calories_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import re\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "import json\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>tef_calorie</th>\n",
       "      <th>active_time</th>\n",
       "      <th>pkg_name</th>\n",
       "      <th>update_time</th>\n",
       "      <th>create_time</th>\n",
       "      <th>datauuid</th>\n",
       "      <th>rest_calorie</th>\n",
       "      <th>active_calorie</th>\n",
       "      <th>day_time</th>\n",
       "      <th>deviceuuid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.20000</td>\n",
       "      <td>7884626</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-08 18:41:06.168</td>\n",
       "      <td>2017-10-27 09:06:31.933</td>\n",
       "      <td>0271f196-5123-49b4-82b2-c1899fe2161c</td>\n",
       "      <td>1551.8733</td>\n",
       "      <td>924.270900</td>\n",
       "      <td>1507680000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>240.90001</td>\n",
       "      <td>10328945</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-27 18:39:40.597</td>\n",
       "      <td>2017-11-28 23:27:17.622</td>\n",
       "      <td>05635c74-50f0-4d79-8b00-84cad3cb8d6b</td>\n",
       "      <td>1517.7151</td>\n",
       "      <td>1185.585900</td>\n",
       "      <td>1511913600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>1615551</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-05 18:46:35.026</td>\n",
       "      <td>2018-03-04 18:30:16.174</td>\n",
       "      <td>067f4f37-4383-401e-889a-d9a3fb627291</td>\n",
       "      <td>1685.9877</td>\n",
       "      <td>119.390015</td>\n",
       "      <td>1520208000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>213.90001</td>\n",
       "      <td>7530211</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-12 05:05:10.054</td>\n",
       "      <td>2018-01-14 23:42:38.224</td>\n",
       "      <td>06e5c69f-434e-4f76-ae32-cd0683ba16fb</td>\n",
       "      <td>1568.3713</td>\n",
       "      <td>826.351200</td>\n",
       "      <td>1515974400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>229.40001</td>\n",
       "      <td>9022227</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-14 19:15:29.040</td>\n",
       "      <td>2018-01-16 22:00:00.710</td>\n",
       "      <td>0891422b-576a-47eb-9533-66d5f191193b</td>\n",
       "      <td>1521.9047</td>\n",
       "      <td>856.780760</td>\n",
       "      <td>1516147200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tef_calorie  active_time                     pkg_name  \\\n",
       "0    200.20000      7884626  com.sec.android.app.shealth   \n",
       "1    240.90001     10328945  com.sec.android.app.shealth   \n",
       "2      0.00000      1615551  com.sec.android.app.shealth   \n",
       "3    213.90001      7530211  com.sec.android.app.shealth   \n",
       "4    229.40001      9022227  com.sec.android.app.shealth   \n",
       "\n",
       "               update_time              create_time  \\\n",
       "0  2017-11-08 18:41:06.168  2017-10-27 09:06:31.933   \n",
       "1  2017-12-27 18:39:40.597  2017-11-28 23:27:17.622   \n",
       "2  2018-03-05 18:46:35.026  2018-03-04 18:30:16.174   \n",
       "3  2018-02-12 05:05:10.054  2018-01-14 23:42:38.224   \n",
       "4  2018-02-14 19:15:29.040  2018-01-16 22:00:00.710   \n",
       "\n",
       "                               datauuid  rest_calorie  active_calorie  \\\n",
       "0  0271f196-5123-49b4-82b2-c1899fe2161c     1551.8733      924.270900   \n",
       "1  05635c74-50f0-4d79-8b00-84cad3cb8d6b     1517.7151     1185.585900   \n",
       "2  067f4f37-4383-401e-889a-d9a3fb627291     1685.9877      119.390015   \n",
       "3  06e5c69f-434e-4f76-ae32-cd0683ba16fb     1568.3713      826.351200   \n",
       "4  0891422b-576a-47eb-9533-66d5f191193b     1521.9047      856.780760   \n",
       "\n",
       "        day_time  deviceuuid  \n",
       "0  1507680000000  7chpf+113K  \n",
       "1  1511913600000  7chpf+113K  \n",
       "2  1520208000000  7chpf+113K  \n",
       "3  1515974400000  7chpf+113K  \n",
       "4  1516147200000  7chpf+113K  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Path for files downloaded from Samsung Health\n",
    "data_dir = \"/persistentStorage/SHealth_DataSet/Shealth/\"\n",
    "sleep_json_dir    = data_dir + \"jsons/com.samsung.shealth.sleep_data/\"\n",
    "activity_json_dir = data_dir + \"jsons/com.samsung.shealth.activity.day_summary/\" \n",
    "\n",
    "calorie_data_file_prefix = \"com.samsung.shealth.calories_burned\"\n",
    "\n",
    "for file in os.listdir(data_dir):\n",
    "    if ((calorie_data_file_prefix in file) and (file.endswith(\"csv\"))):\n",
    "        calorie_df = pd.read_csv(data_dir+file, header=1)\n",
    "        break\n",
    "        \n",
    "calorie_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1535760000000.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_val = dt.datetime(1970, 1, 1)\n",
    "epoch_val = pd.to_datetime(\"2018-09-01 00:00:00\")\n",
    "ref_val = (epoch_val - base_val).total_seconds()\n",
    "ref_val = ref_val * 1000\n",
    "ref_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2018-09-01 00:00:00')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(1535760000000, unit=\"ms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df[\"day_time\"].dtype\n",
    "type(ref_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>tef_calorie</th>\n",
       "      <th>active_time</th>\n",
       "      <th>pkg_name</th>\n",
       "      <th>update_time</th>\n",
       "      <th>create_time</th>\n",
       "      <th>datauuid</th>\n",
       "      <th>rest_calorie</th>\n",
       "      <th>active_calorie</th>\n",
       "      <th>day_time</th>\n",
       "      <th>deviceuuid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.20000</td>\n",
       "      <td>7884626</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-08 18:41:06.168</td>\n",
       "      <td>2017-10-27 09:06:31.933</td>\n",
       "      <td>0271f196-5123-49b4-82b2-c1899fe2161c</td>\n",
       "      <td>1551.8733</td>\n",
       "      <td>924.270900</td>\n",
       "      <td>1507680000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>240.90001</td>\n",
       "      <td>10328945</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-27 18:39:40.597</td>\n",
       "      <td>2017-11-28 23:27:17.622</td>\n",
       "      <td>05635c74-50f0-4d79-8b00-84cad3cb8d6b</td>\n",
       "      <td>1517.7151</td>\n",
       "      <td>1185.585900</td>\n",
       "      <td>1511913600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>1615551</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-05 18:46:35.026</td>\n",
       "      <td>2018-03-04 18:30:16.174</td>\n",
       "      <td>067f4f37-4383-401e-889a-d9a3fb627291</td>\n",
       "      <td>1685.9877</td>\n",
       "      <td>119.390015</td>\n",
       "      <td>1520208000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>213.90001</td>\n",
       "      <td>7530211</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-12 05:05:10.054</td>\n",
       "      <td>2018-01-14 23:42:38.224</td>\n",
       "      <td>06e5c69f-434e-4f76-ae32-cd0683ba16fb</td>\n",
       "      <td>1568.3713</td>\n",
       "      <td>826.351200</td>\n",
       "      <td>1515974400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>229.40001</td>\n",
       "      <td>9022227</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-14 19:15:29.040</td>\n",
       "      <td>2018-01-16 22:00:00.710</td>\n",
       "      <td>0891422b-576a-47eb-9533-66d5f191193b</td>\n",
       "      <td>1521.9047</td>\n",
       "      <td>856.780760</td>\n",
       "      <td>1516147200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>269.10000</td>\n",
       "      <td>9902982</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-30 19:49:47.787</td>\n",
       "      <td>2018-01-01 22:26:35.593</td>\n",
       "      <td>08d87ce4-597c-4b54-9da1-5567278a2d06</td>\n",
       "      <td>1521.1873</td>\n",
       "      <td>922.464000</td>\n",
       "      <td>1514851200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>231.80000</td>\n",
       "      <td>8905583</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-02 20:14:33.743</td>\n",
       "      <td>2018-02-21 22:35:10.579</td>\n",
       "      <td>08ef1685-df42-4335-90a5-67d2ea25b598</td>\n",
       "      <td>1541.0212</td>\n",
       "      <td>828.357360</td>\n",
       "      <td>1519257600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>3971291</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-04-18 11:23:26.327</td>\n",
       "      <td>2018-04-04 21:56:13.710</td>\n",
       "      <td>09409267-3da4-4fe3-b0c0-22a4461a0491</td>\n",
       "      <td>1639.1425</td>\n",
       "      <td>275.310060</td>\n",
       "      <td>1522886400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>8936382</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-07-26 05:28:05.131</td>\n",
       "      <td>2018-07-16 21:00:01.794</td>\n",
       "      <td>0952c105-8c71-4e60-bf19-63d8b54dbe75</td>\n",
       "      <td>1511.5814</td>\n",
       "      <td>1096.805300</td>\n",
       "      <td>1531785600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>7290734</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-26 21:00:04.346</td>\n",
       "      <td>2018-08-25 21:02:00.711</td>\n",
       "      <td>0a463aab-aedc-4bc9-955d-5646bd4b7821</td>\n",
       "      <td>1543.6937</td>\n",
       "      <td>489.771360</td>\n",
       "      <td>1535241600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>194.20000</td>\n",
       "      <td>4462635</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-04-21 21:47:31.142</td>\n",
       "      <td>2018-04-20 21:00:01.334</td>\n",
       "      <td>0a73a49a-01b3-40bf-9130-766e7ff22d96</td>\n",
       "      <td>1600.1504</td>\n",
       "      <td>268.180000</td>\n",
       "      <td>1524268800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>242.60000</td>\n",
       "      <td>4312924</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-05 04:37:07.677</td>\n",
       "      <td>2018-01-07 23:52:15.669</td>\n",
       "      <td>0acf564a-4f1b-4357-8119-9bdf431ebb50</td>\n",
       "      <td>1632.3488</td>\n",
       "      <td>297.145800</td>\n",
       "      <td>1515369600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>229.20000</td>\n",
       "      <td>4030840</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-07 19:59:51.803</td>\n",
       "      <td>2017-12-09 22:01:05.988</td>\n",
       "      <td>0b0a70a1-230c-41ec-80d7-cb7106e3cd22</td>\n",
       "      <td>1637.9584</td>\n",
       "      <td>285.699900</td>\n",
       "      <td>1512864000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>3438584</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-02 21:00:03.504</td>\n",
       "      <td>2018-08-01 21:00:01.413</td>\n",
       "      <td>0c0f7ae4-eb41-470a-bb74-7be4148cf062</td>\n",
       "      <td>1618.8624</td>\n",
       "      <td>218.580930</td>\n",
       "      <td>1533168000000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>1382375</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-12 19:16:40.114</td>\n",
       "      <td>2018-03-11 19:41:02.546</td>\n",
       "      <td>0ca0025f-11d3-4803-9034-fe3bd303bde5</td>\n",
       "      <td>1690.6245</td>\n",
       "      <td>98.040010</td>\n",
       "      <td>1520812800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>270.60000</td>\n",
       "      <td>4462449</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-03 18:56:03.633</td>\n",
       "      <td>2017-12-05 22:25:09.968</td>\n",
       "      <td>0e1c280c-791e-4dfc-b9b9-86f246ff838b</td>\n",
       "      <td>1626.8347</td>\n",
       "      <td>315.100070</td>\n",
       "      <td>1512518400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>6758950</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-01 21:00:02.870</td>\n",
       "      <td>2018-08-01 05:29:37.639</td>\n",
       "      <td>0e7d75df-221c-4abb-b6f2-fa74f09d27d6</td>\n",
       "      <td>1554.0707</td>\n",
       "      <td>438.728800</td>\n",
       "      <td>1533081600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>280.00000</td>\n",
       "      <td>8079529</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-14 18:52:39.420</td>\n",
       "      <td>2017-11-15 23:21:51.915</td>\n",
       "      <td>0ebb5b9c-a0fd-4130-b7e8-b4735375a87e</td>\n",
       "      <td>1562.5938</td>\n",
       "      <td>1003.139040</td>\n",
       "      <td>1510790400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>318.20000</td>\n",
       "      <td>9888169</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-06-13 08:42:01.652</td>\n",
       "      <td>2018-06-02 21:00:01.298</td>\n",
       "      <td>0f5ac586-d0b3-4969-83dd-1654f2739485</td>\n",
       "      <td>1490.6364</td>\n",
       "      <td>1219.198400</td>\n",
       "      <td>1527984000000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>339.90000</td>\n",
       "      <td>9887526</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-24 20:48:31.343</td>\n",
       "      <td>2017-10-27 09:06:29.870</td>\n",
       "      <td>0fbb990b-c012-4131-b005-c95aa8d90cfc</td>\n",
       "      <td>1526.5219</td>\n",
       "      <td>1158.690900</td>\n",
       "      <td>1509062400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>6079654</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-06-16 21:28:48.440</td>\n",
       "      <td>2018-06-15 21:15:10.825</td>\n",
       "      <td>101679f5-c3c4-4465-835e-a75e9abf6bd7</td>\n",
       "      <td>1567.3260</td>\n",
       "      <td>525.179930</td>\n",
       "      <td>1529107200000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>249.40001</td>\n",
       "      <td>8251103</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-25 21:37:13.342</td>\n",
       "      <td>2017-11-26 22:08:58.907</td>\n",
       "      <td>108de1d1-82b1-4d4b-bb87-7f506c5eae78</td>\n",
       "      <td>1557.9591</td>\n",
       "      <td>997.919700</td>\n",
       "      <td>1511740800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>10953410</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-06-22 22:02:26.186</td>\n",
       "      <td>2018-06-21 21:32:09.614</td>\n",
       "      <td>10f79a73-6798-4b37-969b-e9a075bc7069</td>\n",
       "      <td>1472.2224</td>\n",
       "      <td>1670.830000</td>\n",
       "      <td>1529625600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>201.00000</td>\n",
       "      <td>4355239</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-13 22:37:37.621</td>\n",
       "      <td>2017-12-16 22:00:01.667</td>\n",
       "      <td>12fd0f99-0816-4c73-8145-eea488132203</td>\n",
       "      <td>1631.5074</td>\n",
       "      <td>279.140050</td>\n",
       "      <td>1513468800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>2685393</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-04-18 11:23:24.840</td>\n",
       "      <td>2018-03-25 21:00:00.605</td>\n",
       "      <td>13571e0c-344b-4aca-8261-8b0c04d394b5</td>\n",
       "      <td>1664.7134</td>\n",
       "      <td>172.609990</td>\n",
       "      <td>1522022400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>257.20000</td>\n",
       "      <td>8525921</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-30 18:10:43.835</td>\n",
       "      <td>2017-11-01 23:11:08.964</td>\n",
       "      <td>13876a05-bb1e-4b23-8c1a-541b2dc70252</td>\n",
       "      <td>1553.6877</td>\n",
       "      <td>918.516240</td>\n",
       "      <td>1509580800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>8321573</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-06-19 03:45:16.724</td>\n",
       "      <td>2018-06-17 21:00:02.122</td>\n",
       "      <td>13be1484-acd1-4518-af03-fda97e589259</td>\n",
       "      <td>1523.5785</td>\n",
       "      <td>701.635250</td>\n",
       "      <td>1529280000000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>229.60000</td>\n",
       "      <td>7348001</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-10 05:10:23.872</td>\n",
       "      <td>2017-12-12 22:04:33.274</td>\n",
       "      <td>13d5a986-08d5-4cda-bd55-2d5a1d33f82d</td>\n",
       "      <td>1571.9946</td>\n",
       "      <td>678.229100</td>\n",
       "      <td>1513123200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>2064955</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-05-21 03:32:39.899</td>\n",
       "      <td>2018-05-04 21:00:00.799</td>\n",
       "      <td>1688bb79-0c15-43fb-a107-0ce530cae675</td>\n",
       "      <td>1643.0515</td>\n",
       "      <td>143.500990</td>\n",
       "      <td>1525478400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>188.90001</td>\n",
       "      <td>7068168</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-02 20:14:33.525</td>\n",
       "      <td>2018-02-07 23:13:12.696</td>\n",
       "      <td>1688d472-ea82-4376-acf4-bfea4420ae99</td>\n",
       "      <td>1565.2583</td>\n",
       "      <td>671.594850</td>\n",
       "      <td>1518048000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>236.10000</td>\n",
       "      <td>4806304</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-13 19:04:25.431</td>\n",
       "      <td>2017-10-27 09:06:32.234</td>\n",
       "      <td>e93ba9b3-c833-4898-a727-ed3ed18645cc</td>\n",
       "      <td>1627.8988</td>\n",
       "      <td>324.220950</td>\n",
       "      <td>1508112000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>8085057</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-06 21:30:26.854</td>\n",
       "      <td>2018-08-05 21:00:00.920</td>\n",
       "      <td>ea29b420-4899-497d-946d-e4fc9e9c3828</td>\n",
       "      <td>1528.1938</td>\n",
       "      <td>578.946900</td>\n",
       "      <td>1533513600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>9711172</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-15 21:19:55.780</td>\n",
       "      <td>2018-08-14 21:00:02.370</td>\n",
       "      <td>eaa8b893-554f-49ce-ac9e-21d14a5b4c91</td>\n",
       "      <td>1496.4628</td>\n",
       "      <td>996.270300</td>\n",
       "      <td>1534291200000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>10830082</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-07-26 05:28:07.981</td>\n",
       "      <td>2018-07-24 22:16:59.667</td>\n",
       "      <td>eb7a4fba-5b9c-4ad1-b989-1a86d478e111</td>\n",
       "      <td>1474.6289</td>\n",
       "      <td>843.600600</td>\n",
       "      <td>1532476800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>480905</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-08 19:16:21.515</td>\n",
       "      <td>2018-03-07 18:30:01.120</td>\n",
       "      <td>eb8e9ead-ba82-416b-8397-68b74173de82</td>\n",
       "      <td>1708.5509</td>\n",
       "      <td>30.550001</td>\n",
       "      <td>1520467200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>256.10000</td>\n",
       "      <td>4721175</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-11-05 20:09:59.311</td>\n",
       "      <td>2017-10-27 09:06:31.124</td>\n",
       "      <td>edc93635-2c24-4616-989e-fefa347bab8e</td>\n",
       "      <td>1614.3995</td>\n",
       "      <td>297.149930</td>\n",
       "      <td>1507420800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>211.00000</td>\n",
       "      <td>9825831</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-05-21 03:32:40.694</td>\n",
       "      <td>2018-05-10 21:45:29.281</td>\n",
       "      <td>ee76701e-34ad-48cd-8ce8-3f88abd75b2c</td>\n",
       "      <td>1497.7875</td>\n",
       "      <td>942.398300</td>\n",
       "      <td>1525996800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>5196657</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-04-18 11:23:25.242</td>\n",
       "      <td>2018-03-28 22:19:41.620</td>\n",
       "      <td>ef1a5089-75db-4e74-ae91-55212ce5fa61</td>\n",
       "      <td>1614.7754</td>\n",
       "      <td>372.429960</td>\n",
       "      <td>1522281600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>295.20000</td>\n",
       "      <td>7346560</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-04-20 04:43:43.010</td>\n",
       "      <td>2018-04-18 22:30:36.313</td>\n",
       "      <td>f01a04f9-8423-46aa-b6a6-7f9374f7f3cc</td>\n",
       "      <td>1542.6045</td>\n",
       "      <td>588.154600</td>\n",
       "      <td>1524096000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>9074313</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-29 21:00:04.397</td>\n",
       "      <td>2018-08-28 21:00:02.432</td>\n",
       "      <td>f06a6334-ea26-4052-bdcb-f90cf3d1ee28</td>\n",
       "      <td>1508.8900</td>\n",
       "      <td>726.806000</td>\n",
       "      <td>1535500800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>269.80002</td>\n",
       "      <td>6443428</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-20 19:52:25.877</td>\n",
       "      <td>2017-12-22 22:00:02.546</td>\n",
       "      <td>f2119217-837f-40e3-96d0-627550b9fa44</td>\n",
       "      <td>1589.9827</td>\n",
       "      <td>426.305570</td>\n",
       "      <td>1513987200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>189.50000</td>\n",
       "      <td>6996536</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-05-21 03:32:38.633</td>\n",
       "      <td>2018-04-25 21:00:01.893</td>\n",
       "      <td>f35ebc8b-7d86-420a-8458-6722055a6e47</td>\n",
       "      <td>1551.8970</td>\n",
       "      <td>586.000850</td>\n",
       "      <td>1524700800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>246.00000</td>\n",
       "      <td>10718475</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-18 19:55:00.019</td>\n",
       "      <td>2017-11-19 23:16:31.387</td>\n",
       "      <td>f36d828c-3366-4a04-88e5-5e399fd5f50d</td>\n",
       "      <td>1509.9435</td>\n",
       "      <td>1272.760500</td>\n",
       "      <td>1511136000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>1215862</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-14 18:30:00.914</td>\n",
       "      <td>2018-03-13 18:30:00.655</td>\n",
       "      <td>f3ec8870-ae24-4497-8822-83def61d7126</td>\n",
       "      <td>1693.9358</td>\n",
       "      <td>89.180010</td>\n",
       "      <td>1520985600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>201.20000</td>\n",
       "      <td>5001835</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-27 21:08:12.411</td>\n",
       "      <td>2017-12-29 22:27:39.056</td>\n",
       "      <td>f44de2db-ca97-4306-89f0-edcc56966898</td>\n",
       "      <td>1618.6497</td>\n",
       "      <td>341.791870</td>\n",
       "      <td>1514592000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>238.40001</td>\n",
       "      <td>7283716</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-22 15:50:33.582</td>\n",
       "      <td>2017-11-23 22:00:10.554</td>\n",
       "      <td>f50ea54d-a6a5-47a6-af01-637d98458ec5</td>\n",
       "      <td>1578.4713</td>\n",
       "      <td>514.012800</td>\n",
       "      <td>1511481600000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>204.70000</td>\n",
       "      <td>6042854</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2017-12-21 20:43:56.812</td>\n",
       "      <td>2017-11-23 01:33:38.837</td>\n",
       "      <td>f5173fc9-b042-4a68-90a7-038ffef860c9</td>\n",
       "      <td>1603.2280</td>\n",
       "      <td>757.222960</td>\n",
       "      <td>1511395200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>9702985</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-07-26 05:28:03.818</td>\n",
       "      <td>2018-07-11 21:00:02.137</td>\n",
       "      <td>f534a1ce-56a7-4534-b5dd-e5bfc2bfc8ed</td>\n",
       "      <td>1496.6224</td>\n",
       "      <td>643.522600</td>\n",
       "      <td>1531353600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>6676911</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-04 21:05:06.142</td>\n",
       "      <td>2018-08-03 21:00:01.689</td>\n",
       "      <td>f66119c4-6bcb-492d-804c-c87cef4fe48f</td>\n",
       "      <td>1555.6715</td>\n",
       "      <td>405.021730</td>\n",
       "      <td>1533340800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>245.90001</td>\n",
       "      <td>10709922</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-06-13 08:42:01.003</td>\n",
       "      <td>2018-05-30 21:00:38.244</td>\n",
       "      <td>f6c622e0-3aa1-4ab1-b1f3-43fb13b3b955</td>\n",
       "      <td>1478.1475</td>\n",
       "      <td>977.909360</td>\n",
       "      <td>1527724800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>2492347</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-18 21:33:05.123</td>\n",
       "      <td>2018-08-18 03:22:19.049</td>\n",
       "      <td>f849609d-bb7e-4d0f-97bb-0999f49c63aa</td>\n",
       "      <td>1637.3269</td>\n",
       "      <td>161.879990</td>\n",
       "      <td>1534550400000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>200.10000</td>\n",
       "      <td>3344785</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-02 20:14:33.688</td>\n",
       "      <td>2018-02-17 22:00:00.677</td>\n",
       "      <td>f95d7188-0657-4dc7-a63e-2c3f338f9595</td>\n",
       "      <td>1651.6010</td>\n",
       "      <td>210.399950</td>\n",
       "      <td>1518912000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>241.30000</td>\n",
       "      <td>10913203</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-08 14:47:46.666</td>\n",
       "      <td>2017-12-10 22:04:42.199</td>\n",
       "      <td>f9a0a7cc-0c93-4e7c-87a3-998ccc9bcea0</td>\n",
       "      <td>1501.0986</td>\n",
       "      <td>1352.799300</td>\n",
       "      <td>1512950400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>10983084</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-07-26 05:28:03.115</td>\n",
       "      <td>2018-07-09 21:00:00.904</td>\n",
       "      <td>f9ad0d43-3f7e-4f02-badd-0d247ae4ed38</td>\n",
       "      <td>1471.6433</td>\n",
       "      <td>1340.666900</td>\n",
       "      <td>1531180800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>266.00000</td>\n",
       "      <td>10152992</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-18 19:13:14.567</td>\n",
       "      <td>2017-12-20 22:00:00.507</td>\n",
       "      <td>f9f8b2ca-c617-40a8-b86a-3da1ea6f2280</td>\n",
       "      <td>1516.2157</td>\n",
       "      <td>893.350950</td>\n",
       "      <td>1513814400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>181.40001</td>\n",
       "      <td>3327109</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-08 04:33:36.255</td>\n",
       "      <td>2018-01-10 23:46:07.467</td>\n",
       "      <td>fa02b36a-c967-48eb-a2bd-40ff6f10f7f3</td>\n",
       "      <td>1651.9524</td>\n",
       "      <td>217.839940</td>\n",
       "      <td>1515628800000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>229.00000</td>\n",
       "      <td>13745763</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-05-21 03:32:40.462</td>\n",
       "      <td>2018-05-08 22:21:55.766</td>\n",
       "      <td>fc298613-fa43-4fe7-b5d4-c18f437916b1</td>\n",
       "      <td>1416.6075</td>\n",
       "      <td>1133.368800</td>\n",
       "      <td>1525824000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>230.80000</td>\n",
       "      <td>7175213</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-02-22 10:48:31.795</td>\n",
       "      <td>2018-01-24 22:52:04.990</td>\n",
       "      <td>fc3db9c5-c4ad-4eb1-84fd-93e6f2d997b9</td>\n",
       "      <td>1563.1461</td>\n",
       "      <td>835.434100</td>\n",
       "      <td>1516838400000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>187.40001</td>\n",
       "      <td>8089200</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-01-12 19:19:20.853</td>\n",
       "      <td>2017-12-14 22:54:13.564</td>\n",
       "      <td>fd00a590-5177-4148-a18b-f8909aeae5a8</td>\n",
       "      <td>1557.2555</td>\n",
       "      <td>534.519900</td>\n",
       "      <td>1513296000000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>231978</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-03-13 18:30:01.173</td>\n",
       "      <td>2018-03-12 19:16:38.333</td>\n",
       "      <td>ff98e47b-3703-4ed1-aa0f-d8428c76635a</td>\n",
       "      <td>1713.5010</td>\n",
       "      <td>16.160000</td>\n",
       "      <td>1520899200000</td>\n",
       "      <td>7chpf+113K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>339 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     tef_calorie  active_time                     pkg_name  \\\n",
       "0      200.20000      7884626  com.sec.android.app.shealth   \n",
       "1      240.90001     10328945  com.sec.android.app.shealth   \n",
       "2        0.00000      1615551  com.sec.android.app.shealth   \n",
       "3      213.90001      7530211  com.sec.android.app.shealth   \n",
       "4      229.40001      9022227  com.sec.android.app.shealth   \n",
       "5      269.10000      9902982  com.sec.android.app.shealth   \n",
       "6      231.80000      8905583  com.sec.android.app.shealth   \n",
       "7        0.00000      3971291  com.sec.android.app.shealth   \n",
       "8        0.00000      8936382  com.sec.android.app.shealth   \n",
       "9        0.00000      7290734  com.sec.android.app.shealth   \n",
       "10     194.20000      4462635  com.sec.android.app.shealth   \n",
       "11     242.60000      4312924  com.sec.android.app.shealth   \n",
       "12     229.20000      4030840  com.sec.android.app.shealth   \n",
       "13       0.00000      3438584  com.sec.android.app.shealth   \n",
       "14       0.00000      1382375  com.sec.android.app.shealth   \n",
       "15     270.60000      4462449  com.sec.android.app.shealth   \n",
       "16       0.00000      6758950  com.sec.android.app.shealth   \n",
       "17     280.00000      8079529  com.sec.android.app.shealth   \n",
       "18     318.20000      9888169  com.sec.android.app.shealth   \n",
       "19     339.90000      9887526  com.sec.android.app.shealth   \n",
       "20       0.00000      6079654  com.sec.android.app.shealth   \n",
       "21     249.40001      8251103  com.sec.android.app.shealth   \n",
       "22       0.00000     10953410  com.sec.android.app.shealth   \n",
       "23     201.00000      4355239  com.sec.android.app.shealth   \n",
       "24       0.00000      2685393  com.sec.android.app.shealth   \n",
       "25     257.20000      8525921  com.sec.android.app.shealth   \n",
       "26       0.00000      8321573  com.sec.android.app.shealth   \n",
       "27     229.60000      7348001  com.sec.android.app.shealth   \n",
       "28       0.00000      2064955  com.sec.android.app.shealth   \n",
       "29     188.90001      7068168  com.sec.android.app.shealth   \n",
       "..           ...          ...                          ...   \n",
       "311    236.10000      4806304  com.sec.android.app.shealth   \n",
       "312      0.00000      8085057  com.sec.android.app.shealth   \n",
       "313      0.00000      9711172  com.sec.android.app.shealth   \n",
       "314      0.00000     10830082  com.sec.android.app.shealth   \n",
       "315      0.00000       480905  com.sec.android.app.shealth   \n",
       "316    256.10000      4721175  com.sec.android.app.shealth   \n",
       "318    211.00000      9825831  com.sec.android.app.shealth   \n",
       "319      0.00000      5196657  com.sec.android.app.shealth   \n",
       "320    295.20000      7346560  com.sec.android.app.shealth   \n",
       "321      0.00000      9074313  com.sec.android.app.shealth   \n",
       "322    269.80002      6443428  com.sec.android.app.shealth   \n",
       "323    189.50000      6996536  com.sec.android.app.shealth   \n",
       "324    246.00000     10718475  com.sec.android.app.shealth   \n",
       "325      0.00000      1215862  com.sec.android.app.shealth   \n",
       "326    201.20000      5001835  com.sec.android.app.shealth   \n",
       "327    238.40001      7283716  com.sec.android.app.shealth   \n",
       "328    204.70000      6042854  com.sec.android.app.shealth   \n",
       "329      0.00000      9702985  com.sec.android.app.shealth   \n",
       "330      0.00000      6676911  com.sec.android.app.shealth   \n",
       "331    245.90001     10709922  com.sec.android.app.shealth   \n",
       "332      0.00000      2492347  com.sec.android.app.shealth   \n",
       "333    200.10000      3344785  com.sec.android.app.shealth   \n",
       "334    241.30000     10913203  com.sec.android.app.shealth   \n",
       "335      0.00000     10983084  com.sec.android.app.shealth   \n",
       "336    266.00000     10152992  com.sec.android.app.shealth   \n",
       "337    181.40001      3327109  com.sec.android.app.shealth   \n",
       "338    229.00000     13745763  com.sec.android.app.shealth   \n",
       "339    230.80000      7175213  com.sec.android.app.shealth   \n",
       "340    187.40001      8089200  com.sec.android.app.shealth   \n",
       "341      0.00000       231978  com.sec.android.app.shealth   \n",
       "\n",
       "                 update_time              create_time  \\\n",
       "0    2017-11-08 18:41:06.168  2017-10-27 09:06:31.933   \n",
       "1    2017-12-27 18:39:40.597  2017-11-28 23:27:17.622   \n",
       "2    2018-03-05 18:46:35.026  2018-03-04 18:30:16.174   \n",
       "3    2018-02-12 05:05:10.054  2018-01-14 23:42:38.224   \n",
       "4    2018-02-14 19:15:29.040  2018-01-16 22:00:00.710   \n",
       "5    2018-01-30 19:49:47.787  2018-01-01 22:26:35.593   \n",
       "6    2018-03-02 20:14:33.743  2018-02-21 22:35:10.579   \n",
       "7    2018-04-18 11:23:26.327  2018-04-04 21:56:13.710   \n",
       "8    2018-07-26 05:28:05.131  2018-07-16 21:00:01.794   \n",
       "9    2018-08-26 21:00:04.346  2018-08-25 21:02:00.711   \n",
       "10   2018-04-21 21:47:31.142  2018-04-20 21:00:01.334   \n",
       "11   2018-02-05 04:37:07.677  2018-01-07 23:52:15.669   \n",
       "12   2018-01-07 19:59:51.803  2017-12-09 22:01:05.988   \n",
       "13   2018-08-02 21:00:03.504  2018-08-01 21:00:01.413   \n",
       "14   2018-03-12 19:16:40.114  2018-03-11 19:41:02.546   \n",
       "15   2018-01-03 18:56:03.633  2017-12-05 22:25:09.968   \n",
       "16   2018-08-01 21:00:02.870  2018-08-01 05:29:37.639   \n",
       "17   2017-12-14 18:52:39.420  2017-11-15 23:21:51.915   \n",
       "18   2018-06-13 08:42:01.652  2018-06-02 21:00:01.298   \n",
       "19   2017-11-24 20:48:31.343  2017-10-27 09:06:29.870   \n",
       "20   2018-06-16 21:28:48.440  2018-06-15 21:15:10.825   \n",
       "21   2017-12-25 21:37:13.342  2017-11-26 22:08:58.907   \n",
       "22   2018-06-22 22:02:26.186  2018-06-21 21:32:09.614   \n",
       "23   2018-01-13 22:37:37.621  2017-12-16 22:00:01.667   \n",
       "24   2018-04-18 11:23:24.840  2018-03-25 21:00:00.605   \n",
       "25   2017-11-30 18:10:43.835  2017-11-01 23:11:08.964   \n",
       "26   2018-06-19 03:45:16.724  2018-06-17 21:00:02.122   \n",
       "27   2018-01-10 05:10:23.872  2017-12-12 22:04:33.274   \n",
       "28   2018-05-21 03:32:39.899  2018-05-04 21:00:00.799   \n",
       "29   2018-03-02 20:14:33.525  2018-02-07 23:13:12.696   \n",
       "..                       ...                      ...   \n",
       "311  2017-11-13 19:04:25.431  2017-10-27 09:06:32.234   \n",
       "312  2018-08-06 21:30:26.854  2018-08-05 21:00:00.920   \n",
       "313  2018-08-15 21:19:55.780  2018-08-14 21:00:02.370   \n",
       "314  2018-07-26 05:28:07.981  2018-07-24 22:16:59.667   \n",
       "315  2018-03-08 19:16:21.515  2018-03-07 18:30:01.120   \n",
       "316  2017-11-05 20:09:59.311  2017-10-27 09:06:31.124   \n",
       "318  2018-05-21 03:32:40.694  2018-05-10 21:45:29.281   \n",
       "319  2018-04-18 11:23:25.242  2018-03-28 22:19:41.620   \n",
       "320  2018-04-20 04:43:43.010  2018-04-18 22:30:36.313   \n",
       "321  2018-08-29 21:00:04.397  2018-08-28 21:00:02.432   \n",
       "322  2018-01-20 19:52:25.877  2017-12-22 22:00:02.546   \n",
       "323  2018-05-21 03:32:38.633  2018-04-25 21:00:01.893   \n",
       "324  2017-12-18 19:55:00.019  2017-11-19 23:16:31.387   \n",
       "325  2018-03-14 18:30:00.914  2018-03-13 18:30:00.655   \n",
       "326  2018-01-27 21:08:12.411  2017-12-29 22:27:39.056   \n",
       "327  2017-12-22 15:50:33.582  2017-11-23 22:00:10.554   \n",
       "328  2017-12-21 20:43:56.812  2017-11-23 01:33:38.837   \n",
       "329  2018-07-26 05:28:03.818  2018-07-11 21:00:02.137   \n",
       "330  2018-08-04 21:05:06.142  2018-08-03 21:00:01.689   \n",
       "331  2018-06-13 08:42:01.003  2018-05-30 21:00:38.244   \n",
       "332  2018-08-18 21:33:05.123  2018-08-18 03:22:19.049   \n",
       "333  2018-03-02 20:14:33.688  2018-02-17 22:00:00.677   \n",
       "334  2018-01-08 14:47:46.666  2017-12-10 22:04:42.199   \n",
       "335  2018-07-26 05:28:03.115  2018-07-09 21:00:00.904   \n",
       "336  2018-01-18 19:13:14.567  2017-12-20 22:00:00.507   \n",
       "337  2018-02-08 04:33:36.255  2018-01-10 23:46:07.467   \n",
       "338  2018-05-21 03:32:40.462  2018-05-08 22:21:55.766   \n",
       "339  2018-02-22 10:48:31.795  2018-01-24 22:52:04.990   \n",
       "340  2018-01-12 19:19:20.853  2017-12-14 22:54:13.564   \n",
       "341  2018-03-13 18:30:01.173  2018-03-12 19:16:38.333   \n",
       "\n",
       "                                 datauuid  rest_calorie  active_calorie  \\\n",
       "0    0271f196-5123-49b4-82b2-c1899fe2161c     1551.8733      924.270900   \n",
       "1    05635c74-50f0-4d79-8b00-84cad3cb8d6b     1517.7151     1185.585900   \n",
       "2    067f4f37-4383-401e-889a-d9a3fb627291     1685.9877      119.390015   \n",
       "3    06e5c69f-434e-4f76-ae32-cd0683ba16fb     1568.3713      826.351200   \n",
       "4    0891422b-576a-47eb-9533-66d5f191193b     1521.9047      856.780760   \n",
       "5    08d87ce4-597c-4b54-9da1-5567278a2d06     1521.1873      922.464000   \n",
       "6    08ef1685-df42-4335-90a5-67d2ea25b598     1541.0212      828.357360   \n",
       "7    09409267-3da4-4fe3-b0c0-22a4461a0491     1639.1425      275.310060   \n",
       "8    0952c105-8c71-4e60-bf19-63d8b54dbe75     1511.5814     1096.805300   \n",
       "9    0a463aab-aedc-4bc9-955d-5646bd4b7821     1543.6937      489.771360   \n",
       "10   0a73a49a-01b3-40bf-9130-766e7ff22d96     1600.1504      268.180000   \n",
       "11   0acf564a-4f1b-4357-8119-9bdf431ebb50     1632.3488      297.145800   \n",
       "12   0b0a70a1-230c-41ec-80d7-cb7106e3cd22     1637.9584      285.699900   \n",
       "13   0c0f7ae4-eb41-470a-bb74-7be4148cf062     1618.8624      218.580930   \n",
       "14   0ca0025f-11d3-4803-9034-fe3bd303bde5     1690.6245       98.040010   \n",
       "15   0e1c280c-791e-4dfc-b9b9-86f246ff838b     1626.8347      315.100070   \n",
       "16   0e7d75df-221c-4abb-b6f2-fa74f09d27d6     1554.0707      438.728800   \n",
       "17   0ebb5b9c-a0fd-4130-b7e8-b4735375a87e     1562.5938     1003.139040   \n",
       "18   0f5ac586-d0b3-4969-83dd-1654f2739485     1490.6364     1219.198400   \n",
       "19   0fbb990b-c012-4131-b005-c95aa8d90cfc     1526.5219     1158.690900   \n",
       "20   101679f5-c3c4-4465-835e-a75e9abf6bd7     1567.3260      525.179930   \n",
       "21   108de1d1-82b1-4d4b-bb87-7f506c5eae78     1557.9591      997.919700   \n",
       "22   10f79a73-6798-4b37-969b-e9a075bc7069     1472.2224     1670.830000   \n",
       "23   12fd0f99-0816-4c73-8145-eea488132203     1631.5074      279.140050   \n",
       "24   13571e0c-344b-4aca-8261-8b0c04d394b5     1664.7134      172.609990   \n",
       "25   13876a05-bb1e-4b23-8c1a-541b2dc70252     1553.6877      918.516240   \n",
       "26   13be1484-acd1-4518-af03-fda97e589259     1523.5785      701.635250   \n",
       "27   13d5a986-08d5-4cda-bd55-2d5a1d33f82d     1571.9946      678.229100   \n",
       "28   1688bb79-0c15-43fb-a107-0ce530cae675     1643.0515      143.500990   \n",
       "29   1688d472-ea82-4376-acf4-bfea4420ae99     1565.2583      671.594850   \n",
       "..                                    ...           ...             ...   \n",
       "311  e93ba9b3-c833-4898-a727-ed3ed18645cc     1627.8988      324.220950   \n",
       "312  ea29b420-4899-497d-946d-e4fc9e9c3828     1528.1938      578.946900   \n",
       "313  eaa8b893-554f-49ce-ac9e-21d14a5b4c91     1496.4628      996.270300   \n",
       "314  eb7a4fba-5b9c-4ad1-b989-1a86d478e111     1474.6289      843.600600   \n",
       "315  eb8e9ead-ba82-416b-8397-68b74173de82     1708.5509       30.550001   \n",
       "316  edc93635-2c24-4616-989e-fefa347bab8e     1614.3995      297.149930   \n",
       "318  ee76701e-34ad-48cd-8ce8-3f88abd75b2c     1497.7875      942.398300   \n",
       "319  ef1a5089-75db-4e74-ae91-55212ce5fa61     1614.7754      372.429960   \n",
       "320  f01a04f9-8423-46aa-b6a6-7f9374f7f3cc     1542.6045      588.154600   \n",
       "321  f06a6334-ea26-4052-bdcb-f90cf3d1ee28     1508.8900      726.806000   \n",
       "322  f2119217-837f-40e3-96d0-627550b9fa44     1589.9827      426.305570   \n",
       "323  f35ebc8b-7d86-420a-8458-6722055a6e47     1551.8970      586.000850   \n",
       "324  f36d828c-3366-4a04-88e5-5e399fd5f50d     1509.9435     1272.760500   \n",
       "325  f3ec8870-ae24-4497-8822-83def61d7126     1693.9358       89.180010   \n",
       "326  f44de2db-ca97-4306-89f0-edcc56966898     1618.6497      341.791870   \n",
       "327  f50ea54d-a6a5-47a6-af01-637d98458ec5     1578.4713      514.012800   \n",
       "328  f5173fc9-b042-4a68-90a7-038ffef860c9     1603.2280      757.222960   \n",
       "329  f534a1ce-56a7-4534-b5dd-e5bfc2bfc8ed     1496.6224      643.522600   \n",
       "330  f66119c4-6bcb-492d-804c-c87cef4fe48f     1555.6715      405.021730   \n",
       "331  f6c622e0-3aa1-4ab1-b1f3-43fb13b3b955     1478.1475      977.909360   \n",
       "332  f849609d-bb7e-4d0f-97bb-0999f49c63aa     1637.3269      161.879990   \n",
       "333  f95d7188-0657-4dc7-a63e-2c3f338f9595     1651.6010      210.399950   \n",
       "334  f9a0a7cc-0c93-4e7c-87a3-998ccc9bcea0     1501.0986     1352.799300   \n",
       "335  f9ad0d43-3f7e-4f02-badd-0d247ae4ed38     1471.6433     1340.666900   \n",
       "336  f9f8b2ca-c617-40a8-b86a-3da1ea6f2280     1516.2157      893.350950   \n",
       "337  fa02b36a-c967-48eb-a2bd-40ff6f10f7f3     1651.9524      217.839940   \n",
       "338  fc298613-fa43-4fe7-b5d4-c18f437916b1     1416.6075     1133.368800   \n",
       "339  fc3db9c5-c4ad-4eb1-84fd-93e6f2d997b9     1563.1461      835.434100   \n",
       "340  fd00a590-5177-4148-a18b-f8909aeae5a8     1557.2555      534.519900   \n",
       "341  ff98e47b-3703-4ed1-aa0f-d8428c76635a     1713.5010       16.160000   \n",
       "\n",
       "          day_time  deviceuuid  \n",
       "0    1507680000000  7chpf+113K  \n",
       "1    1511913600000  7chpf+113K  \n",
       "2    1520208000000  7chpf+113K  \n",
       "3    1515974400000  7chpf+113K  \n",
       "4    1516147200000  7chpf+113K  \n",
       "5    1514851200000  7chpf+113K  \n",
       "6    1519257600000  7chpf+113K  \n",
       "7    1522886400000  7chpf+113K  \n",
       "8    1531785600000  PaDMKf2yRu  \n",
       "9    1535241600000  PaDMKf2yRu  \n",
       "10   1524268800000  7chpf+113K  \n",
       "11   1515369600000  7chpf+113K  \n",
       "12   1512864000000  7chpf+113K  \n",
       "13   1533168000000  PaDMKf2yRu  \n",
       "14   1520812800000  7chpf+113K  \n",
       "15   1512518400000  7chpf+113K  \n",
       "16   1533081600000  PaDMKf2yRu  \n",
       "17   1510790400000  7chpf+113K  \n",
       "18   1527984000000  PaDMKf2yRu  \n",
       "19   1509062400000  7chpf+113K  \n",
       "20   1529107200000  PaDMKf2yRu  \n",
       "21   1511740800000  7chpf+113K  \n",
       "22   1529625600000  PaDMKf2yRu  \n",
       "23   1513468800000  7chpf+113K  \n",
       "24   1522022400000  7chpf+113K  \n",
       "25   1509580800000  7chpf+113K  \n",
       "26   1529280000000  PaDMKf2yRu  \n",
       "27   1513123200000  7chpf+113K  \n",
       "28   1525478400000  7chpf+113K  \n",
       "29   1518048000000  7chpf+113K  \n",
       "..             ...         ...  \n",
       "311  1508112000000  7chpf+113K  \n",
       "312  1533513600000  PaDMKf2yRu  \n",
       "313  1534291200000  PaDMKf2yRu  \n",
       "314  1532476800000  PaDMKf2yRu  \n",
       "315  1520467200000  7chpf+113K  \n",
       "316  1507420800000  7chpf+113K  \n",
       "318  1525996800000  7chpf+113K  \n",
       "319  1522281600000  7chpf+113K  \n",
       "320  1524096000000  7chpf+113K  \n",
       "321  1535500800000  PaDMKf2yRu  \n",
       "322  1513987200000  7chpf+113K  \n",
       "323  1524700800000  7chpf+113K  \n",
       "324  1511136000000  7chpf+113K  \n",
       "325  1520985600000  7chpf+113K  \n",
       "326  1514592000000  7chpf+113K  \n",
       "327  1511481600000  7chpf+113K  \n",
       "328  1511395200000  7chpf+113K  \n",
       "329  1531353600000  PaDMKf2yRu  \n",
       "330  1533340800000  PaDMKf2yRu  \n",
       "331  1527724800000  PaDMKf2yRu  \n",
       "332  1534550400000  PaDMKf2yRu  \n",
       "333  1518912000000  7chpf+113K  \n",
       "334  1512950400000  7chpf+113K  \n",
       "335  1531180800000  PaDMKf2yRu  \n",
       "336  1513814400000  7chpf+113K  \n",
       "337  1515628800000  7chpf+113K  \n",
       "338  1525824000000  7chpf+113K  \n",
       "339  1516838400000  7chpf+113K  \n",
       "340  1513296000000  7chpf+113K  \n",
       "341  1520899200000  7chpf+113K  \n",
       "\n",
       "[339 rows x 10 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df = calorie_df[calorie_df[\"day_time\"] < ref_val]\n",
    "calorie_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>tef_calorie</th>\n",
       "      <th>active_time</th>\n",
       "      <th>pkg_name</th>\n",
       "      <th>update_time</th>\n",
       "      <th>create_time</th>\n",
       "      <th>datauuid</th>\n",
       "      <th>rest_calorie</th>\n",
       "      <th>active_calorie</th>\n",
       "      <th>day_time</th>\n",
       "      <th>deviceuuid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3721425</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-31 21:27:42.609</td>\n",
       "      <td>2018-08-30 21:02:27.982</td>\n",
       "      <td>9e30e851-0c31-4922-aa12-ab501a9f9f69</td>\n",
       "      <td>1613.3433</td>\n",
       "      <td>233.77101</td>\n",
       "      <td>1535673600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>0.0</td>\n",
       "      <td>9532648</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-30 21:02:31.085</td>\n",
       "      <td>2018-08-29 21:00:02.796</td>\n",
       "      <td>cd463340-b01c-4ab4-9b3e-74ed5707c9e5</td>\n",
       "      <td>1499.9463</td>\n",
       "      <td>1148.22900</td>\n",
       "      <td>1535587200000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>0.0</td>\n",
       "      <td>9074313</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-29 21:00:04.397</td>\n",
       "      <td>2018-08-28 21:00:02.432</td>\n",
       "      <td>f06a6334-ea26-4052-bdcb-f90cf3d1ee28</td>\n",
       "      <td>1508.8900</td>\n",
       "      <td>726.80600</td>\n",
       "      <td>1535500800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4110917</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-28 21:00:04.774</td>\n",
       "      <td>2018-08-27 21:35:26.040</td>\n",
       "      <td>2ee56418-c338-4989-b636-e193e06a7611</td>\n",
       "      <td>1605.7429</td>\n",
       "      <td>279.25998</td>\n",
       "      <td>1535414400000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.0</td>\n",
       "      <td>7255965</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-27 21:35:30.325</td>\n",
       "      <td>2018-08-26 21:00:02.517</td>\n",
       "      <td>32e9c4e7-be69-4402-8ace-3b08a5335aee</td>\n",
       "      <td>1544.3722</td>\n",
       "      <td>552.06244</td>\n",
       "      <td>1535328000000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tef_calorie  active_time                     pkg_name  \\\n",
       "214          0.0      3721425  com.sec.android.app.shealth   \n",
       "274          0.0      9532648  com.sec.android.app.shealth   \n",
       "321          0.0      9074313  com.sec.android.app.shealth   \n",
       "72           0.0      4110917  com.sec.android.app.shealth   \n",
       "76           0.0      7255965  com.sec.android.app.shealth   \n",
       "\n",
       "                 update_time              create_time  \\\n",
       "214  2018-08-31 21:27:42.609  2018-08-30 21:02:27.982   \n",
       "274  2018-08-30 21:02:31.085  2018-08-29 21:00:02.796   \n",
       "321  2018-08-29 21:00:04.397  2018-08-28 21:00:02.432   \n",
       "72   2018-08-28 21:00:04.774  2018-08-27 21:35:26.040   \n",
       "76   2018-08-27 21:35:30.325  2018-08-26 21:00:02.517   \n",
       "\n",
       "                                 datauuid  rest_calorie  active_calorie  \\\n",
       "214  9e30e851-0c31-4922-aa12-ab501a9f9f69     1613.3433       233.77101   \n",
       "274  cd463340-b01c-4ab4-9b3e-74ed5707c9e5     1499.9463      1148.22900   \n",
       "321  f06a6334-ea26-4052-bdcb-f90cf3d1ee28     1508.8900       726.80600   \n",
       "72   2ee56418-c338-4989-b636-e193e06a7611     1605.7429       279.25998   \n",
       "76   32e9c4e7-be69-4402-8ace-3b08a5335aee     1544.3722       552.06244   \n",
       "\n",
       "          day_time  deviceuuid  \n",
       "214  1535673600000  PaDMKf2yRu  \n",
       "274  1535587200000  PaDMKf2yRu  \n",
       "321  1535500800000  PaDMKf2yRu  \n",
       "72   1535414400000  PaDMKf2yRu  \n",
       "76   1535328000000  PaDMKf2yRu  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df.sort_values(by=\"day_time\", ascending=False, inplace=True)\n",
    "calorie_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2018-08-31 00:00:00')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(1535673600000, unit=\"ms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    339.000000\n",
       "mean     144.773748\n",
       "std      117.439784\n",
       "min        0.000000\n",
       "25%        0.000000\n",
       "50%      202.100000\n",
       "75%      243.800000\n",
       "max      357.000000\n",
       "Name: tef_calorie, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df[\"tef_calorie\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "202.1"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df[\"tef_calorie\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    210.000000\n",
       "mean     233.706193\n",
       "std       37.701770\n",
       "min       72.400000\n",
       "25%      207.300003\n",
       "50%      233.900000\n",
       "75%      256.475000\n",
       "max      357.000000\n",
       "Name: tef_calorie, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "median_val = calorie_df[calorie_df[\"tef_calorie\"] > 0][\"tef_calorie\"].median()\n",
    "calorie_df[calorie_df[\"tef_calorie\"] > 0][\"tef_calorie\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def assign_calorie(row):\n",
    "    if (row[\"tef_calorie\"] == 0):\n",
    "        return (median_val)\n",
    "    else:\n",
    "        return (row[\"tef_calorie\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Fill up the 0 values in tef with median of values greater than 0 and accordingly update the total calorie burn\n",
    "\n",
    "calorie_df.loc[:, \"tef_calorie\"] = calorie_df.apply(lambda x: assign_calorie(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>tef_calorie</th>\n",
       "      <th>active_time</th>\n",
       "      <th>pkg_name</th>\n",
       "      <th>update_time</th>\n",
       "      <th>create_time</th>\n",
       "      <th>datauuid</th>\n",
       "      <th>rest_calorie</th>\n",
       "      <th>active_calorie</th>\n",
       "      <th>day_time</th>\n",
       "      <th>deviceuuid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>233.9</td>\n",
       "      <td>3721425</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-31 21:27:42.609</td>\n",
       "      <td>2018-08-30 21:02:27.982</td>\n",
       "      <td>9e30e851-0c31-4922-aa12-ab501a9f9f69</td>\n",
       "      <td>1613.3433</td>\n",
       "      <td>233.77101</td>\n",
       "      <td>1535673600000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>233.9</td>\n",
       "      <td>9532648</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-30 21:02:31.085</td>\n",
       "      <td>2018-08-29 21:00:02.796</td>\n",
       "      <td>cd463340-b01c-4ab4-9b3e-74ed5707c9e5</td>\n",
       "      <td>1499.9463</td>\n",
       "      <td>1148.22900</td>\n",
       "      <td>1535587200000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>233.9</td>\n",
       "      <td>9074313</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-29 21:00:04.397</td>\n",
       "      <td>2018-08-28 21:00:02.432</td>\n",
       "      <td>f06a6334-ea26-4052-bdcb-f90cf3d1ee28</td>\n",
       "      <td>1508.8900</td>\n",
       "      <td>726.80600</td>\n",
       "      <td>1535500800000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>233.9</td>\n",
       "      <td>4110917</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-28 21:00:04.774</td>\n",
       "      <td>2018-08-27 21:35:26.040</td>\n",
       "      <td>2ee56418-c338-4989-b636-e193e06a7611</td>\n",
       "      <td>1605.7429</td>\n",
       "      <td>279.25998</td>\n",
       "      <td>1535414400000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>233.9</td>\n",
       "      <td>7255965</td>\n",
       "      <td>com.sec.android.app.shealth</td>\n",
       "      <td>2018-08-27 21:35:30.325</td>\n",
       "      <td>2018-08-26 21:00:02.517</td>\n",
       "      <td>32e9c4e7-be69-4402-8ace-3b08a5335aee</td>\n",
       "      <td>1544.3722</td>\n",
       "      <td>552.06244</td>\n",
       "      <td>1535328000000</td>\n",
       "      <td>PaDMKf2yRu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tef_calorie  active_time                     pkg_name  \\\n",
       "214        233.9      3721425  com.sec.android.app.shealth   \n",
       "274        233.9      9532648  com.sec.android.app.shealth   \n",
       "321        233.9      9074313  com.sec.android.app.shealth   \n",
       "72         233.9      4110917  com.sec.android.app.shealth   \n",
       "76         233.9      7255965  com.sec.android.app.shealth   \n",
       "\n",
       "                 update_time              create_time  \\\n",
       "214  2018-08-31 21:27:42.609  2018-08-30 21:02:27.982   \n",
       "274  2018-08-30 21:02:31.085  2018-08-29 21:00:02.796   \n",
       "321  2018-08-29 21:00:04.397  2018-08-28 21:00:02.432   \n",
       "72   2018-08-28 21:00:04.774  2018-08-27 21:35:26.040   \n",
       "76   2018-08-27 21:35:30.325  2018-08-26 21:00:02.517   \n",
       "\n",
       "                                 datauuid  rest_calorie  active_calorie  \\\n",
       "214  9e30e851-0c31-4922-aa12-ab501a9f9f69     1613.3433       233.77101   \n",
       "274  cd463340-b01c-4ab4-9b3e-74ed5707c9e5     1499.9463      1148.22900   \n",
       "321  f06a6334-ea26-4052-bdcb-f90cf3d1ee28     1508.8900       726.80600   \n",
       "72   2ee56418-c338-4989-b636-e193e06a7611     1605.7429       279.25998   \n",
       "76   32e9c4e7-be69-4402-8ace-3b08a5335aee     1544.3722       552.06244   \n",
       "\n",
       "          day_time  deviceuuid  \n",
       "214  1535673600000  PaDMKf2yRu  \n",
       "274  1535587200000  PaDMKf2yRu  \n",
       "321  1535500800000  PaDMKf2yRu  \n",
       "72   1535414400000  PaDMKf2yRu  \n",
       "76   1535328000000  PaDMKf2yRu  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     339.000000\n",
       "mean     1568.551899\n",
       "std       160.987509\n",
       "min         0.000000\n",
       "25%      1532.692150\n",
       "50%      1581.455700\n",
       "75%      1627.775650\n",
       "max      1717.039700\n",
       "Name: rest_calorie, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calorie_df[\"rest_calorie\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLEAAAR4CAYAAAD5WEQoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XeYnWWd//H3c870yaT3DiQk9BYIICVUKUFQbOuuirpi10XU3XXVVdd1dVlXBVFAXez+EJEmSCdUKSFAIJAEQklCQnqbmUw75/n9cU/M9JKZc84zk/frus41c576PcPDXMyH+/7eURzHSJIkSZIkSUmWKnQBkiRJkiRJUncMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxCsqdAFJMXr06Hj69OmFLqNf1NTUUFlZWegyNAj5bCmXfL6USz5fyiWfL+WSz5dyxWdLudTy+Xrqqac2xnE8pj+ua4jVbPr06SxcuLDQZfSLBQsWMG/evEKXoUHIZ0u55POlXPL5Ui75fCmXfL6UKz5byqWWz1cURa/313WdTihJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxChpiRVFUGkXRz6Moej2Koh1RFD0dRdHZLfafFkXR0iiKaqMouj+Komltzv2/KIq2R1H0ZhRFn29z7U7PlSRJkiRJ0sBS6JFYRcAq4GRgGPBV4A9RFE2Pomg08KfmbSOBhcB1Lc79OjATmAacAnwpiqKzAHpwriRJkiRJkgaQokLePI7jGkIYtcufoyh6FTgKGAUsieP4eoAoir4ObIyiaHYcx0uBDwAfiuN4C7AliqKfAhcBdwDv6OZcSZIkSZIkDSCFHonVShRF44D9gSXAQcCzu/Y1B14rgIOiKBoBTGy5v/n7g5q/7/TcXNYvSZIkSZKk3CjoSKyWoigqBn4L/DKO46VRFA0BNrQ5bBtQBQxp8b7tPpr3d3Zu2/teDFxcVlbGrFmzmD9/Puedd17fPkyBVVdXs2DBgkKXoUHIZ0u55POlXPL5Ui75fCmXfL6UKz5byqVcPV+JCLGiKEoBvwYagE83b64GhrY5dCiwo3nfrvd1bfZ1d24rcRxfA1wzZ86ceOHChX34FMmxYMEC5s2bV+gyNAj5bCmXfL6USz5fyiWfL+WSz5dyxWdLuZSr56vg0wmjKIqAnwPjgAvjOG5s3rUEOKzFcZXAfoReV1uAtS33N3+/pLtzc/QxJEmSJEmSlEMFD7GAnwAHAOfFcbyzxfYbgYOjKLowiqIy4GvA4haN2X8FfCWKohFRFM0GPgr8oofnSpIkSZIkaQApaIgVRdE04GPA4cCbURRVN7/+Po7jDcCFwH8CW4C5wHtbnP7vhGbtrwMPAJfFcXwHQA/OlSRJkiRJ0gBS0J5YcRy/DkRd7L8HmN3Jvnrgw82vXp0rSZIkSZKkgSUJ0wklSZIkSZKkLhliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsSRJkiRJkpR4hliSJEmSJElKPEMsSZIkSZIkJZ4hliRJkiRJkhLPEEuSJEmSJEmJZ4glSZIkSZKkxDPEkiRJkiRJUuIZYkmSJEmSJCnxDLEkSZIkSZKUeIZYkiRJkiRJSjxDLEmSJEmSJCWeIZYkSZIkSZISzxBLkiRJkiRJiWeIJUmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUq8okIXIGkAyzTAmtug+hUonwSTz4ei8kJXJUmSJEkahAyxJO2Z9Q/Bg+dDtgkydZAugyc+Csf/DiafV+jqJEmSJEmDjNMJJfVezUpYcDY0bIGmHRA3hq9N1fDIe2HLs4WuUJIkSZI0yBhiSeq9ZZdDtrHjfdk6WPLt/NYjSZIkSRr0DLEk9d7aOyHb0PG+OAvrFuS1HEmSJEnS4GeIJan3UiV92y9JkiRJUi8ZYknqvX0/COmKjvelSmD6+/JbjyRJkiRp0DPEktR7+34ISkdD1HaB0xQUVcHsSwpSliRJkiRp8DLEktR7xVXw1sdhwpmQKoXioZAqgzEnwFlPQPn4QlcoSZIkSRpk2g6jkKSeKR8P826DuvVQuwrKJkDFxEJXJUmSJEkapAyxJPVN2djwkiRJkiQph5xOKEmSJEmSpMQzxJIkSZIkSVLiGWJJkiRJkiQp8QyxJEmSJEmSlHiGWJIkSZIkSUo8QyxJkiRJkiQlniGWJEmSJEmSEs8QS5IkSZIkSYlniCVJkiRJkqTEM8SSJEmSJElS4hliSZIkSZIkKfEMsQalGFbeAE21hS5EkiRJkiSpXxhiDUb1G+Hhd8I9J0E2U+hqJEmSJEmS+swQazAqHg6pUtj8FDRuLXQ1kiRJkiRJfVZU6AKUA6liOOdZaNwewqxXfwvjT4fycYWuTJIkSZIkaY8YYg1WQ2eFr499GF77DYw4Ak5bAOlSiByAJ0mSJEmSBhbTjMFu6OzQFytdDtcPhdsOhto3Cl2VJEmSJElSrxhiDXYHfgne8SYMPwKIYfuLcPO+sPbuQlcmSZIkSZLUY4ZYe4OyMXDwl2HiuRAVQ9wEj74f1txR6MokSZIkSZJ6xBBrb1E2Bk66CQ78IhBD/TpY+KlCVyVJkiRJktQjhlh7kyiCQ74BVftDqgQmnF3oiiRJkiRJknrE1Qn3NqkiOGcx1K2FiqmFrkaSJEmSJKlHHIm1N0qXQOW0MDKrN7IZeOQf4PfFcOMU2PJsbuqTJEmSJElqwxBLPffab2H1TaEx/M7V8NCFha5IkiRJkiTtJZxOqCDbBK9cC407YMbFUDyk/TF1ayFbv/t9/Yb81SdJkiRJkvZqjsRSsPir8NTn4NkvwyPv7fiYKe+EdDmky6CoEmZ8LL81SpIkSZKkvZYjsRRsXgSZneH7rc91fEzVfqEp/JrbQk+tiefmrz5JkiRJkrRXM8RScMi/w8ZHINMAh/8XrH8YGrfBhLeGFQ13GTId9v9UwcqUJEmSJEl7J0MsBWOOh3duA7LwwmXw+MVh9cKxJ8O8Pxe6OkmSJEmStJczxNJuqTSQhld/BZmasG3NXyCOQ6AlSZIkSZJUIDZ2V3sTzoB0RWjgPvKo1gHW9mWw/sEw7VCSJEmSJClPHIml9o78AYw6Bhq2wb4f3L39lV/Ck5+AKA1D9oUTb4SqfQtXpyRJkiRJ2msYYqm9VBr2eX/77Uu+3WIFw8Xw5wPgkK/CwV/Jb32SJEmSJGmv43RC9VzVTIiKd7+PG+C5b0CcLVxNkiRJkiRpr2CIpZ479hcw6VygRY+soorW7yVJkiRJknLAEEs9VzYaTroRTvwTlI2D8klw0s2uXChJkiRJknLOnljqvSkXhJckSZIkSVKeOBJLe27TQrj7JLjzOFj/cKGrkSRJkiRJg5gjsbRnGrbBvadB0/bwfsFZcN7LUD6+sHVJkiRJkqRByZFY2jM1rwLx7vdREWxfVrByJEmSJEnS4GaIpT0zZAakSgiPUATEMOygAhclSZIkSZIGK0Ms7ZniIXDmozDlQph8Ppz+UFi9UJIkSZIkKQfsiaU9N3R/OPEPrbetvQsWXQpxBg7/rxBwSZIkSZIk9ZEjsdR/drwMD74dtj0P21+ER94HWxYXuipJkiRJkjQIGGKp/2xeBFG69bZNTxSmFkmSJEmSNKgYYqn/DDsoTCNsafghhalFkiRJkiQNKoZY6j/DD4JjroLSMVAyCo74Hxg9t9BVSZIkSZKkQcDG7upf+7w/vCRJkiRJkvqRIZYkSdJgEMdQuwoatkLpSKiYXOiKJEmS+pUhliRJ0kCWzcCrv4IXvhNCrFQxZBqgagYc9K8w7e8gigpdpSRJUp8ZYknq3ralsPom2DkN1twJE86AqIAt9eIYNv4Vll8JO5ZD2ViYcTFMnA+pdPfnS9JgkW2CB8+HdQ9ApiZsy+wMX7c9D49fDKtvgbf8rrC/tyVJkvqBIZakzmUa4JG/g7V/CX8olf4XPHwxlI6CU++Fqv3yX1O2CR55D6y9E5pqgThsX/8gVE6H0xeE+iRpb7DoUli3ADK1He/P1MAbt8Jz34RDv57PyiRJkvqd/0tOydBYDQ+/F/44Gv58AGx8rNAVCeDJj4cAK7MT4sawrakaalbB3SdCpj7/NT39JVhzBzTV8LcAa1dd25fBA2/Lf02SVAiN22HFTzsPsHbJ1MLS/4VMXX7qkiRJyhFDLCXDYxeF6WoNm2D7UrjvDKh9o9BV7d3qNsJrv989LaWVLDRuhdevz29NjdXw8lWd/8EWN8KWZ2Dz0/mtS5IK4fXr6NV/yq2+JWelSJIk5YMhlpJh7Z2QbTmqJxVGY8VxmNLWuB02L4KdbxasxL3OhochVdL5/sxOWPS5sApWvqxfEBoWdyVTB6tvzks5klRQO17e3QerO5laqH4lt/VIkiTlmD2xlAwlI8J0sL/JQM1rcMOo3SFJUUVYgemwb8MBlxSiyr1LlILuFrNq2AoPvh1Ovz8vJZGpazWDsGPZ7qfWSNJgkC7t+bFRuuv/MSFJkjQAOBJLyTD3Z5CugKIh4TXmJFj8NWjYQkgt4tADKVsHi78CW5cUuuLBb8wJkG3o5qAsbHo8f/88hh+yuzdXZ4qGwIjD81OPJBXSmBPC77yeiIphzFtyW48kSVKOGWIpGSacCec8C3OuhBNvgP0/3cW0sQh2LMtreXul0pGw74ch6mbAZhzDujyNxBo6C4YdRJdDxKIUTLkwP/VIUiGNPx2Kqnp2bMVEGHVMbuuRJEnKMUMsJUfVDNj3AyHQqpgI2U5G3GQboGpWfmvbWx31Qxh2cNfHRBGk0vmpB+D430Dx0BBWtZUuh+N/37spNpI0UEUpmHtN+N3XlXQFHHN1+H0tSZI0gBliKZlGHA77vL/jfdPeA8MPym89e6tUERz7s67/QIpjmHBW/moaOgvOXgRT3gmpsjCVJlUSpqCeei9MOid/tUhSoU2aD8deG35Ppyta70tXQlElnPAHGHdKYeqTJEnqRzZ2V3Idc1X4j+9lPwp9kFKlYbTW3J+1P7ZhS2j6XjrK/9Pc30YeFaagbHys/b50OUw8B4bsk9+ahuwLJ1wHjdVQvx6Kh4fpj5K0N5r2Hhh/BrxyLbzyC2jcFhZM2e+jYYRz8dBCVyhJktQvDLGUbEd+DyZfAOsfhLKxYXRWy6limTp46EJ4857wftTRcPJtUDKsMPUOViffCg+/C7ammkdlRRBnYeK5cPyvC1dX8ZDwkqS9XelIOODS8JIkSRqkDLGUfGNPDK+WalbByj/Ayj/Clqd3r6K36Ul4/KNw4h/yX+dgVlwFp9wB990JU74f+rCMPwOGTC90ZZIkSZKkvYQhlgaebUvhrrlhFNau8GqXbAOsX1CQsvYKqVKY+bFCVyFJkiRJ2gsZYmngWfgZaNwBxB3vLxmR13IkSZIkSVLuuTqhBp7alXQaYKUrYM4VeS1HkiRJkiTlniOxNPCMmgs1r7WeSlg8DPb5EOzz9zBqTsFKkyRJkiRJueFILA08cy6HobNDfyYAIsg2wbp7oWpmQUuTJEmSJEm5YYilgadkOJz+cFghD4AYMjWwYxm88N2CliZJkiRJknLDEEsD046lELWZDZttgFeuLUw9kiRJkiQppwyxNDBVToPMzvbb69ZDzev5r0eSJEmSJOWUIZYGprKxUDq2/fZ0OWx8vONz6jfDip/DS1fDzjdzW58kSZIkSepXhlgauKa8HUi32RjD0Fntj934ONw8HZ76HCz6PNyyH6y5Iw9FSpIkSZKk/mCIpYHrwH+GkmG7VylMV8KEM2DEYe2P/esHoWkHNNVApja8/vp+yGbyW7MkSZIkSdojRd0fIiVU5RQ4dwm89GPY8TJMPBemvbf9cZk62PFS++1NtVC7CoZMz3mpkiRJkiSpbwyxNLCVj4dDv9n1MakSKKoMI7FaiaFsTM5KU4I0bIOVfwhN/8vGwtR3h2dHkiRJkjRgGGJp8HvmX8JorJbS5TDrkhBuaXB78Xuw+CtAGjI1kC6Dp78EMy6Go34AkbOqJUmSJGkgMMTS4LZ9GSz/EcSNrbcPmQmHfaswNSl/XroaFn+tdYi56/sVP4eoCI7638LUJkmSJEnqFYcgaHBb/xAQtd9eswKiDrZr8Mg2wrP/Gpr4dyRTCy/9BOo35bcuSZIkSdIeMcTSwJWph20vQO2azo+pmAJRuv32sjz2Q6rfBEt/CE9+Gl7+KTRW5+/ee7P1D0G2qetjojSsujE/9UiSJEmS+sTphBqYti6Be08No2myjTDtfXDsz9r3Nxp/OlRMgh2vQNwQtqUr4NA8TSVc/yAsOBfiDGR2Qroy9Og6/QEYfnB+athbNWymw1F4LWXrm4+TJEmSJCWdI7E08MQxLDgb6tdDU3UIIlZeF3octZVKwxmPwIyPQsVkGHEkHP9bmP7e3NeZqYcH3hZqzOxs3lYTQpMHzw+fQ7lTOR3IdH1Murz5OEmSJElS0hliaeBp2gE717belqmFdQs6Pr50JBz9I7hgFZz9FEy5IOclArDmLxBnO95Xtw62PJ2fOvZWI4/q2bTRyefnvhZJkiRJUp85nVADT7oy9DKKW/Q7SpVA5dTC1dSR+o1hGmFHoiKo25DfevYWW56Bpd+HzYsgVQpRcfvVKSFMKz36SkiX5r9GSZIkSVKvGWJp4EmlYc6P4KnPhil76RIoGQUHfKHQlbU2ei7QyZTBTB2MPCKv5ewVnvkyLPthmGK6K0BMl0M2G8KsdGnYXjICjvwBTH1HYeuVJEmSJPWYIZYGphn/CENnw7r7oGQ47POB8DVJhh8CY06ADQ+F0GqXdAVMfx+Ujc3NfRu3w6u/ga2LoXIa7PNBqJiYm3slyet/CAFWprb19sxOIAWlI2DuT6F8fOiNFnXT9F2SJEmSlCiGWBq4xp4QXkl20s2w8NPw2u/CyolRBDM/CYd9Ozf32/AI3H9OmGqZqYVUGTz/TZjzE9jvotzcMyme+0b7AOtvsqGXGlHolSVJkiRJGnAMsaRcKiqHY38Oc64IPbLKxuWuB1NTDSw4B5q2796WbR4BtvCTYXrjsANyc+9Ca9wBO5Z3fUxTNay5DSadk5+aJEmSJEn9ytUJpXwoqgiN53PZRHzl9Z03ks82wrIrcnfvQouzQA+mB7ZcDECSJEmSNKAYYkmDxfblYTRWR+Im2PZ8fuvJp+KhUD6h62OKqmDsKfmpR5IkSZLU7wyxpMFiyPTQNL4jURqqZua+hmwG1vwFlnwHll8JO9fm/p4Qeo0d+M+df36AVDFMcTVCSZIkSRqoDLGkwWLqe+h0Sl2qFGZ9Jrf33/Is3DQFHn4PLP4KPP1FuHkfeOoSiOPc3htg5sdh0nlQVNl6e6oEiobCKXdAuiT3dUiSJEmScsIQSxosSobBideH0Uip5t5bURGky+HQb8KIw3N377qNcM/JULc2rAIYZyCzE7L18PI1sCRHqzG2FKXgLb+H438Lo98CJSOgfCLM+hzMXwKjjs59DZIkSZKknHF1QmkwmXg2nPcSvHw1bHkaKveBmR+DYQe2PzaOYf0DsOWZEPhMviAEYXtixTWQbeh4X6YWXvguHPCF3Da2hzCtcPL54SVJkiRJGlQMsaTBpmIiHPqNro+pfhXuOxPq3gzhU6oEnvwEHPE/sP8ne3/PlTeEkVedikKoNvrY3l9bkiRJkiQMsaS9T7YR7jkJdq6BONu8rXkU1dNfhCH7hBFdvbHrOp2JyE9fLEmSJEnSoGVPLCkXGnfA8h/DXz8ML1wWekYlxepboGFbx8FTphYWf63315z8NkiVdb4/zuS2J5ckSZIkadBzJJbUG43V8OZdIZQZf3roJdVWzUq485hwbKYmNFZf8i04/UEYcVj+a25r3f2h+Xpntjzd+2vO/AQs/T5k69rvS1fA/p+FovLeX1eSJEmSpGaOxJJ6atVN8Kdx8NeL4LGPwI0T4eWftj9u4WegbkMIsCD0imrcDn99f17L7VRxFV3+q58q6f01y8fDqXeFUK9oSNgWFYfRWVPfDYf+xx6VKkmSJEnSLo7Eknqidg08+r72zcsXfhrKJ8Kkc8P7OIY1twMdTNXbviyEW2Vjcl5ul6a9B5ZdHqYOtpOCKRfu2XVHHwtvXwurboQti6B4OEx7N1TN6FO5kiRJkiSBIZbUM6/9ruMeUtkGeGA+lI6FMx+BIftBlILOephHCRj8OOJwmDQf3vhzmyArguKhcOg39/za6VKY/t7wkiRJkiSpHyXgL2ppAGjYDNn6zvfXr4fbDg0jsSZfAFHbfDiCEUdA6aicltljx/8ODvznMFoqXR6mEE44E976eFidUJIkSZKkhHEkltQT40+H5VdAU3Xnx2R3woqfwpwrYNOTUL8hHF80BNJlcNyv81dvd1JpOORrcNCXQ51FQ5p7ZUmSJEmSlEyGWFJPjDsFRh8HGx7ppJdUsw2PwsyPwfylsPom2PosVM2Eqe+Cosr81dtTqSIon1DoKiRJkiRJ6pYhltQTUQTzbgurES78LJDp+LiRR4av6ZLQ1Hzau/NWoiRJkiRJg5k9sdR/GnfAY/8IfzkKnvk3yDYVuqL+lSqG/T8JR/2g4/1RcRiFJUmSJEmS+p0jsdR/Hn4PrLsvNEDfvhTiJjjiu4Wuqv/N+jRUr4BlP+RvyxAWDYXT7w+9ryRJkiRJUr8zxFL/Wf/A7hX8MrWw5vbBGWIBHPV9OOxboYF7cRWMODJMOcylplqoWQllY5KzyqEkSZIkSXliiKX+UzUDtj4HxGFq3fBDCl1RbhVVwrh5ub9PthEWfRFWXANREWQbYPxpcOy1UDY29/cvtLr1sOWZ8NlHz01mg3xJkiRJUs7ZE0v958Q/wdADIFUSVvI7+spCV1R4216EBy+E64fDjZNg8degaWfvrvHYh2HFTyGzE5p2hNFua++Gu44LAddgVb85/OxumgYPvxseejvcMA4WXTq4P7ckSZIkqUOOxFL/qdoP5i8pdBXJsXUJ3HUsNNUAMTRugxcug7V3whmPQird/TVqVsHK63dP09wlbgwjlFbdODhXQGzcAXceA7WrwsizbN3ufS/9BHYsh5Nuyf0UTkmSJElSYhR8JFYURZ+OomhhFEX1URT9os2+f4yi6OUoiqqjKLojiqKJLfZFURR9N4qiTc2v/46i3X/RRlF0eBRFT0VRVNv89fA8fiwJnvmX3QHWLtk62PZC6BfWExv/Gka2daSpGt68p89lJtLyH8PONSHAaiuzE9bdH3qwSZIkSZL2GgUPsYA1wLeA/2u5MYqik4FvA+cDI4FXgd+3OORi4ALgMOBQYD7wseZzS4Cbgd8AI4BfAjc3b5fyY919tAqwdmmqhjdu6dk1iquATkYbRWkoGb6n1SXb8itCWNWZplpYdnn+6pEkSZIkFVzBQ6w4jv8Ux/HXs1s7AAAgAElEQVRNwKY2u84Dro/jeEkcxw3AfwAnRVG0X/P+DwLfi+N4dRzHbwDfAy5q3jePMFXyB3Ec18dxfDkhCTg1t59GaiFd1vm+rc/BzrXdX2PcqZ1mWKRKYJ/371FpiVe3rpsDYqhekZdSJEmSJEnJEMVxByNFCiCKom8Bk+M4vqj5/feA8jiOP9n8fhKwGrggjuOboyjaBpwZx/HjzfvnAPfHcVwVRdElzfvObnH9Pzfv/16b+14MXFxWVnbU1KlTmT9/Puedd17uP3AOVVdXM2TIkEKXodpVUL8BOvx3LAr9nIbOgnRF19dp3AbVr0CcbXF6KqxMWD6pX0vuTt6erS3PQtzU9THFQ6FqZvg+bgqjs6KoefXCgufz2gP+7lIu+Xwpl3y+lEs+X8oVny3lUsvn65RTTnkqjuM5/XHdJDd2vx24Loqiq4CXgK8R5mbt+ot/CLCtxfHbgCHNfbHa7tu1v6rtTeI4vga4Zs6cOfHChQv79xMUyIIFC5g3b16hy1DDNrjreKh5DTK1HR9TNAvOW9r9tbYugRcvg80LoWIqzP4nmHBmv5bbE3l7thbdBssv77gnFkDREDj61zD2EHjsQ/DmXWHkWxyHQGvmJ+Dw70Aqyb/i1Ja/u5RLPl/KJZ8v5ZLPl3LFZ0u5lKvnK7HDFeI4vhf4d+AG4HXgNWAHYTQWQDUwtMUpQ4HqOAwta7tv1/4dOSxZaq1kGJy9CKa+C+hkJcLaVbDj5e6vNfwgOO4XcO7zcMrtBQmw8uqAS0NQ1dFcylQpDNkPxp4Md86FNXeE1Rsbt0HT9hAYvvQTeOR9eS9bkiRJkpQ7iQ2xAOI4vjKO45lxHI8lhFlFwPPNu5cQmrrvcljztl37Dm25WiGh+fsSpHxKl8Kwg8L0v45E6eYVDNVK+Xg48zEYOhvSlZAqg3R5GG01bh6cvgBeuTasYBg3tj8/UwtrboNNg2N0pSRJkiQpAdMJoygqaq4jDaSjKCoDmpq3zSAET1OAa4AfxnG8pfnUXwGfj6LodsI0w0uBK5r3LQAywGebpyN+tHn7fTn/QFJb40+D574OmQ7CligNww7Me0kDwtCZcO4S2PQkbHocUsUw/gyoal7bYfmVXa9gmK0LI7JG/Tw/9UqSJEmScqrgIRbwFcK0wV3+AfgG8APgd8B+hGmA1wJfbXHc1cC+wHPN73/WvI04jhuiKLqgedt3gBcJDeE7abAj5dDII8Mqg+vubR26pCvg8O+GcEYdiyIYfUx4tVW/vutz4yzUvJ6buiRJkiRJeVfwECuO468DX+9k96FdnBcDX2p+dbT/aeCoPpYn9Y+T/gRL/guWXwENW8Kqeof9J0x5R6ErG7hKx0BTdef7oxRUTstfPZIkSZKknCp4iCXtFVLFcMjXwkv9Y/9PweKvdj6lMFUWVimUJEmSJA0KiW7sLkmdmnExlE+AqIPpmOkKmHg2jJqT/7okSZIkSTlhiKVkeeM2eObLsOxyaOxiqphUXAVnPg4T3wqpUigeBsVDQ4A18+Pwlv9X6AolSZIkSf3I6YRKjsXfgBf/GzK1YSrY8h/B2U9DUWWhKxu4mmqhZiWUjYXSkYWupv+VjYaTb4Wda2Hz02Ha5pjjfWYkSZIkaRAyxFIyNGyDF74N2eYFJLN1ULsaXvlF6H2k3sk0wNOXwoqfQ1QUfq7jT4O5/wfl4wpdXf8rnwCTJhS6CkmSJElSDjmdUMnQsLl9b6NMHdStL0w9A92j74OXrwlNz5t2QLYe1t4Ndx0HmfpCVydJkiRJUq8ZYikZKiZDUUXrbelyGHNCYeoZyDY+Aav+tHtU2y5xI9RvgJV/LExdkiRJkiT1gSGWkiFVDKfeBaVjQ2PuVAkc/BWYcEahKxt4nvgoEHe8r6ka1tyW13IkSZIkSeoP9sRScow4HN7+BuxcAyUjoXhIoSsaeOo2wrYXuj6muCo/tfTVthdh6ffhzbuBCCacBbMvgaEzw2izF74LGx4EUjDxbDjgizD8oEJXLUmSJEnKEUMsJUuqCCqnFrqKZGuqhVU3ws7VUDULJp0bRrJBCABT5ZDZ0fn5+3wgP3X2xau/gScuhmwjxE1h24qfwau/hKl/Byt/H3qmkQ37XvsNrLwejv0FTHtXoaqWJEmSJOWQIZYGnsYd8OJl8MZtMHRWmHY47MBCV5Ufb94LD74diEOIky4Pr1PvhhGHhgAwbuz8/OIRMPr4vJW7R7a9GAKszM7W2+NGyDTCqz9vf06cgUwtPPZBGHM8VEzKT62SJEmSpLyxJ5YGljiGe+bBC5fBlkXw+nVw51zY/lKhK8u92jXw4PlhtcGm6jBCqWkH1K+He08NoVbJcJjyDkiVtj8/KoG510AU5b/2luIYtj4PGx6Bug3t9y/9fhiBtUfXzsJLV/WtPkmSJElSIhliaWDZ8DDsWA7ZuuYN2TBiZ+n/FrSsvHj5Ksg2dbwvWw8rbwjfH3M1jDwKiiqBVAi0UmVwwKUw9Z15K7dDb/wZbt4H7joWFpwLN00NI8vqNu4+5s27d08h7K1sfRitJkmSJEkadJxOqIFl5xqgzUiiOAPVrxaknD6p3wQ1K6FiCpSN7v74TU+GkKYjTdWhyfmmJ2D9AigaBrO/CFEqhFlTL4TKaf1afq+tuhEe/fv20wTfuA3uPAbOeba56XwfR4qli/t2viRJkiQpkQyxNLCMndd+qlm6ovAjjHqjqRYe/wisugnSJZBpgEnz4dhru16RsXIqROkQ2rWVKoEVvwDi3T2xti6CkXPglLvCfQopzsKTn2wfYEGot+5NWPFzmP1PYRXCFT/rurdXZ9KVMPW9fa9XkiRJkpQ4TifUwFI+Do6+CtJlUDw0NDWfcBbse1GhK+u5h94ZAqxsHTRuD1/fuDX0u+rKjI933OsKINsAcUPr4KepJozeeunH/Vd7TzXVwmv/L/S3WvnHMA20qabz4zM7d/eymn3J7tUWeyvOhJ9n/aY9O1+SJEmSlFiGWBp49vsgvH0NnHA9nP0MnHQDpAbIoMLtL4Xpfn/r6dUsWw8b/wpbl3R+7sgj4IAvhpFnu6bcRUUh2IrKOj4nUwvLLu+PyntuxS/gT2PDCoPP/As89mG476yOR5C11Lg1fB06E477VQgoUy1GkKVKw2c//LtQVNX8c2gjWwfPfgVunAzPfi00kZckSZIkDQoD5C9/qY2SETDhzEJX0XtbnoaoGOhgWl2UDvuHH9T5+Yd+HSa8FZZfDtWvwPBDoXwyvHgZdJYR1W/sZEcOrL4ZFn4qhGe7ZBt6dm7VrN3fT70QRh4Jy38Ea+4I2ybNh/0/FaZVzvw4vPIrWHYFVK+g1Yffde+l34N0KRz8b336SJIkSZKkZDDEkvKpfDzQ2eigqHl/N8YcF167bHgUll7W+fFVM3tT4Z6LY1h0aesAq6fSlXDAF1pvG7IPHPm98GqreGiYQvrMl+g0vcvUwpJvhz5bRZW9r0mSJEmSlChOJ5TyacwJUDys431FFTD2lN5fc/RxYTRW1MG/zunK/I1Eql3ZvHpkN1JtmswXVcK094aRVr2x5rYwnbIrURrW3N6760qSJEmSEskQS8qnKAWn3A4lo6CoeSXCoiFQPBzm/QVS6T24ZgSn3AHlk0KvKAhTFtNlMOuzMOUd/Vd/V5p2htCoK6kymHExlE2AoqEw8mg49pcw96fhc/RG/SaIm7o+Jm6yybskSZIkDRJOJ5TybfghcMEqWHUDbF8GVTNg6rvCSKw9NWQ6vG1FWOVww6OhZ9jk86BiWr+V3a3Kad03Uk+Xw5HfhzlX9M/9uh2JVRSOkyRJkiQNeIZYUiEUlcM+/9C/10wVh1FXxcNg0RfguW8AMVTtD0dcBpPO6fzcOIaNj8HaO8OIqInnwqg5vbt/UTnM+Ai8fA1k6trvT5eHkWH9tZLkhLd2f61UCYw/o3/uJ0mSJEkqKKcTSoPJ6lvhgbfB1mcgbgzT6ba/AA+/C179bcfnNO6Au0+A+86A578Jz30T7jk5vG/qZZP2w74Dww9v30g9XQmjj+/f/lypIjj66hCOdSRdDsdc3X+hmSRJkiSpoAyxpMEizsITF3e8OmCmFhZ+BrKN7fc9+g+w+SnI1BBWTsyG49c/HK7XG0XlcMaDIVwadQxUTA6N54+7Fk65M4wW60/T3gXH/665H9iQsGph0ZDQ6P4t18HUC/v3fpIkSZKkgnGIgjRYbHkamqo73x9nQr+scSfv3la7OkwhzNa3Pz5bByv/CEf+AMpG97yOVDHs8/fhlQ9TLoDJ58Omx2HnWiifGAK03jaK3xO1a2DNn6GpBobsBxPP7v+gTpIkSZIEGGJJyZepgxe+C8t/DA2boGIqHPgvMOOjrYOappquVweMovYh16aFXYc96TLY9jyUzevTR8ipbAa2LApTH0cemZ9G7o3V8NhF8MZtYcXJuAlSpaGR/JzL+7/fmSRJkiTJEEtKtGwT3HtaGGWV2Rm21bwKiy4JUwDnXr372OGHdDyiapdMHYw8qsW1MyEc66gJ+y5xBoqr+vYZciWOYfmVoY9Xpi6ESdl6GHEkHP1jGHFYbu6baYB758HWJWG02i7ZhvD1iY+Fn9u+H8zN/SVJkiRpL2VPLCnJVt8EW5/dHWDtkqmF134N217cva1kBEx/f8eNzlNlYcpd+fjd2177DWx9ruv7Fw+FEUfsef25km2CBy+Ap/4J6jdA0w5o3BbCrI2Phkb1m5/Kzb1XXgfblrYOsFra1X8s00WgKEmSJEnqNUMsKcleuTZME+xIthFWXt9625wrYMJbQ5CVKgmvdDmMPQmOvbb1sUu/39zMvTMpOOanYYRTktRthFtnwRu3AJmOj2mqDg3rc+HF/+nm59Zs1Y25ub8kSZIk7aWcTiglWZeN2pvaB1zpUjjpxjBCa83tQAzjz4QRh7Y/v3Z11/cunwiTzul1yTn3wPwwpbI7NavCaKyWUyj7Q/Ur3R/TtAO2v9j9cZIkSZKkHjPEkpJs4nzY9GT76YQARUNg3KkdnzfsgPDqSuXU0Ci+M8MP6Xmd+bL5qeYpkHH3x0ZROLa/Q6xUSQ/uXQRFFf17X0mSJEnayyVsnpCkVvb7SHOPqzYrCEbFYRW+CWfs+bVnXwrpyo73pSth9iV7fu1cWfOXXvSaikIvsP42+fyuV4EESBWHAFKSJEmS1G8MsaQkKx0JZz4Kww6GdAUUDwvBzNiT4LQFfetXNf3vYOLZUNQmyCqqhH0/AONP71PpOZGpp9M+WO2ObYDxp/V/DbMv7Xo0VlQEww+D4Qf1/70lSZIkaS/mdEIp6YbOgnMXhz5XO9dA1YwwCquvohSccF1YAXHpD6B2FQyZAQdcGprDR1H318i3UceEkWkdTa9sa9wpUDam/2sYfhAcfRU8+YmwQmGc3b0vXQ5lY0NfMkmSJElSvzLEknoqjgsb7PSkz1VvRSmY8o7wyoVtS2H9gjD9bsKZfQ/fJp4TRqR1G2JFcPSVfbtXV/b9QOgZ9sJ34I1bwwix8gkw63Mw82NQPDR395YkSZKkvZQhltSdDY/Ak5+Grc9CyQiY/Xk46F/7NpVvsGvcDg9eCBsfJvTzisKIpclvg+N+FVZR3BOpNJxyB9w5F8h2ftzYE6Fq3z27R0+NPCKMZJMkSZIk5YV/hUtd2boE7jsTtj4DxNCwGZZ8G579t0JXlmwL5sOGhyBTF0ZNZWrD1Ls3boXHLurbtUfNgZNvDc3t24nCKKijr+rbPSRJkiRJiWOIJXXlxf+GbJvV8DK1sOzyENCovU1Pwuan2v/cIARaq26CmlXdX6d+M6y5A9bcCQ1bW++bdA6ctRDGngypUigaGr6OOw3OfLxv0y7jGGpXw/bl0FSz59eRJEmSJPUrpxNKXdn2AsQdrYYXQ/0mqJiU95ISb81fug74ojS8eRfs95GO9zfVwpOfhNeva552GEO2AaZ/AOZcvnsq4ohD4fQFsHMd1K0LPan62sj9td/Dc/8emtxHReGf/dR3w2HfhoqJfbu2JEmSJKlPDLGkrow+HrY8C3Fj6+2pUigbV5iaki7OAnFXB7Re0a+lbAbufytsXhimH2ZbhGGv/RqqX4GDvwIb/wqpIphwFgw/GMr74Z/Fs/8WVmnM1Lbe/tpvYc3tcNZTUDml7/eRJEmSJO0RpxNKXTngC1BUGUYP7ZKuCCNzUmbAHRp/OhRVdHFAFsad0vGutXfAlmc6HsmV2Qnr7oX7z4LFXw2h053HwD3z2k837K3NT3UcYAHETaEX2mMf6ts9JEmSJEl9YogldaVySui9NPXdUD4RRh4Fx/8G9v9EoStLrjFvgSEzO2m8XgRj50HVjI7PfenH0FTdxcXjMDorbgpTDDM7w6is+84IvaxaHZoNPbXuPxtu3R/umAsvXdNxn6sX/7f1qK92t82EVSprVnZRmyRJkiQplxxKInWnaj94y+8KXcXAEUVw6p1hWuC2pW3CoSZ48z5Y9iOY9en25+5c2/v7ZRtg+1JY/wCMm9d8m9owYmvL061Dse0vhFFcZzwEQ/ffvX3DI51PcdwlXQKbF0Hl1N7XKEmSJEnqM0diSep/ZWPhiO91PLopboCnPgvLr26/r2omEPX+fk01oXfVLo99CDY/2X5UV1M11G+Ae06GTIvVE6Me/ipsOa1UkiRJkpRXhliScuPR93exM4ZFnw+N3Fva/zOh51ivxdC4LXxb+wasvqWLFRLjEGatumH3pknndjL9sYVMPYw+bg9qkyRJkiT1B0MsKYkydR33bhooql+Dum6mBmZ3wqYnWm8b8xaYfH7vg6x0BYyaG75/45YwpbErTdWw4trd7/f/bNeN+lOlMPkCKBvdu7okSZIkSf3GEEvqT7Wr4YmPw41T4NbZoWF4pqHn529dAvecCn+oguuHw+2Hwbr7c1dvrtSt79lxbaf7RREc/2s46CtQNITQti8N6Uq6buEXw77Nqwc2VkO2sft77xq5BTB0Jsz5cXN41iYAS5fDkP1g7jXdX7MvGnfAS1fBY/8YnqFVf4JsU27vKUmSJEkDiI3dpf5SuxpuPzyEI3Fz+LD4q7Dmdjj1ru77Lu1YAXcfH8IMmlfa27oYFsyHebftblo+EFROI4RBcdfHDTuo/bZNT8LSy5rfNP8co1RorB4XtemzFYWQ6bhfQunIsKlqRtjWtKPz+0ZpGHZw6237XQTDDoQl3wqrGsZNYUXK2ZfAzI9DUWXXn6UzdeuhcTuUjYPiqo6PWX4lPP1FIAWZ5hF4r/0OUiVw4vUw7pQ9u7ckSZIkDSKGWFJ/ee6brQMsgEwtbHoc1t0H40/v+vznvwWNNbQLfjK1oX/U2Yv6veScKR8HI+fA5ic6P2bE4VAxsfW2mtfhvjPaB1C73qcrYOQxsG1xCKLGvxUO/jcYeeTuYyee230D9lQpzP5s++2jj4GTb4E4BuKeN3zvyKqb4Lmvh5UTU8VhdNik+XDof8CwA3Yft/wn8PSXILOz9fm7PvOC+XDavTD62D2vRZIkSZIGAacTSv3ljVtbB1i7NFXD6lu7P3/tX4BMx/u2PNtFo/KEOu6XzdMAO5CuhHl3tN/+4v90/TnjTBiV9J6d8O5qOOmG1gEWhBFbR/+k875a6QqY8o4QonUmivoWYC3+Bvx/9u47vq36+v/4S8N7ZNrZew9CCCRsEpJA2LRQRqG0ZbfQQvulpYUW2v46KKPfFkoLpQNood9SoISZBDIhhIQkkEESsvdwpuN4W+P3x7Frx9G4siU5tt7Px0MPJ9LVvUeyLesenXM+C66H4uUQqLKfgUAVbH8NZoyD/QttO185LPu+JSrD8ZfD4jubHktb4quwSsVglAo/ERERERFpk5TEEokXb5ikicsbvo3s6B1EuC0AFVEGpR8vdr4F08bAOydAoBrcWbWVUS5wZ0K/r8EVRZBVeOx9t/wTghHmWQWqYMvfo8fQ91o47TnIKABvniWuvHnWZjj4DrstUfZ9BGseCZOYClhCa+7FVpm1+cVjV2gMpWQNHP487qG2Gttfs5+pl/PglY4wtWfs8+ZERERERKTVUzuhSLwMuAU++/mxbWHuNOh7/bHb734XVj0EpZug/UhoPwL27AyzczdseAZGPxT3sONqzW9gxYNHJ3CCNZZEKhwP498Ed4RWv8bPXShOV23sc5VVXBXNtjbF9HbQ7QKHCcVmWP1w9Mfhr4YFX7HkTKSkXR1XGpSshnZD4xNja/LpD2Hd74/+marYZfPmdrwGE2dZ9Z2IiIiIiLR5SmKJxMvQ79oQ90PLrNrG5bUE1sgHj56BBLDmt7Dix/Un5uXbLFERVqC+Be14Vbql9jGFaAf0l8Pe92HrP6HfDeH3kd0LjqyLfJycfs5jcnug23nOt4+HotlEHWjvL4Xtr1p7pBMuovx8tFF73z82gVXHXw4Hl1rS8IQHkh+biIi0rGAA9s6Dw6ttNd+cXtD9IvBktnRkIiKSQEpiicSLJxMmzYXdM2DXW5CWD31vsAqrhqqLYcX9xyZ7IlbkuCCrW+wx+Sttpb3qgzYDqvH8qHha/0d7Qxk2ljJY/Uh9EivgtzlgO9+0+3W/EIZ8Fz69J/yMKG8ODLsneizFK63drGiW/b9wgt2vw4kxPaQmCTUXLeR2DhNYYJVbBWc0LZ7WLFpVm78C1v4ORtwHbv05ExFJCcEArH0S1jxsq/8GfEDQVvQlaJXxJ/zUKrBFRKTN0bt+kXhye6DHRXYJp2g2uNKBGAa1e7Jh0Ddji2Xzi7D4G4C7NmEShPzBMP4tyO4R276cOLjEZmBFUrrRvpbvgJnjoXJf/Sp8W1+yuVV5A6FkHQQaPT+eLOhwEvS5NvIx1vzGWs0C1fWJoq3/hO2vWFXciB/G/thikTfYBrrHiysNel4GGZ3it8/WYv9HRK9qq4SKnZDTJykhiYhICwr44IMrYM+sYz/wClTZ1/VPwc434PyPIDPE/E0REWnVNNhdJOki/Nq5M+3iapBf9uTAgBuh4CznhyiaBx/fZm2NvhKrgvKXQ/FnljxyMkw8Vmnto2/jybRPUGdNtDlVdQkssH9X7obKvdD/a5a0Ssu3iycHBt4KE9+zFs1wds2onclVcXSlU9Bv1332c9j5dtMfoxPD7w2/KmOs3GmQ1R3G/jE++2t1nPyJCjrcTkREWr2ld4dOYDUUqIKy7TBrUmLe74iISIvSO3+RZOs6KXzrYFouXLAUBtwEHcZAz8th/Otw8hPgcjk/xooHQr/BC/osSbTrnabFHkm/r4I3N/ztLi/0vgb2zLSVFkO20wVtcHuXiXDFXpgw3S5X7oWTH48+52LlTyO/sfWX2zaJ1Psqa1sMG6vTl10P9LkeLvwkNauwALpMIOrzldYuMZWFIiJyfKncCxv/FvnvfJ1gDZRtsREPIiLSpiiJJZJsaXlw8u+tRZDaxJTLY/8/7TloPxzG/QkuXArnTLWkVywJLIADH4e/zXekdvh4nPW4xKqGXGG6lD2ZVqW0e4ZViEWKb+dbltArON0u3uzox/eVW0tjNIeW2wyNRHGnwcSZ0OtLVlXnzQF3hrVKprWzWR3eKCskujPh3Glw+rOQ0TFxsR7vht0bOXHpyYZh3wOX/pSJiLR5G/7837dNjvhKYc0jCQtHRERahmZiibSEgTdDu+Gw5jFbja/DaBj2fegwKj77d3vrZ0Mce2NiVu5xe2HyPJhzAZRusKQSQUvYuNNsFldOX/BFGNTdHP5KSwZGG6zu9ti2afmJiQPAmwVn/APG/K8l5HxHbGZTtwst4bLr7dpEXoh5Ty4v5A2CrpMTF19r0XkcjPp/tS2ijT559+RA14kw5DstE5uIiCTXjtdCr4Acyb75EAzG/mGgiIgct5TEEmkpBadDwauJ2XfPL8KWfwIhVgv0ZELvqxNz3KyucOGnNpB75xv2ZrPgTOh+KWx4Gj64Eqr2R96HN88Gmccqvb09trDJu1quNEhPUnVTZoHNM2ts0hx47yxLZDVMznhzIKMznDtdb7jrDLsHOo2FVb+Cojk2Uy1/GAz/AfT9sqqwRERSRU2EKu5wggEI1IAnPf7xiIhIi1ASS6QtGvUz2Plmbdtcg2ofTxZ0Ox86npS4Y7tcUHCGXcDeQM6/GnZNczDHwm1LYve4zFYrXP0wlHxuy2b3utISF/mDwxzXDQO/AWt/F7kKbcAtVjXWkvIHwaXrYPPztopS1QHI7ApD7oK+1zlrn0wlhefYRUREUldTKqhdHiWwRETaGCWxRNqi3P5w/kJY/E3Yv8Cqj1xuGHyntWcl0863YPf06Aksbx6kd4BJs+CjG2pb7srsNn+FJXy2vQTj34Yu40PvY8QPYN3jEQ4ShGB1kx5G3KW3s6TVkLtaOhIREZHjX59r4PAqZ4Pd63SZlLh4RESkRagPQ6StajcUJs+BL+6Giz+DK/fD6IdsPlUyrflNfTIqJBe0OwHOeAEu22TzK3a+fex9gn677v3Lws/EqNgTcsxUg53YykY1R2J8EK1YwAdHNkDJuthniYiIiBwvBtxEyDEJ4XhzYfj3ExaOiIi0DCWxRFqT6kOWjPDF8ClkRkfI7dty5fRH1kbZIAiZnW0OltsDq34N/ghJr2AAtr0c+rZtr9iy2pG4vKmx5HZNKSx/AF4tgHdGw/ST4ZXOsPhbUFHU0tGJiIjEJr2DLebhcdBy786AdiOgy8TExyUiIkmlJJZIa1C5D+ZdDv/pZsmIVzvDkm+D/zhpjYvE62CGRXon+xoM2GqNkfhKYd+C0LdVF1vFVkSBtl+JVX0YZoy11S9rii0p6Cu1rxuegXdGQdnWlo5SREQkNif+EnpfZQuhhOPJgvwhWiRFRKSNUhJL5Hjnr4Z3T7fB6IGq2mREBWz8Kyy4rqWji27AzfaGMhxvrm0DgMuGsEZTvMISe421GwqeCG9s646RNyj6MVqzRbdA6SYIhGgfDNZA9QGY14QVIEVERFqSyw2nPQvj/gz5w1K/V2MAACAASURBVK0qy5tn7yW8eZBRACMfsLmg6e1bOloREUkAJbFEjnfb/wOVRce2yfkrYNc7ULK+ZeJyatBt9sYy1MuNOx3yBtqKiWCfmHY9L/o+Dy6BNwfBwU+Pvr7PtUSdl5HeAQrOdBJ561S514bpByJU6QX9NifrwJLkxSUiIhIPLhf0/TJcsgrOXwDjnoGxT8H4N2wO6Ij7wBvhwzMREWnVlMQSqVNdDFv/Ddtfi23mVKLteseqr0Jywd45SQ0nZukdYMpHVtrvzbHElTsTPJlQcDZMmmOfrNY54cHIlVtgCZqawzD7vKOHlaflwclPhJ+X4cmG0/8evr2g5ohVMFUdjO0xHi9K1sH8a0NXYDXmr4QdUxMfk4iISKJ0OBH6Xgv9vgJdJthsTRERadO8LR2AyHFh26vw0Q029LvOhLeg8JyWi6mONxtwEXLZPZfb2YDTlpbbHy5eBQcW2Twrtxe6TbHEVmOdT4NT/waLbqpNUEVYbjBQZUPe+91Qf93AW6yF4JN7oPqgtScGqq2FcOwfQ1dhHVoBKx6A3dNt9cZADXQ8GUb9HLq2kuW5N/wVln4b/FUO7xCwxK2IiIiIiEgroSSWSNUBS2D5K46+ft7lcEVRy63qV6ffDbD5hdAr9gV90OPi5MfUFC6XJag6nxZ9277XWrLp9d6Rt/OVwo43j05iAfT+EvS6Eg4ts/lP2b1CJ8wAiubB3Itqv//B+ja8/R/Z3Kgx/wuDbo8ec0va/W5tAqsi+rZ1PFmQOyBxMYmIiIiIiMSZ2glFdr4dZph4APZ9kPRwjtH5DOh52bEDyz3ZMPpha9drizI64uglyhciuQeWNOt4EnSdHD6B5a+E9y8HfzkhK7785fDJd21+1PFs2X2xJbAAgkHod31i4hEREREREUkAJbFEws1HCnL0rKaW4nLBGS/A2Ceh3Qm28k7BOXDOVBhyV0tHlzh187Oiac7y2VtfsiHnkQR8sPaJph8j0Y5shJI1sd3Hkw39b4TMwsTEJCIiIiIikgBqJxTpcQl8HKJdzO2FgrOSH08oLjf0/7pdUknICrlGwg69d2Dnm9HvH6yBXW8Dx2kiq2yrJfucVmJ5sqyy75Tj9PGIiIiIiIiEoSSWSHoHOOvftqqby2Mz1HHDhLdtyPfxqKYUNv/dkiuebJsJ1f3itrcqT1p+6FlgjbeJhb8Sdk2Hqn1QvsPZfQJRqrVakifLWgOdOncGFJ6duHhEREREREQSREksEbBqrCv2QNFsS1x1mQiejJaOKrTSzTDjVEtkBWqrb3ZPhw4nwcT3jt+4m6LPNbD+j/XD1hvz5h071D2cYBDWPm6rEOKyNsJorYRg23Y6xWnEyddxDBFXcGyow0lKYImIiIiISKt1HAz8ETlOpOVam1X3C4/vRNDsC6yKKNCgfcxXCgcWw6pftlxciTD0u+HnYrk8kN4Ren7B2b7WPAbLf2TPle+IDW0PVEW/nycLhv6P85iTzZMBA28Hd2bk7bw5MPwHyYlJREREREQkAZTEEmlNtr0CpetC3xaohHVPJjeeRMvpDee+C2kdwJtbf703F3L6wXkfOGv5rCmBlT+pXYUwBp5s6H01dD49tvs5FQzC/oXwwdXwxkB4cwgs+TaUrI9tP6N+CnkDwR0m+erJhm4X2mMRERERERFppdROKNKarHoo8u3Vh8BXCd4oVTmtScHpcMVuS+DtnWuJmp6XQ9dJzleP3PYK0XP2Lqtmcnvt3wRh2D0w8oHmrYAYTqDG5rDtnlE7lD1g15duho1/geH3wwkPONuXNwfO/wiWfAu2vQSuNGuVrBuMP/S7MPLBxDwOERERERGRJFESS6Q1KV4RfZvXusLoX8OgbyQ+nng5sBg++znsmWnJl46nWPKo+wV2uycD+l1vl6Yo3xF9QLwnEwZ+AzqNhfT2R89Fqyiy2VybngdfCWT3thbDPteCJ0y7YzSLboXd045dVTBYA/4aWP1ryCxw/n1My4XTn4OTf2eJsZoSyOwC3aYc3+2xIiIiIiIiDimJJdKauNzRZ3jXHIZP7gFXOgy8KSlhNcvWf8PCr9uqgXUPbv8C+OBKGP5D59VIkWQW2GyrxgmjhlxeKDgDen/p6OsPLYeZEyy+QKVdV30Iltxhg+Inz7MEUizKd8DWf0WeyeUvh+U/hgG3xrbqZHp7G4gvIiIiIiLSxmgmlkhr0m0K1uoWhb8clt8HwUDCQ2qW6kO1CawKjsnO+cth9UOWRIqVrwI2PQfvjYd3RsPumRCIshJhMADdL2oUQxXMPg9qiusTWP89RhkcXg2Lbo49vo3POtsuUG3VaSIix5vyXbDiQZjaG15uD1P7wIqfQMXulo5MRERE2jAlsURakxMfsvlHTvjK4MiGxMbTXJv+TsSkXKAaPn88tn2WrIc3+tmA9H3vQ/Fy2DEVmzkVpqLJk20VX97so6/f/p/I1VuBStjxBlTujS3GIxucrYwY9EP51tj2LSKSaNunwpuDYPWjUL7dKoDLt8HqR2yRih1vtHSEIiIi0kYpiSXSmrQfYe1rnU614d2RBP2w6VlY9iNLxgRqkhNjLA4ujbxiYNAPhz5xvj9/Fcwcb0klX2mDGwIQ9NUONvdYayFY8sqTCUO/B5ndYfo4eK0nvHMirH8atv270X5CcKdD0VznMQKk5+Ooos7lBo/DpKWItG0Bn826a+kK230LYMF19trduEI1UGnXf3gt7F/UMvGJiIhIm6aZWCKtTccxMGUhVOyBN4fYoPFQApXw+W+t4sebZ1VGk+ZAu2HJjTeSjI5YLj3CSVlaO+f72/YK+I4QdnBY0GeJq1E/t1bG7J7QdTLMu9SqCeoSVhU74dPvRW9BtJ3afmPR60vW7hgtQRbw1baQikhKCtTAjtdh9cOW9Hd5gQB0PR+G3wuF45O/6uiyeyNXqILdvuyHMHlOcmISERGRlKFKLJHWKqsrnPSoJWXCqWtZ8x2x6qRZE8BfnZTwHOl7vVVChePNhYG3Ot/f5ucdVE55LZF34s9h0O2w8CZr72t8P19Z7fMX5QQx6IMOY5zHCFB4jq0cGGnf7gzoeRlkdo5t3yLSNlTuh2knw8Ib4eASLGFeYxWqu6fDvEvggyusAjVZyrZaMs2J/QuhbHti4xEREZGUoySWSGs26DYYcBuOWtMI2sDzHa8lOirnOo2FgrNCJ7JcaZDZFXpf5Xx/NUeibxPEElRgg9kPLrYTw7AbR1oO0g3tT4B2Q53HCFY5MeFtW0nQFWJOlzsDcvvBqX+Obb8i0jb4ymHmOVDyeZjEfNBex3bPgA+/DMFoy9bGSck6e31ywpMBR9YnNh4RERFJOUpiibRmB5bAxmeInGhpwHcE9n+U0JBids5U6HG5nRh5c20GlCcLOp8G5y+wEyGnOowKnRRqKOiDvMH2751vWcteNCH36YH0dnDGi87jayh/CFy4HPp91R6vN98ef1o7GPo/MGUxpOU3bd8i0rpt/AuUbYmQYK/lr4A978K+D5MSFm4vjv/e/Hd7ERERkfjRuwuR1uyzn0WfTdKQywtpHRIXT1N4s+Csf9ly7UWzLKlUcIYleWI1+C7Y/I/Iz4knA9oNt3/7K53Nsyo8F/xltTNp0qydp/eX4MRfQk7v2OOsk9MLTvsbnPyEnbC6PJA3ENxRhvaLSNsVDMKaR52/tvvKbfvCsxIbF0CHk5y3pAeqoP2JiY1HREREUo6SWCKt2d4PiPlT8b7XJSycZsnuDv1uaN4+2o+A/jfBhj+FT075ymHRzXD685bM8uZEnqPlyYYel8DQu6HqoK0Olllog/LjJS0X2o+M3/5EpPU6sg6qDsVwhyDseseSX4ke8p7eHnpdAVtfAiIsfOHyQO+rrVpVREREJI7UTijSmrnTnW/ryYb+t0D+oMTFk0zVh2DXdNj5jg2trzPygcjzYQJVsO1lm+3S47La1b4iCUD/r9o/MzpCbt/ICayKPTbQuHhV8ubUiEjbUX2oCW14wfqFPBLtpIctmRXuLaTLDekd4MRfJSceERERSSlKYom0Zr2vtva2UFye2gSNG7J7w5j/hVOeSGp4CeGrsBUFX+sOH14LC66DqX3gg6uh+jBseRE8UdrxAj7Y8Ax40q0iy5MVejtPNoz5nZ2QRVP8GcyaDK/3gzkXwLunwtResOHPSmaJiHPeXGtZjkUw6HzgenNl94QpC6312ZtD/cIiLvt/7mCYsgiyeyQnHhEREUkpaicUac1G3Adb/wU1hyAYqL/ekw09L7eh44EaS9a0BQEfzJ4Mhz6xeVb+yvrbdr4O735mqx02vD6UYI217AD0vAzGvwFL7ra5VO40a0VM7wxjHrPZV9Ec/ARmjq9vSwzUHt9XBku/AyVrLIkoIhJN/tDYqmzBXvcS3UrYUN5AuORzGyi/+e9QucdWk+3/Neh8RnJjERERkZSiJJZIa5bdAy5YDEu+DXveszYOd6atbjfifjuRaCsJLIAdU6F4RegkVaAayrZCTj+rQIs4sN0FGYX1/+06GS5ZBYfXQMVOyCiA9qOcnYgFgzD/qvBztfzlsP5P0OfL0Gls9P2JSGpze22RijW/jp6QB6vcGn5v4uNqzOWyYfLJGCgvIiIiUktJLJHWLrcfTHjLqn5qjkBGZ+fzVErWWVvdkXWQNxgG3gb5gxMbb3OsfTzyEHZ/uVU9ub3gj5DE8uZA/68fe327YXaJxf4FUFkUeZtAJax5DM56KbZ9i0hqGvIt2PAU+KuIuHiHO90qt7pdkLTQRERERFqSZmKJtBXeHMjq6jyBtfIXMG00rH0Cdr5pX6eNtuuPV2Xbom9TfQAKz7WKtFBcaZA3BArOjE9MB5ZYm2MkwQDsXxSf44lI25fRCSZ/YCuhhnst8+TYCqsT3wW3J7nxiYiIiLQQJbFEUtGuabD6IfBX2HwosK/+Clj9a1v173iUURB9G38lnPAT6DSu0dBhrO2m3XCYOCN+M1tcnqOPEXY7vdyKSAzyB8HFq2Hkj63C1psDafm2EEXuQDj5d3D+R84WnhARERFpI9ROKJKKPvuFtd6F4i+DVb+A7sdhe8rgO2Hpt611MpxAtQ1/P+9DqDkM6/9os7Iyu8Gg223+VTwTSl3OjZ4Qc6VB9wvjd0xJvooi2PAnu1QdAE8GdL8Yht0DHU9u6eikrcroCCN/BMN/CKUb7LUvvSPk9NHwdBEREUlJSmKJpKLi5ZFvPxTl9liUbbXKrkANdD61ecPN+37ZKshKt9RXkIXiK4XF34TzP4TCs5t+PCfaj4B2I23FxKA/9DZuLwy5u/nHKt8J65+CbS9bxVluPxjyHehxifM2Uold0RyYd5ktFlA3aDtQBdtegh2vW3J19MNKKkjiuD2QP6SloxARERFpcTrrEUlFnqzI1UyerOYfo6Yc5l0E+xZY5VMwaImW3P42iD6nT+z79GTCeQtg+ilQvjXytvsXwP9lQNeJVsXQZXzTHocTZ78KM8ZC9SGrBDsq5iw4+fHmD8zf+CwsucOex0CVXVe+DQ4uhazuMHkuZHVr3jHkWIfXwLxLQ/++BANW0bjuD5DZxaqyREREREQkYTSkRSQV9bnOWtxCcaVB3+ubt/8DS+A/nWDvPKuYClRBsLp+9cAZp0NNSdP2ndkZOp7kbNtgNeyeDnMvgpX/7+jbAn7Y+Q4suRs+vgM2PQ++iqbFlNMLLloBg+8Cbx6408DlhS6T4NzpMPDWpu23zs63Ycm3rAqoLoFVx1cKpZvgvXNqVzKTuFr5U5sVF4m/HFb+TM+/iIiIiEiCKYklkoqG/8AGBDeeDeVy2/XD7236vo9shJnj69uuGgv6bVbVpuebfoyMzjgapl7HXw6rH4ZdM+z/Bz+F13vDh9fAuidsKfsl34L/FMLWfzctpsxCGPMoXFUMV+yDq8tg0kwoPKdp+6sTDMLS74SfYQbW5la5B7a/2rxjydGqD8OON6ziyontryU2HhE5fgWqbRXa4pXWPi8iIiIJoSSWSCrK7g4XfAwFZ9vy7Wnt7GvB2XZ9LG1pxatg2Q9h4U2w9vfOK1c2/rXp8fe7AbzZsd3HXw6rfgkl6y3JVrHLqpjq+ErtsvDrVqHVVC43pLcDT3rT99HQoWVQsTv6dr5SWPOb+BxTTNlW599H3xGrMhSR1BEMwuYX4e2RcHgVzJkC754JrxbC8h9D1cGWjlBERKTN0UwskVSV29/mKJXvgoqdkNXDkltOBfyw8EbY/op9Ah30g+elyBVDDUWayRVNwdmQPwyKVxw7gyqSfR/CigdsBcZw/BWw5E7ovun4GNRdugFcHmfblm1ObCypxuWxk1RnG1sbqYikhoAfPrwWdk2zvymZAasyrrPmMdj0nC0w0pQZkCIiIhKSKrFEUo2v3D45Xv0wbH7BqoY6jY0tgQU2A2j7q5b0qVuVz2kCCxd0cDjXKuTdXTDxXcgdEPt9d7wevT2saj8cWBz+9mAQiubBvMvhjQH2KfzK/wcVRbHHE407w3nnpDtO1V9i8gYADpNY3hzoNC6h4aSsYNB5S6dIsnx6L+x6J/yHIoEqqNxd214fw4ctIiIiEpEqsURSyZb/g49vBVyWfPJkwcffgHFPQ7+vON+PvwrW/i6GpFUj7kwY9r2m3bdO9SEo2xbbfdI7QKASop4Pu2tXPwyRlPBXw/wrYc+c2sdfm+RY/ZAlBs96GXpcFFtckRSc6WxguMsL3S6M33HFVsMccDOs/2P0GTfePOg6OTlxpYJAjb1erX4YSj636/IG2by+vteDJ6Nl45PkCQbhwMew/iko3WgVj4UTYOBtkNW1ZWKqPgwb/hh+9mOdYACqDsD2/0Dfa5MTm4iISBunSiyRVLFnNiy6xdr4fKVWPeUrtU+RP74N9sx0vq/Dq5reaufywvDvQedmVq2sfuTYlfoicWfCoG86G7jrwpISoSy+A/bMqv30vUGVjr/Sklrzr4Liz5zHFU1GJ+h5efjVJOu402Dod+N3XDEj7oe0DscugtCQJxtOfSbyNuKcrxxmToAld0DJaizrHIAja2HJXfDuGVBzpIWDlKQ4sgHeHgGzJ8Hmf8C++VA0B1Y9BK/3tVmMLVHltPkfOH4L7SuFNY8kNBwREZFUonfcIqli+f3hK6f8FbDsfuf7cjwrqNEsp/TOcM7rMOr/OT9WOFv+aavyOeFOh5zeVsXR7oTo2wcD0GXCsddX7oUtL0YeXB+ohFW/Cn+7r8yG4Zesc94idcqTtvphuESWJxuGfg86jHK2P3EusxCmLITsPscmNj059tyf9hz0uKRFwmuTFt4Ehz4JPTfPX2ZJ9AXXJT8uSa4jG2H6WChZW/uz0OD1MlBpH2JsfQnmXWrzqZLpwMLYKpFL1iYuFhERkRSjdkKRVOCvhINLIm9z6FOrgHCy6l+7EZGHWLvSoPdVkN7eTjizesCgb0DBWfEblu50MLw7HbpfBKf9DdLyYNTPYP7V4U9APNkw5C5rJWts+2vRq22CAZsVFgwcvW3ZdlhwA+z7AKvgctkcpeH3wYgfRN5vZgFc+Aksuhl2v2fPfTBgyUR3Bpz4c3t+JTFy+8FlG+y5X/9HW7UwLRf6XGcrZaaFqdqT2JXvgh1TI1dZBqpg90wo3QK5fZMVmSTb/C9BTQkR+7/95VadteFPMPiOpIX23zmQjrfXTDcREZF4URJLJBUEfESfDu6KobLJCyMfsCXEQw219WTAib+wk///xlBjyZ2t/7IZT93Og35fs8HyTZFZAJVRBqm7vHDhp9BueP11PS6GE35ig+kDVUefjHhzoNsFcEKYSrHqA9FnoICdsPgrbH8A+z+G905vdCITBN8RWHE/FM2Eie9FSWQVwvg3oWJ3bTtjOeT0hS6TwO1w9UJpOpcbuk+xiyTO9lccJroDsPX/YMR9CQ9JWsChZVatGn2Aob0Wrn7E2sWTtaJs+1GwfapVhDmR0zux8YiIiKQQtROKpIK03OhLfGf3CD8HKpQhd8PQu23WlCcLcNv90zvCudOPTmCV74Q3h1ib0PZXYddb1r44tRfsfb9JD4lBd9ixI+ky6egEVp3h98J586H3NZBRCOmdoMtEOOsVG8weLimU2bX2sUbh9lpFF4CvwlanivRJfNFs2PDn6PsFyOpmQ/gH3gbdzlcCS9qWiiJnieJAtb2uSNu08a/OFrSoU33AqomTpf+NxLRyqeYVioiIxI0qsURSxcgHYPGdYSqncmDkg7F9iu1ywYm/tGTW9ldttcD8YTYbqGGrYTAIs8+H8m1HVz3VxTH3Yrh0A2R1ie3xDP6WtZBUFoVu7fDmwJhHw9+/40lw5ouxHbPXFbDkzsjbuLzQ94b653Ljn519Wr/yJzDo9tjikeNXoMYWU6jYZS26hRNi/xlPRZmdrUU22qINrrSWW5lOEq90MxBDy57LY79rjElUREfL6go9vwA7Xo/++u5Oh74xrP4rIiIiEakSSyRV9PuqJUk8WZZoAXvj78mCgbdA/683bb+ZhdbGMeJ+6PXFY2dl7ZsP5VvDzxAJ+iwZFauMjjBlEXQYbVVP7nR7XN5cyOoJE2dBewdD3GOR3h4G31VfZRWKJxOG/6D+/2ufcLbvyiKHw/LluBbww8qfw6uFNntt6bdh0a22ktq8y22eloTX60vOtnN7oM+1iY1FWk6omYTRuDPiH0ckp/0N2o+MUJ3rBm8+TJxp1dAiIiISF6rEEkkVLheM+Q30vwk2PA2lmyC3Pwy83d6IJ0rRXBsYH46/Ena+BSc8GPu+s3vCBUtsfsqeWZYo63iytQYmajbK6IegptiWWA/U1M8R8+ZaUnDCNMgbUL999aHExCHHn4Af3r/MfuZDLRyw622Y9gGcvwjyByU9vFYhpxd0mwK7Z4SvxnKnQ8HZkDcwubFJ8nSZBLumh64cDsVfaR9oJJM3G877AD77Jax70l7/vbk2P89fbQuKjP61ftdFRETiTEkskVTTfgSc8vvE7T8YtGSSu67ay40NlY9QZRRtxb9oOoxO3gmMyw3j/gRDvmsnLsXL7ZP4Pl+GPtccu7pjemeoPuhgv97kDSWWxPj8sfAJLLDfi+pimHshXLq+bX2/a47A5hds9cbKPVZJ0/MLVrkY60n8GS/Ae2fDkfXHPpeeLFvQ4KyX4ha6HIf6fQU+vcfhxi7ofrEt9pFsnkxbHfaEB2HWdBj4NHizLMnaEvGIiIikACWxRCQ+StbbXKftr1qFUlZ3GPY9KDzXTjzDfaLuyYJeVyY31nhoNxTGPhl9u0G3w6f3EnW+S7cLmx9TMFCbQKxt6QwGYd+HsPZxKFljbZB9roUBN0J6h+YfT+oF/LD6sfAJrP8KWuvo3nnQZUIyIku8fR/abLuA7+jf8/V/go1/sbl5Jz7kPGmXlgdTFsKGv8Cax6BiB+CCzC4w7Psw8NZjk8XStqTlwdB74PPfRq/G8mTBqJ8mJayw3GkWc79LWzYOERGRFKAklkgqqy6GzX+HA4tttlX/rzdtjtSh5VY54S+rX4WvYics/5F9Ip0/FIpXQLDm2Pu602HATc16GMe1ATfCyp+C70j4bVxeOMXh7KzGAn7Y8R9Y9XDt6lxByOgMg74BRXPsOl85/62EO7wKVjwIZ78C3S9o2jHlWPs/jD6MvI6vzFajbAtJrOKVMGeKPabGgjXgr4G1T1oCNZaWYU8mDPkWDL4T/BW112W1reo1iWzUz6B8B2x/OfTPl8tjc7DOfiX+8w9FRETkuKXB7iKpavd7MLUnLLsPtrwAnz8OM06FhTfVJ6Kc+vA6S9I0vp+/3Aa7D7gF2g2zeSF1vLmQ3hEmzYKMTs1/PMer9A422NeTS8iXXFc6jH8LcvvGvm9/Ncy7BBbeCIeWAgEgCFX7bE7Lvvm1J38NWjn95ZZs/OBKOLi0SQ9JQqjYg7XNOhGE8u2x7b9yL3z2C5jaG17KgVc6wcJboHhVrJHG1yf3hE4wNOQvg9UPNW0+nMtlVVfebCWwUo3LbcPTT3sOOoyxJGZaO7t4Mq2q9ILF0D0OVawiIiLSaqgSSyQVle+E97/YqE3DbxUPW1+CdiNgmMN5JMUroWxL+Nv9ZbDxGbhwmVUGbX/VjtNlIvS+CjxJXlHKiWDQYvRkNn9eF0DncXDpWlj3e2uRqi6GtBzoewMM+64N2G+KJd+2trS6SpWjRElE+itg+QNw7jtNO7YczRvj6mNpec63LZoD8y6zRQT8lXadvxw2Pw9b/2krg478cWzHj4fynbD3A4cbu2Hj35y/roiAJS57f8kupZst+etOh/xhkN6upaMTERGRFqAklkgqCAZtSHLQD3mDYd0f6lfVa8xfDqsfhqHfdZbAKf6s/sQ6nLJtdjLSdaJdQqk6aCv+FS+HjAIb7JvsFpHSLTaDZ9Ozta1hLuhxiSUJOo1t3r6zu9vKhqMfikekUHXAWkEDUZ77sIJQNNue94yO8YkplRWeFbpdNhRvLvS+xtm2xatg7qWh5wIFfeD3waqHIKMQBt3mPN54OLAYPOnOfgb95bBnppJY0nS5/exyvCndAqUbwFcB5bvstV5EREQSRkkskbZu239g6V1W/eNygTsT0vIjz+/xHYHKfZDVJfr+1/+JqFU/GZ0j377hb7D0TsBtJ7suj63813UynPXv5FRrHVgMsyZZQq5hMmLH67B7BpzyRxjw9cTH4dTWl5pfJeZOh4rdSmLFQ1q+tTdtfsFZMqvP1c72u+LB6MPi/eWw/D6bLedO4p/1oC/ioqPHCDhM8om0Brumw8qfQfEym83l/Sm8cZXNgRz1Uyg4s2XjExERaaM0E0ukLdvxBnz0FRuy7i8DXylU74/c/gc2LNyTGX3/Fbth/0fRtxt0R/jbdr8LS79tyaO6k/Wgv7Zy4z1YdHNtTD6LKxF85TD7/Nq5Xo1PtGtbC5fcaa2Tx4uyrQ5Wwosi6IutrU0iG/2wJWxdERJJnmw4/Xlnv1/Vh2DX2zjKFAVqYNc0x6HGRd5AL4EgYQAAIABJREFU+111wpUG7UcmNh6RZFn5M5sreGCh/e2qOWy/C4EqKJoJs8+z1nERERGJOyWxRNqi6kOw+jcw/5qmzUvqdIqzeSP7Fzo4GXdB10nhb17+o/DJmLoZXW8Mhn+l22XG6fYJeDxt/b/o1TOBKms1PF6k5VvFWnNk97KLxEdmAVywBDqcaMmqht8fb64NpD7jReh1hbP9lW5yXoXor4CSNbHH3BztT4TsHs62dXth0DcTG49IMmx+AVY/EvlDBH+FVUAXzUleXCIiIilCSSyRtqZ4JbwxAFY+EGVWjTt0xYgnG8b8r7NjOWlnc2dAWq7N5dr3Iaz4iQ0U3/0eVB+Gg8si3z/og9L1WDVKwD75/uBKWPMbZzE6senv0VdYC/ph+2vxO2Zz9bjEntum8uTYMHCt+BZf2d0tkXXefBh4O3S/yOZfnfoXuGIv9PpCDDuL5U+0Kz6LEMTC5YITf2WvGZG4M6BwPOQPSU5cIokSDMLy+51VwforYNn9iY9JREQkxWgmlkhbEgzA3IudLWXvzYGO42D/h1btEaiB7J52st35NGfHKzgLAtWRt8noCHjgnROhbJO17hGEtbmQ3pGoVWGh+MthxQPQ83JraaoTDMChZVBzBPIHQ1Y3Z/vzlTjbrslD1BOgw4n2GA+tIObn0JNjg/P7fiUhoQnQ8STo+Ifm7SN/iLXROuHJgE6nNu94TdH7Sij5HFb9KvSJvScb8ofabDuR1m7v+87+vtY59CmUrIf8QYmLSUREJMWoEkukLdn7vg1wd8LlgYnT4Is74NzpcOEncOlaKDzb+fEyOtkwa3eYlkJPNgy7H2aeY61OvjL+O9/HV2rLpTcliQV2cr/29/X/3/R3eK0HzBwP718Or/eH2RdA+Y7o+8obDDioSMrs2rRYE+WsV6ztM1wFjicTCidawtKdYZV3HU6GM/4OY59SFdbxzpsN/W6IPGOrTnonSyq3hJE/gglvQZfJtQOuc8GTBdl9bE7Y+Qs0e03ahkOfRF+Nt6FgwFbcFRERkbhRJZZIW1K6yd40R+PJhtEPgTvNElEZnZp+zHFPQfk2OLCovsrK5bGV7wbcAlkFULXP2gKPEcvSZo3vWmMrCoIls5b98NhKkKKZMO1kuGg5ZEVIQA3+lg3QjtRS6MmCwXc1Pd5EyBsAF3wCi78BRXPtOSdol4xCawvt9QVL+FUXW1IrLbeFg5aYjHwQtr0C1QcJ+/viyYJTn2nZpGSXc+1SfQgq91riNKuHEqXStgR8zhczAPs75fSDJREREXFESSyRtiS7V/S5OOmdLIE18Nb4HNOTCRNnWhXYhmegYpe1Dw2+01Yjm3upVV0lQlou1JTAsh+EHmAf9NtJ9apfwim/P/b2OgVnQcdTYP+i0C2DLjektYeBt8Qv9njJ7WuVdOU7beZYoNoqyzqNrU8guL2Q2blFw5Qmyu4O538EsyfZybDvSP1tnhz7euaL0O38lomvsfQOdhFpizK7EPOHL4eTvOCCiIhIG6cklkhb0mWitSA1PNGt486APl+2mVfuZq5q15jLBV3G26WxULHEgzcX+n8dtr0aOXEXrIGNz8LJT4SvCnG5YPxb8MEXYd8CW4mw7tN2by5kFsLEWZDePu4PI26ye0Cfq1s6CkmE/EFw2WbYPQ3WP2Utsml50Od6m22mVj2R5OgwKvb7JOpDHBERkRSlJJZIW+L2wDmvw+zJNqg9UGXXe3JsCPjYJ+OfwIqm02mw/6MIA+BdxPzJtstjQ+F7XQlrHq1tY4wgUGlzTLxZ4bdJy4WJ78HBT6yirHQTZHSGfl+Dbuclf+U3kYbcHluRssclLR2JRBLwwc43YM8se81pNwL6fVWVkG2FO9PatqMtaNKQ/naIiIjElZJYIm1N51PhkrWw7vew5z2rJBpwC/S+GjzpyY9n8B2w7vHwt7vTreop5MysEFxpkNvfEk6eDMjqbjO+/BHmWbkzrO3RiY5jYNzTzrYVEamz4w1Y+HVLZNVVoHqyYPn90P9Ga2l2621Xq5bjoGW/IU8OdBiduHhERERSkD4eEmmLsrvb3KsLlsDkudZy1BIJLICc3jDmcUs0NebJgeE/IKZKLJcbhnzHTibAqrEirXDo8lo1lQZMi0iibJ8KH15rM/gatlD7K6widvPfYf7VEIyx6rRsG2x9CTa/YK3Osd5f4subA72vtWpgRwLQ97qEhiQiIpJqlMQSkcQbdBucOwO6TrGqKHc6dD4Tzn4FRv3Mhs07FaiCFQ9AoHZmVXo7GPWL0Ekyl8fmWJ3wQHweh4hIY/5K+OiroReX+O825bDnXdj1jrN9Fn8GsybBm0Ng0a2w+JswZwq83gc2PReXsKWJht9rf8ei8WTDwG9oZp2IiEicqa5dRJKj8CyYOD30bZ1PszkyTvlK4OPbof/XbGXBYf8Dae1g+X12Qulyg78KCs6A056FrG7xeQwiIo1tewVH1aS+Mpvh1+PiyNvtX2RzDesGgjdcMdVXCovvhMOfw0m/bnLI0gzthsEZL8KC6y05GYonGwrHw0mPJDc2ERGRFKAkloi0vKHfqR2EHGGuVUOBatj0V9j2L8jqCedOg4E322qFB5daO0/e4PqWQxGRRNnxuvMV6PbNt5bAcO3N/kqYe2Hk/fnLYd2T0GUCdL8g5nAlDnp9ASbNsXln++ZbZZbLDd48WyRk2L0w+NvJX0hFREQkBSiJJSItr3AC9LzMTgbDfbIdiq8MStfDu6fDJZ9b62DncQkLs02pPgQb/wbb/m3PY95gGPJt+160lvlhB5bAmt/YAgaBKsgohEHfhAE3QUbHlo5OUkUsr1nBAFa1FeZ3bNvLtrJs1GOWwapfKInVkjqPg0kzbW7ZwaWwBjhpGnQ+XSsSioiIJJD+yopIy3O54IwXoMdlxPyyFAxATQls/GtCQmuTtr4Mr/WAFQ/CgY/h8CrYMRXmXQYzxkLVwZaOMLKADxZ8FWaOh+3/huoDVrlStglW/sTmBu2Z2dJRSqrIG2wLSDiR3jFygmP9U86rug4shsr9zraVxMnpDb2+COkdoOBMJbBEREQSTH9pRQQq9sDKX8DcS2HhzclbBSsYhO3/gWmnwL8yrD0w0kqD4fgrYP3TcQ+vTdozExZ+zZ6zoypIgnbyXLwSZp1riaKGqothz2zYNQNK1ic15GN8fDtsf9XiDzb6efGX2+OYd7md5Isk2sDbwZ0WfTt3Bgy+I/I2lUXOj+vOgColsURERCS1qJ1QJNXtfAvmX2PJgEAl4LIl3btfBGf+X+JmegSDsPgO2PwP57OwIqk+1Px9pIIld0VeRS1QDaWbrLWz95VQtt0G5m9/tX5FrkA15A+FE3+V/HamkvWw9Z82OygSfzksvRvOX5CcuCR1tRsKhedA0Vxraw3HnWHtrpF4c50fN1hj85dEREREUogqsURSWflOS2D5yxusgBW0pNKut+Hz3yTu2Lunxy+BBZDdMz77acsOLYOyrdG385XCmsegZB1MGw1b/mVJo5rDdvFXwKFP4YMrYd0fEh93Q+uegIDf2baHPm35qjFJDWe9DO1G2Kp0jbnTbeD3udOjr5Ta5zrwZDk7ZlYPu4iIiIikECWxRFLZ+qcgGCYh4C+35eAbt2vFy+pHY0xgRRg27s2Bof/T7JDavMOfg8thZV3JWphzfm2FW4SfkU/vTW7b3p6ZVoHihMsLBxYmNh4RgLQ8q/ob81vIHWA/e+4Mq6wadAdc/BkUnB59PwNuxga/R+HJgeE/aD2LMIiIiIjEidoJRVLZvg8jt7/UlNgspESs9Fa8IoaN3VadEKg+NoHhzoC8QdDnmriG1ya504iYDDxKAKoOEPWE2l8Jqx+Gs19pZnAOOVm5rU4waD8zIsngyYBBt9ml5oj97KW1j60lO7MznPwHWPqt8G2/nizodAr0vzE+cYuIiIi0IqrEEkllGZ0i3x4MgjdEe0w8xLJfTyac/Sp0mQjuTGvN8ebZv3teDpPftxNIiazgjMhJyzoutz2/jlZJC8DON8CfpGRR7gDn27rckNM3YaGIhJWWZ6+vTZkpOPAmGPdnS4B58+qv92Taa16vq+DcGeDW55AiIiKSevQOSCSVDbgFds8Ik6xwQbfz7cQpEfpeD5//NnpSxZMD/b8O3afYpWw7HPjYEhQFZ0JmYWLiC8VfCdtehi0vgq8MOp4Mg78FeQOTF0NzZHWDrpPsex6ujRTsRDmtHVTscLhjt83K8hTEJcyIhtwN+z8C35Ho23qyoHBCwkMSibt+10Pvq2DHVCiaba89+cOg/9cgq2tLRyciIiLSYpTEEkll3c6HTmNh/8JGrSsum+Vy0mOJO/aQu2D905GTWLn9YcSPLYlVJ6eXXZKteBXMmmhzoOqSfvsXwYZnLLFy4q9ax3yasU/BtDFQcyj0vDNPtrUpHVkHJauc7TPoi21VteboNsUqXPxlkee1ebJh5I8St7qmSKJ50qHP1XYREREREUDthCKpzeWGCdOsmsibZyf+7nRr25uy0JaOT5SsbnDe+7aqoDcX8NixPVnQ7UK4oggu2wgDbmz55FD1YZg5Hqr2Hl21Fqyx5N/aJ2xIfmuQ0xsuWAIdx9lz7c6wYe/ePPs+jLgfTvk99L3OeWKq4yngdbiiWnO5PTBpNqR3suHZoXiyoffVMPjbyYlJRERERESSQpVYIqnOkwEnPQIn/hIqiyyZkd4uOcdufwJcvhX2zIKDi62NrcelkD8oOcd3atNz4Ycsg1VnrfwpDLy9dVT+5PaFKR/ZCoS7ptljy+kLPb9Qn4zqfQ0scZAE8taukpZMuf3gohX2nG/+R+3AeiDgs1arET+y6r2WTn6KiIiIiEhcKYklIsadZlVRyeZyQ7fz7HK82vRXS1RF4q+Eg0ug86nJiSke8ofY5eAn8Pnv4LNf2M9B94tg8B1w5ksw/0sRVknLhu6XWPIr2bK6wrinYcxv4MASizG7B7QbqeSViIiIiEgbpSSWiKS2YBD2zoPd79psp86nWTVYXXUPQHVJ9P243FDjYLvjSaAGFtwAO9+02WR1w95LPoe1v4XRj8D4N2DhTVB9yIbZE7Tqq2DA2lBbehaYNwe6jG+544uIiIiISNIoiSUiqatkPcy90Noo62ZdefMsgXX2q9Blgl2XNxDKt0beV6Da2txak4+/aQmsxlVmdcP2l/0QTvurtXzunQt7P7CKs7xBtnJaWpKGuYuIiIiIiKAkloikqsq98N7pUHUQCNZf7ztiX+deDOfNh44nwdDvwIFFRw91byx/uCW7WovynbDlRQhUht/GXw6ffN/mY3U51y4iIiIiIiItRKsTikhqWvt7qCnlqARWQ/5yq0QCWy2x4ym2ml8onmwY10pWJ6yz6TnCPvaGag7D/gWJjkZERERERCQqJbFExFZ12/YKzDoPpo2Bj++wlevasg3P1LfNhbN3HlQX24qD506ziiR3prUcenJsHlNuf5g4EzqNTU7c8VKyNvrjr1MWpZVSREREREQkCdROKJLq/JUw+zw4tKy+Xa54JWx+Dsb9Gfpd36LhJUz1oejbuNOgaj+ktwdPJpz+LIx5DHa/Z6vhtRsGnU5tnavhpeUDLqJWY7lcVmnWkir2wNaXoHyHzeHqflHrSxqKiIiIiEizKYklkupW/gwOLrFkVp2gD/w++PgWG26e3aPFwkuY9PZQtS/yNoEayOh09HUZnaDvtfGPp/gzWPMb2PWWVca1Gw7Dvg89L7OVD+Ot95dg8/OR53yBPQddJ8b/+E7UlNjKiDvfsmSavxJww+pHIKc3nPECdDy5ZWITEREREZGkUzuhSCoL+GH9H49OYDUUDFrbXVs04GZwZ0TepuAsSO+Q+Fg2/AVmjIMtL1jlV02xzaH66Cs2YD5QE/9jFo6HzEKsGisMdyb0+XJt1VaS+cpgxumWwApUNfgZDdi8spLP4b3xsP/j5McmIiIiIiItQkkskVTmKwmfwAJLHhSvSF48yTTk7to2uTBJHE82jP514uPYvwiW3m3tiUHf0bf5ymwu1yffj/9xXS6Y8I5VpLk8x97uzoT8IXDKE/E/thPLfwylGyPP7fKXwftfgGAgeXGJiIiIiEiLURJLJJV5c4lYiYMHsnsmK5rk2L8I5l0Or/exiifc4Eqvv92bC2nt4Jyp0OmU5h0rGLD5We9fCTNOs6+73z066bLql5bACsdfARv/bAmteMsfAme9AnmDsOfBA+50SOsAw38I539kw+uTzVcBG//ibPC874g9xyIiIiIi0uZpJpZIKnOn2WykrS8dWwUE4EmHAbcmP65EWf80fHJPbdKobqC535I33nzodRV0nQS9rgBPlFbDaKoOwKxJVk3UcO7UnndrVzScZfO1dk0n+nB1LxTNhR4XNy+mhmpKLKm2/8PadsWAheHygq/cYvJkxu94sdg33/kcMF8pbHkRuk+x/x9abq2YAb8N3u9ybmJmiomIiIiISNIpiSWS6k56FPbMguoDR89e8uTAwJuhw6iWiy2eDn4Cn/xP6KqnQLXN/yrdAH3/0vxjBYMwezIcXg3BRvOsfKVweI3dfsGSY28PvUObAxUvvgp472woWXtstVPd/9c8atVfYx6N33GdqimOmtc7StU+OLAEFt0ERzYCQfseuL2Qlgdjfgd9rk5UtCIiIiIikiT6eFok1WV1g4uWw6A7IK29VWe1Gwmn/tlO/tuK1Y9Ebk8L1sCBj6FkffOPVTQbjmwIn6AK1liF1t65kNkl+v6CAcgd2Py46qx/Co6sjzJvqhzW/wEOfx6/4zqV3ilyl+tRXFZJN3M8FK+0uP0VEKi0hGHFblh4I6x72vnxy7bBrml2Kd/RlEcgIiIiIiIJoEosEbFV6k7+nV2Od8EgFM2BDX+C8u2Q2RUG3grdpkRuG9v1TvQB4MGAbZd/d/Ni3PDM0S2EofhKYf2fYMhd8NnPIw/Yz+4JHU9qXkx1ggH4/LHIc7jqBGpg7eMw7qn4HNupgrNwnMXyZMP+jyJXqvnLYck3YfkPbVXKwd+C3H7HbndgCXz6fdi/sL6d1F9p8Yx5DDqMjvmhiIiIiIhI/KgSS0Raj+pDMGMsvH85bPu3JS92vAbzr4a3R1jVTTiB6uj7D/qdDROPpnyns+0qdlpCJbMruNJCb+PJhlOfiT0GX4W1LR7+HPwNHlPZFqg+7GwfQR/sfCP2YzeXJx0G3QmerCgbumzwfMBJSyZQcxjWPWk/K2ufPPq23e9aNdfeuVbFVXPYLoEqKJoF755pc8lERERERKTFKIklIq1DMAizz7OWscZVTr5Sa9+bOT58QiO3f/RjeLIgf2jzY83u4Wy7rJ6Qlg9TFkHBmTZI3ZNlKwR6cyGrO4x/EwrPcX7sij3w8R3wameYcSrMGAevFthA+6qDNufKFUMRrpOKrUQ44UFoPypCIstl864KJ9gKhU4Fqu0xLfsBbHzWrqs6AO9fEb2aa95lNhBfRERERERahJJYItI6FM2uHUQepqIq6LNKrB2vh7592PdsWH0k7jToflHz4gQYeLsloSLx5sKgb9i/Mwth8hy4aCWc9BiM/jWc8xp8YTt0nej8uKVb4J1RsPEvlnTxHam/rHsSpo0GXLFVm2UUON82roLQ9yshEm4uS/J1Ph2mfGzfs6bwl8PSu6xibeNfgSitpmCtmJv+3rTjicixgoGjK0VFREREolASS0Rah/VPO5szte4PoW/rez3kDwF3ZujbPVlw6l9sRbvmyh8G3rzwt7vTIW8wdDm3/jpfBbgzoO91MPS70HVy5BlfjQWDMPdiW2Uy1ED5QLUl+RZ/Azqe7Gyfnmwb+J9sVQdh+lirljqmyioIeCBvkF3yB9nz2VTb/g0b/uys4sxfBhtiGBAvIsfyV8PWl2DaGPi/NHgp2y4Lb7EVXUVEREQiUBJLRFoHp6vEVYSZR+XJgMnzoMellizy5lpCy51uq9t5cmwg+56Z0QfAR1I0D94aDNUHw8SRbas/TnwPXC5bDXHBV+CVDvDWUPhPIUwfBzvfju24BxZB+dbIsQd9cPAT6Pc1iyMalxv6fy22OJorGLC20SPrwrf3BSpg28uW5Op/I03+U+Yrha3/Cv+9CqXqQNOOJSJQUQTTToRFt8ChT7EKyIAlkTc/D9NPgVUPtXSUIiIichxTEktEWofMLs62i9T+lpYLZ/8bLt8CfW+wQe7BoH2t3g+7p8P7X4Q5F0ReLTCcsu0w7xJLjoRs2XPZ45iyGDI6woHFMP1kS6QEqixpE6iBg4ttWP1nv3R+7K0vWTVXNIEaS9oMuTtyIsuTDee8DuntnccQD7vftQRWtEH8/nJrkUzLg56XORgCH0b1oeitnw2lRaiwE5HwfGXw3tk2vzBUVW3QZ8msz34Ba59IfnwiIiLSKiiJJSKtw8BbI7foQe2cqW9G31fZNtj8nLXdNW6985XCvvmw8ObYY1z3+yjJlyBU7YN971syae5F1i4X9B+7qb8cVv0K9i04+vrynVZNdWSjJeDqVB3A2VwnnyVuRv8Kxj4N2b3tefPm2vPrzoSCs+G892ObxxUvax6N3jb6X27Y+Dc4/XnodKqz6rLGMjpbC6c7I/q2nkzo+9XYjyEi9rtasdNegyLxl8Oy+6DG6euAyHEkUAO7ZtjP++Z/2N9rERGJqzgMfxERSYJuF0BWNyitCHMS5LaV/np/Kfq+Vv40cqWVvwK2/wfKd0F2d+cxbno+egWRrww2PWvJrGjVXv4KWP0wjH8ddr4DK38CxZ+BJx0CPqvqGnE/DLgZcvqCKy30PKyG3JmQ3dP+3f8G6PcV2L8QSjfaEPXO45yt5JgoB5Y439ZfDkVzYNg91p65/TX46CvRvwd1vLnQ7wZbGXLt7xzcwQWDbnMen4iYYNAS1JFWAG3I5YItL8Kg2xMbl0i81JTa3+t1T9Z+MBUAXPazn90TRj5gH5i4XC0dqYhIq6dKLBFpHdwemDwXcvoc2/7lzYWsrnDeB1YtE4mvDIpmYgPCIwna0O9YHDOEPMx+K4tg26sOKo6CsOc9WP0ozL8KDi6BQCXUlNjJYNlmWPodm6nV76v2HDnR55r6f7tcUHC6JbP6XtuyCSyIXqXRWN3KZm4v9LkKTn7ceUWWyw09v2gnGKf8MXJLoicLTv2rrSQZi8r9sOpheHsUvN4fZk2E7VMtCZloVQdhzf/Ch9fDghtg3VNQ4+RnVCTOyrdD1X7n2/vKbO6dSGtQud/mua15DGqKa1cFLrO/8f4yOLIWPr4NFt50dAW1iIg0iSqxRKT1yOoGl6yxipt1T9pqe5kF1kLY+6roCSyA6sNWcUSUiqVAlSWbYpHR2U7WInF5rGqqYrezffqrayvHwlQw+Mtgx1SrJup6vs2UCoSp8PJkQZ9rY0/EJFNWN6sKc8LlsRUnG+p/ow3oP7wqckWWJwtOe9aq2gAG3AjpHWHp3bbCY8AHrtpjZBTC2D9A9wtjeyy734X3r+C/g6vBEo8HFlsb5+S59vMbbwE/fPo9W9HT5ao/9vbX4NN7YPh9MPLHqVsREAxC2VY7wczqBhmdWjqits9XWvu6G4OaksTEIhJPAT/MOQ9KN0WuhPaX/3/27ju8rfJ64Pj3leRtx9l770EGWQQCIZNAGvYoHVAKhbasXwerLYW2UAoUSinQAi2UDlog7DASyCJhZEEW2QnZe8fblvT+/jhyYzuydK8s2bJ9Ps+jJ7F0de+xLcm6R+c9Rz4Yy+wAg++vvfiUUqoB0iSWUqp+8aRAlyvkEovUpuF7UFXlTYf0tu723euH8OV9J5IG4XjSoOcNsHN65ITT/+JIi7w/kDfHax6Er62BuefA0VUnV3n5siXRNeJpZ99LXelzq/TDcbLsyJN68nIjbxpMmAvzvgZHV8in4RWr7sqrrU57DjpdUvm+nS6UJvEHPpafIUCzIdDydPcJn6OrZEhAuO/Dnw95G2H2BJiyXCrC4sVa+Owq2PnWyY+tQIH8u+ZBqRYY+mj8jltfbH5ees0V7ZakSrAUWo+BQffLUlqVGKnNnS/zLecm2V64Gzb+Gbb8W5JfviypOO1zi1TvxlvBdtjwlAzl8OfLwIfU38pwj6xO8T+eSl57ZsiwgmhL+UH+Hqx7FPrdDqm5iY9NKaUaKF1OqJRqXHyZ0G4yUmYTgbWVl9050fMG2X91+/akSUKk+VBpVB9tSaMnI9Q3y8Hyg9LDUuUzcT6Meh6aD5eEjTdTkldnvAhj3ztReRRNoFhOCD88C6b3gZmnw+bnwO+wp02sun1Hqp+iMT5oOlAuVaXmytLSse9C+ymQ2kySeFld4ZR74cLt0PUb1ezXQOuzoPeNcml1RmwVS6t+HbnnmS2T39eeD9zvO5I9H8CutyMnAQOFUqV1eFl8j53MrIWCrbD0Fqn0CxTJkp9giSzZnT1OlnmqxMhoCzm9nW/vy4Hu1zjbdsOfYXoPWcpVuA3KjkDRThm08U5f+PKBmEIOy1pYdZ+8Jq5/HAq3h157t0nl7vTe8kGGLhlrPNY85GIYCYAHtvwzYeEopVRjoJVYSqnGZ+CvYO/s6k/0vRnQ+ety4uVGWguY+LGcEPsLKvTIMpLcaj4cznpDPrUtOwY9boCvngsfhycVsrvIEgUnFQzGJ1MHPT5ZWtn5cnexV3RkJcyZGDrRr/Dm/NiX8MVtMO59aDkq9v1HkpoLZ78tlVTV/X5MiizdHBMh6WCMVNi0HuPu+MX7pXePL0uW/MWSwPIXwq53iDot0p8vJ9rtz3V/jOqsfThUfRZFsATWPQZnNJKTqS3/lOdHtctyC+HTb8EFm2SJoYq//nfC4u+fqAiMxHih44XRt9v8d1h2e/iEcfnr5urfSoVmv5+6izec1fdLJWO4Clpr5frVDwIeOOUXNT+eSm42CAc+cXefQCFsf1mqBJVSSsVEK7GUUo1P86Ew+r9SpVSpj5aR5EXbCTDymdj2ndsXLtwGp/1VelQ1HyH8IIJGAAAgAElEQVQVXWNnQrdrYMYQeG+wNPje9KwkvjxpclyQ5JU3HVqPhYkLcFSFBTLWOy0O/ZUKdsCss2V6YtVPl/35sgxtziQ4vr7mx6pOm7Ew8SNoNkx+Nv/7U+UBvNB2oizDi1eywVqpwpkxEt7sDDNHwTv94K0usP5P4I+ynLOqkoPOqslAKjjixQZh/0cOtw3ArunxO3YyszZUHRMlqWiDUqGmEqPL12XJZrTehd4MOOPfsnQ8kkCx9LCLtvQ4UAgr75Z+iDVRuFuqupwc78v7nfc9VPWXvzC25eA1fSwqpVQjp0kspVTj1PECuHALDLgbmg6SpS4dL4ZxM2HM286X3YXjTZUTtvEz4dzFkjDb/hIsvUkqqwKF0rfFloQawRvoerUsdRv8AEz5Uu6b3hI6XICjl+qM9tCkb+wxl1vzYPRKnkAhrLyn5seKpOlAyOkZ+qK8GioolWb75kgVUTyW7NggfHaNTHg8vEQqlPx5UoVWuEP6c80cIZP+nErJcdYfBSClaUxhhxUsdfczibTcsSEp2iWXaILFsPU/iY+nsfL44Ox3JbnvzTw50evNkutH/xc6fC36/rZPw3GSHw989YLLgKvY+BcXx0MToo2BLzN6cjyclCbxj0UppRoRTWIppRqv9Nay5GPKCjh/PYx5TfpHxXtq2673ZNlLdZ/gB4thywvSGL7fTyGnx4nbBvzcQeVCJgy8t+ZxB0rgq39ET8DYIOx8G0qP1ux41e7fwoLLpLdTsASo0Ig/WCKX9X+C5XfW/Fgrfgk7Xq1+iVOgUJqwzzvPeYIotRk0HRJ9O1+2TEWMF0+au+RrarP4HTuZleXJElQnnAwUULHzZcDZb8E5n0HXqyCzk0z/zB0Ipz4Ml+x1towQ5DXIaS+iQKFMca2JbS+FXo8cCBbL9qphMx5oeZq7+3gzodOliYlHKaUaCU1iKaVUoq35nYM+MBY2/fXkq5sPheFPyhvfcA3jvVkyoa/rt2oeZ/Fe59t6U+O7FK6ifXNh/9zIUxkDhbD+CZkSFquyfFj/WPTERbAUjq121/tk4D2h31kExgddqmkwHwtjoMs3Zb/ReNKh5/fid+xkltHO+WS8zI6JjUWJZoPg9L/DRdvh0n3wtZUySCElx/k+XDXTpuYJSrfHK8uLvo2q//rfKR9IOBaM74cXSinVCGkSSymlEskG4cCn0bcLFEvz6SPLpb9VRT2+CxPmyhIbT0poKU4KtBgFZ74EQ/8Qn+ox4yNqM/Jy1jpLlsTCaXNygrDhydiPs/U/OP4z6C+EdY8433eHqdD3x+ETWcYn09fGzQxNs4yjvj+RvmrRGA/0/EF8j52sUptKn7tofNnQ50eJj6ehCfph51vwwWh4JRtezoJ3B0j1qdt+cm5kdXXXjyizc82O53YJWGpuzY6n6of2UyGri7O/h95M6HVT46mCVUqpBNEkllJKJZIN4LiPSv5m+HAMvNZaek4FKixdaTkSzp4Olx2VpY+XHoDJn0myJF4y2kGKwxMvYyr0rIqzg5852y5YCntnxX6cQ4udTUoDwMLhZe72P/h+OOt1aHWW9P/xpErT6h7XyRLWliNdhxxV0wEw7E9ynOp4M2D0fyCzffyPn6wG/SZywsN4ZeJlp0tqL6aGoPQIzDxNesod/FSSz4FCOLYGPr8VpveEvM2JOXaP66Si0AlftlSs1kS3q6Mv7S7nzZDtVcPn8cL42ZDVOTSIpBreLOlxeerDtRebUko1UJrEUkqpRPKkuJgaGJSm4mVHYe0jMGts5UQWSOVOZsfEfMpvPKHqoQgJEJA36j2/L2PrE8FNo9yqVWuJOo4czP0x2k+GSfPhiny4eA9cngcjn4bsbu735VTP6+Cs1yD3FPnk35cjF2+GTMsc94HzvkMNRfNhkN09zERSJMGR2RkmLUjcY7ohCgZg9kQ49mX4pXb+fCjaCx+e6W4wglMthkv/wKjVWAZSm0Ob8TU7Xs/rnfd1txZ6XF+z46n6I6MNnPsF9L658uutN1NeX7K6wrDH5MODWKYZKqWUqiRBa0GUUkr9T59bZeR60MU0uEARHF0h9xt8X+Jiq6r3zbDlX9LMPFwTY5MikxD7/wz2L5ApgcdWS7Ku/RTofZMsraiJrK5yYhyVB5qeEvtxmg2C7RmRe29V1KRf7Mfypjuv4oiH9ufJ5chKqYoxHmg2GJr0qb0Ykk1Krkwk3fQsbH1RkiwZHaHvj2QyaU0mkjZGu9+FvA1R+o0FZQDEpqdlSEW8jXkbZgyXxL8NhNnASJ+tce/XPHmQ3lqqaJbfFbm/ljcThjwk02VV8svbJINC9n4oHxpltodeN0tVpqtBGbkw9BEY/FvYM1MmopoUyO0PLU+P/8AYpZRqxDSJpZRSidb7JhnPXry3mhOtagSKpOfTwHskSVQbfJkw6WP49FuwdzYQlJNUkyJLrlqdDqc9D/MvgsOfh07mQuUJeRul2frAe2DAz2KPod9tsPTm6I2UvRk162HU7SpY7jBOX470m6pvmg2SS7zZoJzwedPr18lZems45W65qJpZ+7CzZufBYlj3R+h/V/yrULK7wnnLYOF3TwxeCBZLtagx0GwYjHoemvSOz/H63AIYWH474KmczDIeeT6c+ntpUh+ror3yWgqyZDujXU0iVtUJlsHCa2H7q/J3uXwqb8EWSf4vvVGW8Lca7W6/3jToeEH841VKKfU/msRSSqlES20KkxfC3PPkDbK/QuInGhuAo19C81MTGmIlqbkw9h2ZPrjtFSjeA2mtofNlkN1DljkeWnRypVZ5RcaX90NKU+j9w9iO3/kKWPlLOUGsbsmfJ1V+Ji1q0FcqrQV0+7ZU5USqxjJeSG8D7c6J/VgNgbWw5wNY+xDsny/XGR90uVISjzWpilP1z5EVzrctOy79s9JaxD+OrE4wYZZMKt35pixdTM2V/kM5PeJ/vD43Q9dvwubnYeu/5HtLaQKe9jBlF6Q1j22/+z+GL++T51b5stZAiSRRTvkltDk7ft9DY2eDsOBy2PtB+Appf2iy5JxzYMIcaHla7canlFIqIk1iKaVUbcjsCFNWwsGFkjTZ/Z4ktKIxnijLdRIoqwv0v73ydfvnw5Evwi81LBcohBU/k8bLsSzR8mVIf6IPzpQT36rN131Z0KQvjH4ZNv0VNj8HpYcgoy30uhE6Xeq8t9HwpyD/K/m9hFsi5EmVht8T5jTuXibBgFTn7X6n8uRIG4Ct/4btr8Cpj9SsAkXVM04bRCFVUW6qUGOR1VmWbteGtObQ/za5lJs3L/YE1vonYfmdJ16DKiZW9s2WYRcDf135eCp2u96FfbOiLyUPFMIn34ALNtevilOllGrgHL8jN8Z4jTEnzQI3xow3xjxujPmdMSaBnWqVUqqeM0aW4414UvrweE96ST1ZoEQaUieLdX+onMSojg3CrrdjP05WF5i6VnqMZPeQaijjg2anwmnPwbAn4b1TYNlP4fBimex44BNY/H14uxsc3+jsON5UGDdT+phktJcmvCm5Ulnhy4ZeP4TzVki1R2P2xY9g1/Twv3sbkJPBZbfBzhr8zlX94uZ1yaRIc3V1sl3vwPI7IvfZChTCqnth+2u1F1dDtvYhZ3/HAEr2y+RNpZRSScNNJdYjwA+NMW2stccAjDFXAi8C5R9PfM8YM9RauyPOcSqlVMPS7SpYdmeUjQy0mwjpTqcbxpENwp4PYf1jcHy99JjpeBEcXo6jCgx/PhxfV7MYUrKh1w/kUlHBNnh3EPiPhz+uv0Amop2/XpZyRuPxSVKxz//BkWVQvF8SWC2G124z9mRVfEAq3iJV34Eksr74KXQ4X6sWGoO+t8HSm6L3xfKkQs8b5HmmTrbsDmfDJQKFsOx2aTiuz6/YleXDwcXOt/cXwtb/uu+NpZRSKmHcrI0YA8wtT2CF3AscBa4G7gCaAvWw861SStWy1GYw4BeRq7F8WTDk4dqLqVzpMfjgdPj4MpmyVLAV8tbD+j9C4XZn+zDexDWjX/1QlJM+Kz1NNv3N3X6NgeZDof250PpMTWCV++rvzpdSFu2Bw0sTG49KDl2ukCRxtMeGJ00SxOpkhz+XXl5OleyXpYUqdmXHXP5tslC8L2HhKKWUcs9NEqsTsKn8C2NMd6AP8IS19t/W2keA94Fz4xuiUko1UKf8AgbcJcmSisksXw6kt4WJ8yC3X+3GZC3MOw+OLD+5wiJYguM+OJ40aDUm7uERDEhSpXySVHUCRbDhT/E/fmN0aLGzShGQuuyjXyY0HJUkvOkwcT6ktZFJoVV5UsHXRJbrNvbluNU5uAioZnhFOMEyGaqhYufLdt9nMtZeZ0oppRLCTRKrCVBx7cZo5GxmRoXrVgMd3QRgjLnZGLPUGFNijHmhym1XGGPWGmPyjDFrjDEXVbn9x8aYvcaYY8aY540xaRVu62qMmWuMKTTGrDPGTHQTl1L1RrAMdrwBax+B7dOkh5KqH4yRqVMX7YLBD0C370gPptEvwUU7ofmw2o/pwMdwdGXNm8lntoeWo+ITU7ld78B7A8NPkwqnaG98j6+Uqiy7G0xdAwN/JRM8PamSwPblQO9bYepq6QOowguWVj+BNRwbrLtBHw1Fai7kDnC+vS8bOl6SuHiUUkq55qZBwR6gYuP2iUAR8HmF67IBv8sYdgP3A5OB/32UZ4zpAPwbuBBJlE0Bphljulpr9xtjJgN3AeND+3gD+HXoOoD/Ap+F7jcFeNUY08tae8BlfEolr8Ofw9xzJXEVKJZPxo0Xxr6j/Rvqk7Tm0DdJltusf0J6gNSENwvOeDG+fVvW/RFW/CJy8+OT4ohhMqI6WcvTZZqmk2osa6HZoMTHpJJHalPofwf0ux3Kjkq1ZGoz8HjrOrLkl9lREn/R+s2V86ZDhqvPilU4/e+Cxd9z1tzdlwPtJiU+JqWUUo65qcRaCFxgjJkaqmq6DJhjbaU1Hd2BXW4CsNa+bq19EzhU5aaOwFFr7ftWvAsUAD1Ct38HeM5au9paewS4D7gGwBjTGxgK3GutLbLWvgasAi51E5tSSa0sD2ZPgJKD0v/Hlsm/ZUclsVWs+VoVg7wNOFoy6EmTJUS+HGQNmVd6eGX3gIlzocWI+MW0/2P3CSw80O68+MXQmHW/RpJTTmR1rpsKQlX3jJHkVXpLTWA51WEqjpdog1Ridboo+nYqss6XQdPB8ncsEm8GjHLRE1AppVStMNbhG1NjzEBgEVD+ih8EzrTWLgrd3gSp1nrJWnud60CMuR/oaK29JvS1F5gDPAq8C5wPPAn0sdYWGGNWAA9Ya18Obd8SOAC0RJrQP2Ct7Vdh/08C1lp7S5Xj3gDckJ6ePqxz585MnTqV888/3234SSU/P5/s7Oy6DkMlWskBKNwZfimC8UBGO+mrFEf62GoEjq+PPm0MpOIvu5s8/gLFcgLry5FEVoyqfXzlbYSyMJMII8bngSZ9IjfOV84V7pTXnEhLn4xHkpgpTWovLhf09UslUsyPr8Kd0rA92vtxYyCtJWR2ji1AVZkNQv4mqcaq+rpWnrTK7gYpDibc1gJ9/VKJoo8tlUgVH1/jxo373Fo7PB77dbyc0Fq7yhhzGlIBBfCytXZJhU0GAR8gy/hqzFobMMb8E/gPkA6UApdba8trf7OBipMSy/+fE+a28ts7hDnOs8Czw4cPt0uXNoyJSvPmzWPs2LF1HYZKtM+uhUN/r/72FhfBmDfiekh9bDUC61fB8nuiVz15M2HsPkiJ0xufQLE8voa0kJO01Fy5vuQQvHGu8+U2AJ4MaZp/ypT4xKbkJG/hdaG+e4VUqh4xKeDxwbAnoecFdRZiNPr6pRIp5seXvwg+PAOOrau+358nDXJ6wDmLa/RBgarCjoMDn0hP0QMLpMdoWivpTdnj2qRq6K6vXypR9LGlEilRjy83PbGw1q4Cbqvmto+Bj+MRFEBoyeLDwFjgC2AY8LYx5jxr7XIgH2k2X678/3lhbiu/PS9e8SlV5zLby8lj2CltXsg4KWerVPVKj8BX/wxNoovSONiTBl2/FZ8EVuEuWPOQTBxM+Q188HVJWLX/Ggz8pVR8edJcJLEMDP0D9P5BzWNTJxgPjHoeun9HTvj2figNpn050PXb0PdH0KR3XUepVP3jy4BJH8Nn18Cu6XJd+etd+XK39ufC6f/SBFa8GQOtz5SLUkqpesNVEqsiY0wzINtauyOO8VQ0BJhvrS0vj1pijFmENJRfjkxCHAy8Erp9MLDPWnvIGLMa6G6MybHW5lW4/T8JilWp2tf9u7D20fBJLG8q9Ly+9mNS9dOm5+HzmwBPqMomQkN2Txrk9JREUU0d/RJmjYGyfHkc+4LgDy0b3Pkm7JkBgx/E1Qh6bxp0urDmsamTGQNtxsoFpDpLe8UoVXO+LDhrGhTuhs1/g8NfABaaDYaeN0gDeKWUUkoB7hq7Y4zJNsY8aozZCxwEtlS47TRjzHvGmKEu9+kzxqQDXsBrjEk3xviAJcBZxpghoe1OBc4CVobu+k/gOmNM/1BC7W7gBQBr7QYk0XVvaH8XI8sdX3MTm1JJLacHDPp1qOdPhaSDNxP6/lje/CoVze734fObpa/V/5YQli8VM3JJyZU+R75s6PUDmLyo5lVYZfkwe7xUgIWtJgxKPCvuCnNbBCm5kN6mZrEpZ5IhgVW4Ux7Du96BY2vrOhqlaiazPQy8B85+E85+Cwb9RhNYSimlVBWOK7GMMbnIcsEBSILoINCvwiarkCTTN5Dlf07dDdxb4etvA7+21v7KGPMr4FVjTBukafsD1toPAKy1M4wxDwNzgQwkQVVxP1ciSa0jwHbgMmutjmtTDUv/O6DVaKnIOr5OElt9fwJtxtV1ZKq+WH4XBIqqudHKdKbBD0CzIdDsVFn6Eg9bX3Q2bTBYAjl9pAFvMMoyR2+GPP6TIbmS7KyVyaaBQkhtEb/eZrXl4GKZWHlgAXjT5bpgmTSWH/Qr6HRJnYanlFJKKaUSw81ywl8gCaxrrLX/NMbcC9xTfqO1ttAY8xEwwU0A1tpfAb+q5rYnkYmE1d33D0DYNS3W2q1IPy2lGrZWo+WSLIJ+2D9PGnJndYMWI2QZkko+RXtkGmEkgWKZDtj7xvgee91jMhUqGhuA/M3gawKlh6h2HL3xSjKm5/fjGmaDU5YHX70Aa38Pxfvl52bLoNVZ0O8OaHdO8j9ft78Kn33nRBK0Yr+0Y6vg06ug92I49cG6iS+Rjq2DjX+BY6vBkwLtzpU+ZanJMUFNKaWUUirR3CSxLgFmWmv/GWGbbcCImoWklKq3Nj0Py2+TxIO1QBDSWsPp/9TGqcmoLF9OhCM2Tbey5C/eCl20U/SkwOj/wmdXgz8P/PmVb/dlQ1oLmDj/xFRDdbL8rTDrLCg5fHIV3L45cGgRdLwYRr0AHm9dRBjdkZWVE1jhBAphwxPQ9BTo9u3w2wQD8rj2+GQJarIn7sry4OPLYf98qTizfrl+/3xZcjvo/lAVYpJ/H0oppZRSNeRmzUVHTvSjqk4+oGcQSjVGG5+Bz2+RE8Oy46FkQwEUbIG5k+HgorqOUFWV2UESjpF4M2UpYbwZF0kSG4QmveCCzTD8CWjSTxrMe9Kh6SAY8TRMXQ9ZneMfZ0NRegw+PAuKdlefAPIXwI7X4fNbazc2N1b/DoLF0bcLFMLKX4aS6RUU7IAvfgqvNoM3O8JrreHNzrDucUnqJqNACcwaC/vmydLf8gQWyPcZKIaV98iUT6WUUkqpBs5NEisPaB1lm25IryylVGMSKIZlt1d/chwohM//r3ZjUtH5MqHLN8CkRNgoKMuV4q2Fi6JdbxpkdJB+XN2vgalr4MpiuLIIpqyAbt+SbVT1Nj0jyzFtlEmPgULY/Lwke5JN2XGZWhnteyhXchAOLjzxtb8A3h0AG56UJHuwRJZSFu2EFT+D90+VJZbJZvPz0vMwUsVkoBBW/RqK9tZeXEoppZRSdcBNEmsJMNUYkxPuRmNMO2AK0vxdKdWY7H4/+jZHVkDhrsTHotwZ8iBktAmfyPJmwrAnIbVZ/I/b7w5ZBhiNJw163yLLvlRsbBDW/SFCA/+qgpLoSTYF22RpqVPWwvHQxMKiPdLbzZ8XfkBAoEj2P2fSydVbdclaWPuwsyEIIP2ylFJKKaUaMDdJrMeBFsB7xpiKUwkJfT0NSAf+FL/wlFL1QvG+yktcwvGmJmeVQ02UHpNlSO8Nhre6w7ypsHd2cp0ER5PeCs79QnoHeTMkseRJg9yBcOY06HldYo7bbpJMO/REqKAyHkhtDn2SeHlbfVCwTXoqORUshV3TExdPzFz2e6q4+YangCgVXLYM8r+C/R+5DSxxSg5KAs6JYDHsfCux8SillFJK1THHH21ba2caY36FTBL8EigDMMYcBJohbxfvtNZ+Gv8wlVJJLbMTmCgvJ4ESyGhfO/GEY4Ow+z1Y+wgcWwPedOj8dehzS2y9lI6tkybZ/sITVRIFW2QyY7sp0og8WZtjV5XeCkY9D8OflGq5lGzIaJfYYxoPjH0PPpoKh5fKz7EiX7YksCbOk6btKnb+Anc9yODk30cyyOoiiSY3cgfIvxv/DJ5fRN/eXwDr/whtxroOLyECRaHX1kjDFypu76BfWE0FA7DnfanALcuX30v3qyGnZ2z7C5TCgY9luas3A5oPS/zrj1JKKaXqLVfrM6y1vzHGLABuBUYhlVkWeA94zFo7J/4hKqWSXrtzoiexWo2WZWt1IeiHBZfBvllyklpuw59g019gzJvQdqK7/c0eDyWHkJfACvwFsPtdWP0ADPxlXMKvNb5MaaBeW1KyYcJcqXxZ+3s46pPEVXYP6HcbdLxIKvhUzaS1CL+ELtp9kk1KDnS6FLa9FH0gAUB6W2gxUhLopcekVjwqC8fX1zTS+ElrFb3KtaKsrgkLBZBKr0XXS7LMH6ruMymw7vfQ4jQY/RJktHW2r+KD8rzf9LR8bZHpioFiaDsBTrkHWp6WkG9DKaWUUvWXm+WEAFhr51prL7bWtrPWplprW1lrz9cEllKNmCcFRj4jn6KH48uBYY/XbkwVrfoN7P2wcgIL5MTeXwDzL3LXEHnnW+DP56QEVrlAofQgCrqsGnHCWpn0+Mm34f2h8MEZsOYRKDkc/2PVBmOk6mXsu9B0MFx2CM5dDF2u0ARWvGS0gyZ9nW/vzYIe30tcPDXR/2eRl6CW82bCoPvl8WV8VPtcDcdN361E82VAh/Nx9HbNlyOVpYmy9SX45BtQcuBEAgukOi5QDAc+gRnDnC0bz9sM7w2Uqrey46GJtseh7Jg0sN/9PsweB5ueT9z3o5RSSql6yXUSSymlwupyOYx+WSoBfFmQkitJrRYj4ZxPoOkpdRNXoBQ2PB65MXIwAJuedb7PHa9XPokLxwbg6Crn+6wqUAJb/wOzJ0jPrdkT4at/wKxxct22/8KRZXDwM1h1L7zZEbb8J/bjqYat/53yvHTESo+0ZNR0AJzxoiSpquuR5c2Efj+FrlfK1x4v5Dp8/fGkQtvJcQk1bgb8PPr0TeOR6rl25yYmhuKDsOjayMMBrB+KD0ilViSlR2HWGEl2VVshaOVYn98Mu96NOWyllFJKNTw67kkpFT8dz4cOUyV5U3pIElrZ3eo2piNfRC/CCBbD9ldg4D3O9umkwsqY2CuxDi6GeefJ/Ssmy/bNA8IsoypP0C3+HqQ2hQ5TYjuuarg6XwFfPS/VMpESEd5MGPm0LN1LVp0ugkkLYOW9UmHpDa0TDJZCbn845V55Laqo/52w3MlgCQ/0uTnuIddI81NhxNOw5Afhf3cmRZ73E2Ynrg/f5uecbWfLYM9MqWytblnhpmeh9AhRG+1DKJF1K7SfIq+pSimllGr0qk1iGWOCyDuM/tbaDaGvndTjW2utJseUaqyMgWaD6jqKE4Klzk5+3PQMaj1GmsQHCqrfJljqbglXuWNrYc6E0HLFqqL0AQoUwdKbof1mPeFTlXm8cPZ0+OSbsGeGPD4r9pXyZgIWRvwFul1VZ2E61nwojJ0ORfvg2GqpAsruXn1z8S5XwKrnZClisJom6d4s6H2jNCpPNuWN01feK03QvWmAld9h92ulWstpL6pYbP5b5ORnRcYDO9+AXj88+TYblKXWTvcFMv324EJodbrz+yillFKqwYqUbJqPJK0Kq3ytlFL1R5N+sjQvEuOB5iOd77P71bD8zupv96RK5UtqrvN9llt2x8m9u9wo2Q+HFodviFyWB1tfhENLJanRcjR0vlz67qiGz5sOY16Ho19KImHvh9LLKK0l9LgeenwXUpvVdZTuZLRxNjDCkwI5vSHrLDj4qSSyypN4nnQgKNVbXa+SvnPJmARudQZM+FASdwXb5Htq0rd2nr+lR5xvGyiW5YfhHFtbTYI+An8h7Hxdk1hKKaWUAiIksay1YyN9rZRS9UJ6K2h/Lux6p/opX5506PcT5/tMaQKj/wufXBkaaV8hv+9Jh8yOsTWyL9oniYWafl5wbE3lJJa1Mi1x9W8Bz4kKsq3/gaU3wal/gF5R+tiohqPpKTCqETbMNh5JAh1ZAeufkJ5yxfug5KAsydv9PuycLkm9/ndCr+/LfZKN08RdPPkyZYm4E55UmTwaTtnR6JNsT2Kl15ZSSimlFC4auxtjxhhjhiQyGKWUSojhT0nT43AnT95MWfbSfKi7fXa8ACbMg+YjkAbTRhpn9/0JnPe59Khx69iXJ/r7xMycPF1txc9g9e9kCU/FJZD+fLl88SM5qVeqMWg2GIY8KJPwSg5JVVagQL4OFEDhNlh2G3x0AQSrSXw3Np0uleSUE8YD7b8W/jZftiwpdCuW11Ol4qFgOyz/Ocw5RwasfP4TOL6xrqNSSqlGzc1HjHOBGxIViFJKJUxmezhvGXT5uiSJfDmSvMrsDMP/BKf+3v0+Dy6GBZfA8TVI5ZQFPLDpaWmeXVeCfmh91omvj2+A9Y9H7t8VKJRljNUtAVYrDDMAACAASURBVFKqofloqpycBovD3x4ohH1zYfldtRtXsupzq8OqNANNB0GT3uFvbtLP/VJNXw60PcfdfZSqqbJ8mH8xTO8D6x6VKul9s2HDk/D+YJkSXHK4rqNUSqlGyU0S6yDgohOnUkolkYx2cMa/4ZJ9cM6nMGUlXLgVelzn/qTqyAqYMx6KdlXu7+LPg9LDsOBS2POh+xhzB4SWJ8bIeKDlqMqNqdc/DsEoDeFBfgab/xb7sZWqLw4tlQmqNsr00EAhbPyLnMw2dtndoO/toQEAEfiyIy9V9aZCzx84r+oC8GbIknClaou/CD48E3bPkER3xcEvtkyqmg98DDOGQ+nRuotTKaUaKTdJrHnAGQmKQymlakdKE+kJlNMj9ubNS2+J3Hw9UASLb5BeVG5ktIW2E5DliW55wNcERj1X+erd70c/WQeJedfbMRxXqXpmwxPVV2BVZTywfVpi46kvBv1aeoV50k9e9uzLgfQ2MGk+5PaPvJ8+tzpfNu3NhEH3JWdvMtVwrboHjq+P/DoRLJUPspbcXHtxKaWUAtwlse4G+hhj7jPGpETdWimlGqKCbXB4SfTtSg7Cwc/c7//U30tvrWh8WdLjy5MulQrNh8G5SyC7e+XtKn6CHE20KY5KNQTH1jjvy+TPh7wNiY2nvjAGBt4DF22DAb+A5sOlerTtZDjjX3DRTmjmoHVqZgcYO0OqtiIl7L2Z0PtG6KWdLBwr2gerfgNvdYVXcuHVljBnMuyd5f5DlcYqUAwbn3GW6A6Wws7X3E3vVEopVWNuRsT8DPgS+DlwnTFmBbCXk8doWWvtdXGKTymlksvx9eBJi77sz1o4vhZauSxgze0P42fB3POkgqrickVfthx77DtQtBvyNoM3DdpOgtx+FY4dPFG5kN1DPi2OyiP9apRq6NxOx/OkgL8Qtr0s1Yr+Anle9fq+s6RNQ5PeGk65Wy6xanU6TF4sDfT3zgbjlddUj09+3mltYNBvoNu34hd3Q2atTJ/98reSF6z492nvB3DwU8hoD+M/hKzOdRZmvbBnprvtjRe2vwY9v5eYeJRSSp3EzTu5ayr8v23oEo4FNImllGqYPGmcnLsPw5jQtjFoeRpcshu2vwqb/iqj7dNaQc8boNMlkriq6vhG6X+15Z/Sm8uTCu3OlV4yR5bJdZF4M6DPLbHFq1R90noMHPnCWZWiLwfK8uD11oA5kVQ2c+S51nQAjJkOGW0SGnKDlNsPxr4LhbslOVhyUF6HWp4ul1iXezdGK38J6x6rvnrInw/5m6WH03nLZdiJCq9ot7Ml+OX8BXIfpZRStcZNEqtbwqJQSqn6osUIZ43Sg2XQZnzsx/GmQ7dvyyWaba/Awu/KMcvffAdLYdd0aTDvTZPqE+sPf39PKjQbDC1Gxh6vUvVF75tg/Z+cbWuDsOkZ6RlX6fqANH4/vAxmjpDEQFrz+MfaGGS2h14/qOso6q9DSySBFSiMvJ0NyOCRz74DE2IYPNJYeNIAr/PtjS/8B0tKKaUSxnESy1q7LZGBKKVUveDLhB7Xwua/Vr+k0KRA24m182n3gU9h4TUnn2QDYCFYJP+mNJGeV4EqDel9WZDTSyoikr3ywV8E21+GLS9C2TFZ1tTjWuhwgSxDUsqJrM6SHN76n8gn/p4MSQZHqsqwfijeByvuhpF/jn+sye74RijYIv/P6gZNetVtPI3R2kecT7W1AZmqV7BdlxWGU3oE8ja6mxLsTZfKQaWUUrVG3/UrpZRbQx6SHiPHVp/8ZteTKr1HTv9H7cSy4ufVJLAqCBZDMFXiXv8Y5G+RhFWTfjJtrPMV4HUx8r4ubHsFFoVWqlfsE7Z/vvzMx7wBrc+qm9hU/TPiL1B6DPa8d/KkURPqy9RmIuybDYEoS4uCpbDlHzDU4VAGp44sl0rKQJFMLu10WXJUe9mgTGxc/SDkrZfnH8jPIacPDLgLOl+uEwVrQ1k+7HwLcDioAGTbzX+TnmNKlB6DJTfBjtdCj1sH1dblUltAK/3bo5RStcl1EssYMwr4HnAq0BQ4BnwO/N1a+2l8w1NKqSTky4BJH8OaR6QPVaAw9MbXSN+qU+6G1KaJj6NwJxxc5HBjK317Lth0YkpVsldeldv2SvXVZuW9vuaeK02L3TbSV42Txwdnvgz75sDa30tzcRuQqoouV0Lfn8Ci70VfolVxfwcXQtsJNY/t0FJYdK0MbihfIuzNhKX/B50vkwRcSnbNjxOLYBl8/HVpFl6e/Kv4vDy6HBZeJ03wz3xZkoEqcYr2yM846GKybLAUjq1NXEz1TfFBmDlSBqC4meYL8rw89ff152+pUko1EK6SWMaY+5EphVVfrYcA1xpjHrLW/jxewSmlVNLypsPAu2HAz6BwBxCEjI61W9GUt0l6cTgZBe4vlGUSUL/ecPsL5YQ+WrVZoBA++QZcuLV+fX+q7hgjSae2EySxa/2Vky4VK/6cqFrRFYsDn8KcSScnz8q/3j5NKrQmL4xv1ZdTC6+DPTMiPx8DBbLNwuvgjH/WXmzKBX2NBOR5P28KFO4C6yaBZWQIwaDfQJfLExaeUkqp8BzXehtjLgd+DmxHKrG6Axmhf78Xuv5OY8wVCYhTKaWSk8cL2V0hu3vtL8lzU+VgPLJMqr7Z9l/n25Yehv0fJS4W1XAZc/LzKcNFTztrIb2GEwoDpfDR1MjVX8ESSUYvu6Nmx4rF0dWw49XoCWWQbXa8KvdRiZPZHoLVDOyojicNcgckJp765uBCOL7GZQLLI5N/x82Efj9NWGhKKaWq56ZhwS3APmCEtfZ5a+1Wa21J6N/ngRHAAeCmRASqlFKqiqYDnS8j8abWz+azW/7tvMLFXwDbX01sPKrx6PUD8OU429aXLZNLa2LH684SEsES+OqF+FR+ubHuMXfLrYKlcp94KDkkkyAPL4OSw/HZZ0Pgy4JOF7vvP9bzusTEU9+sfUSqfd3wZYZ6MJ6ZmJiUUkpF5eav3mDgVWvtwXA3hq6fhiwtVEoplWgpTaDzlWAcjANPawOtRic+pngrO+ZiYwslYf9EKeVehwtkyVA03kzof0fNG5lv/uuJHm/RGC/snlGz47m1Y5r0DXPKBmD7KzU75v75MO9r8EZHmD1WLm90gI8uhAOf1WzfDUW/26S6ygnjg9ZjIbNjQkOqN/bNAqy7+xgPHF2ZkHCUUko54+Ydlw+I9nFFITrxUCmlas/g+yAll4g9TryZMOpv9bNXVFpLFxsbmeKmVDx4fDB+Zqgaq5rnjjcT2k6CPrfW/HjF+5xva/21n7Atc9kjDKSvmHWZJAC5z/KfwdzzYPf70vev7LhcgsWwazrMmQhf3ud+3w1N86HyYUY0xgtpLeD0F+TrvE2w9BZ4dyBM7wOzJ8KON9wvT6zPqk4XdsRAmcNks1JKqYRwk8TaBEw1JvxHjaHrpwCb4xGYUkopBzI7wjkLIbOTLGmqyJctl7NehTbj6ia+mup+rfMlXd5M6PLNxMajGpdmQ2DyYnn+eNLl+eTNlMdkSlMYcBec9VrNq7DA+eMcJCFR9fmeaJ4YPqP0pMSWPF/7CKx/ItQfLFwSzMptqx+EDU+5339DcnARbHsp+nY2CMOehNRmsOAKeG8gbHwGjn0JeRtg32z47DvwRns4uDjxcScDJ5WWVVkrVdBKKaXqjJt3JP8FHgDeMsb8xFq7sfwGY0wP4PdAf+AX8Q1RKaVURE16wYVbYM8HsPFpKNop1Vldvw1drgRfDG/Uk0WnS2DJDx1saCShl9EeivZCWitpuh9N0A97Z0PhNlmS03oMZHercdiqAcntCxNmQ8E2Wd4WKIaMDtBukrvhCtF0/SYcXSXT/aIJ+uX4tSl3IBz53P193CrLg1X3OmwgXwjL7wolu5PodS7/K9j8HBxfByYFWp0B3a6G1KbxPY618MmVEHTws8LC0pth01/g4Gfhq5D8eXKZPR4mfQTNh8U33mTTdpL0oiPo/D4GaDooUREppZRywE0S6w/AucDXgPOMMbuBPUBboANS1fVxaDullFK1yXig/blySUaBEtg7Cwq2Q0o2tJsC6S2i38+bKpVkH10QeWqb8UHBVninj/TiMQZyB0G7c6DHtScnpqyVao81D0KwLHQfjyQHWp4Gw5+CpjrBS1WQ1QW6XZW4/Xf/Diy/M/p2xivP8/TWiYslnAF3wsJrZYmgE75suY9bW/6Nu4UCwPZp0P1q98eKt+L98Mk34OCnEAyALZPrd02X322P78HQx2KragvnwAJ3y0rLjsKBT6IPBAkUwMdXwPmb6ucydKf63SbLVZ0kjgE8qdDzB7U/iVgppVQljt8lWGtLgUlIpdUWoCMykbBT6OtfABNC2ymllFKSIFr6I5iWCx9NhaU3wmdXw+st4b1T4fjG6PtoOwHGvgvp7aosoTJgUuVfG5QTs0Bh6N9iOLwYVt8P0/vC7ElyggmSwPrsO7DqV1B6WCoPAoVych4slmqbD0bBoaUJ+IEoVY2UJjDyGVmuWB3jleVgw5+svbjKdbwocn+wSoxs2/Ei98fZ+qLzpALI83bri+6PE2/WD+8Phf0L5PWnPIEF8voSKIbNz0tCPuiiQX4km59zN6UyWOJ8om3xPknGNWQtRkKzQZKccsKTHp/+d0oppWrE1Udd1toya+3vrLW9gCZIAquJtbZX6PqyKLtQSinVWATL4IMzYMPj4U+cji6Hd/rCgYXR99VmLFy8U/oP9bgeOl4CHS8OVQlYIMJJoS2FffNgxjAoPignvDtfj1DZZeXEeN4U+R6Uqi3droKRfz3Rz+5/PODNgpy+MHkJZHao/dg8KbKsMqUJkd8+emSbCbNjW25ZdtT9fUoPu79PvOVvkUR5pLfCgULY/xFsiFMSsmA7rqfrOeUvhK/+kZh9Jwtj4Ox3pMoy2oRHX5Z8mFIXzz2llFKVxNyJ1Fqbb63dZa2NYVyNUkqpBm/ZHXA4WjVTEGaf7WxKlPHI8sDTnoUxr0HJPudVBfihaB8svQlWP+CseiEQmoKmVG3q9k249ACM+LNUMrWZCN2/K0mhr62C7K51F1tuPzh3qfRK8mbIMt5yxifXNR8q2+T2i+0Ybhrcl6vrRtv5W6Wi08lnuYFCWPtwbFMbq/Km13wf1bJQtCuB+08Sac3l8dr1m/L4rVgJaVLkZ9xyNEz6FFqfWXdxKqWU+p84LcpXSimlKgiUwsa/ONs2WAprHwVGO99/3mY47LLJtC2DnW/hbDkUclK68VlpLq9UbfKmS1VWIntwxSqnJ0xeBNtehq/+LokObwa0GAW9fwi5/Wu2/06XwtGVkXvgVeTNgk6X1eyYNfXVC8gCBYfKjstSvVYuXvPCaTNOKrucNMGPRSwJxfoopQmMel76lW39DxxdIX0cs7pCt2/JY14ppVTSqDaJZYz5KsZ9Wmttjxjvq5RS9UugBI6vlcbg2T0hNbeuI0oOe2e5qJIC1j0mn3Y7dfhz+ZQcBxVcFRkvrpbfFO91t3+lGjIbhE1/gzW/O7mheNFeaNIbcnrXrHF5j2th5S9d3CEI3b4d+/HiIW8DWDeT/IxMu6xpEqv7tbDy3prtozq+bOh4QWL2naxScyURq5RSKqlFepfhIbaF9g14jIlSSiF9T9Y/ARuekv4txiP9NGwQOl0MQx6CrE51HWXdKtrpbvtSl31wrN/d9v+7XwBXf9pSNCnZ4ARK5fHjzWjYk9fiLeiHBZfB3g/DV0n582H5XbDzTRj7Hnij9BiqTlpzaZ694anoDd69mdD/Dkip44oh172/TGz9wqpKbykJvK0vRq/G8mbIlNa8zc4+YDAeqYpTSimlkky1SSxrbddajEMppeqHvbPgowtDJwyhZIgNnDip2/YK7JkJkxdDTiMuSnW7DMVtMiGrGzF9zuJJlWqsoMNBusFSOLICmg12fyyVPEqPSfL5zc5QuEseb94s6Hk99L65bvtMJbtAqSyvWvUb2Dcrcv+6QCEc/EwmkJ75cuzHHPI7+X1tn1Z9IsubBd2uhlPuif048dLyDNjrcPkjyNLmpkPic+zhT0li6tCi6pdgejOg6WA4axrMGB6a1Brh9dObCac+EnsiUimllEqgmBu7K6VUo3N8PXx0UehEoboTgIBUFS1o5J9gtz/X3fbZLnuOtBwFqc3c3QekAqff7XJS58ThJfDB6bDuj+6PpZLDkRXwdg/p3VS4AwhK4tl/HDY8Ae/2h60v1XWUyaf0qAxneL0VzBoHu99xNoAhUAS73pbESqyMR3oUnf4CNBsqz9eUXLl4M6DFSBj9Ioz8c3JU03X9lrvtmw6GJr3ic2xvKoz/IFSR1lQ+QDAp0mjflyM/sz4/gokfQWZHmPQJZLSr3MC8nPHKz3fgvZLgVUoppZKQNnZXSimn1jzksIFuEPI2wuFl0PzUhIeVlFKbycnnkS8cbGxg8G/BTSdGY+CUu+HzHztvAO1Jg67fhn63ydTBoyui/z5tQLZZ8XM58evydRdBqjqXvxVmnQ1lxyA9ePLt5RV5i66Vfjjtz6vV8Bwpy5f4U3Jqbwpf0T744DTpc+Wmt125YADW/wmGPx57DMZA58vkcnwj5IdeIHJ6Jl+Va0o2pLeG0szor0feDBh8f3yP7/FJ4mnAz2H3e3B8g1yf0wPaT5VEV7mcHjB1HWz5l0xJLNwV6hWIvL71/Sk0GxTf+JRSSqk4cp3EMsakASOADkDYOmNr7T9rGJdSSiUXa2Hrf4EwJ8LhBMukd0xjTWIBnDkNpvci6s8su4c0EP7qY3f773E9HFgI21+OfuLoSZOT32GPyQndhDmw+HrY9ipYByfpgSJYdjt0viI5Kj+UMyvvliRQNIEiWPx9uHBbcvx+g36pZlrzkCTDPSmScMvtD/3vlGl8FRMT8WQtzPuaJDdi7j1XBrveqlkSq6ImveJXuZQoGR0g+zzYPSPCEsjQMr22ExITgycFOl4YfbuUHOh9I/T6obx2BkqkYsvjTUxcSimlVBy5SmIZY64FHgaqW8NhkDU2msRSSjUswVLnfZRATv4CMVQwNCQ53WHyQvjwzGp+dkYSS+csjG2amTEw6jloPhRW/1YaS/sLqZQ086TLX6bOV8LwJ8CXJdf7MuCMf0NmJ1j7qJx0R1N6BPbPhzZnu49V1Z5ACWx/Fb56HvbNxXHvtNIjsP8jaDM2kdFFV5YP886DI8vlMQ0QCD0+j66UZNuah2HCbEhrEf/jH1oMx9fFnsAq54/SlL0ulB6Riq5gALK6QEab+O7/zFeqTG/0yOtPsBSaD4NB90GbcfE9Zk0YI6+J5a+LSimlVD3g+KzBGHMu8DdgNfBb4FHgTWAxMBY4B5gGvBf3KJVSqq55UuUSdNATBmQ8eW6/xMZUH7QYAZcfl55S6x6F0sNI8qoXDH4AOkyNLYFVzhjoc7NUFeybB/mboSxPTlbTmkNaS+hwgSwVC+fol84SWCDVdUdXahIrme2eAZ9cGep55aACqyJ/Aex6t26TWDYoVVCHllS/jM+fD8fXwuzxMHlJ/CuyNjzpcNl0FG6HOyTS4S9g9e9kGXF5s/JACbQaLUvw4lUZZTzQ6wbpJ3X4cyjYKr2pmg2C7O7xOYZSSinVyLk5c/gpcAg4w1qbZ4x5FFhurX0QeNAYcx3wNPBEAuJUSqm6ZQx0uRK2/ttZhYLxSPJEyUnjgDvlkijGA23HA+Nd3tHthMMYJiKq2rHnQxmo4LRH2kmsJD/r0p6Z0kcuWh+qYKk0Tt8+Dbq5bCoezfH1OF42XR1PKnS+PC7h1Njmf8DSH4YqY4OVf7b75sDBhdD3x/HtU2UMtBguF6WUUkrFlZvphEOB6dbavHD3t9Y+B3wC/CJOsSmlVHIZcJecnEXjzYShjyeuZ42Kn+YjZMmhE55UyB2Q2HhUbIIB+PTbNUhgAXjjv7zMrTUPO68gCxRIz6x4i8vrlgd63xSH/dTQng9CCawiqk3MBQph3WOw4alaDU0ppZRSsXGTxMoC9lT4uhioOiZnKXBaTYNSSqmk1KQPjHlT+oeETWZ5JIE17E/Q4zu1Hp6KQc/rcVxdlZKdXP1s1Al7ZtR8CZw3TRr31xUblJ5rbhxfB6VH4xtH28ngdZjYDcebCd2+DVmd4xdTrD7/sbPHRaAQVvwCAi76HiqllFKqTrhJYu0FWlX4eg/Qp8o2uYCONlFKNVztJsEFX8GAX0J2b0htAentoO05MOIvcOl+6HldXUepnMpsD12/KWPvI/FmwuAHZdmiSj473gB/XvTtIsnpAc0GxyeeWASK3T++PClQdjy+cfS8IfZVs94saDdZXgvr2uEvpCeVUzYIO15PWDhKKaWUig83PbFWUzlptQC40hhzlrV2gTHmFOCK0HZKKdVwpbeGgXfLRdV/I5+B4gOwf26YiWpGElwDfg7dr66T8JQDZTWsRvJlwel1PFjZm4Hr7FGwFFKbxjeOjDbQ7ycyjCHa8kxfNhivDD3I7gb975KkcDIke/fPdzdh0Z8nyw+7Xpm4mJRSSilVY26SWO8DfzTGtLfW7gYeBi4H5hljDgPNkUHCceyMqZRSSiWYJwXOfgt2vik9iQ4vlYliNijTE/vfAS1H1XWUKpLMzkhxucuG5L5s+f2PnQHNhiQiMueMgTYTYe9M5/dpOhhSqnZ2iINB90sj9I1PSb+xihM8vZmSuBr+hEz/xEJWN2hai/3ijn4J6/4g0wb9hZCSA52/Dn1ulYo6kARc0EUSC2pezaeUUkqphHOTxHoGmAYcAbDWrjHGTADuBnog/bD+aK118e5LKaWS2NHV8NULULRL+rt0/670xVINj/FAp0vk4i+SiqzUXElwqOTX/WrY9Izzxu6pzSCru0yl63yZ9MNKBv1vh4Mfh6kIDMOblbiJn8bA0EekZ9y6x2HX27LcMb019LpRft6JSJ5FE/TD4htg28syZdAG5PpAIWz8C2x+Fvr+FAbdB2mtpLeX42b/HsjskLDQw/IXwt5ZUHJQKvFang7ZXWs3BqWUUqqecZzEstaWAfuqXLcQmBrvoJRSqk75C2DB5bB/nizXsQGpzFn/OLQ7D0b/p2aNj1Vy82XIJdlZK02rjad+PB4PLoK1j8CemfK8SmsFvW+EHtdDesua7bvZEEkwH115IrERjvFBqzNh4tyaHS9R2oyHVmNg31wIFle/nScNmg6EjhcnNp4mfWDkn4E/J/Y4Ti28Dna8Gj4xZcsgUCaTBkGqspbe4nzf3nTodlV84oym+ACs+rV8SGK8ob8xHlmW2XKUJOFan1k7sSillFL1TBI0LVBKqSRiLcy/SE4iA0UnToitXyoR9syAT75RtzGqxq1wN6y4G15tAdNy4eUseLMLrH8i/k2+48Fa+Pz/YPZ4aZztz5MqmqKd8OV9ML0HHFxY8+OMeUMqrEx182WMJM5G/7fmx0oUY2DM6zIF05cVfhtfNjQfBuNngsdNQX09d2hJ9QmsigKFsPZReb1uPyXC46GKrC7yc020/C3w3iDY9CwECsB/PPRvniQu98+DuefA5hcSH4tSSilVD0VMYhljPMaYV4wxLxtjql1TYYxJDW3zUvxDVEqpWnRoMRz4tPoqiECRVJIc1RkWqg7smwfv9JGKprIjocbVQSjcDsvvgul9IW9TXUdZ2erfwaa/hZIPVXpWBYok8TbnHMjfWrPjZHWB85ZJXylPuizPMj7p4eRJl+WhU5ZDRtuaHSfRvOkw9l0Y85ZMPTVe+T7wQKuzYPRLMHF+3Sznq0trH4lcnVZJEDY8JX27UptFbzTvy5IK20TzF8GssVCyv3KfsaoCRbD0Rnm+K6WUUqqSaB/hXRq6XBVaThiWtbbUGPMm8G9jzDRr7WvxDFIppWrNxmfkE/xIgqWw+a8w7I+1E9OhJbDpr1CwDTLaQ49rZUmUMbVz/MbKXyi9d7a/IomWjHbQ/VpoNxk8Dqs74unYGvhoavX9kgKFcvL74VkwdY2cvNc1fxGsecBB9UyRNNUfWcNla5kdYfwMKNwJu96B0qOQ1hw6XACL1klPp/rAGGg7QS42KL9zX1ZyTP2rK7vekZ+FE8FS2PYSnPoQTF4MsydAyQHw51fezpcNnlQYV0uN/be/DKWHnX0fgSJY/jOY/Fni41JKKaXqkWhJrCuA3YCT2vuXgIeAbwKaxFJK1U8FW4k64cwGZElIopXlwfwLpZdQsDh04mNgxzRo0hfGzYS0FomPozHa8i9Y8kPAVD7x3TNTTnzPfhtajKjdmFb8UhJrEVkoOyaVT/1vr5WwItrxGjK4OArrhy3/gGGPxafJemZH6PWDKleuq/l+64LxyPS9xi5Q5G778kmD2d3g/I3y3F37CBxbDQQhq6s09u90ae019l/z0MmJtEiOroDjG6BJ78TFpJRSStUz0ZJYI4A51lobbUfWWmuMmQOMi0tkSilVFxwtNfJIVU4iWQvzpsKhRdI/6MQNUpVxZCXMGifLp+qiKqgh++oFWHJT+Oohf75cZo+DiR/VTg8dgOKDsPs9IOqfYznZX/cH6Hdb3VfrHV/n7qS9eD9kdUpcPKr+8qa7S2T5sk/83+OFDlPkUlf8RZC30eWdDOyfr0kspZRSqoJodeltgZ0u9rcLqCe1+kopFUaP6yqf/ITjzZBlZYl0aBEc/rxKAqsCWyZVY3tmJDaOxqb0CCy5MfryN38BfHylJBtrw9GV7qpFSg/L91LXjA9HlVgABBtXo3LlTvspOJ5H5EmFzlckNBzX/AWh54MLNhD9taiuFO2VJcCfXSOXNQ9D0b5o91JKKaVqLNpf01LATY11GhChU6VSSiW5NuMhu4f0HwrXCtCTKr1TEr2UbONfHCRS8mDDk9Dha4mNpTHZ/HccJ12K90iyseWohIYEQNDln1bjcX+fRGg1Wno5OanGSsmF9DaJj0nVT/1uh93vO0vqGA/0uSXxMbmRmhsaxOCCJwVSmycmnlgVH4BF18vyTMOJHpLedFh5L7Q/D0Y+KGyZuAAAIABJREFUC+kt6zRMpZRSDVe0j7R2A4Nd7G9w6D5KKVU/GQPjZ0nPqaoVWb5saDoYxr6T+GVaBVtxtHSscEdi42hstvzDeeWDv1CaR9eG7O7SrNoxjzQ0r2ttJziboufNgL4/adyNy1VkLUZCxwtl2mQk3kzofatMq0wmnhT5kMSNoD9UgZYkivbA+0NkaXOwuPIQlECxXLfrHdmmaG/dxamUUqpBi/Zu8RPgbGNMz2g7Cm0zFlgQh7iUUqrupLeEKcvhzFeh48XQ4jTodJmMvJ+8CFKb1kIMTnpzAWkxftptLRxcCAuugDe7ymXB5XJdbS2RS0alx1xsbKUqoTY06SWJVSeMD7pdJSfNdc144LTnJUlV7TYpkNEBev2w9uJS9Y8xcPo/oNMlkqgyVXoBGp88znrdCEMerJsYo+l/h1QmOuKBjhckRzIa5O/CnMnSt676geVyW/F+mHte4/5bopRSKmGiJbGeRpYcTjPGVNvryhjTCngltL9n4xeeUkrVEeOB9pNhzOsweSGcNQ3ajq+9RtlOenP5sqHn993vO1AM8y+A2RNlelzhNrnseF2u++j8yp+wNyapuS42NpDeKmGhnGTgr6NXoYAsee37k8TH41T7yXDmK+DLqfyYNh7wZkHzU+GcT3UCn4rOkwJn/AsmfQxdvgEpTcGTJkvuelwvgy6G/r7uBxpUp80EaHWWLL2LJqUJDHko8TE5deBjKPjK2ZJIWwb5G+VDEaWUUirOIvbEstYuMcY8A3wfWB36/xyk2bsFOgITgBuAFsDT1toliQ1ZKaUagbYTIbOTTLMKe9LgkR5CnS5xv+9ProS9s8NM+gpCoAD2zZFtxrwZS+T1W7erYeU9zpYU+jKh89fh6Kr/Z+++46Ms7AeOf567y04IYYQZ9t4gosgQBSwoLly1+muttu5R96q7dW/tsq2to3W07goiikxRmbJ3ZO8EMi7rnnt+f3wTCeFy9zy3sr7v1+teQO65e76B5Mjzve+A/OUyhDm9h8yBisVFdMczZS7Q2qdqj8+dAiPfqH/bzDpMgfP2wdZ3Ydu7MuQ6vTv0vBpaDq/r6FRD02KoJLMaGsOAMe/DvHMlKeQrPvYYd6p8H4+fBeld4h5irdY+LS3Udvm88pjW78UuJqWUUk2SnTUpNwBu4FfA3ZW3mgzgr8CN0QtNKaWaMMMlFzEzx0DpnqMHY3vSJYE1cZ6zjXUgyZbdnwdfVW+WwO6ZcmzWkPDib6i6Xw4rfmvvWE8mfHcVFG2unOVkAYZUhwy8TypDop3MGvQgZA2SRFtRrrRQGYBZLgPmhzwWn0Hz4XAnQ7efy02ppsqTAuOmyZD6NU9ItZIrUd6sSGwBfW+V16HErLqO9GgHvsHWnMYfWXBgYayiUUop1YSFTGJZluUDrjQM4x/A1cAooF3l3buB+cArlmV9HbMolVKqKUppC1PWwI4PYf3LULJL2td6XgOdLrDXklLTuhftDQj3l8G652HkP52foyFLzILhf4TF1wevxnIlQvlBKA2wy8RXBEtuhoOLZEtXtBNZOVPldmilVOoZblk4UJ+qNpRStTNcslW2wxlQUQjleVJ9ldS6/rZCOlosUfWYsujHoZRSqsmzU4kFgGVZCwF9S0UppeLJlSAJq04XROf58hZJ21solgl5S6Jzzoam+y/B5YFF1wBGjSq4DElg+YqCX6CZXvjhLWh5PPS4MvKYfCWyidLyQ2pHSEiH5gPlppRquBIyGsY8uMQsqDjk8DH1ZCi9UkqpRsV2EksppVQjYITa5xHmsY1N1/+TjZTb3oGt70BFgWyM7PEr2PAHWTEfilkMqx6JrK2wcJPMwMp9s/LfwwB/hVRi9btTWguLt0HuG9LW6E6B7LGyVdOdGN45q8tbCntmQkURJLeBTudBSrvQj1NKNS7dfglrHgveil6dO0XeEKiNZcHer2Dnx7IVNqUddLlYE/NKKaVC0iSWUko1Jdlj4fDa4CvSAYwEObYp86RAt8vkVqUsD/aci+3ZMOWHYP8CyB7t/Py7Z8Lcc6Xiq+Zw/23vwPYPIKOHtBTiP9Luk/uGzOoa9Aj0vsH5eQH2zZfnKP5BntfyyUXpsttk6cAJf5N2V6VU09DjSlj9qP3jLQu611KFuvtz+OZyqDh8pNLVcMP656FZHxj1FjTrHXnMSimlGqUm/Da7Uko1Qb1uBJc79HEutxyrjubd5nyYftFm5+c5tBrmniPVXIG2U1om+Evg8Erwlx49r8ZXKBeHy++C5fc4P/eu6fDVT6BgjbRFVp3fLJGE2u4ZMH0IeHc6f26lVMOU0gb63QXutNDHulNhwL2Q3OrY+7Z/KK9tJTuPbtW2THmNyV8OM0bA4TXRiz0YvwkFGyFvGRRtkeSbUkqpek2TWEop1ZQ06wldfykXGbVxp8oxzXrGL66GwnA7v8gxbCQNa1r5EJilzh9XnemF9S9Ky45dpfth3gXBh9pbPig7KBeiSqmmY+D90Ou6yv8/ArVIG3Jf75ug/73H3l16AL6+JERLoiXD7mdPiW1CqXQfrHwY3m8D04fCl+Pg04HwYUdY+5y0OCqllKqXNImllFJNzfEvQ/crwJUMrmpVRa4kuXW7HIa/VHfx1Wfp3QJXRtXG8kPWYGfnKDsoc2LwO3tcIGYxrH7c/vGb/2rvvJZPKiXyvw87NKVUA2MYMPQJOPULmbvnSpJlF54M+X3OVBj/JQx5NPAcwM1/w14rtgVl+2HfnGh/BuLAt/BJL5nxVX5QXicrCiR5X7ILVvxW7j+8LjbnV0opFRGdiaWUUk2N4YLhL0Lf22DDH+HA1/LxVidBr2shrVPdxlefedKg888g9zV7yayMns4HFR9eDe7k6K2n3zcHyvNlu1goG/5of3CzWQYb/wwj/mTveMuCw6skSedJl+SeK8HeY5VS9UfrkdD6PalWKtkJGJDaARKaBX/cpj/bf33xFcvrS5txkUZ7tEOrYdaEo1sZazK9EufMUXD697IRVimlVL2hSSyllGqq0jrBUAdVOkr0vwu2vQ2+EEksdwoMCePv1x9i6L5TrkQo2WMviVW6z8ETm5VD5UMdVpnsWvsUVBwCwyMVaoZbkqZ9boWkFg7Oq5SqFxIz5WZX6X4HT25B8VbHIYW06GpJkNk5f/lhWHYHjPp39ONQSikVNtvthIZhmIZh3BfimHsNw3DQZ6GUUko1MBk94ORPpJrICPReUOVcmGHPQvtJzp8/rcvRg9ojZfntD6N3Or8r1PP6imHmGPj+nspBzsWVG8kKJaG19hmYNgiKtzk7r1Kq4XElOjvenRzd8xduhrzF2N4uiwk7PpBKVqWUUvWGk5lYBoGnOAY6TimllGq82pwCk5dD98slYeXJkFYaVzJ0OBPGz4KeV9f++MNrYMUD8N1VsOxO2Df3yBDjjO6yZj5aXB5IzbF3bNYQ+8/rToXsU4IfM/9COLSy9kHx/jIo3QNfjAMziom7xsTv041pqnHIHo3tywR3CrQ/Pbrnz31TthE6Ybhh+/vRjSNW/Cbs+ETeOHgnFd7ywLvNYMHPIG9JXUenlFJRE+12wiwgwnVKSimlVAOQ0R1G/EUqropyZUV8ak7w1rjDa2Hh/0kSy19xZK7Wxj9AYis44a/QbiIMuA++vjT4lkA7XEnQ81r7s6f63QELfx58XkwVyy9JvNocXiObEf0hfiywTBnivOND6HyhvTgbu6Jc2Sy55VXZ1IYh89X63QGdfwqeINtFlaqv+t4urwl22vksK/jrSziKc8Fy2K7t84J3V3TjiIWCjTLrqzxfKl2r+Aph2zuw4yNodQKM/QgSMuouTqWUioKgSSzDMMbW+FCXAB8DcAOdgEuA9VGKTSmllKr/PGnQfEDo4/JXwMzRlQmiGpU1vmK5zT0bRr4Bnc6DnlfBxldkc1a43KnQ+0b7x3c4E9I6Q8GG4Bd77lSZZxUsYbf+BfvzvXxFsOZJTWIBrH8Zlt8hyb0f20otKFwPS26S1szxsyGzlmo9fwUUrANfCaS0gzSbVXhKxVrrMdBiBBxYGDy57U6F3r+BpJbRPb/TdkaQRSj1fQFF0RaYcYK0agfaLmv55Q2R/V9LldZpC8GTEvcwlVIqWkJVYs3myE/aFvCLylsgBvLKeWtUIlNKKaUaC78JX006+h3yQMwSqdRqfRIMfQYyesPKB6QawCwFLGmzwQVZg6RFJFC1litJqnXGfwUpbe3H6fJIK+TMMeDdEfi5PWnQ8TwY8kTw59q/0N4GxyoFq+0f21htehWW31n7BjdfUeWcsQBb08rzYc1TsPGPlYPzXdKumTkQBvwWOp4Vn89BqdoYBpz8McyeDPnLAlRkGfL61u0yGPy76J8/awi405y9MeBOhcy+0Y8lmuadB75aEljV+cskGb7itzDsmbiEppRSsRAqifUwkrwygPuRpNacAMeZwEHgK8uy1kUzQKWUUqrB2z3dXoseSBvNxj/DoIekGqvHr2H3TDi8UpITzXrLrBhXAuyZBWsel5larkTAD0aCVEn1usFZAqtKcjZMXgpb/ilJkZI94HJLhU+LYZIQaX+GXJAG/Twc7nmxHM6qaWx8xbDkRhstpJZUXCy/G056Qz7k3Qmfj5Ttkv6yow/PWyQzcXpeA8OeiknoStmWkC7J9Z0fw5onZNB61cbS9qdLy2H26Nicu8slsMzhe+0uj7ze1Vf5yysrZ0MksKqYpbDpFRj8++gPzldKqTgJmsSyLOvBqt8bhvEL4EPLsl6MdVBKKaVUo7L+xdBVWFX8pbDxT5LEAqmoaf8TudXU9lS5leXJgHRXEqR1irz9xZMGPa4EXJIkK90rmwjzl8G65+T+NiGGumf0hIK19s+Z3C6ikBu8rW+HTgxWsUzY/l8of0kWCsyaACW7a08cmsVSoZXZD7r/MnoxK1VT4WZ5vdszUxImKe1kLl+n849sM3V5IGeq3MxySdx6MiRZHkuJmdD5Yvjh38cmewNxp0DvmyTe+mrdC/Y+l5q2vQddL4l+PEopFQe2X5Uty+oay0CUUkqpRqso19nxZQelIstuUiOpRfD5VE6ZZTDrNKmSqKoMqrpQ2jsLDnwDAx+QQeO16X2jHGunAs3p7K5gvDugeKtUpGX2kSRPQ7DlNfvVeiCf356ZkJApn3OoyjfTCyvul1Ytu19XStlllsM3l8OO96R9umqmXnGubChdfB2MeQ/ajj/6ce5EucXLcS/IbKjiH4Inf9wpkDUU+t8Tt9DCkr/EeRWrrwgOr4pNPEopFQcuuwcahuE2DOOYdTiGYZxqGMYLhmE8ZhiGJrqUUkqpmpxWRhmuuk00fHeltKHV1tpmemHlQ7Dz09qfo82p0ppo50cNwxX5JrLdn8vg/I97wuwz4KuJ8H4b+Prn0m5T35UddHa8ZcocrHXP2U9+VRyC/fOdx6ZUMJYf5p0LO96X6quaSyF8hdICO+cs2U5YlxIy4CffQMsTJHlu1Kj+MhIkgdVuEpz6Rf0f6m463LZYxRfh5lullKpDtpNYwNNAnmEYmVUfMAzjp8BM4AbgTuA7wzB0DY5SSqmmq/wQHF4HRT8cmVOSPUbmvtiV2S8modlSug+2vlv7cPEqphdW3Ff7/YYBp8yAxOaSpKqNO1nWvidmhRcvwIqHYO65sH+BtGNWHIaKArmg3vpv+GyYsyqnuuB07b3hBk86FDhZCm1B4UZn54kHy5JqnZ3TYM+Xkpyz69AqWPkwLLoevv9t5UIBK/TjVPRs+y/sm2PvNWP+RVKpVZcSm8PEOXDaAuj8M0huKxWbKe2ljXrychj7fsPY4JcSRhu2K/HopRBKKdXAOGnyHosMbj9c7WMPAIeAm4C2wGPALcDNUYtQKaWUagj2zYNVv4d9s+UiwTIlydDnFuj+K8h9A0wbw8496dDvzpiHW6vcf8k6FzsK1kHhJsjoEfj+jB7Q727ZuFcbywp98RtM7puw9snaq8YsU4amF26UxGJ6l/DPFUs550siJ+Rg90r+cplLVrOSJJj6ltyxLPjhTVj1CHh3HZk9ZJZBzrkw6OHav7byv4dvfilfg/6KynZKA9Y9LwsNRrwi8+JU7K15IsCmwVqYpbLoosOU2MZkR9YQOOn1uo4iMj2ulLZvuzMXAXBB5wtjFpJSSsWak0qsHGBT1R8Mw+gG9AZesizrTcuyngamA5OiG6JSSilVz615Gr6aBHtmyJwVX6EkI8r2waqHYMHF0GoUuEJsgzLckNQKcs6LT9yBFG2SC007XIlQvK32+3dNh5X3E3T1u78M5l8IB75zFCYgSZDv77WX+LEsab2rr7pfbn/DGAa0nShVGK1H2U9kmV5YchMsu1PmaNUly4Jvfw3fXSMJRrO4soLusFTTbXsHpg+Dg4uOfeyBb2HmKFk0YJZUmwdmyfMUbYY5U2D7h3H9lJqkkr1weLX9432FsPnV2MXT1ORMdd563mokpHWOTTxKKRUHTpJYzYCCan8eBVjAZ9U+thrQ+lSllFJNx46PYOUDQeZHlcig8dLdMijYfcx4SeFKkg19E+Yc2eJVFzy1xBeQVfuadsuCxTfYq7IyvbDsVgfnrbR/PpTn2TzYgi2vSpVPfZTUQgbl1/b1UZ0nFYY8Lr/v8xv52rHLVwTrn4f/9ZPqwbqy/kXY+pYknQKx/JLwmHXa0e2FvhKYPTl05Y9ZAl9fAt6d0YtZHavsgCSznSjZE5tYmiJ3Igx7wd7rBshm2eOej21MSikVY06SWLuB6oPbJwAlwJJqH0sHbPRKKKWUUo3E8rtDVwJZPklkDXwAhj4FaV3koiMhU9oHE7Og311wxgpI6xSXsGvVdqLEZIffJy05gRz4BkodXKwe+Bb+NxD+2wL+2xI+Pwm2vy/nqM2hFcHvP4YFJbscHB9nAx+E7ldUXpAGqK5wJYInA8ZNg+b95WNZQ6DthNBVftX5yyVBNHsyHHJQRRMtfhNW/c5eBZ2/HDb/48ift70r7YN2WCZs/FN4MSp7PGnOt+MlpMUmlqaq+2Uw8KHgiayqGXonfwJZg+IVmVJKxYSTJNY3wFmGYUwxDGMCcD4wy7KOWkHSDdC3vJRSqr4qOwhrnpQNbv9tCR92hmV3QfH2uo6sYcpfLskpO3xFsOFF6HUtnLUFJi2RZMTEBTB1Hwx6MLLh5tHSdoIMOQ7FlQDdfll75da+2eCz2ZYIstGsYJVU3ZTnwYGFsPAy+KhL7cPLbbffVTHCeEwcGQYMfxHGfQrtJ1cmrdKPJDx73wxT1kL22KMfN/od+Zjd5GMVnxeW3xG9+O3aM1PaSO0wvVI5VmXds/aH9PvLYOMfncen7EvrJF+bdrnToOPU2MXTVPW7DU6ZLm9CuJLA00xeDxKaybbFrr+Ayctkjp5SSjVwTga7PwqcDXxU+Wc/8PuqOw3DaAaMA96OVnBKKaWiaNdnMO98wH+kxas8Ty4QN7wIw56HnlfWaYgNzuF1zgZrH14jvxoGZPaJTUyRMlww8g2ZKVRbK6DhgaTWUjlUG18xEOEWMl+hJCw+HykXYDXnuGT0kmSa32ayzDLD2+YVb23Gya38sGyLdCfK5jRXQuDj3clyAbv7c/juavDaTKxiwZ5ZULI7vn8vhRukwsou705pTzWM4DPYAik/LC2kddmi25gZLllesfJ+mwsa/ND10piH1SRlj4VTP5c3pfIWy2twYnPIPtn59lOllKrHbFdiWZa1EjgBeK7ydpJlWd9WO2QQ8DnwVlQjVEopFbkD38K8qTJ/puaFhr9MPrb0Ztj6n7qJr6EyXNhf5YfDY+tQ21Nh7EeQ0Pzo6h7DJZUUmf3hJ4sguVXtz5HcpvZ5WY5YUFEAi68PEOcEZ8mJThc6nPlVxxIzoVlPSd7VlsCqYrig/SRIcFiN5fLAni/CjzEsDr9vqg+udjrEGqvy+7QR8Zuwcxp8cQr8pwW82ww+6Q3rX5bvlXjreaUktUMl9N2p0vamCZXYSsuR7Z5dL5UtkPr3rZRqZBz9r25Z1krLsm6rvC2qcd98y7LOtSwr3j8JKaWUCmXpLaHfJa/aXFaf263qm6yh0gZnh+GCliNiG08kLEuqXPJXQNEPkiA6bx+c+CrknA9tT4NuV8CEr+D05ZDaPvjz5ZwnzxmV2EzY/cWxA6Fdbuj/W3tDjQ0X9L09OvHUZxU2W+2qWD6oKIxNLLXJGiL/dnZl9DqSvMoc4OxcKR1CJwAbEu9O+LQfLLhIWnYr8qVisXADfH8XfNBetoLGU0IzmDgfUnNkRlZNhku+R/vcAn1vi29sSimlGh0n7YRHMQwjC0i3LEsHqSilVH1WuBnyl9o71lcoVRntTottTI1Fs57QfBAc/Db0sa6U+nkB5yuB3NdkVlrpHjASJDGXlA39bpe5V50ucP68qe2h7XjYPcP54OdADBfs/Bh61Gh57X2jzCbb9p/aN925U2SYftUw9MbMzjyz6owEaTmKp9ajIKlV6A2DIJWA/arN7ep7m/x7+2wk3typ9fN7LlxlB2HGifJ9agVYaFD19znvfDj5Y/n+i5e0HDhjtWycXP04FOdWVmZZ0PE8mdnU4rj4xaOUUqrRclSJZRhGumEYzxiGsQc4AORWu+8EwzCmGYYxLNpBKqWUikD+cvsr0M1SOV7ZN/RpSZIE40qG1iOh5XDnz+83oWSvzC0yHcwRsqPsIMwYAUtvlYtOswR8BfKrdyssuwOmD5O5TOEY8YoMq49GO5e/DMryjv24YUi12HHPQ2onSXp4MioHGidD6zFw6sz6MTQ/HrpeGvrrsTp/hVTZxZNhwJCnQlfQGS75d+t00ZGPtT9DEmB2vqZcidDtF5HFWp+suB/K9gVOYFVneuHrS+JfVetJle2aZ22ECwrh3N1wYQmMfksTWEoppaLG9k+VhmFkAguBm4FdwFqOHmiwEhgDXBzNAJVSSsVblFrAmors0TII3Z0iVS01edIkeTX2Q2fP690hmyPfawkfd4GPu8N/M+Gby+HQqsjj9vvgy/Gy+c/0Bj7G9ELRZvhiXHgJtNQOMjsrvWflbK3qPzY4nG1kJARuVQJJivT4FZz9A5z6hSTPTnhVKkMmzpXKn6ai+xX22zgNl8zMCTbbLFY6XwCDHq5MZAX4WnAlQ3I7mDAXPNWSci43jJ9VOYOptoYCl2xnG/9F/KvMYsXnhS2v2R+I7yuWQf91xZMCSS2ctY0qpZRSNjh5a/ReoD9wmWVZw4Cjpv9aluUF5gBxrF1WSikVUvMBUm1hhzvF+cwZBZ3Ok4RJr+vk4hkDcEGL42Hk6zD+q9oTMIHsngn/6yubIysOS4WcWSK/5r4h1VMb/hBZzDv/JwmqUDO9LB94t8P298M7T3oXmLIWxn0KHc+BZn0hs1/lKngHg98NQx4T6phWJ0CXn8q/SXq38GJuyJJawsD77M0J82TA0CdiH1Nt+t4K47+EDmdK1ZQnXV6DklrDwPvhjJXy9VNTeheY/D10/T853pMhCwc8GfI11fEcmLykcVX/7J3lbBOqr0jahJVSSqlGxslMrKnADMuyXg9yzFbg+MhCUkopFVXNekvSIG9J6GPdSdBuUuxjaozSu8Jxz8nNXyFVIo43qQEHF8Pcc2qvjrJ8YPqk1S+hOXS9JLx41zwuF7p2+Irk+C4/De9chiHr37PHHvmYZcEnPSWRZkfmAMjsE975m5p+d8uss3XPShtmzZlk7lRptRz/Zd0n+lqdCCd/JMPlS/fJa1BK+9DtgiltKttIX4A9M6E8X5JgbU6F5NbxiT2eyg4ADtsDay5CiETRFkl8lx+SbXftJkFm3+g9v1JKKWWTkyRWR+C9EMcUAZnhh6OUUiomhj4DsycH31DoTpU5Ndr+EblItqEtvqH2BFZ1pheW3ACdLwKXwz0tlgUHF4U+rrpDK6Wl0G1zvloohgHH/7EyYRdic6bhkS2Eyh7DgMGPQM5USWRtqyyet0xIbiPDzrtdVr9a7RIy5BbO43KmRj+e+uaYdlwbnA75D+TQSlh0HeQtkk5zfym4kuD7eyGzPwx/SRKRSimlVJw4aScsBLJDHNMVGfiulFKqPmlzsrS1uVPlAqQ6wyMtOQMfhO6X1UFwUeavgG3/hWV3wtJbYOOfpXqgISjYAIccDNb3+2DnJ87P4y9z/hjDkIoXf4ih0k60O01mV7lTA88TO3JyWHARzD5Dhtwre1oMhZPegAuL4dxdcH4+nLMd+vymfiWwVGitx9ifhwWS9Op4TmTn3P81fD4S9s+TVmZ/qXzcXyaJ57zFMldv1/TIzqOUUko54CSJtQiYYhhGwLfJDMNoB5wOzI9GYEoppaKs0/kwZR30uRmS20o7UWILGQQ9aQn0u72uI4yMZcG6F+C9bBl+vvZJWPecbN77oB18exWYYSRv4snpIGZfoSTsnHIlhVG9ZcKCi+H9trDyYWlXi4YuP4XTv4fuvwZqqQK0KuQCevfnMH0IeHdG59xNhcstQ7YT0sNrcVV1L6UNtPsJtquxLEuqNMNVlifVu77i4MeZXph/ARRvDf9cSimllANOklgvAC2BaYZhHNUEX/nn/wDJwIvRC08ppVRUpeXAkMdg6m64qATOPwgj/tw4ZpssuwO+vwcqDklyp4rplSqCH96AL08Jb8tevPgKwLQ5hL9KRRhVZoYhVRqh5g7V5CuE8oOw5jGYcQKUH3Z+7kAyekDWAJmHFIzlk9lAc6ZE57xKNSRDHgOPjYH97lQY9Ii9Y2uz+e/2F4L4K2D9y+GfSymllHLA9k+vlmXNAB4ERgGrgLsBDMM4UPnnk4C7Lcv6OvphKqWUUkHs/hw2/jH4LCmzBPKXw8oH4xaWYwnNnc+cSmoV3rn63uZsO2B1ZikUboA5Z4X3+JosC1b93t4sMMsnbZdOZ3op1dBl9oNx0yu3MAZ6nTAkgdXnVuh7c2TnWv9c6Fl1VfzlsOkv9pNeSimlVAQcvQVrWdbDwHjgYyAfMJExj9OACZZlPRXkskObAAAgAElEQVT1CJVSSqlQVj9mcxh6CWz8Q/2txuowRRI6dnnSofPF4Z2r5fHQ9VK56A2Hv0xm4kQjmbR/HlQ4qOoyvbDgUii0udlQqcYiewxMWQO9fyOD291p8jrgSoSOZ8GpM2Hww5GdwyxzPnvO8kHp/sjOq1TpfnlD44OO8Fai3D7MgTVPQtnBuo5OKVVPOByIAZZlfQV8FYNYlFJKKedKD8CBhfaPtyzYPQM6nhm7mMKV1glaj4K9s5D3iELwpMlw9HAd/ycZqL7l7+A3ZfaUE/5SWPsMjH47/BgACtaB5Xf2mKINMG0QjHq7fv5bKhUrqR1h6BMw+HdQslsqoJLbyMyzaLD80nLsIJ8OLklkKRWutc/KSADDdXQVoHeHVFCveACGPQu9rqmzEJVS9YPDYRihGYbROtrPqZRSStWqdE8trTW1sHxQsit28URq+MtSWRGKO0U2+zmda1Wd4YLjX4bJK6DnVdLO6ITllyqqSFkWDq+YhemVrYX7dKeMaoJcCZL4zugevQQWyNIPd5qzx1g+SNJLABWmVb+HFfcd2XxZk1kib5osu00WtiilmrSoJbEMw8g0DONRQGv7lVJKxY872WEVjyv0APFwWX7Y9Rl8cwXMnQpLbob8Fc6eI7MPjJ8FiVmBLyRdSZLAOvE16HB6dOJu1hOGvwQj/iLzdpzwR6E1M6MHGI6Lw4VZAotviDwGpZQwDOjxa/tvDhhu2X7rSYltXKpxOrgYVj9qcySAF76/Fw6tjH1cSql6y9ZPjIZhdAaOAyqA7yzL2lvtvmTgZuA2IAuw8QqklFJKRUlaF0lKmSFWwf/IhNajox/HgW9h3rlQUQi+osoPumHTK9B8IIz9CFLa2HuulsPh7B9gy+uw7mko3g5YkNgCel0LPa6G1PbR/xxS2jp/TDSqL9qcIom56lslnShcLxc1zQdGHouKjUOrYecnMtcmoRm0GSffh4ZR15GpQHpdL8sy7HAlyaIIpcKx5klZFmKXv0KqsU58NXYxKaXqtZBJLMMwXgSuBap+yig3DONWy7L+aBjGOOA1oCNQBrwAPBajWJVSSqljuTxywbXmCWlFCCVrmFT+RNPBxfDl+ACJNFPeOc5bAjOOh8nLIamFvedMaAa9r5eb5ZeWO5c7unHX1GqUs9ZMdyr0jMJ8EsMF/e6AFffbeze+JsuUCjhNYsVHRSFs+48M1ne5oVk/yDlHqiJr2jsHlt4CBWvl4tPyAS5YmwqJLWHw76HrJXH/FFQI6V3g+D/DoquDbyl0p8LAhyBrSNxCU41Ieb4kt3FQTW35YOvbcNyL0W2jVUo1GEHbCQ3D+AVwfeUf1wLrgATgxcr7PgPaA38BeliWdbNlWftiGK9SSil1rF43QGJzjrzfUgt3qgyGjSbLgq8vDV4JZvmgdK8Mpw2H4Yp9AgvkHL1vCpyMCMiCrj+Pzrn73Axtx4e3LdFf7my7oQpPRRF8eyW83waW3AhrHoVVj8B3v4b3WsPyuyVRVeWHf8PsyZC/VBIhPw7+9ku1oncrfHelPE7VP91+DiPfkArQmm3GngxJtB/3IvTTKiwVpoIN4bX3GwlQnBv9eJRSDUKomViXAeXAGMuyBliW1R84FTCBvwN7gGGWZV1rWVY9npKrlFKqUUtuBRPnQ3Lb2udIedJgzHvQ6oTonvvgItmeFIq/HLa8Cr4gVQ31Qd/bIKOX/J0F406FEX+DxMzonNdwwZgPKiu7HI7sdCXKDDEVOxUFMGME5L4uCSlftaStr0hu61+AWT+RRNaB7+DbXwev4gGpvFv/Imz+Z0zDV2HqdB5M3QsnvQGdLpTW345TYcQrMHU/9LiiriNUDZmd6ulADMNZC6JSqlEJ1U44CPjAsqwfd5dbljXXMIwPgfOByy3L0sl6Siml6l5GDzhzA+S+AWufhOKt8oOuJ1NWcve8FlI7RP+8e7+UrUl2GG7IXwatT4p+HNHiSYEJc2HOWZC3WD636oPz3WmAH0b8Fbr+LLrndrlh2NOQ2hGW3QFWRejHgMS39ys4+B006wPdfintUCp65v8UirYEv+g0S+DgNzDvQqmSsNsaanphxT1S+RPJtk0VGy4PdDxbbkpFU1Ir8PtCH1eTv1weq5RqkkIlsTKBTQE+vrHy14UB7lNKKaXqRkK6JKx6XSM/GFtm7DYRVjFL5Dy2NJB3jxMzYeIcqTJb+yzsn1d50dAael4tLYTRqsAKpPuvZAOVaTeJZcKuT+X3rkQZFNz6JDjpTUhpF7s4G5uiH2DDy/DDv6Q905UILU+ALpfC3ln2qibMEtj5ofNzVxTCni+h3UTnj1VKNUzN+sqcSK/dxSyVUnNkqYtSqkkKlcRyIRsJa6oAsCyrnvdEKKWUarJcHmwu4Y1MWmepTrKzHdFfDmmdYh9TtLQ8Hka/Ff/zJqTDkMdh+V02q3msI7/1l8uv++bCtCEweWlsKvAaE8sPS2+Gja8A/iN/h2YJ7PlcqtzsVsWFy1cEe2ZqEkuppsQwoO/tDl7rkf9v+92hm02VasLs1GxboQ9RSimlmqic85FRkTZk9I7+ZsTGqvcNMOBecKdIG6ZTlg/K82D2GdGPrTGxLBnWvulv0jpalcA66pgYJ7CqlOXF5zxKqfqj22XSGminldhwQ0ob6HxxzMNSStVfdpJYDxqGYVa/AfcD1Px45S2MxmallFKqgUrMhO6/Dr1Vz50Kgx+JT0yNRf974LSvofPPZNC8OwWMRPuPt3xQuEnaIuPJsmDvHJh7DnzcAz7qBrNOg53/A7/d1tM42TNT1tXbrYKIGUMWNCilmpaEDJgwRxazGAm1H2ckQkoHOdYTxhZbpVSjYSeJZTi86UROpZRSTcuwZyD75MCbEUESWAPvhw5T4htXY5A1BE56HS4ogLM2w4B7JJlll78E1j0fu/hqKtwEn/SCOVNgx8dQtFmGnO+ZCQt+Bh92gIOL4xdPKGuesNcKG2ueVOhwZl1HoZSqC+ldYPJy6H6F/H/pSQfDIzdPhvy551Vw+nJZ/KGUatKCDguxLEsTUkoppVQorgQ4+RP44Q1JChTlysf85dB6DAz4LbQZV9dRNmzuRBnSXrBBZjXZZfkhfzmkxy60HxVtgc9GyFB0/Mfe7yuU2xfjYMJsaDk8DkEFUbIX9n9dtzFUScqGVvV4a6dSKraSW8OIP8mG2h0fgXe7fDytC3Q4SzbnKqUUcZl4q5RSSjUBLrfM9uh2mSQHfIUy5yOxeV1H1rjY3gRZ/TEBEkqxMO8C8NWSwKrOLJZKrXN2ytdNXfFul+Sgv443ZrpTpJpRBzUrpTxp0OVndR2FUqoe0ySWUkopFW0pbYA2dR1F49SsD7gSAw8gr01G99jFUyV/BRSss58w83lh92fQIczB80W5sP4l2P4e+IqlHa/j2dD7JvvLA+wMUo41dwoMfhRyzq3rSJRSSinVAGgSSymllFINR/dfSsumXZ506H0jrI9dSABs/BP4y+wf7yuE9S84T2L5ffDd1fDDvwD/kWRe+UHY+BfY/DfoeB6c+KpUWQWT1hlMB8nAKq4kZ59rTVUzzTIHwODfQbvTwn8u1fhVFMhShJI94E6GFsdByxFauaeUUk2UJrGUUkop1XCkdYbWo2HfbNk+GEpCc2g7AdbPjW1cBeuctzoWbnJ2vGXBgoth17TALYBWBZgVsON9mJcvc9qCVVsltYS24+X5sOzF4E6GEX+DTa9A8RZJqpXuI2QLJQCGJCB6/Bpaj4XMPvbOqZqm0n2w/C7Znmm4KxO2Lvl9SjsY9Ah0+WldR6mUUirO6kEduVJKKaWUAye9IQkYI8R7cZ50GBcikRMt4VSFGA7nYW37D+yeDqY3+HFmCeydA7lvhH7Ofnfa3/boSoJOF0LXS2DiHDhnO0zdDV0ulY1iQRmQ2ALGfgA9rtQElgqueCtMGwy5b8rXs69Iklj+UpkpV7QJvr0Clt1e15EqpZSKM01iKaWUUqphSWkLk5ZA8wGSPKmZpPKkyxr2ifMga0h8YsoaCkaCgwcYkNnP2TnWPC7zr+wwi+X4ULLHQO8bQiehXImQmgPDXzr2vhP/DjlTZSAzAZJ5njRIzoaJ8+XfRalg/BWywbNsv1QX1sb0woY/wqa/xy20wHGUwc5psPnvsOU12L9AqiaVUkrFhLYTKqWUUqrhSe0Ak5fBwcWw7nk4tFyGqmd0h143SptcPAeX97xWLqiDXXRX50mDPrfYf/6iLdKy6ETxNji0Gpr3D37c4McgoRmsfEQqysySI/cZbqnAanEcnPyRHFeTywMjX5eL93VPywW94ZJ2z7TO0PdOqd7ypDmLXwnLD7tnSCVe6X5IyIA2p0KXixvn3+mOD6HsgL32XNMLK34rs/LivaigdB+sfRo2/UX+7DePVGQmZkHf26HHVaFn0ymllHJEk1hKKaWUarhaDodRb9Z1FJI8az0S9s23kchyQXJbyB5r//mLt0s1VPUEUyiuBPBuC53EMgzofw/0uLqymuQfUJ4v86+yx0qyLWtw6OfIHi03vw8qDkuboidUm2E1FUVQniePS2pZP7Yn1rVNr8L3d0uyxld05OM7P4Elv5H5YkOeaFyJktVPHP25huIrht2fQ/tJsYuppsNr4YuT5es80KZUXxEsvxN+eBNOnRk4+auUUiosmsRSSimllIqGUe/AZ8OgZG/tiSzDBZ5mcMp0Z3O0nM7P+vFxDn7US2oB/W6XWyRcHklC2WH5JQGx5gmp5HIlSgVXYnPofTP0+JX952pslt8jGywDzUCrSvJsegXyFsOpX4A7Kb7xxYJlQf4yZ4/xFcK+efFLYpXshi/GQtlBgi5EMEsg/3v4ajJMmCPfF0oppSKmr6ZKKaVUY5S3FNY+A/vnycyWpBbQ7Qrofrn8XkVfcmuYtBQWXAQHFkp70Y/JLLckGZr1hjH/hfRuzp47oyeYATYSBmOWyfnqK18JzJsK++cfScqYlX9fpXth1UOw5jE4ZQa0OqHu4qzOsuDgd7BrulSrJWZB+9Ojf57cN2tPYFVneiFvCXz7K1l40ND5K7C9KbM6X0HUQ6nVyoeg/BC24vSXwaHvYcdH0Om8mIemlFJNgSaxlFJKqcakLA/mnAn5y+UCqmquTNk+WPkArLwPBj4CfW8Nb6OeCi65NYyfBYWbYOOf5N/BMqFZH+h5Tei2vNqktJE5SLun239MqxMgrVN454s1yy8JrL2zZeNcIGaJ3GZNgJ9863wQfrTtnAZLfwPeXZVtnX7AJXORkp+AXSXQfnLk57Es+P7e0AmsKmYJbPuvtBWmto/8/HXJnSjVeP4y+48xPNKeGw++Ytn6afmcPWbtk5rEUkqpKNFhA0oppVRjUVEAM0ZIe5HpPXYwsumVap6VD8CqR+omxqYiowcMewbGfwkTZsOIP4efwKrS/57QWwSruFOh/72RnS+Wds+QCqzaEljV+Yph0bWxjymYja/A/POhcKNsfsRfeYdf/myWwrzzorMpb99cmQ3miAWb/hz5ueuDjuc4m4fm8kCn82MXT3U7Pg6vtffQCvDuiH48SinVBGkSSymllGosFv9GLpQCDRquzvTKDKK8pfGJS0VH9mgYcH/oRJY7FfreBu0mxieucKx50sHwbgsOfAtFuTENqVb7F0gFVqih+mYJLLkR9i+M7Hy7PpXEnRP+Mtj2XmTnrS/63gauZPvHNx8Uv7ZZ7w7nbb0gGz69O6Mfj1JKNUGaxFJKqXizLGlLmTkW3kqAtzzwv36w5Z+V80CUCkP5Ydj2lv02HH+ptEGp6LEs2PMFfDUJ3m8L72XD9OGQ+y+ZTxUN/e+E4S/LLCZPxtH3edIhIVMqwAY9FJ3zxUJFoSSGHPFLy1xdWPGg/a2QpldmeUWi7ADhzYUqjOy89UXL4dDxbHtVh+5UOD6OFWiRbMzUbZtKKRUVOhNLKaXiybJg8XWw5fXKlpRKBWth0fWw+VVZx90Ytkyp+Nr2LuCgzcXyw/b3wecFTyqU7IGNf5GWpLIDgAGpOdD3Fuj6f7oiPpSS3TBrIhRvPbrCqGw/LLpGKnRO+QxaHh/5ubr/ErpeCjs/ga3vypa0pCzIOQ86nitzheqz8jyZe2Q6SNr7y6FkV+xiqk3xdml7dGLvHKm6Se0Q3jkTm4f3OHdaeI+rj0a+Bgsugd3TAleluZLBlQAnfwIthsYvrrQu4E4Gn8M3nMxSeT1VSikVMX1LQCml4in3ddjy2tEJrCpmscwyWnpz/ONSDd+Ps3occHmgdA+sfxE+6gprHpc/Wz7Zqle8BZbdCR+0l+pBFVh5Psw4EQrWB26R8xVK4ubLUyB/RXTO6UqAnKkw+m0YPxNGvwudL6r/CSwAd8qx89rs8NRBkiZvsSTcnHAnysbAcLU59dgqu1CMBGh3WvjnrG9cCTD6HRj7IbSdKH/2pMnXTmIL6HcnnLkB2pwc37g6TAnvca1GQkqchs8rpVQjp5VYSikVL5Ylw7SDbZwyS6StcMgTkODwIkY1cWFuGtz8d1j3fJANcZWJsfnnw5j3orN9rbFZ+dCR5F8wvmJY+HM4fXl84qqvklpJZV+Zg9lCngxJBMSbWYrj1j7Lst9+GEi7yVKN66Q90OWG3jeGf876yDCg7QS5VRRJhag7GZJay+dbF9xJ0ONK2PBS6NmDVTxp0Pf22MallFJNiFZiKaVUvHh32GuHMRJg71exj0c1Ls16O69UMStg7bPBE6s/HlsC8y+U9kN1hK9EEoF2L2gLN8ChlbGNqb4zXNDnZqmqscudDO0mxS6m2iS1kmSKE4YhiZZwudyyWdLuJkpXEmSPg4zu4Z+zvktIh/QuUs1UVwmsKgPuheS29rYUupOhzSnQvg6+dpVSqpHSJJZSSsWL6QXDTgGs1fATBeWHpLrn0wHwQQf4tD+seVrarlRsdLpA5lzZZbghvavztq6t7zg7vrHbN9fZwGZ/ed0NKK9Puv/KfpueOw0G3Fc3yYvssWE8yIDWoyM7b++boOM5oRNZriRI6wyj3o7sfMq+xCyYOF9mXAVLxLrTpDV09H90qLtSSkWRvqIqpVS8pHSwuX3QD816xjycmNk1Az7Mge/vhcOrpfrs8BpY+QB8kAM7/3fsY/KXQ3EufNQNPuwEX06UGUz+MObmNFUJGTKA3WVzKYCRAN5tMvvKLl8RrHs2vPgaq/I8aR+zyzKhdG/s4mkoklvJoHtPevDj3KnQ+afQ6/r4xHXM+ZOgx1X2E26uROh5TeSzyQwDTnoD+twiiZKaVZauJBlu3n4STFoEiZmRnU85k5YDp6+AIY9DSscjm0ETMuXfq8VwGPkPGTzvTq7raOPPLJOtrDNOgPfbwwcd4csJsPNT/X9dKRUxnYmllFLxkpAOOedWVrIEqZhJaQ9Zw+IWVlQd+AbmTQ3cnlb1sfkXwimfQ/ZomTcz/yLY8wUkPAyluXKMdzsc/EZaNsbPkgsGFdrQZ2DfPCjaAv6y2o9zp0LfO2DNo87P4d0WfnyNkSfdebtZuNvnGptWJ8Jp38j2xrxFkuCrSvR7MiSBNOB+SWA5/TuOpn53wg//htLdwasdDTckZUdv/pHhgsGPVJ7/XxJDeZ4ktNqcCr2uhdSO0TmXci4hQ+aQ9boB8pfJhlLDI22dGT3qOrq6s2s6LPipfK9UX3RRshMOfivf26dMg6whdRejUqpB0ySWUkrF0+Dfw65pUFFAwGHB7lQ4/s91e8EWiSW/CT1fySyBJTfBpMUw91zYN0c+llDjOF+RVGd9PlLe8U5qEbOwG42EdDhtIcw7Hw4skIRA9WHj7jTAD0OfkuqWNY/VWaiNRvYY+/OwQBIQ7cPccNYYNe8PE+dK4nXbf8G7UxKDrUfKgPN4tRBWFMLhtfL6ldgCmg840gKW1BJOWwAzx0LZwcBbQA2XJJQmzI3+a1VCOvS8Sm6q/jEMaNFA33iKth2fwIKLal9s4CuS28wxMHGeJrKUUmHRJJZSSsVTeleYuADmni0tRT4v4Jd3Jl0JcNKb0PbUuo4yPAUb4dAKm8eugy2vwv75wbd4WaZspFr3jCQAVWiJmTB+plyQr38e9s6WirekVjKHqOulUkHgN8Ob05LSIeohN2iJzSHnfPjhLcBGm0xSNrQeFfOwGpz0btDvjvif9/AaWPs0bH1bXoMx5HXHnSqtfD2vlBlIaZ1hyhrIfRPWPClVJa4ESRSndoSkHBi/2vlyBaUai/J8qcCys5nTVwSzz4Bztuu8MKWUY5rEUkqpeGveH87cKAmcvbNlJlHWMOgwBVwN+GU5f5nNwfVI2826F45uNaiNvww2/BEGPlh5kalsyewLI/5S+/0uN3T9uWzWq16tFUqL4yOPrbEZ9IjMeqs4FPw4d4r8mzTUSsvGZstrsOhaqaSzfEdffPuKYNVDMgNuwmz5fvKkSTVUjyvlTYiKAkhoBsltYM4cTWCppm3zq86OryiE3TOg/eTYxKOUarQa8NWSUko1YIYhbUjZY+o6kjpiQcF6B4ebcnzzAbELqSnq/RvIfR1MB0msbf+BtE4yq0eJ9C4wYQ58eaokQmq21LqSJHE78jVoN7FOQlQ1bH9fZnEFqxoxS6SKceYYOH35kflThgEpbeUWCcuSOYIb/wRFm+VrJGuwzABr1juy51bxV34Ycl+T5Gh5niSts8fI62xm37qOLvbWvxB6nEB1vkJY+6wmsZRSjmkSSymlVHQ0H2i/osfyE3S4fU2GEXxQuQpPZh/odxesecL+xYe/RKpTWgyFnKmxja8hyRoEZ2+BLa/D2qdkOQGGVOr0uAp6XVc/FhRYftj9uWwE9ZdBcjZ0nAopbeo6stgwS6F0v/w+OVuGxfsr4Jsr7LU9YUmF3bI7YdS/ohfXwcWw4GIZFu/z8uOMxAMLpToyawiMflcHtzcElgUrH4a1jwOuo19LCzdC7huyrXDM+7KVszGyLJln51ThuujHopRq9DSJpZRSKjoy+0KzvpC/NPSx6d3lneoSmz/0muU6iylWBtwnM0lW3E/AZQOBmF45XpNYR0toBr2vl5vfJwkjd2JdRyUsP6x7vjJhWVktZplSLbLkFmh3Ggx9Gpr1rOtIoyNvmczS2/ZetZk7fuh8MWT2d9ZCa5mw432Z+ZOYFXls++bD7EngCzAg3vJJZeTB72D6UFmAkdY58nOq2LAsWHS1zEozSwPcX/nveeBb+GwYTFraeBNZ4Qi27VMppWqhk/SUUkpFz3HPyUVxMO4UOa7nNaGPrdLy+Mhbd1RghgHtz5CWNyeKciHPRsKyqXJ56k8Cy2/C3Kmw4j4o2ydtPFblEHqzBPylsPMT+Gy4VAg1ZJYFy++CmaNlWLu/VBJ2pleSDLlvwLI77M3jO4pbtidGqvwwzDkjcAKrOsuUpNlXk+RzUvXT1rch91+hK1mtcijZC/MvjE9c8WYY4W3lTO0U/ViUUo2eJrGUUkpFT/ZYGPWWbPZyJx99nytZklYnvgZtx8twZMMd+jndqVItpGLnwEJwOmvc8svjVP239GbYMzPEhbYFvgKYNRFK9sQttKhbcT+sf+lIpVlNlg9HrcxVzGLw7og4PHJfkyo9OyxT2lL3z4v8vCo2Vj0iXxt2WOVwcKFs8m2Melzt7M0QTwb0vil28SilGi1NYimllIqujmfD2bnQ715I7waJLSCti8xeOmsLdL5AjktuDWM/lCRVbdyp0O9uHYYda6ZXqnWcsHyVs3yiIH+5VMcsuAS++RVs/ItsrlKRKzsIm/5qf+aZWQIbXo5tTLFSlAvrnnY2XNo2w/721WDWOozP55XHqPonbykUb3X2GL8JG16MTTx1rec1zjavGi5tSVdKhUVnYimllIq+5GwY+Fu5BdN2PEycD8vvhMMGJGRK64zlk8TX4N9BzrlxCblJS2wprW++CvuPcSVBUsvIzrtvLiy6Doq2VM6TqayQ2fq2VA91/TkMew48NttO1bE2v+rswtJfBhv+AAMfAFdC7OKKhfUvxm7GjicNMrpH9hxmaRjDr62G3+LZWOWF8e9iVchMtMYotT0MeUr+Pw+VqHWnyOKC+tJyrZRqUDSJpZRSqm61GAqnfg6zZkKv1yWBldFTth2q+OhwBiy61tljLBM6TAn/nNveh4WXBt4QV9Wek/uatCxOXAAJ6eGfqynb/p7NLXzVWCYcWiXfmw3Jln+Cvzx2z98xwoS6WSaz0pzGGMvPSYXPLA3cshrycQ6/HxuS3tdL0nzZbbInxF9j2L07Ve4f9a4sk1BKqTBoO6FSSqn6wZUAHc+S9gJNYMVXcja0n4T9wVgGtP+JPC4c+Stg4f+FvpgzS6FgA8y/ILzzKKg47PwxhgsqCqIfSyxZ/vA+VztcSdDt8sgrAhMywhvSnqTb7OqlxJbhVSsmt45+LPVJr+tkdEC/2yEpG3DJ/MvUTjD4UThnJ3Q4va6jVEo1YFqJpZRSSikY/Bjs+cLe1jZPGgx+PPxzrfpd4HX0gfhLYd8cOLwWMvuGf86mKqGZ88dYfkm4NChG5S3Km/yMREjrJK3NET+XSxL12z/A9nB5dwp0vyLyc6voaz/Z/pD+Kp506PbL2MRTn6S0g0EPy60qceukrVkppYLQSiyllFJKQWYfOOUz2Rhl1FJdYCTI/ad8JseHo/QA7PwYRxvi/BWw/oXwztfUdTxXEiFOGC7IHBCbeGLFMCTZ5Jir9uUSnnT5Op/4dfSSen1vO3ZzazCWBd0vj865VXQltYCO58j3i12WBZ1/GruY6iPD0ASWUiqqNImllFJKKdF6FJyxEnpeBe40qeJJyJRf3Wny8TNWynHhOrDA2Rp2kDlpO/8X/jmbsu6/ctbC5kqSLWMNceByn1vl69QuTzoM/wMMeUJanQyPfP6GG1qPhVFvw6SlkBzFdr6WJ0D70+0lFt2pMPDByBcoqNgZ9LD9rzl3qhzvCbKRVymlVEjaTqiUUkqFw7Igfxl4d4ArEbKGQErbuo4qcmmdYVF3OJ4AACAASURBVPhLcmGftxgqCqUKpcXw6Fx8VRTgqAqriq848nM3RcmtpH0p97XQG8NAqoR63RD7uGKh28/h+7vtH294oPtllZ/zdfL34/NK4jZWSTzDgJP+BfMvhL1f1PJ1bUiSq8/N0O+O2MShoqNZT6lM/WpS5b9lLa9t7lTodb38myqllIqIJrGUUkopJ/wmbP4rrHkCyg5I1QbIjKe2E2DQQ9DiuLqNMRo8qZA9NgbPm+Gs/aZ6PCo8w1+E4h9ktlitiSxDKpNO+QxS28czuuhJaAZjP4A5Z4dO2LlTYdz/jrT2GYbMevM4qOQKlzsRxr4POz6GtU9C3lJwV1YnmmXQ7ieSvIqk4lHFT+uTYPJSWPkwbP+PtF1bPvm/wTKhWT8YeL/MQ1NKKRUxTWIppZRSdvkrYO45sHd24IvkXdNg71cw8g3oNDXu4TUIrU+SC3UnDLdc2KvAzDLY/j7s+BDK8yGxOXQ4GzqdL8kRlwdO/gTWPgVrnwZ/eeUAf0uSOBbQ5mQY9nz4s87qi7YTYNw0mHde5edZePT9ngypcjr5I2h1Yt3ECJLIzTlHbt5dULJTvs7TOmv7YEOU0QNOeh3KX4Q9M6EsT77OWg6HzH51HZ1SSjUqmsRSSiml7Fp8Q+0JLAAsuW/h/0F6V2gxNJ7RNQzJ2bLVa8dH2N4k50qEPrfENKwGybKkInDNY7JRsPpmyV3TYdE10O9O6H8PuNzQ/y4ZLL5rGuQvl+rBlLaQcx6kdqi7zyPa2pwMU/fAzk9kIUBRrnw8oyf0+Q20myx/H/VFavuGW/2mjpbYHDpdUNdRKKVUo6ZJLKWUUsqO0v2w5Z/gt1FFZJbAygel2kMda8B9sHuG/D2F4kqCViOheQPblhdrlgXfXgFb3wmcVK1KaK1+DArWSnWgYUhVVsezGn9rk8sDOefKTSmllFKNhm4nVEoppezY/HcHs5ws2P05lO6LaUgNVothcMLfQm9ocyVDWhcY835cwmpQNrxcewKrOrMYtn8A656NT1xKKaWUUjGkSSyllFLKjn2z7VUOVXEnwaGVMQunwevyMxj7EaR3rxymXe1HEneqzGrqfCFMWgyJmXUWZr3kN2HVI/a2DYIct/pR8PtiG5dSSimlVIxpO6FSSillh7/c+WOcDjBvatpNhDM3wsFvIfcN8O6oHIZ8AnS/DBKz6jrC+mn3ZzLPygl/Bez8nwwSV0oppZRqoDSJpZRSStmR3h32zZEB2nb4KyAtJ7YxNQaGIVvi6nJTXEPhr5Dbnq+O3boXiq8Q9n4Z2yTWwUUy66w8XzbstT8DsgbH7nxKKaWUanI0iaWUUkrZ0eMq+OEtmTFkR2oHyNRh5CpCZXmw+VVY/yyU7HEwly2A8sPRi6u6XTNgyU3g3V5ZfWiC4YFVv5fk7/CXZGOgUkoppVSENImllFJK2dFyOKR3gcNrgRDVWO406He3VBkpFa6d02D+hYB1ZP6VZYb5ZAYktY5WZEdsfg0WX3PsvDjLB6YPDq+E2ZNh5OvQ6fzon18ppZRSTYomsZRSSim7xn4Inx0PFQXUmshyp0K706DbL+IaWtgsCw58A3mLJBGR2ALany6VZCp8pftke2BxLhiJ0laXM1UG/tuxeybMP9/ZMoFgPGmQc3Z0nqvKwcWBE1g1mSWw8BeQ2U9uSimllFJh0iSWUkopZVdGD9mWN+9cKNwM/rIjlTHuVMAP3a+AYc9F1vYVD5YFW16D1Y9A6V7ZXGeZ4EqExTdAm1Ng8KPQYmhdR9qwlOyFRdfArunyZ3/lAHZPOnx3FfS+AQY+BK4gP4L5K2DBRdFLYAEktoTWY6L3fACrf29/wLy/DNY8BSP/Ed0YlFJKKdWkaBJLKaWUciKjO5y+AvKWwqa/QtFmqa7JHgfdL28YG/UsC765Ara9c6RNrYrpk193fwb75sLod6HDGfGPsSEq3g4zjoeyg9JOV52vSH5d9zwc/A7GTQNXQuDn2f6BJLKixZ0Kw56Obntr6X7Y9Rlg2TveMuXrbfgLkNAsenEopZRSqknRJJZSSikVjhbDYMSf6jqK8Hz/28AJrJpMr8xkmjhPPl9VO8sPsyZA2YHgc6tML+ybB5/0hoRMSYC2OQV6XQepHeWY9S8cSXpFyp0CAx+I/jyqw6skdr/NSiyQKr+CDTJfTimllFIqDJrEUkoppZqS8nzZdGe3Dcz0wrI7YfzM2MbV0O35Ekp22Ru87i+TWVlV8pdLhVbHs2HkP6F4a3gxGAlgVUiyyPDIZsAhj0KHKeE9XzBmWXiP84f5OKWUUkopNImllFJKNS2b/wE4nNe1f560yqXlxCSkRmHtU+FXT1UldnZ+DF+OD+85XEnQ8VxIbQcp7aHtBMgaEt5z2ZHS9tiWyVD85ZDcNrLzlufD9g+hdI8k67KGSiWbbgJVSimlmgRNYimllFJNSe7rodsIazJckmDpdV1sYmoM8pZE/hxmCeQvg+Rs54/1l8GuaZIoyh4LLY6LPJ5gmg+WYfG+YvuPSe8mM+XC4d0Jy26HHR8AbqkkNFzS0piQCf3vhZ5XazJLKaWUauTq+eokpZRSSkVVeZ7zx5ilUBbG45qSaA1iN0tkrpYn3fljfQUyo2rP5zB7Ciy9VYb4x4JhQN/bK7dy2uBOg353hneugg0wfTBse1e+Fs1iwJTWSV8RlOyEZbfBwl/E7vNVSimlVL2gSSyllFKqKXEnO3+M4QFPSvRjaUySWkbvuSxDqowiYXph459hxf3RiSmQHr+GzP7SyhiMOxlaHg+dL3Z+Dl8xfDFOkqihBuZvfw9WPeL8HEoppZRqMDSJpZRSSjUlrUaC4Xb2GHcSZDWx7YQle2D1Y7DgYlhwCax9BsoO1n58jytlE2BUmND91/arnGp9Gi+sfRq8O6ITVk3uJBj/JbQ8ATxpQM1WPpd8PHscjPsUXGFMsfjh31BRANiosDK9lbPJSpyfRymllFINgiaxlFJKqaakz82hK2dqSsiU4dlNQUURzLsQPuoCKx+GrW/D1n/Divvgg/9n777jLC3ru/F/rpnZ3tilutJh6QJSLDEiICEqoEhMfiY2Qgw2kjxBY0zEiNE8CpHEaNAEnxg1+iTR2LFERbDEaACRsru4dKRI315n5n7+uM/+GNYtM8M5c+6Zeb9fr/PamXPd18x3lot7z/nMVfZMfnTO1k/mO+D327uUbe5ByUlfT6bMbQVEo1Ulyy5tW1m/ZMqc5JSrkhO/Vp+C2DsjSakDuL1empz87bqtbxSBXFUlSy5uLR8cgbs/M/Lv1S6PXpv88NXJ145MvnZU8t/nJI9d3716ABhf+tcld/5rcuO7kxvemdx6mS0dtmBjdwCYTOYfncw7tH5jPZzT5XpnJof/+eTYMLt/TfLNZyerbn38xMDNBlqze+76t2Tlz5LnX5n0Tn28ffouyTHvT65768g3zt9S6U3mHprs9tzkpffV33PpXyerbhvFiYAbktv+T3L0e59cTdtTSr2Z/G4ntPfr9q9K1tw5wj6rk3svT/Z/TXtr2ZFqIPnmr9T/Xw2uT6rB+vkVi5O7/z3Z5ZnJc7+QTJ03tnVBE21cUZ96u/GxOqRfcFwya+9uVwXdtWllvQXAbf9Uf96/JklV7yl5zR8le74kOfp9yex9u1llI5iJBQCTzQlfTqYuqPe62p7emcnCFyWL3jA2dXXbtf+rFWCt3/Y1m08QvPFdv9x20JvqsKh3etIz9Zfbh2vqgmTXX60/7puVHPB7yek3J8dfOrolhhseHZ8bnm9anfRMGUW/le2vZbvfb3Wy8uZ6FtbA2scDrKQOtwbWJg/9MPn2CZY6Mrmt/Fny32cnX9gj+eErkqvfmPz37yZfOTi54vnJA1d1u0LojnUPJF8/pt7Lsn91/di8jH5gTf265O7PJl9/utm9EWIBwOQzc2HywuuSnY6sQ5EtNxHvnZH0TE8OeG3ynH+bHLOwNq1M7vz09gOszQbWJbdcmgxs/OW2g/8wOX1ZcvAfJ1N3TlJae5ANcx+y3lnJEW/fxt/5KF+2jdf/flN3Gt2pj9N2bX8t27P0r+sZb4NbGQ+bDW5IVt2SLPv7sasLmuS+/6zfpN/5qfqU0U0rW2/WW6eqPvCd5KrTkpve0+1KYWwNbkquODlZc9cvzwJ/4oXJpuXJFSfV+3ZOYkIsAJiMZi5MXnht8mvfS/Z+eTJr32T67sncQ5LD356ceVdy3N8lPSPcBH68uvs/RnYiYDWY3P+NrbfN2it5+vuSlz2c/HZ/8vJNyWk31HuLbe+lV+/MZO/frPfX2po5B458U/4kmfGU8Rlk9c1MFhw7wj5zkn1HcQriaA32J8s+NLyZbgPrkpv/5okztWAyePh/ku+f1ZqpuINTRhe/N1n24bGrDbrtni8ma+8e/nYB/WuSm/+2szU1nBALACazBccmz/l08pI7krN+kZy+tJ4JNH23blc2ttbc1dp/YpgGN9V9dqT01AHSvMOSF1xTnw7ZMz0pQ5bJ9c2uN3A/4h3Jsz627cBptxNGvsl778zkoD8aWZ8mOexP67+f4eqdnjzlBZ2rZ0uPXlsHWcPVvzpZsaRz9UATXf364e8VOLA2ue5PRnY/hvFs8UWt5YPDNLgxufUftj4bfJKwsTsAQM+U1L/bG+YsmVJGvl/TnAOTU39Q77t15/+tQ7C+mfX+V3u+9IkbxW/1e/Ykh7w5ufEvHt9ofoeq5IBzRlZnkzz1jGTOQcmKm7a/XC+pA7tjx3j24KYVI5vBV3rrPjBZLL+p3jNuJEpJ7vh0sujcztQETbHh0WTFjSPvVyV5+L8mz8nRWxBiAQAjt3JZ8rO/q0/O27Qq6emrw4ZD/yTZ+2VJ77RuVzgyC46tZzn1rxpmh5LMP2Z032vOgcnT/mJ0fQ/+g/q0u+U37mDvjNShzvEfTqYtGN33aoKevuTkb9V7gKy6dRuzOUq9j9vR7x3bpYRJMnX+yJYHVv11H5gsbv/EjgPoLfWvSW75sBCLiW/DI/VBMCP9fyRV3XeSspwQABi+gY3Jf/1O8vWjkls/mmx8NKk21TODll9fLxv5/B7Jg9/rdqUjs8ep9VK04Zr51GTn4ztXz7b0Tkuef0X9vbe1zK5nah3qHPvBZP/XjG19nTBtQXLqj+qQauaereWX8+pHz7T6BM2Tv11vqj/W5h9T1zBcU+Yncw/tXD3QNGvu2P4+WNuyfnJvXM0k0Tt9dPskljKy1ywTjJlYAMDwDPYn3z0teei/6tOltmbzvg5XvjA58fLxM9W9pzc58i+Tn7x5x3u39M5Mjn5f9zZLnzI3OeW7yf3fSpZclDz0gzq4ymBS+pJFr08OelMya5/u1NcJfTPqkOqgP0ge+2n9BrdnWr3X2Iw9uldXT29yyB8ltwzj98K9M5JD3zI+N9mH0SqjfLs5mkMsYLyZscfoxvrAxmTeEe2vZ5wQYgEAw7P0/clDPxzefkwDa5PvviR56X3JlBFszN1NB74uWXVLcss/bDvI6p2ZHHFBstdZY1vblkpPsvDX68em1cnGR+pQZ9ou9RK8iaqUZMHTu13FEx3y5uT2f67//re1xLNnev2GY9Hrx7Y26Ladjkzu+VIyuI1ffGzLnEWdqQeapGdK/dpj2QdHtqRw52cks/ftWFlNZzkhALBjgwPJ0kuGf8JU3Sm581MdK6ntSkmOuST5lX9Jdjqqnjmzedla74xk52cmz/1ccvifdbvSJ5oyu551NWOPiR1gNVXfjGTOIfXpkb0znjjzpExpnZh4SnLKleNvrzh4sg743dS7UI9A35zkkPM7Ug40zsHnjWw2Vu/M5PC3da6eccArHQBgx+7/+o43Et9S/5pkycXjb/bJXmfVjxVL65lZpSeZe0i9ITtsTelJTvpmPWaW/X3y2HVJSr132aI3JXPNKmGSmvGUZI9Tkvu/Mfy9sXqnJwtP62xd0BSz9kmO/0hy9RuHt53BAb+XLHzh2NTWUEIsAGDHHrlmBCf3DbHmznovrfE4Q2jeofUDhmveocnxl3a7CmiWZ1xWHway4dEkO9jEundm8tz/qPebg8li/9fUS9J//HtJSjKw5ontPdPq5w85v96/c5KznBAA2LHNG7aPVOkd3h5aAExMMxcmv/7jZMbCbZ+q2jujbjvhi/XSXJhs9n15ctb99cExs/avg6syJZm+e3LYW5MX35Yc9W6Hg8RMLABgOKbvWr+YqjaNsGOV9M3qSEkAjBOz909efEty12fqU1VX31qfqlr1t/bA+uPkgNfW/9bAZDVlbr1H1sHndbuSRhNiAQA79tQzkhvflQyMMMTa/ZR6vyAAJrfe6cn+r64fGx5JNi6vf8kxfTf/TgDD1vW7RSnlvFLKNaWUDaWUjw95/hWllNVDHmtLKVUp5dhWeymlXFRKeaT1uLiUx+fWlVKOLqVc2+p3bSnl6C78eAAwMcw7rH6MRN/s5LA/6Uw9AIxMNZisvj159Lpk5bJkcKQza9to2s7JnAPqU1UFWMAINOGOcV+S9yT52NAnq6r6dFVVszc/krwxye1JftK65NwkZyY5KsmRSU5P8rokKaVMTfKlJJ9KMj/JJ5J8qfU8ADAaR19c71syHGVKMuegZPeTO1sTANu34dFkyfuTL+yZfPVpyRUnJt84Nvncrsl1b0vW/LzbFQIMW9dDrKqqPl9V1ReTPLKDS1+T5JNVVVVDPr+kqqp7qqq6N8klSc5utZ2YeqnkB6qq2lBV1QeTlCReSQPAaO1xcnLMB3YcZPVMS2btnZz0nzYgBeimh3+cfHn/5MZ3JuvvTwbWJptW1od1bFqR/OwDyeWHJD//fLcrBRiW8ngm1F2llPck2bOqqrO30rZP6llYB1ZVdUfruRVJTq2q6setz49LcmVVVXNKKX/canvhkK9xeav9ki2+9rlJzp0+ffqxe++9d04//fScccYZHfopx8bq1asze/Y2Tv6AJ8HYopOMr3Fk08pk7c+TwY318pTNSk+SKpm6IJm5d6OWiBhfdJLxRSeNenwNrEtW3vzE+/S2lJ568/Up80b+fRi33LvopKHj66STTrq2qqrj2vF1x8vG7q9O8v3NAVbL7CQrhny+Isns1r5YW7Ztbp+z5ReuquqyJJcdd9xx1TXXXNPeqrvkqquuyoknntjtMpiAjC06yfgahx65Ornz/ybr7qtnZ+18fLLvK5OpzXsTZHzRScYXnTSq8VVVyeUHJ+tuGX6fTbOTsx5M+oa5bJxxz72LTurU+BpPIdb/3uK51UnmDvl8bpLVVVVVpZQt2za3r+pciQAwyex8fP0AoFke+XGy9r6R97v7M8n+r2l/PQBt0px5/ttQSnlOkoVJ/mOLpsWpN3Xf7KjWc5vbjhx6WmHqzd8XBwAAYCL72d/VywlHon91svT9nakHoE26HmKVUvpKKdOT9CbpLaVML6UMnSH2miSfq6pqy1lUn0xyfinlqaWUhUnenOTjrbarkgwk+cNSyrRSynmt57/TqZ8DAACgER67Ickw9sLa0urb214KQDt1PcRKckGSdUneluSVrY8vSJJWuPVbST6xlX7/mOQrSW5MclOSr7aeS1VVG5OcmXoZ4vIk5yQ5s/U8AADAxFNVSf+a+uCNUfUfaG89AG3W9T2xqqq6MMmF22hbn2SnbbRVSd7aemyt/bokx7alSAAAgCYaHEjuuzxZclHy8I/rkwar/tF9LacTAg3X9RALAACAUVh9R3LFycmGR5L+1u4r1SiWESZJz9Rkv1e1rzaADhBiAQAAjDdr70n+8/hk42OjD66eoCc56LwdXwbQRUIsAOBx6x9MVi5Lqk3J9Kck8w7pdkUAbM0PfivZuLw9AVbvzGTv30pm7/vkvxZABwmxAIDkwe8nS96X/OKKpHd6/dzgpmTmnslhf5rs+8qkd2p3awSgtuLm5LGftmcj9t6ZyW7PS5552ZP/WgAd1oTTCQGAbqmq5Pp3JFe+ILnv68nghmTTivoxsDZZtSy55g+Tbz0n2bii29UCkCQ/+2D9i4Yno29OMm2X5GnvTJ73laRnSntqA+ggM7EAYDJbekly89/UgdW2DKxJlt+QXHlq8ms/8Ean0wb7k/u+miz562TlknqmxbTdkkVvSA743WTq/G5XCHTbIz8a3QmEfXOSfV+RTJ2X7PKcZOGLkp7e9tcH0CFCLACYrDYuT258RzKwfsfXDm5MVixOfv6FZJ/f6nxtk9Xym5LvnJr0r378pLEk2bQyueEdyQ1vT479++TA3+tejUD3DWwYXb/eackzPtLeWgDGkOWEADBZ3f7xjOilQP+aZMlFnaqGFUvrZZvrf/HEAGuzgbV14HjtHybLvAmFSW3aLqPrN8VMTmB8E2IBNFVVtenIbNiGWz+6/WWEW7NicbL2vs7UM9l9/zeSTauSVNu/bmBtct2bkzV3j0lZQAPt/5qkb/bI+vROT/Z7ZWfqARgjQiyApnngyno50b9NTf61N/ncrskN70zWP9jtyphoNjw88j6905IND7W/lsnukauTNXdlhwHWZtVAsuzSjpYENNg+L69/2TUSVZIDX9eRcgDGihALoCmqKvnJW5KrTk9+8a3HN2zd8HCy5OLk8kOT5Yu7WyMTy2g2aK+qpGda+2uZ7JZdmgwOY2+yzQY3Jrf+Y+fqAZqtb2Zy+J8lvTOHd33vzGT/s5MZu3e0LIBOs7E7QFPc/vHklo9sfXnX4Ppk44bkipOTl9yZ9M0Y6+qYiBYck9x7X4Y9+yepl7jO2qdjJW3XiiXJrZclq26pZyLN2i854Jxk5+O7U087rbx55MuH+1fXe2T1Tu9MTUCzHf7nyeo7krv+dftLw3tnJruflBz3obGrDaBDhFgATVBVyY0X7mB/oqpuv/sz9V4Y8GQd+pZ6+Wr/6uFdX/qS/V499iHqI9ckV7++DrEGNz0+S7H0JHd8Mpm5V3L83yd7nDK2dbVVGXmXkS4lAiaWUpJnfjRZ8PTkpncn/WufeChE35yk9Nb3+sP/rL5nAoxzQiyAJlh+fbLx0R1f17+6nq0lxKIddn1uMuOpyepbhjcLqGdqcsj/6nxdQ93/zeR7L916wFsN1s+v+lny3Rcnx/9Dsv+rx7a+dpl3ePLo1fUMs+GaOs8sLJjsSkkOelOy6A31/fK+r9XbEEydn+x+crLni0e3dBygoYRYAE2w/qH6t6XDuvaBztbC5FFKctLXk28cl2xavv0gq3dGcvxHkrkHjV19K5Yk3z9reCcoDqyrZ2vN2ifZ/Xmdr63dDj5vx0uChuqZlix6U2drAsaP0pMsfEH9AJjAzCkFaIJpC4Y/A2Pqgs7WwuQye7/kBdcm846o903ZcrlJ35xkyk7Jr3x67Gc53fDOpH/d8K8fWJdc95bO1dNJ849O5izKsF+alZ5k0es7WhIAQNOYiQXQBPOfXocFO9qbqG9WcuC5Y1MTk8fsfZMXXZ88em1y8weSx66r956a+dR6icqeZ479cpT1Dyf3Xp5khJudr1icrFiazDu0I2V11HM/15oVtyLb3Wy/d2Zy/Ifr/z4AAJOIEAugCUpPcvjbk5++dfvLicqUZN9XjF1dTC4Ljk1+5V+6XUXt3i8nPb0jzrAyuCm569+SI9/VkbI6as4Bya//T3LlrycbHvrlULtvVr2Z+zP/Kdn35d2pke5Yc3e9H+LDP65nHE7bOdnnt5O9X5b0Tut2dQAwZoRYAE1x0BuTx65N7vpMMrDmiW1lSr0n0cnfTKbM7k59MJbWP5AMrB95v6q/fsM/Xs1dlLz4tuSB7yRL358svyEZ7E9mPKXevHnf36nDLCaHNT9PfnRO8tAPkgwmgxsfb3vwu8nVb0gOOT952l84eQ6ASUGIBdAJgwPJqluSalMya7/hBU+l1DMsFp6WLHlfvaSr9NYB1v5nJ4f9Sb1pNUwGPVNS7w81gtP6NhvvM1NKSfZ4fv1g8lq5LPnms+vlpVvbM3HzTL2lf50s/2nyq5+rZy8CwAQmxAJop8H++g3F0r9JBtcl6alnhuzz8uSo9yYzdt9+/1KSvX+jfvSvq5eNTJnnjQmTz+wDkt7pSf+mkfXrnZHMHYf7YcFQm1Ym335esvGxbHd/tKRegn7/t5KfnJ8c93djUh4AdIt5xwDtMtifXHVactN7ko0PJ/1rkv5VdRB1x78kXz86WXvf8L9e34z61EIBFpPRwtNGtzyqqpL9Xtn+emAs3f6JOsjaUYC12cDa5NbLkg2PdLQsAOg2IRZAu9z60Xrfkq1tzF711xs1/+icsa8LxqPeqcmBr096RrI0sDd56hn1ptcwXlVVPaN3e4d8bE0pyW3/1JmaAKAhhFgA7VBVydKLt/+moxpIHrwqWXvPmJUF49rhb0um71HvDTccU+clx1zS2Zqg01bclGx8dOT9BtYlt/6f9tcDAA0ixAJoh00rk3X37vi6nmnJwz/qfD0wEUzdKTn1B8nMver9sbalZ2oybZfklO8ls/Yau/qgE9Y/kJRRblu70XJCACY2IRZAW1RJyjCvG+YeJ0Ayc8/kRdcnR/xFMm3XpG9O0jcr6Z2V9M2tDz445PzktMXJTod3u1p48kYbYCXDn7UIAOOU0wkB2mHKvPoN9o5mYw1uShYcPzY1wUQxZW5y+J8lh741efC7ydq7k2owmbEw2f3kev8smChm758Mbhhl3/3aWwsANIwQC6AdSkkOfUty/du3vS9W6Ul2eVYye98xLQ0mjJ7eZI+Tu10FdNasvZP5T08e/u+R9eubU89KBIAJzHJCgHZZ9MZk/tFJ74ytNPYkU+Ynz/rnMS8LgHHmsD9N+maPrE/pSfZ8aWfqAYCGEGIBtEvv1OT530kO+oPWvj2t/Xp6pid7viR54U/MwgJgxxaenuz8zPrfj+HonZE846OW1gIw4VlOCNBOvdOSp1+UHPmXyWPXJ1V/MvfgZNrO3a4MgPGipzd53peSq05LHrl628vUU+oA65gPJPv85piW8EAkbQAAIABJREFUCADdIMQC6ITeackuz+h2FQCMV32zkpO/ndz60WTpxcmGh5NqoH70TK0PCtnj+ckR76j3WwSASUCIBQAATdTTlxz0hmTR65OHf5gsvzEZWJdMnZ/scWoyc2G3KwSAMSXEAgCAJisl2fU59QMAJjEbuwMAAADQeEIsAAAAABrPckIAYOIb3Jjc/LfJul/UBy/MPiDZ+2X15tkAAIwLQiwAYOJ6+EfJ9W9PVp6WPPjnyeCG+vm+2cnVb0z2e1XytHclM3bvbp0AAOyQ5YQAwMR0x6eSK05OHvhOUlWPB1hJ0r86GVib3PZPydeOTFYu616dAAAMixALAJh47v9m8j/nJgPrtn9d1Z9seCj59gnJ+ofGpjYAAEZFiAUATCxVlfz493ccYD3eIdn4WLLk4o6WBQDAkyPEAgAmlge/m2x8dGR9Bjcmt/5jMrBhx9cCANAVQiwAYGJZdmnSv2Z0fe+9vL21AADQNkIsAGBiWXVLkmrk/QY3JGvuans5AAC0hxALAJhYqoFR9husN3oHAKCRhFgAwMQy46mj69c7PZm+R3trAQCgbYRYAMDEcuDvJ31zRt6v6k/2fHH76wEAoC2EWADAxLLni5PSO7I+pTfZ6zeTqTt1piYAAJ40IRYAMLH0TEmOfm/SO3P4fXpnJEdc0Lma4Mka2JCseyDZuCKpRnFwAQBMAH3dLgAAoO0WvT5ZfXuy7NJkYO32r+2blTzvy8ncg8amNhiuwU3JPV9OllyUPPaTOqCtBuuA9qA3JYvekMwc5R5wADAOmYkFAExMT784OfZDyfTdk7LFS57SV8++WnBccsr3k91P6k6NsC3LFydf3Dv50e8mj15dn7o5sD4Z3JhsWp4sfX/y5QOSG99tZhYAk4aZWADAxHXgOckBZyffvjzZ9f9L1t2b9ExN5h2WLHpjMu/QblcIv2z54uSbz076VyfZRkA1uKH+c8n7kk0rkmPeP2blAUC3CLEAgImt9CRT5ia/+m/drgR2bHBT8p1Tth9gDTWwNrnlI8muv5rsdWbHywOAbrKcEAAAmuKeLyX9azKsAGuzgbXJTX/ZsZIAoCmEWAAA0BRLLkr6V42838qbk+U3tb8eAGgQIRYAADRB/9rksetG13ewP7nva+2tBwAaRogFAABNsHF5ffDAaFSbkvUPtbceAGgYIRYAADRB7/SkGhxl55L0zWprOQDQNEIsAABogqk7Jb3TRte3b3Yy79D21gMADSPEAgCAJig9yYGvH/2Swj3PbG89ANAwQiwAAGiKg96UEb9E75maHPi60c/iAoBxQogFAABNMWvv5NA3J70zh3d96Umm7ZYc/rbO1gUADSDEAgCAJjny3cn+5+w4yCpTk+kLk1/7fjJt57GpDQC6SIgFAABNUkpy/IeSZ38imfe0OswqfY+3982uHwe9MXnRT5PZ+3atVAAYS307vgQAABhze7+sfjz20+S+ryfrH0qmzE7mHprs9dKkd3q3KwSAMSXEAgCAJpt/dP0AgEnOckIAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABqvr9sFAMCEVFXJI1cnS9+fPHBFMrA+mTIv2e9VyUFvSmbt3e0KAQBgXBFiAUC79a9NvndW8tD36/Aqg/XzA2uTn30gWfbB5PA/Tw6/ICmlq6UCAMB4IcQCgHYa7E+ufEE9C2tw/VbaN9Z/Lr4oSUmOuGBMywMAgPHKnlgA0E53/Wvy6E+2HmANNbAmuemvkjU/H5u6AABgnBNiAUA7LbmoDqiGZTBZdmlHywEAgIlCiAUA7bLm58mq24Z//eDG5M5Pdq4eAACYQIRYANAuGx9JeqeOrM+mlZ2pBQAAJhghFgC0S++spBoYWZ+e6Z2pBQAAJhghFgC0y+z9k94Zw7++9CR7PL9z9QAAwAQixAKAdunpTQ7+o+HPruqZnhz6ls7WBAAAE4QQCwDaadEbk6nzkpTtX9czPdnthGTn48ekLAAAGO+EWADQTtMWJKd8P5m+27ZnZPXOSnZ5ZvLcz41tbQAAMI4JsQCg3eYuSk5bkhxxQTJtlzq06ptbh1rzjkie8ZHk5G8nfTO7XSkAAIwbfd0uAAAmpGkLkiPenhz2tmTNHUn/mmTazsnMPbtdGQAAjEtCLADopJ7eZM6B3a4CAADGPcsJAQAAAGg8IRYAAAAAjSfEAgAAAKDx7IkFAACMvXUPJA98J9n4WNI7LZl9YLLbc5Pi9+wAbJ0QCwAAGDsP/TBZ8r7k/m8lPVOSqj9JT1JKMmVucsibkwNfW38MAEP4NQcAANB5VZXc8K7kO7+W3Ht5Mrg+6V+VDKxLBtYk/auTdfclN1yQfPVpyZq7ul0xAA0jxAIAADpv8V8lSy9OBtYmqbZ93cC6ZN29yX8+K1n/4JiVB0DzCbEAAIDOWn5jsvh/twKsYagGkg2PJD9+bWfrAmBcEWIBAACdtfRvksGNI+tTbUru/2ay7hedqQmAcUeIBQAAdM6mlcnd/17PrhqxktzykbaXBMD4JMQCAAA659Gf1KcQjsbg+uS+r7W3HgDGLSEWAADQORuXP7n+m1a0pw4Axj0hFgAA0Dl9s5KU0ffvndG2UgAY34RYAABA58w9JBnYMLq+pTeZ//T21gPAuCXEAgAAOmfWXskuzxxd355pySH/q731ADBuCbEAAIDOOvStSd/skfebfUAy/+j21wPAuCTEAgAAOmvhC5JdnpX0TB9+n94ZyTMv61xNAIw7QiwAAKCzSk9ywpeSBccMb6P23pnJr362Dr4AoEWIBQAAdF7fzOSUq5JDzk+mzPvl5YVlSj1Ta9cTkl/7XvLU07pSJgDN1dftAgAAgEmiZ0py1HuSI/4iueeLyc//I1n/cNI3I5l3RLLodcns/btdJQANJcQCAADGVu/UZJ/fqh8AMEyWEwIAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABqvr9sFAAAAw7R8cXL7x5LVtyfVYDJzr2S/VyU7PyMppdvVAUBHCbEAAKDpfnFFct1bk5VLk8GNSTXQauhJbv94MnNhctRfJXv/ZjerBICOspwQAACabNlHku+ekTz2k2Rg3ZAAK0kGk4E1yapbkv8+O7nubUlVdatSAOgoIRYAADTV3f+RXPeWOrzakYG1ybIPJUsv6XxdANAFQiwAAGiiwU3J/5xbh1PDNbA2ufEdyYZHO1cXAHSJEAsAAJroni8ng/2j6NiT3PaxtpcDAN0mxAIAgCZa+v6kf9XI+w2sTX72t+2vBwC6TIgFAABNtGrZ6Puuuz8ZHNjxdQAwjgixAACgiQY3jL5v6U0G17evFgBoACEWAAA0Ud/s0fetBpPeme2rBQAaQIgFAABNtMep9Yyq0djlWUkp7a0HALpMiAUAAE106PlJz7SR9+ubkxz2p+2vBwC6TIgFAABNNP/oZO7BI5+N1TczWXhaZ2oCgC4SYgEAQFOd8IVkytwkw1wa2DsrOfFrSc8olyECQIMJsQAAoKlm7ZOc+qNk+u51QLUtvTOSKfOS5387WXDM2NUHAGOor9sFAAAA2zH3oOSMW5I7/iVZenGy4aGktF7GV4N1gHXI+cmBr02m7dzdWgGgg4RYAADQdFNmJwe9IVn0+mT59cnae+sAa/puyc7HJ8UCCwAmPiEWAACMF6XUG77PP7rblQDAmPMrGwAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaLyuh1illPNKKdeUUjaUUj6+RdvMUsqHSykPl1JWlFK+N6StlFIuKqU80npcXEopQ9qPLqVcW0pZ2/rz6DH8sQAAAABoo66HWEnuS/KeJB/bSttlSRYkObT15x8PaTs3yZlJjkpyZJLTk7wuSUopU5N8KcmnksxP8okkX2o9DwAAAMA40/UQq6qqz1dV9cUkjwx9vpRycJIXJzm3qqqHqqoaqKrq2iGXvCbJJVVV3VNV1b1JLklydqvtxCR9ST5QVdWGqqo+mKQkObmzPw0AAAAAnVCqqup2DUmSUsp7kuxZVdXZrc9fneRPknw7yauS3J/kwqqqPtdqX5Hk1Kqqftz6/LgkV1ZVNaeU8setthcO+fqXt9ov2eL7npvk3OnTpx+799575/TTT88ZZ5zR6R+3o1avXp3Zs2d3uwwmIGOLTjK+6CTji04yvugk44tOMbbopKHj66STTrq2qqrj2vF1+9rxRTpkzyRHJPlckoVJnp3kq6WUJVVVLU0yO8mKIdevSDK7tS/Wlm2b2+ds+U2qqrosyWXHHXdcdc0117T/p+iCq666KieeeGK3y2ACMrboJOOLTjK+6CTji04yvugUY4tO6tT46vpywu1Yl2RTkvdUVbWxqqrvJrkyyamt9tVJ5g65fm6S1VU9tWzLts3tqzpbMgAAAACd0OQQ64YdtC9Ovan7Zke1ntvcduTQ0wpTb/6+OAAAAACMO10PsUopfaWU6Ul6k/SWUqaXUvqSfC/J3Un+rHXNc1Jv2P6fra6fTHJ+KeWppZSFSd6c5OOttquSDCT5w1LKtFLKea3nvzMWPxMAAAAA7dX1ECvJBamXDr4tyStbH19QVdWmJC9J8qLU+1l9NMmrq6q6udXvH5N8JcmNSW5K8tXWc6mqamOSM5O8OsnyJOckObP1PAAAAADjTNc3dq+q6sIkF26jbXHqDd231lYleWvrsbX265Ic25YiAQAAAOiqJszEAgAAAIDtEmIBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGg8IRYAAAAAjSfEAgAAAKDxhFgAAAAANJ4QCwAAAIDGE2IBAAAA0HhCLAAAAAAaT4gFAAAAQOMJsQAAAABoPCEWAAAAAI0nxAIAAACg8YRYAAAAADSeEAsAAACAxhNiAQAAANB4QiwAAAAAGk+IBQAAAEDjCbEAAAAAaDwhFgAAAACNJ8QCAAAAoPGEWAAAAAA0nhALAAAAgMYTYgEAAADQeEIsAAAAABpPiAUAAABA4wmxAAAAAGi8rodYpZTzSinXlFI2lFI+PuT5fUspVSll9ZDHO4a0TyulfKyUsrKU8otSyvlbfN3nl1JuLqWsLaVcWUrZZwx/LAAAAADaqK/bBSS5L8l7kvx6khlbad+pqqr+rTx/YZJFSfZJskeSK0spS6qq+kYpZZckn0/y2iRfSfLuJP+e5FntLx8AAACATuv6TKyqqj5fVdUXkzwywq6vTvLuqqoeq6pqaZKPJjm71XZWksVVVX22qqr1qQOvo0oph7Sp7Eb7yle+0u0SmKCMLTrJ+KKTjC86yfiik4wvOsXYopM6Nb66HmINw12llHtKKf/cmmGVUsr8JAuTXD/kuuuTHN76+PChbVVVrUly25D2Ce3yyy/vdglMUMYWnWR80UnGF51kfNFJxhedYmzRSZ0aX01YTrgtDyc5PslPk+yc5NIkn0697HB265oVQ65fkWRO6+PZSR7a4usNbf//lVLOTXJukv5SysZWv4fb8yN0zaGllKXdLoIJydiik4wvOsn4opOMLzrJ+KJTjC06aej4atse5Y0NsaqqWp3kmtanD5RSzktyfyllbpLVrefnJlk/5ONVrY9Xtz4famj70O9zWZLL2lh615VSrqmq6rhu18HEY2zRScYXnWR80UnGF51kfNEpxhad1KnxNR6WE25Wtf4sVVU9luT+JEcNaT8qyeLWx4uHtpVSZiU5YEj7RDehQjkaxdiik4wvOsn4opOMLzrJ+KJTjC06qSPjq1RVteOrOqiU0pd6Rtg7k+yZ5PeT9Cc5NsnyJLckmZ/kw0l2q6rqpFa/9yV5dpIzk+ye5Mokv9s6nXDXJLcmOSfJV5O8K8nzqqpyOiEAAADAONSEmVgXJFmX5G1JXtn6+IIk+yf5RuolgDcl2ZDkt4f0e2fqzdrvSvLdJH9dVdU3kqSqqoeS/EaSv0ryWJJnJnn5GPwsAAAAAHRA12diAQAAAMCONGEmFgAAAABslxBrAimlLCilfKGUsqaUclcp5Xe6XRPjQyllWinln1rjZlUp5bpSygtbbfuWUqpSyuohj3ds0fdjpZSVpZRflFLO795PQlOVUq4qpawfMoZ+NqTtd1pjb00p5YullAVD2tzX2K4t7k2rSykDpZQPtdrcvxiRUsp5pZRrSikbSikf36Lt+aWUm0spa0spV5ZS9hnStt2xtL2+TB7bGl+llGeVUr5VSnm0lPJQKeWzpZSnDGm/sJSyaYt72f5D2o8upVzbGl/XllKOHuMfjQbYzvh6Uv8Wun+xnbH1ii3G1drWWDu21d6Re5cQa2K5NMnG1BvdvyLJR0oph3e3JMaJviQ/T/K8JPOSvCPJZ0op+w65Zqeqqma3Hu8e8vyFSRYl2SfJSUneWkp5wVgUzbhz3pAxdHCStO5R/5jkVanvXWtTH+Sxmfsa2zVkTM1OPU7WJfnsFpe5fzFc9yV5T5KPDX2ylLJLks+n/vdxQZJrkvz7kEsuzDbG0jD6MnlsdXylPsTqsiT7ph5Dq5L88xbX/PvQ+11VVbcnSSllapIvJflU6+t8IsmXWs8zuWxrfG024n8L3b9o2erYqqrq01u8DntjktuT/GTIZW2/dwmxJohSyqzUm9m/o6qq1VVV/SDJl1O/MYTtqqpqTVVVF1ZVdWdVVYNVVV2e5I7Up4TuyKuTvLuqqseqqlqa5KNJzu5guUwsr0jylaqqvldV1erUL5LOKqXMcV9jFF6W5MEk3x/m9e5fPEFVVZ+vquqLSR7ZoumsJIurqvpsVVXrU7/pO6qUckirfXtjaUd9mSS2Nb6qqvp6a3ysrKpqbZK/T/KcYX7ZE1P/MvIDVVVtqKrqg0lKkpPbWDrjwHbuXzvi/sV2jWBsvSbJJ6vhbbx+YkZ57xJiTRwHJRmoqmrZkOeuT2LGAiNWStk99ZhaPOTpu0op95RS/rn1W5mUUuYnWZh6rG1m3LEt7y2lPFxK+a9Syomt5w7PkPFTVdVtqWdeHRT3NUZuWy+e3L94sra8V61JfUr24cMYS9vs2+GaGb9OyBNfgyXJGa3lhotLKW8Y8vzhSW7Y4r53Q4wvftlo/i10/2JYWstMT0jyyS2a2n7vEmJNHLOTrNjiuRVJ5vy/9u4+2K6qvOP490cSEksmWgjIS8FQoBjrhEFUQOQlFSRGA7SQmUJsEqjBTIamYmWkggHfbW2LoiKgtjdhICoQyoTyUiCEmiAqYhmLRKQlBUsiBJEQSIDA0z+edWRzcu55SXJz9w2/z8yefe9+W2vvu2adM89d69mDUBcbwiSNAK4E5kfECmAN8A5yiPEhZJu6shw+uqyrbc/tzlr5OPCHwF7klInFkvajfd/lfs26Jmkfckr0/Mpm91+2tXTqq6D/tuS+zLomaQIwDzinsvl7wHhgV2AWME/SqWWf25d1siWfhW5f1q3pwPcj4uHKtgHpu4ZveV2tJtYBY5q2jSHn1Jt1RdIOwBXkSJizAMoUr3vKIb+WdBawStIYst1BtrUNlZ/d7uxVIuKHlV/nlw+wybTvu15us8+s2XRgWfXLk/sv24ra9VWd2pK/o1lXJO0P3AT8dUT8blp0RPy8cthdkr5CTp9eiNuXdbCFn4VuX9at6cDnqxsGqu/ySKztx4PAcEkHVLYdxKZDkc1akiTg22Ri5JMj4sV+Dm0M+VREPAWsIttag9uddSPIee/3U2k/5Y0lI8k+zf2a9WI6rx6F1Yr7L9tczX3VTsB+ZK6YTm2p33MHuM42hJSpOLeRuYmu6HB44zMUsh1NKN/jGibg9mX96+Wz0P2XdSTpCHJa6jUdDt0qfZeDWNuJMj95EfBpSTuVhnQiOarGrBvfIId7TomI9Y2Nkg6VdKCkHSTtAlwMLI2IxvDPBcD5kn6/JHmcBfRt47pbjUl6g6TjJY2SNFzSNHLO/C3kcPYpko4sX4w+DSyKiGfcr1m3JL2LnKp6ddN291/Wk9JHjQKGAcMa/RZwHfBWSSeX/fPIXB4ryqnt2lKnc+01or/2JWkvYAnw9Yi4tMV5J5a2JUnvBOaSb/UCWAq8BMyVNLKMsqFcz15D2rSvLfksdP9l7T4bG2YA10bEM03nDUzfFRFetpOFfO3pvwLPAo8Apw12nbwMjYWcIx/kMOJ1lWUacCr5psJnyf/ULAB2r5w7knzd6lrg18BHB/t+vNRrIefB/5gcHvxb4G7guMr+00qf9Wz5YNu5ss/9mpeOC3AZcEWL7e6/vPS0kG/eiqblwrLvWGAFsL58+R5XOa9tW2p3rpfXztJf+wIuKD9Xv4Otq5y3kHwr2LrSjuY2Xfdg4Celfd0LHDzY9+qlVu1riz4L3X956fDZOKp8v39Pi/MGpO9SOdnMzMzMzMzMzKy2PJ3QzMzMzMzMzMxqz0EsMzMzMzMzMzOrPQexzMzMzMzMzMys9hzEMjMzMzMzMzOz2nMQy8zMzMzMzMzMas9BLDMzMzMzMzMzqz0HsczMzMwqJPVJCknjBrsu25KkceW++7ZBWSFp6UCXY2ZmZtsXB7HMzMystiSdVwIeIenArXTNC8v1jtka19tWJO0g6RRJ10p6VNIGSc9KekDS5ZKOGOw6mpmZmQ0kB7HMzMysliQJ+EsgyqZZ26jovwXGA/+3jcrrSNLuwH8AVwPHAT8CLgYuAX4BnAosk/RXg1bJ3owHpg92JczMzGxoGT7YFTAzMzPrx3uBfYE+4H3ADEmfiIgXBrLQiFgFrBrIMnoh6feAm4GDgO8AcyLiqaZjxgAfA8Zs+xq23q+tAAAIT0lEQVT2LiJWDHYdzMzMbOjxSCwzMzOrq8bIq28CVwJjgT/t72BJwyTNlrRc0tOS1kt6SNK3JB1QjlkJXFBOuaMyVTEq13lVTixJh5ffF7Up+wFJz0vauWn78ZJulLSm7P9vSV+S9IYensPZZABrOTCtOYAFEBFrI2Ie8A+VsveUNK88j9WSXpD0mKSrJI3voXwk7SHp65JWlus8IWmRpENaHDuzPK+ZkiZJWlr+HtVn3DInlqThkuZIulvSWknPSfqppLMkbfK9VdIJkm6XtKo838ck3SlpTi/3Z2ZmZkODR2KZmZlZ7Uh6I3AC8GBE3CVpLfBR4Ezguy2O3xH4N+BY4FHgKmAtMI4MfC0Dfgl8GTgJOBqYD6zsVJeI+IGkXwAfkLRLRDzZVPY7gTcD10bEbyrb5wGfAn4D3AA8DkwgR0xNlnR4RKzt4nGcWdafiYiXO9T1+cqvRwHnAncA1wLrgAOAU4ATJB0REfd1KlzSvuTz2xNYAiwE9gamAu+XdHJE3NDi1FOAScBNwKXk36JdOSOAxcDx5BTJq4ANwETgq8ChwF9Ujj8TuAxYXc5bA+xGPuPTyamWZmZmth1xEMvMzMzq6HRgBDmVkIj4L0n3AhMl7R8RDzUdfyEZwFoMTK0GcySNpEyzi4gvl1FQRwN9EbG0y/rMBz5P5p76WtO+GZVjGmVOJANYPwAmR8RvK/tmAv9S9p/drlBJewP7ABuBO7usa8MS4I0R8UzTNRujur5ITtPs5FIygHV+RHyucp1LyDxd8yW9KSLWNZ03mbz3m7us73lkAOtrwEci4qVSzjDgcuAMSddExPXl+A8DLwAHRcTjTfc4tssyzczMbAjxdEIzMzOrlZLQ/UPAy8CCyq4+oLGvevwwYA6wHpjdNBqJiHg+Ip7YwmpdUeozo7qxjAD7c3KU1U2VXXPLelY1gFXq0wf8JzCti3L3KOsnI2JDLxWOiMebA1hl+31kgGtiGf3UL0l/QOYmewT4+6br3EWOytoZ+LMWp1/fbQCrTBU8ixxVdXYjgFXKeQn4GzLBf/Mz2wi82Hy9iFjTTblmZmY2tHgklpmZmdXNnwD7AbdERPUNgVeROZ9mSvpkRDSCF28GXg/8MCIeG4gKRcSvJN0OHCfpLRHx87JrChnEuSgiNlZOOZwMrkyVNLXFJXcEdm01PbGJGlXYnHpLej8wG3g7mVOs+bvfWNonsT+4rL9fed5VS4APluMWNO37UQ9V/SNgF3LK5/kZx9zEevKthg1XAv8I3C/pu+RIteVbIWBpZmZmNeUglpmZmdVNIwdUX3VjRDwpaTFwMnAicE3Z1UiSXg14DYQ+4DhyNNbHy7ZNphIWu5Dfsy6gvdFAuyBWIyg3VtKoXkZjSZoLfAV4CriVHE31HBkQO4lMFj+yw2VeX9b9Bboa21slql/dbV3J5wWZs6vdMxvd+CEi/knSGnIU3lzgI0BIuhM4JyLu6aF8MzMzGwIcxDIzM7PakLQrGWABWChpYT+HnskrQazGdL29BrJuwHVksvgPSvoEOQLrfcB9LRKkPw3sEBE7swUi4lFJj5B5sY4C/r2b8yQNJ3NurQbeFhGrmvYf3mUVni7r3fvZv0fTcVW9jB5rnH9dRLSamthSRCwAFpQ8Z+8ik/ifAdwiaXxzriwzMzMb2hzEMjMzszqZQU61+wmZN6qVE4BjJe0bEQ8DK8hA1gRJe3YxpbCRb2lYLxWLiPWSvkfm5DqWnNo2nE1HYQHcTb65748j4v5eymnhcuCz5DS729q9oVDSyJITbCw5OmpRiwDWaOBtXZb907J+t6ThTVMmId8cCHBvl9frT+NveJikEf1MXexXyTt2I3Bjya91BnAk+VZGMzMz2044sbuZmZnVSSNp+5yI+FCrBbiMSoL3kvj7EuB1wKXlbYS/I2nHMsKroTF9b5/NqF9fWU8vy0YyN1Ozi8r6m5L2bN4paSdJh3VZ5kXAfWRQpjHqqPl6oyXNAz5WNj1OTh08pAStGseNIKcYdvX2voj4FTkVcRw5Xa9a5qHAaeR0xeu6vJf+ytkIfJUc2XWxpNc1HyNpD0lvqfw+qYw4a7ZbWT+3JXUyMzOz+vFILDMzM6sFSccABwI/i4h2ScG/DZwHnC7pghIA+RRwKJlo/UFJNwDPAHuTb9c7h1cCUHeQbxr8gqS3kkEYIuKzneoYEcslPQRMBUYAi1tNWYuI2yWdC3wB+KWkG4GHyZxObwKOBpYBk7oo8zlJk8jpk9OAKZJuBR4i/yG5P/AeYAz5hj8i4mVJFwPnAj+TdD05wm0iOQ3yDl4ZRdXJbGA58CVJ7wXuIZ/rVPI5nt7qLYib4TNknq7Z5R6XkHnOdiNzZR1B/t0bSfW/A2yQtAxYSQY2jwTeQY7ku20r1MnMzMxqxEEsMzMzq4tZZf2tdgdFxEpJt5FJ1qeQeZReKIGe2eQIqRlkUOMxcpTQssr5D0iaQY5amgOMKrs6BrGK+WTApfFzf/X8O0nLyaTj7yaT0T9NBmYuJ9+22JWIWC3pKDKp/anAYcAHyCDSI8DVwD9HxF2V0z4JPEGOWPtwKftW4Hwy6Ndt2f8j6e3lvMnAMWRusJuBz0XEj7u9VodyXpR0Evm2w5nk/Y0u9/BwuZ/qqLdzgePJqZGTgQ3A/5JJ97/R65REMzMzqz9FbNYbm83MzMzMzMzMzLYZ58QyMzMzMzMzM7PacxDLzMzMzMzMzMxqz0EsMzMzMzMzMzOrPQexzMzMzMzMzMys9hzEMjMzMzMzMzOz2nMQy8zMzMzMzMzMas9BLDMzMzMzMzMzqz0HsczMzMzMzMzMrPYcxDIzMzMzMzMzs9r7f58AjCr0SugjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Rest + Tef calories Vs Active calories\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20,20))\n",
    "\n",
    "ax.scatter(x=calorie_df[\"active_calorie\"],\n",
    "           y=calorie_df[\"rest_calorie\"]+calorie_df[\"tef_calorie\"],\n",
    "           s=calorie_df[\"active_time\"]/(1000*60),\n",
    "           c=\"orange\",\n",
    "           marker=\"o\"\n",
    "          )\n",
    "\n",
    "ax.set_xlabel(\"Active Calories\", fontsize=20)\n",
    "ax.set_ylabel(\"Rest Calories\", fontsize=20)\n",
    "\n",
    "ax.set_ylim(bottom=1500)\n",
    "\n",
    "plt.tick_params(axis=\"both\", labelsize=12, color=\"black\", direction=\"inout\")\n",
    "plt.grid(b=True, which=\"major\", axis=\"both\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sleep_uuid', 'efficiency', 'has_sleep_data', 'sleep_time_offset',\n",
       "       'sleep_end_time', 'quality', 'sleep_start_time', 'sleep_status',\n",
       "       'motionless_sleep_duration', 'light_sleep_duration',\n",
       "       'restless_duration'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sleep_df = pd.read_pickle(\"sleep_dataframe.pkl\")\n",
    "sleep_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'mActivityList': [{'mActiveTime': 1777856,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 96.0,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': '9f55a6c1-72e7-44ef-8330-c680ec846b5e',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 1778845,\n",
      "                    'mEndTime': 28786010,\n",
      "                    'mStartTime': 27007165,\n",
      "                    'mType': 9002},\n",
      "                   {'mActiveTime': 52928,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 9.0,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': 'e60dbe13-8be5-49e6-9f48-f242b3b7eb01',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 54219,\n",
      "                    'mEndTime': 28950230,\n",
      "                    'mStartTime': 28896011,\n",
      "                    'mType': 10004},\n",
      "                   {'mActiveTime': 3492655,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 485.0,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': 'e93a9c75-6068-406b-82df-5aca3e7255f0',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 3493922,\n",
      "                    'mEndTime': 59102228,\n",
      "                    'mStartTime': 55608306,\n",
      "                    'mType': 15002}],\n",
      " 'mAdaptiveGoal': 0,\n",
      " 'mIsGoalAchieved': True,\n",
      " 'mIsMostActiveAchieved': False,\n",
      " 'mMostActiveMinutes': 243,\n",
      " 'mStreakDayCount': 0,\n",
      " 'mUnitDataList': [{'distance': 24.060001,\n",
      "                    'mCalorie': 1.4000001,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 25200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 18009,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 27},\n",
      "                   {'distance': 32.65,\n",
      "                    'mCalorie': 1.74,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 25800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 28681,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 43},\n",
      "                   {'distance': 12.27,\n",
      "                    'mCalorie': 0.6,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 26400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 10005,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 15},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 32.005814,\n",
      "                    'mOthersTime': 592726,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 27000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 32.39263,\n",
      "                    'mOthersTime': 599890,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 27600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 31.601551,\n",
      "                    'mOthersTime': 585239,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 28200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 9.0,\n",
      "                    'mOthersTime': 52928,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 28800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 254.5,\n",
      "                    'mCalorie': 16.11,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 31800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 190005,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 381},\n",
      "                   {'distance': 243.31999,\n",
      "                    'mCalorie': 22.229998,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 917,\n",
      "                    'mStartTime': 33000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 219133,\n",
      "                    'runStep': 3,\n",
      "                    'walkStep': 359},\n",
      "                   {'distance': 52.04,\n",
      "                    'mCalorie': 2.6800003,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 34200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 44689,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 67},\n",
      "                   {'distance': 51.85,\n",
      "                    'mCalorie': 2.68,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 34800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 44689,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 67},\n",
      "                   {'distance': 223.80002,\n",
      "                    'mCalorie': 11.57,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 1200,\n",
      "                    'mStartTime': 38400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 186760,\n",
      "                    'runStep': 3,\n",
      "                    'walkStep': 280},\n",
      "                   {'distance': 49.190006,\n",
      "                    'mCalorie': 2.3700004,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 39000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 41354,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 62},\n",
      "                   {'distance': 69.64,\n",
      "                    'mCalorie': 3.4399998,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 39600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 58696,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 88},\n",
      "                   {'distance': 22.65,\n",
      "                    'mCalorie': 1.35,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 40200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 18676,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 28},\n",
      "                   {'distance': 14.66,\n",
      "                    'mCalorie': 0.76000005,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 40800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 12673,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 19},\n",
      "                   {'distance': 33.010002,\n",
      "                    'mCalorie': 1.7700002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 42000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 29348,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 44},\n",
      "                   {'distance': 51.04,\n",
      "                    'mCalorie': 4.3500004,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 42600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 53360,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 80},\n",
      "                   {'distance': 104.92,\n",
      "                    'mCalorie': 5.37,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 43800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 89378,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 134},\n",
      "                   {'distance': 131.28,\n",
      "                    'mCalorie': 6.6899996,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 46800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 106023,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 166},\n",
      "                   {'distance': 139.45,\n",
      "                    'mCalorie': 7.79,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 5200,\n",
      "                    'mStartTime': 50400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 100050,\n",
      "                    'runStep': 13,\n",
      "                    'walkStep': 150},\n",
      "                   {'distance': 136.8,\n",
      "                    'mCalorie': 6.99,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 400,\n",
      "                    'mStartTime': 53400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 114057,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 171},\n",
      "                   {'distance': 354.39,\n",
      "                    'mCalorie': 20.34,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 10833,\n",
      "                    'mStartTime': 54600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 233331,\n",
      "                    'runStep': 32,\n",
      "                    'walkStep': 414},\n",
      "                   {'distance': 59.1933,\n",
      "                    'mCalorie': 29.979443,\n",
      "                    'mOthersTime': 191652,\n",
      "                    'mRunTime': 5155,\n",
      "                    'mStartTime': 55200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 50189,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 77},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 83.299675,\n",
      "                    'mOthersTime': 599870,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 55800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 83.299675,\n",
      "                    'mOthersTime': 599870,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 56400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 83.299675,\n",
      "                    'mOthersTime': 599870,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 57000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 83.299675,\n",
      "                    'mOthersTime': 599870,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 57600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 83.299675,\n",
      "                    'mOthersTime': 599870,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 58200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 24.938246,\n",
      "                    'mCalorie': 43.20734,\n",
      "                    'mOthersTime': 301651,\n",
      "                    'mRunTime': 21835,\n",
      "                    'mStartTime': 58800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 21835,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 34},\n",
      "                   {'distance': 335.72,\n",
      "                    'mCalorie': 18.619999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 59400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 274017,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 441},\n",
      "                   {'distance': 257.55,\n",
      "                    'mCalorie': 16.68,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 800,\n",
      "                    'mStartTime': 60600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 202041,\n",
      "                    'runStep': 2,\n",
      "                    'walkStep': 350},\n",
      "                   {'distance': 5.93,\n",
      "                    'mCalorie': 0.29,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 61200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 4669,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 7},\n",
      "                   {'distance': 28.57,\n",
      "                    'mCalorie': 1.55,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 800,\n",
      "                    'mStartTime': 61800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 20677,\n",
      "                    'runStep': 2,\n",
      "                    'walkStep': 31},\n",
      "                   {'distance': 24.41,\n",
      "                    'mCalorie': 1.24,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 62400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 19343,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 29},\n",
      "                   {'distance': 17.380001,\n",
      "                    'mCalorie': 0.81000006,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 68400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 14674,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 22}],\n",
      " 'version': 1}\n",
      "\n",
      "\n",
      "\n",
      "{'mActivityList': [{'mActiveTime': 4403765,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 354.346,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': 'c2efcc31-c16f-6060-8f2f-8d3054acf45a',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 4406310,\n",
      "                    'mEndTime': 61370379,\n",
      "                    'mStartTime': 56964069,\n",
      "                    'mType': 0},\n",
      "                   {'mActiveTime': 1460830,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 170.09,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': '574edfd0-a984-bd08-558c-91d71d16fff6',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 1463130,\n",
      "                    'mEndTime': 62890893,\n",
      "                    'mStartTime': 61427763,\n",
      "                    'mType': 15005},\n",
      "                   {'mActiveTime': 3435074,\n",
      "                    'mActiveTimeType': 0,\n",
      "                    'mCalorie': 293.708,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': '20f89b91-b5bf-3550-00ad-ae43508961c5',\n",
      "                    'mDistance': 3661.835,\n",
      "                    'mDuration': 3436881,\n",
      "                    'mEndTime': 83415103,\n",
      "                    'mStartTime': 79978222,\n",
      "                    'mType': 1001}],\n",
      " 'mAdaptiveGoal': 0,\n",
      " 'mIsGoalAchieved': True,\n",
      " 'mIsMostActiveAchieved': False,\n",
      " 'mMostActiveMinutes': 306,\n",
      " 'mStreakDayCount': 0,\n",
      " 'mUnitDataList': [{'distance': 29.31,\n",
      "                    'mCalorie': 1.66,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 27000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 22678,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 34},\n",
      "                   {'distance': 9.83,\n",
      "                    'mCalorie': 0.52,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 27600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 8671,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 13},\n",
      "                   {'distance': 23.96,\n",
      "                    'mCalorie': 1.3,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 29400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 23345,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 35},\n",
      "                   {'distance': 193.45001,\n",
      "                    'mCalorie': 11.32,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 5570,\n",
      "                    'mStartTime': 30600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 169419,\n",
      "                    'runStep': 15,\n",
      "                    'walkStep': 273},\n",
      "                   {'distance': 50.86,\n",
      "                    'mCalorie': 2.5600002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 31200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 42688,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 64},\n",
      "                   {'distance': 306.91,\n",
      "                    'mCalorie': 19.49,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 6301,\n",
      "                    'mStartTime': 31800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 257771,\n",
      "                    'runStep': 18,\n",
      "                    'walkStep': 408},\n",
      "                   {'distance': 55.96,\n",
      "                    'mCalorie': 2.99,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 38400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 52693,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 79},\n",
      "                   {'distance': 98.85,\n",
      "                    'mCalorie': 5.1400003,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 39000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 84709,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 127},\n",
      "                   {'distance': 12.41,\n",
      "                    'mCalorie': 0.67,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 40200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 12006,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 18},\n",
      "                   {'distance': 74.130005,\n",
      "                    'mCalorie': 4.18,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 42000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 62698,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 94},\n",
      "                   {'distance': 40.18,\n",
      "                    'mCalorie': 2.22,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 44400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 41354,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 62},\n",
      "                   {'distance': 262.74,\n",
      "                    'mCalorie': 15.339999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 46800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 239393,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 400},\n",
      "                   {'distance': 16.78,\n",
      "                    'mCalorie': 0.86,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 47400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 15341,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 23},\n",
      "                   {'distance': 197.23001,\n",
      "                    'mCalorie': 10.13,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 49200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 174754,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 262},\n",
      "                   {'distance': 15.98,\n",
      "                    'mCalorie': 0.84,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 51600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 13340,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 20},\n",
      "                   {'distance': 94.55,\n",
      "                    'mCalorie': 4.79,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 52800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 82708,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 124},\n",
      "                   {'distance': 64.039,\n",
      "                    'mCalorie': 3.31,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 54000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 58696,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 88},\n",
      "                   {'distance': 65.1,\n",
      "                    'mCalorie': 4.2200003,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 54600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 63365,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 95},\n",
      "                   {'distance': 324.74,\n",
      "                    'mCalorie': 16.91,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 55800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 282718,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 462},\n",
      "                   {'distance': 107.74682,\n",
      "                    'mCalorie': 8.789718,\n",
      "                    'mOthersTime': 35931,\n",
      "                    'mRunTime': 4332,\n",
      "                    'mStartTime': 56400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 83134,\n",
      "                    'runStep': 27,\n",
      "                    'walkStep': 145},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 57000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 77,\n",
      "                    'walkStep': 275},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 57600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 127},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 58200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 94},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 58800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 125},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 59400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 61},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 60000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 86},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 48.2786,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 60600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 196},\n",
      "                   {'distance': 19.228233,\n",
      "                    'mCalorie': 57.87848,\n",
      "                    'mOthersTime': 540071,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 61200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 19453,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 807},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 69.86028,\n",
      "                    'mOthersTime': 600000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 61800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 855,\n",
      "                    'walkStep': 542},\n",
      "                   {'distance': 4.6324267,\n",
      "                    'mCalorie': 57.11791,\n",
      "                    'mOthersTime': 488593,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 62400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 3821,\n",
      "                    'runStep': 594,\n",
      "                    'walkStep': 488},\n",
      "                   {'distance': 68.25,\n",
      "                    'mCalorie': 3.69,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 63000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 67367,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 101},\n",
      "                   {'distance': 294.93,\n",
      "                    'mCalorie': 19.75,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 4400,\n",
      "                    'mStartTime': 63600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 227357,\n",
      "                    'runStep': 11,\n",
      "                    'walkStep': 390},\n",
      "                   {'distance': 139.65,\n",
      "                    'mCalorie': 7.4199996,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 64800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 126033,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 199},\n",
      "                   {'distance': 201.63,\n",
      "                    'mCalorie': 10.66,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 65400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 180757,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 271},\n",
      "                   {'distance': 250.49998,\n",
      "                    'mCalorie': 13.01,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 66000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 180030,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 339},\n",
      "                   {'distance': 87.14,\n",
      "                    'mCalorie': 5.0499997,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 67200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 84042,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 126},\n",
      "                   {'distance': 54.019997,\n",
      "                    'mCalorie': 2.8899999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 67800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 48024,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 72},\n",
      "                   {'distance': 90.81,\n",
      "                    'mCalorie': 4.7890005,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 68400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 86710,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 130},\n",
      "                   {'distance': 18.57,\n",
      "                    'mCalorie': 0.96,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 69000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 18676,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 28},\n",
      "                   {'distance': 93.630005,\n",
      "                    'mCalorie': 4.96,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 69600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 90712,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 136},\n",
      "                   {'distance': 13.6,\n",
      "                    'mCalorie': 0.73,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 70200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 14007,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 21},\n",
      "                   {'distance': 118.5,\n",
      "                    'mCalorie': 6.3,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 72000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 104052,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 156},\n",
      "                   {'distance': 113.899994,\n",
      "                    'mCalorie': 6.09,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 72600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 113390,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 170},\n",
      "                   {'distance': 52.35,\n",
      "                    'mCalorie': 2.87,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 73200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 46023,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 69},\n",
      "                   {'distance': 109.93,\n",
      "                    'mCalorie': 6.03,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 73800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 113390,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 170},\n",
      "                   {'distance': 66.81,\n",
      "                    'mCalorie': 3.53,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 79200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 62031,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 93},\n",
      "                   {'distance': 520.4342,\n",
      "                    'mCalorie': 39.739735,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 79800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 487395,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 791},\n",
      "                   {'distance': 639.60803,\n",
      "                    'mCalorie': 51.301605,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 80400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 600000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 1044},\n",
      "                   {'distance': 639.60803,\n",
      "                    'mCalorie': 51.301605,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 81000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 600000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 812},\n",
      "                   {'distance': 639.60803,\n",
      "                    'mCalorie': 51.301605,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 81600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 600000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 1015},\n",
      "                   {'distance': 639.60803,\n",
      "                    'mCalorie': 51.301605,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 82200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 600000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 1032},\n",
      "                   {'distance': 639.60803,\n",
      "                    'mCalorie': 51.301605,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 82800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 600000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 1068},\n",
      "                   {'distance': 107.32404,\n",
      "                    'mCalorie': 6.265882,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 83400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 98653,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 132},\n",
      "                   {'distance': 29.19,\n",
      "                    'mCalorie': 1.47,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 84000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 26013,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 39},\n",
      "                   {'distance': 32.25,\n",
      "                    'mCalorie': 1.63,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 84600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 28014,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 42}],\n",
      " 'version': 1}\n",
      "\n",
      "\n",
      "\n",
      "{'mAdaptiveGoal': 0,\n",
      " 'mIsGoalAchieved': False,\n",
      " 'mIsMostActiveAchieved': False,\n",
      " 'mMostActiveMinutes': 0,\n",
      " 'mStreakDayCount': 0,\n",
      " 'mUnitDataList': [{'distance': 15.3,\n",
      "                    'mCalorie': 0.82,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 22800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 13340,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 20},\n",
      "                   {'distance': 8.82,\n",
      "                    'mCalorie': 0.43999997,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 24000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 7337,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 11},\n",
      "                   {'distance': 19.18,\n",
      "                    'mCalorie': 0.97,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 25800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 16008,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 24},\n",
      "                   {'distance': 15.32,\n",
      "                    'mCalorie': 0.8,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 26400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 13340,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 20},\n",
      "                   {'distance': 35.5,\n",
      "                    'mCalorie': 1.84,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 27600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 31349,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 47},\n",
      "                   {'distance': 5.36,\n",
      "                    'mCalorie': 0.28,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 28800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 4669,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 7},\n",
      "                   {'distance': 75.590004,\n",
      "                    'mCalorie': 4.5400004,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 400,\n",
      "                    'mStartTime': 29400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 59363,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 89},\n",
      "                   {'distance': 264.523,\n",
      "                    'mCalorie': 17.51,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 6358,\n",
      "                    'mStartTime': 30000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 217054,\n",
      "                    'runStep': 16,\n",
      "                    'walkStep': 336},\n",
      "                   {'distance': 194.24599,\n",
      "                    'mCalorie': 10.65,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 30600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 150015,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 272},\n",
      "                   {'distance': 271.031,\n",
      "                    'mCalorie': 17.84,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 10315,\n",
      "                    'mStartTime': 31800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 231049,\n",
      "                    'runStep': 27,\n",
      "                    'walkStep': 369},\n",
      "                   {'distance': 73.18,\n",
      "                    'mCalorie': 3.8099997,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 34200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 64699,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 97},\n",
      "                   {'distance': 462.701,\n",
      "                    'mCalorie': 28.908998,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 14283,\n",
      "                    'mStartTime': 34800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 342871,\n",
      "                    'runStep': 41,\n",
      "                    'walkStep': 562},\n",
      "                   {'distance': 102.600006,\n",
      "                    'mCalorie': 5.91,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 35400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 103385,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 155},\n",
      "                   {'distance': 423.195,\n",
      "                    'mCalorie': 22.998999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 400,\n",
      "                    'mStartTime': 41400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 325346,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 563},\n",
      "                   {'distance': 341.47,\n",
      "                    'mCalorie': 19.159998,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 6000,\n",
      "                    'mStartTime': 42000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 288054,\n",
      "                    'runStep': 15,\n",
      "                    'walkStep': 464},\n",
      "                   {'distance': 45.46,\n",
      "                    'mCalorie': 2.51,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 42600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 37352,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 56},\n",
      "                   {'distance': 338.37,\n",
      "                    'mCalorie': 22.57,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 6172,\n",
      "                    'mStartTime': 43200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 276516,\n",
      "                    'runStep': 17,\n",
      "                    'walkStep': 447},\n",
      "                   {'distance': 61.234,\n",
      "                    'mCalorie': 3.15,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 43800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 53360,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 80},\n",
      "                   {'distance': 197.20401,\n",
      "                    'mCalorie': 10.820001,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 4400,\n",
      "                    'mStartTime': 44400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 166750,\n",
      "                    'runStep': 11,\n",
      "                    'walkStep': 250},\n",
      "                   {'distance': 70.729996,\n",
      "                    'mCalorie': 3.96,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 45000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 70035,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 105},\n",
      "                   {'distance': 23.85,\n",
      "                    'mCalorie': 1.22,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 45600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 20677,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 31},\n",
      "                   {'distance': 208.901,\n",
      "                    'mCalorie': 11.160999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 46200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 187427,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 281},\n",
      "                   {'distance': 241.79001,\n",
      "                    'mCalorie': 15.02,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 52200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 180000,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 332},\n",
      "                   {'distance': 168.95999,\n",
      "                    'mCalorie': 10.2300005,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 12800,\n",
      "                    'mStartTime': 52800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 130065,\n",
      "                    'runStep': 32,\n",
      "                    'walkStep': 195},\n",
      "                   {'distance': 56.96,\n",
      "                    'mCalorie': 2.99,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 53400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 51359,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 77},\n",
      "                   {'distance': 24.01,\n",
      "                    'mCalorie': 1.3,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 55200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 22678,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 34},\n",
      "                   {'distance': 122.33,\n",
      "                    'mCalorie': 6.9300003,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 57000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 125396,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 188},\n",
      "                   {'distance': 18.07,\n",
      "                    'mCalorie': 0.8800002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 58200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 14674,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 22},\n",
      "                   {'distance': 32.010002,\n",
      "                    'mCalorie': 1.48,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 61200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 26013,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 39},\n",
      "                   {'distance': 26.962,\n",
      "                    'mCalorie': 1.379,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 61800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 23345,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 35},\n",
      "                   {'distance': 53.3,\n",
      "                    'mCalorie': 2.8200002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 62400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 49358,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 74},\n",
      "                   {'distance': 287.23,\n",
      "                    'mCalorie': 18.38,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 28000,\n",
      "                    'mStartTime': 63000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 150075,\n",
      "                    'runStep': 70,\n",
      "                    'walkStep': 225},\n",
      "                   {'distance': 71.66,\n",
      "                    'mCalorie': 4.02,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 2000,\n",
      "                    'mStartTime': 63600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 60697,\n",
      "                    'runStep': 5,\n",
      "                    'walkStep': 91},\n",
      "                   {'distance': 35.78,\n",
      "                    'mCalorie': 1.76,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 64200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 29348,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 44},\n",
      "                   {'distance': 126.58,\n",
      "                    'mCalorie': 7.42,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 2400,\n",
      "                    'mStartTime': 64800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 119393,\n",
      "                    'runStep': 6,\n",
      "                    'walkStep': 179},\n",
      "                   {'distance': 98.64,\n",
      "                    'mCalorie': 5.3999996,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 65400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 96048,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 144},\n",
      "                   {'distance': 678.6481,\n",
      "                    'mCalorie': 41.460003,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 73144,\n",
      "                    'mStartTime': 66000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 377984,\n",
      "                    'runStep': 195,\n",
      "                    'walkStep': 633},\n",
      "                   {'distance': 437.46,\n",
      "                    'mCalorie': 24.690002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 15812,\n",
      "                    'mStartTime': 66600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 278912,\n",
      "                    'runStep': 48,\n",
      "                    'walkStep': 473},\n",
      "                   {'distance': 14.43,\n",
      "                    'mCalorie': 0.80000013,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 67800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 11339,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 17},\n",
      "                   {'distance': 466.4,\n",
      "                    'mCalorie': 27.93,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 38106,\n",
      "                    'mStartTime': 68400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 300763,\n",
      "                    'runStep': 101,\n",
      "                    'walkStep': 478},\n",
      "                   {'distance': 114.799995,\n",
      "                    'mCalorie': 6.89,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 5899,\n",
      "                    'mStartTime': 69000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 80781,\n",
      "                    'runStep': 16,\n",
      "                    'walkStep': 128},\n",
      "                   {'distance': 35.47,\n",
      "                    'mCalorie': 2.24,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 4000,\n",
      "                    'mStartTime': 70200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 26680,\n",
      "                    'runStep': 10,\n",
      "                    'walkStep': 40},\n",
      "                   {'distance': 13.08,\n",
      "                    'mCalorie': 0.68,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 70800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 11339,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 17},\n",
      "                   {'distance': 22.2,\n",
      "                    'mCalorie': 1.08,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 71400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 18676,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 28},\n",
      "                   {'distance': 13.99,\n",
      "                    'mCalorie': 0.59999996,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 73200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 11339,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 17},\n",
      "                   {'distance': 17.25,\n",
      "                    'mCalorie': 0.92,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 74400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 16675,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 25},\n",
      "                   {'distance': 11.173,\n",
      "                    'mCalorie': 0.56,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 78000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 9338,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 14},\n",
      "                   {'distance': 11.89,\n",
      "                    'mCalorie': 0.73,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 400,\n",
      "                    'mStartTime': 82800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 10005,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 15},\n",
      "                   {'distance': 33.98,\n",
      "                    'mCalorie': 2.0,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 84600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 28681,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 43},\n",
      "                   {'distance': 61.48,\n",
      "                    'mCalorie': 3.41,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 85800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 47357,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 71}],\n",
      " 'version': 1}\n",
      "\n",
      "\n",
      "\n",
      "{'mActivityList': [{'mActiveTime': 160000,\n",
      "                    'mActiveTimeType': 2,\n",
      "                    'mCalorie': 21.0,\n",
      "                    'mCategory': 200,\n",
      "                    'mDetailInfoId': 'be7a9a32-d074-460a-8591-e614008c88dd',\n",
      "                    'mDistance': 0.0,\n",
      "                    'mDuration': 160000,\n",
      "                    'mEndTime': 23380000,\n",
      "                    'mStartTime': 23220000,\n",
      "                    'mType': 10025}],\n",
      " 'mAdaptiveGoal': 0,\n",
      " 'mIsGoalAchieved': False,\n",
      " 'mIsMostActiveAchieved': False,\n",
      " 'mMostActiveMinutes': 0,\n",
      " 'mStreakDayCount': 0,\n",
      " 'mUnitDataList': [{'distance': 7.8700004,\n",
      "                    'mCalorie': 0.32,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 21600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 6670,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 10},\n",
      "                   {'distance': 0.0,\n",
      "                    'mCalorie': 21.0,\n",
      "                    'mOthersTime': 160000,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 22800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 0,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 0},\n",
      "                   {'distance': 11.54,\n",
      "                    'mCalorie': 0.39000002,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 28800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 10005,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 15},\n",
      "                   {'distance': 330.68,\n",
      "                    'mCalorie': 17.49,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 37114,\n",
      "                    'mStartTime': 40800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 146112,\n",
      "                    'runStep': 106,\n",
      "                    'walkStep': 255},\n",
      "                   {'distance': 77.41,\n",
      "                    'mCalorie': 3.28,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 41400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 64669,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 100},\n",
      "                   {'distance': 87.38,\n",
      "                    'mCalorie': 3.3899999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 45600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 76038,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 114},\n",
      "                   {'distance': 8.57,\n",
      "                    'mCalorie': 0.34,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 46200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 7337,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 11},\n",
      "                   {'distance': 7.83,\n",
      "                    'mCalorie': 0.31,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 46800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 6670,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 10},\n",
      "                   {'distance': 57.580006,\n",
      "                    'mCalorie': 2.82,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 3200,\n",
      "                    'mStartTime': 47400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 37352,\n",
      "                    'runStep': 8,\n",
      "                    'walkStep': 56},\n",
      "                   {'distance': 89.21001,\n",
      "                    'mCalorie': 4.61,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 48000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 82041,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 123},\n",
      "                   {'distance': 422.69,\n",
      "                    'mCalorie': 17.25,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 48600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 358119,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 561},\n",
      "                   {'distance': 17.53,\n",
      "                    'mCalorie': 0.72999996,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 49200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 15341,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 23},\n",
      "                   {'distance': 637.83,\n",
      "                    'mCalorie': 25.449997,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 49800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 494734,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 838},\n",
      "                   {'distance': 481.84,\n",
      "                    'mCalorie': 19.16,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 400,\n",
      "                    'mStartTime': 50400000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 382101,\n",
      "                    'runStep': 1,\n",
      "                    'walkStep': 623},\n",
      "                   {'distance': 107.01,\n",
      "                    'mCalorie': 4.24,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 51000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 93380,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 140},\n",
      "                   {'distance': 252.78001,\n",
      "                    'mCalorie': 12.949999,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 2999,\n",
      "                    'mStartTime': 51600000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 188370,\n",
      "                    'runStep': 10,\n",
      "                    'walkStep': 332},\n",
      "                   {'distance': 61.2,\n",
      "                    'mCalorie': 2.7,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 52200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 48024,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 72},\n",
      "                   {'distance': 12.04,\n",
      "                    'mCalorie': 0.52,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 60000000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 10672,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 16},\n",
      "                   {'distance': 19.11,\n",
      "                    'mCalorie': 0.71000004,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 67800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 16675,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 25},\n",
      "                   {'distance': 27.68,\n",
      "                    'mCalorie': 1.07,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 73800000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 22678,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 34},\n",
      "                   {'distance': 32.01,\n",
      "                    'mCalorie': 1.3,\n",
      "                    'mOthersTime': 0,\n",
      "                    'mRunTime': 0,\n",
      "                    'mStartTime': 76200000,\n",
      "                    'mTimeUnit': 600000,\n",
      "                    'mWalkTime': 28014,\n",
      "                    'runStep': 0,\n",
      "                    'walkStep': 42}],\n",
      " 'version': 1}\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i, file in zip(range(1, 5), os.listdir(activity_json_dir)):\n",
    "    with open(activity_json_dir+file, \"r\") as fp:\n",
    "        text = fp.read()\n",
    "        stuff = json.loads(text)\n",
    "        pprint(stuff)\n",
    "        print (\"\\n\\n\")"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}