/F7K/sa2atWFG2w/3izQP1M+n6VIpPPLhOrCDXpjW7Umjju/qzGT\n",
       "xktz75TJ2SWz85ucXTI7v8nZJbPzkz11TM5vcnbJ3fzBoD8p57HVeFuW1eLjWCzW6hgAoHsF/Jkq\n",
       "K8yzPd7uL6WiJVVdiQUAAIAzdPo4sZycHFVUVHR6DAAAAAAAtNZp4w0AAAAAABJn+xpvAKlXtKRK\n",
       "Pp+l0mm5qY4CAAAAwCYabwCwgTc9AAAAkCi2mgMAAAAA4CIabwAAAAAAXETjDQAAAACAi2i8AQAA\n",
       "AABwETdXAwxSVpinYNCvmppwqqN0KBQqVmXlujY/l5ZmKRqNtTo+ceL1CoVK3I4GAAAAdDsabwDd\n",
       "pvbTelmWpYA/M9VRHDPlTQ8AAAB4D403gKQLhUraXL3mkVwAAADojWi8AXQbVo0BAADQG3FzNQAA\n",
       "AAAAXETjDQAAAACAi9hqDhiEa6QBAAAA89B4A4ANvOkBAACARLHVHAAAAAAAF7HiDaDbsGoMAACA\n",
       "3ojGGwAMNLZ6o4Yf2aM9D6y1/Zr9vjRFItFOx00KN2jP2cMl5XUhIQAAAJqx1RwAAAAAABex4g0Y\n",
       "pKwwT8GgXzU14VRHQYptzhmnzTnjVFZof1Xabu0ULamSJN2ScDoAAACcjsYbAGzgTQ8AAAAkiq3m\n",
       "AAAAAAC4iBVvAN2GVWMAAAD0Rp2ueO/YsUMFBQWSpL/85S+aMmWKCgoKdNddd+nw4cOuBwQAAAAA\n",
       "wGQdNt4rVqxQcXGxGhsbJUmPP/64HnroIa1atUr5+flasWJFt4QEAAAAAMBUHTbeQ4cOVXl5uWKx\n",
       "mCRp4cKFGjVqlCSpqalJmZmZ7icEEFe0pEp3lbyS6hgAAAAAHOiw8c7Pz5fP54t/HAwGJUnbtm3T\n",
       "6tWr9a1vfcvVcADgFbzpAQAAgEQ5vrnar3/9ay1dulTLly9XIBDodHwg0Ffp6b5Ox3VFMOh39fxu\n",
       "InvqmJjf57MkmZn9dCbm99rcJ5rHznivfa/NvJbHCZOzS2bnNzm7ZHZ+k7NLZucne+qYnN/k7JL3\n",
       "8ztqvF944QU999xzWrVqlQYMGGDrNXV1JxIKZpfJd0gme+qYmj8Sicnns4zMLn22auzzWSqdlpvq\n",
       "KI55be4jkc8uAXKSx27dJ3Jut5n6/6xkdnbJ7PwmZ5fMzm9ydsns/GRPHZPzm5xdcjd/shp6W423\n",
       "ZVmKRqN6/PHHNWTIEM2YMUOSNHbsWH3ve99LShAAAAAAAHqiThvvnJwcVVRUSJI2bdrkeiCgN3nu\n",
       "td3asvOQ7fF14XrJslS0pMr2a8aMGqxbx49IJB4AAACAJOj0Od4A3LNl5yHVhRtsjw/4szRoQJbt\n",
       "8XXhBkeNPQAAAIDkc3xzNQDJFfBnqqwwz/Z4J9ewOFkZR8fKCvOMv/4JAAAAqUHjDSBhbJUHAAAA\n",
       "OsdWcwAJY6s8AAAA0DlWvAF0CVvlAQAAgI6x4g0AAAAAgItovAEAAAAAcBFbzQHAhqIlVfL5LJVO\n",
       "y011FAAAABiGxhsADHT403pJzq6D9/ksRSKxTsfVhRsU8GcmnA0AAAAt0XgDQC/Q/Ci3QP/OG+qA\n",
       "P1NjRg3uhlQAAAC9A403ABho5ezxjsazVR4AACB1uLkaAAAAAAAuovEGAAAAAMBFbDUHABvKCvMU\n",
       "DPpVUxNOdRQAAAAYhsYbQMLGVm/U8CN7tOeBtbZfs9+XpkgkamvspHCD9pw9XFJeggkBAACA1KPx\n",
       "BoBegBV7AACA1KHxBpCwzTnjtDlnnMoK7a9IO2n+mp9RfUtC6QAAAABv4OZqAAAAAAC4iMYbAAAA\n",
       "AAAXsdUcAGwoWlIln89S6bTcVEcBAACAYVjxBgAAAADARax4A0AvwIo9AABA6rDiDQAAAACAizpt\n",
       "vHfs2KGCggJJ0v79+zV58mRNmTJFoVBIsVjM9YAAAAAAAJisw8Z7xYoVKi4uVmNjoyRp3rx5mjlz\n",
       "plavXq1YLKbf/va33RISAAAAAABTddh4Dx06VOXl5fGV7ffee09jxoyRJP3TP/2Tqqqq3E8IAB5Q\n",
       "VpinnxTnpzoGAAAADNRh452fny+fzxf/+PSt5X379lU4HHYvGQAAAAAAPYCju5qnpf29Tz9+/Liy\n",
       "s7M7fU0g0Ffp6b5Ox3VFMOh39fxuInvqeCG/z2dJcp7F7vhEz2+X6fkT4aUsTvy/H3091RG6zNS5\n",
       "l8zOLpmd3+Tsktn5Tc4umZ2f7Kljcn6Ts0vez++o8b744ou1efNmjR07Vm+88YZyczt/LE1d3YmE\n",
       "w9kRDPpVU2PmyjvZU8cr+SORz3aROMniJHsi53fC9PxOeaVuEmVyfrKnjsn5Tc4umZ3f5OyS2fnJ\n",
       "njom5zc5u+Ru/mQ19LYab8v6bNVp9uzZeuihh9TY2KgLL7xQEyZMSEoIAAAAAAB6qk4b75ycHFVU\n",
       "VEiShg0bplWrVrkeCgAAAACAnsLRVnMA6K2KllTJ57NUOq3zS2wAAACA03V4V3MAAAAAANA1rHgD\n",
       "QC/Aij0AAEDqsOINAAAAAICLaLwBAAAAAHARW80B9ErPvbZbW3Yesj2+LlwvWZaKllTZfs2YUYN1\n",
       "6/gRicQDAABAD8KKN4BeacvOQ6oLN9geH/BnadCALNvj68INjhp7AAAA9FyseAPotQL+TJUV5tke\n",
       "Hwz6VVMTtjXWyco4AAAAejYabwDoBcoK8xy9cQAAAIDkYas5AAAAAAAuovEGAAAAAMBFNN4AAAAA\n",
       "ALiIxhsAAAAAABdxczUACTv8ab0kZ3fw9vksRSIxW2Prwg0K+DMTygYAAAB4BY03gG5TF66XLEuB\n",
       "/vaa6YA/U2NGDXY5Ve9QtKRKPp+l0mm5qY4CAADQ69B4A0jYytnjHY2n+QMAAEBvxDXeAAAAAAC4\n",
       "iMYbAAAAAAAX0XgDAAAAAOAiGm8AAAAAAFzEzdWAFBpbvVHDj+zRngfW2n7Nfl+aIpGorbGTwg3a\n",
       "c/ZwSXkJJkyussI8BYN+1dSEUx2l12HuAQAAUocVbwAAAAAAXMSKN5BCm3PGaXPOOJUV2l+RdrJq\n",
       "WbSkSpJ0S0LpAAAAACSD48Y7Go3qwQcf1L59+5SWlqZHH31Uw4cPdyMbAAAAAADGc7zV/A9/+INO\n",
       "njypn/3sZ7r77rv1H//xH27kAgAAAACgR3DceGdlZSkcDisWiykcDisjI8ONXAAAAAAA9AiOt5qP\n",
       "Hj1ap06d0oQJE3TkyBEtXbrUjVwAeqCiJVXy+SyVTstNdZReh7kHAABIHceN9zPPPKPRo0frvvvu\n",
       "00cffaRvfvObqqysVJ8+fdocHwj0VXq6r8tBOxIM+l09v5vInjpeyO/zWZKcZ7E7PtHzu8VLeZh7\n",
       "85A9dUzOb3J2yez8JmeXzM5P9tQxOb/J2SXv53fceJ88eVL9+vWTJGVnZ6uxsVHRaPvPFK6rO5F4\n",
       "OhtMfi4t2VPHK/kjkZgkOcriJHsi53dTJBKTz2d5Ig9zbxav/D+bCJOzS2bnNzm7ZHZ+k7NLZucn\n",
       "e+qYnN/k7JK7+ZPV0DtuvO+66y7NmTNHt99+u5qamjRr1ixlZWUlJQwAAAAAAD2N48Y7Oztbixcv\n",
       "diMLAAAAAAA9juO7mgMAAAAAAPscr3gDQKLKCvOMv4bIVMw9AABA6tB4A0APEgoVq7JyXZufS0uz\n",
       "FI3GWhybOPF6hUIl3RENAACg12KrOQAAAAAALmLFGwB6kFCopN0VbLaaAwAApAYr3gAAAAAAuIjG\n",
       "GwAAAAAAF7HVHEC3KVpSJZ/PUum03FRHAQAAALoNK94AAAAAALiIFW8AAHo5p4+hk3gUHQAATrDi\n",
       "DQAAAACAi1jxBgCgl2vvMXTclwEAgOSg8QZS6PCn9ZI+++PWLp/PUiTSettnW+rCDQr4MxPKBgAA\n",
       "ACA5aLwBg9SF6yXLUqC/vWY64M/UmFGDXU7VWmfXi16xnOtFAQAA0HvQeAMptHL2eEfj2fYJAAAA\n",
       "mIfGG0DStXe9qCQFg37V1IS7OREAAACQOjTeAAD0Es+9tltbdh6yPb758hYn96EYM2qwbh0/IpF4\n",
       "AAD0WDxODACAXmLLzkOqCzfYHh/wZ2nQgCzb4+vCDY4aewAAegtWvAEA6EUC/kyVFebZHu/k8hAn\n",
       "K+MAAPQmNN6AQcoK87hGGgAAADAMW80BAAAAAHARK94AAE/o7Pnv0SjPfwcAAGai8QYAeFrtp/Wy\n",
       "LEsBf2aqowAAACQkocZ72bJl+t3vfqfGxkbdcccduuGGG5KdCwDQy7T3/PeiJVXy+SyVTstNQSoA\n",
       "AICuc9x4b9q0SW+//bYqKip04sQJPfPMM27kAgAAAACgR3DceL/11lsaOXKkCgsLdezYMd1///1u\n",
       "5ALQBlb+AHTF2OqNGn5kj/Y8sNb2a/b70hSJRG2NnRRu0J6zh0uy/7gyAAB6A8eNd21trT788EMt\n",
       "W7ZMBw4c0PTp0/XSSy+5kQ0A0AM999pubdl5yPb4unC9ZFmOnhE9ZtRg3Tp+RCLxAAAAks5x4x0I\n",
       "BHThhRcqPT1dF1xwgTIzM1VbW6uBAwe2M76v0tN9XQ7akWDQ7+r53UT21DExv89nSTIz++m8kD/R\n",
       "ubQ73qv/rbyQZ9tfa1R3rEGDBmTZGj/o7LMcnf+To/Xa9tca3X3blxOJ5wovzLskbR2aq61Dc/WT\n",
       "4nxXzn9XySuSpEKPfL+Sd+Y+USbnNzm7ZHZ+sqeOyflNzi55P7/jxvuKK67Qf/7nf2rq1Kn6+OOP\n",
       "dfLkSQUCgXbH19Wd6FLAzgSDftXUhF39Gm4he+qYmj8Sicnns4zM3swrc3/F/j9q+JE92nTnL2y/\n",
       "xudgy+0t/7vltqbGO5cFeGXuI5GYAv0zHV0y4SR70ZIqRSIxT3yvknfmXfps7iU5yuMkfyLnd5OX\n",
       "5j4RJuc3Obtkdn6yp47J+U3OLrmbP1kNvePG+5//+Z+1ZcsW3XzzzYpGo/rRj34ky7KSEgYAAAAA\n",
       "gJ4moceJFRUVJTsHAHSr32RfLmVfrs9l29vuLH22fbx5Ra8zdeEGBfyZuiXRgAAAAOgxEmq8AaRG\n",
       "WWGe8VuBTNV8g69A/0xb4wP+TI0ZNdjlVAAAADABjTeAXmnl7PGOxvMoNwAAACQqLdUBAAAAAADo\n",
       "yWi8AQAAAABwEY03AAAAAAAu4hpvAAB6icOf1kv67J4FdiVyN38AANASjTdgEG7wlTrcUR69EXfz\n",
       "BwAgOWi8AQDoJbibPwAAqcE13gAAAAAAuIjGGwAAAAAAF7HVHPCgUKhYlZXrWh2v/bRelmVpw/LW\n",
       "11tOnHi9QqGS7ogHAAAAwAEab8AgA7OzlJZmKRq1d4dhAAAAAKlH4w14UChU0u7qNXfWTg1uMoXe\n",
       "iLv5AwCQHDTeAADAWO1dmiOp3R1CXJoDAOhuNN4AAKDHab4nRsBv7xnkAAC4icYbAE7Dje3cN7Z6\n",
       "o4Yf2aM9D6y1/Zr9vjRFIlFbYyeFG7Tn7OGS8hJM6ByrrqnT3qU5XB4CAPASGm8AsIEb2yERrLoC\n",
       "AACJxhsAWuDGdu7bnDNOm3PGqazQ/oq0k7kvWlIlSboloXSJYdUVAAB0hMYbAAC0yUtvHDz32m5t\n",
       "2XnI9vi6cL1kWfE3YuwYM2qwbh0/IpF4AAB0KC3VAQAAADqzZech1YUbbI8P+LM0aECW7fF14QZH\n",
       "jT0AAE6w4g0AgANOVl5ZdU2ugD/T9UsUAABwAyveAAA44GTllVVXAAAgseINAIBjTlZeWXUFAAAJ\n",
       "r3gfPnxYV199tfbu3ZvMPAAAAAAA9CgJrXg3Njbqhz/8oc4666xk5wEA9HCHP62X5Gx11+ezFInY\n",
       "e4Z6XbiB52YnSVlhHo/RAwAgCRJqvOfPn6/Jkydr2bJlyc4DAEALzTcoC/S310wH/JkaM2qwa3nG\n",
       "Vm/U8CN7tOeBtbbG7/elKRKJ2ho7KdygPWcPl2T/BmIAAMD7HDfev/zlLzVw4EBdddVVWrZsmWIx\n",
       "eysQAABI0srZ4x2N99KzpAEAABKRUONtWZaqqqq0c+dOzZ49W0uWLNGgQYPaHB8I9FV6uq/LQTsS\n",
       "DPpdPb+byJ46Juc3Obtkdn6Ts0tm5vf5LEneyb51aK62Ds3VT4rzk37uu0pekSQVeuR7beaFuU+0\n",
       "DuyO91qdNfNaHidMzi6ZnZ/sqWNyfpOzS97P77jx/q//+q/4vwsKCvTII4+023RLUl3dicSS2WTy\n",
       "tWdkTx2T85ucXTI7v8nZJXPzRyIx+XyWZ7IfqjspSfrWwy/bGp/I9ele+V4l79RN8xw6yeIkeyLn\n",
       "d5tX5j4RJmeXzM5P9tQxOb/J2SV38yeroedxYgAAuMRr16ebzOm19RLX1wMAvKNLjfeqVauSlQMA\n",
       "0MuFQsWqrFzX6njtp/WyLEsblrduXidOvF6hUEl3xItr6xr1zrK3dZf1VGR3iuvrAQBIDla8AQCe\n",
       "NjA7S2lplqJR827maXJ2r9mcM06bc8aprND+irSTrYfNj7e7JaF0AAB0jMYbAOAJoVBJuyvAXr/2\n",
       "zOTskjm7DQAAMBWNNwAAaBMr9gAAJAeNNwAAvZzpK/YAAHhdWqoDAAAAAADQk7HiDQAAPO/wp/WS\n",
       "/n4TNDsSeYY6AABuoPEGAAA9Ds9QBwB4CY03AADwvLaen94RnkEOAPASrvEGAAAAAMBFNN4AAAAA\n",
       "ALiIreYAAMBYoVCxKivXtTpe+2m9LMvShuWtr/GeOPH6dh+fBgCAG2i8AQBAjzMwO0tpaZaiUXt3\n",
       "NQcAwE003gAAwFihUEm7q9fBoF81NeFuTgQAQGtc4w0AAAAAgItovAEAAAAAcBGNNwAAAAAALqLx\n",
       "BgAAAADARTTeAAAAAAC4iMYbAAAAAAAX0XgDAAAAAOAiGm8AAAAAAFxE4w0AAAAAgItovAEAAAAA\n",
       "cFG60xc0NjZq7ty5+uCDD3Tq1ClNnz5d48ePdyMbAAAAAADGc9x4V1ZWauDAgSorK9PRo0d1/fXX\n",
       "03gDAAAAANAOx433hAkT9PWvf12SFI1G5fP5kh4KAAAAAICewnHj3bdvX0nSsWPHdM899+i+++5L\n",
       "eigAAAAAAHoKKxaLxZy+6MMPP9SMGTM0ZcoU3XjjjR2ObWqKKD2dVXEAAAAAQO/kuPH+5JNPVFBQ\n",
       "oB/96EcaN25cp+NrasIJh7MjGPS7/jXcQvbUMTm/ydkls/ObnF0yOz/ZU8fk/CZnl8zOb3J2yez8\n",
       "ZE8dk/ObnF1yN38w6E/KeRw/Tmzp0qUKh8NavHixCgoKVFBQoIaGhqSEAQAAAACgp3F8jXdxcbGK\n",
       "i4vdyAIAAAAAQI/jeMUbAAAAAADYR+MNAAAAAICLaLwBAAAAAHARjTcAAAAAAC6i8QYAAAAAwEU0\n",
       "3gAAAAAAuIjGGwAAAAAAF9F4AwAAAADgIhpvAAAAAABcROMNAAAAAICLaLwBAAAAAHARjTcAAAAA\n",
       "AC6i8QYAAAAAwEU03gAAAAAAuIjGGwAAAAAAF9F4AwAAAADgIhpvAAAAAABcROMNAAAAAICL0lMd\n",
       "AN4VChWrsnJdm59LS7MUjcZaHZ848XqFQiVuRwMAAAAAY9B4Q5L03Gu7tWXnoRbH/nv7QdV+Wt9q\n",
       "bDQWk2QpzWp9nt9vP6iiJVWtjo8ZNVi3jh+RrLgAAAAAYAwab0iStuw8pLpwgwL+zPixK/O/rSvz\n",
       "v93meJ/PUiTSesW7LXXhBm3ZeYjGGwAAAECvROONuIA/U2WFebbGBoN+1dSEbY1tawUcAAAAAHoL\n",
       "Gm9IksZWb9TwI3u054G1tsbv96UpEonaGjsp3KA9Zw+XZK+pBwCgt+B+KgDQOzhuvKPRqEKhkN5/\n",
       "/31lZGToscce0/nnn+9GNgAAgB5h1Q/ma9Sx/a2Of63+mMZf/EVH5/LtO6At37271fGd/YeqYMH9\n",
       "CWcE0LPxRl9qOW68X331VTU2NqqiokI7duxQaWmplixZkpQw7f1Sqj9ep2ikyfZ50nzpyuoXaHWc\n",
       "X0jt+0325VL25fpcdlb82H+/skL73n2zzfGWZSkWa/0/57BLvtLquvDma8dvSW5kAAAAGIbmz328\n",
       "0edNjhvvbdu26Stf+Yok6bLLLtOf//znpIdCzxLwZ2rMqMHd/nX5wQ4A8Ir2/kBN5u+qMV2L2GO1\n",
       "9eQWyfkCQ1uLCxJPbulIWw3g/z1ep6+O/IKj86T9bQ/NXy+SrMVYyVsLso4b72PHjql///7xj30+\n",
       "n6LRqNLS0rocJpFv3slNvtz8hWR6gaycPb71wQ5utOZk3t3W3tzzgx0A4HWhUEm7b/h65Xet6X/j\n",
       "NPz6l7q1jfzX+hsUHTPa9nnSfA3Kemd1q+P7qi+Uxs/sUsb2mD73befIUCxm7z5Bp7+mu5k897zR\n",
       "501WrK39wh0oLS3VZZddpmuuuUaSdPXVV+v3v/+9K+EAAAAAADCd42Xq0aNH64033pAkbd++XSNH\n",
       "jkx6KAAAAAAAegrHK96xWEyhUEi7du2SJM2bN08XXHCBK+EAAAAAADCd48YbAAAAAADY1/U7ogEA\n",
       "AAAAgHbReAMAAAAA4CIabwAAAAAAXETjDQAAAACAi9JTHaDZjh07tGDBAq1atSp+7LrrrtMVV1yh\n",
       "H/7whx27Jl1fAAANkElEQVS+9gc/+IE+/vhjHTx4UBkZGRo8eLBGjhypqVOnauLEibrkkkviY8eN\n",
       "G6e7777biPz5+fmqqKjQwoULk563veyzZ8/We++9pwEDBqixsVHnnXeennjiCaWnt10qXpv7ZOVP\n",
       "dO69UMdPP/20gsGgJk2aFD927NgxTZ8+Pf7x8ePHtWvXLm3ZskXTpk1TfX29srKydOzYMR04cEB/\n",
       "/OMflZGRkZT8Tuayurpas2bN0s9//vMWxxcuXKi33347/vGf//xn3X///crMzNRTTz2lf/iHf4hn\n",
       "nz9/vl555ZWU1HGy5v6hhx7q9jruaO7ffPNNHThwQBdffHF87pctW6ajR4/qi1/8Ynzs1KlTNX78\n",
       "eE/NbVNTUzz7ypUrlZGR0WZNf/jhhyotLVVtba0aGhp0ySWX6OjRo6qpqdHBgwfl8/l06NAh3Xjj\n",
       "jbrmmms8U9M+n0/Lli3Tm2++qbS0NFmWpeLiYi1fvjw+7+FwWAMHDtRXvvIVz9V0TU1Nq3mfO3eu\n",
       "5syZo48//lgHDhxQTU2NvvzlL2vUqFEp+XnSXNNn1k0sFvPk3Cej5nft2qX6+nqlp6frwgsvVFFR\n",
       "kRE1v3fvXr3//vtKS0tTZmam8vPzNX36dGNqfseOHfroo49kWZYGDRqk8ePHG1PzXpr79v5+aavm\n",
       "m+f+nXfe0QcffCDLsnT++ecrNzfXU3+/dFT3+/bt065du2RZlvx+vyZMmKA777zTmLpP5dw3a+vv\n",
       "l2bt1f0//uM/avfu3XrooYckScOGDVNJSYl8Pl+7WT3ReK9YsULr169Xv3794se2bt2qkSNHauPG\n",
       "jTp+/HiLz51pwYIFkqTy8nIFg0Hddtttkj77D3HRRRe1aIJMyr9582ZXc0uts1uWpfvvv19XXXWV\n",
       "JGnWrFn67W9/q69//euOsqdq7pOVP5G590odW5bV6lj//v3jr4/FYpo2bZr+9V//VX379pUkzZ8/\n",
       "X6+++qrWr1+vESNGxH9peaWOZ86cGf93ZWWl6uvrddNNN+nFF1/UtddeK7/fH88+fvx4bdiwISV1\n",
       "nKy5T2Udn8nv96upqUkjRozQrbfeqvr6eg0fPlznnHOOTp48qaVLl3q2rseMGaM333xTI0aMiI9r\n",
       "q6YjkYgKCwv18MMP69JLL5UkPfbYYzrvvPO0cOFCFRUVafPmzcrIyNCcOXO0fft2m7PXvmTV9P79\n",
       "+3X06FGtXr1akvSnP/1JhYWFevnll3X06FHddtttSk9P15133qnbbrvNUzW9YcMGLV++vNW8P/XU\n",
       "U1qwYIHefPNNzZ49Wz6fTytXrlSfPn1S8vNEartuVqxY4bm5T0bN33fffbr99ts1c+ZMTZo0SZMn\n",
       "T9aBAwcSnO2/c7vmX3rpJU2dOlU33XSTLr74YknS3r17FYvFjKj5e+65R/fee6+uvfZaDR48WOvW\n",
       "rdMtt9yio0ePJjLdLbhd816b+7byZ2VltVnzTz/9tB588EH927/9m77zne/o7LPP1sqVK1VcXOyp\n",
       "v186qvt77rlHF110kS6//HJt375dubm5RtR9quf+9M93pKO6X7RokWbNmqUrr7xSc+bM0e9+9zv9\n",
       "y7/8S7vn8sRW86FDh6q8vFynP9nsF7/4hSZMmKCvfe1rWrdune1zpeLpaG7l747vpa3szf+ORCI6\n",
       "fvy4Pve5z9k6l1fmPhn5E/leTKnjBQsWKDs7W3feeWeLr2dCHb/77rtatGiRysvL1adPnw6ze7GO\n",
       "ncx9qur4TM3Zjh8/Hp/7devW6Utf+pKGDRvm6bo+99xzbdX01q1bde6558b/IJCkoqIizZgxQ9Jn\n",
       "f5B885vfVHZ2dtK/j67W9HPPPafCwsL4mC996Utau3atfD6fTpw4oXHjxumyyy5zbe67UtOffPJJ\n",
       "h/Pu8/l0ww036Kyzzmp1jmRwMvdt1Y0X576rNX/33Xfr3HPP1XXXXRc/3tTUFG9mksGtmk9PT9ei\n",
       "RYs0aNAgxWIxNTU1KTMzM2m5m7lR883z/pOf/ESWZcXzZ2VlGVHzXpz7M/O3V/OFhYUKBAJ64YUX\n",
       "lJaWpnA4HM9uws/69PR0Pf300zrvvPPU2Niompoa+f3+pOVu5kbdp3ru7eps7q+88kqdOnXK1tx7\n",
       "YsU7Pz9f1dXV8Y+PHTumrVu3qqSkRMOHD9eMGTM0ZcqUhM69e/duFRQUxD9esGCBPv/5z3c58+nc\n",
       "zO+2M7PHYjGVlZVp+fLlOnTokM466yyNGjUqoXOnYu6Tmb+rWbxYx7/+9a+1ceNG/exnP2tx/IEH\n",
       "HlBWVpYaGhpUW1ub9PzJUFtbq5kzZ6qsrCz+vcdiMf3qV7/S9u3b1dDQoH379sWPe62Oncx9Kuv4\n",
       "TPn5+Xr33Xe1f/9+Pfvss+rXr5+2bt2q73znO3rppZdUVlaml156SQMHDtSTTz7p6Nxuz+369etV\n",
       "WVmp3bt3x/8Ia6uma2pqWmw5kxT/5SxJ559/fvwd/mRKRk3X19e3+kU/YMAASVJOTo4+//nPq6am\n",
       "psXnvVLTffv27XDe8/LytG3bNse57HAy9+39LPTi3Cer5psbvieeeEJf+MIXkva72+2aHzRokCTp\n",
       "f/7nf/T6669r9erVOn78uDE1f/bZZysWi+nll1/WF77wBQ0dOlQfffSR45xtcbvmvTT3beWfPn16\n",
       "h3Oflpamd955R5s3b9a3v/1tx/k64nbdNzeta9as0ZAhQzRy5EgdO3bMmLpP5dxL6vTvl87m/oMP\n",
       "PtDUqVPl9/s1cuTIDvN4ovE+0/r16xWNRjVt2jRJUk1Njf74xz8qNzfX8blO327VXZKZv7uduUXk\n",
       "qaeeUmlpqUpKShyfKxVzn8z8XeW1Ot61a5d+/OMfa/Xq1S1+4EmfbRe64IIL4tfJJDt/V0UiEd17\n",
       "772aOnWqrrjiivhxy7I0ceJEzZw5s0V2r9Wx07n3Uh1HIhE98sgjCgaDuuKKK7RmzRpFo1H99Kc/\n",
       "VWZmpk6dOqXCwkLP1nVGRoZmzZqlm2++OZ79zJoeMmSIXn755Ravraur0/bt2/XVr361S/nak6ya\n",
       "zs7O1rFjx9S/f//4OTZs2KDc3NwWx07nlZp+9dVXW62kuj3vkvO5b+9noVfnPhk139TUpLVr1+qS\n",
       "Sy5RKBRKyrbP7qr5999/X9u3b9eaNWsUCAR0/PhxY2q+oaFBr7zyirKzsxUKhbqU93TdVfNemfu2\n",
       "8tfW1urDDz9s8dozf95ceumluvrqq7VhwwZt2rSpS5mbdVfd+/1+ff/735fP51NpaalmzJhhTN1L\n",
       "qZt7Ozqb++afp88//7xKS0tVWlra7rk8sdX8TL/4xS+0bNkyPfPMM3rmmWdUXFysNWvWpDqWbabn\n",
       "P337xTnnnKOmpqYUpnHOK/m9VAdHjx7VvffeqyeeeELnnHNOq8+3teXGS/nnz5+vYcOGtbjpR7P2\n",
       "tgt5pQ4Smfszj6cy//z585WTkxNfzWiuizvvvFPXXHONUXXdXk1ffvnlqq6u1jvvvBN/XXl5ubZu\n",
       "3epa9mTV9PXXX6/FixfHj2/btk2lpaXKyspKfuj/layazs7O7vZ5l5zPfXt1Y8LcJ1rzL774os45\n",
       "5xw9/PDDbV77mYjuqPkXXnhBf/rTnzR16lTl5OQkJbfUfTVfWFioQYMGaeLEiUmbd6l7at5Lc99W\n",
       "/k2bNrU793v37o1f4pKWlqY+ffp0eIMsJ9yu+8zMTH33u9/VkSNHJEn9+vVTWlpy2rvuqHuvzX1b\n",
       "Opv7/fv3S7I3955a8bYsS++9954k6cILL4wfz8/P17x58/Txxx93ukXizB9UyfzB1Zlk57csS2+9\n",
       "9ZZuuumm+LEf//jHGjZsWHKDn/F1m7eI+Hw+RaNRPf74447P0dbHbkp2/q7MvRfqePny5Xr++ecl\n",
       "ffaDIC8vT7W1tS220liWFV9BPfN7d7uOFy5cqKFDh7b52vfffz8+1rIsPfDAA/rpT3+q0aNHt9gy\n",
       "NWHCBPXt27fV12qWqjru6twnM3+y5v6SSy7Rvn37dOONN2rv3r3auHFjfO5NqOvOavrQoUN68skn\n",
       "9eijj+rkyZM6ceKEvvzlL+vee+9tcd7Tz+eVmh4yZIiefPLJ+I28MjIytHTp0lZ3wG/vnHa4WdOx\n",
       "WKzDeT9Td899R3Uzd+5cVVRUeHLuu1LzGzZsiN/Jv3mOrrnmGs/XvGVZevzxx5WRkaGKigq99tpr\n",
       "Gjt2rG644QYjan7Dhg3asmWLBg0apGeffVYvvviiZs2aZUTNe2nuO8q/ePFilZeXt5r79PR0jRo1\n",
       "Ss8//7wyMjJ044036sorr9TmzZs9X/cZGRmaNm2a7rvvPv3hD3/QsP+9s3Z9fb0Rde+Fue/Mv//7\n",
       "v3c497Nnz1ZGRob69u3b6c5EK5aKO2IBAAAAANBLeGrFuzPf+9734lspmmVnZ7dY/vcyk/ObnF3y\n",
       "Vv5kZGlsbGxxZ8lmF1xwgR555JEuZ+xIMvIvXrxYGzdubHV83rx5Sd2idibm3r25N2Fu2/veMzMz\n",
       "1dDQ0OKYV+ZVkt555x2VlZW1Ov6Nb3xDVVVVxs77vHnz9MQTT3i2pqWeO/fUPDXfHuY+8fMz9z1z\n",
       "7idPntylc5+OFW8AAAAAAFzkyZurAQAAAADQU9B4AwAAAADgIhpvAAAAAABcROMNAAAAAICLaLwB\n",
       "AAAAAHDR/wdnLED02XqBBwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10be0f6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pixel drill\n",
    "res_2_2 = [[0.14, 12, 0.11, 0.13, 0.12, 0.09, 0.14, 0.11, 0.10, 0.11],\n",
    "           [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01],\n",
    "           [0.46, 0.14, 0.13, 0.13, 0.34, 0.16, 0.51, 0.45, 0.13, 0.34],\n",
    "           [0.04, 0.05, 0.02, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01],\n",
    "           [14.8, 6.5, 5.04, 11.2, 11.9, 7.95, 14.7, 6.33, 8.3, 8.45],\n",
    "           [11.6, 12.2, 13.2, 8.8, 6.81, 4.54, 11.3, 10.9, 9.02, 10.6],\n",
    "           [14.4, 6.83, 5.66, 5.86, 10.2, 5.87, 4.8, 4.68, 11.4, 5.87],\n",
    "           [13.9, 12.1, 13.0, 11.1, 17.4, 11.4, 7.51, 15.8, 8.47, 13.9],\n",
    "           [6.34, 4.44, 5.66, 6.09, 3.7, 4.5, 6.22, 4.88, 4.01, 3.95],\n",
    "           [3.74, 4.37, 4.1, 3.97, 4.68, 3.71, 4.41, 4.05, 4.64, 3.83],\n",
    "           [6.24, 6.89, 7.09, 6.51, 5.26, 6.71, 5.48, 3.63, 5.81, 3.95],\n",
    "           [4.54, 3.69, 3.63, 3.86, 3.28, 3.02, 4.46, 3.16, 4.85, 4.51],\n",
    "           [0.19, 0.23, 0.21, 0.32, 0.18, 0.15, 0.13, 0.16, 0.16, 0.14],\n",
    "           [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01],\n",
    "           [0.01, 0.02, 0.01, 0.02, 0.01, 0.02, 0.01, 0.02, 0.01, 0.01],\n",
    "           [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01],\n",
    "           [0.03, 0.08, 0.05, 0.07, 0.04, 0.06, 0.09, 0.05, 0.07, 0.06],\n",
    "           [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01],\n",
    "           [0.15, 0.05, 0.14, 0.04, 0.11, 0.14, 0.10, 0.10, 0.12, 0.13],\n",
    "           [0.05, 0.05, 0.04, 0.05, 0.04, 0.05, 0.05, 0.04, 0.04, 0.05]]\n",
    "\n",
    "df_2_2 = pd.DataFrame(data=np.array(res_2_2).T, columns=names_2)\n",
    "df_2_2.plot(kind='box', figsize=(17,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}