missingno_test_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import missingno as msno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_set = pd.read_csv(\"Seattle_Housing_Cost_Burden.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1810038e388>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(data_set.sample(250))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x181023cd448>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "null_pattern = (np.random.random(650).reshape((13, 50)) > 0.5).astype(bool)\n",
    "null_pattern = pd.DataFrame(null_pattern).replace({False: None})\n",
    "msno.matrix(null_pattern.set_index(pd.period_range('1/1/2006', '2/1/2018', freq='y')) , freq='BQ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x181023a5188>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+Bhk+YrHtrwQsIxnJSUarNuQkIznJaJWGjOS0yTk9PcPZdocvbNs7w/qnX8xQJuxK8oBlz1VGqztkJCcZyWnVRpIDknw9ye+PxwT/muEs9J9Isk+Sh2S4aOYncvEZ+j+boXj/98ue/xWUkWOlKyLnZU9gK4+FP5xrHxu5xrpf0qss7HvtZc9XRqs5ZCQnGclp1YaM5CQjGa3akNOsjG6e5Nwkf57k3y1sv32Gj7P/QpLPJvmfy56rjFZ3yEhOMpLTKo4kz0vy7SRPTfKRJIct3Ld/kt8cc3zQwvZrLHveV3BGjpUu74yXPYHtNtb9kv51hnfFbpJhUf9nL3t+qzBkJCM5yWjVhpxkJCcZrdKQkZwuQyZHZPhY+weT/G6SJyb5XpLXjPf/ZoYz9a6WK8E6ujKSkZxktBWGnGZldEiGC7B+I8O639cat+893l4zwxrfT154zJUyq3W5OVbaxLEjbKrW2hlV9VdJWpL/kWEh/5bk55P8zDLntipkNE1G88hpmozmkdM0Gc0jp2kymiajeeT041pr76uqOyd5QYaz9c5J8hfj10ly2yQXtdbOXNIUl05G02Q0j5ymyWgeOU1rre2qqocm+UCS/ZL8WpLjW2vnjbtcL8nXMizhsvaYdkXPc9U4VtpcSvRNVlXVWju9ql6f5NpJnpXhHcT/1Fr75+XObjXIaJqM5pHTNBnNI6dpMppHTtNkNE1G88hpY621j1bVkRky2b+19vkkqaobZDj77CNVtWeGQuZKWTDIaJqM5pHTNBnNI6dprbWPV9Vdkrw3yZ9V1X5J3pxh/e/HZjjr+sNLnOLKcay0uZTom2zhL7MDkvx0hisB36m19rnlzWq1yGiajOaR0zQZzSOnaTKaR07TZDRNRvPIqa+1dk6GM/KSJFV1+ySPSvKfkjyltXbhsua2KmQ0TUbzyGmajOaR07TW2ier6g5J/ijDmfvPTHJGkguT3LO19q9LnN7Kcay0uapdOd/AulxV1d4ZPnrzwCS3a619ZslTWjkymiajeeQ0TUbzyGmajOaR0zQZTZPRPHKaVlW3TvL0JP8hyS+31j695CmtHBlNk9E8cpomo3nktHtVdZUkt0nyU0m+nuSTrbWvL3dWq8mx0uZRol9OqurwJHv6eESfjKbJaB45TZPRPHKaJqN55DRNRtNkNI+cdq+q9slwFuNXnKG3MRlNk9E8cpomo3nkxGZyrLQ5lOgAAAAAANCxx7InAAAAAAAAq0qJDgAAAAAAHUp0AAAAAADomFWiV9WNqupPquqkqvpBVbWqusnMx+5RVU+tqq9W1Q+r6tNVdd/LMmkAAAAAALaWuT1zVe1bVS+oqlOr6pxx/7tssN/s7rmqjq6qz1fVuVX1hap61Nx5zz0T/bAk909yepIPzX3y0bOTPDPJS5P8YpKPJHljVd3zEj4PAAAAAABb19ye+ZVJjk7yjCT3SnJqkndW1e3W7Tere66qo5Mcn+RvktwjyRuTHFdVj54z6WqtTe9UtUdr7aLx699K8vIkh7TWvjrxuOsm+VqS57XWfn9h+3uTXKe1dps5kwQAAAAAYGub0zNX1W2TfCrJI1prrxq37UiyM8kXWmtHjdtmdc/jY7+R5B2ttYct7PcXSY5Kcv3W2vm7m/esM9HXXtilcGSSvZO8bt321yW5dVUdcimfFwAAAACALWRmz3xUkvOTnLDwuAuSvCHJkVW1z7h5bvf8s0mus8F+r01yrSR3mprQ5X1h0VslOTfJyeu27xxvD7+cfz4AAAAAAFvHrZLsaq39YN32nRlK88MW9pvTPd9qvP3sxH5dO6Z2uIwOTPK99uNrxpy2cP+U6fVmZjjmmGM242k21XHHHbfsKfwIGc0jp2kymmfVcpLRPHKaJqN5Vi0nGc0jp2kyAgDYvVU7XtrkY6XahOc4MMOa6eut75Tnds9rt+ufc3ZHfXmfiV7ZuATfjDABAAAAANhe5nbKl2S/dPad5fIu0U9LckBVrZ/4AQv3AwAAAABAMnTGG50dvr5Tnts99844P3Dd/V2Xd4m+M8k+SW66bvvaOjOfu5x/PgAAAAAAW8fOJIdU1X7rth+e5LxcvAb63O55be3zW03s13V5l+h/n+GFPWjd9gcn+Wxrbdfl/PMBAAAAANg6TkyyV5L7rW2oqh1JHpDkXa21c8fNc7vnk5J8p7PfaUk+PDWh2RcWrapfG7/8qfH2F6vq20m+3Vr74LjPBUle01r7zSRprX2rql6U5KlVdWaST2Z4sUckuc/cnw0AAAAAwNY31TO31j5VVSckeXFV7ZVkV5JHJzkkC0X43O65tXZ+VT09yXFV9W9J3jPu84gkj2utnTc159klepI3rvt+7bKtH0xy1/HrPcex6GlJzkryhCTXS/KFJPdvrb3tEvxsAAAAAAC2vjk988OTPDfJc5JcM8mnk9yjtfbJdY+d1T231l5WVS3Jf03y5CSnJHlsa+24zDC7RG+trV+gfdY+rbULM7zY58z9WQAAAAAAbD8ze+ZzkjxxHLvbb3b33Fo7PsnxM6f5Iy7vNdEBAAAAAGDLUqIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQsWPZEwAAALiyOeaYY5Y9hR9x3HHHLXsKP2bVMkrkNIeM5lm1nGQ0j5zgysuZ6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACAjlklelUdVFVvqqozqur7VfXmqjp45mMPrqrXVNUpVfWDqvpiVT2nqva/bFMHAAAAAGArqao7VtW7qupbY9f8yap6xLp99q2qF1TVqVV1TlWdVFV32eC59qiqp1bVV6vqh1X16aq672bPebJEr6r9krwvyS2SPCzJQ5LcLMn7p4rw8f73JLlLkqcn+aUkr0jyX5P8xWWaOQAAAAAAW0ZV3SZDX7xXkqOT3DfJx5K8sqoevbDrK8f7n5HkXklOTfLOqrrduqd8dpJnJnlpkl9M8pEkb6yqe27mvHfM2OfoJIcmuXlr7eQkqarPJPlSkkcmeeFuHnvHDIX7ka21d43b3l9VByZ5UlXt11r7waWePQAAAAAAW8WvJ9kzyb1ba2eN295dVbdN8tAkfzZ+/cAkj2itvSpJquqDSXYmOTbJUeO26yZ5UpLntdb+aHyu91fVYUmel+TtmzXpOcu5HJXkI2sFepK01nYl+XCS+0w8du/x9vvrtn9v/Nk1c54AAAAAAGxteyc5P8k567av9cXJ0Eefn+SEtTtbaxckeUOSI6tqn3HzkePzvW7dc70uya2r6pDNmvScEv1WST67wfadSQ6feOx7Mpyx/t+r6vCqumpVHZHkCUle1lo7+xLNFgAAAACArerV4+1LquoGVXXNqjo6yX9O8qLxvlsl2bXBCiY7M5Tmhy3sd26SkzfYL5nurmebs5zLgUlO32D7aUkO2N0DW2s/rKo7JfmbXDz5ZFgX/bFzJwkAAAAAwNbWWvtsVd01yVuSHDNuPj/Jo1prbxi/310fvXb/2u33WmttYr/LbE6JniTrJ5LMWIqlqvbNcNr9dTNckPSUJP8xw4LwFyR5dP/RAAAAAABsF1V1s1x8wvWjMizrcp8kL6uqH7bWXp+hd57TR8/d7zKbU6Kfno1b+wOy8TsCi34zyV2THNZa+/K47R+q6owkf15VL2utfXruZAEAAAAA2LL+IMOZ5/dqrZ0/bntvVV0ryR9X1V9lOJP84A0eu7YqymkLtwdUVa07G339fpfZnDXRd2ZYX2a9w5N8buKxt05y+kKBvuYfx9tbzvj5AAAAAABsfbdO8umFAn3NPya5VoYVTXYmOaSq9lu3z+FJzsvFa6DvTLJPkptusF8y3V3PNqdEPzHJHarq0LUNVXWTJHcc79udb2Z4N+Cwddt/Zrz9t3nTBAAAAABgi/tmkttV1d7rtv9Mkh9mOHv8xCR7Jbnf2p1VtSPJA5K8q7V27rj57zOU6g9a91wPTvLZ1tquzZr0nOVcXp7hIqBvrarfy7DOzLOTfC3J8Ws7VdWNk3w5ybGttWPHza9O8sQkb6+q52ZYE/2nkzw9ySeSfHhzXgYAAAAAACvupUnemORtVXVchjXRj0ryG0le1Fo7L8mnquqEJC+uqr2S7Mpwbc1DslCYt9a+VVUvSvLUqjozySczFO1HZFhnfdNMluittbOr6ogkL0ry2gwLs783yW+31s5a2LWS7JmFs9tba1+tqjskeWaS5yS5doby/c+TPLe1dtEmvQ4AAAAAAFZYa+1NVXXPJL+b5BVJ9s1wYvZjsnDCdpKHJ3luhk75mkk+neQerbVPrnvKpyU5K8kTklwvyReS3L+19rbNnPecM9HTWjslyX0n9vlqNrjyaWvtc0nuf2kmBwAAAADA9tFae0eSd0zsc06GFU6eOLHfhRmK9uds2gQ3MGdNdAAAAAAAuFJSogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAMmZ/HUAACAASURBVAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgI4dy54AAAAAALD1HXPMMcuewo857rjjlj0FtgFnogMAAAAAQIcSHQAAAAAAOmaV6FV1UFW9qarOqKrvV9Wbq+rguT+kqm5ZVW+squ9U1TlV9YWqesKlnzYAAAAAAFtRVd2zqv6hqs4a++aPV9URC/cfUFWvGPvks6vqPVV16w2eZ9+qekFVnTr2zidV1V02e76TJXpV7ZfkfUlukeRhSR6S5GZJ3l9V+894/E8n+WiSfZL8VpJ7JvkfSfa89NMGAAAAAGCrqapHJnlrkk8k+ZUk90vyxiT7jfdXkhOT3CPJ45LcN8leGfroG617ulcmOTrJM5LcK8mpSd5ZVbfbzDnPubDo0UkOTXLz1trJSVJVn0nypSSPTPLC3gOrao8kr0ny3tbaryzc9f5LPWMAAAAAALacqrpJkhcneXJr7cULd71z4eujktwpyRGttfePjzspya4kT0ny+HHbbZM8MMkjWmuvGrd9MMnOJMeOz7Mp5iznclSSj6wV6EnSWtuV5MNJ7jPx2LsmOTy7KdoBAAAAALhSeESSi5K8bDf7HJXkG2sFepK01s5I8rb8aB99VJLzk5ywsN8FSd6Q5Miq2mezJj2nRL9Vks9usH1nhoJ8d+403u5bVR+pqvOr6ltV9ZKqusolmSgAAAAAAFvanZJ8PsmvV9WXq+qCqjq5qh6zsM/u+uiDq+qqC/vtaq39YIP99k5y2GZNek6JfmCS0zfYflqSAyYee4Px9oQk70py9yTPz7A2+l/OnCMAAAAAAFvfDTJcb/MFSZ6X5BeSvDvJS6vqCeM+u+ujk4s76an9DtyMCSfz1kRPkrbBtprxuLWS/nWttWeMX3+gqvZM8ryqOry19rmZcwAAAAAAYOvaI8nVkvyX1tqbx23vG9dKf2pVvSRD7zynj56732U250z007Nxa39ANm76F313vH33uu3vGm839SqpAAAAAACsrN31xT+R5PoZziTv9dHJxZ301H6nbXDfpTKnRN+ZYX2Z9Q5PMnUW+c7xdv07AmvvBlw04+cDAAAAALD17exsX+yLd9dHn9JaO2vhuQ6pqv022O+8JCdfxrn+P3NK9BOT3KGqDl3bMJ5ef8fxvt15R5Jzk9xj3fYjx9uPz5olAAAAAABb3VvG2yPXbT8yyddba9/M0DnfsKp+bu3Oqrp6knvnR/voE5PsleR+C/vtSPKAJO9qrZ27WZOesyb6y5M8Nslbq+r3MpxV/uwkX0ty/MIEb5zky0mOba0dmyStte9W1R8meXpVfT/J+5L8dJJnJHlNa23T3g0AAAAAAGClvT3J+5McX1XXTvKVJL+W4QKjDx/3OTHJSUleV1VPzrB8y1MznK3+/LUnaq19qqpOSPLiqtorya4kj05ySJIHbeakJ0v01trZVXVEkhclee042fcm+e2FU+czbt8zP352+7FJzkxyTJInJTk1w9VXn32ZZw8AAAAAwJbQWmtV9ctJ/jDJszKsX/75JA9qrf3luM9FVXWvJH+U5Lgk+2Yo1e/WWvvauqd8eJLnJnlOkmsm+XSSe7TWPrmZ855zJnpaa6ckue/EPl/NBlc+ba21JC8cBwAAAAAAV1Ktte8necw4evucluQR49jdc52T5InjuNzMWRMdAAAAAACulJToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQIcSHQAAAAAAOpToAAAAAADQoUQHAAAAAIAOJToAAAAAAHQo0QEAAAAAoEOJDgAAAAAAHUp0AAAAAADoUKIDAAAAAECHEh0AAAAAADqU6AAAAAAA0KFEBwAAAACADiU6AAAAAAB0KNEBAAAAAKBDiQ4AAAAAAB1KdAAAAAAA6FCiAwAAAABAhxIdAAAAAAA6lOgAAAAAANChRAcAAAAAgA4lOgAAAAAAdCjRAQAAAACgQ4kOAAAAAAAdSnQAAAAAAOhQogMAAAAAQMesEr2qDqqqN1XVGVX1/ap6c1UdfEl/WFU9tapaVf3vSz5VAAAAAAC2i6r6+7Evfs667QdU1Suq6jtVdXZVvaeqbr3B4/etqhdU1alVdU5VnVRVd9nseU6W6FW1X5L3JblFkocleUiSmyV5f1XtP/cHVdWhSZ6W5FuXbqoAAAAAAGwHVfUbSW67wfZKcmKSeyR5XJL7JtkrQx99o3W7vzLJ0UmekeReSU5N8s6qut1mznXHjH2OTnJokpu31k5Okqr6TJIvJXlkkhfO/Fl/luT1SW4+8+cCAAAAALDNVNU1k7woye8k+ct1dx+V5E5JjmitvX/c/6Qku5I8Jcnjx223TfLAJI9orb1q3PbBJDuTHDs+z6aYs5zLUUk+slagJ0lrbVeSDye5z5wfUlUPTHL7JE+9NJMEAAAAAGDbeH6Sna21v9rgvqOSfGOtQE+S1toZSd6WH+2jj0pyfpITFva7IMkbkhxZVfts1mTnlOi3SvLZDbbvTHL41IOr6oAM7yo8pbV22iWbHgAAAAAA20VV3SnJQ5Mc09lld330wVV11YX9drXWfrDBfnsnOWwTpptkXol+YJLTN9h+WpIDZjz+BUm+mOTV86cFAAAAAMB2UlV7JTk+yR+11r7Q2W13fXRycSc9td+Bl3ae681dm7xtsK2mHlRVd87wrsLtW2sbPQcAAAAAAFcOv5vkKkmeu5t9KvP66Ln7XWZzSvTTs3Frf0A2bvoXHZ/hCqlfHxeLX/uZe47fn9NaO3fuZAEAAAAA2Hqq6uAkT0vyW0n2Wbdm+T5jX3xmhjPJe310cnEnfVqSg3ez36YtLT5nOZedGdaXWe/wJJ+beOwtkzwqwwtbG3dMcofx60fPnikAAAAAAFvVoUn2TfK6/GhfnCRPGr++dXbfR5/SWjtr/H5nkkOqar8N9jsvycmbNfE5JfqJSe5QVYeubaiqm2Qow0+ceOzdNhifzrAw/N2SvOkSzxgAAAAAgK3mU9m4L06GYv1uGYrvE5PcsKp+bu2BVXX1JPfOj/bRJybZK8n9FvbbkeQBSd61mSugzFnO5eVJHpvkrVX1exnWmXl2kq9lWK5lbYI3TvLlJMe21o5NktbaB9Y/WVV9L8mOje4DAAAAAGD7aa19L8kH1m+vqiT517W+uKpOTHJSktdV1ZMznKH+1AxrnT9/4fk+VVUnJHnxeMHSXRlWPjkkyYM2c+6TZ6K31s5OckSSLyZ5bZLXjxM6YuHU+WR4EXvOeU4AAAAAAFivtXZRknsleXeS45K8JcmFSe7WWvvaut0fnuRVSZ6T5H8lOSjJPVprn9zMOc05Ez2ttVOS3Hdin//L3n2HW1KUiR//1iRgkoCI5JwEJChGFBEVUBDERBIzq+7qYlgQgR8qYloQTCiCLqIrCEYwk4wkQRAEA0sQRBBRkiCSbv/+eKs5dXtOz1zC3J7p8/08Tz/33j59hu6iTp3qt96q/iMTePJpVVVbT+S/KUmSJEmSJEnqt6qq5okpV1V1C/D6vM3vvXcD78zbQmPWuCRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0MokuSJEmSJEmS1MIguiRJkiRJkiRJLQyiS5IkSZIkSZLUwiC6JEmSJEmSJEktDKJLkiRJkiRJktTCILokSZIkSZIkSS0mFERPKa2aUvp6Sun2lNIdKaVvppRWm8D7tkgpHZNS+n1K6Z8ppetSSl9JKa35yE9dkiRJkiRJkrS4SCm9PKX0jZTStSmlu1NKf0gpfTilNKdx3DIppc+nlP6WUrorpXRGSumJQ/69JVNKh6WUbsz/3rkppa0e7fNeYBA9pTQTOAvYAHgNsBewLvDjlNKsBbx9N2Aj4JPAC4H9gScBF6aUVn0E5y1JkiRJkiRJWrz8F/AAcACwPfBZ4C3A6SmlKQAppQScml9/G/AyYDoRj16l8e99AdgbOBjYEbgR+FFKabNH86SnTeCYvYG1gPWrqroSIKV0KfB/wJuAI+bz3o9WVXVzuSOldDZwDYOLkyRJkiRJkiT134sb8eKfppRuAY4HtiaSuXcCngVsU1XVjwFSSucSMeX9gP/M+zYF9gBeX1XVcXnfT4HLgUPyv/OomMhyLjsB59UBdICqqq4BzgZ2nt8bmwH0vO9a4GZg5Yd2qpIkSZIkSZKkxdWweDFwQf5Zx4t3Am6oA+j5fbcD32F8PHon4D7gpOK4+4GvAtullJZ4tM57IkH0jYDLhuy/HNjwof4HU0pPAJYHfvdQ3ytJkiRJkiRJ6pXn5J91vHh+8ejVUkqzi+Ouqarqn0OOmwGs82id4ESC6MsCtw7ZfwuwzEP5j6WUpgFHE5noX3go75UkSZIkSZIk9UdKaWVi6ZUzqqq6MO+eXzwaBjHpBR237KN1nhNZEx2gGrIvPYz/3qeBZwI7VFU17AIlSZIkSZIkST2XM8pPAe4HXle+xMTi0RM97hGbSCb6rQyP2i/D8Ej/UCmlDwP/Riz0ftpE3ydJkiRJkiRJ6o+U0pLAqcBawHZVVV1fvHwL7fFoGMSkF3TcLUNee1gmEkS/nFhfpmlD4LcT+Y+klA4E9gf2qarqyxM/PUmSJEmSJElSX6SUpgPfAJ4KvKiqqt80DplfPPq6qqruLI5bM6U0c8hx9wJXPlrnPJEg+qnA01NKa9U7UkprAFvm1+YrpfSfwKHAgVVVferhnaYkSZIkSZIkaXGWUpoCfAV4HrBzVVXnDTnsVGDllNJzivfNBV7M+Hj0qcB04BXFcdOAXYHTqqq659E674msiX4s8FbglJTSQcQ6Mx8A/gR8rjjB1YGrgEOqqjok79sN+DjwQ+CslNLTi3/3jqqqJpTJLkmSJEmSJEla7B1FBL0/CNzViBdfn5d1ORU4F/jflNK+xPIt7yHWOv/v+uCqqn6dUjoJ+HjObr8GeAuwJrDno3nSCwyiV1V1V0ppG+BI4Mv5ZM8E3l6kzpP3T2V8dvv2ef/2eSv9FNj6YZ+5JEmSJEmSJGlx8sL888C8ld4PvK+qqrGU0o7A4cBngCWJoPpzq6r6U+M9ryMC8ocCSwOXANtXVXXRo3nSE8lEp6qq64CXLeCYP9J48mlVVa8FXvvwTk2SJEmSJEmS1BdVVa0xweNuAV6ft/kddzfwzrwtNBNZE12SJEmSJEmSpJFkEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWBtElSZIkSZIkSWphEF2SJEmSJEmSpBYG0SVJkiRJkiRJamEQXZIkSZIkSZKkFgbRJUmSJEmSJElqYRBdkiRJkiRJkqQWEwqip5RWTSl9PaV0e0rpjpTSN1NKq03wvUumlA5LKd2YUro7pXRuSmmrR3bakiRJkiRJkqTFzSOJNXdlgUH0lNJM4CxgA+A1wF7AusCPU0qzJvDf+AKwN3AwsCNwI/CjlNJmD/ekJUmSJEmSJEmLl0ch1tyJaRM4Zm9gLWD9qqquBEgpXQr8H/Am4Ii2N6aUNgX2AF5fVdVxed9PgcuBQ4CdHtHZS5IkSZIkSZIWFw871tyliSznshNwXn1RAFVVXQOcDew8gffeB5xUvPd+4KvAdimlJR7yGUuSJEmSJEmSFkePJNbcmYkE0TcCLhuy/3Jgwwm895qqqv455L0zgHUm8N+XJEmSJEmSJC3+HkmsuTOpqqr5H5DSvcARVVXt39h/KLB/VVWtS8KklE4D5lZV9fTG/ucDpwNbVVX184d78pIkSZIkSZKkxcMjiTV3aSKZ6ADDIu1pAu9Lj+C9kiRJkiRJkqR+WezixRMJot8KLDtk/zL5tfm5ZT7vrV+XJEmSJEmSJPXfI4k1d2YiQfTLibVqmjYEfjuB966ZUpo55L33AlfO+xZJkiRJkiRJUg89klhzZyYSRD8VeHpKaa16R0ppDWDL/NqC3jsdeEXx3mnArsBpVVXd8xDPV5IkSZIkSZK0eHoksebOTOTBorOAS4C7gYOINWs+AMwBNqmq6s583OrAVcAhVVUdUrz/q8B2wL7ANcBbgB2BZ1ZVddGjfUGSJEmSJEmSpEXPRGPNi5oFZqJXVXUXsA1wBfBl4CtEMHybxkUlYOqQf/N1wHHAocD3gFWB7Q2gS5IkSZIkSdLoeAix5kXKAjPRJUmSJEmSJEkaVRNZE12SJEmSJEmSpJFkED1LKaWuz2FRZvno0ZBSWiql9Niuz2NRlVJaMj9MQ5IkSZIkjZC8VrgWUSMbRE8pTU8prZdSWjulNLeqqiqlNLXr81rUpJSWAMjlM7L1ZUFSSnNSSi90sKFdSmkucBnwTstpXrl8rgJe4mdNjzY/c3q0WJf0cOWB4vW6Po/FhZ81SYsS26T5SynNSiltk1Ka3vW5LKpSSlPq+JKGSyltBpyQUtqq63PRcCMZqEkpzQZOBn4InA98M6W0blVVDxi8GshfAL9IKf0MoKqqMctnXimlOcAfgbcAM7o9m0VTDhBfQpTTpysfxjBOLp+LiCD6yVVVjXV8Souk3PGyDZqAFB4cGM4Dod78zId1a7j8uVsypbQkRF3q+pwWVX7G2uXP11nA/6aUNu36fBZVdR1KKaX6s2a9WjDLaF657Z6ZZ4FOzfsspwa/+xcspbQF2Jecn3wvdx2wO2AZDZFSmgl8BDgypbRK1+ezCHsisCOwX0rpmV2fjOY1cl8auYH7NbAqcALwPeApwFkppdUMXo0zkxho2CKl9C0wkN6U69OlwIXAW6qquqfjU1rkFJ+5q4BXVVV1ox2wgaJ8rgV2rarqBj9j88odr5OAbS2f+csDxUcC30spnZxSem9KabrBz/HyjLQ1U0rr5hlpfv835Lp0LBH8PCOldExKaeWU0rSOT22RkevRyuAAw/zkz9fHgPWAjxhIn1f+vB2XUjoTuDCldEhKaRMDV+OllGaklNZPKW3iZ2+4nOBzEtF2/4aoV1taTgMppXXgwbbJAYYWKaV3AaellN4ABtKHyfdyFxMJUe+rqurejk9pkZPbpDOBrYDHAbd1e0aLrqqqvgy8HngacHBK6Vkdn5IaRioQkT+8vwauBl5eVdVBVVW9BtgfeAzwgnzcSH8x5AzGKVVV3U4EYt4P7JBS+jYYSK8V2dVXA6+tqurPzXIZ9XIqPnNXEWV0Y65bVQ48/FtKaamOT7Mz+Yb5QuD/gL2K8hlLKS2RUtqt41NclKwEvIjIYHjOqH+22qRYQ+9CYEvgZqKj+i7glyml56SUnC3Dg23T94HTgHOBi1NKr00prdbtmS06irq0AVFGVwE7Ab8A9szfgSMtD+6dA5ycUtovZ+xPy6+5RGBDVVXfAPYEng181ED6QP68/QpYn1j6T/u2kgAAIABJREFU7mrgtUSSz84GP0MRiDmV6F/+LKX0Edujgdwu/RJYEfgOkRD1JKKs3lrPKhplKaWPAOfnurNBSmkJg8OtfkT0J9+VUno9GEgvFfGAa4FXt8QDRrqs8vfbOcA/gbcBe1RVdaf9pHmlwVLKxwMHAJsC704pPb3TE9M4IxOESLE0yTeA1YBdqqr6Y95HVVWfBf5OZKc/mM1QN4Cj1PDlzumRwJNTSlOrqrqFyEL7f8CLDKSHXE7nA9cQ2cPN4OfpKaVVRjmzMX++TiE68TtWVXV9SmlGLqMZwG+B7YCRzGjM5fM7YHlg/5yBPrVRPu9OPlgEgKqqriRG5OcCnwS2nkjna5Ta72x/4HbgZVVV7QVsC7yE+L7/X2DHNOJrEeYAws+J6bYHAf9FBK/+B/hwytOWxZuIG569qqp6V0462JK4UTwKeKOBK3YEnkxMvf0QkYV2SEpppaqqHqgPGsF2aKiUUqqq6nvArsCzMJBeejtwF/DSqqr2qarqFcDeRF/zWyml18Fo16Xcdv8EuJdot3cBfgDsA3w9pfSU7s5ukfI64D5g96qqPlhV1VuJwatjgU8QSwSMcgLL6sBLgWWA/YDTiUz9jYCRLZdh8n3JZcDORJ9pfwPpAzkecC5wJfG99pdGPOALKaVZozwImuvIe4FbiaVvL6yq6j6Asp9UHD/K8aWpVVXdk1JaOqV0IvB0YFlgB+DQlNLTuj1D1Uapki5DBKweIILEVFV1X5GVdzXwxJTSl1JK70uxoP/S+biRaPhy9tTPgP8E3gdsnL8IDKTP62giW+jzxJcCRfDzl8AKwP3dnd4iYXmiUzGdCC5QVdW9OUPmV8DfgLdXVfWP7k6xO7kDcToRFN49xXJSD+SbxIuBG4Cdqqq6q8vzXJTkjvxOwGziRrA1Iz2ltHpKac1Rab8LawN3VVV1HUQ9q6rqLKIDdj0xAPEsGOlgzFbEjfJ+VVWdVFXVF6uqeiWRsf9i4P0GYwBYC5hWVdXV8GAA9KqqqrYm+gofAF4+yrMbqqo6mZjNADH19npiIOvilNKhKT8UqpmcMQpSSrNTSh9MKT0pB60eLIccSN8dM9JLKwP3ALfU9aSqqh8RweITgM+nlF464oGrZwJziLb7O1VVnUJ83l4GbAZ8KqX01C5PcBGxPPEd92D/uqqqS4ADgf8mAlpvgtFqk2pVVV1LzGSAyPQ8mxgQvQg4PqX0kvL4Ec+WHUspTauq6vfEoNUDRILPyAfS83X/CHgCcExVVTdXoY4HXEB8x430wEz+3n8KcEVVVVeU92Uppd1TSp9JKX0vpfSBlNKKoxxfynGApYgZn48HvkskHH4A2IZI0jCQviioqmpkNiKweSgwBnyh2P/evO+PwE35938RwdCjgE26PvdJKp+lgC8RD8W4I1//JsCU/PqywLuJDJBvF++b0vW5d1BWGxCZwn8Adsj7EnA5MSK9ctfnuChswCrA4fkz9eG87ze5jFbp+vw6LJdpxe9H5fI5BFizKJ9Vh7xvFD9r81wzsDExC+Q3RKdiauP1tYAz8jFLdn0Nk1ROiRgYP46YMrkUMBVIxTErEwM0lwIz6/d1fe4dlNVriCy95fLf5efx3/L331eBNbs+147Kp/7OPxi4AlijriflZ41Ya/c6YJ3890jVJWB6/rk3Efx8c/57D2It4vtyX/IIYhBrZMqHeMj6z/J325+IRJVP5rKZBiyRj3tx/rydDmzW9Xl3XGZHAVcWf5ft0hOIZTluB57U9bl2WEY7ELNj5ikDYqbaX/N3/2PzvpH5zDXK4sBcFsvmv6cXry1b9Du37vpcOyibafnnirltOj7/vSmRZHcrkQT1deDfG+8difpEDLA8H1h/yGsbEUmJVwCvH7WyGVIeWxKDVecD2+Z9U4h4wNmMcDyAuA/ZCFgSuBH4eN4/lQgQn5r7SP8g4m/3EzONlu/63Dsqr7qf/bpcXs9ovL53brfPAJ7e9fmO+tb5CUz6BUcg/YO5En4c2Dff/OxVf2iJLLV9ibVAb2CEbqTzB/RG4I3Emoy/Yt5A+n5EIP2U4n0jE9wDZuWf6xJB9N8SN4KX5S/MYcHPacCcrs+9o/JahXiY2BhwJ/DT/OWZGsfNIdbfX6nrc16IZVEHOpdr7P9sLp+/EYNXyw5572zgPxiBmx7ioca7N/Y1A+VlIP15xf51gG8SN0JbdH0tHZTdzrku7Zn/TowPpG+Zy+ZjXZ9rB2VTf489m1jCbc+6XjE+OLxPLsN/L983ahvwjFwO785/jwukE0vgXQec2PW5TmKZzAUOaOx7fG6LftIon22IG8Qx4gFa3yNm0jyu6+uYhHJakxjQ+yux/M+BRMDqPiJb/2u5LNbKn8d/EEsuPrnrc++grOp26Zm5nhxevFYG0rchnp/yqWa7PiobMYvqHuIh9ePKJ/+9HbEkzpFdn2tH5VO2zTcDJxSvlXVpQyJL9jvAUl2f9ySVzVuA2cXfSwGfy230NsX+NYlBvbFc1y4k1nDesOtrmKRyOjBf++3ALcAXgXcQz9eZnY9Zn+h7Xwm8sXjvSLRJQ9qdpwN3EzGA7Yl4wDnAasPeS05i6fOW+0qXA+/Nf380f56OJAbx/kjEBL5IzKBdlkHS3au6Pv9JKqPNiGd9NevTPrk+1XHJchD0/bmMTqG493Xr4P9f1ycwKRfZuAFmEEi/M1fEOpO4WYmXBeZ2ff6TXUa54f8m8BzixvAChgfS7wR+3PW5T1L5zCSy8L9PZOetlPfXgfSx/KW5Rt5fBq3mEBlY76ARCOzTRmSebUGsD7ta47VViSmktzF+Fkhdp2YzCCT3sqOa69B7iUGEHwCrN14/Il//0cCKjddmE0sH3Qes1fW1LORymp7bnDFimuR/ACs0jqlvFMtA+nOB9YjsoTsZgaxGBkHNpYp9SwMn5w7Yc+vjimNnEMGqM8qOWZ+3ZrtL3Dz/lpguueKw44iO/Y3kjMa+b/l76m0MMhfr+lIPgL68sb9uuw/Pn795Bv76thE3hVfnz86cRjm8OZfTHsXxXyYCyLsCnyGSMv4KPL7ra1mIZTSj+H1dYtmtMaLPOJWY0v15IkFjjMg+q5fEGQO+PSptNzkjv/hMPTbXmWuANxXHlsHPY8jL5HV9DZNUTsNmon09t82r5L/Ldnsp4uHjNzEki7aPG/AY4IjGviWI6f83A4e21KX353JcputrmIQyOja3Lxs39m9MBNE/Uezbi8iI/SCxVNA5+b2v7Po6JqGclgBenT8/t+Z+0O+JgPrfiT7Tm4iBhtXzaxdSBNL7vgGzch/gPY39zyD63WPEQ0ZXyPub8YAPAW8d1rb1ZSP6SlcRs9FWzPvWzP2gMSIR8wfk5TmL903Prx/c9TVMQhnNyGVwPzHDqmybdyUGg3dlMHOmnvm4LYPkjCMm+7zdiv+HXZ/AQrmoaODeD+zW2F92tFYilnb5F3BssX8aozOS2gws1NNr9yaWk3gSsDXwZ4Yv7fK+/EXb62U58pfeRfnL4BvA5hSDK0Tm68XEqOp2jYawDA5v2vW1LOQy+hERJBgjbpD3bByzOoOAzJHF/scQ2SD/BDbv+loWYvlcSHTGTyCygeuORdkufTqXz2HkKYD5vccQmXq9n8ZNDHL+hJjifzuRuXAdEeCbp34QD/S7hujMn5PLaRSCMLOIJYC+Q2S4/kfx2tbAeUTG59ZD6tlhRCd/VtfXMQnlNJdYpuwpZTnkz+Dt+fO4ZHF83WF9ETHo1/spk7mNuSm34bMar22Q69gY8VB2GH9T+G4iqNfrQEwuo2uAM2kMcubXN8nff6fmY08iZhZtX5cZMcDV55lWc3Mb/Kpi39oM+kAHF/tnEAOf7yaWl7oiH3N3n8soX/ssYtD8TKJvvR+D5UfWI/pPvwf2Lt5Tt0v7Etl9o9B2P4ZIOnhiY/82RIDmEgb9qLLf/excl7bq+homoYzmEAN7FwOPaby2CjHgcD1wSLG/HrR5bW67e710AvAFIgD83Mb+KcXr9+a2avdcdz7A+OSyp3V9HZNYXjOJ4N0dRFLP5rldOiT3Ee7J24n5++6W3Cb9e9fnPgllM5VYo3ost9H7Nl7fggh+Xsr42Q2JiAccnd+7UdfXshDLaHZuV04nns3QnHW+QbNNz/unEPcu1wMv6/o6Jqms1s+fqZuJFQ3q7/mZuU90LjHQV36/vYKYjbYDPU7MXBy2zk/gUb+gaOBOzY3UP3Ll3IUh02eJQHq9tEsZSO/t6GBxjbPzl95RNKbN5I7Xn4EP5b+3JqbhNgPpy9DzLD3iZucy4mZnk7YGiwikX5G37YnBmBlE8LO3weF87fWI8y+IB/PtS2Tf/ZW8Plyjbo0LpBMj070to/xZ+12uQ5szGE0e2s4wWKvyMKLj+uk+l09LGbyLyLp/HTGodyaDrMX/bn4Wcyfjr/mY3j/DgrhxvoS4cf5hbsvvYHzwaufcZt+VO111u700MQ3wZIqs0T5uuZyuBX5OI1OayLh6MzGQ/hWis1/Wqefl78Fef+5y+30NccMzdECcmKr8vfz5egeDwNVjiRvpH9LjoF7uB1ye69EcWhItiAyzu4gg6E3EoPqoJGXMJRIJfkwjKMf4DLQPDnnvdGIw9C30dCZaca1ziADLL4kBvPNzG/Tq4piNgV8T/aoPNerh14is/V4/6yPXp/8jZqU161MismH/SCS4rNR4/SlEYLnXA6CNtnvowBMRGP5Wbo+OJzL1pxMDFCcQy0/MnszznuQy+hg5AYX2PvdLiP7mOfnnoQyW7UyNn72MD+S6cHzx9wwiI/9uInls2eK1JxPPlfk50QcdY7SW4DgyX+/PiBmN72q8Xi/t8kvychtEf/OY3D/obZ+SQdLhv4BnF/vbYiflMiXLEEvAXU7P15FnfCLKOsRgcR1IXzLvr5/xcR7xLJmViBUizgW+uKCydZuE/49dn8BCuahYbmOM6MxfxmDEcE/yA7CKY1cmAun3AV/t+twnqXymMMh4vSE3WOfnD+9q+Zg3EB3UJ+W/tyayQc+ZX2ekTxvRUf84ERxet9zfcnwZSH8JMX2w18FPIkB8NTEyv2qxfzui43pgXeeK1+pA+v3EiPOdfS0jYlDvuNzZWqvYX44qvxXYrvG+OpB+FSPwILHcJpV1ZDqxRMSZxb5diQDCP3LbdDKxrme9RuMT6PlSN/k6ZxKd89OBDfK+VYjO/GGNY7clAuZjxLTBk4jlEm6jMa25bxuDAMMZtHTIiSDwW4gBiJ8QA+5LELNmjiH6D71dvzq333/IdWNFBln6SxEBu6WLY5/IoN9wcS6v04gp370duMr16Df5uj9VlwnjB1zqAaqNcpv9d+BFXZ/7JJdRvcxNPcDSzD5bm0EgvcyK7fVAXqMMZhI3xGc0+gO/AU5uHLth/r67nRgw/XZu829nSBZfnzbGz/poa7unEH2na4jBzl2IwZo1iOWCrqTfyybNIZIzziIGgOs2aCYRIF+SQTBmTSIp41YiIeo8ok96S8/b7k/l9uZ3DJbWaAvmnZSPfW/X591BOR2bv7Ne0Ng/HXgVcY/2LRpLUOZjViKeobb7wj7PrjcGAykr5c/PV4g403XAOxrHloH0HYjZWH2PB9R97muIIPoJFEtqNfsEjfduAfxP/n7r86z9aY2fdZ979dyWNzPSn0LEL+8iZsv8lRhYHonl3Bb1rfMTeFQvZtDALUdkcfwkdyj2Z7DG7m+B/0cEHeqM0JWJYOltDJmm27ctdz5fRGTp30kEzL9JZMdcDuxGBIHPAd6Q3zONGAG7i+jYLtH1dUxCOU3NZfAxJjhoQKwBejmDB4n1+QtzGoMA3ROLffXn8EyiEzttyHvXyJ2KK3v+hbkcMSq/b/FlWY5A78sgi6MZSD+2LNu+bsQN3ykU0xvzZ++QfP2vKcquDiD/LXe27syf0Rd0ce4dlNUUIgvmfHIQvPi8nQi8h5jt8LTiPY/Lbfp3iQ7/F+h/tucsouN5BpHdUndIH08E8zYv9i3J4IF9txAB9UuJzL3eLguU69KP82dst2L/C4ibw98RGS8farznecQg37eIwMwGXV/LQiyjOcSA3ZlEEPNvxHrL9brxzeftTM2fw7uAZ9T7ur6OSSijqykCngwCetMYn41WZqSXgfRRSco4kLg32Tzvm5F/fiZ/321FZHnWDxN7PJGQcCKxpNJRff68FfXpd0TyyjJFXVqRGFjYlMGzh6YQAarvAg8QgcDfEUH13rbd+dq/mj9HuzO4l92OmDF0Q/7++3xRVnOJpQMOJ/oAHwTW6/o6FmL5fJ4YNDg6t0/nMHwJxbr/9Orcbh8+2ee6iJTTc1teX4oIpN9FLA00z4MyG8f3ti0v6spMcuY+kVxwFjE4NSyQfkf+nN5Cv+MBjyHu588glvt9NZEod+L8vrNyu1THn35Nj+93cxm9Hnh+ce3nAS/Of6/D8ED6TOClRMLPHgzuh+eJrbhN8v/Trk9goVxUTEM6mhi12SrvexyRyVjfNF6Yj6k7/bPpccZZUTb1l8BUInBwce50bkA89f6I/IV6MoOMszrTM+Vj1u3q/Ce5rNYhRlN3K8uu5dglyFkvREf1LHocHC7q0PuJUeezGazpWXfozyKCfecQN4l7MX5K4Kr0fy3GbfLn6ClDXvtwfu2g3PG4D3hh45i+l0+9FNAFwHKN11YgHnr1jWLfSURw84XEki4fq9uvrq9lEstsV+Ip9+U0yGWJWR1XMVhX+MTG++qstN5nMBDB3THg08W+nYkO69+J2QyXAM9kEKSZRWQz7kfcNK7R9XVMQjntRgScfp4/T9sTa53+jLhJ/Hkux2aW7JTyZx834obneiL7t+4DnZzrz0fJa8A3yyJ//98OHNX1NUxCGS1J9KWvpnFjR/SJ/o8Y9CufOVAG0j/W9TVMUjlNZxDwfTvjH746mxiouZkIOtxG9KfWHPLv9H5pIOCdddvN4MGhOxHZ+ncxmKH36sb7XkjOiGUBgb7FeWPQv94w931+RwwKv4LoQ36fuI/7Vq5TF/S5PFrK6NjcBj+DuG99B5EtfC5DAun57yWJBI2LGJHgFDHb7laKtbuL155f1jnGB9LLWce9bpOIeNI6Q/ZvyuCBkKvSnpH+zNyP6G08gIgFnJH7AisW+1/LAgLpuT9wKDHA3Ot2ilie9XRigPPlDJIPViqOaQbShy7b1my/3Dr6f9r1CTziC4gRmi2Kv+sg8Zr5y+F/GsefRqyRekHurI4RI/Mj8aWZy6C+2akf4nA5RUYwESh/d+5M/Lz8whylDViLCEa9rS6vIcfU9W1FIgu0nurd20AVkV22dPH7u3In4VwGgfSDicygX+f9/8iftauJAE2v16osymqb3ImosxLLJUs+AOyRf39y7oSMEUGY3n9BMj7Ls7mmad1GvS/XoxcQD4f8G/Nm7M/p+lomoayaGa/lckDTiKDCRUQQeEvggFzvjiiOG7e2Z583YqbZSUSA+AAiCHMPkb23DzFwdXl+fYuuz7fjuvQyInPxD0S21EHkhAIi+WCf3C4dOEp1iVgv/wJi6naZuTgskF7OLppJ9JuuJQYJ+1xGzyCCm38BXlLsX4rBut/z9B+J/vmXcr/gcT0vo7nEYPBOxEBds+2+hAg+7EwMHO+f26UTiIGIss/Q23JqlFm9bNSBRObefUT29KuJZ6T8Ir++R9fn2lFdenn+e31ioOrvef9BjF+C6525TT+CuN+bJwO7bxvwVCL567kMBjZTLotrGRJIL36+Oter3t+fMHge3HOa9YGYmX8FsHaxrw6k30bMHF2j62uYhDKanduaG3J/oFyaZBoxCHFK/nszIpB+LfMG0ns7cz9/tqYTy/wuN+T11zAkkN6ob9MZkRgckajyWyJB86K6bjTKow6k/xXYkR7Hkxb3rfMTeEQnHx2KK3IHoczKm8Jg3e/7gC3z/pOJwPrTiM7s04gsmd4+JTlf9yxiCZt5ljxgEEi/lJiOtFnen4ibwTW6Pv+Oy+4XxE1iHVRoezBNvcRCr78IiJu6XxKd9eXyvmnAfxGB9B8TD378V+5w1dPeNyZG7E/JXyDrd3UNk1xeqxCZ019mkKFX3hSXvx+av1R7+4C+4lpn52u9mMhiaPtcPYsYyLovd063ZxDAe/AGqevrWchltRSxNu4ri32pKIeticzO1Yp9jyGmSF5Mzx/+PKS86hviFXO53UpMqT2IYsCFyLy+krip7m1GdUtdekVj/8uIDvsXyIHh4rXH5Xr0PXp8M9hSXjOL38vgZ2tGev59G0ZkdgzwfGJg/GZyH5MYoDqX+TwcjFhWaYWuz38hl019j3I2Qx78SAxCHJ37CWX9+RIRHJ3b9TVMcnmVGfr1bIW/EwML5WfxKUQ/9BJGYAZxoy79gvGZi+vncvg+gz55GZA5nRgMHInvuHzNjyt+LwPp76AlkJ5/3xDYpevzn4TyWbb4fO3beO0IYu3ueZ7pQQQ764GG3j/zg8Gzqf5GZOGflvtIdbLY84j7ky3y35sTwc+rgAOKf6eX9yhEf/IA4D+YTzIT7YH0UWqTynbm6lyffkcx+7zRB1gnt91j5Bim26K3dX4CD/vEB8sA/KStI05kL44Rwalv587YC+h5oLNRBlPztdfrLn8eeGnjmGnEqP2lxHSk3k47WkBZzfNFR2SX3wN8kkH29ZRGJ3VVYurkx+j5iGGuT98h1qJ+O4PBhToj/Zpcz/auy6rx/hmMRpC4DmbOyJ+/O4ipbQ/OAmkcvzKReXY0LdO3+rIxuBmsnxvw5LoOtRxfL80xUllnxfVvTQSoLiavnZf3PziYwJDgJrGu9Tmj0FElbpDnmb1BZBF/PXfe55mCTMxCu4khSyf0cWurS/m15zXqV9mhP4sYIO39DJl8vUMfdsmCM9JHqm9Z/L4tkX1/M5G19xOGZ6DPAvbq+twnqXxm5/7Qj8jLkrQcVwaO63bp40RgtPcPXWU+s1qIgN5FjH8Ia338O4klO9de2OfY9bagukTMmn1es4zy7ycBvxqFtns+7faCAunDntvU634T8SDDj1ME0olksLtoLCvZeN+SjE4S1NLAD3Nb/D9EPOACIuHwaGJ5jm/lY2bl9zwxt1mXUixf2reNmEn8s3yd36UY5Gw5vgykj0T9Ka79waXuchv0auDfiGSDS4EdimPLfvfaxEBO79vuxXXr/AQe1klHEKZeS6j+EmzLZPxS/pK4gchqHKnKSARYjsllcA4xtW+MyGZ4MXkNKiI4uhVwWe5g9PaJ7UPKaAaNbBbGZ539gFhS4sghxz2eWH/vz4zOWvHT8ufqntwhLQPp+xJLdJzDvGuk93I0Pl/b/GZ7rJA7XdfkL8/pjdeXy3XoT32vQwwGP88g1va+kJjSX2dyzDN1ncg+vx04btTa76Isdspt86WMD3QOLQ9iuYQziQGIvt8MziZuBn9IBDbfy/jA1ArkKctVNb4dIgKgVzJkGmpft7a61DimDJCuTSzL9eE+1yUiq2pHFhAIZ3gg/UP0+IZ5SBnMJq8TX+zbnhhouZs8iJ73p+I9n8vtfa+XCGQw0+p24DF5X+tnp9EmrUxkFX+27993uZy+mL+rfkU8XHWTxjFPbimnA4jZj4/v+joWsbpUtk+rMngmUZ/b7hezgOQchgfSH8zqp8f3J/Mpk9WBTxExgfNzHRuaYU7Mrlq6sa/Pdap+6PPSwE+JmUEHErOx30bEBe4n7tuuJGY21t91GwGrd30NC7FsZhMB4LOI5SPr5y3Ntz4QgfS7iVmNvb7XLa65noE+K3+nv6t4bReGB9JXpDEjhhFK0Ficts5P4CGfcHx4r84fwlXzvvrLcQaxfmf5YIPdiGzHL9LzDM8hZVU36CsQGebH5w/yh4j1T8fyh/d1DB6w+rTcYfsnsHHX1zAJZbRU7jxcnjtiaxavlZ3RHxFB4wuIBxdtRWRif5OY6rVZ19cyyeU2jViiZFggvV4j/RwG00t7ezPIxGZ7bJ7L5FYikLABsfzGnsQ6zbf0vQ7lz9ofiOyFul48n7h5/geDjPRmlv4UYvbD35nP8gB93Bi/TNnORYdrXEY644MLKxADp1cx5IFIfdry99nvc7v8ZSKIdweRab01sFTj+HJwdEViMOdrzeP6uE2wLk1h/EDWisT05b/0uS4Rfcdf5vb7bGKgYfXGMWW5lH2DE/P73tdsu/q0ERmIbwS+QfTBryae6/Hs4pgX5fb9rxQ3gcTg6eeIfuXmXV/LQi6neqD4zvx9/8lh9aalXq2W+w/X0fMgQ267/0BkBH8it8PXEf3pnYccX7bdj8t9gu/T45mNj7AurUFkz94MrNf1tSzEMjoot7+/Ju7/m4Mw8yyfSPSZ9snfa5cTS5f2PohOZA/Pbexbk5iRdw9wfMv7XpnL+DVdX0NH5bYMMbvqJuK+v65Hr8zt0DfJS9/2vR4R97ufJ/raC+wTNtsp4E25je/9vVxRT+YQy9ieRQwUzyqOeWlugy4hHg69OjG495O+16U+bJ2fwEM62ViP6we5MV8r76sX5Z9BdOpPY/y6p4m4Kfo9C5hu0seNwdrmxxLrCm9B3CgvA+xHBDrHiCDE+4HHEjfY36fnnfhcPi9jEPy8jwi+7E+MPk9rHFuvWT1GjEBfSQRAe7/2abMs6n2MD6TXmedTGSzt8lt6viYzE5/tsQqRLXtnfv3e3Gb9ENiw6+uYhHLanHiY0YqN/S+gJZBe/NyBuOEZhY7XPDNjitfKzIV5soiJh66dSgSxer8sFxHEO7/4jE0nMqYuITKEXsogo6i8mV6TmNlwC/CErq9jEa1LbyX6W3+l/wN8a+f6cm9uZ8aIZ6HsTctSHIwPpB9Hj6coEzeBZwDnETfPnyL62vcRgdA3Fcduz2Bpl13yvmMYnQD6NUT/eQti4OB24FPD6k3jvW/IbfcNff+85es9kOhPl0lP2xEJUmPA6/K+1Gi7NyYG9m6jx8+zeoR1ae/8+fxLn+vGUkUVAAAgAElEQVQSkRX837ndvovIcr2NmI32jMax8zxLh5jN8Lqur2MSymlHInnucmIW2rEUyyMSy5IcmT937268dzfiGVf/r+vrWMhltCQR+ziEmMH5HmJQs16mZZn83feXXG/q2NNyNJ4j0+eNiCddCLx3yGsvAA4mZi3uVexvBtIf0/V1TGJ5zSDWNv8J0c+s259yUHgXIvZ0H7GqwSWMwAz+Pmydn8CETzSveZq/MK8nAk+z82uz8hfD2Yxf97Reh+hF+cvhXZN93ovKRmROjwEfaew/ixhdvTh/Uf4d+AjzeUhEnzYia/MPxCDLO3M9Gst/f4JYU7dcGmBJ4incTyYC7b3NYCQyh08njzY3vwjzvulEIP1fRMe9nro0lcgQuZweP5yWic/2eEP9mSICeK8kHry63oh1KMps2DII1RpIz78/jp5P287XOTvXoz8QN8+7AE9sHLML8UCa3wA7FfufTKyfdwo9Dgw3yuIE4Kwh+1chMhyvp1grNr+2PzFo3OvnfzzCuvSE/P33wxGqS/+e2+vdiWW3Ls5/X04s+/NYGtOWGY01q+cSU9nPIGZ3PHhzR6yjfwNwI/Dm4j31Guk35p930f8A+oz8OTqLwczOVYgBhPkGP4k1rY8nnmPR+6SMfM2fyW30Eo3v+icA/0ssofjSuq7ln28hBk3/2PO2+5HUpdWI9ZpPGoW6RDzP6y5iYO9VDGaF3pLr0aYMlsGp69E8z66ip8EqIqB5KRH4/ArxjJg7c5mVMxvWIp799WAgnVhy8V6KgCk9nG1FDBKfTSR9XUsMqP+LiI0cxCBpsw6k35D31wkavaw7Q8op5fb5HsYv2bY0kVB4B4OkxH+V7dSobsQa+X8G9mjWE8YH0p9NrJP+XwziKC7hsohvnZ/AhE4yglJHEwG7eu3hm4iHGSxDTOM6j/aMoRWJztpI3AzOpxyPz43cmvnvk4ig+VNzB21L4iEZI1FODG6EX5sb/Wfl+rU9kVF8N5GFdxiwbeO9vf/SJDI6b8sdirrODAukz2CwNuxqxf6pjMA6sUx8tseFRObs3D52RFvKZmouh6cT09SaWegLCqT3dhmglvLajcGsmOtzWfwjt8v/r/6OA55BDPhdBLykeP9KNKbr9nHLn7kpRAbwOcSA31TmXVv4YuIGcmbeN4cIkh5Lj6e4P0p1aYVRqUv55zpEsPinxCyrFYmZauflvsDlROCv98vcFWUzmxiE+SHRR3zwIZDF708hbhKvBJ5bvPd5RN/8ZnqcDZuvtU7YeTWN2VLEutQTCX4+lsY6833eiAHfK4u/y4DCE4hlEm4HnpT3LUEsPfkh+r201KNVl0YiESpf7+dzO1Ovb74lcU9yPbF0xA+IRLKZxXt63wfPdeVGYtnIlYv9mzIYbDi22L8GEUi/l1i265/0P4BeJ2GeQcQAphP3c88iElLqJTrXzscvQwxu3UAkZPR+IH1ImZ1OLDP1RiIr/woisP4NIsnwqcRMmH8Az+r6fDsuq5fnOlQPhjbb6qF97OZxbovm1vkJTOgkBzeDa+S/lyJuAv9C3NycT3T2m2vpziYy15+KIzoQI2H357L7NjFSv+2of1iJ9an/SEy3Wb7Yvx0xWn8HkRXzWUZg6l9x/Ql4CXETfSPzD6Q/IR/zwbZj+r4xsdke/ySyQD5II+jXty23v18isjvGcifrOuKhPKsXx5WB9OcTgw230piOOyobsYzGGPBp4kE8b85lcnvulP4q7/80Efi8EHhZ1+fdUVntnMtqz/x3c334LXNd+lixL5Gn4vZ9sy495PL6JDHoUK7zPYcIoN+Zy+x2Yv3meR4i3aeNCCb8MX9nPa3YX36+6kSErXO5Hd74N7ahGFjv40bcj3wf+LeyjBg/0DCh4OcobEWdeSaRpHF48VoZSN+GGNT6VPGeqfQ4aGVdesjlVZfJi3P782nGB8o/mL//bso/fwK8s+vznqSyOZpIAtuG8bOH6kGaNYlM/THgPcX7VmXwsNGDiv19DKAnYub9+bQMzBEB9DFyAlTetzQRJP7XqNSnRpltSSQX1FnnPyPiS7OL4zam6JuP2la0TZvntukdxWv1Z3AqMVPkgK7P1+1h/n/u+gQmdJIxIngf45/SvhSx7tl1ROZQvT5VXTlnE2vI3cMIZQ5NoCzPyA3bdUTQb+Q6XkVZlB32Q3NdKW+ev0ZkMrwDOIIYsPkzsELX574Qy2QWkT29bv47EVP+r2BIIL34ophGrO/9ia6voePym8hsj2/Q8zXQicDT74mbln2JbMW3E+udPpA/W1sUx5fTuZ9HZDlcTyyf1NuBhny9jwH2aex7Ty6nj+fXp+X68x7iIUZ35PKpO7Hn0eMHrOUyqduapYp9SxMZZ3eTs2AZH3CYkT9vZ9Dj4It16RGXWz19dnkiOeNrxWsnEkGY5xDBmk/kv3ubDVtc+3/nOvEZWpZlYxDg/CqR9bksI9SvJIJON+XvuzcOKZeRD37mNnkakU1el8djiaUAr2H8mvplv/wYYobDPMtv9HGzLs2/DjV/Z3wCRp0du2z++7X5e+8gYnboO4n7t30m65w7LKv9aCxh21J+GxAz9S5j/LMJ1gGeWfzduwB6XX+I5VmOHfJaeU/ydeI+br1i3zJEpnpvnx1HDKSvR2RTb0+xhBbRt94e2KbxnnrQ76VEX2okMtHb2l5iea1LiFl5Lyj2J2B9Yrm7w7o+f7eH+f+96xOY0EnGh/V68oMtGNzwLEU8xOAm4Efkm2vixvpzjMA6jA+hDOsvzd2IG53PdX1Ok3z9SwH/STw0ZL+iPOoR+jVyHfte/vuE/KX5/OLfWIUer++dr3Gf3Pk6kkEguC2QXn8OpwAbEZnWbynr26htONuj7nh9DziTRhYiceP89lzHvkmeItmsM0Rm45pdX8sklNUcYrmkX9KYyk8EOesAVrMcNyaysL9GLFXW90GZWbnt/k6uW//RqCvn5fZ767yvvLk+LHdiex0Yti49pLJag1j6qGxzpuV+wnFExvlWDAZBt2/Wx66vYSGXTxlA+ECuO58d1iYzCPAdSA6id33+k11ORNDpN0Tm9N5DXm8GP/8GHNf1+U9SGc0iklDOzG3TfgweQr8eMRvm941yq/uW+xKzQHr9ebMuTbiMHk8sM7ZMsa++h9s2t1P7MJi9fgj5ORb5mOUn83w7LKc3EoNPvwS2KvYPC6TvmsvqOS3/Vi8D6PnaVsx9pjq2NL3xev2ZexKRbPCx/Hfv10In+pPfze1QnWBxPzGgsMOQelQOfi5LDJBeQMuD7fu0Fd9XM4klxw4mZlzXSyZuSST6XEwM5q1BLNd1fv7+G/mVMhbXrfMTaD2xYqSZyEY8D/hq8XrduNVLu9SB9OWJjKt/YgB9WLmukBvF80ehY5qveU5uvP5ETMmu16d+bHHMdOB/iMyOS4j19bYr6tkoBUE/nMvoE7QH0p9YHL8yEXi4lmKZjlHdGPHZHsAmRGbLrsW+5jpw+xBZQvvmv1P5cxQ2Ym38q4lpoSu1HLN/rkufomVQgZ6vfZrb70tyG/5DIqhyB/Cq4pidiRvGu4BXFO320kS20Mn0OBPdujShMlqKeGjTacTg5q3EQN5rGsc9lZiVVj8PZFvmDWD1vp1i/APV60D60eSHrDXLgZiFdUHX5z2J5TMueEAEPy9jYsHPE3J/qdcPy85t96W5bT6BuO/4F/Dq4piNiSy9q4APFftnEQN7p1EEQvu4WZcWWD675rbnb8S92QXAgY1jVs716L7cfn+AeQeTe91+N9rjPYmlOH9FTi5olEFdlzYl1kDfpc9l01Jes/NnrIwtzXP9RAzqN8CXuz7nSSyX3xMDn7sDyxEz8d5NBNKvYfxMmTJpZSNiCZzbaTzIvo9b8Tmak9vsy4kYyY1EAka91OSW+bN4L9GXup54VkM9CDhScYK+bJ2fwDwnNHiw41rkKYB5/8HE2rpzGSwl0Qyk/4m4if4n+WE0bkPLePf8IX5F1+cyCdc6Jzf4ZxLLAq2avwjuAL6fj6k7FWsTa8jdATy163Of5HJ68LOW//4owwPpO+eO6p1EhudRxBqOt9Dzh4dNpAzzz5Gc7VGUw57ETUzrgxuJZSW+lsup9xnnQ66/bJfqh2FNKX8Wx5bBz3EP7u36OiahnGYSAZjTgQ3yvlVyX+CwxrHbMngQ1A+ILOJvE8HQ3i7pZl2acBn9jHgI7deIbNhP5PbnX2VdImZWfTb3Jffu6pw7KKMlgKcBOzIkm5yWQHp+bRNiWvwB+e/eBmKIgMrQBzgD6xI30lcy/+DnyvR4WcB8jTOJ5KczGD/w8hvg5MaxG+bPZZ3E8u3c5vc6EGNdmlAZHQb8jpiBdijwfuIeZIxYqq38Hntl3n9c1+fdYXmVAc29GATSn1PsL4PtLyGyZDfp+twno2zy523l4nN0dG5nth1WPsW+C4D/7foaJqmMvkIsxbl6syyImZ/XEwN3OxX7ZxEDej8j+ue9r0/Ftc8g+t9nEINSs4n7lD8QS9rU9y4rEoMMO+WfdR00E30x3To/gXEnE0G67+QvwVuIEZ2vAm8g1qW8GVg1Hzul8XMpIvB3SZ87XY9SOa9EBCY26PpcFvJ1ziIejHVabrzKuvIJIvNlbnH8XOCLxFTubbo45w7KqJkhPL34vV4P9cFAet6/KfEAnyuJG6LjgSd0fS2LysZozvYosxZfRQxkrpf/HhpQAV6f69cWC/v8FqUtd7CuzJ2u5fO+emB4BrFGXnP5iDr4+XFGZNCBCGYemT9HG5d1KfcH3kM8tKd86OHjiEGs7xJBvS/Q4+VJrEsTKqO5uYxOJ4LEZQBhCyJgN8b4BxzulfeNxIOyiUGGs4g+9hgxq2GP3Fcqy6sMpNeD63Pz5+wyej4TjQgM30wkEZxNLE32nLKOEOucXkoMbJUPiBwX/OzzRtzLHUgEOzfP++olED5DLLOxFfDkot16PDH780TiPvAoenyPYl2aUBkdS8wyfyXFshBEcO+AXHbfAZbO+9chgp2X0+OBhSHltDHxLKHVadxz0BJIz68tmz9n36FYIqePGxEPODZ/T11AXkqSSL54gBik2aw4vrwX3pCILb0p/93bzx2x1vuvgXc125ni53OIjOrvEH3QqURf6mTgcEajX1n2izbJbfQuDDLL98hltH/+u23N9N4ulzQKW+cnMM8JxbSR9Ylsxi8Qo1q3Ep36MeJp27PzscMC6ct1fQ2Lw0Z+EGufN+Atuc6UWWZ1R37X3NHagvHrMj+XvKZ11+c/CeUzO3fQv0isPbk8805//Fguw082vxiJm56po1CXHkbZjtJsj7kU0/uI5RD+SQxqjnsAbf693rda7ry+pOtrmOTyOjjXjbcyfvBhCaKDfy7FQ56K1+uHRX2UEclcyO30Rxl/Q7MskQlzVS6Pu4ETG+9bMv/s9QPprEsLLJ96kOG7RPbZsAfSrQd8i5g9Uz7g8BTgBvq/lES9FNAviLV030wE9W4jP1yu8fkrA+kbEwPqtzMCmWdEoOqefP0X5d9vJ5aaOpxBEHRZIuhyGfDvxft7f8NMLI04BdiBCAyX7dJsIrHlZqKffVuua8PW2u9toMq6NKHyOYYIoD+fYvZ50YYvk+vXfcDRxfsOzGW6/WSfc0fl9FFiFv4YESs5ksZgJkMC6cRA12uIvtQeXV/HQi6jOcRshp/mOrMp42devy2X36nM+6DM5YnlSa6k8TyZPm7E/dtYsxyK1+vP31vzcVsW9Wk2PY4HEEkYRza/m4jg+QPAyvnvPXPZ1AH0ucRzQXo9UDWKW+cnMKGTjKVdNiNuam4i1mweGkh3c6u33MmqlyU5uKwjxHT2+4mp3HcS2Y7vJDIZziEyifu8hm4CPpLL5gFiytFdxBSut1I8UbvolH6c8dNy5wmQuj1YNqMy26MOwJxJDtYRU5R/SUz3ez6NLIbivXvlDvxak3nOXW/AmsQMq3+Q14YlHmp4WW57VpnPe99BjzOr8zU2lyApb3amEcHzi3LHdUsiI+1+4IjiuF6vfWpdmlDZTCWyy8aAHdvqV973JODPxHN1ZuZ9+xAzIlft+loWYhnVwYUzKdZUJjLvfgecUOwbFkj/MxH4G4nnDxFBgpcSy/59G9iGmHl1CvEMlDEi2PI+Yv3964m+5T5dn/sklc9cYi3YnYjMz2bbfQnxPKKdiRl7++c6dAIx8Ff20fvedluX2stmj3z975tffch16EtExudz875libWIex0Yztf6+fwd9e5cd76Sy+1DxIBD2WaPC6QTy+beA7xnfmW8uG9EcuX5+Ttu7cZrZXLP23PZ/ZUYIH49sXTQd3N9GonlSoEnUiSAMSSDmogfPIkYwHpD1+c8CWWSiP7k8eTZiY3XNyRiSa8EXpzL74Di9RcRSQrP7vpa3B7lutH1CbSe2JCb4Pyl8O3cyH2IRiDdza255U794blROzjvOzg3eEcR2erHEkG/+gnUtwKbdn3uk1A2WxE3Lw/kDsR/EWsJ30dkCF2UO/Br5DK6i1jiZd2uz31x2OjxiHy+vtlEAP0HDJ5CXrfbmxLrDZ9D3BxOa7x3mdzhP508FbfvG+MDBKsQ63neAbyWWBZpaNDz/7N33uF2VNUbftdNgxCkiDSpioqI8BMQaQpINSAioSNN6S00pQSSkITeEUEBFQEBpaqIoLQAEkAEQm/SCR1CAqEl+X5/rDW5k5N7kwC5Z5I5632e/eSePTOHPZt9pnx77W/h4kKfZrWz4j6aHffG3bJUZ6VxtRZuB7BYqW4uPEHkfZSSRde55Fia7n7aFxcORlCy/elk34Fx71sqPs9NRBbVscTz9I10ELWJC55/Ac6fyvGF3VutI9Dj+nJO6XNP3DJqHJ53YcGoXwhPanwOvoKhWCkzMcZfre9z+LP2E3hk+RTJjYFVcXFqkYbr1wV40MoUvuB1KzmWpruf1qb9XWSTqOvwPR9/j5lI+yRyr7pfk+I8f4m/q67O5CurLsYnYaZYjYcL6Q/THrk+uLStljoKsCs+cbByqa4zi8mNcEuS1/DJicdw4bS2wVB40NNWeO6BNeMa9Shuh1is3O9wchPXBA6s+hya2FezF//iq/eLnI2L4n7oL+B6yoGlY76GC+iX1vU31sql8gZMd0PbB2sPXEh/CfdqbpkXwiyfrjC5kH57PLBuWRpTxWqGDfCX7tr6e+PC5zqlz9/GPePfIGZJgaWBnfGovFF4lOcNpYf4YdTYAiDLdI+j+/AIjQ4nVfBI4TfwaKpB+IvhPLgQ+ntqnvBxOvpwMVz8LDyIp4jIj36+IO51tfZljvNdC1/qfx/ww1J9IZi30cHkFD4hc0erPqTmWJriXMsvfbvENehOYJUO9i1WVBW5HL5JDSPyOumnDeMafiPuT10WY/4U9///4MnDf0KDOEXN7RPj2fF/eCTjPKX67rj4ORaPVFy0tM1wv+uNcPvJO+v8TBnn3Ae3dLueqa9+KVu7FNf00/AI9dqu/MyxNN19VBboVo7xNJGw/GvYXry3zYWLnlNYcNb1eQBfJTUROK1U1yv+3Trud3N2cuzO+DPW/nXvpzi3S4DbprFPeVx1p91W+HN1vi7RnnD9Tnz14pp48MApuE3iQNo9vhtXiK6DrzZererzaFJflcfIMGL1K+06Ul9cl3weX8UwL64z3YkHJE6mN2WpR6m8AZ+ose0vOz3wJEhPUko2kiVLZyVuFsfhL8lXNmxrCUGYdu/qP1LyecWXZd2ERzL2bThmMXxp5blx7PvA16o+lyzVFdotXMbjNkBHE8mMOnjQ+jbuu/9xjK838cjQe2mNaKEewNeBvYEj8eXbXy9tXwKPdHkf99EriwxzAmfjS5VbJvkqbgXwUIybspDeWWKeJXER8MQ6P6DmWPpMfbc7HQjpTC62nxzjbvaq29vFfdGz4fO6cW2+GVgx6o7ARZobcB/Zwl5iTDwr7Bn71XayoXSfu4F2q7Lyi3Qv2sXPq2lPtNpoW9a76nPp4n7qE/fzd4C5oq7T63BDH34Rn6A5u7Prex1KjqVP3W+r0oGQ3tB368TY69DDuY4F+Ao+8fQ4sEfDtp/GM8Bd+KqFAbiXc/let3Tp71o+M+EBF7PjwRXnRF2nq4NjXC1a5+tQw/n2ifFzI7AGk2sCc+OBLGNj/DQ+M8wD/A635lqgme2eGQrwefxZ+wU8X1whkG8U1/jRuE3wI3i+nWIioiXGViuVyhvwiRvcLqR3ZyoRD1myNJa4MUzySK+6PU0+9468q8sPoivGxX8MsEEHxxcPJFMkqcvSOiXG0ZP4UtvF4gFhqvZaeCTVBrgH82G4vcv8VZ9LE/pqjnjQGolPIrxJu4/wT0r7FVHE7+LRnj3jt/YbfNKvVfyGy8uOf4QvO24U0htfoBfEl7z/j7DhqGPJsTR94wdPEro5HmG9HJO/GO5BJxHpeNTZ9fhETG1fdGI83MqUgQSFkP532idbNqfdH74bbi9xIv7iXdto2DjfOfGggRsJaxKYMv9SjLmy+Ll4aVvtc8bQHl39Lm4tcUbj+TfsX+67xXBP5+epsUVgjqXp6qMlcQuXTXDB9wulbavTSUR6jL/j8HeX2uauKPVFn9LfSwH3x+9v76j7RlzH/4tbJd5D+wriO4HfNPRfLQX0hj67ChczO/wNlfpifnxVdm2fI0vn3B23F7kFWKJU31bqp/nw5+/38YnO78f42hoPxBtNawRCdRa8My9wEZ6r4kzahfJF8OfJDeM3WlzrWyJYs9VK5Q34VI2u8UtOlq4tTG7tMsXyvzoWOhbQO3qIX4F2IX39qCseMPI31+IFF1LGxIPXoqW6TvNUtOq4wV+cR8bvaQ9c7J0LX0r737j+lH3zyuLnz/CVH7UWPeO8e9LJajLcDmgKIb20fVfgrzH2apvDIsfSdPfRNfgEXyEajMf9TTcp7VdEpN9FCOlxfzwPF4drneSY9giqN4DfNWxbD/eBnQgcWqpvnBSt7fL2OL85gGdxQaV4XiqEhV54JP7Opf3LdhyX130Mlc67WNl4LbASPlH3DvDL0j6dCRA/i2v3KGqcsC/H0nT10TA86vUjPFfVRFz8LduNdCSkt+ETxa+W+7CuBV999giTJ4AuhPTH8Ofv9/CcMQuWxtn38QCWh4CDqz6PLu6j3sB3mdyW7Mh4FvgZ7UJnR0lqt8Qn9L5a9Xk0oZ8WwZ+r9+joGk17ZPU8eB6LYiXaxLie3UwLWHHSbpE0Gx5osC2+4nP+qP887UL6L+lEKKcFJqtatVTegCxZml3i4b+ISP9F1e3p4nMtvConeS3SLnD2jH74Wmn/spC+XtXtzzJzFTxh6Bfj72IcFXkqOo1IZ/Lo4VpGU5XOrxAXboyXnMakqt+J/poI7FiqXxSPDpmIR3/UVlyI8+0TD+eP40LMj4FvNuzzYzzJ0YNMLoauiCeG/gs1jorNsTTd4+ix6KNt8AiqNYFD8JfnZ4DdSvvvRruQ/n3c1/JdajwRE+ddTIgvgC9BHs2UQvpaeETxjYS1S9R3eC2vY8HtkiYCx5XPHRc9H4lxs2DDMd1xEWYi/lJd66gz/NnxQVwELp4HFsFXBU1VSAe+hE/k/JEaJ+zLsTRd/fMrXATfH/gWHum6fdzzJwCnl/ZdjXYh/Ue4qPUhcHhpn1pem2JM7IB7mQ9nSiH9vuiXW2lPKNqpFVCN++mc6Ie+tAvBxerZR/GJ4qK+V+m4+fCErH+hEy/5OhV8xcfEqV1/aZ+EmROflPkesDHwZcK2q44Ft0ws540rrG3GRJ8VSaBXiu1lIf100vu8pUrlDciSpYqCR/INBZapui1deI7d4mI/kRDKaZ9Z7RkPFjdTSnIU21YArovjWsZnMMsnL0yep2KqQnorFNw642Hci7IHk0fENCbNGoFHhC5fql8CF7haIcpj67jGfBwPoGOjXIVHDy0S+62KR1HdS0ShRf3CwOeqPo8cS5X2UTdcjLsFWJwphYO1Ymw9B2xWqt8FF94/xKP3Vqj6XLq4n6zh36kJ6YW1y020pn/+l2lfrTgw6nrFNegOOrGRjH02o/7CcHHP34EQ0EvbFmX6hPTPU7KmqGvJsTTVvtkJj2rtS0OEMG7FdVn027DSMavgE+5FVOyg0rZaP2vi0bBb4JMOtzO5kP4l/PnoaUoe6R09MzTeI+tUgGVwG5vXcH/q4n13ddz67mF89UJ5Uvgr+Gq9t6ixHtDQT5vGs8/S8XmK3w7tE35fA75XdZub0CdFEuc3cW1knai/LMbUhnF/G4o/Oz5Eew6ZeYEL8WfNUxrvd1nqWypvQJYsVZU6P3QRS65xseC5eHiYN+rmiBvAv+nERzAeVq8mk4hmmUYhhfRyX2yHC1D3EBFmlCLJmFz83JaGCOLG/etegH2iD84EdsSXl96DizBjcbuSHWP7vbGtX9XtzrE0cxR8ufH9wEGll75GwXhN3Crgb8DcpWP3jmO/UfV5dGH/dCqiMG0h/c34/dXWBqh0vm3xIlx4wC8EnBq/qcG4ndIIOhA98cmulkj4GOd6LZOv7LCixOfpEtLrWnIsTXc//QYP1pmnVFe+py2Nr4p9ndKqWDwi/Tpg33KfV30+XdRHjZPCs+GrFDoS0gtrl6eA3atue5P7qSyKfxWfAH4dF9KL54I18UmGj/AVIEfhdm/D8Xfk2q7W66C/vopHVJ/U2Vgr1f8DuKDqNjexb1aNe9d/8EmrG4AfNIyxHfAVtJcSdpRxzb8AX/m4U9XnkaVJ46XqBmTJkmXGFnz52nP40vbu+PLIl/Hlt1+IB607O3mILyf3m61Zbc4yaxemFNJfwpe21T7arKEf2oB94/d3Fw0+qPG3lfZ9ETilXF/ngq8A6t9Qdxi+dPu02N4dtwY4DLgSF5JfZPIEWXNUfS45lqovwLeZyoqpUv8UkzWrNWyv87Lk3rjv9LYd9EejkP4WJcEztvXF7ZYWr/pcurif5sBFzpHRX0Xyx0Wi/gN8YgNvgGsAACAASURBVHiKpOq4ldCl+It27UViXCB/FY/E26VU3ziB1ZJCeo6l6e6n3nhCzDOmsd8a8WwwoKF+4dLftRTQS+fXuIpjWkL6PcALlDzl61o6e87Bo6dvwlfnbVS6Ls2Lrwy5Gbd3+TdwBC2Qe6Chf+YCbsPf035Uqm/Mf/L1uB7tXXWbm9w/q+I2iE8BTxATfUxuAXQ0vopx0VLdPPjz+nlVn0OW5pQ2kiSpDWb2OdqjEW6TNB5/MP8FvoT2Vdw+4ft4UqfysX2As8zsJwCSPmhi05NZGEkTzKybpI/x2fvHcRFm9mpb1jzi/Iuo6lNwH8G/mNmCRf8ASP60hUfvzY6/WJfra4mZzYmvgNkurjUASDoWf5HZDzgWf0F+UdKxkjbDI8/2xpNl3gX8VNJ7TT+BJpJjqXPMzEofFeXzsa1beV9Jiv3vwMWYr8d+bbH9nWa0uSLmxj1MjzSzH0N7f5T+fRVfNXQ1sJmZbQLex5KuxZd7P1fVCXQ1cU26C8+xcBV+/XkDQFLhcXoq7pn70w6OPQkXaQ6XNKF5LW8+ZtYm6QXcGuFj4BAz2xVA0sTYXoyrF/Bl738CtjGz38d+te2jHEvTR1yPP8AnWJYws16N1+3Yr5uk2/Fr9/fMrEfpuj2q+K64T9YKMzvCzH4N7c/WxbZ4L/srPsG+FP4bK7Y9hQdPjcdzW9QWM5sDuNjM9jOzlRs2P4mvanwYz7+wkZn1lPQW8HNJawOrS1pd0jBJTze39dUSzz374GL6QDP7YdRP+i2Z2TzAwfiE6DVVtLMZmNl8ZvYVM9vczNYysyUkjcBX438B/43tACDpQzPrFYf+Dn/mXjm+pxsuqv8PmCOuV9b430tqRtUqfpYsWWZMwSNZnsaXXy3SsK0HsDMejf4kkTyF9gjiPsDZuNBQa3/YLF1XSuOpe+MYrGPBxcs5mHLZrQH98UjOu+nYjuPH+GTDasUxVZ9PF/bT5+La9E9KUWQN+xyKRwv/Eliyk31qm/Qpx9J09dEcuH/p2vG5G+25PQoLs84SGr8HHFj1OTSpn4rkVovjq9CeZHJP+MaI9MVwwe/YqtvexD7qjdvV3Ah8dSr7FVHEE4Ejoq4PbkcxjtawuynGSTGulsInRJ8Edi3t11FE+sV4dN4CzWpvjqWZrxT//0tj4zzgFTpYYdVw3HW45UatrclK59sH92B+BTi+VN8YkT477u89jljtUfr91XaFVZxfd9yerVid+BT+bnskvnqhsFJaAk9G+zY+QdWz9B2TXataseA+3+/G9XkIvjJtXjxx74X4RFdtE64D38GT8b5cGktv4RPA8+I5Lcbg0eh9y2MHT846BlizVL9qXKtqaxGYZfKSkehJUgMisvM2fGZ5P3nkS7HN5BHCfwROxB/S7jKzueRRDnMDJ+PewytJurf5Z5DUAbVHpI8vj8E6EpEwp+OTVtea2Z5mNhtMigQ+A/9dLQj81cwWkjTezLqZ2RfwxGHP4uJncUztiCi7kbR7BY4qIsqKfwEkHQccjkedH2hmi5W+o4i8HtvMtjeLHEvTzfLAz4ABZra6PGLzKjw69lAz66GIioX2fjCzdXCR+M6K2t1U5CvQkEeRrwrMCRxvZptFvcpRUpKex3+fSzS/tZWxN/7SfKCkJ2CKVQ7ApCjik/Hf5xAzGwycgNvkrS7pvqa1uMmY2WxmtjA+fsrj6il84u5Dph2R/nPgO/JVD3Ulx9JUMLPDgevMbNnSveli3Jrkj3HdnmBm3RuOmx9/X7mlGHt1Jn477+LjYTiwvZmdCB1GpL+PRwj/DVjFzPrE789wca/DMVgTJuABBQ/iq6svwVeBHICLov82s18BS+J5CO4Afg1838x6QnvUdY2flaaJpOtwr/g38CCW5/AV6ifjE+urSxpZXQu7DjNbFbeqeQxf1TE/nlvoGmAA7pf/ES60LwycZmYHmNmCwA+BQ/CVDrcX3ymPYP+xpIebeCpJlVSt4mfJkuWzFdqjPMfj0QtHE57BTBkZ1IN2j/RHgC/ikTG1joLJkmVGlvjNPYaLljfhftTv40uyy3kFiiji55g8ivhc3Bt1marPpYv7qQ8eJXQjMH/UFasVeuITfxs2HFNEpJ9GJxHpdSo5lqa7n4p72Pq4ncRwYFk8CvQ/eKT5AErRZrH/PPjS23uodzTs7PhqswHAPg3blohng8ki0kvbv4ILEgdVfR5N7K+/A1dNY5/ySoaF4jc5MZ61av28FL+r1/FIxX8D+xNRd6Vr+NeAB/AJmHKy0ZaK8syxNM3+GRj3tX8Cy0bdHLhVWWFP0qvhmB54pPXLwMZVn0MFfbYQcBkuap5Yqm/0rT4cj56dv+o2N6FP5gD2KvoBtxt5DE/U2xsPItsaF9VfxCOpX8fF0onxnLRu1ecxsxXcDm9FPEBhN2A5YN6q29WF5/tF3Pb2V8DnOti+X4yX62JcfQsYG3WP48EuFxHP5/iKyJa412VpGCtVNyBLliyfvuACzJNxUV8Mj8p7Dfc57RP7dCakPxc3hXGkhUuWLNNV8Ki8Z+LB/CtR1xsX9V4nEvGVhIayHcdd8YD/HvB/VZ9LE/pqYFxj9mHypbS9cDuAEXScZO0Xcdzx1HgZd46l6e6ntjj34l62AS4+3YYLwJ8D7sUjY6/Fc358I16o/wiMBpar+jy6eBz9B4+MGo0Ln39v2GcJ2oX07Uv1C+OTDC/QGpNWhosGjwODo67XVPZvo92K4kt4/oalqz6PJvTTOvF7mlj6bb0D3IcLwGvGfvPiK40eIgSuot+qPoccS9X3T+nvA+O+dSNhERFj51w84vMh/L1kGWAtXBx+F/eIr/xcurifNon7+lGUxEt85VlHQnrxPPA54Hw8Gn32qs+jCf10YFyPBsfntqh7GZ/oK6yBeuHPUVviq68fpd2u48tVn0eWysfRWnhwz3dLdY2TUwfEeDk4Pq+A2wK9iT9fTmZxlqU1SzEIkiSZxYilfW/jLzjbS3oh6q7Ak/GdBxwj6d1YJjixlFSsB57caGtgX0kPVXUeSTKrYGaz40tD58Qjqj4I+5oJZrYoPjG1vqQbGo4zfMngUbif4/dU06XbZcxsSTzB2kbA3pIuiCXb9+NLjrdUJ7Y/ZnYAcL2kR5rW4CaSY2naRDKwj0r3rzbFMmwz2xBfensnHoE9CrdG2BSP4gMXbZ6hxvc4a08m/jQ++fQmntx5MO5XfUlp3yVwEWsOfDXDy3g08bJ4hN79TWx6ZcRv6G7gTUkbFnUqvRCVnpUWw4MS9pE0OqwnPq6m5c0jLALXx20Q7sAtpRbGx9a3cH/vp/GIvHfxSPWXgIslnV5Fm6sgx9LUKa7h8fdBuFj8JG59M9LM5sIT920PrBSHfUAkhZR0Zhw76dpfJ8zsdFxE74EnMnwc+JGkZ2L7gniemNWAKyTtF/V9gM3x3+UBkn5bQfObSoyVAXgE+jBJA8O6rT8upo/C++6VhuMWxlekjSv6NWldzOwX+DhaRA0WkaVrdaGlrIgHGb5uZqsBw/BnpYmN1/mk9UgRPUlmYcxseeANSS+VhIYeePTCtIT0nnj0wjtVnkOSzCqY2er4b+sdYICkK+MluhsuKlyP2yONx4WtRySNi2PbgD1wYfh/VbS/WTSInYvgHrDr4cskD8KXRk4hoJtnvu8h9wWtNTmWpk74xD+CT7aMwD0qH5f7LBf7bAxcjUfl7y7poRCVV8FFicfw+2Mt73EhpNyPCy+7Aa/EJMxSeGTe7vgkw+t4pNXHZvZF/De4Gj4J81/gFEmPV3EOzSZejg1fyr01sK2kv8e2KV6KzWw3fEXNKp1N+NWFEKlOlLRbfO6J51v4HR7t2l/SK2a2EJ7Abz1gY9x+asn4mruAH0ga3ez2N5scSx0T97a3O5oADwFrHyYX0rvjUZ9r4lHEr+LX7RfimLoK6OcB/YCd8HvVvPh97nZJ25Te1RbCI6r74tf62/Ck0esDJ0saFt9Xe1Ev7u8DcdG8IyH9JVxIf7UVJqmST46Z9ccnMxeT9GZn15fY7yQ80OCZhonRbvKcPEkLkyJ6ktSIUiTjdAnp1bY2SWY9zKwv/gDWExgk6bKoH4w/3At/sf4Yf1H8PfCspCsqafBMQETgnYono3sWj+R4umGfPsBZ+OqaA1vhATXHUueY2Z64OAW+HPvr+NgZgVu2DJf0YiSIug1PKDZY0q0VNLfphID3V+AHwCaSrjGz7vKEs4vh/fQW7v/5Ep5j4K8RUdWGj61ueG612v7W4lx7ABNUSk5oZsviEwwjgF8UqzkaImcXwCM9xwO7yJP51ZIQp+7Dk8xtKOntqO+OR7yei9tM7VkSNw334l8bf9ZcB9hZ0qPNP4OuJ8fStDGzXxMTenieheuAf+H3rXdjn/54Yr5HCSE96juaeKjlu4qZnYNHoG8H3BzvZb1w+7Ex+MqOj3GdZpy1JxDfCrcC+g/wF0kXxffVcqKhI6ZTSN9E0mspdiaNRET5cFwXGRR1k64zJZ1kFXwV1reBe+t4HUo+GymiJ0nNmF4hvdpWJsmsQUTEHgKcJ+n5qNsIT+DbC9gLX/J3DP4Q/1/cP3ZrYFXge/hL0VKS3mj6CTSJuN4shfsFzosvx360EFTMrSSOwn0qdwEuKwkMc+JWHD8DVpN0T7Pb3wxyLE0/ZjYP3geH4gLeX4ENcbuWL+CTCzfgEwuL4yLxFXjf/rOKNjcbM9sXj+p8C/fu/LeZzYaPm4+Ac/BVH3sC38QtlS5sFWEhfm9DgOXxPvqnpPNK23+Cj61bgZMk/au0bXHcs3pT3Dv1sWa2vZnY5JZA20t6uUFU6IVPgJ6L2wEdIOmZRoHTzHoXq2XqRo6laRMTLr/HheFH8Em6eXDf+DtxQeoSSfeb2V749f1FfIXDQ3UVzBsxs21xG6QhkgaXr8dmdh0+YdwTmIDf904qBx2YWW/gA7Wv9mu5d7ppCOn74ve/70p6vcJmJjMhZjYfPrE3D26tdU3Ul1fQtuH2eNsBa9R1NWPy2UgRPUlqSAdC+reBy3HbgNpbJSTJjMLMNsN/O38AjpD0UtQXUcQLAfMBG0v6RwfHrwE8X4imdSQEhrOA/8MTg43BH1BfBg4pRUsVEekb4HYkf8ZftE/DPVFXV039vSHH0icl7CWOwO1Hfi7p5BBqVsejXtcHVgYeAJaLw/4I7FbXSE+Y4mVvF3yi4RU8Gd8ZuL3GdoXwYm7hcj0wWtIa1bS6uYTIchceOfwaLkz1Ak6VNCD26QlsA5yNJ+i9GX+5/haesHYZYCPV2Cs+JjAfoF1AH2Ud5yDogVtPFEJ6f0nPxbbiebOWImiOpeknJvF+iYtP++P2I4vjEdSr4v32PC4ib4Anz3wFn+B7sIo2NxszWxsX6NbFbe2uivrT8QCDE/Df5FZ40MGl+EToGEmKFSAUf9fxNzc9TEVIPxTYFn+OerbCJiYzKWa2EnALfn0aKunq0rY23J7sIny1zM9a9TeWTJ0U0ZOkpjQI6dcDi+JRnjkznyTTSbwU/gQ4Exd9D1f4mYb4eSweadW/sNmI39z4VnjwChHmdtx3+XLco/p9fOnxPriIcLCkU2L/spDeH/ev3o6aC+iQY+nTEC/Kg4ADgKMlHdmwbUHcbmJlXFxfUzVNRtsZZrY78HO8L54Fvi3p/UJgCeuXvwPzSPpOhU1tCg3C8F6SHjf3if8d/nK8lkq5BMzsW7jw8i086eobuAD6G0lPNrv9zSImPx8GngB2jAj04rmxF/AP4EJJv4/9y9Yu1+PWJU938vW1IMfSJycmFC7CraYGSjo16ufHPfTXBr6Dv5P0isP6FWJyXWlY3bEyMBTPK7A2voLvIHzV2bWlyas/4qtAlpP0VCUNn4lpENKLyP42YG5Jb1XbumRmxjw5/WV4Yuw/4fc1wxMc7wb0BlaSW+S17GRV0jkpoidJjSm9EHUHFlSNkxklSVcRgsKOeITVn5hS/DwGfxk8oiR+1v6hK15gRuICw+6472nZK/Y7wGG49+fOkv4Q9YviibK2xO1KVq17hF5BjqVPTsOL8lGSjor6yZaxm9ncqmlCw5hMWRKPuH8XGAU8IemD2L4bLt6Nxn2r74p6w1c4XIgLpvvjQYy1HE9mNjvuTd0D7yuVBKmVcVuJ70m6veG4XkAbMD/etxNVc8sbM9sbvw6dIOnQUgR6L9wffSyepO+V0jHd8QnSS4GLgZ3K1/w6kWPp0xNC+vn46oVfAH9UyYLMzL4ELIxbuA2XdH4FzawU83weR+ER6eAJZ++ObcW723b4yrXlJT1cUVNnauL5YAA+kXyEpGMqblIyi2BmywOn46v1u+PX+mJieasQ0LvX9R6XfDa6V92AJEm6jngI6xY3gBTQk2Q6KQt0kj40sz/Epl/G9sMlvSjp2lhdewww2Mx6Sbq4riJVQUlgeAX3qp4kFBSir6S7zOwYYAHgZDO7X9JISS+Y2aH40vhzJD1U1Xk0gxxLnw1JY8xsSHwcZGZIOqokaBWesrX0rYxo2EuArwFfjuqJwJVmdpGkv0o6JwTznwNnmNn+kkYAc+JCzdLAHqq/d+5awNzx98qSRoSo+TEeFfww8NWIin1B0n/Af5dxTGFRYk1tdTVcB5wC/MLMxkkaEn31X3wyZsuygA4QosJf8Ij0R2ouLqxFjqVPhaSPzGyn+Hg8IDO7UJGwFp9wf9rM7izGUOOkaF0wsyWBJfBr8avA05Jej/E0DL9v9cNXEhXPTxNiImJZPF9BRlV3QjwfHIP7oF89rf2TpEDSSDP7Ef7b+yae+PkR4MlYxZcCetIpGYmeJEmSJExa3r6JpEvic2OkaxFFfAYeiXdA8VJoZhvgifxeAdaVNLbZ7W8mESF1Nh6xsbGkV8oPnA1Ll4tEWpOi0aO+tg+oOZZmPA0R6QMlDau4SV2OmfUB7gFewhOE/wv4Bm6DdDTwAnCspHNi/93wyM838VUgP8RXidTaLskmT87XD/fSnxf3+b416ofiEYsFE/Bkh3/DPa9vr/uEVWF1gCcmHGdmC+HjpT+eOPPHwDhgi8aVizFxaqpp8tCCHEszjlJE+mb4OLugrquFOiJE8o3wa/ZEPGHovcBFkk6LfdYAjsStXTaTdHX8TrfCn7EOlfTrKto/K1HXSZikGnI8JdMiRfQkSZKk5YlosVOB/YD9JJ0Z9R2Jnzvj4udxkgaWtq2LRxnV2icWJokxewMH42Lvpip56sY+hSdzG55M7M+SDqy7PUmOpa6jYen2oZJOqLhJXYa5l/kFwBfxCZfny78bM1sLn5yagE/CXBn1u+C/yyXxyKrvSrq3ua1vHhGpfypwVnGeZrY5Ln7Ogyeg7Qsch/sO340v294Ez82wHJ7TYelSpGztiIm9Ybj/8nP4yoRRZrYI3i974kmhl5f0csOxffBJnPmADepqT5JjacZTEtJ/iOe3OF8t4FdtZr/CV2wcCwzHI6VXwBNAfxU4U1L/2Hc1vG/Wwyey3gOuxfOAFPZltX5uSpIkmZVIO5ckSZKk5Qmx98/A4sCwEDzPkHvENtpxXAIsAxxgZpcqEhlKuqG6M2geJb/OM3Hv1wOBv5jZJhGR3k3ShNILnwGzAx+A93U1LW8OOZa6joal29dU3Z4u5nN4BOOFuF2EShNTJumWWBHyL2BnM7tJ0mhJ58UEza7Adqqxl25MqjwS5ZmifyRdHi4aR+De1XPhIueNpYmsfwOHmNnawP/qLHqGODwCt4W4Ck8M+gaApBfN7HT8+nwI8FN8lUP52BPxiNp1aiyg51iaBuZWZHdKOnt6j5Fbu+yIe+ifBNxIze1JwspmI3yS/F+SPo7x9LCZjcQjz/c1s7GSjpB0h5kNwidEiwSrneb/SJIkSaolRfQkSZKkZSn7lcaLzGD83jjU3Hu5I/HzHXNf2L3wyLzaE/3UGxhXiCgh5p0RuxwE/LUkpJetWjbBBZtriu+qo5CeY6k5RJ8NagFRYSk8svW+0nhR8W/8joab2YH4aoZlcEsJJP3K3C+9lj7xMFli40fxBJeTCZchfrbh16YvAe8Vv7/iK2Ky7+amNrzJmFlv4Bbcj3lPSU807iPp2YicnQ2/XpmkYRGBfhKwPTW2BMqxNG3M7De4xciFn/TYEJG3A86TNHKGN27mY1XgMWCEpI/LGyQ9YGZH4isbdjez4ZL+JenOsH9pA/4uqciZkgJ6kiTJTEbbtHdJkiRJkvoRy9tPAf4B3GZm68UL3pH48tuhZrYfQLwwlyee5wJGAbWMOCsT/XQ63k/XmtmeZjYbTBL1zgBOxpPz/NXMFpInoOtmZl/A/VCfBR4vHVMrciw1l7qKCuWJGEBRPh/bupX3LYR0XDifAHw99muL7XUW0OfERc9ngB3ktiRtsa3NzBYEkPRnXAR+CbjEzFYrTUjUMqK6A/bG/ZgPLAT0hnEGeEQ6fh0/HRgSk4AnUH8BPcfSNDCz3+LWJBt/2lVSkj6SdH18X231h5i0Whd4ojwZU37ukfQYMBj32l+5VH8H8NMU0JMkSWZuansTS5IkSZLOiMizu4HVcGuIPsCfzOx7ku7Hk6wV4md/ALUnzfwCHpE1Cn+hri3RT//Fl6+PxzPYn4LblPSAKYT0BXBrlwVDWDgmjj1A0psVnEKXk2MpmRHERMw5YQkBcB/wNLCXmfWUWyi1lfYv7CbuxcfdXFDfCYaCEKlG4LkY+gKFhdTEsLH5L/CD0vXpMtwL/G3gQjNbs+591MBawIvlCODGicxCVA8h/QT8Gj8Q2I16C+g5lqaBmZ2A25JsLOmGjiZgPil17bPomw+Ad4AlzKxX4+Rn7NdN0u34BOj3zKxHafJzVPFdde2nJEmSWZ0U0ZMkSZKWohR59gqwNR5htTpuOXIwgKR78ERPtwAnm9lJZraMmf0IOA3YENhVNU6QVeqnF/EX6O/jCbHuxhMdLhz7dSsJ6afgEel/Mff73hZYX+H1XTdyLCUzkOWBnwEDzGz1mIS6Ch9Ph5pZj7KFRCGEmtk6+Hi7s6J2N5uf4tY1bwPzxkTChBA978ZzMPwzLCSKvrocGIrbK51pZrPPCDFwZsacz+O2QCOjrldH+8aqhjYzW0CeVPQsXERftq4CepBjaSqEhcvBwIf4ZG8xVqYQhqfxPVb6e4nOxuGsipktUPwdwve9eIT5vDGeGlcRFSsX3sMtlNQomNdxxV6SJEldsLxGJ0mSJK1CRHs+DDwB7BiCQfGSdynuG/sPYDTuadkDGICLW93xhFgvArtIeqDpJ9AkzGx2PEpqTlxI+cDaE4ouCjyHi+M3NBxnwL7AUXh/fa+uIkyOpWRGUUSVm9n6wN/x397eeCT6cFzoOwY4UdJHpePmwVeALAdsJOnVpje+AszscKA/cBewjaT3zOxhYAywuaSXSvtOysFgZpsB90t6uop2N5u4Ft0NvClpw6KuLNCVxt5i+BjbR9LomLT5uONvrg85ljrGzM4DNgX2AdbEJ8QvkLRvbO82PTY2DX12MNAP2FLSC13W+CYS42cLYHtJD0Xd94ErcTF9g5iEKeeJwczmj31ulDSogqYnSZIkn5JMLJokSZK0EjsAiwGXSXq55DnZB08G1RPYCU+i+QCws6T+5gk0VwT+Bzwv6fVKWt88VsCtWd7Bl7lfCRRe3t2AJ4GlzGwJ4H7gEUnjQow5E7d+uV7S/6pofJPIsZR8ZiLCVTF+/mlmG+NC+tl4pOw6+CqGgcDqZnYSPkHzTeCHwEb4ZFVtBXTzHAybAEsAL0s6xswm4uLnJWa2NL4aZPuy6BnMZmbLSbpL0pVNbXiFRPSr4ULe1ma2kaS/xzV6krBZEtQ3xK1f+gCj6yqg51iaNnEP3wLYTNKNZnY7ft/fwTxJ9r5FhPXUhPQGAX1f4Hh8kqYWAnrQHfgCcIqZHRhC+l3A7/CE4VeY2RaSPiwOMLcHWh/4MnBcBW1OkiRJPgMZiZ4kSZK0DBG5eSjwc2CopEHW7n06Fo8UvhPYA7fgeAjoJ+mVippcGWbWF49M7AkMkvvBYp5wbiCe9NCAj3FR/ffAs5KuqKTBTSbHUvJZMPc5/6iYfClNwmBmGwLX4ONnZ9wz/wQ8MnSh+Irn8WSI+xYRkHUkLJP+CcwPLIKv6BgObIlPMhwSu24g6T8N/dgHTwa5ErAeLg7X8sUnJmN6ABMaIl6XxcfRCOAXxcqgYvzF3wvgdlzj8ZUx7ze7/c0gx9L0EdHVd0i6pVS3GHAEbusyzYj0DgT004DdJP22CafQ5TSc34HA/vhz0IGSRprZvPikwY74arXj8WeD+fH8KYcDx0g6por2J0mSJJ+eFNGTJEmSlsI8EeRA4EDgaDwqbRz+Iv1i6cXoJPzFaHlJD1fU3KYR9iSHAOdJej7qNsL7qBceVbUiLqz3x18IP8S9wFcFvocvgV9K0htNP4EKyLGUfBrit/YI/nsZAfwZeLwcoRkR6VfjUY27S3ooxtsquPj3GPCGpHea3f5mEed7P/AU/vt6FreVOBIYLukHZjYQn6i6G9hb0kshKPfGRc+dgVXqaisFk8bTENxX/y3cx/u80vafAOcCtwInSfpXadviuDi6KfBdSY81s+3NIsfStDGzw4DXGoXukuXPonh/TVVI70RA3708JutAw0TUQfhzUVlInwtfsbY9PvkCnnj0YeAPks6MYydN1iRJkiQzP2nnkiRJkrQUksaY2ZD4eDDwLi5ujoLJXghfxCNAx1bT0qazAS6mLGpmR0h6SdLfzUy4cH4pMB+eZPQfpeOKpHVr4PYkLSGgQ46l5FOzA7Bo/N0G7AI8a2YjgGtxUe8aM/sucBtwhpkNlnQrHklbe0IYHomLUjsCr0bE/ml4NP4+ZraipCFh0bEjcJaZ7SlplJmdCmxHjUVPmCQO34VPrLyGT3RubGZLShoQu/0Zt+M4G1jBzG4G/gV8C/gK7rm/Xo0F9BxL08A8CW1/4P2wbPlt1BcrZUzSC2Y2NA7p1NqlQUA/n/VW2QAAHAFJREFUmRoJ6Ga2OvC2pEdUyk8h6eSwUNqHdmuXkWZ2NvAr3Fe+F27F9UYxYZoCepIkyaxHW9UNSJIkSZJmI2kMMBQ4Bfg8LmIV2yaEVcfqeLTn25U0svlcC+wGbAMca2aLAEi6Fl96/ArwMh6VB7i3p5lZ7Hd7EcHeSuRYSj4Fl+KRwx8BN+ETWFfhUeZnA4+a2VW41+4BuACzj3ni0VZhB2BxYKSkl0PI6xlWI7fhUfzdASQdDpyPR3uebWaX4FHGq9dV9IRJ9iQj8Qm6jSStBnwbuAcXOb8MIOkjSX/Ar0M3Af8HDI7PI4G1JN3f/DNoGjmWpkII5G8C38X74lAz2xWgZDVVeOm/gN/v/gRsGyIxjZYuZrYBcDqwZ40E9F/j4+UGM7vezA4ws2XD6gdJJ+CTBl/HhfTlJY0PkfwWSddJuq8koFsK6EmSJLMeGYmeJEmStCSS3jGz4/HooMHxQnNUvBAdjyf0W0NSS0QPS/rAzC7EJ9h/Ce6NKulFSdeGVn4MMCwi0K6Q9HEhorcyOZaST4KktyO6dQ7gIDyXwEFmdggubK6DJ567Gk9Ka8DmwIdmdptq6lndwKV48sefm9lYYFgp8rMvMBqPLAZA0gAzmwAchlsqrVFX0RPAzGbHBb1x+FgpEoU+ZWYH4z7oC+EJjIlt95nZDvg1fn5cfJ/YKIDWkBxLnVCyauku6Ukz64dfd34R9/lzS0J6Y0R6d2B3M7tU0vDy90q63sy+r5Kv+qyMeVL1OeLjW3hS8UPwXBV3mtkdwCWSTjezj/Go/lPMrL86yVlRROwnSZIksxYpoidJkiQtS4Mdx6B4UZoP+AkeefZIda1rDuXlxJI+NLM/xKapCemDzayXpIvzRdDJsZR8EmLiZSguaJ5oZnNLOhJPdDjc3Ed/QVw8fxYX149tEQG9mGg4GrchGRzVQ8x9q7fG7UfeMvesNkkTJA00sw+ByyQ9UU3Lm8ZawNzx98qSRpgnNv4YeAP3Xf6qmc0PvCDpP+DX+DjmOXARtamtroAcSx0Tk7zj8AmYworlKTPbFBfSD5mGkH4UcFGjgB6C/Pi6COgAksZHdP4HuLXP/sDj+AqHrYBd8dVCzwMX4bYti+K2QHtLerCalidJkiQzmkwsmiRJkrQ85r6yA4CfAxOBb9c18gwmecRuIumS+DyZL2eIMTsCZ+BRfAdIeju2bQCcg9u7rJvR1ZPTamMp+WzY5Mlpj5J0VNQ3/ibnljS6omZWRkP/3AGsAOwk6c9FFG3sN1lyw7pSPs+IGj4CmBfYXu6ZT0zODCgdNgHvu7/h/um3t+LkZ46ldszst8BGwM3ANcDdkp4sbf8acDnQB5+8Oyfqy0K6Svu3hLe3mfXERfIfAAMlnRr18wMbA2sD38EF9F5xWD9JV1XQ3CRJkqQLSBE9SZIkSXCRCtgLuFI1TbAGkyIPTwX2A/aTdGbUdySk74wL6cdJGljati7wtKSnm9r4WYRWGUvJjKEzIT22dZN761srCp8wyft7AH7N+oekfhU3qRKiH04FzpJ0b9Rtjgvp8+C2Ln2B43CboLvxhKOb4L77ywGvA0sXk6KtRo4lMLNlcd/8nvgqlyXwSfGH8NwM/5b0gJnNB9wAzAacLunsOL4lBPPOCCH9fKAf8AvgjyolVDezLwELAz/Dk0SfX0EzkyRJki4iRfQkSZIkCVrl5dDMVsMjpdfGo6nOiPpGIX0uPInYzsB30pJk+mmVsZTMGBqE9IGShlXcpJmKmJg6DL9uDZY0ZBqH1IoYH49E2QoYXYqcLoT0xYG5cMH8xsbrj5mtDfxPLZgAukyOJZsTHyOnA0/Fv9/AJ2CWwSOo7wYuwf2/jwVeAy6QdFYVbZ7ZKAnpm+FC+oWl1XpFtH53SePLdZU1OEmSJJlhpCd6kiRJkgR1fskpe99KusPMBuPPAUPD9/SMsu9p7PeOmf0Fj6qer5KGz6LUeSwlM56Sp/4E3K/5I0knVN2umQVJo8u+1hGYP7TqdjWDENBHAo/i9iOTRZFLujz8vA8CvgS8V1zLi68In++bm9rwmZRWHUvhzf0rSWPN7G/4+f8e+DEwQNJQM/sWnn9hEzwp9st4VPUSwCJmdqs6SZTZSkj6yMx2io8nAJjZBZJGl56fxpf2z+eBJEmSmpAiepIkSZLUnPBAHwZ8HehjZkdJ+peZHQkMYUohvXvpBXAuYBTQksv/k6RZhJB+DPAR7lOclGiYaDjKzD6s+0RDRA2PBJ4BdpD0cinStQ2YX9Ir4est3KrkEjPbJiZL2+ru7/1paLWxZGbnAj8LEfxBeRLxK/DExucA85jZ7sD9ku4zs9/jfuj9gG8C2wInpIDeToOQfjTQ3czOl/RWhc1KkiRJupi0c0mSJEmSGhNRjCOAd4FXgcWibCrpVjNbCbeRWBO3kTi9dOwXgDNxm4C++XKYJF1PLv2fOmEzdTBwSZ0tpsysN26rMRa33voQaAuP/F7AnXjOioskfRzHFNYucwI/lTS8ksbPIrTCWDKz83DbkX6NqxHClmQz4FzgRjyJ+DMdfMeikl6Iv2uZn8HM/gDcWXi/f4LjegAX4xMO35I0sivalyRJkswcpIieJEmSJDUlohgfAJ4GdgFewhPN3Qc8JmmT2O9bwGBgI+A04HfAV4AtgY2BNSQ92Oz2J0mSdEQrTDSY2T64SH4dsIukUVFfeFYL2EjSS+X+MLN+wCnAGGBl4IM6ip4zijqPpRDQ++EC+k2d7NMj9imE9P6SnottkyU2rmtfmdlvgB2BjSXd8CmO7wmsLen6Gd64JEmSZKYiRfQkSZIkqSFh4fIw8ASwo6SXo96AS/Go9H8Ao4HHcHF9APAz3O7tLeBFXLx5oOknkCRJ0uKY2eFAf+AuYBtJ75nZw7hAvrmkl0r7TooQNrPNcGuOp6tod1I9IQz3A7aUdFPD+BgEfCjpuPjcHdgcF9L/CRwk6dlqWt5czOy3wKbAVp9GQO/g+2o50ZAkSZI46YmeJEmSJPVkB9y25bKyjy7uc7oq0BPYCeiNR6vvLKm/mZ0BrAj8D3he0uuVtD5JkqTFMLPZ8KSOSwAvSzrGzCbiQvolZrY08AqwfVlAD2Yzs+Uk3SXpyqY2PJmpMLP1gV1xq59GAf1UYA+gb7G/pPFmdjkwEbgImNvMNpU0toLmNw0zOwHYGVhd0ogZYVWTAnqSJEm9SRE9SZIkSerJpbgQ83MzGydpUNgAjMBtXQbgnrp7AIOAs8ysn6T/4QJ6kiRJ0iTCfuufwPzAIkAPM/spbqsl4JDYdTtJzzVYuPQBTgJWMrP1gNFp4dLSPI1bs+1rZk9KGgqTBPRd6MAfPYT0q3DxvXcLCOi/wc/1Q2ArYERY1nT7JMl4GyYolsAnvz7sgiYnSZIkMwEpoidJkiRJDZH0tpkdDXQDjjSzNjzCcSwuyrwYL36nmNnCwP7A5/EoxyRJkqRJRALo+4GngEOBZ4FtgSOBCyT9ICZB9wAGmNnehRc6vproJDyidhVJb1dxDkn1hC3LBElPmdmJgAFHmdkYYFFgN2ALSdd2cGwPSR+b2YWlyZm6JhE9D7dw2RZPqr5ziOf7hgf8dAnpDQL6wYR9DvBCFzY/SZIkqZAU0ZMkSZKkpkgaY2ZD4uPBwLvA8qUEdcWL4ovAKFxgT5IkSZpE5K8YCTyJJzd8VdJEMzsNWAjYx8xWlDQk7F52xFcO7SlpVEQXb4cL6PdVdR5JtZjZDsC6wAJmtlusVjgZF9JPxN/7f9BR8ksz2wnY0cz6Snq/qK+pgH4msAWwmaQbzex2PNhgBzNjeoX0BgF9X+B4YB9JKaAnSZLUmLaqG5AkSZIkSdchaQwwFDgFjzTfpbRtgpnNA6yOJxfNCMYkSZLmsgOwODBS0sshoPcMMfM2PIlodwBJhwPnAysBZ5vZJXg07eopoLcuIQwPwsXgG4B3ACS9iN/7T8QtgVbq4NitgLOBe8oCeo0ZBfxI0o0wqY+GAX/ChfRfRv0EM+vW0Rd0IKCfBuwm6exmnECSJElSHRmJniRJkiQ1R9I7ZnY80AsYHC+AR4WP7vHAOsAadfdATZIkmQkp568YCwyT9FFs6wuMxqPUAZA0wMwmAIcB4/BrdwroLUqsRNgGTxR+q6R3ytslPW9mv8Ztf4bG/X9YHLsVcCE+5oZEXV0tXA4DXpN0TEO9RR8NjaqpRqR3IqDvLum3zTqXJEmSpDpSRE+SJEmSFqDB2mVQeKfOB/wEj2J8pLrWJUmStCYN+SsGR/UQMxsIbA2sJ+mt8D83SRMkDTSzD4HLJD1RTcuTqjGzvsDGwF7ANZ2J35JeCGsX8LE1EZ+YuRA4uiSgT0pWWyfM7PNAf+D9EMh/G/VtsfLDoo+mKaQ3COgn4wL6eRWcVpIkSVIBVsOJ5iRJkiRJOiES2A0Afg5MBL6dUYxJkiTVEtfmgcCBwB3ACsBOkv7cEP06XUkPk/pjZkcCPwY2lPRaJ/uUx87CwEHAAbF5kKShsa2uArpJkpl9Bbgcj8g/QdK5sb0spMvMFsUT+vYD/ixpzw6+cwPgH8CuGYGeJEnSWqSIniRJkiQthpnNjUeuXSnpsarbkyRJkoCZzYlPcu4H/ENSv4qblMyEmJnhuc2uBT6UtImZdZc0firHzC1ptJkthk/UPCHprNhWdwG9u6TxZrYUcDVubTctIf0o3CJnbUnDO/jutSTd0ryzSZIkSWYGUkRPkiRJkhakri/NSZIkszIxyXkYvlpocGG1kSSNmNllwFclLR+fO/QzDyugAcB5kl42s89F0vHaPgtEzpdxZXE86gshfTbg+KkI6YsDX5Z0U8P3TnWyIkmSJKk3bVU3IEmSJEmS5lPHl+YkSZJZHUmjgaOBU/BE0EdW3KRkJsPMusWf9wFLm9kW4H7dEaXeyCq4RclXY78xxYY6PguY2W+Bp4A/mtl2wFLFNklP4VYt7wOHm9luUT8xhHSFkP5cIaDHJERxfAroSZIkLUxGoidJkiRJkiRJksxENOSvOFTSCRU3KZnJMLMvA/cAI4EDJd0b9ZOipc2sF27fsgGwg6Tnq2pvMzCzZfE+6Qk8CywBvAI8BFwF/FvSA2Y2H3ADHpF+uqSz4/haRuYnSZIkM4YU0ZMkSZIkSZIkSWYyzGwu4GDgEkmPVN2epBoimvrbwHhghKQrStu2AC4AbgaOk3RraducwCbA2cAhhVBcZ+KcNwBOx6PRTwe+AfQFlsH90O8GLgHeAo4FXgMuKDzikyRJkqQzUkRPkiRJkiRJkiSZCcnI2NbGzM4CtgHGAosA44AzJB0e23sC2wNnAq/ift9X4hYmKwDbAqdIGhb7d+ibPqtjZntL+lX83QvYFPg9cAUwQNLzZvYtYHV8YmEV4GVgcTxqfRSwoaSHqmh/kiRJMmuQInqSJEmSJEmSJEmSzESEt/dmwE7AbcB8wDnAcsAPJf27tO9qwPF4tHX3KDcAV0k6P/ap5YSMmZ0L/AxYXtKDUdcd2ALvr+HA7sCo8DyfA+iDe6N/E59oOFLSGVW0P0mSJJl1SBE9SZIkSZIkSZIkSWYSzOxEYH9gReDBInrczL4GPArsJOmCcmS5mfUB5sEj1l8DXpM0NrbVVUA/D59o6Cfp5oZtPWPbucCNwAGSnungOxaV9EL8XctI/SRJkmTG0L3qBiRJkiRJkiRJkiRJAmb2f7j4OxroHdHT3YFuwDN44kwzsxVwC5eXACS9C7wLTBKEi39rLKD3owMBHUDSR2ZW+MefC5xqZv0lPRfHd5M0AXgxPtdyoiFJkiSZcWQkepIkSZIkSZIkSZLMJJjZlsAhuIXLtoV1i5mtAdwKCDA8OeZw4FJgpKQnqmlxczGz3+AC+paSbmqIyB8EfCjpuPjcHdgcF9L/CRwk6dlqWp4kSZLMyqSIniRJkiRJkiRJkiQVYmb7Ag9IGh6fNweOAOYF1gXex61crgGuB97DI9ZXwy1coOQLXlfMbH3gOuAiSTs0COinAnsAfcvR6SGkbwZchPvLb1pY3SRJkiTJ9JJ2LkmSJEmSJEmSJElSEWZ2PrAxsHYhCku6PBxZjsCjzecDfgkMljQmjrsqvmIL4IO6C+jB08BpwL5m9qSkoTBJQN+FDuxdJI2PvtoVt8hJAT1JkiT5xKSIniRJkiRJkiRJkiQVEN7eP8StSR6MurKQ3gYcBMwB/F3SmPA7bwMmhI/3xaXvq6W3d0STT5D0VCReNeAoMxsDLArsBmwh6doOju0h6WMzu7Dom0wimiRJknxS0s4lSZIkSZIkSZIkSZpMCOibA5tJuqlh2zyS3o6/twAOBz4PbC3pjlYSgc1sB9zSZgFgN0nPmdkiwMHAXnhw4A8kXd/BsTsBO+IWL+83r9VJkiRJ3WirugFJkiRJkiRJkiRJ0kqE/cjWwDrALRFdXmw7EdjdzHoDSLoMOBpPJHqRma3RQgL6mcAgoBtwA/AOgKQXgVOAE/FEqyt1cOxWwNnAPSmgJ0mSJJ+VtHNJkiRJkiRJkiRJkiZhZhsA/YG7gJfL9itmdhJwIB45Pa6wZwlrFwFDgWvN7GvAK3UW02OiYRtgJ+BWSe+Ut0t63sx+DfQGhkZ0/rA4divgQmCYpCFR1zLR+0mSJMmMJ0X0JEmSJEmSJEmSJGkSkq43syG4j/fZZra7pFfM7DQ8OWZfSdfFvhNLHulXRHT6BEkvV3gKXY6Z9cWTre4FXNOZ+C3pBTM7OT4OMbOJwJO4gH50SUCvpVd8kiRJ0jxSRE+SJEmSJEmSJEmSLsbMVgQWAt6VNNjMxgEHAKdHgsytcc/z68rHSZKZLSHpWUkXlr6vzsLwisBY4ObOBPTS5MKLYYEzERgWmwdJGhr71bmfkiRJkiaRInqSJEmSJEmSJEmSdCFmdjzwY2BJoJuZ3Qhsh3t9HwTMDews6ZpG0TesSQ41s+2BhwtRuY7CcHjDtwFrAC9Kes3Muksa37hv0Q9mNrekUWZ2Ot6fT0g6K7algJ4kSZLMEFJET5IkSZIkSZIkSZIuwszOA34IDAEexZOJ7g/8Kf5uA/YB+pnZjSEIW0SgbwX8ERgi6aFqzqB5hDA+ISLzvxp14zvzMzezNmBfMzsvPNIHShpTbEsBPUmSJJlRtFXdgCRJkiRJkiRJkiSpI2b2G2BT3KrlN5JuAo4BjgfWBDaTdDTwe+DbuEf6wiGgb4t7ew8pJ8es4jyahZl1iz/vA5Y2sy1gkqVNR+e+CnAk7YL7mGJDCuhJkiTJjCRF9CRJkiRJkiRJkiSZwZjZesCuwHWSbo6I6m6S3gOuBz4AegJIOhw4H1gJONPM9gJ+CwxrSI7ZoT94XZA0If78EzAO2NvMVohtMrNJq+nNrBc+EXEH8Eyz25okSZK0FimiJ0mSJEmSJEmSJMmM5x7gZGArMxsYdUU09ZK4verzxc6SBgC/w4XhM4FjGgT02kVWm9l2ZnaamZ1kZv2Kekn/A3YDvgMMM7PvRf34OG5OYHPgMOBPkp6f8tuTJEmSZMaRnuhJkiRJkiRJkiRJMoOR9LaZDcGF88ERhT4oIqvPA06QdDu4jYmkCZKONLPewOOSzoltdRXQzwK2AcYCiwDjzGzFiMoH+AvuFX8msIyZXQ1cCSwFrABsi/fh2fF9HfqmJ0mSJMmMwPIekyRJkiRJkiRJkiRdg5l9DhgIHIhbtGwFXALsXU6aWQjpDcfWVUD/LbAZsBNwGzAfcA6wHPBDSf8u7bsa7iG/DB4I2B24AbhK0vmxTy37KUmSJJl5SBE9SZIkSZIkSZIkSbqQsB85Eo+sfgpYWdIH1baqGszsRGB/YEXgwSJ63My+BjwK7CTpgnJkuZn1AebBI9ZfA16TNDa2pYCeJEmSdDnpiZ4kSZIkSZIkSZIkXUgIvscApwPLAodU26JqMLP/wyPQRwO9i2ShkST0GdxH3sLyZuHiOEnvSnpB0ojwS383vs9SQE+SJEmaQUaiJ0mSJEmSJEmSJEkTaLB2GSRpaMVNajpmtiU+iTAfsG1h3WJmawC3AsJ95N8ChgOXAiMlPVFNi5MkSZIkRfQkSZIkSZIkSZIkaRohpB8BHIwnxjy04iZ1OWa2L/CApOHxeXO8D+YF1gXex61crgGuB97DI9ZXwy1cAJaX9GCTm54kSZIkgCfkSJIkSZIkSZIkSZKkCUgaY2bDgD7AqKrb09WY2fnAxsDahc+5pMvNDFxIH45Hpf8SGCxpTBx3VXzFFsAHKaAnSZIkVZKR6EmSJEmSJEmSJEnSZMysp6SPqm5HV2Jm5wE/BraUdGPUlROGbgkcBHwd+LGkG83V9TZAjX7nmUQ0SZIkqYoU0ZMkSZIkSZIkSZIkmaGEgL45sJmkmxq2zSPp7fh7C+Bw4PPA1pLuKAvtSZIkSTIz0FZ1A5IkSZIkSZIkSZIkqQ9mdiqwNbAOcEtElxfbTgR2N7PeAJIuA47GE4leZGZrpICeJEmSzGykiJ4kSZIkSZIkSZIkyQzBzDYA+gMPAi9LmliybzkJt2+5X9I4M2sDkHQ5MBT4ALjWzBYqC+9JkiRJUjVp55IkSZIkSZIkSZIkyQzDzAYDuwH/AXaX9IqZnQbsAmwu6brSvmWP9O2BCZIurqDZSZIkSdIpKaInSZIkSZIk/9/eHYPqXpcBHP8+XnVIDdecdG+qcHCP1ixEsqEaGrSGclAp7JqZohBxIRDDoCWiqcXBhiiqJXCsoWgQBxcHxRRM7D4N5z0gl85w7z1wzoXPZ3z/7//lmb/83t8DANdlZj5bfap6b3f/ODOPVd+t/lS929H1Ll/Z3Vf+z7t37+7rV3xmiSgA58bNZz0AAAAAcOOameer+6t7qgsz8/vqq9WFjq5vubP6xu6+cmUcn5kHqycOp9D/fnwqXUAH4DxxJzoAAABwTWbm5err1aXqC9Vz1X3Vb6rnq59Wb1Vfnpm7dvfy8X3nh4D+q+q3u/s3C0UBOK+cRAcAAACu2sy8VH2xeqD68+5+NDN/rf5TPVV9aXd/PDO3VV+rXpyZh3f3zZl5qPpl9fTuPn34vRHSATiPnEQHAAAArsrMfL76ZvXq7v7hENAv7O771e+qD6pbq3b3ex0F889VP5uZR6pfVM98LKDfJKADcF45iQ4AAABcrdeqn1TfmZl/HmL4HJ7d01FveOP4y7v7/Zm5XD3S0en1i7v7o7JEFIDzT0QHAAAArsruvj0zx+H8qcMp9Isz85nq5eqF3f1L1eHZf3f3yZn5RPWP3f354ZmADsC5N/4tBQAAAFyLmflk9YPq0Y6uaHmw+nX1rcMVL7O7exzSr3hXQAfghiCiAwAAANdsZu6onqy+Xf2rund3PzjbqQDg9FgsCgAAAFyz3f139Wx1qfp09fjZTgQAp8ud6AAAAMB12d13Zua56pbq4sxcPl4cCgA3OhEdAAAAuG67++5h2ejl6oczc9vuPnHWcwHA9RLRAQAAgFNxCOnPVLdXb571PABwGiwWBQAAAE7VzNy6ux+e9RwAcBpEdAAAAAAAOMFNZz0AAAAAAACcVyI6AAAAAACcQEQHAAAAAIATiOgAAAAAAHACER0AAAAAAE4gogMAAAAAwAlEdAAAAAAAOMH/AIStFDDwRhKuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(data_set.sample(1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x181020cf448>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.heatmap(data_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1810336d148>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.dendrogram(data_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}