listening-analysis/artist.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Artist Investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "1,805 scrobbles\n4 days spent listening since Nov. 2017\n4.90 minutes/day\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
       "mean      0.219781      0.572843  202260.902265  0.676443          0.056700   \n",
       "std       0.216312      0.160528   60373.745872  0.143114          0.191733   \n",
       "min       0.000512      0.256000   48507.000000  0.173000          0.000000   \n",
       "25%       0.049700      0.451000  154573.000000  0.583000          0.000000   \n",
       "50%       0.161000      0.543000  199053.000000  0.666000          0.000004   \n",
       "75%       0.274000      0.657000  226520.000000  0.805000          0.000648   \n",
       "max       0.946000      0.948000  513707.000000  0.946000          0.901000   \n",
       "\n",
       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
       "mean   5.447557  0.305630  -8.056303  0.698451     0.289536  110.069952   \n",
       "std    3.495195  0.180845   2.041763  0.459068     0.133261   32.676004   \n",
       "min    0.000000  0.049100 -16.918000  0.000000     0.029600   52.145000   \n",
       "25%    1.000000  0.139000  -9.311000  0.000000     0.203000   87.786000   \n",
       "50%    6.000000  0.303000  -8.328000  1.000000     0.299000   91.973000   \n",
       "75%    8.000000  0.399000  -6.442000  1.000000     0.380000  130.990000   \n",
       "max   11.000000  0.796000  -2.002000  1.000000     0.749000  188.050000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.994636  0.512103  \n",
       "std         0.184284  0.198939  \n",
       "min         3.000000  0.038300  \n",
       "25%         4.000000  0.391000  \n",
       "50%         4.000000  0.522500  \n",
       "75%         4.000000  0.638000  \n",
       "max         5.000000  0.959000  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>0.219781</td>\n      <td>0.572843</td>\n      <td>202260.902265</td>\n      <td>0.676443</td>\n      <td>0.056700</td>\n      <td>5.447557</td>\n      <td>0.305630</td>\n      <td>-8.056303</td>\n      <td>0.698451</td>\n      <td>0.289536</td>\n      <td>110.069952</td>\n      <td>3.994636</td>\n      <td>0.512103</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.216312</td>\n      <td>0.160528</td>\n      <td>60373.745872</td>\n      <td>0.143114</td>\n      <td>0.191733</td>\n      <td>3.495195</td>\n      <td>0.180845</td>\n      <td>2.041763</td>\n      <td>0.459068</td>\n      <td>0.133261</td>\n      <td>32.676004</td>\n      <td>0.184284</td>\n      <td>0.198939</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.000512</td>\n      <td>0.256000</td>\n      <td>48507.000000</td>\n      <td>0.173000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.049100</td>\n      <td>-16.918000</td>\n      <td>0.000000</td>\n      <td>0.029600</td>\n      <td>52.145000</td>\n      <td>3.000000</td>\n      <td>0.038300</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.049700</td>\n      <td>0.451000</td>\n      <td>154573.000000</td>\n      <td>0.583000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.139000</td>\n      <td>-9.311000</td>\n      <td>0.000000</td>\n      <td>0.203000</td>\n      <td>87.786000</td>\n      <td>4.000000</td>\n      <td>0.391000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.161000</td>\n      <td>0.543000</td>\n      <td>199053.000000</td>\n      <td>0.666000</td>\n      <td>0.000004</td>\n      <td>6.000000</td>\n      <td>0.303000</td>\n      <td>-8.328000</td>\n      <td>1.000000</td>\n      <td>0.299000</td>\n      <td>91.973000</td>\n      <td>4.000000</td>\n      <td>0.522500</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.274000</td>\n      <td>0.657000</td>\n      <td>226520.000000</td>\n      <td>0.805000</td>\n      <td>0.000648</td>\n      <td>8.000000</td>\n      <td>0.399000</td>\n      <td>-6.442000</td>\n      <td>1.000000</td>\n      <td>0.380000</td>\n      <td>130.990000</td>\n      <td>4.000000</td>\n      <td>0.638000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.946000</td>\n      <td>0.948000</td>\n      <td>513707.000000</td>\n      <td>0.946000</td>\n      <td>0.901000</td>\n      <td>11.000000</td>\n      <td>0.796000</td>\n      <td>-2.002000</td>\n      <td>1.000000</td>\n      <td>0.749000</td>\n      <td>188.050000</td>\n      <td>5.000000</td>\n      <td>0.959000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 29
    }
   ],
   "source": [
    "artist_name = \"freddie gibbs\".lower()\n",
    "\n",
    "artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
    "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
    "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
    "\n",
    "total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
    "total_days = total_time / (60 * 24) # days\n",
    "\n",
    "print(f'{artist_frame.count()[0]:,d} scrobbles')\n",
    "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
    "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
    "\n",
    "artist_frame.describe()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# resample by day and mean\n",
    "artist_frame.resample(\"1M\").count()[\"track\"].plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average Descriptor\n",
    "\n",
    "Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
    "\n",
    "The difference between them could be described as which features are preferred for an artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "x = np.arange(len(float_headers))\n",
    "width = 0.35\n",
    "\n",
    "plt.bar(x - width/2, \n",
    "        artist_frame.drop_duplicates(['uri']).loc[:, float_headers].mean(), \n",
    "        width, label='All Listened Tracks')\n",
    "plt.bar(x + width/2, \n",
    "        artist_frame.loc[:, float_headers].mean(), \n",
    "        width, label='Distinct Tracks', color=(1, 0, 0))\n",
    "\n",
    "plt.title(f\"{artist_name} Average Descriptor\")\n",
    "plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
    "plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
    "plt.ylim([0, 1])\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# select only descriptor float columns\n",
    "artist_frame.loc[:, float_headers].resample(\"1M\").mean().plot(lw=3)\n",
    "\n",
    "plt.title(f\"{artist_name} Characteristics Over Time\")\n",
    "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
    "plt.ylim([0, 1])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Artist Listening Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "LIMIT = 25\n",
    "fig_size = (7,(7/20)*LIMIT)\n",
    "### STATS ###\n",
    "\n",
    "stats_frame = scrobbles.reset_index()[[\"track\", \"album\", \"artist\", \"duration_ms\"]]\n",
    "stats_frame = stats_frame[stats_frame[\"album\"] != \"Mirror Reaper\"] # 1:30 hr long song, skews graphs\n",
    "\n",
    "track_count = stats_frame.groupby('artist').count()[\"track\"]\n",
    "track_count.name = 'count'\n",
    "\n",
    "duration_sum = stats_frame.groupby('artist').sum()[\"duration_ms\"]\n",
    "duration_sum.name = \"duration_sum\"\n",
    "\n",
    "duration_average = stats_frame.groupby('artist').mean()[\"duration_ms\"]\n",
    "duration_average.name = \"duration_mean\"\n",
    "\n",
    "track_average = stats_frame.groupby(['artist', 'track'])[\"album\"].count()\n",
    "track_average = track_average.groupby('artist').mean()\n",
    "track_average.name = \"track_average\"\n",
    "\n",
    "stats_frame = pd.concat([track_count, duration_sum, duration_average, track_average], axis=1).reset_index()\n",
    "# stats_frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For these charts the ordering is left as retrieved from the API, i.e by most played."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 840x1050 with 1 Axes>",
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NwGRKkiRJkgZwn2EHIC0uSdakecjg34HbhhyOJEmSliz3BR4KnDLRB1KbTGl5si1w1LCDkCRJ0hLthcBPJ1LRZErLk78DfO973+Pxj3/8sGPRkN10002ceeaZPOUpT2H11VcfdjgaIr8L6ub3QR1+F5Y/F198MS960Yug/ZtxIkymtDy5DWCjjTZi8803H3YsGrKRkRGuuuoqHv3oRzNjxoxhh6Mh8rugbn4f1OF3Ybk24eUgbkAhSZIkSQMwmZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQO4z7ADkBa3PQ49i5Ejrhl2GBqyDVYt9tkCdjjgVK6an2GHoyHyu6Bufh/U4XdheObuv/OwQ5gwR6YkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkaoiS7JekJli3kuzX9X5WW7bhdMU3gZgWiiHJ3CQ/m8S1W05rkJIkSdI0We6Tqa4/6vu99h92fItbkvWS7J/k3CQ3Jbk1ycVJDkmy9bDjkyRJkpYUbo1+j48Cl/WUnTeMQCboMOAHwIKpajDJU4CfA2u0bX+tbf8RwIuAWUm2rapTpysGSZIkaWlhMnWPY6rqrIlUTLIKcFtV3TXNMY2qqu4E7pyq9pLcHzgSuAPYoqr+0nP+w8ArgPnTFYMkSZK0NFnup/mNJ8l27ZS/VyT5ZJIrgVuAGe35mUmOTXJjkluSnJJkqz7tbJ3kd+20uUuSvGmU/lZOckCSq5P8O8lPkzykT72+a6aS7JTktCQ3t9f/PMnmE7jVNwMPBN7Zm0gBVOP7VfW78WJoz+2Q5Jz2fi9I8pJR+r1fkq8nuTbJSJJD28Suu60tkxyX5Jok85NcluTgCdyTJEmSNG0cmbrHmknW6S6oqmu63n4EuA34PLAycFuSZwHHAL8HPgbcBbwOOCnJM6rqTIAkjwOOB64G9qP53D8G/KtPHN8EXg18DzgDeBbN1LtxJXkN8G3gOOD9wP2APYHTkzyxquaOcfnzaUad/m8ifY1jU+CHNNMEv03zmfwoyXOq6pc9db8C3EDzuTyqjffhSbarqkqyHvd8dvu3dTcERkvOJEmSpMXCZOoeJ/QpS9fPqwBbVtV8gCShSRbmADtVVbXlXwfOBz4J7NBe+/G2rWdU1eVtvZ8A596rs+QJNInUgVX1lrb4f5N8F3j8WMEnWR34EvDNqnpjV/m3gQuBDwJvHOVygM2AC6vq9p5216BJHjvmV9XNY8UCPBLYpar+r23jW8BfgM8AvcnUbcB/dPpN8jfgszTJ3U+BpwP3B3bomYb54bECaJOwdXuKNx4nbkmSJGnCnOZ3j7cA2/e8un27k0i1tqAZgfkesHaSddqRrdWAE4FtkqyQZEVgR+DITiIFUFV/phlB6vbc9vilnvIvTCD+7YG1gO93YmnjuRP4LfDMca6fAdzUp/wwmlGhzuszE4jlH8ARnTdVNQIcCjwxyQY9db/Rk8B9lWbdVuezuKE9Pi/JShPou2Mvmg1Eul9HTeJ6SZIkaUyOTN3jzHE2oOjd6W/T9vjtMa5Zk2ZUZ1Xgr33OX8g9SQPAw2mmCl7Sp954OvGcNMr5kXGu/zewep/yj9JMxYOFR5VGc3FnpK7LRe1xQ+CqrvJ7fS5VdVOSf7b1AE4BfgLsC+yd5GSajTK+V1Vj7SJ4IPCjnrKNMaGSJEnSFDGZmrj5Pe87o3rvBc4Z5ZqbuPcUuenUiec13DtZ6bhjnOv/AjwhyUrdI0VV9afOz83MxsWrTcp2TfJUmql/OwIHA+9O8tSq6jeaRlXNA+Z1lw0jfkmSJC27TKYG1xk9GqmqfuutAEhyNU0itmmf04/qef83mqRoY+49GtVbb6x45o0Vzxh+BjwVeDFw+ADXd9skSXpGpx7ZHuf21N2UZt0ZcPfarwcCv+iuVFW/AX4DfCjJq4Dv0mzV/s1FjFWSJEkaiGumBvd7mgTmPW0CcC9J1oW7n8V0HPCiJA/rOv9omlGWbse0x7f3lL9zAvEcRzOV74P91hZ14hnDV2l2FzwgySN7T2ZywzoPoknKOtfOAHYHzqmq3lGzN/bEuydNkn9Me+39+/R9TntcXKN+kiRJ0kIcmRpQVd2V5D9p/ug/P8khwJXAg2k2exihmZYGzXqf5wCnJTmQ5nN/G82uf4/vavOcJN8H9kqyJs3W6P8BbDKBeEaS7EmzYcQfkvyAZsOIhwE7A78C3jrG9dcleTFwNPDH9vrfAbcDDwVe2la9fJQmul0EfCvJk2kStNcD69Nskd7rvsCJSQ6nGYHbCzidZic/gNfSfB5H0CSvawB70Hy+v1i4OUmSJGnxMJlaBFV1cpKn0TyD6q00GzhcRbN73te76v0pyY7A/9Bsk34FTYL1QBbe8vz1NEnQbsCLaDaU2Bn4+wTi+V6SfwAfoFnLtTJNgncacMgErv91kscC72r7fDnN6OWVNAnOG6vqtPHaodlU4m3A52gSpMuAl1dV7+6F0Hxuu9F8LisB3wfe3jVF8BTgKTRT+tYHbgTOBHarqt5NQSRJkqTFZrlPpqpqNjB7jPMnc+/nTfWePwfYZQL9nAps2efUfj31bgXe0b66pafebPrE3cZ78njxjBHnVcD72td4dReKoao27Hp7/ASvPRV40yj1zgZeNV4skiRJ0uLmmilJkiRJGoDJlCRJkiQNwGRKkiRJkgaw3K+Z0vLnoN23ZObMmcMOQ0M2MjLCnDlzOH7vbZgxY8aww9EQ+V1QN78P6vC7oIlwZEqSJEmSBmAyJUmSJEkDMJmSJEmSpAGYTEmSJEnSAEymJEmSJGkA7uan5c4eh57FyBHXDDsMDdkGqxb7bAE7HHAqV83PsMPREPldUDe/D+rwuzC2ufvvPOwQlgiOTEmSJEnSAEymJEmSJGkAJlOSJEmSNACTKUmSJEkagMnUNEhycpKTJ1h3uySVZLtJ9jE7yU0DhCdJkiRpCiz1yVSSWW0ysmVP+ZpJzkxya5LnDCu+JVGS/drPbJ1hxyJJkiQtrZbJrdGTzACOBx4PvLiqjh1ySGM5FVgVuG3YgUiSJEmauKV+ZKpXkjWA44AtgF2q6pjhRtRfklWSrFBVd1XVrVV117BjWtqkseqw45AkSdLyaZlKppKsDhwLPIkmkfp5z/kHJzk4yb+SLEhyfpLX99TprGF6WZIPJbminSp4YpJN+vT5xiSXJJnfTit8Rp86nTZfkeSTSa4EbgFmjLZmKsnMJL9Icn2Sm5P8Kck7xrn/LZJc3a7ZWn2CH9tobT0gyeeTnJvkpiQjSY5J8oRR7u1lSfZNcmWSfyf5cTvVcuUkX0gyr23nkCQr97TxuiQntXUWJLkgyZ59Ypqb5GdJdkxyFjAfeNOi3KckSZI0qGVpmt9qwDHAk4Fdq+pn3SeTrA/8BijgK8DVwE7At5LMqKov9LT3AeAu4PPAmsD7gO8CM7vafAPwdeAM4AvARsBPgeuAv/eJ8SM00/k+D6zMKFP7kmwP/Az4J/BF4Crg0cDz2vf9rnkyzYjcWcALq2p+v3qTsBHwIuBHwGXA+jSJyylJHlNV/+ipvw9NcrM/sAnwNuB2ms/w/sB+wFOBWW17H++6dk/gfJrP7g7g+cCB7cjd//b08yjg+zSf+0HAhYt4n5IkSdJAlqVk6tvAg4CXVtVP+5z/L2BF4HFVdW1b9rUk3wf2S/L1ngRkFWCLqroNIMn1wBeTPLaqzkuyEvAp4BzgmV31LgC+Qf9kahVgy+5+ktyrQpIVaRKFf7b939B17t6V7ynfCvgFcBrNiNyCfvUm6Vzgkd3TD5McBvwFeAPwiZ769wG2rarb27rrAq8Ajq2q57Z1DmxH917PvZOpbXs++68kORZ4F9CbTG0CPKeqjhsr+CTrAev2FG881jWSJEnSZCxL0/zWB26lTxLTJiG7AEe3b9fpvGhGc9akmRrY7ZBOgtQ6rT1u1B63BNYDvtZTbzZw4ygxfnsCI0ZPBB4BfKE7kQKoqupzb89s7+FE4CVTlEhRVQs6iVSSFZOsDdxEMxLU+1kBHNpJpFq/BQIc3FPvt8BDk9ydyPckl2u2v5dTgI2SrNlz/WXjJVKtvYDzel5HTeA6SZIkaUKWpWTqTTTT5o5N8qiec+sCawFvpJne1/06pK2zXs81l/e8v7493r89Prw9/rW7UptQXDpKjJeNeQeNzujJeROouwrwc+Bs4GU9Sd0iSbJCkr2T/BVYAFxD83k9nib57NX7eXUSyt7k9kaa793dbSTZKskJSW4Gbmj7+VR7eqFkaoK3cCDw2J7XCyd4rSRJkjSuZWma3wXAc2lGaH6ZZKuq6vwh30kav0MzHbCfP/W8v3OUen2n2k3Qoq5j6rWAZnrfC4Hn0KyzmiofpJnKdzDNWq/raNY/fYH+Sfhon9eYn2OSjWl+Z3+hmdb3d5qk+LnA3n36mtBnWFXzgHn36rD/LElJkiRpIMtSMkVVnZnkRTSjNb9M8oyq6oxA/RtYsapOmKLu/tYeNwVO6hS2a6keAfxxwHYvaY+PBcaLtYDdaKav/SjJTlV18oD99toVmFNVb+guTLIWzSjVVHk+zWYcL6iqu0e32umLkiRJ0hJrWZrmB0BVnQi8kmajgmPbnfruBH4C7JLksb3XtJslTNZZNEnam5Pct6t8Fs2UwkH9gWYq2zvbxOVu/TagaKf2vQT4HXB0kqcsQt/d7qRnFC7JS4EHT1H73f3Q3Ve7Tup1U9yPJEmSNKWWqZGpjqo6IskeNFPUfprkOTRbnT8T+G2Sg2imBT6AZjOFZ7c/T6aP25N8mGbnvZOS/JBmROp1jL5maiLt3tU+Y+lo4Jwkh9Ds7LcZsDmwY59r5id5Hs0I2TFJtq2qiay5eleSW3rK7qqqT9FMGfxo2/8ZwONoRsEGvrdRHE8zre/oJF8HVgf2oJmi98Ap7kuSJEmaMstkMgVQVYckeQDNM51+BLwYeArwUZqRnL2Aa2meb/T+Afv4RruV+XuBz9FsJ/4CFt42fLLtHtdOc9sXeDfNCOIlNM9VGu2akSQ7AqdyzxTHi8fpap8+ZXfSbP7wKZpnd70KeDnNiNnONM+RmjJVdWGSXYFP0vyurgK+SjPq17sToCRJkrTESJ/dtqVlUpLNgfMet9dXGFljw2GHoyHbYNViny3u5NPnrMhV892cZHnmd0Hd/D6ow+/C2Obuv/OwQ5hy559/Po997GMBHltV50/kmmVuzZQkSZIkLQ4mU5IkSZI0AJMpSZIkSRrAMrsBhTSag3bfkpkzZw47DA3ZyMgIc+bM4fi9t2HGjBnDDkdD5HdB3fw+qMPvgibCkSlJkiRJGoDJlCRJkiQNwGRKkiRJkgZgMiVJkiRJAzCZkiRJkqQBuJufljt7HHoWI0dcM+wwNGTNk+1hhwNO9cn2yzm/C+rm90EdS/p3Ye7+Ow87BOHIlCRJkiQNxGRKkiRJkgZgMiVJkiRJAzCZkiRJkqQBmExpsUsyN8nsYcchSZIkLQqTqSmQ5BFJvpLkoiS3tK8LkvxvkscPO77FJcnGSb6e5NIktyYZSfKrJO9IsuoY1z0myX5JNlyM4UqSJEmLxK3RF1GS5wE/BO4Avgv8EbgL2Ax4CbBnkkdU1d+GF+X0S7Iz8CNgAXAocB5wX2Br4HPA5sAb2+qPovmMOh4D7AucDMxdLAFLkiRJi8hkahEk2Rj4AfA34D+q6p89598P7MW9E4dF6W+1qrp5KtqaSkkewT2fw7N6Pof/TbIJcPfDEKpqwWIOUZIkSZpyTvNbNO8DVgNe15tIAVTVHVX1par6e3d5kmclOS3JzUluSHJUkkf31NkvSbVT4L6X5Hrg9PbcCu35f7RTCue09RZai5RkoyQ/SnJdW/c37ShSd53t2r5eluRDSa5op+md2CZCE/kcVgfeMMrncHFVfbGrv7vjTDKLZkQLYE4bR7UxfTvJNUlW6m0zyfFJLpxAbJIkSdK0MJlaNM8DLq6q3070giTPBo4D1gP2A/4HeDrwq1HWDP0IuB/wQeCgtuzTNNPizgLeC/y1bXO1nr7WB84AdgQOBD4ErAL8NMmL+/T1AeDFwOfbPp5KM3VxPM8HLq2qMyZQt9epwJfanz8FvKZ9/Rk4DFi7jf9uSTYAngV8Z4D+JEmSpCnhNL8BJZkBPAg4ss+5tbj3Z3tzVc1vf/4ccB3wtKq6rq1/JHA28DHgtT3N/bGqXtXV9vrAu4Ajq+rFXeX70iRn3T4ArA88o6o6o1oHAX8C/ifJUVXVPQVxFWCLqrqtrXs98MUkj62q88b4HB4MHNXv/Hiq6tIkpwFvB35ZVSd3tX01cAXwauBnXZe9kuY/BIyaTCVZD1i3p3jjQWKUJEmS+nFkanAz2uNNfc6dDFzd9XoLQJIHAlsAszuJFEBV/Qn4JfDcPm19ref9f9Akagf2lH+5z7XPBc7sJFJtXzcB3wA2pNn4odshnUSqdVp73KhP2x2dz+HfY9QZSJvofRd4QZI1uk7tBpxRVZeNcfleNJtgdL8GSvgkSZKkfkymBtdJHlbvc+5NwPY0IyrdHt4e+631+TOwTpLVesp7E4ZOGxd3F7bJ2fV96o7WV3dbHZf3vO+0d/8+bXSMtMc1xqizKA4FVqWZfkiSRwH/j2YK4FgOBB7b83rhNMUoSZKk5ZDT/AZUVTcm+SfNH+m9534LMEXPTZo/fpUpc+co5RntgqoaSfIP+nwOU6GqLkjye5rE9ND2eBtw+DjXzQPmdZclo96GJEmSNGmOTC2anwObJHnKBOt3njX1qD7nNgOumcDW55027rXLXpK1WXgE6W9j9NXd1qL6GbBxkqcNeH2Nc/5Q4FntNMlXAT+vqt5ROEmSJGmxMplaNJ8FbgEObjeG6HWvoZB22/BzgNe2m1Q0lZLHAjsAv5hAnyfSPCB4z57yt/ap+wvgKd1JTjuN8I00D8e9YAL9TcRngZuBb/b7HJJsnOQdY1zfSSDXGuX892kSri/SrN9yFz9JkiQNndP8FkFV/TXJq2j+2L8wyXeBP9IkUY+gGUW5i2ZHuo73AscAv07yLZr1QG8DbmTh3fj69fmvJF8E3p3kp8CxwBOAnYBruPcoz/40O98dk+RLNLsIvraNbZeenfwGVlWXtJ/DD4E/JzmUZsOH+9Js+/5SYPYYTZxDM8Xw/UnWBBYAJ7VT9aiqq5Mc27ZzA82IoCRJkjRUJlOLqKqOSvI44N00o0uvp0lo/kbzR//XquqPXfVPSPIcmm3QPw7cDpwCvH+c3em6vZ9mRGwP4NnAr9u+Twdu7errX0meDnyGJmFbhWZb9OdX1ZQmJFX10ySPp0kWX0gzcrag7e/d3POMrH7XXpXkzcA+wLeAFYFncu81T4fSPNfr8KpaMJWxS5IkSYMwmZoCVXUJzVbcE61/Is10vbHq7McoI1VVdSfw0fYF3P1sq7W59ygYVXUpzYjOWH2dTJ9NJqpqbr/yMdr5K80UwvHqbdin7JvAN8e4rLNlu1P8JEmStERwzdRSKMmqfYrf2R5PXnyRLFZ7AJfSjL5JkiRJQ+fI1NLp5Ulm0WwwcROwNc3aqOOr6lfDDGyqJXkF8HhgZ+AdVTXezn+SJEnSYmEytXT6E82Ofu8DZgD/otnp7sPDDGqafJ8mYfwWzYN4JUmSpCWCydRSqKr+QLPxxDKvqqb8SbsH7b4lM2fOnOpmtZQZGRlhzpw5HL/3NsyYMWPY4WiI/C6om98Hdfhd0ES4ZkqSJEmSBmAyJUmSJEkDMJmSJEmSpAGYTEmSJEnSAEymJEmSJGkA7uan5c4eh57FyBHXDDsMDdkGqxb7bAE7HHAqV82f8k0jtRTxu6BuS+P3Ye7+Ow87BGm55ciUJEmSJA3AZEqSJEmSBmAyJUmSJEkDMJmSJEmSpAGYTC3hkqyf5MdJrk1SSd457JgkSZIkmUyNKsmsNnnpvG5N8o8kxyV5e5I1FlMoBwA7Ap8GXgMcO0bMleQro5zr3M+W0xOmJEmStHxxa/TxfRS4DFgJ2ADYDvgC8K4kL6iqP01z/88Cjqqqz09zP5IkSZImwWRqfMdU1Vld7z+d5FnAz4CfJnl0Vc2fxv7XA26YxvYlSZIkDcBpfgOoqpOATwAPB17dfS7JZu0ap+vaqYFnJXlBT50HJPl8knOT3JRkJMkxSZ7QVWdWkgICvKUz3XAq7yPJ45PMTnJpG+tVSQ5OsnZXnV3bvrftc/2b2nOPnWh7bb392us2aevfkOTGJIckuV9P3dclOSnJvCQLklyQZM+p/BwkSZKkQTgyNbjDgE8BOwAHASTZHPgVcCWwP3Az8DLgyCS7VNUR7bUbAS8CfkQzhXB94E3AKUkeU1X/AE6lWSN1GPBL4NAJxrVKknX6lK/ep2z7NpZDgKuAzYE3ApsneWpVFfBz4Kb2Pk7puf7lwPlVdd4k2ut2eHv/+wBPAv4TmAe8v6vOnsD5wE+BO4DnAwcmWaGq/nesD0KSJEmaTiZTA6qqK5LcCGzcVfxF4HLgyVW1ACDJgcDpwGeATjJ1LvDIqrqrc2GSw4C/AG8APlFVlwKXtuUXVdV3JhjaG9rXRBxYVf/dXZDkN8D3ga2B06pqfpKjgV2TvL2q7mzrbQBsC+w3mfZ6+j+7qt7QVXftNvbuZGrbnmmUX0lyLPAuYNRkKsl6wLo9xRv3qytJkiQNwml+i+YmYA1opu7RbBZxOLBGknXaEaK1geOATZM8GKCqFnQSqSQrtknETcCFNCM0i+IomhGi3tfneit2JylJOiNav2mLuuP4Ic3are26ynal+f78cID2Or7W8/40YO0kM0Zpc822zVOAjZKs2afNjr2A83peR41RX5IkSZoUR6YWzeo009IANqFZ3/SJ9tXPesCVSVYA3kHzB/8jgBW76ly7iDFdUVUn9BYmeUifsgcA+wKvaGPr1p2oHAvcSDOt78S27OXAOVV10QDtdVze8/769nh/YKRtcyvgY8DTgPv11F+zjaufA2mmUXbbGBMqSZIkTRGTqQG1ycmawMVtUWeU7/M0I1H9dOp+kCbhOhj4CHAdcBfNluuLc7TwcODpNKNW59CMjq1AkzzdHUdVLUhyJPDiJHvRrPHaiuY+Jt1elztHiSsASTamSd7+QjOt7+/AbcBzgb1HabMT8zzuSXRp2xutuiRJkjRpJlODe0177CROl7bH2/uNDPXYFZjTvV4IIMlawDVTFuEYktwf+A9g36r6eFf5pqNc8kPgte01j6ZJeH7Ydd1k25uI5wMrAy+oqrtHsZI8cxHalCRJkqaEa6YG0D5n6iM0O9F9F+4eCTkZeFOSB/a5pnszhDtpR1+6zr8UePA0hdxPZ1Sod7jmnaPUP4FmBO3l7evMqrpsEdqbiIXabNdJvW4R2pQkSZKmhCNT49spyWY0n9X6NJtMbA/8jWbE5Nauum+h2bnv3CQH0YxWrU+z3uchQOc5Uj8DPprkEOAM4HHAbtwzujXtqmokyanA+5KsRLOd+w40a7j61b89yf/RrIdaDXjPorQ3QcfTTOs7OsnXadao7UEzfW+hhFWSJElanEymxteZsnYbzcjMuTSjLYdU1b+7K1bVBUm2pNmEYRbNTn7zgLO72oHm+VSrAa+iGeX5A7AzzbOpFqdXAV+mSQJDk7zsBPxjlPo/pHkWVNGsj1rU9sZUVRcm2RX4JM1atKuArwJX06w3kyRJkobGZGoUVTUbmD3AdZfSrC0aq84CmpGd9/Sc2q5P3QnvmjBW3X73U1VXAi/pU71vO+1asLH6mFB7VbUf934+1VgxHg0c3afNQ0aLQ5IkSVocXDMlSZIkSQMwmZIkSZKkAZhMSZIkSdIAXDOl5c5Bu2/JzJkzhx2GhmxkZIQ5c+Zw/N7bMGPGjGGHoyHyu6Bufh8kTYYjU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQNwNz8td/Y49CxGjrhm2GFoyDZYtdhnC9jhgFO5an6GHY6GyO/C0mXu/jsPOwRJupsjU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmdKUSTIrSSXZcow66yb5YpK/JJmfZF6SM5N8JsnqXfVmt211Xnck+XuSHyR5zOK5I0mSJGl0bo2uxSbJA4CzgBnAwcBfgLWBxwN7Al8Fbuq6ZAHwn+3P9wE2Bt4MPCfJY6rqH4spdEmSJGkhJlNanN4APAzYqqrO6D6RZAZwW0/9O6rqOz31fgP8DNgZOGgaY5UkSZLGZDKlxWlj4E7gN70nqmpkgm1c1R7vmKqgJEmSpEG4ZkqL09+AFYHXTPSCJOu0r/WTPA04ALiWZnRKkiRJGhpHprQ4HQzsDcxO8gHgZOBU4BdVdWOf+qsBV/eUXQnsUFW95feSZD1g3Z7ijQcJWpIkSerHkSktNlX1L+AJwNeA+9NsJvE9YF6SjyRJzyW3Atu3rx2BN9FsUPGLJI8cp7u9gPN6XkdN0a1IkiRJjkxp8aqqfwJ7JtkL2JQmSXo/8HHgn8A3u6rfWVUndF+f5BfAX4FPA7uM0dWBwI96yjbGhEqSJElTxGRKQ1FVBVwEXJTk5zQJ0m7cO5nqd90VSS4Ethmn3jxgXnfZwgNfkiRJ0uCc5qehq6pLgeuBB07wkvsAq49bS5IkSZpGJlNabJLMTLJan/Kn0Dy898IJtPFI4FHAH6c+QkmSJGninOan6fD6JM/pU/4I4CVJjgB+T/OQ3kcDr6fZbOJTPfXvk+TV7c8rABvSbFqxAvCxaYhbkiRJmjCTKU2HPUcp34bmGVH/AbwQmEGz9fnxwKer6uye+isDh3W9HwF+B7ymqk6c0oglSZKkSTKZ0pSpqtnA7HGqnTbBtmYBsxYpIEmSJGkauWZKkiRJkgZgMiVJkiRJAzCZkiRJkqQBuGZKy52Ddt+SmTNnDjsMDdnIyAhz5szh+L23YcaMGcMOR0Pkd0GSNChHpiRJkiRpACZTkiRJkjQAkylJkiRJGoDJlCRJkiQNwGRKkiRJkgbgbn5a7uxx6FmMHHHNsMPQkG2warHPFrDDAady1fwMOxwN0fL+XZi7/87DDkGSllqOTEmSJEnSAEymJEmSJGkAJlOSJEmSNACTKUmSJEkagMmUxpTk5CQnDzsOSZIkaUljMrWUSjIrSY3xeuqwY5QkSZKWZW6NvvT7KHBZn/KLp6j9HaaoHUmSJGmZYjK19Dumqs6arsar6rbpaluSJElamjnNbxmWZMN2yt97krwlyaVJbklyfJKHpvGRJFckmZ/kqCQP6GnjXmumkmzXtvmyJB9qr701yYlJNukTw8wkxya5se37lCRb9dTZr23zkUm+09a9Oskn2hgf2sY2kuSqJO+etg9NkiRJmiBHppZ+ayZZp6esqurarve7AfcFvgw8AHgfcDhwErAd8BlgE+BtwOeB10+g3w8Ad7X112zb/C4ws1MhybOAY4DfAx9r678OOCnJM6rqzJ42fwj8uW17Z+DDwHXAm9pY39/ey+eT/K6qTp1AnJIkSdK0MJla+p3Qp2wBsErX+wcDm1bVjQBJVgT2AVYFtqyqO9rydYHdkuxZVQvG6XcVYIvONMAk1wNfTPLYqjovSYCvAXOAnaqq2npfB84HPsnC67HOrKo3tfW+AcwF/hvYp6o+05Z/H/gHTcI3ajKVZD1g3Z7ijce5J0mSJGnCTKaWfm8BLuopu7Pn/Y86iVTrt+3xO51Eqqv8lTTJ16Xj9HtIz3qq09rjRsB5wBbApjRJ09pNbnW3E4HXJFmhqu7qKv9m54equjPJWcBDgG91ld+Q5MK2n7HsBew7Th1JkiRpYCZTS78zJ7ABxeU97zuJ1d9HKb//BPrtbfP6nms3bY/fHqONNbuu69fmjcCtVXVNn/K1x4nvQOBHPWUbA0eNc50kSZI0ISZTy4fekarxyjNK+WSu7Wxu8l7gnFHq3jSBNgeKsarmAfPudUEmcluSJEnSxJhMabpc0h5Hqqrfui5JkiRpqebW6Jouv6dJqN6TZPXek+1mF5IkSdJSy5Gppd9OSTbrU34GzVbkQ1FVdyX5T5qt0c9PcghwJc3mFs8ERoDnDys+SZIkaVGZTC39Pj5K+euAkxdjHAupqpOTPA34CPBWYHXgKppdA78+zNgkSZKkRWUytZSqqtnA7AlUXWjXhao6eZTyhdqsqu0meO3cUcrPAXYZK8Cq2g/Yr0/5LGBWn/LtesskSZKkxc01U5IkSZI0AJMpSZIkSRqAyZQkSZIkDcA1U1ruHLT7lsycOXPYYWjIRkZGmDNnDsfvvQ0zZswYdjgaIr8LkqRBOTIlSZIkSQMwmZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmU5IkSZI0AHfz03Jnj0PPYuSIa4YdhoZsg1WLfbaAHQ44lavmZ9jhaIiWp+/C3P13HnYIkrRMcWRKkiRJkgZgMiVJkiRJAzCZkiRJkqQBmExJkiRJ0gBMprRESzIrSSXZsKvs5CQnDy8qSZIkyWRqselKCjqvW5P8I8lxSd6eZI1hxzhRSVZMMpLkqD7n9m7v79t9zn28PffIxROpJEmSNH3cGn3x+yhwGbASsAGwHfAF4F1JXlBVfxpeaBNTVXcm+Q3w9D6ntwLuaI/9zs2rqoumMz5JkiRpcXBkavE7pqq+U1WHVNWnq2pH4NnAesBPk6w65Pgm6nRgnSSP7infCjgc2DjJBp3CJPcBZgK/WnwhSpIkSdPHZGoJUFUnAZ8AHg68ulOe5PFJZie5tJ0WeFWSg5Os3VOnkrygq+z/tWV/6O4nyTFJftv1fm6SnyXZOsmZbR+XJtl9AmGf3h7vHoFKshHNaNtXgFu59+jUFsBqnesmcm+SJEnSksxkaslxWHvcoatse2Aj4BDgbcAPgFcAv0iSts55wA3ANl3XPQO4C3hCkhkASVagmZZ3ak+/mwA/Bn4JvBu4HpidZPNx4v0NzXS+rbvKtgJuBn4HnMW9k6nOz50kbCL3JkmSJC2xXDO1hKiqK5LcCGzcVXxgVf13d712rdL3aZKY06rqriS/okmgOp4BHAm8kCaBOhZ4AjADOK2n60cB21TVaW37hwN/B14HvGeMeG9JcjYLJ1NnVtUdSc4Antl1bmvgFqAzWjbuvY3W90QkWQ9Yt6d44351JUmSpEE4MrVkuQm4e1e/qprf+TnJKknWoRkRAnhS13WnAU9Kslr7fmvgF8A53JNkPQMo7hkZ6rigk0i1fV4NXEgzajSe07n32qitgDPan38FPDHJ/brO/baq7pjkvQ1qL5pRu+7XQrsPSpIkSYMymVqyrA78u/MmyQOSfDHJv4D5wNU0OwECrNl13Wk0o4xPS/Ioms0sTqOZ0tedTF1QVdf19Hl5nziuB+4/gXjvXjeVZC1gc+7ZYOKMNqanJHkE8MCu+pO5t0EdCDy25/XCKWhXkiRJApzmt8RI8hCaJOLiruLDaabpfY5mlOkmmgT4WO6dCJ9Fs+HDNjTJ0byquijJacBeSVamSaaO6NP1naOFNIGwO8lRZwofwK8BquqaJH9tzz20p/5k7m0gVTUPmNdd5lIsSZIkTSWTqSXHa9rjcQBJ7g/8B7BvVX28UynJpr0XVtVtSc6kSZgu5571RqcBKwO7Aeuz8OYTi6Sq5nUlTDfTjHzd0FXlDJrpfQ+hSdp+Pdl7kyRJkpZUTvNbAiR5FvARmmlu322LOyNGvcMp7xylmdNonuP0zPZnquoa4M/A+7vqTLXTabY934F71kt1nAE8jSbJ+1NVdaYwTvbeJEmSpCWOI1OL305JNqP57NcHnkWzTfjfgBdU1a0AVTWS5FTgfUlWAq6kSVgeMUq7pwEfoplS1500nQq8CZhbVVdMw/2cTrPz35OB/+05dwbN1MU1gS93Cge4N0mSJGmJYzK1+HWmtd0GXAecSzMic0jXyE3Hq2iSkLfQjOIcD+wE/KNPu2fQjPjcAvyxq/w0mmRqOkal4N7roHpHps6neQbWWiy8i+Bk7k2SJEla4phMLSZVNRuYPclrrgRe0ufUQjsptInYQr/Pqvou90wd7D234Sjl200ixov6xdOeK0bZFXCi99bvc5tMfJIkSdJ0cc2UJEmSJA3AZEqSJEmSBmAyJUmSJEkDMJmSJEmSpAG4AYWWOwftviUzZ84cdhgaspGREebMmcPxe2/DjBkzhh2OhsjvgiRpUI5MSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAG1BoubPHoWcxcsQ1ww5DQ7bBqsU+W8AOB5zKVfMz7HA0RIvyXZi7/87TE5QkaangyJQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmZIkSZKkAZhMLeGS7JekpqntSrLfdLQtSZIkLetMphazJLPaJKbzujXJP5Icl+TtSdYYdoySJEmSxmcyNTwfBV4D7Al8uS37AnBuksd31fsksOriDU2SJEnSeHzO1PAcU1Vndb3/dJJnAT8Dfprk0VU1v6ruAO4YTojDkeQ+wApVdduwY5EkSZJG48jUEqSqTgI+ATwceDX0XzOVZPskpye5IclNSS5M8qmeOqu0117UTiX8Z5L/S7LxWDEkeWKSY5KMtG2fmOSpPXVWSrJvkr+2bV/bxrN9V52Tk5zcp/3ZSeZ2vd+wne74niTvTHIJsAB4THt+syQ/TnJd29dZSV4woQ9UkiRJmkaOTC15DgM+BewAHNR7MsnmNKNXf6KZKrgA2ATYqqvOim2d/wB+AHwRWAPYHngscEm/jtu2TwNGgM8CtwNvAk5Osm1V/batuh+wD/BN4ExgBrAl8CTglwPe9+uAVYBvtPd0XRvPr4Argf2Bm4GXAUcm2aWqjhiwL0mSJGmRmUwtYarqiiQ3AqONIG0P3BfYqaquGaXO7jSJ1Luq6oCu8v2TZIzuPwmsBGxdVZcCJDkUuJAmudq2rbcz8IuqeuNE7mmCHgJsUlVXdwqSnABcDjy5qha0ZQcCpwOfAUZNppKsB6zbUzzmqJwkSZI0GU7zWzLdRDOS1M8N7fGFSUb7/e0CXMM9G1vcrar6brPejmbtABzZSaTa+v8EvgdsnWRGVwybJ9l07NuYlJ/0JFIPAJ4FHA6skWSdJOsAawPHAZsmefAY7e0FnNfzOmoK45UkSdJyzmRqybQ68O9Rzv2QZurbN4F/JflBkpf1JFYbAxe2m1dM1LrA/WhGoXr9mea78tD2/UeBtYCLkpyb5HM9OxAO4rKe95sAoVlDdnXP62NtnfXGaO9AmimN3a8XLmKMkiRJ0t2c5reESfIQYE3g4n7nq2p+km2AZ9JMt3sO8HLgpCQ7VNWd0x1jVZ3abmTxQprRrP8E9k7y5qr6ZqcaTTLUa8VRmp3f876THH6eZiSqn76fURvjPGBed9nYMxwlSZKkyTGZWvK8pj2OlkBQVXcBJ7avdyX5IPBfNAnWCTQbTMxMslJV3T7Bfq8GbgEe1efcZsBdwN+7YrgOOAQ4JMnqwKk0G1N0kqnrgY36tPXwCcbTmWp4e1WdMMFrJEmSpMXGaX5LkPY5Ux+hmfL23VHqPKBP8TntceX2+BNgHeCtfa7vOzzTjmgdT7MWa8Ou+usDrwJOr6qRtmztnmtvohklWrmr+BJgsyTrdrX1BLp2HRxLO7J0MvCmJA/scx+9m0tIkiRJi5UjU8OzU5LNaH4H69NstrA98DfgBVV16yjXfbSd5vfztu56NJstXEGzyx3AoTQ7+v1PkqfQbHe+GvBsmrVEo23E8OE2htPbXfPuoNkafWXgfV31LmifIfV74DqabdF3Bb7SVedg4F3AcUm+1cb5ZuB8mq3UJ+It7T2dm+QgmtGq9YGn0ez+94QJtiNJkiRNOZOp4fl4e7yNJiE5F3gncEhVjbb5BMBPgQ2B19OMPl0DnALsW1U3QjPKlOS5wIdoRpV2Aa6lTUxGa7iqzk/yDODTNM+RWgH4LfDqrmdMAXwJeAHNeqmVaZK6DwOf62rrz0l2b+/zf4ALaKYwvgrYboz7647ngiRbAvsCs2h28psHnM09n58kSZI0FCZTi1lVzQZmT6L+fjRrkTrvTwJOmsB182kSnA+PUWehKX9VdTbNphZjtf1fNGu0xovhuyw8XfH4njpz6b9RRef8pcBrx+tLkiRJWtxcMyVJkiRJAzCZkiRJkqQBmExJkiRJ0gBMpiRJkiRpAG5AoeXOQbtvycyZM4cdhoZsZGSEOXPmcPze2zBjxkR369eyyO+CJGlQjkxJkiRJ0gBMpiRJkiRpACZTkiRJkjQAkylJkiRJGoAbUGi5s8ehZzFyxDXDDkNDtsGqxT5bwA4HnMpV8zPscDRE3d+F3+z7vGGHI0laijgyJUmSJEkDMJmSJEmSpAGYTEmSJEnSAEymJEmSJGkAJlOSJEmSNACTqUWQZFaSal9b9zmfJH9vz/9sCvud27b55T7ntmvP7TqF/c1OctNUtSdJkiQtC0ympsatwKv6lG8LPARYME397pHkQdPUtiRJkqQxmExNjV8AL03S+9yuVwG/B66ahj7PB1YEPjANbUuSJEkah8nU1Pg+sDawfacgyX2BXYHvdVdsp/7NTXJUbyNJVklyY5KvT6DPucChTGB0qp2mN7dP+X5JagJ9TUiSmUmObe/hliSnJNmqX59JNmnjuqGtf0iS+/XUXTXJl5Jck+TfSX6a5MHt9ftNVdySJEnSIEympsZc4NfAK7vKdgLWBH7QXbGqCvgOsFOSB/S083xgRnt+Iv4LuA9LwOhUkmcBp9LE/zHgg8BawElJntLnksOBNYB92p9nAfv21JkNvI1m5O/9wHzg51MevCRJkjQAk6mp8z3gRUlWbd/vBpxSVf/oU/dQYCXgZT3lr6ZJzE6fSIdVdSlwGM3o1AMHCXoqJAnwNWAOsFVV/U9VfQF4KnAl8Mk+l51dVbtU1Verag/gCOANXW0+iebz+UJV7V5VB1bVy4GzJxjTekk2734BGy/KfUqSJEndTKamzuHAqsDzkqwBPI+eKX4dVXUR8FuahAuAdpRqJ+C77ejVRH2S4Y9ObQFsSnO/aydZJ8k6wGrAicA2SXq/a1/reX9ae+2M9v1z2uOBPfUW2sFwFHsB5/W8FppaKUmSJA2qd8MEDaiqrk5yAs2mE/ej2Rzix2NccijwlSQPr6q/AS+lGa06bJL9XprkMOCNSfYfLPpFtml7/PYYddYEru96f3nP+c65+wMjwMOBu4DLeupdPMGYDgR+1FO2MSZUkiRJmiImU1Pre8BBwAbAMVV1wxh1fwAcQDM69SmaKX5nVdWFA/T7X8BraNYVHdnn/GgjXSsO0Fc/nVGn9wLnjFKn9zlVd45SL1MRUFXNA+bdq+FMSdOSJEkSYDI11Y4Avk6zVujlY1WsquuS/BzYLcl3ga2Adw7SaVVdkuQ7wJtopg/2up5mM4heDx+kvz4uaY8jVXXCFLX5N5ok7RHAX7vKN5mi9iVJkqRF4pqpKVRVNwF7AvsBR0/gksOAxwCfoxmp+cHY1cf0SZppgu/rc+4SYM0kj+8UtBtWvHgR+uv2+7aP9yRZvfdkknUHaPO49rhXT/nbBmhLkiRJmnKOTE2xqhpr3VCvnwPX0qyXOqadmjZov53Rqdf2Of0D4DPAEUm+RLOma0/gIuBJE+xipSQf7lN+XVUdmOQ/gWOA85McQrOL34OBZ9KsgXr+JO/n90l+ArwzydrAb4BtgUd2qkymPUmSJGmqmUwNUVXdluSHNKMvk9p4YhSfpFl7da+1UFV1bZIXA/8DfJZmU4d9aDaOmGgydV/gE33KLwEOrKqTkzwN+AjwVmB14CqaaYcTeQhxP7u3bbySZhTtBJrpkxcCtw7YpiRJkjQlTKYWQVXNpnmw7Hj1Nhzj9G3Av5nELnOjtVdVFzPK77Sqfgk8rs+p/SbQ3yyah+qOV+8cYJdx6uzXr89+n2VV3UKTmL21U5Zki/bHK8aLR5IkSZpOrpkaoiSr0Iwk/aRNHNSl6wHI3d5Js2X6qYs3GkmSJOneHJkagiTrAc8GdgXWBr443IiWWO9L8v+AOcAdNA813gn4RlX9faiRSZIkablnMjUcjwG+S/McpLe30+O0sDOA7WnWYa1O86Df/WieqyVJkiQNlcnUEFTVyUzRw2mXZe06r18OOw5JkiSpH5MpLXcO2n1LZs6cOewwNGQjIyPMmTOH4/fehhkzZgw7HA1R93dBkqTJcAMKSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDIlSZIkSQNwAwotd/Y49CxGjrhm2GFoyDZYtdhnC9jhgFO5ar6bay5v5u6/87BDkCQtAxyZkiRJkqQBmExJkiRJ0gBMpiRJkiRpACZTkiRJkjQAk6llVJKTk5w37DgAkmyYpJLMGnYskiRJ0lQxmRpQklltgtB53ZrkH0mOS/L2JGsshhgelGS/JFtMU/srJNk9yS+TXJPk9iTzkhyf5I1JVp6OfiVJkqSlgVujL7qPApcBKwEbANsBXwDeleQFVfWnaez7QcC+wFzgnKlsOMmqwBHAjsAZwOeBfwEPALYFDgRmAm+YQHN/A1YFbp/KGCVJkqRhMpladMdU1Vld7z+d5FnAz4CfJnl0Vc0fUmyL4gCaROqdVfXFnnP/nWRTYPuxGkhyH2CFqroNuHV6wpQkSZKGw2l+06CqTgI+ATwceHX3uSSbJflxkuvaqYFnJXlBT50HJPl8knOT3JRkJMkxSZ7QVWc74Hft20O6phvO6mnrMUnmJLklyZVJ3jde/EkeCvwncGyfRKpzj3+tqgO7rumsi3pPkncmuQRYADym35qpJLPbe9uonRp5cztN8qNJ7vUE1SSvSPL7JP9uP4tzk7xjvPuQJEmSppPJ1PQ5rD3u0ClIsjnwG+DRwP7Au4GbgSOTvLjr2o2AF9GMbr0L+BzwOOCUJA9q6/yZZoohwDeA17SvU7vauT9wLPDHtq+/AJ9JstM4se8ErAh8Z2K3ei+vA97WxvRu4Lox6q7Yxvcv4H3A74GPtS8AkmwPfB+4Hng/8AHgZGCrAWKTJEmSpozT/KZJVV2R5EZg467iLwKXA0+uqgUASQ4ETgc+Q7NGCeBc4JFVdVfnwiSH0SRDbwA+UVX/SnIM8HHg11XVL/F5ELB7VR3WtvEtmvVLbwCOGSP8zdrjvXYDTHJfYMa9b7Ou7bn2IcAmVXV113UbjtLPKjSjX29v6x0IHA28P8mXquoaYGdgBNixqu4cI+Z7SbIesG5P8cb96kqSJEmDcGRqet0ErAHN1D3gWcDhwBpJ1kmyDrA2cBywaZIHA1TVgk4ilWTFJGu3bV0IPGmS/d+dZLVrl86kGfkaSydhuqmn/LnA1V2vv/W59ifdidQEfKUrvmrf3xd4dlt8A7Aa46zP6mMvmmSw+3XUJNuQJEmSRmUyNb1WB/7d/rwJEJq1VFf3vDrT2taDu7ck3zvJX2nWHV3T1ns8sOYk+r+iTVC6XU8z/W8snZhX7yn/FU1Ssz1w/CjXXjaJ+O4CLu0pu6g9btgeD2zLjklyRZKDkzxnAm0fCDy25/XCScQmSZIkjclpftMkyUNoEp+L26JO4vp5mpGofjp1P0iTdB0MfIRm3dFdNFuuTyYBHm1aXEYp7/hLe3wszXorANoRpxMAkry6z3UAU7pzYVXNa5+jtSPNWq6dgNclObSqXjvWdcC87rKefS0kSZKkRWIyNX1e0x47iVNnBOb2qjphnGt3BeZU1b2e4ZRkLZpRqo7eUaepcgxNIrYb8N1p6gOaxHAj7hmNAnhke5zbKWinJx4NHJ1kBZpRpzcl+URVXYwkSZI0BE7zmwbtc6Y+QjPl7btw90jJyTRJwAP7XNO9WcKd9IweJXkp8OCey25uj2tNRdwdVXU5zajYTkneOkq1qRrmubv9dkv0t9I83PfEtmztntjuAjoPQl55imKQJEmSJs2RqUW3U5LNaD7L9Wk2mdieZnOGF1RV98Nq30Kzc9+5SQ6iGa1aH3gazS54nedI/Qz4aJJDgDNotkXfjYXXF11Cs0HDm5P8mya5+m1VTWbd0mjeCTwC+HKSV9CMDM0D1qHZlvz5NBtiLIpbgeck+TbwW5opfDsDn+raxOKb7eYdJwFX0Dy7623AOTTbw0uSJElDYTK16D7eHm+jWdt0Lk0ickhV/bu7YlVdkGRLYF9gFs1OfvOAs7vaAfgUzQ52rwJeDvyBJsnYv6e925O8Fvg08DWa3+frmNwmEH1V1S3tRg+d51e9j2aXvxto1lHtBXx7Ebu5E3gO8FWaZ2n9m2Yzju7P4jvAG9v+1gKuAn4I7Ne9dbwkSZK0uJlMDaiqZgOzB7juUmDUjRPaOguA97Svbtv1qftT4Kd9yheq25bPmlik0D7XaTYTuM+qmssoU//GOXcpzeYSo7X7E+An4/UvSZIkLW6umZIkSZKkAZhMSZIkSdIATKYkSZIkaQAmUxqKqppVVasPOw5JkiRpUG5AoeXOQbtvycyZM4cdhoZsZGSEOXPmcPze2zBjxoxhhyNJkpZCjkxJkiRJ0gBMpiRJkiRpACZTkiRJkjQAkylJkiRJGoDJlCRJkiQNwN38tNzZ49CzGDnimmGHoSHbYNViny1ghwNO5ar5GXY4mkJz99952CFIkpYTjkxJkiRJ0gBMpiRJkiRpACZTkiRJkjQAkylJkiRJGoDJ1CJKMitJJdmyp3zNJGcmuTXJc4YV36JK8osk1ydJT/kT2/v+W59rntWee+MUx/KYJPsl2XAq25UkSZIGYTI1DZLMAI4HHg+8uKqOHXJIi+J0YC3gsT3lWwF3AA9L8pA+5zrXTqXHAPsCG05xu5IkSdKkmUxNsSRrAMcBWwC7VNUxw41okXUSoq17yrcCfgHc1Ofc1sC1wJ+nNzRJkiRpeEymplCS1YFjgSfRJFI/7zn/wiQ/T/KPJAuSXJLkI0lW7Kl3cpLz2mltc5LckuTKJO/r7ivJzUm+2CeOhyS5M8k+XWVrJflCkr+3fV+c5P1JxvsOnAncxj2jTR1bAae25+8+17b3VOCMqqrJ9J3kFUl+n+TfSUaSnJvkHe25WcCP2qpz2mmElWS7ceKXJEmSpoUP7Z06qwHHAE8Gdq2qn/WpM4tmJOd/2uOzgI8DM4D39tS9P01i9n/A4cCuwGeSnFtVx1TVTUmOAF6e5F1VdWfXta8EAnwXIMn9gFOABwNfBy4Hng58Gngg8M7Rbqqqbk3ye7pGn5I8FHgocAbNFMDuJ2Q+rr2f0yfTd5Ltge8DJwLvb9t6NE2i9kWaxO1LwNuBT3HPqJejX5IkSRoKk6mp823gQcBLq+qno9R5VVXN73r/tSRfA/ZK8uGqWtB17kHA7lV1GECSbwF/A95Ak7QBHArsBmxPk3h1vBo4taoub9+/C9gYeGJV/bUt+3qSfwDvTfLfVfX3Me7t9Lbeg6vqSpoE51bg9zTJ1D5J1qiqf3NP0tWZHjjRvncGRoAdexJDAKrq0iSn0SRTv6yqk8eIlyTrAev2FG881jWSJEnSZDjNb+qsT5NgjJqUdCdSSdZIsg5wGnA/YLOe6jcB3+m69jaaKXUbddU5AfgHTULVafexNBtffKer3kvbfq5Psk7n1V6/IrDNOPfWSYye0R63An7fxvRrmu/RU7vO3QqcNcm+b6AZ3dt+nFgmai/gvJ7XUVPUtiRJkmQyNYXeRLO26Ngkj+pXIcnmSY5IciPNKMzV3JP0rNlT/YrOmqMu19NM/wOgqu6imcr3onY6HTSJ1a3cs74IYFPgOW1/3a8T2vPrjXNvvwKKe9ZGbdWWUVU3ABf0nPtdm2hNpu8DgYuAY5JckeTgRdxS/kCaHQi7Xy9chPYkSZKke3Ga39S5AHguzZqfXybZqnvqXJK1aNYOjQAfBS6hSXqeBHyGhRPbhaa6dZrqeX8ozXqrFyX5PvAq4GdVdWNXnRWAXwKfHaXNi8a6saq6NslfgK3bTTYeD3ysq8oZ7bmHAA+jXas1mb6ral6SLYAdgZ3a1+uSHFpVrx0rvlFingfM6y7reVSWJEmStEhMpqZQVZ2Z5EXAz2kSqmdU1dXt6e2AtYGXVNWpnWuSPGIR+zwvydk0I1JX0CQzb+updgmwelWd0Hv9JJwOvB7YgWZ63hld586g2fRiu666k+67Hc06Gji63envQOBNST5RVRfTjI5JkiRJSwSn+U2xqjqRJrHYhGbK34z2VGek6e7hkST3pVnbs6gOo0ly3knzfKfeZ1sdDjwtyY69F7bblk8kqT6dJol6D/DXriQRmmRqdZp7uYt7J1oT6jvJ2t3n2imMf2rfrtweb26Pa00gXkmSJGlaOTI1DarqiCR7AAcDP23X/pxBs+bp20m+RDPK8hoWnrY3iO/RTKN7MfDVqrq95/zngBcAP0sym2YXvtVotjHfFdgQuGacPjqjTU8DZnefqKqLklzTnju3XUc12b6/meQBwEk0I2wPpxlhO4d7tj8/hyYpfX+SNYEFwEntlD5JkiRpsXJkappU1SE0ozjb0mwGcSPwPOCfwCfbc78E3jdaG5Po61/A8e3bw/qcv6WN43M0U/G+CHyAZnOIfdvYxuvjUpqdA+HeI0/0lHVP8ZtM39+hWUO2F830vtcCPwR2akepqKqrgDfTbFrxLZrnUj1mvNglSZKk6eDI1CKqqtn0jNR0nftv4L+7is6gGb3pda/RqarabpT2Zo0Rym3AJVX161GuvQn4YPsaSFU9eIxzo+6UN5G+q+onwE8mEMM3gW+OV0+SJEmabo5MLQOSPJDmobcLjUpJkiRJmh6OTC3F2p0AtwL+E7gd+PpwI5IkSZKWH45MLd22pRmNegTw2nZNkSRJkqTFwJGppdhY67UkSZIkTS+TKS13Dtp9S2bOnDnsMDRkIyMjzJkzh+P33oYZM2aMf4EkSVIPp/lJkiRJ0gBMpiRJkiRpACZTkiRJkjQAkylJkiRJGoDJlCRJkiQNwN38tNzZ49CzGDnimmGHoSHbYNViny1ghwNO5ar5GXY4GsPc/XcedgiSJPXlyJQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmdJQJJmdZO6A185NMntqI5IkSZImx2RKACSZlaR6XvOSzEmy07DjkyRJkpY07uanXh8FLgMCrA/MAn6R5PlV9bMp7GcPTOYlSZK0FDOZUq9jquqszpsk3wL+BbwSWORkKslqVXVzVd2+qG1JkiRJw+TIgMZzAzAfuAMgyXbtFMDtuisl2bAtn9VVNjvJTUk2TvKLJP8Gvtt1bm5PG+9JckaSa5PMT/L7JLtO581JkiRJg3JkSr3WTLIOzTS/9YC3AasD3xmwvfsAxwGnA+8Bbhmj7juAn9IkXPcFXgH8KMnzqurnA/YvSZIkTQuTKfU6oef9AuD1VfXLAdtbGfhRVe0zgbqPrKr5nTdJvgL8AXgXMKlkKsl6wLo9xRtPpg1JkiRpLCZT6vUW4KL25/WBVwPfTPLvqvq/Adv86kQq9SRS9wdWBE6jWa81WXsB+w5wnSRJkjQhJlPqdWbPBhTfB84GvpJkkA0o7gCumEjFJM8DPgxsQTOi1VED9Hsg8KOeso2BowZoS5IkSVqIyZTGVFV3JZlDs55pU0ZPbFYcpXxBVd01Xj9JnkGzXupUmlGlfwK3A68DXjVA3POAeT19TLYZSZIkaVQmU5qIzvdkdeD69ue1euo8fBH72AW4FdixqhZ0CpO8bhHblSRJkqaFW6NrTElWAnYAbgP+DPwNuBPYpqfqXovY1Z00o153j3Al2RB40SK2K0mSJE0LR6bUa6ckm7U/r0czxW5TYP+qGgFI8iPgbUkKuAR4Xlt3UfycZte+Y5N8r23vLcDFwOMXsW1JkiRpyplMqdfHu36+FfgLsCfw9a7ytwErAW+m2Tr9cOC9wHmDdlpVJyV5A/AB4AvAZcD7gQ0xmZIkSdISyGRKAFTVbGD2BOteA+za51R66s0CZo3SxkLlVXUwcHCf6vv11NtwInFKkiRJ08k1U5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIG4AYUWu4ctPuWzJw5c9hhaMhGRkaYM2cOx++9DTNmzBh2OJIkaSnkyJQkSZIkDcBkSpIkSZIGYDIlSZIkSQMwmZIkSZKkAZhMSZIkSdIA3M1Py509Dj2LkSOuGXYYGrINVi322QJ2OOBUrpqfYYez3Jq7/87DDkGSpIE5MiVJkiRJAzCZkiRJkqQBmExJkiRJ0gBMppZCSSrJfl3vZ7VlGw4vKkmSJGn5YjK1hEmyV5sY/XaIMcxuY+i8RpL8Mcm7k6w8rLgkSZKkJYnJ1JJnN2Au8JQkm0zwmsOAVYG/TWEcC4DXtK8PAtcBnwe+PYV9SJIkSUstk6klSJJHAE8H3gVcTZNYjauq7qyqW6uqpjCcO6rqO+3rK8B/AGcBL0/yoEVpOMkKSVaZkiglSZKkITGZWrLsBlwP/Bz4MRNMpnrXTCV5VpK7kny8p96r2np7TjawqroLOLl92+ln5SQfS3JxkgVJ/p7ks71TAds+v5JktyTn04x6Pac99+AkByf5V9vG+Ule33P93J5ph92v7SZ7L5IkSdJU8KG9S5bdgP+rqtuSfB/YM8mTq+p3k2mkqk5KciCwT5Ijq+oPSR4IfBk4AfjagPFt3B6vTbIC8FNga+AbwJ+BxwF7A48EXtRz7bOAlwFfAa4B5iZZH/gNUG351cBOwLeSzKiqL7TXvhNYvae9vYEtgGsHvBdJkiRpkZhMLSGS/D9gM+BtbdHpwBU0CdakkqnW+4AdgUPbtg+i+X2/YaLTAZOs0/64Jk0i9CLgT1V1YZJXA88Gtq2q07uuOQ/4WpKnV9UZXc09CnhcVV3QVfebwIpteScp+lqbSO6X5OtVNb+qjuyJ66XAk4CPVtW5o8S+HrBuT/HG/epKkiRJgzCZWnLsBvwLmANQVZXkh8Crk7y7qu6cTGNVdUuSWcCp7espNInU5RNsYjWakaJuZ9BsSAHwUprRqL90JV0AJ7XHZ7b1O07pSaQC7AIc3r7tbuM44BU0CdOvugNI8hjgYOAo4JNjxL8XsO8Y5yVJkqRFYjK1BEiyIk3yMAd4RJNnAPBb4N00mz8cP9l2q+pXSb4KvAU4rqoOnsTltwLPb39eAFxWVVd0nd8UeDQLJ1wd6/W8v6zn/brAWsAb29e4bSSZAfwfcCWw+zgjbAcCP+op25gmCZMkSZIWmcnUkuFZwANpEqpX9Dm/GwMkU+1GENu1bzdOcr+qumWCl99ZVSeMcX4F4FyanQf7+XvP+/l9rgf4DqNvt/6nnvezgQcBT6mqkTFio6rmAfO6y7qSVEmSJGmRmUwtGXaj+cP/LX3OvQR4cZI3V1VvQjKej9GMHr0H+AywP/D2RQm0yyXAE4ATB9yS/Wrg38CK4yRtACT5AM2arZdU1V8G6E+SJEmaUiZTQ5ZkVZqE6UdV9eM+5/8BvBJ4AfDDSbQ7kyaJ+kJV/Xe7Jun9SX5SVadMQeiHA88F9qDZza+771WBFarq5tEurqo7k/wEeFWSx1bVeT1trFtVV7c/P5tmfdR/9W5GIUmSJA2LydTwvQBYg2ab8X5+wz0P8J1QMtU+EPfbwF+BD7XF+9KsgTokyePGSnQm6DCaHf6+luSZNBtFrEizI+HLaHYSPGucNj5As1HFb5McBFwAPIBm44lntz8DfJ/mM/hru4tgt19W1b8W8V4kSZKkSTOZGr7daDZ7+GW/k1V1V5KfA7slWbtrC/GxfArYBHh6Vd3atnNbktfSJGefo9ntbmBtXC+ied7T7sCLgVuAS4EvAhdNoI1/JXkK8FGa0bm9aJ4bdT7w/q6qnZ3++q2teibNLoiSJEnSYmUyNWRV9YIJ1Hkd8Lqu9+k5P5tmc4bO+3fRZ2OIqvo9sNIE+psFzJpAvduBz7avseqNuvNDu1HEW9vXpK+XJEmShmWF8atIkiRJknqZTEmSJEnSAEymJEmSJGkAJlOSJEmSNAA3oNBy56Ddt2TmzJnDDkNDNjIywpw5czh+722YMWPGsMORJElLIUemJEmSJGkAJlOSJEmSNACTKUmSJEkagMmUJEmSJA3AZEqSJEmSBuBuflru7HHoWYwccc2ww9CQbbBqsc8WsMMBp3LV/Aw7nOXO3P13HnYIkiQtMkemJEmSJGkAJlOSJEmSNACTKUmSJEkagMnUEizJ7CRzF+Ham6Y4pN4+Ksl+09nHKP3ul6QWd7+SJElSN5OpIUgyq01EOq9bk1yU5CtJ1l8C4tuvJ77u15uHHZ8kSZK0JHA3v+H6KHAZsAqwNbAn8Nwkj62qW4A9GG7CuyfQO7r122EEIkmSJC1pTKaG65iqOqv9+ZtJrgXeBbwQ+H5V3T680AD4cVW5h7gkSZLUh9P8liwntcdHwMJrppJs2E61e0+SNya5JMmCJL9L8uTxGk+yRZKrk5ycZPXpuIEkT0xyTJKRJDclOTHJU7vOb9Tew959rn16e+6VXWVbt/d3a3u/b5qOuCVJkqTJcmRqybJxe7x2nHqvAtYAvg4U8D7g/5JsNNpoVptsHQecBbywquZPIJ4HJPd6mOmdVXX9aJWTbA6cBowAnwVuB94EnJxk26r6bVVdmuRXwG7AAT1N7Ab8Gziqbe9xwPHA1cB+NN/XjwH/mkDskiRJ0rQymRquNZOsQ7NmaiuaNVTzgZ+Nc93DgE07iU2SC2kSkB37XZtkK+AXNInOLlW1YILxXdjz/m/AhmPU/ySwErB1VV3a9n1o285ngW3beocCX0+yWVX9pa23EvAy4P/a9WIAHwcCPKOqLm/r/QQ4d7zAk6wHrNtTvHG/upIkSdIgTKaG64Se938DdquqK8e57oc9I0SntceNeismeSZwNM0Izyuq6rZJxLcLzShTx6ijWUlWBHYAjuwkUgBV9c8k3wP2SDKjqkaAw4Ev0oxEfaStuiOwDvCdrvZ2bNu7vKu9Pyc5DnjuOLHvBew7obuUJEmSBmAyNVxvAS4C7qCZunZhVd01gesu735TVde30/Hu31NvFeDnwO+Bl1XVHZOM79RJbECxLnA/Fh7NAvgzzfq8hwLnV9UNSY6mma7YSaZ2A67knnVj6wKrAn/t096FjJ9MHQj8qKdsY9ophJIkSdKiMpkarjO7dvObjDtHKU/P+wU00/teCDyH8acPLk6HAi9N8nSaaXsvAA6cYDI5rqqaB8zrLutZ/yVJkiQtEnfzW7YVzYjPicCPkmw3jX1dDdwCPKrPuc2Au4C/d5Ud216zG/BimlGtw3ramw9s2qe9fn1IkiRJi5XJ1DKuXSP1EuB3wNFJnjJN/dxJsy7rhUk27JQnWZ9mOt/p7XqpTv07gO/TbDoxCzi3qv7U095xwIuSPKyrvUfTrKWSJEmShspkajnQboP+PJq1Rsckeew0dfVhmvVfpyf5YJL3AWcAK9Ns397rUJpNJ55Ju/FEj84GEqcleX+SDwFzgPOnPHJJkiRpkkymlhPtqNCOwFXAL5NsMg19nA88AzgP2IcmGfob8Myq+m2f+r+nSYzuAr7b5/yf2pivptkm/fVtm0dMdeySJEnSZLkBxRBU1Wxg9gTqzep5P5eFN5nonEvP+1k00+e6y64FNp9Av/vRPCR3vHoLxVJVZ9NsdjFRtwMnj7YdfFWdCmzZ59S48UmSJEnTyZEpDU2SLYEtaKb7SZIkSUsVR6a02LVrtv4f8G7gn8APhxuRJEmSNHmOTGkYdgUOAVYCXllVtw45HkmSJGnSTKa02FXVflW1QlU9uqpOGXY8kiRJ0iCc5qflzkG7b8nMmTOHHYaGbGRkhDlz5nD83tswY8aMYYcjSZKWQo5MSZIkSdIATKYkSZIkaQAmU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcDd/LTc2ePQsxg54pphh6Eh22DVYp8tYIcDTuWq+Rl2OMuFufvvPOwQJEmaUo5MSZIkSdIATKYkSZIkaQAmU5IkSZI0gOU2mUpSSb4y7DgkSZIkLZ2WuWQqycZJvp7k0iS3JhlJ8qsk70iy6rDjW1RJHpLkB0nmtff22ySzJtnGfdvP4+y2jRuSnJ/kG0k266r39CT7JVlrEeLda7LxSZIkSUuDZWo3vyQ7Az8CFgCHAucB9wW2Bj4HbA68cWgBLqIkKwA/BR4JfAH4B/AU4OXA7Ek09RNgJ+D7wEHASsBmwPOAM4C/tPWeDuzbtn3DgGHvBVwzyfgkSZKkJd4yk0wleQTwA+BvwLOq6p9dp/83ySbA0r4v76OAJwLvq6rPtWUHJll5og0keTJN0vShqvpUz7m3AmtNUaySJEnSMm1Zmub3PmB14A09iRQAVXVxVX2xtzzJi5Kcl2RBO9XtOT3nH57kwCQXJpmf5NokP0qyYU+9lZLsm+Sv7fTCa5OcnmT7nnqbJflxkuvaemclecEE7/GuTjM997ZggtcDbNwef9V7oqrurKpr2zj3oxnNA7isXWNWnftO8rokJ7XTDRckuSDJnt3tJZlLMxq4bdf1J3faT1K9MSSZ1d1PW7ZlkuOSXNP+Di5LcvAk7lmSJEmacsvMyBTwfODSqjpjEtdsDbwEOBD4N/B24CdJHtZJKoAn00x3+wFwBbAhsCdwcpLHVNUtbb39gH2AbwJnAjOALYEnAb8ESLI5TRJzJbA/cDPwMuDIJLtU1RFjBVtVFyY5A3h3kh9U1eWTuNeOv7XH3ZL8qqruGKXe/9FMJ3wlsDfNVD2Aq9vjnsD5NNMO76D5/A9MskJV/W9b553Al4GbgP9qy/41mWCTrAcc3/a7P810ww1pfm+SJEnS0CwTyVSSGcCDgaMmeemjgcdU1SVtO3OAP9IkEJ2d/n5eVT/u6e9o4NfALsBhbfHOwC+qaqw1WV8ELgee3BlNSnIgcDrwGWDMZCrJ+sBqNFPxjk/yjKq6eqxr+vgNcAqwB/CCJCe1/f+sOzmrqj8l+QPNZ3FkVc3taWfbqprf9f4rSY4F3gX8b9vGkUk+CVxTVd+ZZJwdTwfuD+xQVWd1lX94rIvaJGzdnuKN+9WVJEmSBrGsTPOb0R7/PcnrTugkUtAkEMAIsFFX2d0JQzuVb23gYpoRkid1tXUDsHmSTft1lOQBwLOAw4E1kqyTZB1gbeA4YNMkDx4t0CT3oRkFuhl4HLAGTUK1VledV7ZT5EZNGqqqgB1pkpHraZKl/wX+luSHE925r+dzWbO9l1OAjZKsOZE2JuiG9vi8JCtN4rq9aDYg6X5NNtmWJEmSRrWsJFMj7XGNSV7Xb5rc9TQjIQAkWTXJx5P8nWaXwGtoppytBXQnDR9tyy5Kcm6SzyV5fNf5TWjWOn2ivb779bG2znpjxLorzc5976yqi2gSog2BXyRZra3z2La9y8a66apaUFX/VVWPBh5Ek1D9hmbK4YSevZVkqyQnJLmZJuG5GuhsaDGVydQpNLsP7gtck+Sodr3WeJtuHEjzeXS/XjiFcUmSJGk5t0xM86uqkST/oPmDeTLuHKW8e4OHLwOvo9mK/NfAjUDRrKG6OxmtqlPbEaEXAjsA/wnsneTNVfXNrrqfpxmJ6ufiMWJ9Os3apLPa/s5rN644HjgqyUuA1wLfr6q7Rm/m3trNOn6Q5Cc0a6BelmTWGGupaO/zRJot1N8F/B24DXguzfqqiSTpC20+0VqxJ74Cdk3yVJp1WTsCB9OsG3tqVd00yn3NA+b1xD2BsCRJkqSJWSaSqdbPgDcmeVpV/XoK290V+HZVvbtTkGQV+mwhXlXXAYcAhyRZHTiVZmOKbwKXttVur6oTBoijaH5fD6R5vhRVdVqSV9CM3PyRZkToc6O2MFbjVbcn+ROwKbAOcBWjJzzPB1YGXtC9zirJM0eJu5/r22vWqqobusofPkp8v6EZPftQklcB3wVeQfPZSpIkSYvdsjLND+CzNOuJvtlu1HAvSTZO8o4B2r2Tnq3IgbfRM4LSrqW6WzticjFN0tEZKTkZeFOSB/aJr3ezhF6dBOzjPf0cRZNQbAj8rqquGKuRJJsmeVif8rWAp9EkOZ1NLW5uj2v1VO+M6N39ubTrpF7Xp8ub+1wP0Fmrtk1XG6vRjK51x3X/LDykdE57nPDztSRJkqSptsyMTFXVJe2IxQ+BPyc5lGbTgfvSTJF7KTB7gKZ/BrwmyY3ABTQJx7OBa3vqXdA+Q+n3wHU026Lvyr3XIL2FZue8c5McRDNatX7b5kOAJ4wTx1HAG9I8gPhImjVcz6EZKToVeGaSj1fVR8do5wnA95IcA5zWxvpgmiTmQTRrsjrJ0u/b438l+QFwO3A0zdTC24Cjk3yd5vlee9BMq+tNFH8P7JnkwzTJ5byqOqlt43LgW0k+R5OgvZ4mketO9l4L7JXkCJoEbI22rxHgF2PcpyRJkjStlplkCqCqftpu+vBemrVLe9IkHH8C3g0cNECz76D5Q383YBWa50Q9m4XXPX0JeAHNeqmVaZ7n9GG6pt1V1QVJtqTZTGEWzU5+84Cz6Rlx6nNvlWQXmjVJs2i2Up9PM/Vtx6r6ZZLvAh9JcnFVHTpKU6cCHwF2olnvtC7NLohnA++vqp909fm7JB8B3kyTtK0APKJ93tWuwCdp1oBdBXyVJhHqfZjux2mm7r2PJhE6BTipnVb4YpqNIj7RtvEFmpGxQ7quP4Vm441X0CSeN9I8x2u3qhpzow1JkiRpOi1TyRRAVf0VGOtZT516fXcjqKoNe97fQDNi0qu33n9xz4Npx+r3Unqmsk1UO2L0+fbV7/xuNEnfWG3Mo0nEPjPBPj9JkzT1lh9NM0rV65Ceev8CnjdK238Antrn1OyuOmcDr5pIrJIkSdLitCytmZIkSZKkxcZkSpIkSZIGYDIlSZIkSQMwmZIkSZKkASxzG1BI4zlo9y2ZOXPmsMPQkI2MjDBnzhyO33sbZsyYMexwJEnSUsiRKUmSJEkagMmUJEmSJA3AZEqSJEmSBmAyJUmSJEkDMJmSJEmSpAG4m5+WO3scehYjR1wz7DA0ZBusWuyzBexwwKlcNT/DDmeZMnf/nYcdgiRJi4UjU5IkSZI0AJMpSZIkSRqAyZQkSZIkDcBkSpIkSZIGYDKlMSWZm2T2sOOQJEmSljQmU8uxJLOS1Civ/YcdnyRJkrQkc2t0AXwUuKyn7LxhBCJJkiQtLUymBHBMVZ017CAkSZKkpYnT/DQpSfZLUn3KO1MGN+wqm5vkZ0m2S3JWkvlJzk2yXXv+Je37W5P8PskT+7S7WZIfJ7murXdWkhdM4y1KkiRJE+LIlADWTLJOd0FVXTNFbW8CfA/4OvAd4D3A0UneDHwKOLCttw9weJJHVdVdAEk2B34FXAnsD9wMvAw4MskuVXXEaJ0mWQ9Yt6d44ym6J0mSJMlkSgCc0KcsU9T2o4CnV9WvAZJcABwHHARsVlWXt+XX0yRc2wAnt9d+EbgceHJVLWjrHQicDnwGGDWZAvYC9p2ie5AkSZIWYjIlgLcAF01T2xd0EqnWb9vjSZ1Eqqd8I+DkJA8AnkWzOcYaSdboqnsc8LEkD66qK0fp90DgRz1lGwNHDXITkiRJUi+TKQGcOY0bUHQnTFTVjUkA/t5T78b2eP/2uAnN6Ngn2lc/69FMAVxIVc0D5nWXtf1KkiRJU8JkSpO10OYTrRVHKb9zkuWdjKezOcrnaUai+rl4lHJJkiRp2plMabKuB0iyVlXd0FX+8Cnu59L2eHtV9VvTJUmSJA2VW6Nrsi5pj9t0CpKsBrx2Kjtpp+mdDLwpyQN7zyfp3alPkiRJWqwcmdJkHU+zDupbST5HM13v9cDVwMOmuK+30Ozcd26Sg2hGq9YHngY8BHjCFPcnSZIkTZjJlCalqm5P8mKa3fI+AVwFfIFm+t8hU9zXBUm2pNnifBawNs2mEmcDH5/KviRJkqTJMplajlXVbGD2OHU27FP2B+CpfarP7qm30LVt+ULb6lXVXPo826qqLmWKpxBKkiRJU8E1U5IkSZI0AJMpSZIkSRqAyZQkSZIkDcA1U1ruHLT7lsycOXPYYWjIRkZGmDNnDsfvvQ0zZswYdjiSJGkp5MiUJEmSJA3AZEqSJEmSBmAyJUmSJEkDMJmSJEmSpAGYTEmSJEnSANzNT8udPQ49i5Ejrhl2GBqyDVYt9tkCdjjgVK6an2GHs9Sau//Oww5BkqShcWRKkiRJkgZgMiVJkiRJAzCZkiRJkqQBmExJkiRJ0gBMpgaUZMMkleQ9w45lqrX3td+Q+t6u7X+7YfQvSZIkTdRAyVSSWe0fvFtOdUDDlGRue1/jvWYNO9bxJDm8jfUzo5x/7rASprb/vZaGz1GSJEkajVuj39s7gdW73j8XeCWwN9C9l/YZizGmSUsyA3g+MBd4ZZIPVFX1VHsu8BZgv8Ub3d32ovlMZ/eUnwqsCty2uAOSJEmSJmO5TKaSrFZVN/eWV9WRPfU2oEmmjqyquT3nNpzGEBfVLsCKwOuBk4BtgFOGGtEEVdVdwK3DjkOSJEkaz7SumUryxCTHJBlJclOSE5M8tev8WknuTPL2rrJ1ktyV5Nok6Sr/apKretqfmeTYJDcmuSXJKUm26qmzXzvd7TFJvpfkeuD0Kb7PNya5JMmCJL9L8uSe849PMjvJpUluTXJVkoOTrD1KrJu09W9o7+2QJPebREi7Ab+sqjnAn9v33f3MphmV6qyPqiS9I1fd9R+e5MAkFyaZ3/5uftSbUHZN/9wqyf8kuTrJzUmOSLJuV725wObAtl39n9yeW2jNVJJNk/yk/dxuTXJFkh8kWXMSn4kkSZI0paZtZCrJ5sBpwAjwWeB24E3AyUm2rarfVtUNSc6jGTn5Unvp1kABDwAeA5zflj+jba/T/rOAY4DfAx8D7gJeB5yU5BlVdWZPSD8C/gp8EAhT51XAGsDX27jfB/xfko2q6va2zvbARsAhwFU0icQbgc2TPLXPFLzDgcuAfYAnAf8JzAPeP14wSR4EPBN4bVv0fWDvJG+tqs7Uua8DD2rjes0E7vHJwNOBHwBXABsCe9L8Lh9TVbf01P8ycD3N72VDmumTXwFe3p5/Z1vnJuC/2rJ/jXI/9wWOA1Zur7kKeDDwPGAt4MYJxC9JkiRNuemc5vdJYCVg66q6FCDJocCFNMnVtm2904Bdu657Bs3I0Wbtz+cn6SRW32jbCfA1YA6wUycZSfJ1muTrk8AOPfH8sapeNcX3CPAwYNOqur6N4ULgKGBH4GdtnQOr6r+7L0ryG5pEZ2u6ksTW2VX1hq66awNvYALJFM20xAVtDNAkQB+nWSN1JEBV/TrJRcD2VfWdCbT586r6cU/8RwO/pplSeFhP/WuBHbp+LysAb0+yZlXdWFVHJvkkcM0E+n8M8AjgpT0xfHysi5KsB6zbU7zxOH1JkiRJEzYt0/ySrEiTzBzZSaQAquqfwPeArdtNEqBJJNZP8qj2/TNoNiE4rf0ZmoQj3JN0bAFs2ra1djs1cB1gNeBEYJv2D/huX5u6O7yXH3YSqVYnxo06BVU1v/NzklXaWH/TFj2pT5u9sZ5Gc58z+tTttRtN8vPvtu+/0oze7TbmVWPoiX+lNrm7GLiB/vF/o2e07TSaNVwPH6D7zsjTjpOc6rgXcF7P66gxr5AkSZImYbrWTK0L3I9mFKrXn9t+H9q+7yQfz0iyGvDEtuxU7kmmnkEzXfCP7ftN2+O3gat7Xv9JMyWsdz3NZYPfzpgu737TlVjdv1OW5AFJvpjkX8D8Ns5OPP3W/Vze836hNvtJ8miaz+9X7bqrTZJsApwMPG+CyVi/dldN8vEkf6cZ9bqmvYe1pjL+fqrqMuB/aH6v1yQ5LslbJrBe6kDgsT2vF062f0mSJGk0Q9/Nr6r+keQymnVTc2lGoH5N88f6F5M8nCaZOqPd6Q3uSQLfC5wzStM39byf37fWortzlPLudVmH06w5+hxNvDfR3MOx9E9oJ9JmP69ujwe0r1670Kzbmqwv06xH+wLN7+ZGmvVh/7+9+w63pKryPv79iaAoNqCCjBhwEMU04gzaoyCiIyCDiigYSKIjqIxZDDAGDCOmMQ+KgDaIJAUGBRFEu0n6omAEEQVERERAgSbH9f6x68LxcG463bdPd9/v53nOU3127apadbts72LvvepwFm/8A1XV27uiGVvTRjw/B+zZrTe7dJxjrqCtM7v74lmcS+UkSZI0281UMnUlcCPw2AH71qcVi/hjT9tptGTq98DPq+q6JL+g/dL+PNpUsvf39L+w2y6sqpMXc+yLVZLVgX8D3l9VH+xpX2/8o4a6TmjFMObTRmX6vZc21W8smRq3et8A2wIHVdXbe653X9rI1LCmc32q6lfAr4APJ3kGcAbwOuA9ixCDJEmSNLQZSaaq6o4kJwFbJ1ln7B1NSR5C+4X/9Kpa2HPIacDOtGpvJ3TnuDPJD4G30QpZ9BZpOJuWUO2R5NCq+rtRqCRrVNWVM3FvQxgbpekfFnnLYr7ORrTKee/rLxYBkOQxwIeSPLSqLgNu6NpXq6prJjn3Hdwz/jfS1kEN6wamkIx1UxNvrKrbe5p/RUvI77MI15ckSZIWyaImU69O8rwB7Z+ljRhsBpyeZF/gdlpp9PvQyof3GkuUHksrXT7mVGBL2jqdn4w1donWa2iJ17lJvgr8iVYy+9m09VUvWLRbWzyqamGSU4F3JlmRFufmtAp1i9MOtKTn+HH2f4tWhvzltDVIZ3ftn0tyInBHVR0+zrHHATsluRb4NfB04Lm0qn3DOht4fZL30IpZXFFVPxjQ7znAF5J8A/gt7ZndiXavRy3C9SVJkqRFsqjJ1OvHaZ9XVecmeSawD+19SfcCzgR2rKozeztX1flJrgDW5O9fqDuWZP24qm7pO2ZBkqfTpq+9AViF9g6iM2nvUVqabE9bd/SftBGek2hJ4mWL4+RdkrYdbV3Z3wb1qapzurVpO9KSqaO7mF7etYW2BmqQN9OSlx2A+9Km2D2X9v6nYX2QVt3vnbT3dJ0CDEqmftFd5wW0ZPnGrm3Lqvp/A/pLkiRJS8RQyVRVzQPmTaHfz2hrnqZyzocMaDuDCYoWVNXPaUUVJjrv3sDeU4lhwLGfBD45zr6Lx4utqtL3/U/Aiwd07e+3NwNinezn3b0c+MHj7e/p11uu/Q7gTd2nv19/XNcArx5wynWmEmdVLeCe9/oX2ot3J+zbVfP7j/5+kiRJ0qjNVGl0SZIkSVqumUxJkiRJ0hBMpiRJkiRpCCN/aa+0pO2/84bMnTt31GFoxBYuXMj8+fM56a2bMGfOnFGHI0mSlkGOTEmSJEnSEEymJEmSJGkIJlOSJEmSNASTKUmSJEkagsmUJEmSJA3Ban6adXY9+CwWHnPVqMPQiK21crHnBrD5p0/l8psy6nCWChd/dKtRhyBJ0jLFkSlJkiRJGoLJlCRJkiQNwWRKkiRJkoZgMiVJkiRJQzCZkiRJkqQhmEwto5I8Kck3k/whyc1J/pTke0ne2NNnryQvGmGYkiRJ0nLLZGoZlOQZwFnAk4H9gTcABwB3Am/u6boX8KIlHZ8kSZI0G/ieqWXTfwHXAk+tqmt6dyRZcyYvnOT+VXXDTF5DkiRJWhY4MrVsWhc4tz+RAqiqKwCSFHB/4JVJqvvMG+uX5ClJTkiyMMn1Sb6f5F97z5Vkl+64ZyXZN8kVwKXdvgVJzknyT0lOSXJjkguSbNvtf1aSM5PclOT8JM/tOe86PTHd49P1+UCS25Ks0X+PSb6c5Jok9130H6UkSZI0HJOpZdMfgH9J8sQJ+uwE3AKc1v15J2A/gCRP6NqfDHwc+BDwKGBBkrkDzrUv8Hjgg8BHe9pXB44DzgTe2V3v8CQvAw4HvgO8m5bUfTPJA7rjruyJaezzatpo25Vdn6/RRk5f1htIkpWAbYGjqurmCe5fkiRJmlFO81s2fRI4Afh5kh/TEqPvA/Or6jaAqjokyZeAi6rqkL7jPwysCGxcVRcBJDkYOJ+WXD2rr//fgH+rqjv62h8KbF9Vh3Xn+B7wG+BQ4BlVdWbXfh5wIvASYF43TfDvYkryv8AqwGZd/Bck+RGwI/CFnq5b0ZK4r030A+qmO/aPaq070TGSJEnSdDgytQyqqu8BTwe+RRtdeictWflTkhdOdGySFYDNgf8bS6S6c/6ZlgRtnGRO32H7D0ikAK6njUCNneN84BrgvLFEqjP2538cJ6adgd2Bd1bV/J5dBwNzk/QmQTsAfwROGfcmm92Bc/o+x05yjCRJkjRlJlPLqKr6SVW9mDZK8zRgH+ABtOl0j5/g0DWA+9FGofqdR3smHt7X/vtxznVpVVVf27W0ZKc31mu7P67ef4IkGwBfAg6rqk/17T6CNnVwh67vqsDzga8PuG6/fYEn9n22nuQYSZIkacpMppZxVXVrl1jtBbyeNn1vu8V8mZvGaR80WjVRe/7uS7I6cBTwW+A1/Z2r6mramqwduqZtgfvQN0VwkKq6oqrO7f0AF052nCRJkjRVJlPLl7O67T9020GjN1cCNwKPHbBvfdq7qv44YN9ileRewNeB1YBtqurGcboeDDwmyVNpSdXPusRIkiRJGimTqWVQkmcnyYBd/95tx6bw3UBLVu7SrX06Cdg6yTo953wIsD1welUtXNwxD/B+YAvgFVU13jRCaIU2rgLeRSuMMemolCRJkrQkWM1v2fR54H5JjqFVz1sJeAatjPjFwFe7fmcDz03yNuAy4PddYYj30KrmnZ5kX+B24LW0KXTvnOngkzwJeC9wKrBmkh179/dWH6yq25IcDryBNn3wsJmOT5IkSZoKk6ll0x60dVH/DuxGS6YuoRVd+HDPy3zfBnyZVgp9ZeAg4MyqOjfJM2lFK/akjVCeCezYV4VvpjyItn7qWdyzDDvcc/TpYFoy9f2u6qAkSZI0ciZTy6Cq+i7w3Sn0O5/ByQpV9TPgeZMcPw+YN86+TcdpX2ec9vT8eQF9xSgmcWu3dYqfJEmSlhqumdKyYFfaO62OHnUgkiRJ0hhHprTUSvIC4PG0qYxfqKobRhySJEmSdBeTKS3NPg88BPgOrfqfJEmStNQwmdJSa7z1V4tq/503ZO7cuTNxai1DFi5cyPz58znprZswZ86cUYcjSZKWQa6ZkiRJkqQhmExJkiRJ0hBMpiRJkiRpCCZTkiRJkjQEkylJkiRJGoLV/DTr7HrwWSw85qpRh6ERW2vlYs8NYPNPn8rlN2XU4SxRF390q1GHIEnScsGRKUmSJEkagsmUJEmSJA3BZEqSJEmShmAyJUmSJElDMJlaSiSpJHv3fN+la1tndFEteUnmJbl41HFIkiRJkzGZWox6EqBKsvGA/Unyx27/caOIcSJJ9u6Jv5LcmOSSJN9O8qok9xl1jJIkSdLSwtLoM+NmYHvg9L72ZwEPA24ZcMzKwO0zHNdUvR64HrgPsDawBfAV4C1Jnl9Vf5zBa++KSb4kSZKWASZTM+M7wHZJ3lRVvQnS9sDZwIP7D6iqm5dUcFPwzarqfRHTB5PsABwMfAP415m6cFXdNlPnliRJkhYnRwBmxmHAg4DNxhqSrARsCxw66ID+NVPjSbJlktOS3JDkuiTHJ3lCX5+1knw1yaVJbkny5yTHLsr6q6r6OnAAMDdJ7309M8k3uumAt3TTGD+dZOWePnt09/fIAfezT5Jbk6zefb/HmqkkL09ydne/C5P8Ksmbh70XSZIkaXEwmZoZFwM/Al7R07YlsCpw+LAnTbITcDxtCt67gA8BjwdO70uUjgK2Ab4K7A58DngA8Ihhr935WrfdvKdtO+B+wBeBNwIndtuDe/ocCRTw0gHnfClwUlVdPeiCXeJ2GHA17Z7fDSwANhr2JiRJkqTFwWl+M+dQYJ8kK1fVTcAOwClVdVmSaZ8sySq0pOiAqtqtp/0g4HxgL2C3JKsBzwDeUVWf7DnFPkPfyd3O6bbr9rS9q7u/MV9OcgHwkSSPqKpLquqSJP8PeBnwiZ7Ynwr8I7D3BNfcClgIbFFVd0w10CRrAmv0Na87qK8kSZI0DEemZs6RtKISz0/yAOD5jDPFb4o2A1YDDkvy4LEPcAdwJvDsrt9NwK3ApmNT5xaj67vtA8YaehOpJPfvYvohEOApPcceAfxLkt6E5mW0YhzHTnDNa4D70zNlcop2pyV/vZ+JriNJkiRNi8nUDKmqK4GTaUUnXgysAHxzEU65Xrf9AXBl32dzYM3uurfQpsNtCfwlyalJ3plkrUW49phVuu11Yw1JHtGtc/obLdm6Ejil271qz7HfAO6kJVCkDc9tB5xQVQsnuOa+wG+BE7o1YF9J8rwpxLov8MS+z9ZTOE6SJEmaEqf5zaxDgf2BtWhJwzWLcK6xxHcn4PIB+++qGlhVn0nybeBFtLLmHwL2TPKcqvrZIsTwxG57AUCSFYDvAQ8EPgb8BriBVk59Xk/MdNMbT6OtkfoIrSLgI2iJ37iq6ookG3T3sWX3eVWSg6vqlRMdB1zR2zbM9EpJkiRpPCZTM+sYYD9a4vCyRTzXhd32iqo6ebLOVXUh8D/A/yRZD/g58HZgx0WIYadue2K3fRLwGOCVVXVXwYnean99jgD2TfJY2s/jRuDbk120qm7t+n07yb1oo06vTfKhqrpgqDuRJEmSFpHT/GZQVV1PewHu3kwhaZjEibRCDHslWbF/Z5I1uu39kty3b/eFtKl59xn24km2B14D/Kiqvt81jxWESE+/AOOVLT+qO+YVtCl+x1XVDZNc90G936vqTuCX3deh70eSJElaVI5MzbCqOmgxnWdhktfTypP/NMnhtPVJj6BVvDsDeANtpOj7SY4Efk2b/rcN8BCmXpZ92yTXAyvRpuxtQStF/gtaEjTmN7RE7ZNJ1qYley8BBha+6KbszQfeRiticcQUYjkgyQNpa8UuBR5JK73+c+C8Kd6PJEmStNiZTC1DqurQJJfR3rX0DtrIzJ+A02jvlAL4I+29TP9Gm5Z3Oy3peWlVHTXFS32x294MXEVLXF4NHNoVuBiL57YkL6CVbN+z638M8AVa4jXIEcBzaSNl35lCLIcAu9Gq861GWy92BLB3N0olSZIkjYTJ1GJUVfNohRcm67fOgLb0fR94rqpaQHtp7Xjn/itthGraqmpvJn7n06BjzmNw2fKB1R6q6gDggAnOt0vf96No0wMlSZKkpYprpiRJkiRpCCZTkiRJkjQEkylJkiRJGoJrpjTr7L/zhsydO3fUYWjEFi5cyPz58znprZswZ86cUYcjSZKWQY5MSZIkSdIQTKYkSZIkaQgmU5IkSZI0BJMpSZIkSRqCyZQkSZIkDcFqfpp1dj34LBYec9Wow9CIrbVysecGsPmnT+XymzLqcJaIiz+61ahDkCRpueLIlCRJkiQNwWRKkiRJkoZgMiVJkiRJQzCZkiRJkqQhmEyNWJKLk8zr+b5pkkqy6ciCkiRJkjQpk6kJJNmlS2wqycYD9ifJH7v9x40ixiUhyd7dPT64r/3hSS5M8rck/zyq+CRJkqRRMJmampuB7Qe0Pwt4GHDLkg1n9JKsDcwHHghsVlU/HXFIkiRJ0hJlMjU13wG2S9L/Xq7tgbOBy5d8SFOT5P4zcM6H0hKpB9ESqbMX9zUkSZKkpZ3J1NQcRpc4jDUkWQnYFjh00AFJ9kjywyR/TXJTkrOTbDtsAEm2685xU5KrkhzSjQ719pmX5Pok6yb5TpLrgK8n+UCS25KsMeC8X05yTZL7TjGOf6AlUmsCm1fVWX37FyQ5J8njk8xPcmOSPyV554BzrZnkwCR/SXJzkl8keWXf/iu7c6an/dFJbkhyxFRiliRJkmaCydTUXAz8CHhFT9uWwKrA4eMc82bgZ8D7gL2A24FvJNlquhdPsgtwJHAHsCewP/Bi4PQkq/V1vzdwInAFsAdwFPC1rv1lfecdSwiPqqqbpxDKQ4AfAGsBW1TVT8bptzrwXeAXwNuB3wAfS7Jlz7VXBhYAOwFfB94BXAvMS/JmgKq6Ang9bTrlG7vj7gXMA64Ddp9CzJIkSdKM6J+2pvEdCuyTZOWqugnYATilqi7rGTTp9ZiuHwBJvgD8FHgbcPxUL5pkReBjwDnAJmNJT5LTgeOAtwLv7znkPsA3qmrPvvP8CNgR+EJP81a0xOdrUwzn+K7/FlV15gT9HgrsXFVf6659IPAH4D+AE7o+uwGPA3asqq93/b4EnAJ8OMlXquq6qvpmksNoP/sTgK2BjYAXVdVfxwsgyZpA/0jculO8T0mSJGlSjkxN3ZHAysDzkzwAeD7jTPED6EukVqeNYp0GTLfq3Ya0KXX79o4eVdXxtBGfQSNdXxzQdjAwN0lvQrED8EdaAjMVDwGuB/48Sb/rgUN6Yr0V+DHwjz19/p221uywnn63AZ8DVqGNRo15A23U6pvAh4CvVdWxk8SwOy0B7f1MdowkSZI0ZSZTU1RVVwIn04pOvBhYgfbL/UBJnp/k/yW5GfgbcCVtytqq07z0I7vt+QP2/aZn/5jbgUsH9D2CVnVwhy6+VWkJ4derqqYYy4606n3f60Z+xnPpgHNeTRvVGvNI4HdVdWdfv/N69gNQVX8D3gT8Ey2petMUYt0XeGLfZ+spHCdJkiRNicnU9BxKWyv1OuCEqrpmUKckzwS+RSupvjttFGaz7viBcwIXo1sGJChU1dW0aYE7dE3b0qYEHtLfdwKnAC8FHgWc2CVkg9wxTvui3PsW3XZ1Wjn6CVXVFVV1bu8HuHARri9JkiT9HZOp6TkGuBP4VyaY4ge8hJZIbVFVX6mqE6rq5CGv+Ydu+9gB+x7bs38qDgYek+SptKTqZ12SMWVV9W3g1cCTgeO6QhLD+AOwXldQotf6PfsBSPI84DXAx2kjfAcNKFMvSZIkLVEmU9NQVdfTpurtDXx7gq53AEWbCghAknWAFw1x2bNolflel+Q+PefbklbAYcrFLGjFH64C3kVbkzSdUam7dIUl3gJsDBzVFcmYru/QqgLeVWGwS5DeSFtzdUrXthpwAG3N1V60pOqfuz9LkiRJI+N/3Z+mqjpoCt2Op1Xt+26SQ2kFJP4TuIC27mc617stybuArwKndJXtHkIrvX4x8OlpnutwWkGHO+gp/jBdVfW5JA+kVRI8OMkOg6YXTuDLwGtppdD/hXYv29Iq9b2lqq7r+n2W9o6v51bVHbSf6QHAe5IcW1W/GPYeJEmSpEXhyNQMqKof0MqArwV8hvZ+qnfRpgkOc755tBGclWhl0l/bnWvj8dZtTeDgbvv9qpqsKt9kce0NfB54OfC/0zz2JmBT2jumXgn8D624xauq6rMASV4I7Az8V1X9pufwtwGX0ab7DTMqJkmSJC0yR6Ym0CUx86bQb50BbV8BvjKg+94THVtVCxhQqKGqjqSVZ58ojl2AXSYMFm7ttlOe4tclTXuPs+9N9FTXq6pNJ4itv+0K2vqr8a77LQb/LK4D1pkoZkmSJGmmOTI1++xKW5N09KgDkSRJkpZljkzNEkleADwe2A34QlXdMOKQJEmSpGWaydTs8Xla4Yrv0IpGSJIkSVoEJlOzxKB1XbPV/jtvyNy5c0cdhkZs4cKFzJ8/n5Peuglz5swZdTiSJGkZ5JopSZIkSRqCyZQkSZIkDcFkSpIkSZKGYDIlSZIkSUMwmZIkSZKkIVjNT7POrgefxcJjrhp1GBqxtVYu9twANv/0qVx+U0Ydzoy4+KNbjToESZKWa45MSZIkSdIQTKYkSZIkaQgmU5IkSZI0BJMpSZIkSRqCydRSJMnFSY4bdRyjlGRBkgWjjkOSJEmazHKdTCXZJUn1fG5P8qck85KsPaKYHp9k7yTrjOL6XQwLkpwzqutLkiRJy4PZUhr9fcDvgfsC/wrsAmyc5IlVdfMSjuXxwPuBBcDFS/jakiRJkhaT2ZJMnVBVZ3V/PiDJVcC7gBcCR44uLEmSJEnLquV6mt8ETuu26441jLdWp5sSeHHP93W6KYN7JNktyYVJbknykyRPneiiSXYBvtF9nd8z/XDTvn4bJ/lxkpuTXJRk5wHnWi3JZ5L8sbv+BUnelWTov9MkOyY5O8lNSf6W5PAkD+/Z/6YkdyRZraft7d09fKqnbYUk1yX5WE/bvZK8Jcm53X39Jcl+SVafQlxv7I67McnVSc5Ksv2w9ylJkiQtDrM1mVqn2169COfYHngHsB/wnu6cRydZcYJjTgU+1/35I8BO3ee8nj6PBr4JfA94exfjvCRPGOuQ5H7AKcCOwMHAm4AzgH2ATzGEJP/Vnet3wNuAzwD/BpzakzydRntmNu459JnAnd12zFOAVbr7HbMf8IkuzjcDXwV2AE6c6GeWZFfaz+zXwFtoUyR/Dsyd7j1KkiRJi9Nsmea3apIH09ZMzaX9Qn4LsCiV8x4BrFdVVwMkOR84FthivPNW1UVJTqMlP9+rqgUDuj0W2KSqTuvOeyTwR+BVwB5dn7fRRtWeUlW/69r2S3IZ8I4k/1NVf5zqjSR5JPAB4D1V9ZGe9qOBnwG705K/XwALaYnTcUlCS6yOAl6cZJWqup67E6wzuvNsDLwG2KGqDu05/3zgu8B2wF3tfbYCzq2q7aZ6P9251wTW6Gted1BfSZIkaRizZWTqZOBKWlLyTeAG4IVVdekinPOIsUSqMzZ18B8X4ZwAvx5LpACq6krg/L7zbtdd7+okDx770O5zBWCTaV7zxbRn4ci+811OG6l6dhfLncAPe87/OOBBwEeBAE/v2p8JnFNV1/TEey3wvb7znw1cP3b+cVwDPGyyKZQD7A6c0/c5dprnkCRJksY1W0am/hP4LbAq8GpaMnDLIp7zkt4vVXV1G6hh0jVA0zlv5+q+864H/BMtQRxkzWlecz1aMvS7cfbf1vPn04C9k6xMS5r+XFU/TfKL7vv3aKNVvYU91qP97K8YIt6PAc8FfpzkAuAk4NCqOmPiW2Jf7l6fNmZdTKgkSZK0mMyWZOrHY9X8kvwfcDpwaJLHdtPSAIqWUPRbYZxz3jFO+6BzTMdUznsvWtLy8XH6/naa17wX7f63HOf61/f8+XRgRdoo1DO5e0TuNOCZSdanTa87reeYe9ESqR3Guf54SSFVdV6SxwLPB54HvATYPckHq+r9Exx3BX3JW5fsSpIkSYvFbEmm7lJVdyTZE5gPvIE2RQ3a6M+gKXqPXNwhLIZzXAisUlUnL4ZzjZ0vwO+rarJE7MfArbRE6pm0ohLQik3sSitaMfa99/zPBc6oqpumG1xV3QAcARyRZCXgaOC/kuwzgveESZIkScDsWTP1d7rCDz8G3pLkvl3zhcD6Se4qWpDkycBGi/nyN3Tb1RbhHEcCT0+yRf+OrmT6dJPko2kjUu9P3/BNmgeNfe+Sl58Ar6AV4egdmVqZVlzjwqr6c1+8KwDvHRDvvXtLrQ/Y/6De71V1K62yX2gjZJIkSdJIzLqRqR6foK2p2QX4EvAVWpW8E5McSFvH8zrgXGDOYrzuz2mJy7uSrEpbu/WDblraVH2C9sLh45LMoxVyuD/wJGBbWpn2q6Z6sqq6MMl7aKXV1+mmQl4HPArYBvgy8MmeQ04D3k0rKvGr7hxXdBUNHwvM6zv/KUn2A/ZMsgFt3dNttLVU29FKpX9znPBOSnI5rTLgX2hFL94AHF9V1031HiVJkqTFbVaOTHWOpo1G7ZFkhao6D9iZVijhU7RkZSfgp4vzolV1OS1JWxM4EDgMePw0z3Ej8CxaUrUp8FlacrMerez7tZOcIvStjaqqj9LWI93ZneOTtJ/BScC3+o4fG436YVfhr7/9tL7+VNXrgN1o9/0RWuL2HOAQuhLq49iP9s6qtwH/C7yI9t6pHSc4RpIkSZpxy/XIVFXNo2+UpGffnbQX5Pa2fR34el/Xk/r6XMw4RSaqakoVDqrqAOCAAe3rjNN/0wFt1wN7dZ/pegDtfVH95zyalmROqKq+w4CfQVXtSls3Nd5x+wP7T3LuTfu+f5k2MiZJkiQtVWbzyNSslGQVYH3auiNJkiRJQ1quR6Z0tyQPoa1/2olWKOLg0UYkSZIkLdscmZo9Hgd8AXgQsPMUXnorSZIkaQKOTM0SXTl4/76B/XfekLlz5446DI3YwoULmT9/Pie9dRPmzFmcBTslSdJs4ciUJEmSJA3BZEqSJEmShmAyJUmSJElDMJmSJEmSpCGYTEmSJEnSEKzuplln14PPYuExV406DI3YWisXe24Am3/6VC6/KaMOZygXf3SrUYcgSdKs5siUJEmSJA3BZEqSJEmShmAyJUmSJElDMJmSJEmSpCGYTGlGJdk0SSXZdNSxSJIkSYuTyRSQ5KXdL/zbDNj3i27fswfsuyTJDxfhumOJxqSfYa8xk5Jsk+SEJFcluTXJZUmOTPKcUccmSZIkzTRLozend9uNgWPGGpPMAZ4I3A5sBMzv2fdw4OHA4Ytw3fOAnfra9gGuB/57Ec47o5IE+AqwC/Az4FPA5cA/ANsA30+yUVUNnWhKkiRJSzuTKaCqLkvye1oy1evpQIBvDNg39v10hlRVfwEO6W1L8m7gqqo6ZPBRS4W30xKpzwBvq6rekbP/TrITLQGVJEmSlltO87vb6cBTkqzc07YRcC5wAvCvSe7Vt6+AMwCSLEiyoP+kSeYluXjYoJKslOSDSc5Ocm2SG5Kc1j/tMMk63ZTAPZLsluTCJLck+UmSpw4473ZJfp3k5iTndFP2Jo21+/nsCfwG2KMvkQKgqr5WVT+e4BzPTPKNbprkLUn+mOTTfT/7sZ/d9UnWTvJ/3Z+vTPLJJCtM/JOTJEmSZpbJ1N1OB1YE5va0bQT8sPusSpvy17vvN1X11xmOaw7wGmAB8C5gb2AN4MQkGwzovz3wDmA/4D3AOsDRSVYc65BkK+AI4DZaYnQ0cCDwL1OIZ2PggcChVXXHEPcDsB1wP+CLwBuBE7vtwQP6rtDt/yuwB3AKbWRstyGvLUmSJC0WTvO7W++6qQVJ7k1LrA6qqguT/KXb98skDwCeRFs3NNOuBtapqlvHGpLsTxsZeiPwH339HwGsV1VXd33PB44FtgCO6/rsA/wJ2Kiqru/6fZ+WsP1hknge121/NeT9ALyrqm7q+f7lJBcAH0nyiKq6pGfffYEjqupD3fcvJfkp7b6/ON4FkqxJSzp7rbsIMUuSJEl/x5Gpu51HG/0YWwv1ZOD+tFEpuu1G3Z+fThsxGXq91FRV1R1jiVSSeyV5IC0JPgv45wGHHDGWSHVO67b/2J3jobRE8OCxRKq7zilMLUGa022vm9aN9OhNpJLcP8mDaT/fAE8ZcMiX+r6fRnc/E9gdOKfvc+ywMUuSJEn9TKY63dqfH3L32qiNgCuq6oKuS28yNbaddjKVZI0ka/V8VpnCMa9M8kvgZlrCdyWwFW3qYb/eUR16EqvVu+0ju+0F3NOgtn4Lu+0DptB3oCSP6NZD/Y1WufBK2vQ9uOc93VxVV/a1Xc3d9zOefWnTMns/Ww8bsyRJktTPZOrvnU77Zf5J3L1easwPgUcmWZs2enVZVV3Us3+8d0H1F0r4CfDnns8eEwWUZEdgHnAhbWrb84DNgB8w+O9vvHVMmeg60/CbbvukYQ7uCkd8j5YMfgx4Ee1+dum69N/TUOuyquqKqjq390P7GUqSJEmLhWum/l7vuqmNaKW/x5wN3AJsSltL9Z2+Y69m8NSzR/Z93wHorVp3ERPbtuvz4t7KeUk+MMlx4xlbE/XoAfsGtfU7nXavr0jykSGKUDwJeAzwyqq6q+BEks2meR5JkiRppByZ+ntn0abS7QCsTc/IVFXdAvwU+E/aWqr+KX4XAusnuavoQZInc/eUwLHznFFVJ/d8JkumxpKVu0aWksylrduatqq6jLZ+aOfeKYZJnsUURpuq6kbaiNLjgI91L/D9O0l2TPK0cU4x6H4CvHnKNyFJkiQtBRyZ6lFVtyb5CfBM2ijU2X1dfkgryw33TKa+AryNVrL8QGBN4HW091TNYXjHAS8GjklyPPCo7ry/BiZdbzWOvWjFGM5I8lXa+qM30JKsqZzzE8ATaD+LZyf5JnA5sBZt2t7TgGeMc+xvaInnJ7spkwuBlzD5GihJkiRpqeLI1D2NJUlnd6NRvc7ottcBv+jdUVXnATvT1lx9CnghsBNtNGtRzKMlP08GPkcrcb4jbRRtKFX1beAVwErAR2nJ2i7A+bSRucmOv7OqdqZNQbyKtu7ry7RS7b8HNq2qH41z7G3AC4Cf095x9X7gd7SfnSRJkrTMcGSqT1XtRUteBu07hgkKOVTV14Gv9zWfNM3rP7Hve9HeC7VPX9fj+/pdPF5sVXWP9qo6gvbi3rsk+RBw6TRiPQo4apI+C/rj6hLPQWuk+vvtwt2FKXrb96a9vFiSJEkaGUemZqEkK3YvJe5t25Q2+rVgBCFJkiRJyxxHpmantYGTkxwCXAasT1uHdTn3fEGuJEmSpAFMpmanq2nFNV4DrAHcQJs2+O6q+usoA5MkSZKWFSZTs1BVXQu8bNRxjMr+O2/I3LlzRx2GRmzhwoXMnz+fk966CXPmLErBTUmSNFu5ZkqSJEmShmAyJUmSJElDMJmSJEmSpCGYTEmSJEnSEEymJEmSJGkIVvPTrLPrwWex8JirRh2GRmytlYs9N4DNP30ql9+UUYczlIs/utWoQ5AkaVZzZEqSJEmShmAyJUmSJElDMJmSJEmSpCGYTEmSJEnSEEymNBJJdklSSTYcdSySJEnSMEymZrGehGbsc3OSy5KcmORNSR4w6hglSZKkpZWl0QXwPuD3wIrAWsCmwGeAtyV5YVX9cnShSZIkSUsnkykBnFBVZ/V83yfJc4DjgG8leVxV3TSi2CRJkqSlktP8NFBV/QD4EPBIYEeAJAuSLOjvm2Rekov72l6e5Owk1yVZmORXSd480TWTrJ7kx0kuTfLkJDck+eyAfg9LckeSPRfhFiVJkqRFYjKliXyt224+nYOSbAYcBlwNvAt4N7AA2GiCYx4M/AB4CPCsqvoFcAzwsiQr9HV/BRDg69OJS5IkSVqcnOancVXVpUmuBdad5qFbAQuBLarqjsk6J1kLOBlYGdikqv7Q7ToY2AHYDPhuzyE7AqdW1SUTnHNNYI2+5unehyRJkjQuR6Y0meuB6Vb1uwa4Py0JmszDgFNoxS96EyloCdZltIQKgCRPBP4JOGSS8+4OnNP3OXZq4UuSJEmTM5nSZFYBrpvmMfsCvwVO6NY/fSXJ88bp+zVgTdrUvj/17qiqO2lT+V6U5H5d8w7AzcA3phDDE/s+W0/zPiRJkqRxmUxpXEkeBqwKXNA11Thd/25NU1VdAWwAvBD4FvBsWmJ10IBjjwZWA8YrTnEwLaF7UZIA2wPHVdW1E8VeVVdU1bm9H+DCiY6RJEmSpsNkShPZqdue2G2vpiU+/R7Z31BVt1bVt6tqd9papf2AnZM8uq/r52nvuXp3kncPOM85wM9oI1LPBB7B3YUxJEmSpJGxAIUG6t4z9V7ay3zHquZdCPx7kjWq6squ35NpVfr+2HPsg6rqr2Pfq+rOJGMv/r1P/7Wq6kNJ5tDeb3VtVX2xr8vXgI8DtwB/BU5YHPcoSZIkLQqTKQFsmWR92vPwEOA5tOIRfwBeWFU3d/2+ArwNODHJgbS1Tq8DzgXm9JzvgCQPpJU6v5Q2cvVG4OfAeYMCqKp3JFkV+N8k11VVb4GJQ2nJ1DbAF6vqtkW/ZUmSJGnRmEwJ4IPd9lbgb8CvgLcAX62qu4pPVNV5SXbu+n8K+DVtKuD2wKY95zsE2I1WUW814HLgCGDvrqjEeF5HWx/11S6hOra77l+SnAT8O07xkyRJ0lLCZGoWq6p5wLxpHvN17vmy3JP6+hwFHDXda3eJ1vbdp9+twIVV9aPpxCtJkiTNFAtQaKmX5B9oLwJ2VEqSJElLDUemtNRK8ihacYvXALfRKgJKkiRJSwVHprQ0exZtNOpRwCur6vIRxyNJkiTdxZEpLbWGWdMlSZIkLSkmU5p19t95Q+bOnTvqMDRiCxcuZP78+Zz01k2YM2fO5AdIkiT1cZqfJEmSJA3BZEqSJEmShmAyJUmSJElDMJmSJEmSpCFYgEKzzq4Hn8XCY64adRgasbVWLvbcADb/9KlcflNGHc6ELv7oVqMOQZIkDeDIlCRJkiQNwWRKkiRJkoZgMiVJkiRJQzCZkiRJkqQhmExJkiRJ0hBMppZCSdZNsl+Si5LcnGRhkjOSvDnJyqOOT5IkSZKl0Zc6SbYCvgHcAhwMnAOsBGwMfAJ4ArDbyAKUJEmSBJhMLVWSPAo4HPgD8Jyq+nPP7v9N8mhgmX3hTJL7ArdW1Z2jjkWSJElaVE7zW7q8E1gF+I++RAqAqrqgqj4LkOTeSd6b5MIktyS5OMlHktyn95iu/bgkGyf5cTdt8KIkO/f02TBJJXll/zWTbNHte35P29pJvpLkL921z03y6r7jNu2Oe3mSDyf5E3AjMKfbv12SX3fxnJNkmyTzklzcd557JXlLd42bu2vul2T1IX6+kiRJ0mLjyNTS5QXARVX1wyn0PQB4JfBN4H+AucCewOOAbfr6PrrrdyBwEPBqYF6Ss6vq3Ko6K8lFwEu7/b1eBlwNnAiQ5CHA/wMK+AJwJbAlcGCSOVX1mb7j3wvcCnwSuA9wazeV8QjgV13Mq3ex/WnAfe4H7AJ8Ffgc8CjgDcBTkmxUVbdN9oOSJEmSZoLJ1FIiyRxgbeDYKfR9Mi2ROqCqdu2a901yBbBHkmdX1fyeQx4LbFJVp3XHHwn8EXgVsEfX54ju2NWr6uqu30q0xOzonqTlv4EVgCdV1V+7ti8lOQzYO8l+VXVTz7XvC2zY25ZkH1ritFFVXd+1fR9YQJviONZvY+A1wA5VdWhP+3zgu8B2wF3tfT+jNYE1+prXHdRXkiRJGobT/JYec7rtdVPo++/d9lN97f/TbfvXVf16LJECqKorgfOBf+zpcwSwIvDinrbNgdW6fSQJ8BLg293XB499aCNXqwL/3Hftg/oSqYcCTwIOHkukuphOoY1U9doOuBb4Xt+1zgauB57N+HanFe/o/UyaqEqSJElT5cjU0mNht33AFPo+ErgTuKC3saouT3JNt7/XJQPOcTVtet3Ysb9I8hvatL4Du+aXAVcBP+i+r0FLrnZj/IqCa/Z9//2A2OmPvaetNxlbj5agXTHFa/Xal1YVsde6mFBJkiRpMTGZWkpU1cIklwFPnM5hU+x3xzjt6ft+BPBf3ejPdcALgcOq6vZu/9hI5iHcc23VmF/2fb9pYK+puRctkdphnP1XjndgVV1BXxLWBtYkSZKkxcNkaulyHLBbkqdX1Y8m6PcHWqKxHnDeWGNXHGI1etYdTdMRwPtpU/n+Qpt6eHjP/itpSdYKVXXykNcYi+3RA/b1t10IPBc4o28dliRJkjRyrplaunwcuAE4oEuM/k6SdZO8GfhO1/SWvi5v67bHD3PxqjqPtm7pZd3nz8CpPfvvAI4CXpLkHiNoSfoLPgy6xmW09Us7J1ml59hn0dZS9TqSVuzivQOude8kq01+V5IkSdLMcGRqKVJVFybZnjZCdF6Sg2mJx0rAM2gFGeZV1WeTHEQbxVoNOAV4Gq3C3//1VfKbriOADwI3AwcOeMHuu2mFH85Msj/wa+CBtLVOz+3+PJm9aGuXzkjyVdrarTd093pXglVVpyTZD9gzyQbAScBttBG57YA300q+S5IkSUucydRSpqq+leSfgHcAWwOvB26hrUV6O7B/1/U1wEW0dzBtA1wO7AN8YBFDOAL4MHC/7s/98f0lydOA99Eq/+0O/BU4F3jXVC5QVd9O8gpgb+CjwO+6+3gl8IS+vq9LcjbwWuAjwO3AxbR1W2dM9+YkSZKkxcVkailUVb9j/Gp5Y31up40gfXCSfuuM077pOO0XcM/CFP19rqCNJL1hgj4LJjpPVR1BX7K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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "duration_frame = stats_frame.sort_values(by='duration_sum', ascending=False).head(LIMIT)\n",
    "\n",
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(duration_frame))[::-1], duration_frame[\"duration_sum\"].to_numpy() / (1000 * 60 * 60) )\n",
    "plt.yticks(np.arange(len(duration_frame))[::-1], labels=duration_frame[\"artist\"])\n",
    "plt.xlabel(\"Time (Hours)\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Time Listened (Since Nov 17)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "norm_frame = stats_frame.sort_values(by='count', ascending=False).head(LIMIT) # for top artists\n",
    "# norm_frame = stats_frame.sort_values(by='track_average', ascending=False).head(LIMIT) # for one-hit wonders\n",
    "\n",
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(norm_frame))[::-1], norm_frame[\"track_average\"] )\n",
    "plt.yticks(np.arange(len(norm_frame))[::-1], labels=norm_frame[\"artist\"])\n",
    "plt.xlabel(\"Average plays per song\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Average Plays Per Track\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports & Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import float_headers, days_since\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "fmnet = get_fmnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read Scrobble Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write Scrobble Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0bce1a3677099e73bf385a0de8ef462673e03f7df0abce93e57e7ca76e8c504a2",
   "display_name": "Python 3.8.9  ('.venv': poetry)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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