Datasets
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Load dataset\n",
"d_df = pd.read_csv('../data/garmin/dailies.csv', sep=',')\n",
"\n",
"# Trim columns\n",
"#d_df = d_df.loc[:, ['User First Name', 'Calendar Date (Local)', 'Start Time (Local)', 'End Time (Local)', 'Steps', 'Stress Duration (s)']]\n",
"\n",
"# Convert timestamp values\n",
"d_df['Calendar Date (Local)'] = pd.to_datetime(d_df['Calendar Date (Local)'])\n",
"d_df['Start Time (Local)'] = pd.to_datetime(d_df['Start Time (Local)'])\n",
"d_df['End Time (Local)'] = pd.to_datetime(d_df['End Time (Local)'])\n",
"\n",
"# Select user = P12 and day = 2023-12-24\n",
"#d_df = d_df[d_df['User First Name'] == 'P12']\n",
"#d_df = d_df[d_df['Calendar Date (Local)'] == '2023-12-24']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Load dataset\n",
"s_df = pd.read_csv('../data/garmin/sleep.csv', sep=',')\n",
"\n",
"# Trim columns\n",
"s_df = s_df.loc[:, ['User First Name', 'Calendar Date (Local)', 'Start Time (Local)', 'End Time (Local)', 'Duration (s)', 'Rem Sleep Duration (s)', 'Deep Sleep Duration (s)', 'Light Sleep Duration (s)', 'Source', 'Sleep Efficiency', 'Sleep Score Value']]\n",
"\n",
"# Convert data types\n",
"s_df['Calendar Date (Local)'] = pd.to_datetime(s_df['Calendar Date (Local)'])\n",
"\n",
"# Add column with calculated sleep hours\n",
"s_df['Duration (h)'] = s_df['Duration (s)'] / 60 / 60\n",
"s_df['Deep Sleep Duration (h)'] = s_df['Deep Sleep Duration (s)'] / 60 / 60\n",
"s_df['Light Sleep Duration (h)'] = s_df['Light Sleep Duration (s)'] / 60 / 60\n",
"s_df['Rem Sleep Duration (h)'] = s_df['Rem Sleep Duration (s)'] / 60 / 60"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['P10' 'P11' 'P12' 'P14']\n"
]
},
{
"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>User First Name</th>\n",
" <th>Calendar Date (Local)</th>\n",
" <th>Start Time (Local)</th>\n",
" <th>End Time (Local)</th>\n",
" <th>Duration (s)</th>\n",
" <th>Rem Sleep Duration (s)</th>\n",
" <th>Deep Sleep Duration (s)</th>\n",
" <th>Light Sleep Duration (s)</th>\n",
" <th>Source</th>\n",
" <th>Sleep Efficiency</th>\n",
" <th>Sleep Score Value</th>\n",
" <th>Duration (h)</th>\n",
" <th>Deep Sleep Duration (h)</th>\n",
" <th>Light Sleep Duration (h)</th>\n",
" <th>Rem Sleep Duration (h)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>P10</td>\n",
" <td>2023-12-22</td>\n",
" <td>2023-12-22T01:17:00</td>\n",
" <td>2023-12-22T09:03:00</td>\n",
" <td>27960</td>\n",
" <td>8400</td>\n",
" <td>3000</td>\n",
" <td>16560</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>94.0</td>\n",
" <td>7.766667</td>\n",
" <td>0.833333</td>\n",
" <td>4.600000</td>\n",
" <td>2.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>196</th>\n",
" <td>P10</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T01:13:00</td>\n",
" <td>2023-12-24T08:56:00</td>\n",
" <td>27780</td>\n",
" <td>6000</td>\n",
" <td>5580</td>\n",
" <td>15060</td>\n",
" <td>device</td>\n",
" <td>0.958963</td>\n",
" <td>81.0</td>\n",
" <td>7.716667</td>\n",
" <td>1.550000</td>\n",
" <td>4.183333</td>\n",
" <td>1.666667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>276</th>\n",
" <td>P10</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T01:07:00</td>\n",
" <td>2023-12-25T09:41:00</td>\n",
" <td>30840</td>\n",
" <td>11160</td>\n",
" <td>6780</td>\n",
" <td>12900</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>91.0</td>\n",
" <td>8.566667</td>\n",
" <td>1.883333</td>\n",
" <td>3.583333</td>\n",
" <td>3.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>320</th>\n",
" <td>P10</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T01:50:00</td>\n",
" <td>2023-12-26T09:03:00</td>\n",
" <td>25980</td>\n",
" <td>6960</td>\n",
" <td>6240</td>\n",
" <td>12780</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>90.0</td>\n",
" <td>7.216667</td>\n",
" <td>1.733333</td>\n",
" <td>3.550000</td>\n",
" <td>1.933333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>339</th>\n",
" <td>P10</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T01:20:00</td>\n",
" <td>2023-12-27T09:16:00</td>\n",
" <td>28560</td>\n",
" <td>8040</td>\n",
" <td>5460</td>\n",
" <td>14640</td>\n",
" <td>device</td>\n",
" <td>0.985294</td>\n",
" <td>98.0</td>\n",
" <td>7.933333</td>\n",
" <td>1.516667</td>\n",
" <td>4.066667</td>\n",
" <td>2.233333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>363</th>\n",
" <td>P10</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T00:54:00</td>\n",
" <td>2023-12-28T08:48:00</td>\n",
" <td>28440</td>\n",
" <td>6660</td>\n",
" <td>6960</td>\n",
" <td>14280</td>\n",
" <td>device</td>\n",
" <td>0.981013</td>\n",
" <td>91.0</td>\n",
" <td>7.900000</td>\n",
" <td>1.933333</td>\n",
" <td>3.966667</td>\n",
" <td>1.850000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>405</th>\n",
" <td>P10</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T23:54:00</td>\n",
" <td>2023-12-30T08:58:00</td>\n",
" <td>32640</td>\n",
" <td>9660</td>\n",
" <td>3360</td>\n",
" <td>19560</td>\n",
" <td>device</td>\n",
" <td>0.998162</td>\n",
" <td>91.0</td>\n",
" <td>9.066667</td>\n",
" <td>0.933333</td>\n",
" <td>5.433333</td>\n",
" <td>2.683333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>419</th>\n",
" <td>P10</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T00:40:00</td>\n",
" <td>2023-12-31T09:08:00</td>\n",
" <td>30480</td>\n",
" <td>10680</td>\n",
" <td>7620</td>\n",
" <td>12060</td>\n",
" <td>device</td>\n",
" <td>0.996063</td>\n",
" <td>94.0</td>\n",
" <td>8.466667</td>\n",
" <td>2.116667</td>\n",
" <td>3.350000</td>\n",
" <td>2.966667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>514</th>\n",
" <td>P10</td>\n",
" <td>2024-01-02</td>\n",
" <td>2024-01-02T00:22:00</td>\n",
" <td>2024-01-02T09:27:00</td>\n",
" <td>32700</td>\n",
" <td>19920</td>\n",
" <td>10080</td>\n",
" <td>35280</td>\n",
" <td>device</td>\n",
" <td>0.996330</td>\n",
" <td>93.0</td>\n",
" <td>9.083333</td>\n",
" <td>2.800000</td>\n",
" <td>9.800000</td>\n",
" <td>5.533333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>661</th>\n",
" <td>P10</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T01:32:00</td>\n",
" <td>2024-01-04T09:25:00</td>\n",
" <td>28380</td>\n",
" <td>8640</td>\n",
" <td>5400</td>\n",
" <td>14340</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>91.0</td>\n",
" <td>7.883333</td>\n",
" <td>1.500000</td>\n",
" <td>3.983333</td>\n",
" <td>2.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>678</th>\n",
" <td>P11</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T01:30:00</td>\n",
" <td>2023-12-29T08:50:00</td>\n",
" <td>26400</td>\n",
" <td>5220</td>\n",
" <td>6660</td>\n",
" <td>11640</td>\n",
" <td>device</td>\n",
" <td>0.890909</td>\n",
" <td>76.0</td>\n",
" <td>7.333333</td>\n",
" <td>1.850000</td>\n",
" <td>3.233333</td>\n",
" <td>1.450000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>702</th>\n",
" <td>P11</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T02:32:00</td>\n",
" <td>2023-12-30T08:17:00</td>\n",
" <td>20700</td>\n",
" <td>2940</td>\n",
" <td>3960</td>\n",
" <td>10680</td>\n",
" <td>device</td>\n",
" <td>0.849275</td>\n",
" <td>64.0</td>\n",
" <td>5.750000</td>\n",
" <td>1.100000</td>\n",
" <td>2.966667</td>\n",
" <td>0.816667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>721</th>\n",
" <td>P11</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T02:51:00</td>\n",
" <td>2023-12-31T07:42:00</td>\n",
" <td>17460</td>\n",
" <td>3960</td>\n",
" <td>3360</td>\n",
" <td>9120</td>\n",
" <td>device</td>\n",
" <td>0.941581</td>\n",
" <td>62.0</td>\n",
" <td>4.850000</td>\n",
" <td>0.933333</td>\n",
" <td>2.533333</td>\n",
" <td>1.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>783</th>\n",
" <td>P11</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T01:45:00</td>\n",
" <td>2024-01-03T08:01:00</td>\n",
" <td>22560</td>\n",
" <td>4020</td>\n",
" <td>6240</td>\n",
" <td>10380</td>\n",
" <td>device</td>\n",
" <td>0.914894</td>\n",
" <td>47.0</td>\n",
" <td>6.266667</td>\n",
" <td>1.733333</td>\n",
" <td>2.883333</td>\n",
" <td>1.116667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>796</th>\n",
" <td>P11</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T00:49:00</td>\n",
" <td>2024-01-04T08:05:00</td>\n",
" <td>26160</td>\n",
" <td>7200</td>\n",
" <td>9720</td>\n",
" <td>27480</td>\n",
" <td>device</td>\n",
" <td>0.697248</td>\n",
" <td>69.0</td>\n",
" <td>7.266667</td>\n",
" <td>2.700000</td>\n",
" <td>7.633333</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>939</th>\n",
" <td>P11</td>\n",
" <td>2024-01-05</td>\n",
" <td>2024-01-05T01:28:00</td>\n",
" <td>2024-01-05T09:10:00</td>\n",
" <td>27720</td>\n",
" <td>6420</td>\n",
" <td>7680</td>\n",
" <td>11100</td>\n",
" <td>device</td>\n",
" <td>0.909091</td>\n",
" <td>74.0</td>\n",
" <td>7.700000</td>\n",
" <td>2.133333</td>\n",
" <td>3.083333</td>\n",
" <td>1.783333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1289</th>\n",
" <td>P12</td>\n",
" <td>2023-12-23</td>\n",
" <td>2023-12-23T00:52:00</td>\n",
" <td>2023-12-23T08:45:00</td>\n",
" <td>28380</td>\n",
" <td>48240</td>\n",
" <td>31680</td>\n",
" <td>172800</td>\n",
" <td>device</td>\n",
" <td>-0.902748</td>\n",
" <td>67.0</td>\n",
" <td>7.883333</td>\n",
" <td>8.800000</td>\n",
" <td>48.000000</td>\n",
" <td>13.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2061</th>\n",
" <td>P12</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T00:48:00</td>\n",
" <td>2023-12-24T05:14:40</td>\n",
" <td>16000</td>\n",
" <td>2200</td>\n",
" <td>5040</td>\n",
" <td>7500</td>\n",
" <td>device</td>\n",
" <td>0.996250</td>\n",
" <td>56.0</td>\n",
" <td>4.444444</td>\n",
" <td>1.400000</td>\n",
" <td>2.083333</td>\n",
" <td>0.611111</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2073</th>\n",
" <td>P12</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T00:31:00</td>\n",
" <td>2023-12-25T10:21:00</td>\n",
" <td>35400</td>\n",
" <td>7200</td>\n",
" <td>3600</td>\n",
" <td>19920</td>\n",
" <td>device</td>\n",
" <td>0.947458</td>\n",
" <td>89.0</td>\n",
" <td>9.833333</td>\n",
" <td>1.000000</td>\n",
" <td>5.533333</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2101</th>\n",
" <td>P12</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T01:06:00</td>\n",
" <td>2023-12-26T09:38:00</td>\n",
" <td>30720</td>\n",
" <td>2400</td>\n",
" <td>3600</td>\n",
" <td>20100</td>\n",
" <td>device</td>\n",
" <td>0.882812</td>\n",
" <td>65.0</td>\n",
" <td>8.533333</td>\n",
" <td>1.000000</td>\n",
" <td>5.583333</td>\n",
" <td>0.666667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2134</th>\n",
" <td>P12</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T00:27:00</td>\n",
" <td>2023-12-27T07:52:00</td>\n",
" <td>26700</td>\n",
" <td>6720</td>\n",
" <td>4140</td>\n",
" <td>14640</td>\n",
" <td>device</td>\n",
" <td>0.955056</td>\n",
" <td>85.0</td>\n",
" <td>7.416667</td>\n",
" <td>1.150000</td>\n",
" <td>4.066667</td>\n",
" <td>1.866667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2170</th>\n",
" <td>P12</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T01:13:00</td>\n",
" <td>2023-12-28T07:31:00</td>\n",
" <td>22680</td>\n",
" <td>4380</td>\n",
" <td>6240</td>\n",
" <td>12060</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>79.0</td>\n",
" <td>6.300000</td>\n",
" <td>1.733333</td>\n",
" <td>3.350000</td>\n",
" <td>1.216667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2187</th>\n",
" <td>P12</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T01:14:00</td>\n",
" <td>2023-12-29T08:58:00</td>\n",
" <td>27840</td>\n",
" <td>6120</td>\n",
" <td>5160</td>\n",
" <td>14100</td>\n",
" <td>device</td>\n",
" <td>0.911638</td>\n",
" <td>78.0</td>\n",
" <td>7.733333</td>\n",
" <td>1.433333</td>\n",
" <td>3.916667</td>\n",
" <td>1.700000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2212</th>\n",
" <td>P12</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T03:16:00</td>\n",
" <td>2023-12-30T11:35:00</td>\n",
" <td>29940</td>\n",
" <td>5040</td>\n",
" <td>4380</td>\n",
" <td>13800</td>\n",
" <td>device</td>\n",
" <td>0.843687</td>\n",
" <td>79.0</td>\n",
" <td>8.316667</td>\n",
" <td>1.216667</td>\n",
" <td>3.833333</td>\n",
" <td>1.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2233</th>\n",
" <td>P12</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T02:16:00</td>\n",
" <td>2023-12-31T11:40:00</td>\n",
" <td>33840</td>\n",
" <td>8400</td>\n",
" <td>3780</td>\n",
" <td>18840</td>\n",
" <td>device</td>\n",
" <td>0.932624</td>\n",
" <td>84.0</td>\n",
" <td>9.400000</td>\n",
" <td>1.050000</td>\n",
" <td>5.233333</td>\n",
" <td>2.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2266</th>\n",
" <td>P12</td>\n",
" <td>2024-01-01</td>\n",
" <td>2024-01-01T02:20:00</td>\n",
" <td>2024-01-01T09:42:00</td>\n",
" <td>26520</td>\n",
" <td>3000</td>\n",
" <td>9000</td>\n",
" <td>30720</td>\n",
" <td>device</td>\n",
" <td>0.610860</td>\n",
" <td>41.0</td>\n",
" <td>7.366667</td>\n",
" <td>2.500000</td>\n",
" <td>8.533333</td>\n",
" <td>0.833333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2365</th>\n",
" <td>P12</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T02:24:00</td>\n",
" <td>2024-01-03T09:01:00</td>\n",
" <td>23820</td>\n",
" <td>3660</td>\n",
" <td>5220</td>\n",
" <td>13200</td>\n",
" <td>device</td>\n",
" <td>0.959698</td>\n",
" <td>77.0</td>\n",
" <td>6.616667</td>\n",
" <td>1.450000</td>\n",
" <td>3.666667</td>\n",
" <td>1.016667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2382</th>\n",
" <td>P12</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T01:07:00</td>\n",
" <td>2024-01-04T06:13:00</td>\n",
" <td>18360</td>\n",
" <td>7200</td>\n",
" <td>17040</td>\n",
" <td>31920</td>\n",
" <td>device</td>\n",
" <td>0.777778</td>\n",
" <td>32.0</td>\n",
" <td>5.100000</td>\n",
" <td>4.733333</td>\n",
" <td>8.866667</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2709</th>\n",
" <td>P14</td>\n",
" <td>2023-12-21</td>\n",
" <td>2023-12-21T23:42:00</td>\n",
" <td>2023-12-22T07:36:00</td>\n",
" <td>28440</td>\n",
" <td>7980</td>\n",
" <td>3420</td>\n",
" <td>16320</td>\n",
" <td>device</td>\n",
" <td>0.974684</td>\n",
" <td>92.0</td>\n",
" <td>7.900000</td>\n",
" <td>0.950000</td>\n",
" <td>4.533333</td>\n",
" <td>2.216667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2732</th>\n",
" <td>P14</td>\n",
" <td>2023-12-22</td>\n",
" <td>2023-12-22T22:50:00</td>\n",
" <td>2023-12-23T06:16:00</td>\n",
" <td>26760</td>\n",
" <td>5460</td>\n",
" <td>5940</td>\n",
" <td>15240</td>\n",
" <td>device</td>\n",
" <td>0.995516</td>\n",
" <td>93.0</td>\n",
" <td>7.433333</td>\n",
" <td>1.650000</td>\n",
" <td>4.233333</td>\n",
" <td>1.516667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2752</th>\n",
" <td>P14</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T00:05:00</td>\n",
" <td>2023-12-24T09:45:00</td>\n",
" <td>34800</td>\n",
" <td>10080</td>\n",
" <td>5760</td>\n",
" <td>18780</td>\n",
" <td>device</td>\n",
" <td>0.994828</td>\n",
" <td>94.0</td>\n",
" <td>9.666667</td>\n",
" <td>1.600000</td>\n",
" <td>5.216667</td>\n",
" <td>2.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2784</th>\n",
" <td>P14</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T00:10:00</td>\n",
" <td>2023-12-25T08:52:00</td>\n",
" <td>31320</td>\n",
" <td>5640</td>\n",
" <td>4380</td>\n",
" <td>20580</td>\n",
" <td>device</td>\n",
" <td>0.977012</td>\n",
" <td>89.0</td>\n",
" <td>8.700000</td>\n",
" <td>1.216667</td>\n",
" <td>5.716667</td>\n",
" <td>1.566667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2804</th>\n",
" <td>P14</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T00:03:00</td>\n",
" <td>2023-12-26T09:58:00</td>\n",
" <td>35700</td>\n",
" <td>8400</td>\n",
" <td>5040</td>\n",
" <td>22020</td>\n",
" <td>device</td>\n",
" <td>0.993277</td>\n",
" <td>91.0</td>\n",
" <td>9.916667</td>\n",
" <td>1.400000</td>\n",
" <td>6.116667</td>\n",
" <td>2.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2849</th>\n",
" <td>P14</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T02:06:00</td>\n",
" <td>2023-12-27T07:03:55</td>\n",
" <td>17875</td>\n",
" <td>3955</td>\n",
" <td>1740</td>\n",
" <td>12060</td>\n",
" <td>device</td>\n",
" <td>0.993287</td>\n",
" <td>NaN</td>\n",
" <td>4.965278</td>\n",
" <td>0.483333</td>\n",
" <td>3.350000</td>\n",
" <td>1.098611</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3074</th>\n",
" <td>P14</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T01:44:00</td>\n",
" <td>2023-12-28T08:08:00</td>\n",
" <td>23040</td>\n",
" <td>8280</td>\n",
" <td>1980</td>\n",
" <td>12780</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>6.400000</td>\n",
" <td>0.550000</td>\n",
" <td>3.550000</td>\n",
" <td>2.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3453</th>\n",
" <td>P14</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T00:56:00</td>\n",
" <td>2023-12-29T08:55:00</td>\n",
" <td>28740</td>\n",
" <td>9300</td>\n",
" <td>2160</td>\n",
" <td>15720</td>\n",
" <td>device</td>\n",
" <td>0.945720</td>\n",
" <td>NaN</td>\n",
" <td>7.983333</td>\n",
" <td>0.600000</td>\n",
" <td>4.366667</td>\n",
" <td>2.583333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3620</th>\n",
" <td>P14</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T00:18:00</td>\n",
" <td>2023-12-30T09:02:00</td>\n",
" <td>31440</td>\n",
" <td>6900</td>\n",
" <td>7320</td>\n",
" <td>16800</td>\n",
" <td>device</td>\n",
" <td>0.986641</td>\n",
" <td>95.0</td>\n",
" <td>8.733333</td>\n",
" <td>2.033333</td>\n",
" <td>4.666667</td>\n",
" <td>1.916667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3642</th>\n",
" <td>P14</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T01:01:00</td>\n",
" <td>2023-12-31T09:13:00</td>\n",
" <td>29520</td>\n",
" <td>5160</td>\n",
" <td>5460</td>\n",
" <td>18000</td>\n",
" <td>device</td>\n",
" <td>0.969512</td>\n",
" <td>91.0</td>\n",
" <td>8.200000</td>\n",
" <td>1.516667</td>\n",
" <td>5.000000</td>\n",
" <td>1.433333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3668</th>\n",
" <td>P14</td>\n",
" <td>2024-01-01</td>\n",
" <td>2024-01-01T02:37:00</td>\n",
" <td>2024-01-01T09:56:00</td>\n",
" <td>26340</td>\n",
" <td>6300</td>\n",
" <td>6240</td>\n",
" <td>12960</td>\n",
" <td>device</td>\n",
" <td>0.968109</td>\n",
" <td>83.0</td>\n",
" <td>7.316667</td>\n",
" <td>1.733333</td>\n",
" <td>3.600000</td>\n",
" <td>1.750000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3704</th>\n",
" <td>P14</td>\n",
" <td>2024-01-02</td>\n",
" <td>2024-01-02T23:43:00</td>\n",
" <td>2024-01-03T07:31:00</td>\n",
" <td>28080</td>\n",
" <td>4260</td>\n",
" <td>4500</td>\n",
" <td>18960</td>\n",
" <td>device</td>\n",
" <td>0.987179</td>\n",
" <td>90.0</td>\n",
" <td>7.800000</td>\n",
" <td>1.250000</td>\n",
" <td>5.266667</td>\n",
" <td>1.183333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3718</th>\n",
" <td>P14</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T23:42:00</td>\n",
" <td>2024-01-04T07:16:00</td>\n",
" <td>27240</td>\n",
" <td>6360</td>\n",
" <td>3360</td>\n",
" <td>17520</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>82.0</td>\n",
" <td>7.566667</td>\n",
" <td>0.933333</td>\n",
" <td>4.866667</td>\n",
" <td>1.766667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3732</th>\n",
" <td>P14</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T22:38:00</td>\n",
" <td>2024-01-05T06:16:00</td>\n",
" <td>27480</td>\n",
" <td>5040</td>\n",
" <td>4740</td>\n",
" <td>17700</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>93.0</td>\n",
" <td>7.633333</td>\n",
" <td>1.316667</td>\n",
" <td>4.916667</td>\n",
" <td>1.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3743</th>\n",
" <td>P14</td>\n",
" <td>2024-01-05</td>\n",
" <td>2024-01-05T23:22:00</td>\n",
" <td>2024-01-06T06:59:00</td>\n",
" <td>27420</td>\n",
" <td>8880</td>\n",
" <td>12120</td>\n",
" <td>33720</td>\n",
" <td>device</td>\n",
" <td>0.995624</td>\n",
" <td>89.0</td>\n",
" <td>7.616667</td>\n",
" <td>3.366667</td>\n",
" <td>9.366667</td>\n",
" <td>2.466667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3780</th>\n",
" <td>P14</td>\n",
" <td>2024-01-08</td>\n",
" <td>2024-01-08T00:01:00</td>\n",
" <td>2024-01-08T07:34:00</td>\n",
" <td>27180</td>\n",
" <td>4140</td>\n",
" <td>6600</td>\n",
" <td>16380</td>\n",
" <td>device</td>\n",
" <td>0.997792</td>\n",
" <td>92.0</td>\n",
" <td>7.550000</td>\n",
" <td>1.833333</td>\n",
" <td>4.550000</td>\n",
" <td>1.150000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" User First Name Calendar Date (Local) Start Time (Local) \\\n",
"0 P10 2023-12-22 2023-12-22T01:17:00 \n",
"196 P10 2023-12-24 2023-12-24T01:13:00 \n",
"276 P10 2023-12-25 2023-12-25T01:07:00 \n",
"320 P10 2023-12-26 2023-12-26T01:50:00 \n",
"339 P10 2023-12-27 2023-12-27T01:20:00 \n",
"363 P10 2023-12-28 2023-12-28T00:54:00 \n",
"405 P10 2023-12-29 2023-12-29T23:54:00 \n",
"419 P10 2023-12-31 2023-12-31T00:40:00 \n",
"514 P10 2024-01-02 2024-01-02T00:22:00 \n",
"661 P10 2024-01-04 2024-01-04T01:32:00 \n",
"678 P11 2023-12-29 2023-12-29T01:30:00 \n",
"702 P11 2023-12-30 2023-12-30T02:32:00 \n",
"721 P11 2023-12-31 2023-12-31T02:51:00 \n",
"783 P11 2024-01-03 2024-01-03T01:45:00 \n",
"796 P11 2024-01-04 2024-01-04T00:49:00 \n",
"939 P11 2024-01-05 2024-01-05T01:28:00 \n",
"1289 P12 2023-12-23 2023-12-23T00:52:00 \n",
"2061 P12 2023-12-24 2023-12-24T00:48:00 \n",
"2073 P12 2023-12-25 2023-12-25T00:31:00 \n",
"2101 P12 2023-12-26 2023-12-26T01:06:00 \n",
"2134 P12 2023-12-27 2023-12-27T00:27:00 \n",
"2170 P12 2023-12-28 2023-12-28T01:13:00 \n",
"2187 P12 2023-12-29 2023-12-29T01:14:00 \n",
"2212 P12 2023-12-30 2023-12-30T03:16:00 \n",
"2233 P12 2023-12-31 2023-12-31T02:16:00 \n",
"2266 P12 2024-01-01 2024-01-01T02:20:00 \n",
"2365 P12 2024-01-03 2024-01-03T02:24:00 \n",
"2382 P12 2024-01-04 2024-01-04T01:07:00 \n",
"2709 P14 2023-12-21 2023-12-21T23:42:00 \n",
"2732 P14 2023-12-22 2023-12-22T22:50:00 \n",
"2752 P14 2023-12-24 2023-12-24T00:05:00 \n",
"2784 P14 2023-12-25 2023-12-25T00:10:00 \n",
"2804 P14 2023-12-26 2023-12-26T00:03:00 \n",
"2849 P14 2023-12-27 2023-12-27T02:06:00 \n",
"3074 P14 2023-12-28 2023-12-28T01:44:00 \n",
"3453 P14 2023-12-29 2023-12-29T00:56:00 \n",
"3620 P14 2023-12-30 2023-12-30T00:18:00 \n",
"3642 P14 2023-12-31 2023-12-31T01:01:00 \n",
"3668 P14 2024-01-01 2024-01-01T02:37:00 \n",
"3704 P14 2024-01-02 2024-01-02T23:43:00 \n",
"3718 P14 2024-01-03 2024-01-03T23:42:00 \n",
"3732 P14 2024-01-04 2024-01-04T22:38:00 \n",
"3743 P14 2024-01-05 2024-01-05T23:22:00 \n",
"3780 P14 2024-01-08 2024-01-08T00:01:00 \n",
"\n",
" End Time (Local) Duration (s) Rem Sleep Duration (s) \\\n",
"0 2023-12-22T09:03:00 27960 8400 \n",
"196 2023-12-24T08:56:00 27780 6000 \n",
"276 2023-12-25T09:41:00 30840 11160 \n",
"320 2023-12-26T09:03:00 25980 6960 \n",
"339 2023-12-27T09:16:00 28560 8040 \n",
"363 2023-12-28T08:48:00 28440 6660 \n",
"405 2023-12-30T08:58:00 32640 9660 \n",
"419 2023-12-31T09:08:00 30480 10680 \n",
"514 2024-01-02T09:27:00 32700 19920 \n",
"661 2024-01-04T09:25:00 28380 8640 \n",
"678 2023-12-29T08:50:00 26400 5220 \n",
"702 2023-12-30T08:17:00 20700 2940 \n",
"721 2023-12-31T07:42:00 17460 3960 \n",
"783 2024-01-03T08:01:00 22560 4020 \n",
"796 2024-01-04T08:05:00 26160 7200 \n",
"939 2024-01-05T09:10:00 27720 6420 \n",
"1289 2023-12-23T08:45:00 28380 48240 \n",
"2061 2023-12-24T05:14:40 16000 2200 \n",
"2073 2023-12-25T10:21:00 35400 7200 \n",
"2101 2023-12-26T09:38:00 30720 2400 \n",
"2134 2023-12-27T07:52:00 26700 6720 \n",
"2170 2023-12-28T07:31:00 22680 4380 \n",
"2187 2023-12-29T08:58:00 27840 6120 \n",
"2212 2023-12-30T11:35:00 29940 5040 \n",
"2233 2023-12-31T11:40:00 33840 8400 \n",
"2266 2024-01-01T09:42:00 26520 3000 \n",
"2365 2024-01-03T09:01:00 23820 3660 \n",
"2382 2024-01-04T06:13:00 18360 7200 \n",
"2709 2023-12-22T07:36:00 28440 7980 \n",
"2732 2023-12-23T06:16:00 26760 5460 \n",
"2752 2023-12-24T09:45:00 34800 10080 \n",
"2784 2023-12-25T08:52:00 31320 5640 \n",
"2804 2023-12-26T09:58:00 35700 8400 \n",
"2849 2023-12-27T07:03:55 17875 3955 \n",
"3074 2023-12-28T08:08:00 23040 8280 \n",
"3453 2023-12-29T08:55:00 28740 9300 \n",
"3620 2023-12-30T09:02:00 31440 6900 \n",
"3642 2023-12-31T09:13:00 29520 5160 \n",
"3668 2024-01-01T09:56:00 26340 6300 \n",
"3704 2024-01-03T07:31:00 28080 4260 \n",
"3718 2024-01-04T07:16:00 27240 6360 \n",
"3732 2024-01-05T06:16:00 27480 5040 \n",
"3743 2024-01-06T06:59:00 27420 8880 \n",
"3780 2024-01-08T07:34:00 27180 4140 \n",
"\n",
" Deep Sleep Duration (s) Light Sleep Duration (s) Source \\\n",
"0 3000 16560 device \n",
"196 5580 15060 device \n",
"276 6780 12900 device \n",
"320 6240 12780 device \n",
"339 5460 14640 device \n",
"363 6960 14280 device \n",
"405 3360 19560 device \n",
"419 7620 12060 device \n",
"514 10080 35280 device \n",
"661 5400 14340 device \n",
"678 6660 11640 device \n",
"702 3960 10680 device \n",
"721 3360 9120 device \n",
"783 6240 10380 device \n",
"796 9720 27480 device \n",
"939 7680 11100 device \n",
"1289 31680 172800 device \n",
"2061 5040 7500 device \n",
"2073 3600 19920 device \n",
"2101 3600 20100 device \n",
"2134 4140 14640 device \n",
"2170 6240 12060 device \n",
"2187 5160 14100 device \n",
"2212 4380 13800 device \n",
"2233 3780 18840 device \n",
"2266 9000 30720 device \n",
"2365 5220 13200 device \n",
"2382 17040 31920 device \n",
"2709 3420 16320 device \n",
"2732 5940 15240 device \n",
"2752 5760 18780 device \n",
"2784 4380 20580 device \n",
"2804 5040 22020 device \n",
"2849 1740 12060 device \n",
"3074 1980 12780 device \n",
"3453 2160 15720 device \n",
"3620 7320 16800 device \n",
"3642 5460 18000 device \n",
"3668 6240 12960 device \n",
"3704 4500 18960 device \n",
"3718 3360 17520 device \n",
"3732 4740 17700 device \n",
"3743 12120 33720 device \n",
"3780 6600 16380 device \n",
"\n",
" Sleep Efficiency Sleep Score Value Duration (h) \\\n",
"0 1.000000 94.0 7.766667 \n",
"196 0.958963 81.0 7.716667 \n",
"276 1.000000 91.0 8.566667 \n",
"320 1.000000 90.0 7.216667 \n",
"339 0.985294 98.0 7.933333 \n",
"363 0.981013 91.0 7.900000 \n",
"405 0.998162 91.0 9.066667 \n",
"419 0.996063 94.0 8.466667 \n",
"514 0.996330 93.0 9.083333 \n",
"661 1.000000 91.0 7.883333 \n",
"678 0.890909 76.0 7.333333 \n",
"702 0.849275 64.0 5.750000 \n",
"721 0.941581 62.0 4.850000 \n",
"783 0.914894 47.0 6.266667 \n",
"796 0.697248 69.0 7.266667 \n",
"939 0.909091 74.0 7.700000 \n",
"1289 -0.902748 67.0 7.883333 \n",
"2061 0.996250 56.0 4.444444 \n",
"2073 0.947458 89.0 9.833333 \n",
"2101 0.882812 65.0 8.533333 \n",
"2134 0.955056 85.0 7.416667 \n",
"2170 1.000000 79.0 6.300000 \n",
"2187 0.911638 78.0 7.733333 \n",
"2212 0.843687 79.0 8.316667 \n",
"2233 0.932624 84.0 9.400000 \n",
"2266 0.610860 41.0 7.366667 \n",
"2365 0.959698 77.0 6.616667 \n",
"2382 0.777778 32.0 5.100000 \n",
"2709 0.974684 92.0 7.900000 \n",
"2732 0.995516 93.0 7.433333 \n",
"2752 0.994828 94.0 9.666667 \n",
"2784 0.977012 89.0 8.700000 \n",
"2804 0.993277 91.0 9.916667 \n",
"2849 0.993287 NaN 4.965278 \n",
"3074 1.000000 NaN 6.400000 \n",
"3453 0.945720 NaN 7.983333 \n",
"3620 0.986641 95.0 8.733333 \n",
"3642 0.969512 91.0 8.200000 \n",
"3668 0.968109 83.0 7.316667 \n",
"3704 0.987179 90.0 7.800000 \n",
"3718 1.000000 82.0 7.566667 \n",
"3732 1.000000 93.0 7.633333 \n",
"3743 0.995624 89.0 7.616667 \n",
"3780 0.997792 92.0 7.550000 \n",
"\n",
" Deep Sleep Duration (h) Light Sleep Duration (h) \\\n",
"0 0.833333 4.600000 \n",
"196 1.550000 4.183333 \n",
"276 1.883333 3.583333 \n",
"320 1.733333 3.550000 \n",
"339 1.516667 4.066667 \n",
"363 1.933333 3.966667 \n",
"405 0.933333 5.433333 \n",
"419 2.116667 3.350000 \n",
"514 2.800000 9.800000 \n",
"661 1.500000 3.983333 \n",
"678 1.850000 3.233333 \n",
"702 1.100000 2.966667 \n",
"721 0.933333 2.533333 \n",
"783 1.733333 2.883333 \n",
"796 2.700000 7.633333 \n",
"939 2.133333 3.083333 \n",
"1289 8.800000 48.000000 \n",
"2061 1.400000 2.083333 \n",
"2073 1.000000 5.533333 \n",
"2101 1.000000 5.583333 \n",
"2134 1.150000 4.066667 \n",
"2170 1.733333 3.350000 \n",
"2187 1.433333 3.916667 \n",
"2212 1.216667 3.833333 \n",
"2233 1.050000 5.233333 \n",
"2266 2.500000 8.533333 \n",
"2365 1.450000 3.666667 \n",
"2382 4.733333 8.866667 \n",
"2709 0.950000 4.533333 \n",
"2732 1.650000 4.233333 \n",
"2752 1.600000 5.216667 \n",
"2784 1.216667 5.716667 \n",
"2804 1.400000 6.116667 \n",
"2849 0.483333 3.350000 \n",
"3074 0.550000 3.550000 \n",
"3453 0.600000 4.366667 \n",
"3620 2.033333 4.666667 \n",
"3642 1.516667 5.000000 \n",
"3668 1.733333 3.600000 \n",
"3704 1.250000 5.266667 \n",
"3718 0.933333 4.866667 \n",
"3732 1.316667 4.916667 \n",
"3743 3.366667 9.366667 \n",
"3780 1.833333 4.550000 \n",
"\n",
" Rem Sleep Duration (h) \n",
"0 2.333333 \n",
"196 1.666667 \n",
"276 3.100000 \n",
"320 1.933333 \n",
"339 2.233333 \n",
"363 1.850000 \n",
"405 2.683333 \n",
"419 2.966667 \n",
"514 5.533333 \n",
"661 2.400000 \n",
"678 1.450000 \n",
"702 0.816667 \n",
"721 1.100000 \n",
"783 1.116667 \n",
"796 2.000000 \n",
"939 1.783333 \n",
"1289 13.400000 \n",
"2061 0.611111 \n",
"2073 2.000000 \n",
"2101 0.666667 \n",
"2134 1.866667 \n",
"2170 1.216667 \n",
"2187 1.700000 \n",
"2212 1.400000 \n",
"2233 2.333333 \n",
"2266 0.833333 \n",
"2365 1.016667 \n",
"2382 2.000000 \n",
"2709 2.216667 \n",
"2732 1.516667 \n",
"2752 2.800000 \n",
"2784 1.566667 \n",
"2804 2.333333 \n",
"2849 1.098611 \n",
"3074 2.300000 \n",
"3453 2.583333 \n",
"3620 1.916667 \n",
"3642 1.433333 \n",
"3668 1.750000 \n",
"3704 1.183333 \n",
"3718 1.766667 \n",
"3732 1.400000 \n",
"3743 2.466667 \n",
"3780 1.150000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"df_users = s_df.drop_duplicates(subset=['Calendar Date (Local)', 'User First Name'])\n",
"\n",
"# Filter for device source\n",
"df_users = df_users[df_users['Source'] == 'device']\n",
"\n",
"print(df_users['User First Name'].unique())\n",
"\n",
"df_users"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total Steps per User"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+ExOTUm9sStOTJ08AoNh7hqn84uE5oiLIvWjevHnzdJbPmTMHGo0G7dq1k5dVrFixwEbI2Ng432797777DtnZ2cWq6cCBAwUeJsg9v+jpv4QLqsnY2BhdunTB5s2b5T0oT/v777/zLVuzZo3OOTk//vgjbt26Ja9/amoqsrKydB7j7e0NIyOjfJcDKEhWVpZ8TR1AagAWL14MOzs7NG7cGADQrVs33LhxA0uXLs33+CdPnhTrk1bPk52djWHDhuHChQsYNmwYrKysAEA+5+bpn0NKSgpWrlxZ4PP06NEDGo0Gn376Ka5cufJC1wELCAiAVqvFt99+q/P6y5cvR0pKivzpvuLI/Xn+e3sHgPnz5+vMAZDvQpGWlpaoUaOG/DO3t7eHv78/Fi9erNPM5ypoW1NTQdc5y8zMxJo1a2Bubl5i58hR+cE9TURF0LFjR7Ru3RpffvklEhMT4ePjg3379mHbtm347LPP5I/wA0Djxo2xf/9+zJ49G87OznB3d0ezZs3w9ttv4/vvv4e1tTW8vLwQHR2N/fv3F/sj0UOHDsXjx4/xzjvvwNPTExkZGYiKikJ4eDjc3Nx0TvotrKZp06bhwIEDaNasGQYMGAAvLy/cu3cPJ06cwP79+3Hv3j2d16xcuTJatmyJfv36ITk5Gd988w1q1KiBAQMGAJA+3j9kyBC89957qFWrFrKysvD999/LDdrzODs7Y/r06UhMTEStWrUQHh6O2NhYLFmyRP74fO/evbFx40YMGjQIBw4cwOuvv47s7GzExcVh48aN2Lt3r7y3rThSUlKwdu1aANIFIHOvCH758mV0794dU6ZMkecGBgZCq9WiY8eO+Oijj/Do0SMsXboU9vb2BTYHdnZ2aNu2LTZt2gQbG5sXamzs7OwQGhqKSZMmoW3btujUqRPi4+OxYMECNGnS5IUasgYNGiAkJARz587FxYsX5csGREREYNeuXQgJCYGPj48838vLC/7+/mjcuDEqV66M48eP48cff8SQIUPkOfPnz0fLli3h7e2NAQMGwMPDA8nJyYiOjsZff/2FU6dOFbtepQ4dOoRDhw4BkBq1tLQ0ee+nn58f/Pz8AAAfffQRUlNT4efnh2rVqiEpKQnr1q1DXFwcZs2a9cyvmCEDpc6H9ojKh39fckAIIR4+fCiGDx8unJ2dhYmJiahZs6aYOXOmyMnJ0ZkXFxcn/Pz8hLm5uQAgfzT7/v37ol+/fqJq1arC0tJSBAUFibi4OOHq6qrz8W2llxzYvXu3+PDDD4Wnp6ewtLQUWq1W1KhRQwwdOlQkJycrqkkIIZKTk8XgwYOFi4uLMDExEY6OjqJNmzZiyZIl+Wr64YcfRGhoqLC3txfm5uaiQ4cO4urVq/K8K1euiA8//FC8+uqrwszMTFSuXFm0bt1a7N+//7mZ537c//jx48LX11eYmZkJV1dXMW/evHxzMzIyxPTp00XdunWFqampsLW1FY0bNxaTJk0SKSkp8jwAYvDgwc997adrwP9/xByAsLS0FDVr1hQffPCB2LdvX4GP2b59u6hfv74wMzMTbm5uYvr06WLFihUCgEhISMg3P/cyDQMHDlRcV0GXHMg1b9484enpKUxMTISDg4P4+OOPxf379/Ot17MupVCQ7OxsMXfuXOHj4yPMzMyEmZmZ8PHxEd9++63OJQ6EEOKrr74STZs2FTY2NsLc3Fx4enqKr7/+Ot/lLy5fviz69OkjHB0dhYmJiahWrZp4++23xY8//ijPyb3kwLFjxxTVmXvJgZkzZz53bm6OBd0mTJggz/vhhx9EQECAcHBwEBUqVBC2trYiICBAbNu2TVFNZHg0QvD0fyJS5uDBg2jdujU2bdqErl27lspr+Pv7486dOwUeKjQk27ZtQ+fOnXHo0CG88cYbapdDRArwnCYiIhUsXboUHh4e8snkRFT28ZwmIiI92rBhA06fPo2dO3di7ty5ev3kHxG9GDZNRER61KNHD1haWqJ///745JNP1C6HiIqA5zQRERERKcBzmoiIiIgUYNNEREREpADPaSohOTk5uHnzJipVqsQTO4mIiMoJIQQePnwIZ2dnGBk9e18Sm6YScvPmzXxfEEpERETlw/Xr15/7ZeJsmkpI7pe3Xr9+Xf4+KiIiIirbUlNT4eLiovMl7IVh01RCcg/JWVlZsWkiIiIqZ5ScWsMTwYmIiIgUYNNEREREpACbJiIiIiIFeE6TnmVnZyMzM1PtMgyKiYkJjI2N1S6DiIgMHJsmPRFCICkpCQ8ePFC7FINkY2MDR0dHXiOLiIhKDZsmPcltmOzt7WFhYcFf7iVECIHHjx/j9u3bAAAnJyeVKyIiIkPFpkkPsrOz5YapSpUqapdjcMzNzQEAt2/fhr29PQ/VERFRqeCJ4HqQew6ThYWFypUYrtxseb4YERGVFjZNesRDcqWH2RIRUWlj00RERESkAJsmIiIiIgV4IrjK3Mbu1NtrJU7rUOTH/P333wgLC8POnTuRnJwMW1tb+Pj4ICwsDK+//jo0Gg1++ukndO7cueQLJiIiKkPYNNEzdenSBRkZGVi9ejU8PDyQnJyMyMhI3L17V+3SiIiI9IqH56hQDx48wG+//Ybp06ejdevWcHV1RdOmTREaGopOnTrBzc0NAPDOO+9Ao9HI9wFg27ZtaNSoEczMzODh4YFJkyYhKytLHtdoNFi4cCHatWsHc3NzeHh44Mcff5THMzIyMGTIEDg5OcHMzAyurq6YOnWqvladiIgoHzZNVChLS0tYWlpi69atSE9Pzzd+7NgxAMDKlStx69Yt+f5vv/2GPn364NNPP8X58+exePFirFq1Cl9//bXO48ePH48uXbrg1KlT6NWrF7p3744LFy4AAL799lts374dGzduRHx8PNatW6fTlBEREekbD89RoSpUqIBVq1ZhwIABWLRoERo1aoRWrVqhe/fuqF+/Puzs7ADkfYVJrkmTJmHs2LEIDg4GAHh4eGDKlCkYPXo0JkyYIM977733EBISAgCYMmUKIiIi8N1332HBggW4du0aatasiZYtW0Kj0cDV1VWPa05ERErp89zcwhTnnN3i4J4meqYuXbrg5s2b2L59O9q2bYuDBw+iUaNGWLVqVaGPOXXqFCZPnizvqbK0tMSAAQNw69YtPH78WJ7n6+ur8zhfX195T1Pfvn0RGxuL2rVrY9iwYdi3b1+prB8REZFSbJrouczMzPDWW29h/PjxiIqKQt++fXX2GP3bo0ePMGnSJMTGxsq3M2fO4OLFizAzM1P0mo0aNUJCQgKmTJmCJ0+eoFu3bujatWtJrRIREVGRsWmiIvPy8kJaWhoAwMTEBNnZ2TrjjRo1Qnx8PGrUqJHvZmSUt8kdPXpU53FHjx5FnTp15PtWVlZ4//33sXTpUoSHh2Pz5s24d+9eKa4ZERFR4XhOExXq7t27eO+99/Dhhx+ifv36qFSpEo4fP44ZM2bgP//5DwDAzc0NkZGReP3112FqagpbW1uEhYXh7bffRvXq1dG1a1cYGRnh1KlTOHv2LL766iv5+Tdt2oTXXnsNLVu2xLp16/DHH39g+fLlAIDZs2fDyckJDRs2hJGRETZt2gRHR0fY2NioEcVL7WU6X4GI6FnYNKmsLP8ysLS0RLNmzTBnzhxcvnwZmZmZcHFxwYABA/DFF18AAGbNmoURI0Zg6dKlqFatGhITExEUFIQdO3Zg8uTJmD59OkxMTODp6Smf9J1r0qRJ2LBhAz755BM4OTnhhx9+gJeXFwCgUqVKmDFjBi5evAhjY2M0adIEu3bt0tlTRUREpE8aIYRQuwhDkJqaCmtra6SkpMDKykpn7J9//kFCQgLc3d0Vn9Nj6Er6SuLMuPRwTxMRPUt5/z/iWb+//41/thMREREpwKaJiIiISAGe00Sq4FFhIiIqb7iniYiIiEgBNk16xL0rpYfZEhFRaWPTpAcmJiYAoPMVIlSycrPNzZqIiKik8ZwmPTA2NoaNjQ1u374NALCwsIBGo1G5KsMghMDjx49x+/Zt2NjYwNjYWO2SiIjIQLFp0hNHR0cAkBsnKlk2NjZyxkRERKWBTZOeaDQaODk5wd7eHpmZmWqXY1BMTEy4h4mIiEodmyY9MzY25i94IiKicognghMREREpoGrTdOjQIXTs2BHOzs7QaDTYunWrzrhGoynwNnPmTHmOm5tbvvFp06bpPM/p06fxxhtvwMzMDC4uLpgxY0a+WjZt2gRPT0+YmZnB29sbu3btKpV1JiIiovJJ1aYpLS0NPj4+mD9/foHjt27d0rmtWLECGo0GXbp00Zk3efJknXlDhw6Vx1JTUxEYGAhXV1fExMRg5syZmDhxIpYsWSLPiYqKQo8ePdC/f3+cPHkSnTt3RufOnXH27NnSWXEiIiIqd1Q9p6ldu3Zo165doeP//jTUtm3b0Lp1a3h4eOgsr1SpUqGfnFq3bh0yMjKwYsUKaLVa1K1bF7GxsZg9ezYGDhwIAJg7dy7atm2LUaNGAQCmTJmCiIgIzJs3D4sWLXqRVSQiIiIDUW7OaUpOTsbOnTvRv3//fGPTpk1DlSpV0LBhQ8ycORNZWVnyWHR0NPz8/KDVauVlQUFBiI+Px/379+U5AQEBOs8ZFBSE6OjoQutJT09Hamqqzo2IiIgMV7n59Nzq1atRqVIlvPvuuzrLhw0bhkaNGqFy5cqIiopCaGgobt26hdmzZwMAkpKS4O7urvMYBwcHeczW1hZJSUnysqfnJCUlFVrP1KlTMWnSpJJYNSIiIioHyk3TtGLFCvTq1QtmZmY6y0eMGCH/u379+tBqtfjoo48wdepUmJqallo9oaGhOq+dmpoKFxeXUns9IiIiUle5aJp+++03xMfHIzw8/LlzmzVrhqysLCQmJqJ27dpwdHREcnKyzpzc+7nnQRU251lXmDY1NS3VpoyIiIjKlnJxTtPy5cvRuHFj+Pj4PHdubGwsjIyMYG9vDwDw9fXFoUOHdK7CHRERgdq1a8PW1laeExkZqfM8ERER8PX1LcG1ICIiovJM1abp0aNHiI2NRWxsLAAgISEBsbGxuHbtmjwnNTUVmzZtQkhISL7HR0dH45tvvsGpU6dw5coVrFu3DsOHD8cHH3wgN0Q9e/aEVqtF//79ce7cOYSHh2Pu3Lk6h9Y+/fRT7NmzB7NmzUJcXBwmTpyI48ePY8iQIaUbABEREZUbqh6eO378OFq3bi3fz21kgoODsWrVKgDAhg0bIIRAjx498j3e1NQUGzZswMSJE5Geng53d3cMHz5cpyGytrbGvn37MHjwYDRu3BhVq1ZFWFiYfLkBAGjRogXWr1+PcePG4YsvvkDNmjWxdetW1KtXr5TWnIiIiMobjRBCqF2EIUhNTYW1tTVSUlJgZWWldjlEJcZt7E61S0DitA5ql0BEhSjv/0cU5fd3uTiniYiIiEhtbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIFVG2aDh06hI4dO8LZ2RkajQZbt27VGe/bty80Go3OrW3btjpz7t27h169esHKygo2Njbo378/Hj16pDPn9OnTeOONN2BmZgYXFxfMmDEjXy2bNm2Cp6cnzMzM4O3tjV27dpX4+hIREVH5pWrTlJaWBh8fH8yfP7/QOW3btsWtW7fk2w8//KAz3qtXL5w7dw4RERHYsWMHDh06hIEDB8rjqampCAwMhKurK2JiYjBz5kxMnDgRS5YskedERUWhR48e6N+/P06ePInOnTujc+fOOHv2bMmvNBEREZVLFdR88Xbt2qFdu3bPnGNqagpHR8cCxy5cuIA9e/bg2LFjeO211wAA3333Hdq3b4///e9/cHZ2xrp165CRkYEVK1ZAq9Wibt26iI2NxezZs+Xmau7cuWjbti1GjRoFAJgyZQoiIiIwb948LFq0qATXmIiIiMqrMn9O08GDB2Fvb4/atWvj448/xt27d+Wx6Oho2NjYyA0TAAQEBMDIyAi///67PMfPzw9arVaeExQUhPj4eNy/f1+eExAQoPO6QUFBiI6OLrSu9PR0pKam6tyIiIjIcJXppqlt27ZYs2YNIiMjMX36dPz6669o164dsrOzAQBJSUmwt7fXeUyFChVQuXJlJCUlyXMcHBx05uTef96c3PGCTJ06FdbW1vLNxcXlxVaWiIiIyjRVD889T/fu3eV/e3t7o379+nj11Vdx8OBBtGnTRsXKgNDQUIwYMUK+n5qaysaJiIjIgJXpPU3/5uHhgapVq+LSpUsAAEdHR9y+fVtnTlZWFu7duyefB+Xo6Ijk5GSdObn3nzensHOpAOlcKysrK50bERERGa5y1TT99ddfuHv3LpycnAAAvr6+ePDgAWJiYuQ5v/zyC3JyctCsWTN5zqFDh5CZmSnPiYiIQO3atWFrayvPiYyM1HmtiIgI+Pr6lvYqERERUTmhatP06NEjxMbGIjY2FgCQkJCA2NhYXLt2DY8ePcKoUaNw9OhRJCYmIjIyEv/5z39Qo0YNBAUFAQDq1KmDtm3bYsCAAfjjjz9w5MgRDBkyBN27d4ezszMAoGfPntBqtejfvz/OnTuH8PBwzJ07V+fQ2qeffoo9e/Zg1qxZiIuLw8SJE3H8+HEMGTJE75kQERFR2aRq03T8+HE0bNgQDRs2BACMGDECDRs2RFhYGIyNjXH69Gl06tQJtWrVQv/+/dG4cWP89ttvMDU1lZ9j3bp18PT0RJs2bdC+fXu0bNlS5xpM1tbW2LdvHxISEtC4cWN8/vnnCAsL07mWU4sWLbB+/XosWbIEPj4++PHHH7F161bUq1dPf2EQERFRmaYRQgi1izAEqampsLa2RkpKCs9vIoPiNnan2iUgcVoHtUsgokKU9/8jivL7u1yd00RERESkFjZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAqo2TYcOHULHjh3h7OwMjUaDrVu3ymOZmZkYM2YMvL29UbFiRTg7O6NPnz64efOmznO4ublBo9Ho3KZNm6Yz5/Tp03jjjTdgZmYGFxcXzJgxI18tmzZtgqenJ8zMzODt7Y1du3aVyjoTERFR+aRq05SWlgYfHx/Mnz8/39jjx49x4sQJjB8/HidOnMCWLVsQHx+PTp065Zs7efJk3Lp1S74NHTpUHktNTUVgYCBcXV0RExODmTNnYuLEiViyZIk8JyoqCj169ED//v1x8uRJdO7cGZ07d8bZs2dLZ8WJiIio3Kmg5ou3a9cO7dq1K3DM2toaEREROsvmzZuHpk2b4tq1a6hevbq8vFKlSnB0dCzwedatW4eMjAysWLECWq0WdevWRWxsLGbPno2BAwcCAObOnYu2bdti1KhRAIApU6YgIiIC8+bNw6JFi0piVYmIiKicK1fnNKWkpECj0cDGxkZn+bRp01ClShU0bNgQM2fORFZWljwWHR0NPz8/aLVaeVlQUBDi4+Nx//59eU5AQIDOcwYFBSE6OrrQWtLT05GamqpzIyIiIsOl6p6movjnn38wZswY9OjRA1ZWVvLyYcOGoVGjRqhcuTKioqIQGhqKW7duYfbs2QCApKQkuLu76zyXg4ODPGZra4ukpCR52dNzkpKSCq1n6tSpmDRpUkmtHhEREZVx5aJpyszMRLdu3SCEwMKFC3XGRowYIf+7fv360Gq1+OijjzB16lSYmpqWWk2hoaE6r52amgoXF5dSez0iIiJSV5lvmnIbpqtXr+KXX37R2ctUkGbNmiErKwuJiYmoXbs2HB0dkZycrDMn937ueVCFzSnsPCkAMDU1LdWmjIiIiMqWMn1OU27DdPHiRezfvx9VqlR57mNiY2NhZGQEe3t7AICvry8OHTqEzMxMeU5ERARq164NW1tbeU5kZKTO80RERMDX17cE14aIiIjKM1X3ND169AiXLl2S7yckJCA2NhaVK1eGk5MTunbtihMnTmDHjh3Izs6WzzGqXLkytFotoqOj8fvvv6N169aoVKkSoqOjMXz4cHzwwQdyQ9SzZ09MmjQJ/fv3x5gxY3D27FnMnTsXc+bMkV/3008/RatWrTBr1ix06NABGzZswPHjx3UuS0BEREQvN1WbpuPHj6N169by/dxzhIKDgzFx4kRs374dANCgQQOdxx04cAD+/v4wNTXFhg0bMHHiRKSnp8Pd3R3Dhw/XOdfI2toa+/btw+DBg9G4cWNUrVoVYWFh8uUGAKBFixZYv349xo0bhy+++AI1a9bE1q1bUa9evVJceyIiIipPNEIIoXYRhiA1NRXW1tZISUl57nlXROWJ29idapeAxGkd1C6BiApR3v+PKMrv7zJ9ThMRERFRWcGmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECpRY0/TgwYOSeioiIiKiMqdYTdP06dMRHh4u3+/WrRuqVKmCatWq4dSpUyVWHBEREVFZUaymadGiRXBxcQEAREREICIiArt370a7du0watSoEi2QiIiIqCyoUJwHJSUlyU3Tjh070K1bNwQGBsLNzQ3NmjUr0QKJiIiIyoJi7WmytbXF9evXAQB79uxBQEAAAEAIgezs7JKrjoiIiKiMKNaepnfffRc9e/ZEzZo1cffuXbRr1w4AcPLkSdSoUaNECyQiIiIqC4rVNM2ZMwdubm64fv06ZsyYAUtLSwDArVu38Mknn5RogURERERlQbGaJhMTE4wcOTLf8uHDh79wQURERERlUbGaJgCIj4/Hd999hwsXLgAA6tSpg6FDh6J27dolVhwRERFRWVGsE8E3b96MevXqISYmBj4+PvDx8cGJEydQr149bN68WfHzHDp0CB07doSzszM0Gg22bt2qMy6EQFhYGJycnGBubo6AgABcvHhRZ869e/fQq1cvWFlZwcbGBv3798ejR4905pw+fRpvvPEGzMzM4OLighkzZuSrZdOmTfD09ISZmRm8vb2xa9cu5YEQERGRwStW0zR69GiEhoYiOjoas2fPxuzZsxEVFYUvvvgCo0ePVvw8aWlp8PHxwfz58wscnzFjBr799lssWrQIv//+OypWrIigoCD8888/8pxevXrh3LlziIiIwI4dO3Do0CEMHDhQHk9NTUVgYCBcXV0RExODmTNnYuLEiViyZIk8JyoqCj169ED//v1x8uRJdO7cGZ07d8bZs2eLkQ4REREZIo0QQhT1QRYWFjh9+nS+T8pdvHgRPj4+ePz4cdEL0Wjw008/oXPnzgCkvUzOzs74/PPP5fOnUlJS4ODggFWrVqF79+64cOECvLy8cOzYMbz22msApEsgtG/fHn/99RecnZ2xcOFCfPnll0hKSoJWqwUAjB07Flu3bkVcXBwA4P3330daWhp27Ngh19O8eXM0aNAAixYtUlR/amoqrK2tkZKSAisrqyKvP1FZ5TZ2p9olIHFaB7VLIKJClPf/I4ry+7tYe5r8/f3x22+/5Vt++PBhvPHGG8V5ynwSEhKQlJQkXwMKAKytrdGsWTNER0cDAKKjo2FjYyM3TAAQEBAAIyMj/P777/IcPz8/uWECgKCgIMTHx+P+/fvynKdfJ3dO7usQERERFetE8E6dOmHMmDGIiYlB8+bNAQBHjx7Fpk2bMGnSJGzfvl1nbnEkJSUBABwcHHSWOzg4yGNJSUmwt7fXGa9QoQIqV66sM8fd3T3fc+SO2draIikp6ZmvU5D09HSkp6fL91NTU4uyekRERFTOFKtpyr0W04IFC7BgwYICxwDpkJuhXiF86tSpmDRpktplEBERkZ4U6/BcTk6OotuLNEyOjo4AgOTkZJ3lycnJ8pijoyNu376tM56VlYV79+7pzCnoOZ5+jcLm5I4XJDQ0FCkpKfIt92tliIiIyDAVq2l62tOfZCtJ7u7ucHR0RGRkpLwsNTUVv//+O3x9fQEAvr6+ePDgAWJiYuQ5v/zyC3JycuQvDvb19cWhQ4eQmZkpz4mIiEDt2rVha2srz3n6dXLn5L5OQUxNTWFlZaVzIyIiIsNVrKYpOzsbU6ZMQbVq1WBpaYkrV64AAMaPH4/ly5crfp5Hjx4hNjYWsbGxAKSTv2NjY3Ht2jVoNBp89tln+Oqrr7B9+3acOXMGffr0gbOzs/wJuzp16qBt27YYMGAA/vjjDxw5cgRDhgxB9+7d4ezsDADo2bMntFot+vfvj3PnziE8PBxz587FiBEj5Do+/fRT7NmzB7NmzUJcXBwmTpyI48ePY8iQIcWJh4iIiAxQsZqmr7/+GqtWrcKMGTN0PpVWr149LFu2TPHzHD9+HA0bNkTDhg0BACNGjEDDhg0RFhYGQLoe1NChQzFw4EA0adIEjx49wp49e2BmZiY/x7p16+Dp6Yk2bdqgffv2aNmypc41mKytrbFv3z4kJCSgcePG+PzzzxEWFqZzLacWLVpg/fr1WLJkCXx8fPDjjz9i69atqFevXnHiISIiIgNUrOs01ahRA4sXL0abNm1QqVIlnDp1Ch4eHoiLi4Ovr6/8Uf6XCa/TRIaqvF+DhYhKV3n/P6LUr9N048aNfBe2BKQTxJ8+d4iIiIjIUBSrafLy8irw4pY//vijfKiNiIiIyJAU6zpNYWFhCA4Oxo0bN5CTk4MtW7YgPj4ea9as0fkqEiIiIiJDUaw9Tf/5z3/w888/Y//+/ahYsSLCwsJw4cIF/Pzzz3jrrbdKukYiIiIi1RVrTxMAvPHGG4iIiCjJWoiIiIjKrGLtafLw8MDdu3fzLX/w4AE8PDxeuCgiIiKisqZYTVNiYmKBX5GSnp6OGzduvHBRRERERGVNkQ7Pbd++Xf733r17YW1tLd/Pzs5GZGQk3NzcSqw4IiIiorKiSE1T7teXaDQaBAcH64yZmJjAzc0Ns2bNKrHiiIiIiMqKIjVNOTk5AKQv0z127BiqVq1aKkURERERlTVFOqcpOjoaO3bsQEJCgtwwrVmzBu7u7rC3t8fAgQORnp5eKoUSERERqalITdOkSZNw7tw5+f6ZM2fQv39/BAQEYOzYsfj5558xderUEi+SiIiISG1FappOnTqFNm3ayPc3bNiAZs2aYenSpRgxYgS+/fZbbNy4scSLJCIiIlJbkZqm+/fvw8HBQb7/66+/ol27dvL9Jk2a4Pr16yVXHREREVEZUaSmycHBAQkJCQCAjIwMnDhxAs2bN5fHHz58CBMTk5KtkIiIiKgMKFLT1L59e4wdOxa//fYbQkNDYWFhgTfeeEMeP336NF599dUSL5KIiIhIbUW65MCUKVPw7rvvolWrVrC0tMTq1auh1Wrl8RUrViAwMLDEiyQiIiJSW5GapqpVq+LQoUNISUmBpaUljI2NdcY3bdoES0vLEi2QiIiIqCwoUtOU6+mvT3la5cqVX6gYIiIiorKqWF/YS0RERPSyYdNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFCjzTZObmxs0Gk2+2+DBgwEA/v7++cYGDRqk8xzXrl1Dhw4dYGFhAXt7e4waNQpZWVk6cw4ePIhGjRrB1NQUNWrUwKpVq/S1ikRERFQOVFC7gOc5duwYsrOz5ftnz57FW2+9hffee09eNmDAAEyePFm+b2FhIf87OzsbHTp0gKOjI6KionDr1i306dMHJiYm+O9//wsASEhIQIcOHTBo0CCsW7cOkZGRCAkJgZOTE4KCgvSwlkRERFTWlfmmyc7OTuf+tGnT8Oqrr6JVq1byMgsLCzg6Ohb4+H379uH8+fPYv38/HBwc0KBBA0yZMgVjxozBxIkTodVqsWjRIri7u2PWrFkAgDp16uDw4cOYM2cOmyYiIiICUA4Ozz0tIyMDa9euxYcffgiNRiMvX7duHapWrYp69eohNDQUjx8/lseio6Ph7e0NBwcHeVlQUBBSU1Nx7tw5eU5AQIDOawUFBSE6OrqU14iIiIjKizK/p+lpW7duxYMHD9C3b195Wc+ePeHq6gpnZ2ecPn0aY8aMQXx8PLZs2QIASEpK0mmYAMj3k5KSnjknNTUVT548gbm5eb5a0tPTkZ6eLt9PTU0tkXUkIiKisqlcNU3Lly9Hu3bt4OzsLC8bOHCg/G9vb284OTmhTZs2uHz5Ml599dVSq2Xq1KmYNGlSqT0/ERERlS3l5vDc1atXsX//foSEhDxzXrNmzQAAly5dAgA4OjoiOTlZZ07u/dzzoAqbY2VlVeBeJgAIDQ1FSkqKfLt+/XrRV4qIiIjKjXLTNK1cuRL29vbo0KHDM+fFxsYCAJycnAAAvr6+OHPmDG7fvi3PiYiIgJWVFby8vOQ5kZGROs8TEREBX1/fQl/H1NQUVlZWOjciIiIyXOWiacrJycHKlSsRHByMChXyjihevnwZU6ZMQUxMDBITE7F9+3b06dMHfn5+qF+/PgAgMDAQXl5e6N27N06dOoW9e/di3LhxGDx4MExNTQEAgwYNwpUrVzB69GjExcVhwYIF2LhxI4YPH67K+hIREVHZUy6apv379+PatWv48MMPdZZrtVrs378fgYGB8PT0xOeff44uXbrg559/lucYGxtjx44dMDY2hq+vLz744AP06dNH57pO7u7u2LlzJyIiIuDj44NZs2Zh2bJlvNwAERERycrFieCBgYEQQuRb7uLigl9//fW5j3d1dcWuXbueOcff3x8nT54sdo1ERERk2MrFniYiIiIitZWLPU1EanAbu1PtEpA47dkffCAiIv3hniYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKVCmm6aJEydCo9Ho3Dw9PeXxf/75B4MHD0aVKlVgaWmJLl26IDk5Wec5rl27hg4dOsDCwgL29vYYNWoUsrKydOYcPHgQjRo1gqmpKWrUqIFVq1bpY/WIiIioHCnTTRMA1K1bF7du3ZJvhw8flseGDx+On3/+GZs2bcKvv/6Kmzdv4t1335XHs7Oz0aFDB2RkZCAqKgqrV6/GqlWrEBYWJs9JSEhAhw4d0Lp1a8TGxuKzzz5DSEgI9u7dq9f1JCIiorKtgtoFPE+FChXg6OiYb3lKSgqWL1+O9evX48033wQArFy5EnXq1MHRo0fRvHlz7Nu3D+fPn8f+/fvh4OCABg0aYMqUKRgzZgwmTpwIrVaLRYsWwd3dHbNmzQIA1KlTB4cPH8acOXMQFBSk13UlIiKisqvM72m6ePEinJ2d4eHhgV69euHatWsAgJiYGGRmZiIgIECe6+npierVqyM6OhoAEB0dDW9vbzg4OMhzgoKCkJqainPnzslznn6O3Dm5z0FEREQElPE9Tc2aNcOqVatQu3Zt3Lp1C5MmTcIbb7yBs2fPIikpCVqtFjY2NjqPcXBwQFJSEgAgKSlJp2HKHc8de9ac1NRUPHnyBObm5gXWlp6ejvT0dPl+amrqC60rERERlW1lumlq166d/O/69eujWbNmcHV1xcaNGwttZvRl6tSpmDRpkqo1EBERkf6U+cNzT7OxsUGtWrVw6dIlODo6IiMjAw8ePNCZk5ycLJ8D5ejomO/TdLn3nzfHysrqmY1ZaGgoUlJS5Nv169dfdPWIiIioDCtXTdOjR49w+fJlODk5oXHjxjAxMUFkZKQ8Hh8fj2vXrsHX1xcA4OvrizNnzuD27dvynIiICFhZWcHLy0ue8/Rz5M7JfY7CmJqawsrKSudGREREhqtMN00jR47Er7/+isTERERFReGdd96BsbExevToAWtra/Tv3x8jRozAgQMHEBMTg379+sHX1xfNmzcHAAQGBsLLywu9e/fGqVOnsHfvXowbNw6DBw+GqakpAGDQoEG4cuUKRo8ejbi4OCxYsAAbN27E8OHD1Vx1IiIiKmPK9DlNf/31F3r06IG7d+/Czs4OLVu2xNGjR2FnZwcAmDNnDoyMjNClSxekp6cjKCgICxYskB9vbGyMHTt24OOPP4avry8qVqyI4OBgTJ48WZ7j7u6OnTt3Yvjw4Zg7dy5eeeUVLFu2jJcbICIiIh1lumnasGHDM8fNzMwwf/58zJ8/v9A5rq6u2LVr1zOfx9/fHydPnixWjURERPRyKNOH54iIiIjKCjZNRERERAqwaSIiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpUEHtAoiIygO3sTvVLgGJ0zqoXQLRS417moiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKA12kiIiLFeL0qeplxTxMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKRAmW6apk6diiZNmqBSpUqwt7dH586dER8frzPH398fGo1G5zZo0CCdOdeuXUOHDh1gYWEBe3t7jBo1CllZWTpzDh48iEaNGsHU1BQ1atTAqlWrSnv1iIiIqBwp003Tr7/+isGDB+Po0aOIiIhAZmYmAgMDkZaWpjNvwIABuHXrlnybMWOGPJadnY0OHTogIyMDUVFRWL16NVatWoWwsDB5TkJCAjp06IDWrVsjNjYWn332GUJCQrB37169rSsRERGVbRXULuBZ9uzZo3N/1apVsLe3R0xMDPz8/OTlFhYWcHR0LPA59u3bh/Pnz2P//v1wcHBAgwYNMGXKFIwZMwYTJ06EVqvFokWL4O7ujlmzZgEA6tSpg8OHD2POnDkICgoqvRUkIiKicqNM72n6t5SUFABA5cqVdZavW7cOVatWRb169RAaGorHjx/LY9HR0fD29oaDg4O8LCgoCKmpqTh37pw8JyAgQOc5g4KCEB0dXVqrQkREROVMmd7T9LScnBx89tlneP3111GvXj15ec+ePeHq6gpnZ2ecPn0aY8aMQXx8PLZs2QIASEpK0mmYAMj3k5KSnjknNTUVT548gbm5eb560tPTkZ6eLt9PTU0tmRUlIiKiMqncNE2DBw/G2bNncfjwYZ3lAwcOlP/t7e0NJycntGnTBpcvX8arr75aavVMnToVkyZNKrXnJyIiorKlXByeGzJkCHbs2IEDBw7glVdeeebcZs2aAQAuXboEAHB0dERycrLOnNz7uedBFTbHysqqwL1MABAaGoqUlBT5dv369aKvGBEREZUbZbppEkJgyJAh+Omnn/DLL7/A3d39uY+JjY0FADg5OQEAfH19cebMGdy+fVueExERASsrK3h5eclzIiMjdZ4nIiICvr6+hb6OqakprKysdG5ERERkuMp00zR48GCsXbsW69evR6VKlZCUlISkpCQ8efIEAHD58mVMmTIFMTExSExMxPbt29GnTx/4+fmhfv36AIDAwEB4eXmhd+/eOHXqFPbu3Ytx48Zh8ODBMDU1BQAMGjQIV65cwejRoxEXF4cFCxZg48aNGD58uGrrTkRERGVLmW6aFi5ciJSUFPj7+8PJyUm+hYeHAwC0Wi3279+PwMBAeHp64vPPP0eXLl3w888/y89hbGyMHTt2wNjYGL6+vvjggw/Qp08fTJ48WZ7j7u6OnTt3IiIiAj4+Ppg1axaWLVvGyw0QERGRrEyfCC6EeOa4i4sLfv311+c+j6urK3bt2vXMOf7+/jh58mSR6iMiIqKXR5ne00RERERUVrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISIEyfXFLUofb2J1ql4DEaR3ULoGIiEgH9zQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlKATRMRERGRAmyaiIiIiBRg00RERESkAJsmIiIiIgXYNBEREREpwKaJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECbJqIiIiIFGDTRERERKQAmyYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERERkQIV1C6AiIiovHEbu1PtEpA4rYPaJbx0uKeJiIiISAE2TUREREQKsGkiIiIiUoBNExEREZECPBG8hNWbsBdGphbFfjxP7CMiIiqbuKfpX+bPnw83NzeYmZmhWbNm+OOPP9QuiYiIiMoANk1PCQ8Px4gRIzBhwgScOHECPj4+CAoKwu3bt9UujYiIiFTGpukps2fPxoABA9CvXz94eXlh0aJFsLCwwIoVK9QujYiIiFTGpun/ZWRkICYmBgEBAfIyIyMjBAQEIDo6WsXKiIiIqCzgieD/786dO8jOzoaDg4POcgcHB8TFxeWbn56ejvT0dPl+SkoKACAn/fEL1ZGamvpCjy8JL7oOJYE5SJiDhDlImIOEOUjKQg5A+c8i97FCiOdPFiSEEOLGjRsCgIiKitJZPmrUKNG0adN88ydMmCAA8MYbb7zxxhtvBnC7fv36c3sF7mn6f1WrVoWxsTGSk5N1licnJ8PR0THf/NDQUIwYMUK+/+DBA7i6uuLatWuwtrYu9XrLqtTUVLi4uOD69euwsrJSuxzVMIc8zELCHCTMQcIcJGUhByEEHj58CGdn5+fOZdP0/7RaLRo3bozIyEh07twZAJCTk4PIyEgMGTIk33xTU1OYmprmW25tbf1SvwFyWVlZMQcwh6cxCwlzkDAHCXOQqJ2D0p0dbJqeMmLECAQHB+O1115D06ZN8c033yAtLQ39+vVTuzQiIiJSGZump7z//vv4+++/ERYWhqSkJDRo0AB79uzJd3I4ERERvXzYNP3LkCFDCjwc9zympqaYMGFCgYfsXibMQcIc8jALCXOQMAcJc5CUtxw0Qij5jB0RERHRy40XtyQiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpAA/PfcCUlJSkJSUBABwdHR8qa8Envs9fOXlExClgdtDHmaRh+8NCXOQMAdJec2Be5qKYdmyZfDy8kLlypXh5eWl8+/ly5erXZ7eREREoH379rC1tYWFhQUsLCxga2uL9u3bY//+/WqXpzfcHvIwCwnfGxLmIGEOEkPIgXuaimjmzJmYOHEihg0bhqCgIPnCl8nJydi3bx8+/fRT3L9/HyNHjlS50tK1evVqhISEoGvXrpgzZ06+HNq3b4/ly5ejd+/eKldaurg95GEWEr43JMxBwhwkBpPDc7/Sl3RUr15dhIeHFzq+YcMG4eLioseK1FGzZk0xb968Qsfnz58vatSooceK1MHtIQ+zkPC9IWEOEuYgMZQceHiuiG7fvg1vb+9Cx729vXHnzh09VqSOa9euISAgoNDxNm3a4K+//tJjRerg9pCHWUj43pAwBwlzkBhKDmyaiqhJkyaYNm0asrKy8o1lZ2dj+vTpaNKkiQqV6VfdunWfeY7KihUr4OXlpceK1MHtIQ+zkPC9IWEOEuYgMZQc+DUqRXT69GkEBQUhMzMTfn5+OsdlDx06BK1Wi3379qFevXoqV1q6Dh48iLfffhseHh4ICAjQySEyMhJXrlzBzp074efnp3KlpYvbQx5mIeF7Q8IcJMxBYig5sGkqhocPH2Lt2rU4evSozseqfX190bNnT1hZWalcoX4kJiZi4cKFBeYwaNAguLm5qVugnnB7yMMsJHxvSJiDhDlIDCEHNk1ERERECvCSA8WUlJSE33//Xe6WnZyc0LRpUzg6OqpcmX5lZWXh3LlzOjnUqVMHJiYmKlemX9we8jALCd8bEuYgYQ6Scp+Dmh/dK48ePXokevXqJYyNjUWFChWEvb29sLe3FxUqVBDGxsbigw8+EGlpaWqXWeqys7PFl19+KWxsbIRGo9G52djYiHHjxons7Gy1yyx13B7yMAsJ3xsS5iBhDhJDyYFNUxH1799f1KxZU+zZs0dkZWXJy7OyssTevXtFrVq1REhIiIoV6seoUaOEnZ2dWLRokUhISBCPHz8Wjx8/FgkJCWLx4sXC3t5ejB49Wu0ySx23hzzMQsL3hoQ5SJiDxFByYNNURDY2NuLIkSOFjh8+fFjY2NjosSJ1ODg4iD179hQ6vmfPHmFvb6/HitTB7SEPs5DwvSFhDhLmIDGUHHidpiLKycmBVqstdFyr1SInJ0ePFanj4cOHcHZ2LnTcyckJaWlpeqxIHdwe8jALCd8bEuYgYQ4SQ8mBTVMRvf322xg4cCBOnjyZb+zkyZP4+OOP0bFjRxUq0y9/f3+MHDmywCs837lzB2PGjIG/v7/+C9Mzbg95mIWE7w0Jc5AwB4mh5MBLDhTR/fv30bNnT+zduxe2trawt7cHIH2FxIMHDxAUFIT169fDxsZG3UJL2fXr19G+fXvExcXB29tb50JlZ86cgZeXF3bs2AEXFxeVKy1d3B7yMAsJ3xsS5iBhDhJDyYFNUzHFxcUhOjo63wW6PD09Va5Mf3JycrB3794CL1QWGBgII6OXZ0cmt4c8zILvjVzMQcIcJIaQA5smIiIiIgXKfltHREREVAawaXoBRkZGqFu3rs6yOnXqwNjYWKWK1OHu7o633npLZ1lAQAA8PDxUqkgd3B7yMAsJ3xsS5iBhDpLynAO/RuUFrFixIt9JrVOnTkVKSoo6BakkODgYdnZ2OsveeeedAj8lYci4PeRhFhK+NyTMQcIcJOU5B57TRERERKQAD8+9oPT0dKSnp6tdBpUR3B7yMAsiMjRsmoohIiIC7du3h62tLSwsLGBhYQFbW1u0b98e+/fvV7s8vTl//jw++eQTNGzYEE5OTnByckLDhg3xySef4Pz582qXpzfcHvIwCwnfGxLmIGEOEkPIgYfnimj16tUICQlB165dERQUpHOBrn379uHHH3/E8uXL0bt3b5UrLV27d+9G586d0ahRo3w5REREICYmBtu2bUNQUJDKlZYubg95mIWE7w0Jc5AwB4nB5KDWl96VVzVr1hTz5s0rdHz+/PmiRo0aeqxIHfXr1xfjx48vdHzChAnC29tbjxWpg9tDHmYh4XtDwhwkzEFiKDmwaSoiU1NTERcXV+h4XFycMDMz02NF6jAzM2MOgtvD05iFhO8NCXOQMAeJoeTAc5qKqG7duli+fHmh4ytWrICXl5ceK1KHm5sbdu7cWej4zp074erqqseK1MHtIQ+zkPC9IWEOEuYgMZQceJ2mIpo1axbefvtt7NmzBwEBATrHZSMjI3HlypVnbhiGYvLkyejZsycOHjxYYA579uzB+vXrVa6y9HF7yMMsJHxvSJiDhDlIDCUHngheDImJiVi4cGGBXzo4aNAguLm5qVugnkRFReHbb78t8MtZP/30U/j6+qpcoX5we8jDLCR8b0iYg4Q5SAwhBzZNRERERArw8FwxZWVl4dy5c3K37OTkhDp16sDExETlyvQvJSVF568Ga2trlSvSP24PeZhFHr43JMxBwhwk5ToHdc9DL3+ys7PFl19+KWxsbIRGo9G52djYiHHjxons7Gy1y9SLpUuXijp16ggjIyNhZGQkNBqNMDIyEnXq1BHLli1Tuzy94PaQh1nk4XtDwhwkzEFiCDmwaSqiUaNGCTs7O7Fo0SKRkJAgHj9+LB4/fiwSEhLE4sWLhb29vRg9erTaZZa6GTNmCAsLCzF27Fhx4MABcf78eXH+/Hlx4MABERoaKipWrChmzpypdpmljttDHmYh4XtDwhwkzEFiKDmwaSoiBwcHsWfPnkLH9+zZI+zt7fVYkTqqV68uwsPDCx3fsGGDcHFx0WNF6uD2kIdZSPjekDAHCXOQGEoOvE5TET18+BDOzs6Fjjs5OSEtLU2PFanj9u3b8Pb2LnTc29sbd+7c0WNF6uD2kIdZSPjekDAHCXOQGEoObJqKyN/fHyNHjizwh3vnzh2MGTMG/v7++i9Mz5o0aYJp06YhKysr31h2djamT5+OJk2aqFCZfnF7yMMsJHxvSJiDhDlIDCUHXnKgiK5fv4727dsjLi4O3t7eOhfoOnPmDLy8vLBjxw64uLioXGnpOn36NIKCgpCZmQk/Pz+dHA4dOgStVot9+/ahXr16Kldaurg95GEWEr43JMxBwhwkhpIDm6ZiyMnJwd69ewu8gF9gYCCMjF6OHXgPHz7E2rVrC8yhZ8+esLKyUrlC/eD2kIdZSPjekDAHCXOQGEIObJqIiIiIFHg5/uwjIiIiekFsml6Au7s73nrrLZ1lAQEB8PDwUKkidbRu3Rp9+/bVWRYcHIw333xTnYJUwu0hD7OQ8L0hYQ4S5iApzznwa1ReQHBwMOzs7HSWvfPOO+XiY5Mlyc3NDU5OTjrLqlWr9tKcv5KL20MeZiHhe0PCHCTMQVKec+A5TUREREQKlP22joiIiKgM4OG5Yjh//jzmzZuH6OjofB+bHDJkCLy8vFSuUD/u3LmDFStW5MuhRYsW6Nu3b77DM4aK20MeZiHhe0PCHCTMQWIIOfDwXBHt3r0bnTt3RqNGjRAUFKRzga6IiAjExMRg27ZtCAoKUrnS0nXs2DEEBQXBwsICAQEBOjlERkbi8ePH2Lt3L1577TWVKy1d3B7yMAsJ3xsS5iBhDhKDyUGtL70rr+rXry/Gjx9f6PiECROEt7e3HitSR7NmzcTAgQNFTk5OvrGcnBwxcOBA0bx5cxUq0y9uD3mYhYTvDQlzkDAHiaHkwKapiMzMzERcXFyh43FxccLMzEyPFanDzMxMXLhwodDxCxcuvDQ5cHuQMAsJ3xsS5iBhDhJDyYEngheRm5sbdu7cWej4zp074erqqseK1OHo6Ig//vij0PE//vhD3v1qyLg95GEWEr43JMxBwhwkhpIDTwQvosmTJ6Nnz544ePBggcdl9+zZg/Xr16tcZekbOXIkBg4ciJiYGLRp0yZfDkuXLsX//vc/lassfdwe8jALCd8bEuYgYQ4Sg8lB7V1d5dGRI0fE+++/L6pXry60Wq3QarWievXq4v333xdRUVFql6c3GzZsEM2aNRMVKlQQGo1GaDQaUaFCBdGsWTMRHh6udnl6w+0hD7OQ8L0hYQ4S5iAxhBz46Tl6YZmZmfKVnqtWrQoTExOVKyIqG/jekDAHCXOQlOcc2DS9gJSUFJ1rTVhbW6tckXrS09MBAKampipXoh5uD3mYRR6+NyTMQcIcJOU1B54IXgzLli2Dl5cXKleuDC8vL9SpU0f+9/Lly9UuT28iIiLQvn172NrawsLCAhYWFrC1tUX79u2xf/9+tcvTG24PeZiFhO8NCXOQMAeJIeTAE8GLaObMmZg4cSKGDRuW7wJ++/btw6effor79+9j5MiRKldaulavXo2QkBB07doVc+bMyZdD+/btsXz5cvTu3VvlSksXt4c8zELC94aEOUiYg8RgclD3lKryp3r16s88YW3Dhg3CxcVFjxWpo2bNmmLevHmFjs+fP1/UqFFDjxWpg9tDHmYh4XtDwhwkzEFiKDnw8FwR3b59G97e3oWOe3t7yye4GbJr164hICCg0PE2bdrgr7/+0mNF6uD2kIdZSPjekDAHCXOQGEoObJqKqEmTJpg2bRqysrLyjWVnZ2P69Olo0qSJCpXpV926dZ95jsqKFSteii9n5faQh1lI+N6QMAcJc5AYSg789FwRnT59GkFBQcjMzISfn5/OcdlDhw5Bq9Vi3759qFevnsqVlq6DBw/i7bffhoeHR4EXMrxy5Qp27twJPz8/lSstXdwe8jALCd8bEuYgYQ4SQ8mBTVMxPHz4EGvXrsXRo0d1Plbt6+uLnj17wsrKSuUK9SMxMRELFy4sMIdBgwbBzc1N3QL1hNtDHmYh4XtDwhwkzEFiCDmwaSIiIiJSgOc0ERERESnApomIiIhIATZNRERERAqwaSIiIiJSgE0TERGRniUkJBR4TTMq29g0FcOpU6fQp08feHh4wNzcHBUrVoS3tzfGjx+P1NRUtcvTm/Pnz+OTTz5Bw4YN4eTkBCcnJzRs2BCffPIJzp8/r3Z5ZcLly5fx5ptvql1GmfAyZXHr1i2sXbsWu3btQkZGhs5YWloaJk+erFJl+hUREYEJEybgl19+AQAcOnQI7dq1w5tvvomVK1eqXJ26ateujYsXL6pdht507NgR33//PZ48eaJ2KS+Elxwoor179+Kdd95B+/btYW5uji1btuDDDz9ExYoVsXnzZgghcPjwYTg6OqpdaqnavXs3OnfujEaNGuX7ctaIiAjExMRg27ZtCAoKUrlSdZ06dQqNGjVCdna22qWo7mXJ4tixYwgMDEROTg4yMzNRrVo1bN26FXXr1gUgvUecnZ0NPoe1a9eiX79+qF+/Pv7880989913GD58OLp27YqcnBysXbsW69atQ9euXdUutVS9++67BS7ftm0b3nzzTVSqVAkAsGXLFn2WpXdGRkYwNjZGxYoV0aNHD4SEhKBx48Zql1VkbJqKqGHDhvjoo48waNAgANJfUsOGDcOFCxeQmZmJdu3awcXFxeD/ivLx8cF//vOfQv9injhxIrZs2YLTp0/ruTL9+vbbb585fuPGDfzvf/8z+F+QALPI9dZbb8HFxQXLli1DWloaxowZg40bNyIiIgINGzZ8aZqmhg0bol+/fhg2bBgiIyPRsWNHfP311xg+fDgAYNasWfjpp59w+PBhlSstXUZGRvDz84O7u7vO8jVr1qBTp06wsbEBAIP/nWFkZISzZ89i3759WLFiBc6dOwdvb2+EhISgV69esLW1VbtERdg0FZG5uTkuXLggX7lUCAFTU1NcvXoVTk5O+O2339ClSxfcvn1b3UJLmbm5OWJjY1G7du0Cx+Pj49GgQYNyvyv2eYyMjODk5AStVlvgeEZGBpKSkgz+FyTALHJVrlwZR48eRa1ateRl06ZNw4wZM7B3715Ur179pWiaLC0tcebMGblZ0Gq1OH78OOrXrw8AiIuLQ8uWLQ3+S5w3bNiAUaNGYfLkyejXr5+83MTEBKdOnSoX37dWEoyMjJCUlAR7e3sAwB9//IHly5cjPDwcGRkZ6Ny5M0JCQsr8IXye01RE1apVQ3x8vHz/8uXLyMnJQZUqVQAAr7zyCh49eqRWeXrj5uaGnTt3Fjq+c+dOuLq66rEidbi6umLOnDlISEgo8PasjAwNs8jzzz//6NwfO3YsvvjiCwQGBiIqKkqlqvTLxMRE53wuU1NTWFpa6tw39D+qAKB79+747bffsHz5cnTp0gX3799Xu6QyoWnTpli8eDFu3ryJBQsW4Pr163jrrbfULuu5KqhdQHnTp08fhISE4Msvv4SpqSlmz56NTp06yX9dx8bG5tsNa4gmT56Mnj174uDBgwV++eKePXuwfv16lassfY0bN0ZMTAy6detW4LhGo8HLsjOXWUjq1auHqKgoeY9KrpEjRyInJwc9evRQqTL9qlGjBuLi4uS90Tdu3JDP3wGkPzhfeeUVtcrTKzc3Nxw6dAiTJk2Cj48Pli5dCo1Go3ZZZYKFhQX69u2Lvn374s8//1S7nOcTVCSZmZli9OjRwtnZWVSpUkX07NlT/P333/L477//Ln799VcVK9SfI0eOiPfff19Ur15daLVaodVqRfXq1cX7778voqKi1C5PL86dOyeOHTtW6HhGRoZITEzUY0XqYRaSpUuXig8++KDQ8WnTpgk3Nzc9VqSOLVu2PPP/wqlTp4px48bpsaKy4bfffhPu7u7CyMhInDt3Tu1y9Mbf31/cv39f7TJeGM9pIiIi0qNHjx7h8uXL8PT0hKmpqdrlUBHw8ByVKCEEcnJyYGxsrHYpqnrZc0hJSUFSUhIAwNHREdbW1ipXpA7mIGEOkqdzcHNze2kbpvK8PfBE8GLYtWsXQkJCMHr0aFy4cEFn7P79+2X+7P+SkJWVhXHjxqFVq1aYMGECAGDmzJmwtLSEhYUFgoOD813UzxAxB13Lli2Dl5cXKleuDC8vL51/L1++XO3y9IY5SJiD5N851KlThzmU1+1B3aOD5c+6deuEsbGx6NChg2jZsqUwMzMTa9eulceTkpKEkZGRihXqx7hx44SDg4MYMWKE8PLyEoMGDRIuLi5i7dq1YvXq1aJatWpi+vTpapdZ6phDnhkzZggLCwsxduxYceDAAXH+/Hlx/vx5ceDAAREaGioqVqwoZs6cqXaZpY45SJiDhDlIDCUHNk1F1KBBAzF37lz5fnh4uKhYsaJYtmyZEOLlaZo8PDzEzz//LIQQ4uLFi8LIyEhs2LBBHg8PDxf16tVTqzy9YQ55qlevLsLDwwsd37Bhg3BxcdFjRepgDhLmIGEOEkPJgec0FdHFixfRsWNH+X63bt1gZ2eHTp06ITMzE++8846K1enPzZs34ePjA0D6aLFWq5XvA0CTJk1w9epVtcrTG+aQ5/bt2/D29i503Nvb2+AvZAgwh1zMQcIcJIaSA89pKiIrKyskJyfrLGvdujV27NiBUaNG4bvvvlOpMv2ytrbGgwcP5PuNGjXSuQZLenr6S3EdEuaQp0mTJpg2bVqB39yenZ2N6dOno0mTJipUpl/MQcIcJMxBYig5cE9TETVt2hS7d+9G8+bNdZa3atUKP//8M95++22VKtMvLy8vnDhxQv7L4ciRIzrjZ86cQc2aNdUoTa+YQ5558+YhKCgIjo6O8PPz07ng6aFDh6DVarFv3z6Vqyx9zEHCHCTMQWIoOfA6TUX066+/IioqCqGhoQWOHzhwAGvWrDH4L1/8888/YWJiUujVz9evX48KFSoUenVoQ8EcdD18+BBr167F0aNHdT5S7Ovri549e8LKykrlCvWDOUiYg4Q5SAwhBzZNRERERArwnKYS0KFDB9y6dUvtMlTHHCTMIQ+zkDAHCXOQMAdJecyBTVMJOHTo0Evxbd3PwxwkzCEPs5AwBwlzkDAHSXnMgU0TERERkQJsmkqAq6srTExM1C5DdcxBwhzyMAsJc5AwBwlzkJTHHHgiOBEREZEC3NNUTDk5OYUuv3btmp6rUQ9zkDCH50tLS8OhQ4fULkN1zEHCHCTMQVJecmDTVESpqano1q0bKlasCAcHB4SFhSE7O1se//vvvwu9Zo8hYQ4S5qDcpUuX0Lp1a7XLUB1zkDAHCXOQlJcceEXwIho/fjxOnTqF77//Hg8ePMBXX32FEydOYMuWLdBqtQCAl+GIJ3OQMAciopcHz2kqIldXV6xevRr+/v4AgDt37qBDhw6wsbHB9u3b8eDBAzg7O+vsbTBEzEHCHPJUrlz5mePZ2dl49OiRwWfBHCTMQcIcJIaSA5umIrKwsMC5c+d0Drk8fPgQQUFBMDc3x7Jly1CjRo0y/4N/UcxBwhzyVKxYER9//HGh32R+9epVTJo0yeCzYA4S5iBhDhKDyUFQkdSuXVvs3Lkz3/KHDx8KX19f4ePjI4yMjFSoTL+Yg4Q55GnRooX45ptvCh2PjY19KbJgDhLmIGEOEkPJgSeCF1FgYGCBX8ZraWmJvXv3wszMTIWq9I85SJhDng4dOuDBgweFjleuXBl9+vTRX0EqYQ4S5iBhDhJDyYGH54ro/v37uHnzJurWrVvg+MOHD3HixAm0atVKz5XpF3OQMAciopcHmyYiIiIiBXjJgRKWnJyMxYsXIywsTO1SVMUcJC9bDhkZGdi6dSuio6ORlJQEAHB0dESLFi3wn//8R74Mg6FjDhLmIGEOEkPIgXuaStipU6fQqFGjsv8JgFLGHCQvUw6XLl1CUFAQbt68iWbNmsHBwQGA1Dj+/vvveOWVV7B7927UqFFD5UpLF3OQMAcJc5AYSg5smoro9OnTzxyPi4tDjx49DP6XJHOQMIc8b731FipWrIg1a9bAyspKZyw1NRV9+vTBkydPsHfvXpUq1A/mIGEOEuYgMZQc2DQVkZGRETQaTYFXec5drtFoDP6XJHOQMIc8FhYW+OOPP1CvXr0Cx8+cOYNmzZrh8ePHeq5Mv5iDhDlImIPEUHLgJQeKqHLlyli6dCkSEhLy3a5cuYIdO3aoXaJeMAcJc8hjY2ODxMTEQscTExNhY2Ojt3rUwhwkzEHCHCSGkgNPBC+ixo0b4+bNm3B1dS1w/MGDBy/Fd40xBwlzyBMSEoI+ffpg/PjxaNOmjc45C5GRkfjqq68wdOhQlassfcxBwhwkzEFiMDno+WKa5d6WLVvE999/X+j4vXv3xKpVq/RYkTqYg4Q56Jo2bZpwcnISGo1GGBkZCSMjI6HRaISTk5OYPn262uXpDXOQMAcJc5AYQg48p4mISlxCQoLOR4qf/m6+lwlzkDAHCXOQlOcceE5TCThy5AjS09PVLkN1zEHCHAB3d3f4+voiJycHzs7OapejGuYgYQ4S5iApzzlwT1MJsLKyQmxsLDw8PNQuRVXMQcIc8jALCXOQMAcJc5CUxxy4p6kEsO+UMAcJc8jDLCTMQcIcJMxBUh5zYNNEREREpACbphKwePFi+eOTLzPmIGEOeZiFhDlImIOEOUjKYw48p4mIStXBgwfRrFkzmJubq12KqpiDhDlImIOkvOXAPU3FsGzZMgQHB2PlypUAgPDwcNSpUwceHh6YMGGCytXpD3OQMIdnCwwMfOaVgF8WzEHCHCTMQVLecuAVwYvom2++wbhx4xAUFIQvv/wSN2/exJw5czB8+HBkZ2dj1qxZqFatGgYOHKh2qaWKOUiYQ55GjRoVuDwrKwtdunSBmZkZAODEiRP6LEvvmIOEOUiYg8RQcmDTVESLFy/GkiVL0LNnT5w8eRJNmzbFokWL0L9/fwBAtWrVsHDhQoP/JckcJMwhz5kzZxAQEIDmzZvLy4QQOHXqFFq3bg17e3sVq9Mf5iBhDhLmIDGYHPR8BfJyz9zcXFy9elW+b2pqKs6ePSvfv3jxorCxsVGjNL1iDhLmkOfw4cPi1VdfFWFhYSI7O1teXqFCBXHu3DkVK9Mv5iBhDhLmIDGUHHhOUxFZWFggLS1Nvm9nZwdLS0udOVlZWfouS++Yg4Q55Hn99dcRExODP//8Ey1atMDly5fVLkkVzEHCHCTMQWIoObBpKiJPT0+cPn1avn/9+nWdb7iPi4uDm5ubCpXpF3OQMAdd1tbW+OGHH/DRRx+hZcuWWLJkCTQajdpl6R1zkDAHCXOQGEIOPKepiKZPn46KFSsWOn7t2jV89NFHeqxIHcxBwhwK1q9fP7Rs2RK9evV6afa0FYQ5SJiDhDlIynMOvE4TEZWanJwcPHz4EFZWVuXuL8qSxBwkzEHCHCTlMQc2TUREREQK8JymYliwYAECAgLQrVs3REZG6ozduXOnXH1j84tgDhLmkIdZSJiDhDlImIPEEHJg01RE3377LUaNGgVPT0+Ympqiffv2mDp1qjyenZ2Nq1evqlihfjAHCXPIwywkzEHCHCTMQWIwOah7xYPyx8vLS6xbt06+f+TIEWFnZyfGjx8vhBAiKSlJGBkZqVWe3jAHCXPIwywkzEHCHCTMQWIoObBpKiJzc3ORkJCgs+zMmTPCwcFBjB07ttz84F8Uc5AwhzzMQsIcJMxBwhwkhpIDLzlQRFWrVsX169d1rr1Tr149/PLLL3jzzTdx8+ZN9YrTI+YgYQ55mIWEOUiYg4Q5SAwlB57TVEQtW7bEli1b8i338vJCZGQkdu/erUJV+sccJMwhD7OQMAcJc5AwB4mh5MA9TUU0duxYxMTEFDhWt25d/PLLL9i8ebOeq9I/5iBhDnmYhYQ5SJiDhDlIDCUHXqeJiIiISAHuaSqmP/74A9HR0UhKSgIAODo6wtfXF02bNlW5Mv1iDhLmkIdZSJiDhDlImIOk3Oeg9pno5U1ycrJ4/fXXhUajEa6urqJp06aiadOmwtXVVWg0GtGyZUuRnJysdpmljjlImEMeZiFhDhLmIGEOEkPJgU1TEXXp0kX4+vqKuLi4fGNxcXGiRYsWomvXripUpl/MQcIc8jALCXOQMAcJc5AYSg5smorI0tJSnDhxotDx48ePC0tLSz1WpA7mIGEOeZiFhDlImIOEOUgMJQdecqCITE1NkZqaWuj4w4cPYWpqqseK1MEcJMwhD7OQMAcJc5AwB4mh5MCmqYjef/99BAcH46efftLZAFJTU/HTTz+hX79+6NGjh4oV6gdzkDCHPMxCwhwkzEHCHCQGk4Pau7rKm3/++UcMGjRIaLVaYWRkJMzMzISZmZkwMjISWq1WfPzxx+Kff/5Ru8xSxxwkzCEPs5AwBwlzkDAHiaHkwOs0FVNqaipiYmJ0PjbZuHFjWFlZqVyZfjEHCXPIwywkzEHCHCTMQVLec2DTRERERKQAz2kqhidPnuDw4cM4f/58vrF//vkHa9asUaEq/WMOEuaQh1lImIOEOUiYg8QgclD36GD5Ex8fL1+My8jISPj5+YkbN27I40lJScLIyEjFCvWDOUiYQx5mIWEOEuYgYQ4SQ8mBe5qKaMyYMahXrx5u376N+Ph4VKpUCS1btsS1a9fULk2vmIOEOeRhFhLmIGEOEuYgMZgc1O7ayht7e3tx+vRp+X5OTo4YNGiQqF69urh8+XK56ZZfFHOQMIc8zELCHCTMQcIcJIaSA/c0FdGTJ09QoULe9xxrNBosXLgQHTt2RKtWrfDnn3+qWJ3+MAcJc8jDLCTMQcIcJMxBYig5VHj+FHqap6cnjh8/jjp16ugsnzdvHgCgU6dOapSld8xBwhzyMAsJc5AwBwlzkBhKDtzTVETvvPMOfvjhhwLH5s2bhx49ekC8BFdxYA4S5pCHWUiYg4Q5SJiDxFBy4HWaiIiIiBTgniYiIiIiBdg0ERERESnApomIiIhIATZNRERERAqwaSKiMq9v377o3Lmzaq/fu3dv/Pe//1Xt9Qtz584d2Nvb46+//lK7FKKXAj89R0Sq0mg0zxyfMGEChg8fDiEEbGxs9FPUU06dOoU333wTV69ehaWlJQDA398fv/76KwBAq9WiatWqaNSoEfr164d3331Xr/WNHDkS9+/fx/Lly/X6ukQvIzZNRKSqpKQk+d/h4eEICwtDfHy8vMzS0lJuVtQQEhKCChUqYNGiRfIyf39/1KpVC5MnT0ZWVhb++usv/PTTT5gzZw769u2LJUuW6K2+c+fOoXHjxrh58yYqV66st9clehnx8BwRqcrR0VG+WVtbQ6PR6CyztLTMd3jO398fQ4cOxWeffQZbW1s4ODhg6dKlSEtLQ79+/VCpUiXUqFEDu3fv1nmts2fPol27drC0tISDgwN69+6NO3fuFFpbdnY2fvzxR3Ts2DHfmIWFBRwdHfHKK6+gefPmmD59OhYvXoylS5di//798rwxY8agVq1asLCwgIeHB8aPH4/MzEwAQGJiIoyMjHD8+HGd5/7mm2/g6uqKnJwc3L9/H7169YKdnR3Mzc1Rs2ZNrFy5Up5bt25dODs746effipS7kRUdGyaiKhcWr16NapWrYo//vgDQ4cOxccff4z33nsPLVq0wIkTJxAYGIjevXvj8ePHAIAHDx7gzTffRMOGDXH8+HHs2bMHycnJ6NatW6Gvcfr0aaSkpOC1115TVFNwcDBsbW2xZcsWeVmlSpWwatUqnD9/HnPnzsXSpUsxZ84cAICbmxsCAgJ0miAAWLlyJfr27QsjIyOMHz8e58+fx+7du3HhwgUsXLgQVatW1ZnftGlT/Pbbb4pqJKLiY9NEROWSj48Pxo0bh5o1ayI0NBRmZmaoWrUqBgwYgJo1ayIsLAx3797F6dOnAUhf1dCwYUP897//haenJxo2bIgVK1bgwIEDhX5Z6NWrV2FsbAx7e3tFNRkZGaFWrVpITEyUl40bNw4tWrSAm5sbOnbsiJEjR2Ljxo3yeEhICH744Qekp6cDAE6cOIEzZ86gX79+AIBr166hYcOGeO211+Qm6997vpydnXH16lXF2RFR8bBpIqJyqX79+vK/jY2NUaVKFXh7e8vLHBwcAAC3b98GIJ3QfeDAAfkcKUtLS3h6egIALl++XOBrPHnyBKamps89Wf1pQgid+eHh4Xj99dflQ43jxo3DtWvX5PHOnTvD2NhYPry2atUqtG7dGm5ubgCAjz/+GBs2bECDBg0wevRoREVF5XtNc3NzeY8aEZUeNk1EVC6ZmJjo3NdoNDrLchuXnJwcAMCjR4/QsWNHxMbG6twuXrwIPz+/Al+jatWqePz4MTIyMhTVlJ2djYsXL8Ld3R0AEB0djV69eqF9+/bYsWMHTp48iS+//FLn+bRaLfr06YOVK1ciIyMD69evx4cffiiPt2vXDlevXsXw4cNx8+ZNtGnTBiNHjtR53Xv37sHOzk5RjURUfBXULoCISB8aNWqEzZs3w83NDRUqKPuvr0GDBgCA8+fPy/9+ltWrV+P+/fvo0qULACAqKgqurq748ssv5TkFHUYLCQlBvXr1sGDBAmRlZeW7bIGdnR2Cg4MRHByMN954A6NGjcL//vc/efzs2bPw9/dXtE5EVHzc00REL4XBgwfj3r176NGjB44dO4bLly9j79696NevH7Kzswt8jJ2dHRo1aoTDhw/nG3v8+DGSkpLw119/4ejRoxgzZgwGDRqEjz/+GK1btwYA1KxZE9euXcOGDRtw+fJlfPvttwV+yq1OnTpo3rw5xowZgx49esDc3FweCwsLw7Zt23Dp0iWcO3cOO3bsQJ06dXTqiImJQWBg4ItGRETPwaaJiF4Kzs7OOHLkCLKzsxEYGAhvb2989tlnsLGxgZFR4f8VhoSEYN26dfmWL126FE5OTnj11Vfx7rvv4vz58wgPD8eCBQvkOZ06dcLw4cMxZMgQNGjQAFFRURg/fnyBr9O/f39kZGToHJoDpMN3oaGhqF+/Pvz8/GBsbIwNGzbI49u2bUP16tXxxhtvFDUSIioiXtySiOgZnjx5gtq1ayM8PBy+vr6l9jpTpkzBpk2b5E/7KdW8eXMMGzYMPXv2LKXKiCgX9zQRET2Dubk51qxZ88yLYL6IR48e4ezZs5g3bx6GDh1apMfeuXMH7777Lnr06FEqtRGRLu5pIiJSUd++ffHDDz+gc+fOWL9+PYyNjdUuiYgKwaaJiIiISAEeniMiIiJSgE0TERERkQJsmoiIiIgUYNNEREREpACbJiIiIiIF2DQRERERKcCmiYiIiEgBNk1ERERECrBpIiIiIlLg/wCVFAIEcYu47gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for user in d_df['User First Name'].unique():\n",
" df_user_1 = d_df[d_df['User First Name'] == user]\n",
" df_user_1.plot(x ='Calendar Date (Local)', y='Steps', kind='bar'),\n",
" plt.ylim(ymin=0)\n",
" plt.xlim(xmin=0)\n",
" plt.ylabel(\"Steps\")\n",
" plt.xlabel(\"Time (Days)\")\n",
" plt.title(\"Total Steps per Day for User \" + user)\n",
" \n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total Sleep per User"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for user in df_users['User First Name'].unique():\n",
" df_user_1 = df_users[df_users['User First Name'] == user]\n",
" df_user_1.plot(x ='Calendar Date (Local)', y='Duration (h)', kind='bar'),\n",
" plt.ylim(ymin=0)\n",
" plt.xlim(xmin=0)\n",
" plt.ylabel(\"Sleep duration (h)\")\n",
" plt.xlabel(\"Time (Days)\")\n",
" plt.title(\"Sleeping time of user \" + user)\n",
" \n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sleep Quality per User"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3bgw/Pz8MGjQIHh4eiI+Px549ezSXLM+YMQMHDx5E48aNMXToUBgZGWH58uXIyMjAnDlz3pqtjY0Nli5dis8++wx+fn7o3r07HBwckJCQgD179qBRo0ZYtGjRW7djZWWF4OBgzWXY/z6tBADt27fH9u3b0blzZ7Rr1w5xcXFYtmwZvL29kZ6eXuC2u3fvjgkTJqBz584YOXIkXrx4gaVLl6Jq1apaE4UrVaqEGTNmIDQ0FPHx8QgODoa1tTXi4uKwY8cODBo0CGPHjs33c943y7xUr14dDRo0QGhoKJ48eQJ7e3tERETkalr++OMPDB8+HB9//DGqVq2K7OxsbNy4EYaGhujatWuRfL+ismjRIqSkpGgep7Fr1y48ePAAwOv/V9/M6bl37x42btwIADh79iwAaE6burm54bPPPiv2WkmGpLlYiqh47d27V+jXr5/g6ekpWFlZCSYmJkLlypWFESNG5Lps+b+XXwvC60uMQ0NDhcqVKwsmJiZCmTJlhIYNGwrff/99rku4V6xYIdSpU0cwNzcXrK2tBR8fH2H8+PFCYmKi1me0a9dO2L9/v1CzZk3B1NRU8PT0LPDS2Tfu3r0rhIWFCQ0aNBAcHR0FIyMjwcHBQWjXrp3wxx9/5Fr/ypUrQufOnQU7OzvBzMxMqFatmjBlyhStdc6dOycEBgYKVlZWgoWFhdCiRQvh5MmTWuu8uQz4zJkzedZ1+PBhITAwULC1tRXMzMyESpUqCSEhIcLZs2ff+p3e2LNnjwBAcHFx0boUWxBeXzL+7bffCm5uboKpqang6+sr7N69O89Lq/Gfy68F4fUl+DVq1BBMTEyEatWqCZs2bcp1+fUbv/76q9C4cWPB0tJSsLS0FDw9PYVhw4YJN27ceOt3KEyWulx+LQiCcOfOHSEgIEBzKfNXX30lHDx4UOvy67t37wr9+vUTKlWqJJiZmQn29vZCixYthEOHDr3T92vWrJlQvXr1QtUnCP9/+fXff//91nXf3H4gr9e/LzN/c4l5Xq9mzZoVujbSLypBeMsdtojovbm7u6NGjRrYvXu31KUQESkK58gQERGRbLGRISIiItliI0NERESyxTkyREREJFs8IkNERESyxUaGiIiIZEvxN8RTq9VITEyEtbV1vs8wISIiopJFEAQ8e/YMZcuWhYFB/sddFN/IJCYmvtPzToiIiEh69+/fR/ny5fMdV3wjY21tDeB1EO/y3BMiIiISX1paGlxdXTW/x/Oj+EbmzekkGxsbNjJEREQy87ZpIZzsS0RERLLFRoaIiIhki40MERERyZbi58gQlSQ5OTnIysqSugyiAhkbG8PQ0FDqMogKhY0MkQgEQUBSUhJSUlKkLoWoUOzs7ODs7Mz7b1GJx0aGSARvmhhHR0dYWFjwlwOVWIIg4MWLF3j06BEAwMXFReKKiArGRoaomOXk5GiamNKlS0tdDtFbmZubAwAePXoER0dHnmaiEo2TfYmK2Zs5MRYWFhJXQlR4b/ZXzumiko6NDJFIeDqJ5IT7K8kFGxkiIiKSLTYyRPTOVCoVfvvtN6nL0DshISEIDg6WugyiEoGTfYkk4j5xj6ifFz+rnU7r//333wgLC8OePXuQnJyMUqVKoVatWggLC0OjRo2Kqcp3ExcXh0mTJuHIkSN48uQJypQpgzp16mD27Nnw9PSUujyNESNG4NChQ7h27VqusYSEBHh4eGDHjh3o2LGjBNURyROPyBBRnrp27Yrz589j/fr1uHnzJn7//Xc0b94c//zzj9SlacnKykLr1q2RmpqK7du348aNG9i6dSt8fHyK9b497zIJtn///rh+/TpOnjyZa2zdunVwdHREUFBQUZRHpDfYyBBRLikpKTh+/Dhmz56NFi1awM3NDR988AFCQ0MLPFpw//59dOvWDXZ2drC3t0enTp0QHx+vtc6qVavg5eUFMzMzeHp6YsmSJZqx+Ph4qFQqREREoGHDhjAzM0ONGjVw9OjRfD/z6tWruHPnDpYsWYIGDRrAzc0NjRo1wowZM9CgQQPNeg8ePECPHj1gb28PS0tL1K1bF6dOndKML126FJUqVYKJiQmqVauGjRs3an2OSqXC0qVL0bFjR1haWmLmzJkAgJ07d8LPzw9mZmaoWLEipk2bhuzs7DxrrV27Nvz8/LBmzRqt5YIgYN26dejTpw9UKhX69+8PDw8PmJubo1q1aliwYEG+3x8A3N3dMX/+/Fyf9fXXX2vep6SkYMCAAXBwcICNjQ1atmyJixcvFrhdIjlgI0NEuVhZWcHKygq//fYbMjIyCvUzWVlZCAwMhLW1NY4fP44TJ07AysoKH374ITIzMwEAmzdvRlhYGGbOnIlr167h22+/xZQpU7B+/XqtbY0bNw5ffvklzp8/D39/f3To0CHfI0EODg4wMDDAL7/8gpycnDzXSU9PR7NmzfDXX3/h999/x8WLFzF+/Hio1WoAwI4dOzBq1Ch8+eWXuHLlCgYPHoy+ffvi8OHDWtv5+uuv0blzZ1y+fBn9+vXD8ePH0bt3b4waNQqxsbFYvnw51q1bp2ly8tK/f3/8/PPPeP78uWbZkSNHEBcXh379+kGtVqN8+fLYtm0bYmNjERYWhq+++go///zz2/8QCvDxxx/j0aNH2Lt3L2JiYuDn54dWrVrhyZMn77VdIqnpzRyZGlP3w8C0aO/joeucAyK5MDIywrp16zBw4EAsW7YMfn5+aNasGbp3746aNWvm+TNbt26FWq3GqlWrNJfurl27FnZ2djhy5AjatGmDqVOnYu7cuejSpQsAwMPDQ9MA9OnTR7Ot4cOHo2vXrgBeHynZt28fVq9ejfHjx+f63HLlymHhwoUYP348pk2bhrp166JFixbo1asXKlasCADYsmUL/v77b5w5cwb29vYAgMqVK2u28f333yMkJARDhw4FAIwZMwbR0dH4/vvv0aJFC816PXv2RN++fTXv+/Xrh4kTJ2pqr1ixIr755huMHz8eU6dOzTOnnj174ssvv8S2bdsQEhKiyalx48aoWrUqAGDatGma9T08PBAVFYWff/4Z3bp1y3Obb/Pnn3/i9OnTePToEUxNTTXf+bfffsMvv/yCQYMGvdN2iUoCHpEhojx17doViYmJ+P333/Hhhx/iyJEj8PPzw7p16/Jc/+LFi7h9+zasra01R3Ts7e3x6tUr3LlzB8+fP8edO3fQv39/zbiVlRVmzJiBO3fuaG3L399f899GRkaoW7dunhNk3xg2bBiSkpKwefNm+Pv7Y9u2bahevToOHjwIALhw4QJ8fX01Tcx/Xbt2LdcE5kaNGuX6zLp16+b6ztOnT9f6PgMHDsTDhw/x4sWLPD/Lzs4OXbp00ZxeSktLw6+//or+/ftr1lm8eDHq1KkDBwcHWFlZYcWKFUhISMj3+7/NxYsXkZ6ejtKlS2vVGhcXlyt7IrnRmyMyRKQ7MzMztG7dGq1bt8aUKVMwYMAATJ06VXMk4d/S09NRp04dbN68OdeYg4MD0tPTAQArV65E/fr1tcaL4hb41tbW6NChAzp06IAZM2YgMDAQM2bMQOvWrTW33H9flpaWWu/T09Mxbdo0zRGmfzMzM8t3O/3790erVq1w+/ZtHD58GIaGhvj4448BABERERg7dizmzp0Lf39/WFtb47vvvtOaz/NfBgYGEARBa9m/JyOnp6fDxcUFR44cyfWzdnZ2+W6XSA7YyBBRoXl7e+d73xg/Pz9s3boVjo6OsLGxyTVua2uLsmXL4u7du+jVq1eBnxMdHY2mTZsCALKzsxETE4Phw4cXuk6VSgVPT0/N1UE1a9bEqlWr8OTJkzyPynh5eeHEiRNap7dOnDgBb2/vAj/Hz88PN27c0DpNVRgtWrSAh4cH1q5di8OHD6N79+6aJunEiRNo2LCh5jQXgLceNXFwcMDDhw8179PS0hAXF6dVZ1JSEoyMjODu7q5TrUQlHU8tEVEu//zzD1q2bIlNmzbh0qVLiIuLw7Zt2zBnzhx06tQpz5/p1asXypQpg06dOuH48eOIi4vDkSNHMHLkSDx48ADA67kf4eHhWLhwIW7evInLly9j7dq1+OGHH7S2tXjxYuzYsQPXr1/HsGHD8PTpU/Tr1y/Pz71w4QI6deqEX375BbGxsbh9+zZWr16NNWvWaGrt0aMHnJ2dERwcjBMnTuDu3bv49ddfERUVBeD15OJ169Zh6dKluHXrFn744Qds374dY8eOLTCnsLAwbNiwAdOmTcPVq1dx7do1REREYPLkyQX+nEqlQr9+/bB06VJERUVpnVaqUqUKzp49i/379+PmzZuYMmUKzpw5U+D2WrZsiY0bN+L48eO4fPky+vTpo3WUKyAgAP7+/ggODsaBAwcQHx+PkydPYtKkSTh79myB2yYq6XhEhkgiJXmyuJWVFerXr4958+bhzp07yMrKgqurKwYOHIivvvoqz5+xsLDAsWPHMGHCBHTp0gXPnj1DuXLl0KpVK80RmgEDBsDCwgLfffcdxo0bB0tLS/j4+OCLL77Q2tasWbMwa9YsXLhwAZUrV8bvv/+OMmXK5Pm55cuXh7u7O6ZNm6a5fPvN+9GjRwMATExMcODAAXz55ZcICgpCdnY2vL29sXjxYgBAcHAwFixYgO+//x6jRo3SHC1p3rx5gTkFBgZi9+7dmD59OmbPng1jY2N4enpiwIABb804JCQEU6dORfXq1bVOtQ0ePBjnz5/HJ598ApVKhR49emDo0KHYu3dvvtsKDQ1FXFwc2rdvD1tbW3zzzTdaR2RUKhX+97//YdKkSejbty/+/vtvODs7o2nTpnBycnprrUQlmUr474lVhUlLS4OtrS1cv/iZVy2RJF69eoW4uDh4eHgUOG+CXt9HxsPDA+fPn0ft2rWlLkevcb8lqb35/Z2amprn6eo3eGqJiIiIZIuNDBEREckW58gQUYnh7u6e6zJiIn0i9sNki4LU0yx4RIaIiIhki40MkUh4pIHkhPsryQUbGaJiZmxsDAD53rKeqCR6s7++2X+JSirOkSEqZoaGhrCzs8OjR48AvL7fypuHKhKVNIIg4MWLF3j06BHs7OyK5PERRMWJjQyRCJydnQFA08wQlXR2dnaa/ZaoJGMjQyQClUoFFxcXODo6aj3Mj6gkMjY25pEYkg02MkQiMjQ05C8IIqIixMm+REREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZEvSRsbd3R0qlSrXa9iwYQCAV69eYdiwYShdujSsrKzQtWtXJCcnS1kyERERlSCSNjJnzpzBw4cPNa+DBw8CAD7++GMAwOjRo7Fr1y5s27YNR48eRWJiIrp06SJlyURERFSCSHpDPAcHB633s2bNQqVKldCsWTOkpqZi9erV2LJlC1q2bAkAWLt2Lby8vBAdHY0GDRpIUTIRERGVICVmjkxmZiY2bdqEfv36QaVSISYmBllZWQgICNCs4+npiQoVKiAqKirf7WRkZCAtLU3rRURERMpUYhqZ3377DSkpKQgJCQEAJCUlwcTEBHZ2dlrrOTk5ISkpKd/thIeHw9bWVvNydXUtxqqJiIhISiWmkVm9ejXatm2LsmXLvtd2QkNDkZqaqnndv3+/iCokIiKikqZEPDTy3r17OHToELZv365Z5uzsjMzMTKSkpGgdlUlOTi7w0fKmpqYwNTUtznKJiIiohCgRR2TWrl0LR0dHtGvXTrOsTp06MDY2RmRkpGbZjRs3kJCQAH9/fynKJCIiohJG8iMyarUaa9euRZ8+fWBk9P/l2Nraon///hgzZgzs7e1hY2ODESNGwN/fn1csEREREYAS0MgcOnQICQkJ6NevX66xefPmwcDAAF27dkVGRgYCAwOxZMkSCaokItJv7hP3SF2CzuJntXv7SiR7kjcybdq0gSAIeY6ZmZlh8eLFWLx4schVERERkRyUiDkyRERERO+CjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhItoykLoDE5z5xj9Ql6Cx+VjupSyAiohKIR2SIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbvCEeUTHhjQeJiIofj8gQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREcmW5I3MX3/9hU8//RSlS5eGubk5fHx8cPbsWc24IAgICwuDi4sLzM3NERAQgFu3bklYMREREZUUkjYyT58+RaNGjWBsbIy9e/ciNjYWc+fORalSpTTrzJkzBwsXLsSyZctw6tQpWFpaIjAwEK9evZKwciIiIioJJL2PzOzZs+Hq6oq1a9dqlnl4eGj+WxAEzJ8/H5MnT0anTp0AABs2bICTkxN+++03dO/eXfSaiYiIqOSQ9IjM77//jrp16+Ljjz+Go6MjfH19sXLlSs14XFwckpKSEBAQoFlma2uL+vXrIyoqKs9tZmRkIC0tTetFREREyiRpI3P37l0sXboUVapUwf79+zFkyBCMHDkS69evBwAkJSUBAJycnLR+zsnJSTP2X+Hh4bC1tdW8XF1di/dLEBERkWQkbWTUajX8/Pzw7bffwtfXF4MGDcLAgQOxbNmyd95maGgoUlNTNa/79+8XYcVERERUkkjayLi4uMDb21trmZeXFxISEgAAzs7OAIDk5GStdZKTkzVj/2VqagobGxutFxERESmTpI1Mo0aNcOPGDa1lN2/ehJubG4DXE3+dnZ0RGRmpGU9LS8OpU6fg7+8vaq1ERERU8kh61dLo0aPRsGFDfPvtt+jWrRtOnz6NFStWYMWKFQAAlUqFL774AjNmzECVKlXg4eGBKVOmoGzZsggODpaydCIiIioBJG1k6tWrhx07diA0NBTTp0+Hh4cH5s+fj169emnWGT9+PJ4/f45BgwYhJSUFjRs3xr59+2BmZiZh5URERFQSSNrIAED79u3Rvn37fMdVKhWmT5+O6dOni1gVERERyYHkjyggIiIieldsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFvv1MikpKRg1apVCA0NxZMnTwAA586dw19//VWkxREREREVxEjXH7h06RICAgJga2uL+Ph4DBw4EPb29ti+fTsSEhKwYcOG4qiTiIiIKBedj8iMGTMGISEhuHXrFszMzDTLg4KCcOzYsSItjoiIiKggOjcyZ86cweDBg3MtL1euHJKSkoqkKCIiIqLC0LmRMTU1RVpaWq7lN2/ehIODQ5EURURERFQYOjcyHTt2xPTp05GVlQUAUKlUSEhIwIQJE9C1a9ciL5CIiIgoPzo3MnPnzkV6ejocHR3x8uVLNGvWDJUrV4a1tTVmzpxZHDUSERER5Unnq5ZsbW1x8OBB/Pnnn7h06RLS09Ph5+eHgICA4qiPiIiIKF86NzJvNG7cGI0bNy7KWoiIiIh0onMjM3369ALHw8LC3rkYIiIiIl3o3Mjs2LFD631WVhbi4uJgZGSESpUq6dTIfP3115g2bZrWsmrVquH69esAgFevXuHLL79EREQEMjIyEBgYiCVLlsDJyUnXsomIiEiBdG5kzp8/n2tZWloaQkJC0LlzZ50LqF69Og4dOvT/BRn9f0mjR4/Gnj17sG3bNtja2mL48OHo0qULTpw4ofPnEBERkfK88xyZf7OxscG0adPQoUMHfPbZZ7oVYGQEZ2fnXMtTU1OxevVqbNmyBS1btgQArF27Fl5eXoiOjkaDBg2KonQiIiKSsSJ7+nVqaipSU1N1/rlbt26hbNmyqFixInr16oWEhAQAQExMDLKysrSuhvL09ESFChUQFRWV7/YyMjKQlpam9SIiIiJl0vmIzMKFC7XeC4KAhw8fYuPGjWjbtq1O26pfvz7WrVuHatWq4eHDh5g2bRqaNGmCK1euICkpCSYmJrCzs9P6GScnpwIfhRAeHp5r3g0REREpk86NzLx587TeGxgYwMHBAX369EFoaKhO2/p341OzZk3Ur18fbm5u+Pnnn2Fubq5raQCA0NBQjBkzRvM+LS0Nrq6u77QtIiIiKtl0bmTi4uKKow4AgJ2dHapWrYrbt2+jdevWyMzMREpKitZRmeTk5Dzn1LxhamoKU1PTYquRiIiISo4imyNTFNLT03Hnzh24uLigTp06MDY2RmRkpGb8xo0bSEhIgL+/v4RVEhERUUlRqCMyXbp0KfQGt2/fXuh1x44diw4dOsDNzQ2JiYmYOnUqDA0N0aNHD9ja2qJ///4YM2YM7O3tYWNjgxEjRsDf359XLBERERGAQjYytra2xfLhDx48QI8ePfDPP//AwcEBjRs3RnR0NBwcHAC8no9jYGCArl27at0Qj4iIiAgoZCOzdu3aYvnwiIiIAsfNzMywePFiLF68uFg+n4iIiOStRM2RISIiItLFO93Z95dffsHPP/+MhIQEZGZmao2dO3euSAojIiIiehudj8gsXLgQffv2hZOTE86fP48PPvgApUuXxt27d3W+IR4RERHR+9C5kVmyZAlWrFiBH3/8ESYmJhg/fjwOHjyIkSNHvtMjCoiIiIjelc6NTEJCAho2bAgAMDc3x7NnzwAAn332GX766aeirY6IiIioADo3Ms7Oznjy5AkAoEKFCoiOjgbw+o6/giAUbXVEREREBdC5kWnZsiV+//13AEDfvn0xevRotG7dGp988gk6d+5c5AUSERER5afQVy3t3r0bQUFBWLFiBdRqNQBg2LBhKF26NE6ePImOHTti8ODBxVYoEVFe3CfukboEncXPaid1CUSKUehGJjg4GE5OTggJCUG/fv1QqVIlAED37t3RvXv3YiuQiIiIKD+FPrUUFxeHwYMHIyIiAlWrVkWzZs2wceNGvHz5sjjrIyIiIspXoRsZV1dXhIWF4c6dOzh06BDc3d0xZMgQuLi44PPPP8eZM2eKs04iIiKiXN7pEQUtWrTA+vXr8fDhQ3z33Xe4fPkyGjRogFq1ahV1fURERET5eqdHFLxhbW2NVq1a4d69e7h+/TpiY2OLqi4iIiKit3qnIzIvX77Ehg0b0Lx5c1SpUgUREREYM2YM4uPji7g8IiIiovzpdEQmOjoaa9aswc8//4zMzEx06dIFhw4dQosWLYqrPiIiIqJ8FbqR8fb2xo0bN+Dr64vw8HD07NkTtra2xVkbERERUYEK3cgEBATgp59+4oReIiIiKjEK3cgsXLiwOOsgIiIi0tk7TfYlIiIiKgnYyBAREZFssZEhIiIi2XqvRubVq1dFVQcRERGRznRuZNRqNb755huUK1cOVlZWuHv3LgBgypQpWL16dZEXSERERJQfnRuZGTNmYN26dZgzZw5MTEw0y2vUqIFVq1YVaXFEREREBdG5kdmwYQNWrFiBXr16wdDQULO8Vq1auH79epEWR0RERFQQnRuZv/76C5UrV861XK1WIysrq0iKIiIiIioMnRsZb29vHD9+PNfyX375Bb6+vkVSFBEREVFh6PTQSAAICwtDnz598Ndff0GtVmP79u24ceMGNmzYgN27dxdHjURERER50vmITKdOnbBr1y4cOnQIlpaWCAsLw7Vr17Br1y60bt26OGokIiIiypNOR2Sys7Px7bffol+/fjh48GBx1URERERUKDodkTEyMsKcOXOQnZ1dXPUQERERFZrOp5ZatWqFo0ePFkctRERERDrRebJv27ZtMXHiRFy+fBl16tSBpaWl1njHjh2LrDgiIiKigujcyAwdOhQA8MMPP+QaU6lUyMnJef+qiIiIiApB50ZGrVYXRx1EREREOnuvp18XpVmzZkGlUuGLL77QLHv16hWGDRuG0qVLw8rKCl27dkVycrJ0RRIREVGJ8k6NzNGjR9GhQwdUrlwZlStXRseOHfO8229hnTlzBsuXL0fNmjW1lo8ePRq7du3Ctm3bcPToUSQmJqJLly7v/DlERESkLDo3Mps2bUJAQAAsLCwwcuRIjBw5Eubm5mjVqhW2bNmicwHp6eno1asXVq5ciVKlSmmWp6amYvXq1fjhhx/QsmVL1KlTB2vXrsXJkycRHR2t8+cQERGR8ujcyMycORNz5szB1q1bNY3M1q1bMWvWLHzzzTc6FzBs2DC0a9cOAQEBWstjYmKQlZWltdzT0xMVKlRAVFRUvtvLyMhAWlqa1ouIiIiUSedG5u7du+jQoUOu5R07dkRcXJxO24qIiMC5c+cQHh6eaywpKQkmJiaws7PTWu7k5ISkpKR8txkeHg5bW1vNy9XVVaeaiIiISD50bmRcXV0RGRmZa/mhQ4d0ahru37+PUaNGYfPmzTAzM9O1jHyFhoYiNTVV87p//36RbZuIiIhKFp0vv/7yyy8xcuRIXLhwAQ0bNgQAnDhxAuvWrcOCBQsKvZ2YmBg8evQIfn5+mmU5OTk4duwYFi1ahP379yMzMxMpKSlaR2WSk5Ph7Oyc73ZNTU1hamqq69ciIiIiGdK5kRkyZAicnZ0xd+5c/PzzzwAALy8vbN26FZ06dSr0dlq1aoXLly9rLevbty88PT0xYcIEuLq6wtjYGJGRkejatSsA4MaNG0hISIC/v7+uZRMREZEC6dzIAEDnzp3RuXPn9/pga2tr1KhRQ2uZpaUlSpcurVnev39/jBkzBvb29rCxscGIESPg7++PBg0avNdnExERkTLo3MicOXMGarUa9evX11p+6tQpGBoaom7dukVW3Lx582BgYICuXbsiIyMDgYGBWLJkSZFtn4iIiORN58m+w4YNy3MC7V9//YVhw4a9VzFHjhzB/PnzNe/NzMywePFiPHnyBM+fP8f27dsLnB9DRERE+kXnRiY2NlZrgu4bvr6+iI2NLZKiiIiIiApD50bG1NQ0z+cdPXz4EEZG7zTlhoiIiOid6NzItGnTRnOvljdSUlLw1VdfoXXr1kVaHBEREVFBdD6E8v3336Np06Zwc3ODr68vAODChQtwcnLCxo0bi7xAIiIiovzo3MiUK1cOly5dwubNm3Hx4kWYm5ujb9++6NGjB4yNjYujRiIiIqI8vdOkFktLSwwaNKioayEiIiLSSaHnyNy8eROnT5/WWhYZGYkWLVrggw8+wLffflvkxREREREVpNCNzIQJE7B7927N+7i4OHTo0AEmJibw9/dHeHi41j1giIiIiIpboU8tnT17FuPHj9e837x5M6pWrYr9+/cDAGrWrIkff/wRX3zxRZEXSURERJSXQh+Refz4McqXL695f/jwYXTo0EHzvnnz5oiPjy/S4oiIiIgKUuhGxt7eHg8fPgQAqNVqnD17VuvhjZmZmRAEoegrJCIiIspHoRuZ5s2b45tvvsH9+/cxf/58qNVqNG/eXDMeGxsLd3f3YiiRiIiIKG+FniMzc+ZMtG7dGm5ubjA0NMTChQthaWmpGd+4cSNatmxZLEUSERER5aXQjYy7uzuuXbuGq1evwsHBAWXLltUanzZtmtYcGiIiIqLiptMN8YyMjFCrVq08x/JbTkRERFRcdH5oJBEREVFJwUaGiIiIZIuNDBEREckWGxkiIiKSrXd6+vXTp0+xevVqXLt2DQDg5eWFfv36wd7evkiLIyIiIiqIzkdkjh07Bg8PDyxcuBBPnz7F06dP8eOPP8LDwwPHjh0rjhqJiIiI8qTzEZlhw4ahW7duWLp0KQwNDQEAOTk5GDp0KIYNG4bLly8XeZFEREREedH5iMzt27fx5ZdfapoYADA0NMSYMWNw+/btIi2OiIiIqCA6NzJ+fn6auTH/du3aNd4Uj4iIiESl86mlkSNHYtSoUbh9+7bm6dfR0dFYvHgxZs2ahUuXLmnWrVmzZtFVSkRERPQfOjcyPXr0AACMHz8+zzGVSgVBEKBSqZCTk/P+FRIRERHlQ+dGJi4urjjqICIiItKZzo2Mm5tbcdRBREREpLN3urPvxo0b0ahRI5QtWxb37t0DAMyfPx87d+4s0uKIiIiICqJzI7N06VKMGTMGQUFBSElJ0cyDsbOzw/z584u6PiIiIqJ86dzI/Pjjj1i5ciUmTZqkdS+ZunXr8mZ4REREJCqdG5m4uDj4+vrmWm5qaornz58XSVFEREREhaFzI+Ph4YELFy7kWr5v3z54eXkVRU1EREREhaLzVUtjxozBsGHD8OrVKwiCgNOnT+Onn35CeHg4Vq1aVRw1EhEREeVJ50ZmwIABMDc3x+TJk/HixQv07NkTZcuWxYIFC9C9e/fiqJGIiIgoT+90+XWvXr1w69YtpKenIykpCQ8ePED//v113s7SpUtRs2ZN2NjYwMbGBv7+/ti7d69m/NWrVxg2bBhKly4NKysrdO3aFcnJye9SMhERESnQOzUy2dnZOHToEDZu3Ahzc3MAQGJiItLT03XaTvny5TFr1izExMTg7NmzaNmyJTp16oSrV68CAEaPHo1du3Zh27ZtOHr0KBITE9GlS5d3KZmIiIgUSOdTS/fu3cOHH36IhIQEZGRkoHXr1rC2tsbs2bORkZGBZcuWFXpbHTp00Ho/c+ZMLF26FNHR0ShfvjxWr16NLVu2oGXLlgCAtWvXwsvLC9HR0ZoHVhIREZH+0vmIzKhRo1C3bl08ffpUczQGADp37ozIyMh3LiQnJwcRERF4/vw5/P39ERMTg6ysLAQEBGjW8fT0RIUKFRAVFfXOn0NERETKofMRmePHj+PkyZMwMTHRWu7u7o6//vpL5wIuX74Mf39/vHr1ClZWVtixYwe8vb1x4cIFmJiYwM7OTmt9JycnJCUl5bu9jIwMZGRkaN6npaXpXBMRERHJg85HZNRqteaxBP/24MEDWFtb61xAtWrVcOHCBZw6dQpDhgxBnz59EBsbq/N23ggPD4etra3m5erq+s7bIiIiopJN50amTZs2Ws9UUqlUSE9Px9SpUxEUFKRzASYmJqhcuTLq1KmD8PBw1KpVCwsWLICzszMyMzORkpKitX5ycjKcnZ3z3V5oaChSU1M1r/v37+tcExEREcmDzo3M3LlzceLECXh7e+PVq1fo2bOn5rTS7Nmz37sgtVqNjIwM1KlTB8bGxlrzbm7cuIGEhAT4+/vn+/Ompqaay7nfvIiIiEiZdJ4jU758eVy8eBERERG4dOkS0tPT0b9/f/Tq1Utr8m9hhIaGom3btqhQoQKePXuGLVu24MiRI9i/fz9sbW3Rv39/jBkzBvb29rCxscGIESPg7+/PK5aIiIgIwDs0MgBgZGSETz/99L0//NGjR+jduzcePnwIW1tb1KxZE/v370fr1q0BAPPmzYOBgQG6du2KjIwMBAYGYsmSJe/9uURERKQMhWpkfv/990JvsGPHjoVed/Xq1QWOm5mZYfHixVi8eHGht0lERET6o1CNTHBwcKE2plKp8ryiiYiIiKg4FKqRUavVxV0HERERkc7e6VlLRERERCVBoRuZqKgo7N69W2vZhg0b4OHhAUdHRwwaNEjrjrpERERExa3Qjcz06dM1T6UGXj9aoH///ggICMDEiROxa9cuhIeHF0uRRERERHkpdCNz4cIFtGrVSvM+IiIC9evXx8qVKzFmzBgsXLgQP//8c7EUSURERJSXQjcyT58+hZOTk+b90aNH0bZtW837evXq8XEAREREJKpCNzJOTk6Ii4sDAGRmZuLcuXNad9h99uwZjI2Ni75CIiIionwUupEJCgrCxIkTcfz4cYSGhsLCwgJNmjTRjF+6dAmVKlUqliKJiIiI8lLoRxR888036NKlC5o1awYrKyusX78eJiYmmvE1a9agTZs2xVIkERERUV4K3ciUKVMGx44dQ2pqKqysrGBoaKg1vm3bNlhZWRV5gURERET50fmhkba2tnkut7e3f+9iiIiIiHTBO/sSERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi2JG1kwsPDUa9ePVhbW8PR0RHBwcG4ceOG1jqvXr3CsGHDULp0aVhZWaFr165ITk6WqGIiIiIqSSRtZI4ePYphw4YhOjoaBw8eRFZWFtq0aYPnz59r1hk9ejR27dqFbdu24ejRo0hMTESXLl0krJqIiIhKCiMpP3zfvn1a79etWwdHR0fExMSgadOmSE1NxerVq7Flyxa0bNkSALB27Vp4eXkhOjoaDRo0kKJsIiIiKiFK1ByZ1NRUAIC9vT0AICYmBllZWQgICNCs4+npiQoVKiAqKirPbWRkZCAtLU3rRURERMpUYhoZtVqNL774Ao0aNUKNGjUAAElJSTAxMYGdnZ3Wuk5OTkhKSspzO+Hh4bC1tdW8XF1di7t0IiIikkiJaWSGDRuGK1euICIi4r22ExoaitTUVM3r/v37RVQhERERlTSSzpF5Y/jw4di9ezeOHTuG8uXLa5Y7OzsjMzMTKSkpWkdlkpOT4ezsnOe2TE1NYWpqWtwlExERUQkg6REZQRAwfPhw7NixA3/88Qc8PDy0xuvUqQNjY2NERkZqlt24cQMJCQnw9/cXu1wiIiIqYSQ9IjNs2DBs2bIFO3fuhLW1tWbei62tLczNzWFra4v+/ftjzJgxsLe3h42NDUaMGAF/f39esURERETSNjJLly4FADRv3lxr+dq1axESEgIAmDdvHgwMDNC1a1dkZGQgMDAQS5YsEblSIiIiKokkbWQEQXjrOmZmZli8eDEWL14sQkVEREQkJyXmqiUiIiIiXbGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyxUaGiIiIZIuNDBEREckWGxkiIiKSLTYyREREJFtsZIiIiEi22MgQERGRbLGRISIiItliI0NERESyJWkjc+zYMXTo0AFly5aFSqXCb7/9pjUuCALCwsLg4uICc3NzBAQE4NatW9IUS0RERCWOpI3M8+fPUatWLSxevDjP8Tlz5mDhwoVYtmwZTp06BUtLSwQGBuLVq1ciV0pEREQlkZGUH962bVu0bds2zzFBEDB//nxMnjwZnTp1AgBs2LABTk5O+O2339C9e3cxSyUiIqISqMTOkYmLi0NSUhICAgI0y2xtbVG/fn1ERUXl+3MZGRlIS0vTehEREZEyldhGJikpCQDg5OSktdzJyUkzlpfw8HDY2tpqXq6ursVaJxEREUmnxDYy7yo0NBSpqama1/3796UuiYiIiIpJiW1knJ2dAQDJyclay5OTkzVjeTE1NYWNjY3Wi4iIiJSpxDYyHh4ecHZ2RmRkpGZZWloaTp06BX9/fwkrIyIiopJC0quW0tPTcfv2bc37uLg4XLhwAfb29qhQoQK++OILzJgxA1WqVIGHhwemTJmCsmXLIjg4WLqiiYiIqMSQtJE5e/YsWrRooXk/ZswYAECfPn2wbt06jB8/Hs+fP8egQYOQkpKCxo0bY9++fTAzM5OqZCIiIipBJG1kmjdvDkEQ8h1XqVSYPn06pk+fLmJVREREJBcldo4MERER0duwkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREssVGhoiIiGSLjQwRERHJFhsZIiIiki02MkRERCRbbGSIiIhIttjIEBERkWyxkSEiIiLZYiNDREREsiWLRmbx4sVwd3eHmZkZ6tevj9OnT0tdEhEREZUAJb6R2bp1K8aMGYOpU6fi3LlzqFWrFgIDA/Ho0SOpSyMiIiKJlfhG5ocffsDAgQPRt29feHt7Y9myZbCwsMCaNWukLo2IiIgkVqIbmczMTMTExCAgIECzzMDAAAEBAYiKipKwMiIiIioJjKQuoCCPHz9GTk4OnJyctJY7OTnh+vXref5MRkYGMjIyNO9TU1MBAOqMF0VeX1paWpFvUwzFkUVxk2PWzFkczFkczFkczDn3dgVBKHC9Et3IvIvw8HBMmzYt1/K/loYU+WfZzi/yTVI+mLU4mLM4mLM4mLM4ijvnZ8+ewdbWNt/xEt3IlClTBoaGhkhOTtZanpycDGdn5zx/JjQ0FGPGjNG8T0lJgZubGxISEgoMgt5PWloaXF1dcf/+fdjY2EhdjmIxZ3EwZ/Ewa3HIMWdBEPDs2TOULVu2wPVKdCNjYmKCOnXqIDIyEsHBwQAAtVqNyMhIDB8+PM+fMTU1hampaa7ltra2svnDkzMbGxvmLALmLA7mLB5mLQ655VyYAxAlupEBgDFjxqBPnz6oW7cuPvjgA8yfPx/Pnz9H3759pS6NiIiIJFbiG5lPPvkEf//9N8LCwpCUlITatWtj3759uSYAExERkf4p8Y0MAAwfPjzfU0lvY2pqiqlTp+Z5uomKDnMWB3MWB3MWD7MWh5JzVglvu66JiIiIqIQq0TfEIyIiIioIGxkiIiKSLTYyREREJFtsZIiIiEi2ZHHVkq5SU1ORlJQEAHB2duYdfYvRm+daKXEmfEnB/Vk83J/Fw6zFoQ85K+qIzKpVq+Dt7Q17e3t4e3tr/ffq1aulLk8xDh48iKCgIJQqVQoWFhawsLBAqVKlEBQUhEOHDkldnmJwfxYH92fxMGtx6FvOimlkvvvuO4waNQqdOnVCZGQkrly5gitXrmgebzBq1Ch8//33Upcpe+vXr0dQUBBsbW0xb9487N69G7t378a8efNgZ2eHoKAgbNy4UeoyZY/7szi4P4uHWYtDL3MWFKJChQrC1q1b8x2PiIgQXF1dRaxImapUqSIsWrQo3/HFixcLlStXFrEiZeL+LA7uz+Jh1uLQx5wVc0Tm0aNH8PHxyXfcx8cHjx8/FrEiZUpISEBAQEC+461atcKDBw9ErEiZuD+Lg/uzeJi1OPQxZ8U0MvXq1cOsWbOQnZ2daywnJwezZ89GvXr1JKhMWapXr17g/Iw1a9bA29tbxIqUifuzOLg/i4dZi0Mfc1bMIwouXbqEwMBAZGVloWnTppqHSiYnJ+PYsWMwMTHBgQMHUKNGDYkrlbcjR46gffv2qFixIgICArRyjoyMxN27d7Fnzx40bdpU4krljfuzOLg/i4dZi0Mfc1ZMIwMAz549w6ZNmxAdHa11uaq/vz969uwJGxsbiStUhvj4eCxdujTPnD///HO4u7tLW6BCcH8WB/dn8TBrcehbzopqZIiIiEi/KO6GeElJSTh16pSmC3VxccEHH3wAZ2dniStTluzsbFy9elUrZy8vLxgbG0tcmbJwfxYH92fxMGtx6FXOUl4yVZTS09OFXr16CYaGhoKRkZHg6OgoODo6CkZGRoKhoaHw6aefCs+fP5e6TNnLyckRJk2aJNjZ2QkqlUrrZWdnJ0yePFnIycmRukzZ4/4sDu7P4mHW4tDHnBXTyPTv31+oUqWKsG/fPiE7O1uzPDs7W9i/f79QtWpVYcCAARJWqAzjxo0THBwchGXLlglxcXHCixcvhBcvXghxcXHC8uXLBUdHR2H8+PFSlyl73J/Fwf1ZPMxaHPqYs2IaGTs7O+HEiRP5jv/555+CnZ2diBUpk5OTk7Bv3758x/ft2yc4OjqKWJEycX8WB/dn8TBrcehjzoq5j4xarYaJiUm+4yYmJlCr1SJWpEzPnj1D2bJl8x13cXHB8+fPRaxImbg/i4P7s3iYtTj0MWfFNDLt27fHoEGDcP78+Vxj58+fx5AhQ9ChQwcJKlOW5s2bY+zYsXneVfbx48eYMGECmjdvLn5hCsP9WRzcn8XDrMWhjzkr5vLrp0+fomfPnti/fz9KlSoFR0dHAK9v9Z6SkoLAwEBs2bIFdnZ20hYqc/fv30dQUBCuX78OHx8frZstXb58Gd7e3ti9ezdcXV0lrlTeuD+Lg/uzeJi1OPQxZ8U0Mm9cv34dUVFRuW4C5OnpKXFlyqFWq7F///48b7bUpk0bGBgo5kCf5Lg/Fz/uz+Jh1uLQt5wV18gQERGR/lBWW0ZERER6RZGNjIGBAapXr661zMvLC4aGhhJVpEweHh5o3bq11rKAgABUrFhRooqUifuzOLg/i4dZi0NfclbcIwqA148p/+8kyPDwcKSmpkpTkEL16dMHDg4OWss6d+6c52x5enfcn8XB/Vk8zFoc+pIz58gQERGRbCny1BIAZGRkICMjQ+oyiIoE92ciorwpqpE5ePAggoKCUKpUKVhYWMDCwgKlSpVCUFAQDh06JHV5ihEbG4uhQ4fC19cXLi4ucHFxga+vL4YOHYrY2Fipy1MM7s/i4P4sHmYtDn3LWTGnltavX48BAwbgo48+QmBgoNZNgA4cOIBffvkFq1evxmeffSZxpfK2d+9eBAcHw8/PL1fOBw8eRExMDHbu3InAwECJK5U37s/i4P4sHmYtDr3MWaqHPBW1KlWqCIsWLcp3fPHixULlypVFrEiZatasKUyZMiXf8alTpwo+Pj4iVqRM3J/Fwf1ZPMxaHPqYs2KOyJiZmeHixYuoVq1anuM3btxA7dq18fLlS5ErUxZzc3NcuHCBORcz7s/i4P4sHmYtDn3MWTFzZKpXr47Vq1fnO75mzRp4e3uLWJEyubu7Y8+ePfmO79mzB25ubiJWpEzcn8XB/Vk8zFoc+pizYu4jM3fuXLRv3x779u1DQECA1nnByMhI3L17t8A/XCqc6dOno2fPnjhy5EieOe/btw9btmyRuEr54/4sDu7P4mHW4tDHnBVzagkA4uPjsXTp0jwflPX555/D3d1d2gIV4uTJk1i4cGGeDzMcNWoU/P39Ja5QGbg/i4P7s3iYtTj0LWdFNTJERESkXxRzaumN7OxsXL16VdOFuri4wMvLC8bGxhJXpjypqala3b6tra3EFSkP92fxcH8WD7MWh97kLOUlU0UpJydHmDRpkmBnZyeoVCqtl52dnTB58mQhJydH6jIVYeXKlYKXl5dgYGAgGBgYCCqVSjAwMBC8vLyEVatWSV2eInB/Fg/3Z/Ewa3HoW86KaWTGjRsnODg4CMuWLRPi4uKEFy9eCC9evBDi4uKE5cuXC46OjsL48eOlLlP25syZI1hYWAgTJ04UDh8+LMTGxgqxsbHC4cOHhdDQUMHS0lL47rvvpC5T9rg/i4P7s3iYtTj0MWfFNDJOTk7Cvn378h3ft2+f4OjoKGJFylShQgVh69at+Y5HREQIrq6uIlakTNyfxcH9WTzMWhz6mLNi7iPz7NkzlC1bNt9xFxcXPH/+XMSKlOnRo0fw8fHJd9zHx0dxj4iXAvdncXB/Fg+zFoc+5qyYRqZ58+YYO3Zsnn9Ajx8/xoQJE9C8eXPxC1OYevXqYdasWcjOzs41lpOTg9mzZ6NevXoSVKYs3J/Fwf1ZPMxaHPqYs2Iuv75//z6CgoJw/fp1+Pj4aN0E6PLly/D29sbu3bvh6uoqcaXydunSJQQGBiIrKwtNmzbVyvnYsWMwMTHBgQMHUKNGDYkrlTfuz+Lg/iweZi0OfcxZMY0MAKjVauzfvz/PG4i1adMGBgaKOQAlqWfPnmHTpk155tyzZ0/Y2NhIXKEycH8WB/dn8TBrcehbzopqZIiIiEi/8J90REREJFuKbGQ8PDzQunVrrWUBAQGoWLGiRBUpU4sWLRASEqK1rE+fPmjZsqU0BSkU92dxcH8WD7MWh77krLhHFACv/6AcHBy0lnXu3Flxl5xJzd3dHS4uLlrLypUrx7kbRYz7szi4P4uHWYtDX3LmHBkiIiKSLWW1ZURERKRXFHVqKTY2FosWLUJUVFSuS86GDx8Ob29viStUhsePH2PNmjW5cm7YsCFCQkJynQahd8P9WRzcn8XDrMWhbzkr5tTS3r17ERwcDD8/PwQGBmrdBOjgwYOIiYnBzp07ERgYKHGl8nbmzBkEBgbCwsICAQEBWjlHRkbixYsX2L9/P+rWrStxpfLG/Vkc3J/Fw6zFoZc5S/WQp6JWs2ZNYcqUKfmOT506VfDx8RGxImWqX7++MGjQIEGtVucaU6vVwqBBg4QGDRpIUJmycH8WB/dn8TBrcehjzoo5ImNubo4LFy6gWrVqeY7fuHEDtWvXxsuXL0WuTFnMzc1x/vx5eHp65jl+/fp1+Pr6Muf3xP1ZHNyfxcOsxaGPOStmsq+7uzv27NmT7/iePXvg5uYmYkXK5OzsjNOnT+c7fvr0ac2hTHp33J/Fwf1ZPMxaHPqYs2Im+06fPh09e/bEkSNH8jwvuG/fPmzZskXiKuVv7NixGDRoEGJiYtCqVatcOa9cuRLff/+9xFXKH/dncXB/Fg+zFode5iz1ua2idOLECeGTTz4RKlSoIJiYmAgmJiZChQoVhE8++UQ4efKk1OUpRkREhFC/fn3ByMhIUKlUgkqlEoyMjIT69esLW7dulbo8xeD+LA7uz+Jh1uLQt5wVM0eGxJeVlaW5u2yZMmVgbGwscUVE7477s3iYtTj0JWdFNjKpqala187b2tpKXJFyZWRkAABMTU0lrkS5uD+Lh/uzeJi1OPQhZ8VM9gWAVatWwdvbG/b29vD29oaXl5fmv1evXi11eYpx8OBBBAUFoVSpUrCwsICFhQVKlSqFoKAgHDp0SOryFIP7szi4P4uHWYtD33JWTCPz3XffYdSoUejUqRMiIyNx5coVXL16FZGRkQgODsaoUaOUN8FJAuvXr0dQUBBsbW0xb9487N69G7t378a8efNgZ2eHoKAgbNy4UeoyZY/7szi4P4uHWYtDL3OWdopO0alQoUKBk5giIiIEV1dXEStSpipVqgiLFi3Kd3zx4sVC5cqVRaxImbg/i4P7s3iYtTj0MWfFHJF59OgRfHx88h338fHRTHqid5eQkICAgIB8x1u1aoUHDx6IWJEycX8WB/dn8TBrcehjzoppZOrVq4dZs2YhOzs711hOTg5mz56NevXqSVCZslSvXr3A+Rlr1qzhwwyLAPdncXB/Fg+zFoc+5qyYq5YuXbqEwMBAZGVloWnTplo3ATp27BhMTExw4MAB1KhRQ+JK5e3IkSNo3749KlasmOeN2u7evYs9e/agadOmElcqb9yfxcH9WTzMWhz6mLNiGhkAePbsGTZt2oTo6Gity1X9/f3Rs2dP2NjYSFyhMsTHx2Pp0qV55vz555/D3d1d2gIVgvuzOLg/i4dZi0PfclZUI0NERET6RTFzZIiIiEj/sJEhIiIi2WIjQ0RERLLFRoaIiIhki40MERFJJi4uLs/7JREVlqIamYsXL6J3796oWLEizM3NYWlpCR8fH0yZMgVpaWlSl6cYsbGxGDp0KHx9feHi4gIXFxf4+vpi6NChiI2Nlbo8vXDnzh20bNlS6jIU4eDBg5g6dSr++OMPAMCxY8fQtm1btGzZEmvXrpW4OuWrVq0abt26JXUZipWYmIipU6eiV69eGDt2LK5fvy51SUVOMZdf79+/H507d0ZQUBDMzc2xfft29OvXD5aWlvj1118hCAL+/PNPODs7S12qrO3duxfBwcHw8/NDYGCg1s2WDh48iJiYGOzcuROBgYESV6psFy9ehJ+fH3JycqQuRdY2bdqEvn37ombNmrh58yZ+/PFHjB49Gh999BHUajU2bdqEzZs346OPPpK6VNnr0qVLnst37tyJli1bwtraGgCwfft2MctSHAsLC9y7dw8ODg6IjY1Fw4YN4eDgAF9fX1y+fBkJCQmIiopCzZo1pS61yCimkfH19cXgwYPx+eefA3j9r6yRI0fi2rVryMrKQtu2beHq6sp/Yb2nWrVqoVOnTpg+fXqe419//TW2b9+OS5cuiVyZsixcuLDA8b/++gvff/89G5n35Ovri759+2LkyJGIjIxEhw4dMHPmTIwePRoAMHfuXOzYsQN//vmnxJXKn4GBAZo2bQoPDw+t5Rs2bEDHjh1hZ2cHAPw7+j0ZGBggKSkJjo6OCA4Ohlqtxvbt22FkZAS1Wo1evXohPT0du3btkrrUIqOYRsbc3BzXrl3T3LFQEASYmpri3r17cHFxwfHjx9G1a1c8evRI2kJlztzcHBcuXEC1atXyHL9x4wZq166Nly9filyZshgYGMDFxQUmJiZ5jmdmZiIpKYmNzHuysrLC5cuXNb9cTUxMcPbsWc2/Vq9fv47GjRvzAZ1FICIiAuPGjcP06dPRt29fzXJjY2NcvHhRcc//kcq/G5kKFSpg8+bNaNKkiWb8/PnzaNeuHRITEyWssmgpZo5MuXLlcOPGDc37O3fuQK1Wo3Tp0gCA8uXLIz09XaryFMPd3R179uzJd3zPnj1wc3MTsSJlcnNzw7x58xAXF5fnq6A/Ayo8Y2NjZGZmat6bmprCyspK6z2b8qLRvXt3HD9+HKtXr0bXrl3x9OlTqUtSJJVKBZVKBeB1U2Nra6s1bmdnp7jsjaQuoKj07t0bAwYMwKRJk2BqaooffvgBHTt21PyL9sKFC7kOaZLupk+fjp49e+LIkSN5PpBs37592LJli8RVyl+dOnUQExODbt265TmuUqmgkIOpkqpcuTKuX7+uOcL4119/aeZqAK//QVS+fHmpylMcd3d3HDt2DNOmTUOtWrWwcuVKzS9dKhqCIKBq1apQqVRIT0/HpUuXtObD3L59W3FzRRXTyHz11Vd4/vw5vvnmG2RkZCAwMBALFizQjJcrVw5Lly6VsEJl+Pjjj1GuXDksXLgQc+fOzfVAsiNHjsDf31/iKuVv+vTpePHiRb7j3t7eiIuLE7EiZfrqq69QqlQpzfv/Pojz7Nmz+TaT9G4MDAwwbdo0tG7dGr179+bp0SL23zlGlStX1nofHR2Nzp07i1lSsVPMHBkiIpKX9PR03LlzB56enjA1NZW6HJIpxRyRIWkJggC1Wg1DQ0OpS1E05lx8UlNTtY4w/nduARWdf2ft7u7OJqaY6Ms+rZjJvgDwv//9DwMGDMD48eNx7do1rbGnT5/yBmJFIDs7G5MnT0azZs0wdepUAMB3330HKysrWFhYoE+fPlqTJ+ndMGfxrFq1Ct7e3rC3t4e3t7fWf69evVrq8hTlv1l7eXkx62Kgd/u0oBCbN28WDA0NhXbt2gmNGzcWzMzMhE2bNmnGk5KSBAMDAwkrVIbJkycLTk5OwpgxYwRvb2/h888/F1xdXYVNmzYJ69evF8qVKyfMnj1b6jJljzmLY86cOYKFhYUwceJE4fDhw0JsbKwQGxsrHD58WAgNDRUsLS2F7777TuoyFYFZi0Mfc1ZMI1O7dm1hwYIFmvdbt24VLC0thVWrVgmCwEamqFSsWFHYtWuXIAiCcOvWLcHAwECIiIjQjG/dulWoUaOGVOUpBnMWR4UKFYStW7fmOx4RESG4urqKWJFyMWtx6GPOipkjc+vWLXTo0EHzvlu3bnBwcEDHjh2RlZWluFnaUklMTEStWrUAvJ4Nb2JionkPAPXq1cO9e/ekKk8xmLM4Hj16BB8fn3zHfXx8eDO8IsKsxaGPOStmjoyNjQ2Sk5O1lrVo0QK7d+/GuHHj8OOPP0pUmbLY2toiJSVF897Pz0/rvhsZGRm8L0QRYM7iqFevHmbNmpXn05dzcnIwe/Zs1KtXT4LKlIdZi0Mfc1bMEZkPPvgAe/fuRYMGDbSWN2vWDLt27UL79u0lqkxZvL29ce7cOU3Hf+LECa3xy5cvo0qVKlKUpijMWRyLFi1CYGAgnJ2d0bRpU60bPB47dgwmJiY4cOCAxFUqA7MWhz7mrJj7yBw9ehQnT55EaGhonuOHDx/Ghg0b+ECy93Tz5k0YGxvne5fkLVu2wMjIiDcRe0/MWTzPnj3Dpk2bEB0dnesGjz179sx1kzx6d8xaHPqWs2IaGSIiItI/ipkjk5d27drh4cOHUpeheMxZHMxZHMxZPMxaHErPWdGNzLFjx/jkWhEwZ3EwZ3EwZ/Ewa3EoPWdFNzJERESkbIpuZNzc3GBsbCx1GYrHnMXBnMXBnMXDrMWh9Jw52ZeIiIhkS3FHZNRqdb7LExISRK5GuZizOJiztJ4/f45jx45JXYZeYNbiUGLOimlk0tLS0K1bN1haWsLJyQlhYWHIycnRjP/999/53pODCo85i4M5lwy3b99GixYtpC5DLzBrcSgxZ8Xc2XfKlCm4ePEiNm7ciJSUFMyYMQPnzp3D9u3bYWJiAgDgWbT3x5zFwZyJiApHMXNk3NzcsH79ejRv3hwA8PjxY7Rr1w52dnb4/fffkZKSgrJly2r9q5Z0x5zFwZzFYW9vX+B4Tk4O0tPTmXMRYNbi0MecFdPIWFhY4OrVq1qH2589e4bAwECYm5tj1apVqFy5sqL+8KTAnMXBnMVhaWmJIUOG5Pu04Hv37mHatGnMuQgwa3HoY86KObVUoUIFXLt2Tesvfmtraxw4cABt2rRB586dJaxOOZizOJizOGrXrg1XV1f06dMnz/GLFy9i2rRpIlelTMxaHPqYs2Im+7Zp0ybPB0JaWVlh//79MDMzk6Aq5WHO4mDO4mjXrh1SUlLyHbe3t0fv3r3FK0jBmLU49DFnxZxaevr0KRITE1G9evU8x589e4Zz586hWbNmIlemLMxZHMyZiKhwFNPIEBERkf5RzByZt0lOTsby5csRFhYmdSmKxpzFwZyLTmZmJn777TdERUUhKSkJAODs7IyGDRuiU6dOmsvd6f0xa3HoW856c0Tm4sWL8PPzU9RM7ZKIOYuDOReN27dvIzAwEImJiahfvz6cnJwAvG4UT506hfLly2Pv3r2oXLmyxJXKH7MWhz7mrJhG5tKlSwWOX79+HT169OBf/O+JOYuDOYujdevWsLS0xIYNG2BjY6M1lpaWht69e+Ply5fYv3+/RBUqB7MWhz7mrJhGxsDAACqVKs+7nb5ZrlKp+Bf/e2LO4mDO4rCwsMDp06dRo0aNPMcvX76M+vXr48WLFyJXpjzMWhz6mLNi5sjY29tjzpw5aNWqVZ7jV69eRYcOHUSuSnmYsziYszjs7OwQHx+f71/68fHxsLOzE7cohWLW4tDHnBXTyNSpUweJiYlwc3PLczwlJYXPpikCzFkczFkcAwYMQO/evTFlyhS0atVKaz5BZGQkZsyYgREjRkhcpTIwa3HoZc6CQmzfvl3YuHFjvuNPnjwR1q1bJ2JFysScxcGcxTNr1izBxcVFUKlUgoGBgWBgYCCoVCrBxcVFmD17ttTlKQqzFoe+5ayYOTJERO8jLi5O61LVfz8egooWsxaHvuSsmEcU5OXEiRPIyMiQugzFY87iYM7Fy8PDA/7+/lCr1ShbtqzU5SgasxaHvuSs6CMyNjY2uHDhAipWrCh1KYrGnMXBnMXBnMXDrMWh9JwVfURGwT1aicKcxcGcxcGcxcOsxaH0nBXdyBAREZGyKbqRWb58uebSMyo+zFkczFkczFk8zFocSs9Z0XNkiIjexZEjR1C/fn2Ym5tLXYriMWtxKDlnRR2RWbVqFfr06YO1a9cCALZu3QovLy9UrFgRU6dOlbg65WDO4mDO0mnTpg3i4+OlLkMvMGtxKDlnxdzZd/78+Zg8eTICAwMxadIkJCYmYt68eRg9ejRycnIwd+5clCtXDoMGDZK6VFljzuJgzuLw8/PLc3l2dja6du0KMzMzAMC5c+fELEuRmLU49DFnxTQyy5cvx4oVK9CzZ0+cP38eH3zwAZYtW4b+/fsDAMqVK4elS5fyL/73xJzFwZzFcfnyZQQEBKBBgwaaZYIg4OLFi2jRogUcHR0lrE5ZmLU49DJnCe4mXCzMzc2Fe/fuad6bmpoKV65c0by/deuWYGdnJ0VpisKcxcGcxfHnn38KlSpVEsLCwoScnBzNciMjI+Hq1asSVqY8zFoc+pizYubIWFhY4Pnz55r3Dg4OsLKy0lonOztb7LIUhzmLgzmLo1GjRoiJicHNmzfRsGFD3LlzR+qSFItZi0Mfc1ZMI+Pp6YlLly5p3t+/f1/rycHXr1+Hu7u7BJUpC3MWB3MWj62tLX766ScMHjwYjRs3xooVK6BSqaQuS5GYtTj0LWfFzJGZPXs2LC0t8x1PSEjA4MGDRaxImZizOJiz+Pr27YvGjRujV69ePNpVzJi1OPQlZ95HhojoX9RqNZ49ewYbGxtF/yu2JGDW4lB6zmxkiIiISLYUM0cGAJYsWYKAgAB069YNkZGRWmOPHz9W7JM/xcacxcGcxcGcxcOsxaFvOSumkVm4cCHGjRsHT09PmJqaIigoCOHh4ZrxnJwc3Lt3T8IKlYE5i4M5i4M5i4dZi0Mvc5b26u+i4+3tLWzevFnz/sSJE4KDg4MwZcoUQRAEISkpSTAwMJCqPMVgzuJgzuJgzuJh1uLQx5wV08iYm5sLcXFxWssuX74sODk5CRMnTlTkH54UmLM4mLM4mLN4mLU49DFnxVx+XaZMGdy/f1/r3ho1atTAH3/8gZYtWyIxMVG64hSEOYuDOYuDOYuHWYtDH3NWzByZxo0bY/v27bmWe3t7IzIyEnv37pWgKuVhzuJgzuJgzuJh1uLQx5wVc0Rm4sSJiImJyXOsevXq+OOPP/Drr7+KXJXyMGdxMGdxMGfxMGtx6GPOvI8MERERyZZijsi8cfr0aURFRSEpKQkA4OzsDH9/f3zwwQcSV6YszFkczFkczFk8zFoc+pSzYo7IPHr0CF26dMHJkydRoUIFODk5AQCSk5ORkJCARo0a4ddff4Wjo6PElcobcxYHcxYHcxYPsxaHPuasmMm+Q4cOhVqtxrVr1xAfH49Tp07h1KlTiI+Px7Vr16BWqzFs2DCpy5Q95iwO5iwO5iweZi0OvcxZ2qu/i46VlZVw7ty5fMfPnj0rWFlZiViRMjFncTBncTBn8TBrcehjzoo5ImNqaoq0tLR8x589ewZTU1MRK1Im5iwO5iwO5iweZi0OfcxZMY3MJ598gj59+mDHjh1af4hpaWnYsWMH+vbtix49ekhYoTIwZ3EwZ3EwZ/Ewa3HoZc5SHxIqKq9evRI+//xzwcTERDAwMBDMzMwEMzMzwcDAQDAxMRGGDBkivHr1SuoyZY85i4M5i4M5i4dZi0Mfc1bMVUtvpKWlISYmRuuSszp16sDGxkbiypSFOYuDOYuDOYuHWYtDn3JWXCNDRERE+kMxc2QA4OXLl/jzzz8RGxuba+zVq1fYsGGDBFUpD3MWB3MWB3MWD7MWh97lLO2ZraJz48YNwc3NTVCpVIKBgYHQtGlT4a+//tKMK/HR5VJgzuJgzuJgzuJh1uLQx5wVc0RmwoQJqFGjBh49eoQbN27A2toajRs3RkJCgtSlKQpzFgdzFgdzFg+zFode5ix1J1VUHB0dhUuXLmneq9Vq4fPPPxcqVKgg3LlzR5FdqBSYsziYsziYs3iYtTj0MWfFHJF5+fIljIz+/xmYKpUKS5cuRYcOHdCsWTPcvHlTwuqUgzmLgzmLgzmLh1mLQx9zVszTrz09PXH27Fl4eXlpLV+0aBEAoGPHjlKUpTjMWRzMWRzMWTzMWhz6mLNijsh07twZP/30U55jixYtQo8ePSDwSvP3xpzFwZzFwZzFw6zFoY858z4yREREJFuKOSJDRERE+oeNDBEREckWGxkiIiKSLTYyREREJFtsZIjonYWEhCA4OFiyz//ss8/w7bffSvb5+Xn8+DEcHR3x4MEDqUshUjxetUREeVKpVAWOT506FaNHj4YgCLCzsxOnqH+5ePEiWrZsiXv37sHKygoA0Lx5cxw9ehQAYGJigjJlysDPzw99+/ZFly5dRK1v7NixePr0KVavXi3q5xLpGzYyRJSnpKQkzX9v3boVYWFhuHHjhmaZlZWVpoGQwoABA2BkZIRly5ZpljVv3hxVq1bF9OnTkZ2djQcPHmDHjh2YN28eQkJCsGLFCtHqu3r1KurUqYPExETY29uL9rlE+oanlogoT87OzpqXra0tVCqV1jIrK6tcp5aaN2+OESNG4IsvvkCpUqXg5OSElStX4vnz5+jbty+sra1RuXJl7N27V+uzrly5grZt28LKygpOTk747LPP8Pjx43xry8nJwS+//IIOHTrkGrOwsICzszPKly+PBg0aYPbs2Vi+fDlWrlyJQ4cOadabMGECqlatCgsLC1SsWBFTpkxBVlYWACA+Ph4GBgY4e/as1rbnz58PNzc3qNVqPH36FL169YKDgwPMzc1RpUoVrF27VrNu9erVUbZsWezYsUOn3IlIN2xkiKhIrV+/HmXKlMHp06cxYsQIDBkyBB9//DEaNmyIc+fOoU2bNvjss8/w4sULAEBKSgpatmwJX19fnD17Fvv27UNycjK6deuW72dcunQJqampqFu3bqFq6tOnD0qVKoXt27drlllbW2PdunWIjY3FggULsHLlSsybNw8A4O7ujoCAAK3GBADWrl2LkJAQGBgYYMqUKYiNjcXevXtx7do1LF26FGXKlNFa/4MPPsDx48cLVSMRvRs2MkRUpGrVqoXJkyejSpUqCA0NhZmZGcqUKYOBAweiSpUqCAsLwz///INLly4BeH3bdF9fX3z77bfw9PSEr68v1qxZg8OHD+f7gLt79+7B0NAQjo6OharJwMAAVatWRXx8vGbZ5MmT0bBhQ7i7u6NDhw4YO3Ysfv75Z834gAED8NNPPyEjIwMAcO7cOVy+fBl9+/YFACQkJMDX1xd169bVND7/PUJUtmxZ3Lt3r9DZEZHu2MgQUZGqWbOm5r8NDQ1RunRp+Pj4aJY5OTkBAB49egTg9aTdw4cPa+bcWFlZwdPTEwBw586dPD/j5cuXMDU1feuE5H8TBEFr/a1bt6JRo0aa02STJ09GQkKCZjw4OBiGhoaaU0Pr1q1DixYt4O7uDgAYMmQIIiIiULt2bYwfPx4nT57M9Znm5uaaI09EVDzYyBBRkTI2NtZ6r1KptJa9aSbUajUAID09HR06dMCFCxe0Xrdu3ULTpk3z/IwyZcrgxYsXyMzMLFRNOTk5uHXrFjw8PAAAUVFR6NWrF4KCgrB7926cP38ekyZN0tqeiYkJevfujbVr1yIzMxNbtmxBv379NONt27bFvXv3MHr0aCQmJqJVq1YYO3as1uc+efIEDg4OhaqRiN6NkdQFEJF+8/Pzw6+//gp3d3cYGRXur6TatWsDAGJjYzX/XZD169fj6dOn6Nq1KwDg5MmTcHNzw6RJkzTr5HUKaMCAAahRowaWLFmC7OzsXJdwOzg4oE+fPujTpw+aNGmCcePG4fvvv9eMX7lyBc2bNy/UdyKid8MjMkQkqWHDhuHJkyfo0aMHzpw5gzt37mD//v3o27cvcnJy8vwZBwcH+Pn54c8//8w19uLFCyQlJeHBgweIjo7GhAkT8Pnnn2PIkCFo0aIFAKBKlSpISEhAREQE7ty5g4ULF+Z5dZGXlxcaNGiACRMmoEePHjA3N9eMhYWFYefOnbh9+zauXr2K3bt3w8vLS6uOmJgYtGnT5n0jIqICsJEhIkmVLVsWJ06cQE5ODtq0aQMfHx988cUXsLOzg4FB/n9FDRgwAJs3b861fOXKlXBxcUGlSpXQpUsXxMbGYuvWrViyZIlmnY4dO2L06NEYPnw4ateujZMnT2LKlCl5fk7//v2RmZmpdVoJeH3qKTQ0FDVr1kTTpk1haGiIiIgIzfjOnTtRoUIFNGnSRNdIiEgHvCEeEcnSy5cvUa1aNWzduhX+/v7F9jnffPMNtm3bprnKqrAaNGiAkSNHomfPnsVUGREBPCJDRDJlbm6ODRs2FHjjvPeRnp6OK1euYNGiRRgxYoROP/v48WN06dIFPXr0KJbaiOj/8YgMEVEeQkJC8NNPPyE4OBhbtmyBoaGh1CURUR7YyBAREZFs8dQSERERyRYbGSIiIpItNjJEREQkW2xkiIiISLbYyBAREZFssZEhIiIi2WIjQ0RERLLFRoaIiIhki40MERERydb/AfYsQ9KsLmKjAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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CYmIiKlasiA8//BBDhw7FnDlzcOXKFbRt2xaGhoa4ffs2du3ahe+++w4ff/yxYrnVq1fHwIEDcf78edjb22P9+vVISUlBREREkety5MgRTJ06FZ07d0bjxo1hYWGB+Ph4rF+/HllZWUq/MbR06VI0a9YMvr6+GDJkCNzd3ZGYmIj9+/crblmeOXMmjhw5gmbNmmH48OEwMDDA6tWrkZWVhfnz5791bK2srLBy5Up89tln8PX1Ra9evWBra4ukpCTs378fTZs2xbJly966HAsLCwQFBSluw/73aSUA6NixIyIjI9G1a1d06NABCQkJWLVqFWrWrImMjIwil92rVy9MnDgRXbt2xejRo5GZmYmVK1eievXqShcKV61aFTNnzkRoaCgSExMRFBQES0tLJCQkYPfu3RgyZAi++uqrQnPedywLUqtWLTRu3BihoaF49uwZypcvjx07duQrWv744w+MHDkSn3zyCapXr47c3Fxs3rwZ+vr66N69e4msX0lZtmwZUlNTFT+nsXfvXsVpo1GjRsHa2hq+vr7w9fVV+tybArFWrVoICgpSez9JojRzsxSReh04cEAMGDBAeHp6CgsLC2FkZCQ8PDzEqFGj8t22/N/br4V4fYtxaGio8PDwEEZGRqJixYqiSZMmYuHChflu4f7hhx9EvXr1hKmpqbC0tBTe3t5iwoQJ4uHDh0oZHTp0EIcOHRJ16tQRxsbGwtPTs8hbZ9+Ij48X4eHhonHjxsLOzk4YGBgIW1tb0aFDB/HHH3/km//atWuia9euwsbGRpiYmIgaNWqIsLAwpXkuXbokAgMDhYWFhTAzMxMtW7YUp06dUprnzW3A58+fL7BfUVFRIjAwUFhbWwsTExNRtWpVERISIi5cuPDWdXpj//79AoBwdHRUuhVbiNe34s6ePVu4uroKY2Nj4ePjI/bt21fgrdX4z+3XQry+Bb927drCyMhI1KhRQ2zZsiXf7ddv/Pzzz6JZs2bC3NxcmJubC09PTzFixAhx8+bNt65DccZS1duI7969KwICAhS3Mn/99dfiyJEjSrdfx8fHiwEDBoiqVasKExMTUb58edGyZUvx+++/v9P6ffjhh6JWrVrF6p8Q/3/79ZMnT94675vHDxT0+u9t5v/G26+pOGRCvOUJW0T03tzc3FC7dm3s27dP010hItIqvEaGiIiIJIuFDBEREUkWCxkiIiKSLF4jQ0RERJLFIzJEREQkWSxkiIiISLK0/oF4crkcDx8+hKWlZaG/YUJERERlixACL168gJOTE/T0Cj/uovWFzMOHD/lLqkRERBJ1//59VK5cudB2rS9kLC0tAbweiHf53RMiIiIqfenp6XB2dlb8O14YrS9k3pxOsrKyYiFDREQkMW+7LIQX+xIREZFksZAhIiIiyWIhQ0RERJKl9dfIEJUleXl5yMnJ0XQ3iIpkaGgIfX19TXeDqFhYyBCVAiEEkpOTkZqaqumuEBWLjY0NHBwc+PwtKvNYyBCVgjdFjJ2dHczMzPiPA5VZQghkZmbi8ePHAABHR0cN94ioaCxkiNQsLy9PUcRUqFBB090heitTU1MAwOPHj2FnZ8fTTFSm8WJfIjV7c02MmZmZhntCVHxv9lde00VlHQsZolLC00kkJdxfSSpYyBAREZFksZAhoncmk8nwyy+/aLobOickJARBQUGa7gZRmcCLfYk0xG3S/lLNS5zbQaX5nzx5gvDwcOzfvx8pKSkoV64cPvjgA4SHh6Np06Zq6uW7SUhIwOTJk3Hs2DE8e/YMFStWRL169TBv3jx4enpqunsKo0aNwu+//44bN27ka0tKSoK7uzt2796Nzp07a6B3RNLEIzJEVKDu3bvj8uXL2LhxI27duoU9e/agRYsW+N///qfprinJyclBmzZtkJaWhsjISNy8eRM7d+6Et7e3Wp/b8y4XwQ4cOBBxcXE4depUvrYNGzbAzs4O7du3L4nuEekMFjJElE9qaipOnDiBefPmoWXLlnB1dUXDhg0RGhpa5NGC+/fvo0ePHrCxsUH58uXRpUsXJCYmKs2zdu1aeHl5wcTEBJ6enlixYoWiLTExETKZDDt27ECTJk1gYmKC2rVr488//yw08/r167h79y5WrFiBxo0bw9XVFU2bNsXMmTPRuHFjxXwPHjxA7969Ub58eZibm6N+/fo4e/ason3lypWoWrUqjIyMUKNGDWzevFkpRyaTYeXKlejcuTPMzc0xa9YsAMCvv/4KX19fmJiYoEqVKpg2bRpyc3ML7GvdunXh6+uL9evXK00XQmDDhg3o168fZDIZBg4cCHd3d5iamqJGjRr47rvvCl1/AHBzc8OSJUvyZX3zzTeK96mpqRg0aBBsbW1hZWWFVq1a4erVq0Uul0gKWMgQUT4WFhawsLDAL7/8gqysrGJ9JicnB4GBgbC0tMSJEydw8uRJWFhY4KOPPkJ2djYAYOvWrQgPD8esWbNw48YNzJ49G2FhYdi4caPSssaPH48vv/wSly9fhp+fHzp16lTokSBbW1vo6enhp59+Ql5eXoHzZGRk4MMPP8Tff/+NPXv24OrVq5gwYQLkcjkAYPfu3fjiiy/w5Zdf4tq1axg6dCj69++PqKgopeV888036Nq1K2JiYjBgwACcOHECffv2xRdffIHY2FisXr0aGzZsUBQ5BRk4cCB+/PFHvHz5UjHt2LFjSEhIwIABAyCXy1G5cmXs2rULsbGxCA8Px9dff40ff/zx7RuhCJ988gkeP36MAwcO4OLFi/D19UXr1q3x7Nmz91oukaaxkCGifAwMDLBhwwZs3LgRNjY2aNq0Kb7++mtER0cX+pmdO3dCLpdj7dq18Pb2hpeXFyIiIpCUlIRjx44BAKZOnYpFixahW7ducHd3R7du3TB27FisXr1aaVkjR45E9+7d4eXlhZUrV8La2hrr1q0rMPd/whwTp83FlLBwWNuUQ8Om/hjx1WT8dvIKoh+kIvpBKuYvX4uUx08wa/lGWLnVRqZJRXg2aQtzZy8AwMKFCxESEoLhw4ejevXqGDduHLp164aFCxcqZfXp0wf9+/dHlSpV4OLigmnTpmHSpEno168fqlSpgjZt2mDGjBn51ue/y8jJycGuXbsU0yIiItCsWTNUr14dhoaGmDZtGurXrw93d3cEBwejf//+71XI/PXXXzh37hx27dqF+vXro1q1ali4cCFsbGzw008/vfNyicoCFjJEVKDu3bvj4cOH2LNnDz766CMcO3YMvr6+2LBhQ4HzX716FXfu3IGlpaXiiE758uXx6tUr3L17Fy9fvsTdu3cxcOBARbuFhQVmzpyJu3fvKi3Lz89P8d8GBgaoX79+gRfIvtErZDD+uBSH2UtX4wPfBjiy/xd0a+2H08dfH1G5eT0GnrW8YV2uXIGfv3HjRr4LmJs2bZovs379+vnWefr06UrrM3jwYDx69AiZmZkFZtnY2KBbt26K00vp6en4+eefMXDgQMU8y5cvR7169WBrawsLCwv88MMPSEpKKnT93+bq1avIyMhAhQoVlPqakJCQb+yJpIZ3LRFRoUxMTNCmTRu0adMGYWFhGDRoEKZOnYqQkJB882ZkZKBevXrYunVrvjZbW1tkZGQAANasWYNGjRoptZfEI/DNLSzRok07tGjTDiMnTMGw4O5Ys3Qh/PxbwtjE9L2XDwDm5uZK7zMyMjBt2jR069Yt37wmJiaFLmfgwIFo3bo17ty5g6ioKOjr6+OTTz4BAOzYsQNfffUVFi1aBD8/P1haWmLBggVK1/P8l56eHoQQStP+fTFyRkYGHB0dFUfG/s3GxqbQ5RJJAQsZLfC+t/Gqelsu6a6aNWsW+twYX19f7Ny5E3Z2drCyssrXbm1tDScnJ8THxyM4OLjInDNnzsDf3x8AkJubi4sXL2LkyJHF7qdMJoO7RzVcvXAOAFDdqxZ279iEtOfPCzwq4+XlhZMnT6Jfv36KaSdPnkTNmjWLzPH19cXNmzfh4eFR7L4BQMuWLeHu7o6IiAhERUWhV69eiiLp5MmTaNKkCYYPH66Y/21HTWxtbfHo0SPF+/T0dCQkJCj1Mzk5GQYGBnBzc1Opr0RlHU8tEVE+//vf/9CqVSts2bIF0dHRSEhIwK5duzB//nx06dKlwM8EBwejYsWK6NKlC06cOIGEhAQcO3YMo0ePxoMHDwAA06ZNw5w5c7B06VLcunULMTExiIiIwOLFi5WWtXz5cuzevRtxcXEYMWIEnj9/jgEDBhSYG3c9Bl8M6IMj+3/F3VtxSEqIR+SOzfhl51a0aPv6VuZ2Xbqjgq09xgwKxuXzZ/DgXiJ+/20Prl58XeiMHz8eGzZswMqVK3H79m0sXrwYkZGR+Oqrr4ocp/DwcGzatAnTpk3D9evXcePGDezYsQNTpkwp8nMymQwDBgzAypUrcfr0aaXTStWqVcOFCxdw6NAh3Lp1C2FhYTh//nyRy2vVqhU2b96MEydOICYmBv369VM6yhUQEAA/Pz8EBQXh8OHDSExMxKlTpzB58mRcuHChyGUTlXU8IkOkIWX5SJiFhQUaNWqEb7/9Fnfv3kVOTg6cnZ0xePBgfP311wV+xszMDMePH8fEiRPRrVs3vHjxApUqVULr1q0VR2gGDRoEMzMzLFiwAOPHj4e5uTm8vb0xZswYpWXNnTsXc+fOxZUrV+Dh4YE9e/agYsWKBebaOzrBydkFq76dh4cP7kMmk8GpsjM+HzcJnw1+fVTD0MgIq7b+jEUzwjCyXw/k5uaharUaCJ25AAAQFBSE7777DgsXLsQXX3yhOFrSokWLIscpMDAQ+/btw/Tp0zFv3jwYGhrC09MTgwYNeusYh4SEYOrUqahVq5bSqbahQ4fi8uXL6NmzJ2QyGXr37o3hw4fjwIEDhS4rNDQUCQkJ6NixI6ytrTFjxgylIzIymQy//fYbJk+ejP79++PJkydwcHCAv78/7O3t39pXorJMJv57YlXLpKenw9raGmlpaQUe7tYGPLVUtr169QoJCQlwd3cv8roJev0cGXd3d1y+fBl169Yt1meiH6S+V2adyjbv9Xltxf2WNK24/37ziEwJYCFBRKSb+P2vebxGhoiIiCSLR2SIqMxwc3PLdxsxEVFReESGiIiIJEtnjsjUnnoIesZmBbbxHCWVBh5pICnh/krFURauEeIRGSI1MzQ0BIBCH1lPVBa92V/f7L9EZZXOHJEh0hR9fX3Y2Njg8ePHAF4/b0Umk2m4V9pD5Ga/1+dfvXpVQj3RDkIIZGZm4vHjx7CxsSmRn48gUicWMiR5ZeHQ5ts4ODgAgKKYoZLz+Pk/7/V5o3/e73eYHrxnfuVyJfM7UCXNxsZGsd8SlWUsZIhKgUwmg6OjI+zs7JR+zI/e36DIY+/1+aNftpB0vjoYGhrySAxJBgsZolKkr6/PfyBK2N8v8t7r8+/71FpN5xPpOl7sS0RERJLFIzJERPTOpHCNGmk3HpEhIiIiyWIhQ0RERJLFQoaIiIgki9fI0HvjOXIiIs3g9y+PyBAREZGEsZAhIiIiyWIhQ0RERJLFQoaIiIgki4UMERERSRYLGSIiIpIsFjJEREQkWSxkiIiISLJYyBAREZFksZAhIiIiyWIhQ0RERJLFQoaIiIgki4UMERERSRYLGSIiIpIsFjJEREQkWSxkiIiISLJYyBAREZFksZAhIiIiyWIhQ0RERJLFQoaIiIgki4UMERERSZaBpjtARETvzm3S/vf6fOLcDiXUEyLN4BEZIiIikiwWMkRERCRZLGSIiIhIsniNDBERSRavESIekSEiIiLJYiFDREREkqXRQiYvLw9hYWFwd3eHqakpqlatihkzZkAIoZhHCIHw8HA4OjrC1NQUAQEBuH37tgZ7TURERGWFRguZefPmYeXKlVi2bBlu3LiBefPmYf78+fj+++8V88yfPx9Lly7FqlWrcPbsWZibmyMwMBCvXr3SYM+JiIioLNDoxb6nTp1Cly5d0KHD64ut3NzcsH37dpw7dw7A66MxS5YswZQpU9ClSxcAwKZNm2Bvb49ffvkFvXr10ljfiYiISPM0ekSmSZMmOHr0KG7dugUAuHr1Kv766y+0a9cOAJCQkIDk5GQEBAQoPmNtbY1GjRrh9OnTBS4zKysL6enpSi8iIiLSTho9IjNp0iSkp6fD09MT+vr6yMvLw6xZsxAcHAwASE5OBgDY29srfc7e3l7R9l9z5szBtGnT1NtxIiIiKhM0ekTmxx9/xNatW7Ft2zZcunQJGzduxMKFC7Fx48Z3XmZoaCjS0tIUr/v375dgj4mIiKgs0egRmfHjx2PSpEmKa128vb1x7949zJkzB/369YODgwMAICUlBY6OjorPpaSkoG7dugUu09jYGMbGxmrvOxEREWmeRo/IZGZmQk9PuQv6+vqQy+UAAHd3dzg4OODo0aOK9vT0dJw9exZ+fn6l2lciIiIqezR6RKZTp06YNWsWXFxcUKtWLVy+fBmLFy/GgAEDAAAymQxjxozBzJkzUa1aNbi7uyMsLAxOTk4ICgrSZNeJiIioDNBoIfP9998jLCwMw4cPx+PHj+Hk5IShQ4ciPDxcMc+ECRPw8uVLDBkyBKmpqWjWrBkOHjwIExMTDfaciIiIygKNFjKWlpZYsmQJlixZUug8MpkM06dPx/Tp00uvY0RERCQJ/K0lIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWS9UyGTmpqKtWvXIjQ0FM+ePQMAXLp0CX///XeJdo6IiIioKAaqfiA6OhoBAQGwtrZGYmIiBg8ejPLlyyMyMhJJSUnYtGmTOvpJRERElI/KR2TGjRuHkJAQ3L59GyYmJorp7du3x/Hjx0u0c0RERERFUbmQOX/+PIYOHZpveqVKlZCcnFwinSIiIiIqDpULGWNjY6Snp+ebfuvWLdja2pZIp4iIiIiKQ+VCpnPnzpg+fTpycnIAADKZDElJSZg4cSK6d+9e4h0kIiIiKozKhcyiRYuQkZEBOzs7/PPPP/jwww/h4eEBS0tLzJo1Sx19JCIiIiqQynctWVtb48iRI/jrr78QHR2NjIwM+Pr6IiAgQB39IyIiIiqUyoXMG82aNUOzZs1Ksi9EREREKlG5kJk+fXqR7eHh4e/cGSIiIiJVqFzI7N69W+l9Tk4OEhISYGBggKpVq7KQISIiolKjciFz+fLlfNPS09MREhKCrl27lkiniIiIiIqjRH400srKCtOmTUNYWFhJLI6IiIioWErs16/T0tKQlpZWUosjIiIieiuVTy0tXbpU6b0QAo8ePcLmzZvRrl27EusYERER0duoXMh8++23Su/19PRga2uLfv36ITQ0tMQ6RkRERPQ2KhcyCQkJ6ugHERERkcpK7BoZIiIiotJWrCMy3bp1K/YCIyMj37kzRERERKoo1hEZa2vrYr9U9ffff+PTTz9FhQoVYGpqCm9vb1y4cEHRLoRAeHg4HB0dYWpqioCAANy+fVvlHCIiItI+xToiExERoZbw58+fo2nTpmjZsiUOHDgAW1tb3L59G+XKlVPMM3/+fCxduhQbN26Eu7s7wsLCEBgYiNjYWJiYmKilX0RERCQN7/yjkSVh3rx5cHZ2ViqU3N3dFf8thMCSJUswZcoUdOnSBQCwadMm2Nvb45dffkGvXr1Kvc9ERERUdrzTxb4//fQTevTogcaNG8PX11fppYo9e/agfv36+OSTT2BnZwcfHx+sWbNG0Z6QkIDk5GQEBAQopllbW6NRo0Y4ffp0gcvMyspCenq60ouIiIi0k8qFzNKlS9G/f3/Y29vj8uXLaNiwISpUqID4+HiVH4gXHx+PlStXolq1ajh06BA+//xzjB49Ghs3bgQAJCcnAwDs7e2VPmdvb69o+685c+YoXbPj7Oys6ioSERGRRKhcyKxYsQI//PADvv/+exgZGWHChAk4cuQIRo8erfJPFMjlcvj6+mL27Nnw8fHBkCFDMHjwYKxatUrVbimEhoYqfi4hLS0N9+/ff+dlERERUdmmciGTlJSEJk2aAABMTU3x4sULAMBnn32G7du3q7QsR0dH1KxZU2mal5cXkpKSAAAODg4AgJSUFKV5UlJSFG3/ZWxsDCsrK6UXERERaSeVCxkHBwc8e/YMAODi4oIzZ84AeH09ixBCpWU1bdoUN2/eVJp269YtuLq6Anh94a+DgwOOHj2qaE9PT8fZs2fh5+enateJiIhIy6hcyLRq1Qp79uwBAPTv3x9jx45FmzZt0LNnT3Tt2lWlZY0dOxZnzpzB7NmzcefOHWzbtg0//PADRowYAQCQyWQYM2YMZs6ciT179iAmJgZ9+/aFk5MTgoKCVO06ERERaZli3369b98+tG/fHj/88APkcjkAYMSIEahQoQJOnTqFzp07Y+jQoSqFN2jQALt370ZoaCimT58Od3d3LFmyBMHBwYp5JkyYgJcvX2LIkCFITU1Fs2bNcPDgQT5DhoiIiIpfyAQFBcHe3h4hISEYMGAAqlatCgDo1avXez3PpWPHjujYsWOh7TKZDNOnT8f06dPfOYOIiIi0U7FPLSUkJGDo0KHYsWMHqlevjg8//BCbN2/GP//8o87+ERERERWq2IWMs7MzwsPDcffuXfz+++9wc3PD559/DkdHRwwbNgznz59XZz+JiIiI8nmnJ/u2bNkSGzduxKNHj7BgwQLExMSgcePG+OCDD0q6f0RERESFeq/fWrK0tETr1q1x7949xMXFITY2tqT6RURERPRW73RE5p9//sGmTZvQokULVKtWDTt27MC4ceOQmJhYwt0jIiIiKpxKR2TOnDmD9evX48cff0R2dja6deuG33//HS1btlRX/4iIiIgKVexCpmbNmrh58yZ8fHwwZ84c9OnTB9bW1ursGxEREVGRil3IBAQEYPv27bygl4iIiMqMYhcyS5cuVWc/iIiIiFT2Thf7EhEREZUFLGSIiIhIsljIEBERkWS9VyHz6tWrkuoHERERkcpULmTkcjlmzJiBSpUqwcLCAvHx8QCAsLAwrFu3rsQ7SERERFQYlQuZmTNnYsOGDZg/fz6MjIwU02vXro21a9eWaOeIiIiIiqJyIbNp0yb88MMPCA4Ohr6+vmL6Bx98gLi4uBLtHBEREVFRVC5k/v77b3h4eOSbLpfLkZOTUyKdIiIiIioOlQuZmjVr4sSJE/mm//TTT/Dx8SmRThEREREVh0o/GgkA4eHh6NevH/7++2/I5XJERkbi5s2b2LRpE/bt26eOPhIREREVSOUjMl26dMHevXvx+++/w9zcHOHh4bhx4wb27t2LNm3aqKOPRERERAVS6YhMbm4uZs+ejQEDBuDIkSPq6hMRERFRsah0RMbAwADz589Hbm6uuvpDREREVGwqn1pq3bo1/vzzT3X0hYiIiEglKl/s265dO0yaNAkxMTGoV68ezM3Nldo7d+5cYp0jIiIiKorKhczw4cMBAIsXL87XJpPJkJeX9/69IiIiIioGlQsZuVyujn4QERERqey9fv2aiIiISJPeqZD5888/0alTJ3h4eMDDwwOdO3cu8Gm/REREROqkciGzZcsWBAQEwMzMDKNHj8bo0aNhamqK1q1bY9u2beroIxEREVGBVL5GZtasWZg/fz7Gjh2rmDZ69GgsXrwYM2bMQJ8+fUq0g0RERESFUfmITHx8PDp16pRveufOnZGQkFAinSIiIiIqDpULGWdnZxw9ejTf9N9//x3Ozs4l0ikiIiKi4lD51NKXX36J0aNH48qVK2jSpAkA4OTJk9iwYQO+++67Eu8gERERUWFULmQ+//xzODg4YNGiRfjxxx8BAF5eXti5cye6dOlS4h0kIiIiKozKhQwAdO3aFV27di3pvhARERGpROVrZM6fP4+zZ8/mm3727FlcuHChRDpFREREVBwqFzIjRozA/fv3803/+++/MWLEiBLpFBEREVFxqFzIxMbGwtfXN990Hx8fxMbGlkiniIiIiIpD5ULG2NgYKSkp+aY/evQIBgbvdMkNERER0TtRuZBp27YtQkNDkZaWppiWmpqKr7/+Gm3atCnRzhEREREVReVDKAsXLoS/vz9cXV3h4+MDALhy5Qrs7e2xefPmEu8gERERUWFULmQqVaqE6OhobN26FVevXoWpqSn69++P3r17w9DQUB19JCIiIirQO13UYm5ujiFDhpR0X4iIiIhUUuxrZG7duoVz584pTTt69ChatmyJhg0bYvbs2SXeOSIiIqKiFLuQmThxIvbt26d4n5CQgE6dOsHIyAh+fn6YM2cOlixZoo4+EhERERWo2KeWLly4gAkTJijeb926FdWrV8ehQ4cAAHXq1MH333+PMWPGlHgniYiIiApS7CMyT58+ReXKlRXvo6Ki0KlTJ8X7Fi1aIDExsUQ7R0RERFSUYhcy5cuXx6NHjwAAcrkcFy5cQOPGjRXt2dnZEEKUfA+JiIiIClHsQqZFixaYMWMG7t+/jyVLlkAul6NFixaK9tjYWLi5uamhi0REREQFK/Y1MrNmzUKbNm3g6uoKfX19LF26FObm5or2zZs3o1WrVmrpJBEREVFBil3IuLm54caNG7h+/TpsbW3h5OSk1D5t2jSla2iIiIiI1E2lB+IZGBjggw8+KLCtsOlERERE6qLyj0YSERERlRUsZIiIiEiyWMgQERGRZLGQISIiIsl6p1+/fv78OdatW4cbN24AALy8vDBgwACUL1++RDtHREREVBSVj8gcP34c7u7uWLp0KZ4/f47nz5/j+++/h7u7O44fP66OPhIREREVSOUjMiNGjECPHj2wcuVK6OvrAwDy8vIwfPhwjBgxAjExMSXeSSIiIqKCqHxE5s6dO/jyyy8VRQwA6OvrY9y4cbhz506Jdo6IiIioKCoXMr6+voprY/7txo0bfCgeERERlSqVTy2NHj0aX3zxBe7cuaP49eszZ85g+fLlmDt3LqKjoxXz1qlTp+R6SkRERPQfKhcyvXv3BgBMmDChwDaZTAYhBGQyGfLy8t6/h0RERESFUPnUUkJCQpGv+Ph4xf+qYu7cuZDJZBgzZoxi2qtXrzBixAhUqFABFhYW6N69O1JSUlTtMhEREWkplY/IuLq6lngnzp8/j9WrV+c7FTV27Fjs378fu3btgrW1NUaOHIlu3brh5MmTJd4HIiIikp53erLv5s2b0bRpUzg5OeHevXsAgCVLluDXX39VeVkZGRkIDg7GmjVrUK5cOcX0tLQ0rFu3DosXL0arVq1Qr149RERE4NSpUzhz5sy7dJuIiIi0jMqFzMqVKzFu3Di0b98eqampiutgbGxssGTJEpU7MGLECHTo0AEBAQFK0y9evIicnByl6Z6ennBxccHp06cLXV5WVhbS09OVXkRERKSdVC5kvv/+e6xZswaTJ09WepZM/fr1VX4Y3o4dO3Dp0iXMmTMnX1tycjKMjIxgY2OjNN3e3h7JycmFLnPOnDmwtrZWvJydnVXqExEREUnHO13s6+Pjk2+6sbExXr58Wezl3L9/H1988QW2bt0KExMTVbtRqNDQUKSlpSle9+/fL7FlExERUdmiciHj7u6OK1eu5Jt+8OBBeHl5FXs5Fy9exOPHj+Hr6wsDAwMYGBjgzz//xNKlS2FgYAB7e3tkZ2cjNTVV6XMpKSlwcHAodLnGxsawsrJSehEREZF2UvmupXHjxmHEiBF49eoVhBA4d+4ctm/fjjlz5mDt2rXFXk7r1q3znYrq378/PD09MXHiRDg7O8PQ0BBHjx5F9+7dAQA3b95EUlIS/Pz8VO02ERERaSGVC5lBgwbB1NQUU6ZMQWZmJvr06QMnJyd899136NWrV7GXY2lpidq1aytNMzc3R4UKFRTTBw4ciHHjxqF8+fKwsrLCqFGj4Ofnp3iiMBEREek2lQsZAAgODkZwcDAyMzORkZEBOzu7ku4XAODbb7+Fnp4eunfvjqysLAQGBmLFihVqySIiIiLpeadCJjc3F8eOHcPdu3fRp08fAMDDhw9hZWUFCwuLd+7MsWPHlN6bmJhg+fLlWL58+Tsvk4iIiLSXyoXMvXv38NFHHyEpKQlZWVlo06YNLC0tMW/ePGRlZWHVqlXq6CcRERFRPirftfTFF1+gfv36eP78OUxNTRXTu3btiqNHj5Zo54iIiIiKovIRmRMnTuDUqVMwMjJSmu7m5oa///67xDpGRERE9DYqH5GRy+WKnyX4twcPHsDS0rJEOkVERERUHCoXMm3btlX6TSWZTIaMjAxMnToV7du3L8m+ERERERVJ5VNLixYtQmBgIGrWrIlXr16hT58+uH37NipWrIjt27ero49EREREBVK5kKlcuTKuXr2KHTt2IDo6GhkZGRg4cCCCg4OVLv4lIiIiUrd3eo6MgYEBPv3005LuCxEREZFKilXI7Nmzp9gL7Ny58zt3hoiIiEgVxSpkgoKCirUwmUxW4B1NREREROpQrEJGLperux9EREREKlP59msiIiKisqLYhczp06exb98+pWmbNm2Cu7s77OzsMGTIEGRlZZV4B4mIiIgKU+xCZvr06bh+/brifUxMDAYOHIiAgABMmjQJe/fuxZw5c9TSSSIiIqKCFLuQuXLlClq3bq14v2PHDjRq1Ahr1qzBuHHjsHTpUvz4449q6SQRERFRQYpdyDx//hz29vaK93/++SfatWuneN+gQQPcv3+/ZHtHREREVIRiFzL29vZISEgAAGRnZ+PSpUto3Lixov3FixcwNDQs+R4SERERFaLYhUz79u0xadIknDhxAqGhoTAzM0Pz5s0V7dHR0ahatapaOklERERUkGL/RMGMGTPQrVs3fPjhh7CwsMDGjRthZGSkaF+/fj3atm2rlk4SERERFaTYhUzFihVx/PhxpKWlwcLCAvr6+krtu3btgoWFRYl3kIiIiKgwKv9opLW1dYHTy5cv/96dISIiIlIFn+xLREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJYiFDREREksVChoiIiCRLo4XMnDlz0KBBA1haWsLOzg5BQUG4efOm0jyvXr3CiBEjUKFCBVhYWKB79+5ISUnRUI+JiIioLNFoIfPnn39ixIgROHPmDI4cOYKcnBy0bdsWL1++VMwzduxY7N27F7t27cKff/6Jhw8folu3bhrsNREREZUVBpoMP3jwoNL7DRs2wM7ODhcvXoS/vz/S0tKwbt06bNu2Da1atQIAREREwMvLC2fOnEHjxo010W0iIiIqI8rUNTJpaWkAgPLlywMALl68iJycHAQEBCjm8fT0hIuLC06fPl3gMrKyspCenq70IiIiIu1UZgoZuVyOMWPGoGnTpqhduzYAIDk5GUZGRrCxsVGa197eHsnJyQUuZ86cObC2tla8nJ2d1d11IiIi0pAyU8iMGDEC165dw44dO95rOaGhoUhLS1O87t+/X0I9JCIiorJGo9fIvDFy5Ejs27cPx48fR+XKlRXTHRwckJ2djdTUVKWjMikpKXBwcChwWcbGxjA2NlZ3l4mIiKgM0OgRGSEERo4cid27d+OPP/6Au7u7Unu9evVgaGiIo0ePKqbdvHkTSUlJ8PPzK+3uEhERURmj0SMyI0aMwLZt2/Drr7/C0tJScd2LtbU1TE1NYW1tjYEDB2LcuHEoX748rKysMGrUKPj5+fGOJSIiItJsIbNy5UoAQIsWLZSmR0REICQkBADw7bffQk9PD927d0dWVhYCAwOxYsWKUu4pERERlUUaLWSEEG+dx8TEBMuXL8fy5ctLoUdEREQkJWXmriUiIiIiVbGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFksZIiIiEiyWMgQERGRZLGQISIiIsliIUNERESSxUKGiIiIJIuFDBEREUkWCxkiIiKSLBYyREREJFmSKGSWL18ONzc3mJiYoFGjRjh37pymu0RERERlQJkvZHbu3Ilx48Zh6tSpuHTpEj744AMEBgbi8ePHmu4aERERaViZL2QWL16MwYMHo3///qhZsyZWrVoFMzMzrF+/XtNdIyIiIg0r04VMdnY2Ll68iICAAMU0PT09BAQE4PTp0xrsGREREZUFBpruQFGePn2KvLw82NvbK023t7dHXFxcgZ/JyspCVlaW4n1aWhoAQJ6VWWhOenr6e/WzqGUXB/OlnU+apentz3zmM189+W/ahBBFL0SUYX///bcAIE6dOqU0ffz48aJhw4YFfmbq1KkCAF988cUXX3zxpQWv+/fvF1krlOkjMhUrVoS+vj5SUlKUpqekpMDBwaHAz4SGhmLcuHGK96mpqXB1dUVSUhKsra3V2t+CpKenw9nZGffv34eVlRXzmc985jOf+cwvBiEEXrx4AScnpyLnK9OFjJGREerVq4ejR48iKCgIACCXy3H06FGMHDmywM8YGxvD2Ng433Rra2uNbMg3rKysmM985jOf+cxnvgqKcwCiTBcyADBu3Dj069cP9evXR8OGDbFkyRK8fPkS/fv313TXiIiISMPKfCHTs2dPPHnyBOHh4UhOTkbdunVx8ODBfBcAExERke4p84UMAIwcObLQU0lvY2xsjKlTpxZ4uqk0MJ/5zGc+85nPfPWRCfG2+5qIiIiIyqYy/UA8IiIioqKwkCEiIiLJYiFDREREksVChoiIiCRLEnctqSotLQ3JyckAAAcHB4080ffN7z1p6mpxXc7X9e2v6fXXdD7A8dfl8We+Du7/JfOrSGXDmjVrhJeXl9DT01N6eXl5ibVr16o9//Dhw6Jdu3bCxsZGkW1jYyPatWsnjhw5wnw10/Xtr+n113Q+x1+3x5/5urv/a00hM3/+fGFmZiYmTZokoqKiRGxsrIiNjRVRUVEiNDRUmJubiwULFqgtf8OGDcLAwED06tVLREREiN9++0389ttvIiIiQvTu3VsYGhqKTZs2MV9NdH37a3r9NZ3P8dft8We+bu//WlPIuLi4iJ07dxbavmPHDuHs7Ky2/GrVqolly5YV2r58+XLh4eHBfDXR9e2v6fXXdD7HX7fHn/m6vf9rTSFjYmIiYmNjC22/fv26MDU1VVu+sbGxiIuLK7Q9Li5OmJiYMF9NdH37a3r9NZ3P8dft8We+bu//WnPXUoMGDTB37lzk5ubma8vLy8O8efPQoEEDteXXqlUL69atK7R9/fr1qFmzJvPVRNe3v6bXX9P5HH/dHn/m6/b+rzU/URAdHY3AwEDk5OTA399f8aOSKSkpOH78OIyMjHD48GHUrl1bLfnHjh1Dx44dUaVKFQQEBCjlHz16FPHx8di/fz/8/f2Zrwa6vv01vf6azuf46/b4M1+393+tKWQA4MWLF9iyZQvOnDmjdPuXn58f+vTpAysrK7XmJyYmYuXKlQXmDxs2DG5ubsxXI13f/ppef03nc/x1e/yZr7v7v1YVMkRERKRbtO6BeMnJyTh79qyiInR0dETDhg3h4OBQKvm5ubm4fv26Ur6XlxcMDQ2ZXwp0fftrev01nc/x1+3xZ76O7v9qu4y4lGVkZIjg4GChr68vDAwMhJ2dnbCzsxMGBgZCX19ffPrpp+Lly5dqy8/LyxOTJ08WNjY2QiaTKb1sbGzElClTRF5eHvPVRNe3v6bXX9P5HH/dHn/m6/b+rzWFzMCBA0W1atXEwYMHRW5urmJ6bm6uOHTokKhevboYNGiQ2vLHjx8vbG1txapVq0RCQoLIzMwUmZmZIiEhQaxevVrY2dmJCRMmMF9NdH37a3r9NZ3P8dft8We+bu//WlPI2NjYiJMnTxba/tdffwkbGxu15dvb24uDBw8W2n7w4EFhZ2fHfDXR9e2v6fXXdD7HX7fHn/m6vf9rzXNk5HI5jIyMCm03MjKCXC5XW/6LFy/g5ORUaLujoyNevnzJfDXR9e2v6fXXdD7HX7fHn/m6vf9rzRGZPn36CB8fH3Hp0qV8bZcuXRL16tUTwcHBastv3769aNu2rXjy5Em+tidPnoiPPvpIdOjQgflqouvbX9Prr+l8jr9ujz/zdXv/15pC5tmzZ+Kjjz4SMplMlC9fXnh6egpPT09Rvnx5oaenJ9q1ayeeP3+utvykpCRRu3ZtYWBgIHx8fMRHH30kPvroI+Hj4yMMDAxEnTp1RFJSEvPVRNe3v6bXX9P5HH/dHn/m6/b+r3XPkYmLi8Pp06fzPZDH09NT7dlyuRyHDh0q8IFAbdu2hZ6ees/k6Xo+oNvbH9Ds+ms6n+Ov2+PPfN3d/7WukCEiIiLdoTUX+xIREZHu0cpCRk9PD7Vq1VKa5uXlBX19/VLJd3d3R5s2bZSmBQQEoEqVKswvBbq+/TW9/prO5/jr9vgzX/f2f637iQLg9U+W29jYKE2bM2cO0tLSSiW/X79+sLW1VZrWtWtXPH36lPmlQNe3v6bXX9P5HH/dHn/m697+z2tkiIiISLK08tQSAGRlZSErK0vT3SAN0fXtr+n113S+pml6/TWdT7qttPc/rSpkjhw5gvbt26NcuXIwMzODmZkZypUrh/bt2+P3339Xe35sbCyGDx8OHx8fODo6wtHRET4+Phg+fDhiY2OZr2a6vv01vf6azuf46/b4M19393+tObW0ceNGDBo0CB9//DECAwNhb28PAEhJScHhw4fx008/Yd26dfjss8/Ukn/gwAEEBQXB19c3X/6RI0dw8eJF/PrrrwgMDGS+Guj69tf0+ms6n+Ov2+PPfN3e/7Xmyb7VqlUTy5YtK7R9+fLlwsPDQ235derUEWFhYYW2T506VXh7ezNfTXR9+2t6/TWdz/HX7fFnvm7v/1pTyBgbG4u4uLhC2+Pi4oSJiYna8k1MTJivwXxd3/6aXn9N53P8dXv8ma/b+7/WXCNTq1YtrFu3rtD29evXo2bNmmrLd3Nzw/79+wtt379/P1xdXZmvJrq+/TW9/prO5/jr9vgzX7f3f615jsyiRYvQsWNHHDx4EAEBAUrn6I4ePYr4+PgiN/T7mj59Ovr06YNjx44VmH/w4EFs27aN+Wqi69tf0+uv6XyOv26PP/N1e//XmlNLQgiRkJAgJkyYIPz9/UX16tVF9erVhb+/v5g4caJISEhQe/7JkydFz549hYuLizAyMhJGRkbCxcVF9OzZU5w6dYr5aqbr21/T66/pfI6/bo8/83V3/9eau5aIiIhI92jNqaU3cnNzcf36dcXPiDs6OsLLywuGhoal1oe0tDSlnzG3trYutWxdz9f17a/p9dd0PsDx1+XxZ76O7v9qPd5TivLy8sTkyZOFjY2NkMlkSi8bGxsxZcoUkZeXp9Y+rFmzRnh5eQk9PT2hp6cnZDKZ0NPTE15eXmLt2rVqzdb1fF3f/ppef03nC8Hx1+XxZ75u7/9aU8iMHz9e2NrailWrVomEhASRmZkpMjMzRUJCgli9erWws7MTEyZMUFv+/PnzhZmZmZg0aZKIiooSsbGxIjY2VkRFRYnQ0FBhbm4uFixYwHw10fXtr+n113Q+x1+3x5/5ur3/a00hY29vLw4ePFho+8GDB4WdnZ3a8l1cXMTOnTsLbd+xY4dwdnZmvpro+vbX9PprOp/jr9vjz3zd3v+15jkyL168gJOTU6Htjo6OePnypdryHz9+DG9v70Lbvb291foz6rqer+vbX9Prr+l8jr9ujz/zdXv/15ojMu3btxdt27YVT548ydf25MkT8dFHH4kOHTqoLb958+aib9++IicnJ19bbm6u6Nu3r/D392e+muj69tf0+ms6n+Ov2+PPfN3e/7Xm9uv79++jffv2iIuLg7e3t9IDeWJiYlCzZk3s27cPzs7OasmPjo5GYGAgcnJy4O/vr5R//PhxGBkZ4fDhw6hduzbz1UDXt7+m11/T+Rx/3R5/5uv2/q81hQwAyOVyHDp0CGfOnFG6/czPzw9t27aFnp56z6S9ePECW7ZsKTC/T58+sLKyYr4a6fr21/T6azqf46/b48983d3/taqQISIiIt2iNRf7EhERke7RykLG3d0dbdq0UZoWEBCAKlWqlEp+y5YtERISojStX79+aNWqFfNLga5vf02vv6bzOf66Pf7M1739X+t+ogB4vdFsbW2VpnXt2lWtt5/9m5ubGxwdHZWmVapUSe3nqJn/mq5vf02vv6bzOf66Pf7M1739n9fIEBERkWRp5aklIiIi0g1adWopNjYWy5Ytw+nTp/Pd/jVy5EjUrFlTrflPnz7F+vXr8+U3adIEISEh+Q63Mb9k6fr21/T6azqf46/b48983d3/tebU0oEDBxAUFARfX18EBgYqPZDnyJEjuHjxIn799VcEBgaqJf/8+fMIDAyEmZkZAgIClPKPHj2KzMxMHDp0CPXr12e+Guj69tf0+ms6n+Ov2+PPfN3e/7XmJwrq1KkjwsLCCm2fOnWq8Pb2Vlt+o0aNxJAhQ4RcLs/XJpfLxZAhQ0Tjxo2Zrya6vv01vf6azuf46/b4M1+393+tKWRMTExEXFxcoe1xcXHCxMRErfk3btwotP3GjRvMV3O+rm9/Ta+/pvM5/ro9/szX3f1fay72dXNzw/79+wtt379/P1xdXdWW7+DggHPnzhXafu7cOcXhNuaXPF3f/ppef03nc/x1e/yZr9v7v9Zc7Dt9+nT06dMHx44dK/Ac4cGDB7Ft2za15X/11VcYMmQILl68iNatW+fLX7NmDRYuXMh8NdH17a/p9dd0Psdft8ef+bq9/2vNqSUhhDh58qTo2bOncHFxEUZGRsLIyEi4uLiInj17ilOnTqk9f8eOHaJRo0bCwMBAyGQyIZPJhIGBgWjUqJHYuXMn89VM17e/ptdf0/kcf90ef+br7v6vNXctlSU5OTmKpxhWrFgRhoaGzNchur7+msbx1yxNjz/zdW//18pCJi0tTek+dmtr61LvQ1ZWFgDA2Ni41LN1PV/Xt7+m11/T+QDHX5fHn/k6uP+r9XhPKVuzZo3w8vISenp6Qk9PT8hkMqGnpye8vLzE2rVr1Z5/+PBh0a5dO2FjY6Pog42NjWjXrp04cuQI89VM17e/ptdf0/kcf90ef+br7v6vNYXM/PnzhZmZmZg0aZKIiooSsbGxIjY2VkRFRYnQ0FBhbm4uFixYoLb8DRs2CAMDA9GrVy8REREhfvvtN/Hbb7+JiIgI0bt3b2FoaCg2bdrEfDXR9e2v6fXXdD7HX7fHn/m6vf9rTSHj4uJS5AVNO3bsEM7OzmrLr1atmli2bFmh7cuXLxceHh7MVxNd3/6aXn9N53P8dXv8ma/b+7/WFDImJiYiNja20Pbr168LU1NTteUbGxtr9IFAup6v69tf0+uv6XyOv26PP/N1e//XmgfiNWjQAHPnzkVubm6+try8PMybNw8NGjRQW36tWrWwbt26QtvXr1+v1h/N0vV8Xd/+ml5/Tedz/HV7/Jmv2/u/1ty1FB0djcDAQOTk5MDf31/pgTzHjx+HkZERDh8+jNq1a6sl/9ixY+jYsSOqVKlS4AOB4uPjsX//fvj7+zNfDXR9+2t6/TWdz/HX7fFnvm7v/1pTyADAixcvsGXLFpw5cybfz4j36dMHVlZWas1PTEzEypUrC8wfNmwY3NzcmK9Gur79Nb3+ms7n+Ov2+DNfd/d/rSpkiIiISLdozTUyREREpHtYyBAREZFksZAhIiIiyWIhQ0RERJLFQkbLJSQkFHhvv67Q5XV/g9fzE2mGrn//AqXz/aMzhczdu3fRqlUrtWY8evQIW7ZswW+//Ybs7GyltpcvX2L69OlqzS9IjRo1cPv27VLPffjwIaZOnYrg4GB89dVXiIuLU2vewYMHERMTAwCQy+WYMWMGKlWqBGNjY1SuXBlz585V6/+hOnXqhM2bN+Off/5RW0ZRsrKy8NVXX8Hf3x/z5s0DAMycORMWFhawtLREnz59kJ6ertY+XL16FX379kWVKlVgamoKc3NzeHt7IywsTO3ZABAbG4vhw4fDx8cHjo6OcHR0hI+PD4YPH47Y2Fi15xelNL5/NJ2v6e+/I0eOYOrUqfjjjz8AAMePH0e7du3QqlUrREREqDW7MLry/avx7x+1PTO4jLly5YrQ09NT2/LPnTsnbGxshJWVlTA1NRUeHh7i2rVrivbk5GS15nft2rXAl56enggICFC8VxdTU1Px+PFjIcTrx1FbW1sLDw8P8cknnwhPT09hZmYmrl69qrb8GjVqiOPHjwshhJg9e7aoUKGCWLx4sThw4IBYsmSJsLe3F3PnzlVbvkwmEwYGBsLa2loMGzZMXLhwQW1ZBRk7dqxwcnISX375pfDy8hLDhw8XLi4uYsuWLWLbtm3Cw8NDjBo1Sm35Bw8eFKampqJ79+7i008/FWZmZmLkyJFi4sSJwsPDQ1StWlU8evRIbfm//fabMDIyEo0bNxZTp04VK1asECtWrBBTp04VTZo0EcbGxuLgwYNqy38bdX//aDpf099/mzdvFgYGBsLX11dYWFiIiIgIYWNjIwYNGiQGDBggjIyMxK5du9SWr+vfv5r+/tGa58gsXbq0yPa///4bCxcuRF5enlry27RpA2dnZ6xduxYvX77ExIkT8eOPP+LIkSPw8fFBSkoKnJyc1Javp6cHf39/uLu7K03ftGkTOnfuDBsbGwBQ218menp6SE5Ohp2dHYKCgiCXyxEZGQkDAwPI5XIEBwcjIyMDe/fuVUu+iYkJbt26BRcXF3h7eyM8PByffPKJon3//v0YM2aM2v460tPTw7Vr13D48GGsX78e169fh7e3NwYNGoTg4GCUK1dOLblvuLi4YP369QgICEB8fDyqVauGyMhIdOnSBcDrv1YHDx6MxMREteT7+Phg6NChGDZsmCJv9OjRuHHjBnJyctCuXTs4Ozurbf/74IMP0KVLl0L/6v/mm28QGRmJ6OhoteRr+vtH0/ma/v7z8fFB//79MXr0aBw9ehSdOnXCrFmzMHbsWADAokWLsHv3bvz1119qydf1719Nf/9ozREZmUwmnJychJubW4EvJycntf5FUK5cOXHz5k2laXPmzBHlypUT586dU/tfJNu3bxeVK1cW69evV5puYGAgrl+/rrbcN2QymUhJSRFCCOHs7Kw4OvLGpUuXhKOjo9ryHR0dxenTp4UQQtjb24tLly4ptd+6dUutP1r27/UXQoizZ8+KIUOGCGtra2Fqaip69+4tjh49qrZ8U1NTce/ePcV7Q0NDpb+IExIShJmZmdryTUxMREJCguK9XC4XhoaG4uHDh0IIIY4fPy5sbW3Vmq/JH83T9PePpvM1/f1nbm4u4uPjFe8NDQ2VjkDcuHFDVKhQQW35uv79q+nvH60pZNzc3Ir8GfHLly+r/f/IBR26W7BggbCxsRGRkZFqP7SckJAgmjZtKrp16yaePXsmhCi9/yPp6ekpDm26urrmG4v4+Hi1/kMyfPhw0bFjR5GbmyuGDBkiBg0aJORyuaJ91KhRws/PT235/y1k3nj58qWIiIgQzZo1U+v2r1GjhtixY4cQ4vVhfiMjI6Uv1R07dohq1aqpLb9q1apKp25u374t9PX1RVZWlhDi9fZXZyHp6ekpFi1aVGj7okWLRI0aNdSWr+nvH03na/r7z8bGRqmQtbCwEHfv3lW8j4+PV+s/pELo9vevpr9/DNRznKf01atXDxcvXkSPHj0KbJfJZGq92LN27do4deoU6tSpozT9q6++glwuR+/evdWW/YabmxuOHz+OadOm4YMPPsCaNWsgk8nUngu8vjK9evXqkMlkyMjIQHR0tNJY3LlzBw4ODmrLnz17NgICAuDp6Qk/Pz/s2rULR44cQfXq1XHnzh08e/YMhw4dUlt+YczMzBASEoKQkBDcunVLbTnDhg1DSEgI1q5di4sXL2LhwoX4+uuvERcXBz09PaxcuRJffvml2vL79u2LQYMGYfLkyTA2NsbixYvRuXNnGBkZAQCuXLmS77B7SZo+fTr69OmDY8eOFfijeQcPHsS2bdvUlq/p7x9N52v6+8/DwwNxcXGoUaMGgNen0iwtLRXtd+/eReXKldXaB13+/tX094/WHJG5fv26OH/+fKHt2dnZIjExUW35a9asEZ9++mmh7XPnzhVubm5qy/+vEydOCHd3d6Gnp1cqfxFs2LBB6fXmNM8b06dPF2PHjlVrH7Kzs8XKlStF+/bthaenp6hevbr48MMPxddffy3u37+v1uwWLVqI58+fqzXjbbZu3SpGjhwptm3bJoQQIioqSjRv3lzUq1dPfPPNNyIvL09t2Tk5OWLChAnCyclJVKhQQfTp00c8efJE0X727Fnx559/qi1fCCFOnjwpevbsKVxcXISRkZEwMjISLi4uomfPnuLUqVNqzdb094+m8zX9/RcZGVnk/jVnzhwxZcoUteX/ly5+/2ry+0drLval/DIyMnD37l14eXkp/jImIiL1e/P96+npCWNjY013R6uxkCEirSWEgFwuh76+vs7kp6WlITk5GQDg4OAAa2vrUstmPvM1kq+2Yz0asH//fjFw4EAxfvx4cePGDaW2Z8+eiZYtW+pMfmxsrEbzuf7c/0ozPycnR0yePFn4+/uL8PBwIYQQ8+fPF2ZmZsLIyEj07dtXceGxNuYL8fr0jpeXl9DT01N6eXl5ibVr16o1m/n582UymU6vf2nma00hs3XrVqGvry86dOggmjVrJkxMTMSWLVsU7eq+/Y/5zGe+5vKnTJki7O3txbhx40TNmjXFsGHDhLOzs9iyZYvYuHGjqFSpkpg3b57W5r8pmiZNmiSioqJEbGysiI2NFVFRUSI0NFSYm5uLBQsWMJ/5WpmvNYVM3bp1xXfffad4v3PnTmFubq6oBNX9Rcp85jNfc/lVqlQRe/fuFUK8vvVbT09PcTvom/7Url1ba/NdXFyKvP16x44dwtnZmfnM18p8rSlk/vtAJCGE+OOPP4SFhYVYuXJlqT+QifnMZ37p5ZuYmIikpCSl9/8+vRYfHy8sLS21Ov+/p/P+7fr162p9jg/zma/JfK0pZP79ZNd/O3bsmLCwsBCTJ09W6xcp85nPfM3l29vbi+joaMX7Jk2aiAcPHije37hxQ1hZWWltfvPmzUXfvn1FTk5Ovrbc3FzRt29f4e/vz3zma2W+1jwQr2HDhjhw4AAaN26sNP3DDz/E3r170bFjR+Yzn/laml+zZk1cunQJ3t7eAICTJ08qtcfExKBatWpam79s2TIEBgbCwcEB/v7+Sg8EPH78OIyMjHD48GHmM18r8/XUtuRSNnbsWJiYmBTY1qJFC+zduxd9+/ZlPvOZr4X5q1atgr+/f6HtOTk5mDBhgtbm16lTB7du3cKMGTNgaWmJ+Ph4xMfHw9LSEjNnzkRcXBxq167NfOZrZT6fI0NERESSpTVHZArSoUMHPHr0iPnMZz7zmc985mtpvlYXMsePH8c///zDfOYzn/nMZz7ztTRfqwsZIiIi0m5aXci4urrC0NCQ+cxnPvOZz3zma2k+L/YlIiIiydK6IzJyubzQ6UlJScxnPvOZr7X5hXn58iWOHz/OfOZrZb7WFDLp6eno0aMHzM3NYW9vj/DwcOTl5Snanzx5And3d+Yzn/nM17r8t7lz5w5atmzJfOZrZb7WPNk3LCwMV69exebNm5GamoqZM2fi0qVLiIyMhJGREQBAnWfRmM985jNfU/lEOk1tP35QylxcXERUVJTi/ZMnT0TDhg1F27ZtxatXr9T+o3XMZz7zma+p/HLlyhX5srKyYj7ztTZfay72NTMzw/Xr15UO37548QKBgYEwNTXF2rVr4eHhoXS4l/nMZz7ztSHf3Nwcn3/+ueK3nv7r3r17mDZtGvOZr5X5WnNEpkaNGmL//v35pr948UL4+fmJDz74QK0VIfOZz3zmayq/SZMmYsmSJYW2X7lyhfnM19p8rbnYt23btoiIiMg33cLCAocOHSr0B+2Yz3zmM1/q+R06dEBqamqh7eXLl1frj3Yyn/mazNeaIzLPnj0T165dK7Q9PT1dHDt2jPnMZz7ztS6fSJdpzTUyREREpHu05vbrt0lJScHq1asRHh7OfOYzn/lal5+dnY1ffvkFp0+fRnJyMgDAwcEBTZo0QZcuXRS3gTOf+dqWrzNHZK5evQpfX1/1XTXNfOYzn/kayr9z5w4CAwPx8OFDNGrUCPb29gBeF1Bnz55F5cqVceDAAXh4eDCf+VqXrzVHZKKjo4tsv3nzJvOZz3zma2X+m1tfL1++DCsrK6W29PR09O3bFyNGjMChQ4eYz3yty9eai31lMpnQ09MTMpks3+vNdLU+kIf5zGc+8zWUb2pqKmJiYgptj46OFqampsxnvlbma80RmfLly2P+/Plo3bp1ge3Xr19Hp06dmM985jNf6/JtbGyQmJiI2rVrF9iemJgIGxsb5jNfK/O1ppCpV68eHj58CFdX1wLbU1NT1fpbJ8xnPvOZr6n8QYMGoW/fvggLC0Pr1q2VrlE4evQoZs6ciVGjRjGf+VqZrzWnliIjI8XmzZsLbX/27JnYsGED85nPfOZrXb4QQsydO1c4OjoqTmO9OaXl6Ogo5s2bp9Zs5jNfk/k6c9cSEZEuSEhIULr99d+//8R85mtjvtb8REFBTp48iaysLOYzn/nM15l8d3d3+Pn5QS6Xw8nJifnM1/58tR7v0TBLS0tx9+5d5jOf+cxnPvOZr6X5Wn1ERmj4rBnzmc985jOf+cxXL60uZIiIiEi7aXUhs3r1asVtYMxnPvOZz3zmM1/78nnXEhGRljp27BgaNWoEU1NT5jNfa/O16ojM2rVr0a9fP0RERAAAdu7cCS8vL1SpUgVTp05lPvOZz3ytzS9I27ZtkZiYqJFs5jO/tPK15sm+S5YswZQpUxAYGIjJkyfj4cOH+PbbbzF27Fjk5eVh0aJFqFSpEoYMGcJ85jOf+VqV7+vrW+D03NxcdO/eHSYmJgCAS5cuMZ/5WpevNYXM6tWr8cMPP6BPnz64fPkyGjZsiFWrVmHgwIEAgEqVKmHlypVq+yJhPvOZz3xN5cfExCAgIACNGzdWTBNC4OrVq2jZsiXs7OzUkst85peFfK15joypqam4d++e4r2xsbG4du2a4v3t27eFjY0N85nPfOZrXf5ff/0lqlatKsLDw0VeXp5iuoGBgbh+/bracpnP/LKQrzXXyJiZmeHly5eK97a2trCwsFCaJzc3l/nMZz7ztS6/adOmuHjxIm7duoUmTZrg7t27astiPvPLWr7WFDKenp6Ijo5WvL9//77SL9HGxcXBzc2N+cxnPvO1Lh8ArK2tsX37dgwdOhTNmjXDDz/8AJlMptZM5jO/LORrzTUy8+bNg7m5eaHtSUlJGDp0KPOZz3zma13+v/Xv3x/NmjVDcHCwWo8CMZ/5ZSWfz5EhItJCcrkcL168gJWVVan+Zc585pd2PgsZIiIikiytuUYGAFasWIGAgAD06NEDR48eVWp7+vQpqlSpwnzmM5/5zGc+87UoX2sKmaVLl2L8+PHw9PSEsbEx2rdvjzlz5ija8/LycO/ePeYzn/nMZz7zma9F+VrzHJmaNWuKrVu3Kt6fPHlS2NrairCwMCGEEMnJyUJPT4/5zGc+85nPfOZrUb7WFDKmpqYiISFBaVpMTIywt7cXkyZNUvtAMp/5zGc+85nP/NLP15rbrytWrIj79+8rPauhdu3a+OOPP9CqVSs8fPiQ+cxnPvOZz3zma1m+1hyR6d27txgzZkyBbdeuXRO2trZqrQiZz3zmM5/5zGd+6edrTSFz9epVsX79+kLbY2JixDfffMN85jOf+cxnPvO1KJ/PkSEiIiLJ0pprZN44d+4cTp8+jeTkZACAg4MD/Pz80LBhQ+Yzn/nMZz7zma9t+Wo71lPKUlJSRNOmTYVMJhOurq6iYcOGomHDhsLV1VXIZDLRrFkzkZKSwnzmM5/5zGc+87UoX2sKme7duws/Pz8RFxeXry0uLk40adJEfPzxx8xnPvOZz3zmM1+L8rWmkLGwsBCXLl0qtP3ChQvCwsKC+cxnPvOZz3zma1G+1vxEgbGxMdLT0wttf/HiBYyNjZnPfOYzn/nMZ74W5WvNEZnhw4cLV1dXERkZKdLS0hTT09LSRGRkpHBzcxMjR45kPvOZz3zmM5/5WpSvNYXMq1evxLBhw4SRkZHQ09MTJiYmwsTEROjp6QkjIyPx+eefi1evXjGf+cxnPvOZz3wtyte658ikp6fj4sWLSrd/1atXD1ZWVsxnPvOZz3zmM1/L8rWukCEiIiLdoTUX+wLAP//8g7/++guxsbH52l69eoVNmzYxn/nMZz7zmc98bcpX20mrUnbz5k3Fw3f09PSEv7+/+PvvvxXt6v4ZceYzn/nMZz7zmV/6+VpzRGbixImoXbs2Hj9+jJs3b8LS0hLNmjVDUlIS85nPfOYzn/nM19J8rTkiY2dnJ6KjoxXv5XK5GDZsmHBxcRF3795Ve0XIfOYzn/nMZz7zSz9fawoZS0tLERsbm2/6iBEjROXKlcXx48fVOpDMZz7zmc985jO/9PO1ppBp0KCB2LRpU4FtI0aMEDY2NmodSOYzn/nMZz7zmV/6+VpTyMyePVu0a9eu0PbPP/9cyGQy5jOf+cxnPvOZr0X5fI4MERERSZbW3LVEREREuoeFDBEREUkWCxkiIiKSLBYyREREJFksZIjonYWEhCAoKEhj+Z999hlmz56tsfzCPH36FHZ2dnjw4IGmu0Kk9XjXEhEVSCaTFdk+depUjB07FkII2NjYlE6n/uXq1ato1aoV7t27BwsLCwBAixYt8OeffwIAjIyMULFiRfj6+qJ///7o1q1bqfbvq6++wvPnz7Fu3bpSzSXSNSxkiKhAycnJiv/euXMnwsPDcfPmTcU0CwsLRQGhCYMGDYKBgQFWrVqlmNaiRQtUr14d06dPR25uLh48eIDdu3fj22+/RUhICH744YdS69/169dRr149PHz4EOXLly+1XCJdw1NLRFQgBwcHxcva2hoymUxpmoWFRb5TSy1atMCoUaMwZswYlCtXDvb29lizZg1evnyJ/v37w9LSEh4eHjhw4IBS1rVr19CuXTtYWFjA3t4en332GZ4+fVpo3/Ly8vDTTz+hU6dO+drMzMzg4OCAypUro3Hjxpg3bx5Wr16NNWvW4Pfff1fMN3HiRFSvXh1mZmaoUqUKwsLCkJOTAwBITEyEnp4eLly4oLTsJUuWwNXVFXK5HM+fP0dwcDBsbW1hamqKatWqISIiQjFvrVq14OTkhN27d6s07kSkGhYyRFSiNm7ciIoVK+LcuXMYNWoUPv/8c3zyySdo0qQJLl26hLZt2+Kzzz5DZmYmACA1NRWtWrWCj48PLly4gIMHDyIlJQU9evQoNCM6OhppaWmoX79+sfrUr18/lCtXDpGRkYpplpaW2LBhA2JjY/Hdd99hzZo1+PbbbwEAbm5uCAgIUCpMACAiIgIhISHQ09NDWFgYYmNjceDAAdy4cQMrV65ExYoVleZv2LAhTpw4Uaw+EtG7YSFDRCXqgw8+wJQpU1CtWjWEhobCxMQEFStWxODBg1GtWjWEh4fjf//7H6KjowEAy5Ytg4+PD2bPng1PT0/4+Phg/fr1iIqKwq1btwrMuHfvHvT19WFnZ1esPunp6aF69epITExUTJsyZQqaNGkCNzc3dOrUCV999RV+/PFHRfugQYOwfft2ZGVlAQAuXbqEmJgY9O/fHwCQlJQEHx8f1K9fX1H4/PcIkZOTE+7du1fssSMi1bGQIaISVadOHcV/6+vro0KFCvD29lZMs7e3BwA8fvwYwOuLdqOiohTX3FhYWMDT0xMAcPfu3QIz/vnnHxgbG7/1guR/E0Iozb9z5040bdpUcZpsypQpSEpKUrQHBQVBX19fcWpow4YNaNmyJdzc3AAAn3/+OXbs2IG6detiwoQJOHXqVL5MU1NTxZEnIlIPFjJEVKIMDQ2V3stkMqVpb4oJuVwOAMjIyECnTp1w5coVpdft27fh7+9fYEbFihWRmZmJ7OzsYvUpLy8Pt2/fhru7OwDg9OnTCA4ORvv27bFv3z5cvnwZkydPVlqekZER+vbti4iICGRnZ2Pbtm0YMGCAor1du3a4d+8exo4di4cPH6J169b46quvlHKfPXsGW1vbYvWRiN6NgaY7QES6zdfXFz///DPc3NxgYFC8r6S6desCAGJjYxX/XZSNGzfi+fPn6N69OwDg1KlTcHV1xeTJkxXzFHQKaNCgQahduzZWrFiB3NzcfLdw29raol+/fujXrx+aN2+O8ePHY+HChYr2a9euoUWLFsVaJyJ6NzwiQ0QaNWLECDx79gy9e/fG+fPncffuXRw6dAj9+/dHXl5egZ+xtbWFr68v/vrrr3xtmZmZSE5OxoMHD3DmzBlMnDgRw4YNw+eff46WLVsCAKpVq4akpCTs2LEDd+/exdKlSwu8u8jLywuNGzfGxIkT0bt3b5iamirawsPD8euvv+LOnTu4fv069u3bBy8vL6V+XLx4EW3btn3fISKiIrCQISKNcnJywsmTJ5GXl4e2bdvC29sbY8aMgY2NDfT0Cv+KGjRoELZu3Zpv+po1a+Do6IiqVauiW7duiI2Nxc6dO7FixQrFPJ07d8bYsWMxcuRI1K1bF6dOnUJYWFiBOQMHDkR2drbSaSXg9amn0NBQ1KlTB/7+/tDX18eOHTsU7b/++itcXFzQvHlzVYeEiFTAB+IRkST9888/qFGjBnbu3Ak/Pz+15cyYMQO7du1S3GVVXI0bN8bo0aPRp08fNfWMiAAekSEiiTI1NcWmTZuKfHDe+8jIyMC1a9ewbNkyjBo1SqXPPn36FN26dUPv3r3V0jci+n88IkNEVICQkBBs374dQUFB2LZtG/T19TXdJSIqAAsZIiIikiyeWiIiIiLJYiFDREREksVChoiIiCSLhQwRERFJFgsZIiIikiwWMkRERCRZLGSIiIhIsljIEBERkWSxkCEiIiLJ+j+noZkMi90j/AAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for user in df_users['User First Name'].unique():\n",
" df_user_1 = df_users[df_users['User First Name'] == user]\n",
" df_user_1.plot(x ='Calendar Date (Local)', y='Sleep Score Value', kind='bar'),\n",
" plt.ylim(ymin=0)\n",
" plt.xlim(xmin=0)\n",
" plt.ylabel(\"Sleep Score Value\")\n",
" plt.xlabel(\"Time (Days)\")\n",
" plt.title(\"Sleep Score Value of user \" + user)\n",
" \n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Correlation between Steps and Sleep"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>User First Name_x</th>\n",
" <th>Calendar Date (Local)</th>\n",
" <th>Start Time (Local)</th>\n",
" <th>End Time (Local)</th>\n",
" <th>Duration (s)</th>\n",
" <th>Duration (h)</th>\n",
" <th>Source</th>\n",
" <th>Sleep Efficiency</th>\n",
" <th>Sleep Score Value</th>\n",
" <th>User First Name_y</th>\n",
" <th>Steps</th>\n",
" <th>Distance (m)</th>\n",
" <th>Stress Duration (s)</th>\n",
" <th>Stress Level (avg)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>P10</td>\n",
" <td>2023-12-22</td>\n",
" <td>2023-12-22T01:17:00</td>\n",
" <td>2023-12-22T09:03:00</td>\n",
" <td>27960</td>\n",
" <td>7.766667</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>94.0</td>\n",
" <td>P10</td>\n",
" <td>3183</td>\n",
" <td>2419.080005</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>P14</td>\n",
" <td>2023-12-22</td>\n",
" <td>2023-12-22T22:50:00</td>\n",
" <td>2023-12-23T06:16:00</td>\n",
" <td>26760</td>\n",
" <td>7.433333</td>\n",
" <td>device</td>\n",
" <td>0.995516</td>\n",
" <td>93.0</td>\n",
" <td>P10</td>\n",
" <td>3183</td>\n",
" <td>2419.080005</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>P10</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T01:13:00</td>\n",
" <td>2023-12-24T08:56:00</td>\n",
" <td>27780</td>\n",
" <td>7.716667</td>\n",
" <td>device</td>\n",
" <td>0.958963</td>\n",
" <td>81.0</td>\n",
" <td>P10</td>\n",
" <td>3409</td>\n",
" <td>2590.840038</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>P12</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T00:48:00</td>\n",
" <td>2023-12-24T05:14:40</td>\n",
" <td>16000</td>\n",
" <td>4.444444</td>\n",
" <td>device</td>\n",
" <td>0.996250</td>\n",
" <td>56.0</td>\n",
" <td>P10</td>\n",
" <td>3409</td>\n",
" <td>2590.840038</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>P14</td>\n",
" <td>2023-12-24</td>\n",
" <td>2023-12-24T00:05:00</td>\n",
" <td>2023-12-24T09:45:00</td>\n",
" <td>34800</td>\n",
" <td>9.666667</td>\n",
" <td>device</td>\n",
" <td>0.994828</td>\n",
" <td>94.0</td>\n",
" <td>P10</td>\n",
" <td>3409</td>\n",
" <td>2590.840038</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>P10</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T01:07:00</td>\n",
" <td>2023-12-25T09:41:00</td>\n",
" <td>30840</td>\n",
" <td>8.566667</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>2099</td>\n",
" <td>1595.239993</td>\n",
" <td>63900.0</td>\n",
" <td>40.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>P12</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T00:31:00</td>\n",
" <td>2023-12-25T10:21:00</td>\n",
" <td>35400</td>\n",
" <td>9.833333</td>\n",
" <td>device</td>\n",
" <td>0.947458</td>\n",
" <td>89.0</td>\n",
" <td>P10</td>\n",
" <td>2099</td>\n",
" <td>1595.239993</td>\n",
" <td>63900.0</td>\n",
" <td>40.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>P14</td>\n",
" <td>2023-12-25</td>\n",
" <td>2023-12-25T00:10:00</td>\n",
" <td>2023-12-25T08:52:00</td>\n",
" <td>31320</td>\n",
" <td>8.700000</td>\n",
" <td>device</td>\n",
" <td>0.977012</td>\n",
" <td>89.0</td>\n",
" <td>P10</td>\n",
" <td>2099</td>\n",
" <td>1595.239993</td>\n",
" <td>63900.0</td>\n",
" <td>40.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>P10</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T01:50:00</td>\n",
" <td>2023-12-26T09:03:00</td>\n",
" <td>25980</td>\n",
" <td>7.216667</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>90.0</td>\n",
" <td>P10</td>\n",
" <td>7316</td>\n",
" <td>5592.560089</td>\n",
" <td>40260.0</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>P12</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T01:06:00</td>\n",
" <td>2023-12-26T09:38:00</td>\n",
" <td>30720</td>\n",
" <td>8.533333</td>\n",
" <td>device</td>\n",
" <td>0.882812</td>\n",
" <td>65.0</td>\n",
" <td>P10</td>\n",
" <td>7316</td>\n",
" <td>5592.560089</td>\n",
" <td>40260.0</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>P14</td>\n",
" <td>2023-12-26</td>\n",
" <td>2023-12-26T00:03:00</td>\n",
" <td>2023-12-26T09:58:00</td>\n",
" <td>35700</td>\n",
" <td>9.916667</td>\n",
" <td>device</td>\n",
" <td>0.993277</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>7316</td>\n",
" <td>5592.560089</td>\n",
" <td>40260.0</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>P10</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T01:20:00</td>\n",
" <td>2023-12-27T09:16:00</td>\n",
" <td>28560</td>\n",
" <td>7.933333</td>\n",
" <td>device</td>\n",
" <td>0.985294</td>\n",
" <td>98.0</td>\n",
" <td>P10</td>\n",
" <td>13279</td>\n",
" <td>10092.040172</td>\n",
" <td>13800.0</td>\n",
" <td>47.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>P12</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T00:27:00</td>\n",
" <td>2023-12-27T07:52:00</td>\n",
" <td>26700</td>\n",
" <td>7.416667</td>\n",
" <td>device</td>\n",
" <td>0.955056</td>\n",
" <td>85.0</td>\n",
" <td>P10</td>\n",
" <td>13279</td>\n",
" <td>10092.040172</td>\n",
" <td>13800.0</td>\n",
" <td>47.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>P14</td>\n",
" <td>2023-12-27</td>\n",
" <td>2023-12-27T02:06:00</td>\n",
" <td>2023-12-27T07:03:55</td>\n",
" <td>17875</td>\n",
" <td>4.965278</td>\n",
" <td>device</td>\n",
" <td>0.993287</td>\n",
" <td>NaN</td>\n",
" <td>P10</td>\n",
" <td>13279</td>\n",
" <td>10092.040172</td>\n",
" <td>13800.0</td>\n",
" <td>47.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>P10</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T00:54:00</td>\n",
" <td>2023-12-28T08:48:00</td>\n",
" <td>28440</td>\n",
" <td>7.900000</td>\n",
" <td>device</td>\n",
" <td>0.981013</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>11202</td>\n",
" <td>8523.520035</td>\n",
" <td>82140.0</td>\n",
" <td>36.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>P12</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T01:13:00</td>\n",
" <td>2023-12-28T07:31:00</td>\n",
" <td>22680</td>\n",
" <td>6.300000</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>79.0</td>\n",
" <td>P10</td>\n",
" <td>11202</td>\n",
" <td>8523.520035</td>\n",
" <td>82140.0</td>\n",
" <td>36.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>P14</td>\n",
" <td>2023-12-28</td>\n",
" <td>2023-12-28T01:44:00</td>\n",
" <td>2023-12-28T08:08:00</td>\n",
" <td>23040</td>\n",
" <td>6.400000</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>P10</td>\n",
" <td>11202</td>\n",
" <td>8523.520035</td>\n",
" <td>82140.0</td>\n",
" <td>36.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>P10</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T23:54:00</td>\n",
" <td>2023-12-30T08:58:00</td>\n",
" <td>32640</td>\n",
" <td>9.066667</td>\n",
" <td>device</td>\n",
" <td>0.998162</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>10596</td>\n",
" <td>8052.960032</td>\n",
" <td>42180.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>P11</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T01:30:00</td>\n",
" <td>2023-12-29T08:50:00</td>\n",
" <td>26400</td>\n",
" <td>7.333333</td>\n",
" <td>device</td>\n",
" <td>0.890909</td>\n",
" <td>76.0</td>\n",
" <td>P10</td>\n",
" <td>10596</td>\n",
" <td>8052.960032</td>\n",
" <td>42180.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>P12</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T01:14:00</td>\n",
" <td>2023-12-29T08:58:00</td>\n",
" <td>27840</td>\n",
" <td>7.733333</td>\n",
" <td>device</td>\n",
" <td>0.911638</td>\n",
" <td>78.0</td>\n",
" <td>P10</td>\n",
" <td>10596</td>\n",
" <td>8052.960032</td>\n",
" <td>42180.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>P14</td>\n",
" <td>2023-12-29</td>\n",
" <td>2023-12-29T00:56:00</td>\n",
" <td>2023-12-29T08:55:00</td>\n",
" <td>28740</td>\n",
" <td>7.983333</td>\n",
" <td>device</td>\n",
" <td>0.945720</td>\n",
" <td>NaN</td>\n",
" <td>P10</td>\n",
" <td>10596</td>\n",
" <td>8052.960032</td>\n",
" <td>42180.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>P10</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T00:40:00</td>\n",
" <td>2023-12-31T09:08:00</td>\n",
" <td>30480</td>\n",
" <td>8.466667</td>\n",
" <td>device</td>\n",
" <td>0.996063</td>\n",
" <td>94.0</td>\n",
" <td>P10</td>\n",
" <td>3561</td>\n",
" <td>2815.781796</td>\n",
" <td>8940.0</td>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>P11</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T02:51:00</td>\n",
" <td>2023-12-31T07:42:00</td>\n",
" <td>17460</td>\n",
" <td>4.850000</td>\n",
" <td>device</td>\n",
" <td>0.941581</td>\n",
" <td>62.0</td>\n",
" <td>P10</td>\n",
" <td>3561</td>\n",
" <td>2815.781796</td>\n",
" <td>8940.0</td>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>P12</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T02:16:00</td>\n",
" <td>2023-12-31T11:40:00</td>\n",
" <td>33840</td>\n",
" <td>9.400000</td>\n",
" <td>device</td>\n",
" <td>0.932624</td>\n",
" <td>84.0</td>\n",
" <td>P10</td>\n",
" <td>3561</td>\n",
" <td>2815.781796</td>\n",
" <td>8940.0</td>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>P14</td>\n",
" <td>2023-12-31</td>\n",
" <td>2023-12-31T01:01:00</td>\n",
" <td>2023-12-31T09:13:00</td>\n",
" <td>29520</td>\n",
" <td>8.200000</td>\n",
" <td>device</td>\n",
" <td>0.969512</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>3561</td>\n",
" <td>2815.781796</td>\n",
" <td>8940.0</td>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>P10</td>\n",
" <td>2024-01-02</td>\n",
" <td>2024-01-02T00:22:00</td>\n",
" <td>2024-01-02T09:27:00</td>\n",
" <td>32700</td>\n",
" <td>9.083333</td>\n",
" <td>device</td>\n",
" <td>0.996330</td>\n",
" <td>93.0</td>\n",
" <td>P10</td>\n",
" <td>5072</td>\n",
" <td>3855.416642</td>\n",
" <td>30540.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>P14</td>\n",
" <td>2024-01-02</td>\n",
" <td>2024-01-02T23:43:00</td>\n",
" <td>2024-01-03T07:31:00</td>\n",
" <td>28080</td>\n",
" <td>7.800000</td>\n",
" <td>device</td>\n",
" <td>0.987179</td>\n",
" <td>90.0</td>\n",
" <td>P10</td>\n",
" <td>5072</td>\n",
" <td>3855.416642</td>\n",
" <td>30540.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>P10</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T01:32:00</td>\n",
" <td>2024-01-04T09:25:00</td>\n",
" <td>28380</td>\n",
" <td>7.883333</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>91.0</td>\n",
" <td>P10</td>\n",
" <td>2278</td>\n",
" <td>1723.679985</td>\n",
" <td>12060.0</td>\n",
" <td>20.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>P11</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T00:49:00</td>\n",
" <td>2024-01-04T08:05:00</td>\n",
" <td>26160</td>\n",
" <td>7.266667</td>\n",
" <td>device</td>\n",
" <td>0.697248</td>\n",
" <td>69.0</td>\n",
" <td>P10</td>\n",
" <td>2278</td>\n",
" <td>1723.679985</td>\n",
" <td>12060.0</td>\n",
" <td>20.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>P12</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T01:07:00</td>\n",
" <td>2024-01-04T06:13:00</td>\n",
" <td>18360</td>\n",
" <td>5.100000</td>\n",
" <td>device</td>\n",
" <td>0.777778</td>\n",
" <td>32.0</td>\n",
" <td>P10</td>\n",
" <td>2278</td>\n",
" <td>1723.679985</td>\n",
" <td>12060.0</td>\n",
" <td>20.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>119</th>\n",
" <td>P14</td>\n",
" <td>2024-01-04</td>\n",
" <td>2024-01-04T22:38:00</td>\n",
" <td>2024-01-05T06:16:00</td>\n",
" <td>27480</td>\n",
" <td>7.633333</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>93.0</td>\n",
" <td>P10</td>\n",
" <td>2278</td>\n",
" <td>1723.679985</td>\n",
" <td>12060.0</td>\n",
" <td>20.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>P11</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T02:32:00</td>\n",
" <td>2023-12-30T08:17:00</td>\n",
" <td>20700</td>\n",
" <td>5.750000</td>\n",
" <td>device</td>\n",
" <td>0.849275</td>\n",
" <td>64.0</td>\n",
" <td>P10</td>\n",
" <td>11217</td>\n",
" <td>8524.920161</td>\n",
" <td>25980.0</td>\n",
" <td>45.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td>P12</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T03:16:00</td>\n",
" <td>2023-12-30T11:35:00</td>\n",
" <td>29940</td>\n",
" <td>8.316667</td>\n",
" <td>device</td>\n",
" <td>0.843687</td>\n",
" <td>79.0</td>\n",
" <td>P10</td>\n",
" <td>11217</td>\n",
" <td>8524.920161</td>\n",
" <td>25980.0</td>\n",
" <td>45.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td>P14</td>\n",
" <td>2023-12-30</td>\n",
" <td>2023-12-30T00:18:00</td>\n",
" <td>2023-12-30T09:02:00</td>\n",
" <td>31440</td>\n",
" <td>8.733333</td>\n",
" <td>device</td>\n",
" <td>0.986641</td>\n",
" <td>95.0</td>\n",
" <td>P10</td>\n",
" <td>11217</td>\n",
" <td>8524.920161</td>\n",
" <td>25980.0</td>\n",
" <td>45.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>139</th>\n",
" <td>P11</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T01:45:00</td>\n",
" <td>2024-01-03T08:01:00</td>\n",
" <td>22560</td>\n",
" <td>6.266667</td>\n",
" <td>device</td>\n",
" <td>0.914894</td>\n",
" <td>47.0</td>\n",
" <td>P10</td>\n",
" <td>8826</td>\n",
" <td>6707.861241</td>\n",
" <td>22500.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>144</th>\n",
" <td>P12</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T02:24:00</td>\n",
" <td>2024-01-03T09:01:00</td>\n",
" <td>23820</td>\n",
" <td>6.616667</td>\n",
" <td>device</td>\n",
" <td>0.959698</td>\n",
" <td>77.0</td>\n",
" <td>P10</td>\n",
" <td>8826</td>\n",
" <td>6707.861241</td>\n",
" <td>22500.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>P14</td>\n",
" <td>2024-01-03</td>\n",
" <td>2024-01-03T23:42:00</td>\n",
" <td>2024-01-04T07:16:00</td>\n",
" <td>27240</td>\n",
" <td>7.566667</td>\n",
" <td>device</td>\n",
" <td>1.000000</td>\n",
" <td>82.0</td>\n",
" <td>P10</td>\n",
" <td>8826</td>\n",
" <td>6707.861241</td>\n",
" <td>22500.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td>P11</td>\n",
" <td>2024-01-05</td>\n",
" <td>2024-01-05T01:28:00</td>\n",
" <td>2024-01-05T09:10:00</td>\n",
" <td>27720</td>\n",
" <td>7.700000</td>\n",
" <td>device</td>\n",
" <td>0.909091</td>\n",
" <td>74.0</td>\n",
" <td>P11</td>\n",
" <td>6431</td>\n",
" <td>4943.460768</td>\n",
" <td>30300.0</td>\n",
" <td>35.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>157</th>\n",
" <td>P14</td>\n",
" <td>2024-01-05</td>\n",
" <td>2024-01-05T23:22:00</td>\n",
" <td>2024-01-06T06:59:00</td>\n",
" <td>27420</td>\n",
" <td>7.616667</td>\n",
" <td>device</td>\n",
" <td>0.995624</td>\n",
" <td>89.0</td>\n",
" <td>P11</td>\n",
" <td>6431</td>\n",
" <td>4943.460768</td>\n",
" <td>30300.0</td>\n",
" <td>35.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>163</th>\n",
" <td>P12</td>\n",
" <td>2024-01-01</td>\n",
" <td>2024-01-01T02:20:00</td>\n",
" <td>2024-01-01T09:42:00</td>\n",
" <td>26520</td>\n",
" <td>7.366667</td>\n",
" <td>device</td>\n",
" <td>0.610860</td>\n",
" <td>41.0</td>\n",
" <td>P10</td>\n",
" <td>3343</td>\n",
" <td>2540.173424</td>\n",
" <td>5520.0</td>\n",
" <td>19.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>167</th>\n",
" <td>P14</td>\n",
" <td>2024-01-01</td>\n",
" <td>2024-01-01T02:37:00</td>\n",
" <td>2024-01-01T09:56:00</td>\n",
" <td>26340</td>\n",
" <td>7.316667</td>\n",
" <td>device</td>\n",
" <td>0.968109</td>\n",
" <td>83.0</td>\n",
" <td>P10</td>\n",
" <td>3343</td>\n",
" <td>2540.173424</td>\n",
" <td>5520.0</td>\n",
" <td>19.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>171</th>\n",
" <td>P14</td>\n",
" <td>2023-12-21</td>\n",
" <td>2023-12-21T23:42:00</td>\n",
" <td>2023-12-22T07:36:00</td>\n",
" <td>28440</td>\n",
" <td>7.900000</td>\n",
" <td>device</td>\n",
" <td>0.974684</td>\n",
" <td>92.0</td>\n",
" <td>P14</td>\n",
" <td>3801</td>\n",
" <td>2905.960061</td>\n",
" <td>4320.0</td>\n",
" <td>9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>172</th>\n",
" <td>P14</td>\n",
" <td>2024-01-08</td>\n",
" <td>2024-01-08T00:01:00</td>\n",
" <td>2024-01-08T07:34:00</td>\n",
" <td>27180</td>\n",
" <td>7.550000</td>\n",
" <td>device</td>\n",
" <td>0.997792</td>\n",
" <td>92.0</td>\n",
" <td>P11</td>\n",
" <td>1480</td>\n",
" <td>1149.199994</td>\n",
" <td>9180.0</td>\n",
" <td>32.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" User First Name_x Calendar Date (Local) Start Time (Local) \\\n",
"0 P10 2023-12-22 2023-12-22T01:17:00 \n",
"3 P14 2023-12-22 2023-12-22T22:50:00 \n",
"6 P10 2023-12-24 2023-12-24T01:13:00 \n",
"9 P12 2023-12-24 2023-12-24T00:48:00 \n",
"12 P14 2023-12-24 2023-12-24T00:05:00 \n",
"15 P10 2023-12-25 2023-12-25T01:07:00 \n",
"18 P12 2023-12-25 2023-12-25T00:31:00 \n",
"21 P14 2023-12-25 2023-12-25T00:10:00 \n",
"24 P10 2023-12-26 2023-12-26T01:50:00 \n",
"27 P12 2023-12-26 2023-12-26T01:06:00 \n",
"30 P14 2023-12-26 2023-12-26T00:03:00 \n",
"33 P10 2023-12-27 2023-12-27T01:20:00 \n",
"36 P12 2023-12-27 2023-12-27T00:27:00 \n",
"39 P14 2023-12-27 2023-12-27T02:06:00 \n",
"42 P10 2023-12-28 2023-12-28T00:54:00 \n",
"46 P12 2023-12-28 2023-12-28T01:13:00 \n",
"50 P14 2023-12-28 2023-12-28T01:44:00 \n",
"54 P10 2023-12-29 2023-12-29T23:54:00 \n",
"59 P11 2023-12-29 2023-12-29T01:30:00 \n",
"64 P12 2023-12-29 2023-12-29T01:14:00 \n",
"69 P14 2023-12-29 2023-12-29T00:56:00 \n",
"74 P10 2023-12-31 2023-12-31T00:40:00 \n",
"79 P11 2023-12-31 2023-12-31T02:51:00 \n",
"84 P12 2023-12-31 2023-12-31T02:16:00 \n",
"89 P14 2023-12-31 2023-12-31T01:01:00 \n",
"94 P10 2024-01-02 2024-01-02T00:22:00 \n",
"99 P14 2024-01-02 2024-01-02T23:43:00 \n",
"104 P10 2024-01-04 2024-01-04T01:32:00 \n",
"109 P11 2024-01-04 2024-01-04T00:49:00 \n",
"114 P12 2024-01-04 2024-01-04T01:07:00 \n",
"119 P14 2024-01-04 2024-01-04T22:38:00 \n",
"124 P11 2023-12-30 2023-12-30T02:32:00 \n",
"129 P12 2023-12-30 2023-12-30T03:16:00 \n",
"134 P14 2023-12-30 2023-12-30T00:18:00 \n",
"139 P11 2024-01-03 2024-01-03T01:45:00 \n",
"144 P12 2024-01-03 2024-01-03T02:24:00 \n",
"149 P14 2024-01-03 2024-01-03T23:42:00 \n",
"154 P11 2024-01-05 2024-01-05T01:28:00 \n",
"157 P14 2024-01-05 2024-01-05T23:22:00 \n",
"163 P12 2024-01-01 2024-01-01T02:20:00 \n",
"167 P14 2024-01-01 2024-01-01T02:37:00 \n",
"171 P14 2023-12-21 2023-12-21T23:42:00 \n",
"172 P14 2024-01-08 2024-01-08T00:01:00 \n",
"\n",
" End Time (Local) Duration (s) Duration (h) Source \\\n",
"0 2023-12-22T09:03:00 27960 7.766667 device \n",
"3 2023-12-23T06:16:00 26760 7.433333 device \n",
"6 2023-12-24T08:56:00 27780 7.716667 device \n",
"9 2023-12-24T05:14:40 16000 4.444444 device \n",
"12 2023-12-24T09:45:00 34800 9.666667 device \n",
"15 2023-12-25T09:41:00 30840 8.566667 device \n",
"18 2023-12-25T10:21:00 35400 9.833333 device \n",
"21 2023-12-25T08:52:00 31320 8.700000 device \n",
"24 2023-12-26T09:03:00 25980 7.216667 device \n",
"27 2023-12-26T09:38:00 30720 8.533333 device \n",
"30 2023-12-26T09:58:00 35700 9.916667 device \n",
"33 2023-12-27T09:16:00 28560 7.933333 device \n",
"36 2023-12-27T07:52:00 26700 7.416667 device \n",
"39 2023-12-27T07:03:55 17875 4.965278 device \n",
"42 2023-12-28T08:48:00 28440 7.900000 device \n",
"46 2023-12-28T07:31:00 22680 6.300000 device \n",
"50 2023-12-28T08:08:00 23040 6.400000 device \n",
"54 2023-12-30T08:58:00 32640 9.066667 device \n",
"59 2023-12-29T08:50:00 26400 7.333333 device \n",
"64 2023-12-29T08:58:00 27840 7.733333 device \n",
"69 2023-12-29T08:55:00 28740 7.983333 device \n",
"74 2023-12-31T09:08:00 30480 8.466667 device \n",
"79 2023-12-31T07:42:00 17460 4.850000 device \n",
"84 2023-12-31T11:40:00 33840 9.400000 device \n",
"89 2023-12-31T09:13:00 29520 8.200000 device \n",
"94 2024-01-02T09:27:00 32700 9.083333 device \n",
"99 2024-01-03T07:31:00 28080 7.800000 device \n",
"104 2024-01-04T09:25:00 28380 7.883333 device \n",
"109 2024-01-04T08:05:00 26160 7.266667 device \n",
"114 2024-01-04T06:13:00 18360 5.100000 device \n",
"119 2024-01-05T06:16:00 27480 7.633333 device \n",
"124 2023-12-30T08:17:00 20700 5.750000 device \n",
"129 2023-12-30T11:35:00 29940 8.316667 device \n",
"134 2023-12-30T09:02:00 31440 8.733333 device \n",
"139 2024-01-03T08:01:00 22560 6.266667 device \n",
"144 2024-01-03T09:01:00 23820 6.616667 device \n",
"149 2024-01-04T07:16:00 27240 7.566667 device \n",
"154 2024-01-05T09:10:00 27720 7.700000 device \n",
"157 2024-01-06T06:59:00 27420 7.616667 device \n",
"163 2024-01-01T09:42:00 26520 7.366667 device \n",
"167 2024-01-01T09:56:00 26340 7.316667 device \n",
"171 2023-12-22T07:36:00 28440 7.900000 device \n",
"172 2024-01-08T07:34:00 27180 7.550000 device \n",
"\n",
" Sleep Efficiency Sleep Score Value User First Name_y Steps \\\n",
"0 1.000000 94.0 P10 3183 \n",
"3 0.995516 93.0 P10 3183 \n",
"6 0.958963 81.0 P10 3409 \n",
"9 0.996250 56.0 P10 3409 \n",
"12 0.994828 94.0 P10 3409 \n",
"15 1.000000 91.0 P10 2099 \n",
"18 0.947458 89.0 P10 2099 \n",
"21 0.977012 89.0 P10 2099 \n",
"24 1.000000 90.0 P10 7316 \n",
"27 0.882812 65.0 P10 7316 \n",
"30 0.993277 91.0 P10 7316 \n",
"33 0.985294 98.0 P10 13279 \n",
"36 0.955056 85.0 P10 13279 \n",
"39 0.993287 NaN P10 13279 \n",
"42 0.981013 91.0 P10 11202 \n",
"46 1.000000 79.0 P10 11202 \n",
"50 1.000000 NaN P10 11202 \n",
"54 0.998162 91.0 P10 10596 \n",
"59 0.890909 76.0 P10 10596 \n",
"64 0.911638 78.0 P10 10596 \n",
"69 0.945720 NaN P10 10596 \n",
"74 0.996063 94.0 P10 3561 \n",
"79 0.941581 62.0 P10 3561 \n",
"84 0.932624 84.0 P10 3561 \n",
"89 0.969512 91.0 P10 3561 \n",
"94 0.996330 93.0 P10 5072 \n",
"99 0.987179 90.0 P10 5072 \n",
"104 1.000000 91.0 P10 2278 \n",
"109 0.697248 69.0 P10 2278 \n",
"114 0.777778 32.0 P10 2278 \n",
"119 1.000000 93.0 P10 2278 \n",
"124 0.849275 64.0 P10 11217 \n",
"129 0.843687 79.0 P10 11217 \n",
"134 0.986641 95.0 P10 11217 \n",
"139 0.914894 47.0 P10 8826 \n",
"144 0.959698 77.0 P10 8826 \n",
"149 1.000000 82.0 P10 8826 \n",
"154 0.909091 74.0 P11 6431 \n",
"157 0.995624 89.0 P11 6431 \n",
"163 0.610860 41.0 P10 3343 \n",
"167 0.968109 83.0 P10 3343 \n",
"171 0.974684 92.0 P14 3801 \n",
"172 0.997792 92.0 P11 1480 \n",
"\n",
" Distance (m) Stress Duration (s) Stress Level (avg) \n",
"0 2419.080005 NaN NaN \n",
"3 2419.080005 NaN NaN \n",
"6 2590.840038 0.0 0.0 \n",
"9 2590.840038 0.0 0.0 \n",
"12 2590.840038 0.0 0.0 \n",
"15 1595.239993 63900.0 40.0 \n",
"18 1595.239993 63900.0 40.0 \n",
"21 1595.239993 63900.0 40.0 \n",
"24 5592.560089 40260.0 37.0 \n",
"27 5592.560089 40260.0 37.0 \n",
"30 5592.560089 40260.0 37.0 \n",
"33 10092.040172 13800.0 47.0 \n",
"36 10092.040172 13800.0 47.0 \n",
"39 10092.040172 13800.0 47.0 \n",
"42 8523.520035 82140.0 36.0 \n",
"46 8523.520035 82140.0 36.0 \n",
"50 8523.520035 82140.0 36.0 \n",
"54 8052.960032 42180.0 31.0 \n",
"59 8052.960032 42180.0 31.0 \n",
"64 8052.960032 42180.0 31.0 \n",
"69 8052.960032 42180.0 31.0 \n",
"74 2815.781796 8940.0 56.0 \n",
"79 2815.781796 8940.0 56.0 \n",
"84 2815.781796 8940.0 56.0 \n",
"89 2815.781796 8940.0 56.0 \n",
"94 3855.416642 30540.0 31.0 \n",
"99 3855.416642 30540.0 31.0 \n",
"104 1723.679985 12060.0 20.0 \n",
"109 1723.679985 12060.0 20.0 \n",
"114 1723.679985 12060.0 20.0 \n",
"119 1723.679985 12060.0 20.0 \n",
"124 8524.920161 25980.0 45.0 \n",
"129 8524.920161 25980.0 45.0 \n",
"134 8524.920161 25980.0 45.0 \n",
"139 6707.861241 22500.0 49.0 \n",
"144 6707.861241 22500.0 49.0 \n",
"149 6707.861241 22500.0 49.0 \n",
"154 4943.460768 30300.0 35.0 \n",
"157 4943.460768 30300.0 35.0 \n",
"163 2540.173424 5520.0 19.0 \n",
"167 2540.173424 5520.0 19.0 \n",
"171 2905.960061 4320.0 9.0 \n",
"172 1149.199994 9180.0 32.0 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Trim columns\n",
"s_df_t = df_users.loc[:, ['User First Name', 'Calendar Date (Local)', 'Start Time (Local)', 'End Time (Local)', 'Duration (s)', 'Duration (h)', 'Source', 'Sleep Efficiency', 'Sleep Score Value']]\n",
"d_df_t = d_df.loc[:, ['User First Name', 'Calendar Date (Local)', 'Steps', 'Distance (m)', 'Stress Duration (s)', 'Stress Level (avg)']]\n",
"\n",
"# Join Sleep Dataset with Dailies Dataset\n",
"df_merged = pd.merge(s_df_t, d_df_t, on='Calendar Date (Local)', how='inner')\n",
"\n",
"df_merged.drop_duplicates(ignore_index=True, inplace=True)\n",
"\n",
"# Group glucose by day\n",
"#df_merged = pd.DataFrame(df_merged.groupby(df_merged['Calendar Date (Local)'].dt.date)['Steps'].max())\n",
"df_merged.drop_duplicates(inplace=True, subset=['Calendar Date (Local)', 'User First Name_x'])\n",
"\n",
"# Filter for device source\n",
"df_merged = df_merged[df_merged['Source'] == 'device']\n",
"\n",
"# Remove wrong data\n",
"df_merged = df_merged[df_merged['Sleep Efficiency'] >= 0]\n",
"\n",
"df_merged"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.08339704541675588\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"column1 = df_merged['Sleep Efficiency']\n",
"column2 = df_merged['Steps']\n",
"\n",
"# Calculate the correlation coefficient\n",
"correlation_coefficient = column1.corr(column2)\n",
"\n",
"print(f'Correlation Coefficient: {correlation_coefficient}')\n",
"\n",
"# Create a scatter plot\n",
"sns.scatterplot(x=column1, y=column2)\n",
"\n",
"# Add a regression line and correlation coefficient\n",
"sns.regplot(x=column1, y=column2, ci=None, line_kws={'color': 'red'})\n",
"plt.title(f'Correlation: {column1.corr(column2):.2f}')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: -0.1586764073841778\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: -0.012841092800460604\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.3378772800026683\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.37792669344540236\n"
]
},
{
"data": {
"image/png": 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DB+jZsycOHDhQ4km4jy4rMzMTd+7cQefOnZGVlaV3pU1J6+bh4YFhw4bppllZWWHSpEm4f/8+9u/fr1c/ZMgQODs76x537twZgPQv5tIYO3as3h6t8ePHw9LSUreNd+/ejbS0NAwbNky3Le7cuQMLCwu0b98ee/fufeJrFPZ04MABANIeqbZt2+K5557THcZIS0vD6dOndbVCCGzcuBHPP/88hBB6rx0aGor09HT89ddfAIANGzagSZMmaNy4sV5d4SGBx3sMCQnR26vSokULaDSaJ24zd3d3nDx5Eq+//jru3buH5cuX46WXXoKbmxvmzp1b4iG3DRs2wNHREc8995xej4GBgbC3t9f1WJ7tPXHiRN3/F+7Vy83NxW+//Vbi+gDSIbfdu3cX+5HzAoqNGzdCoVBg1qxZxeYV7g01ZMOGDejcuTOcnZ31tkVISAgKCgp076dCT/pbSElJwYEDBzBq1CjUq1fPaB+vvvoqcnJy8NNPP+mm/fjjj8jPz3/i+WdqtVp3yKmgoAB3796Fvb09GjVqpHu/PmrkyJF65+I93vOxY8dw+/ZtvP7663p1I0aM0LuYwBiFQoFdu3bhww8/hLOzM9auXYsJEyagfv36GDJkSKnOqYqKioJWq8XgwYP1fg8eHh7w9/cv9p60tLTEuHHjdI9VKhXGjRuH27dvIzY2FoB0Ht7ff/9dplMVHjVr1iy4urrCw8MD3bp1w6VLl7BgwYJipxlQyXj4r5rSaDQApBBSGlevXoVSqUTDhg31pnt4eMDJyQlXr17Vm+7j42N0WY/PS0hIAIASD++kp6frfXg/6syZM/jXv/6F6OhoXVh89HlPcvXqVfj7+xc7F6DwkNjj6/b4l0NhX4bO0zHE399f77G9vT08PT1151IUbo/CgPK4wt9dSdzd3eHv74+DBw9i3LhxOHjwILp3744uXbrgjTfewOXLl3Hu3DlotVrdl0pKSgrS0tKwYsUKo1d8Fp4onZCQgHPnzukOVRirK/T4NgOk7Vaabebp6Ylly5Zh6dKlSEhIwK5du7BgwQLMnDkTnp6eelfHPSohIQHp6elwc3N74roApd/eSqUSvr6+etOeeeYZACjV+Gl2dnZ6V+5VhEuXLsHLywsuLi5lel5CQgLi4uLK/Xt9/G+hMKiUdNIyADRu3Bht27bF6tWrMXr0aADS4bMOHToU+8x5XOG5Y0uXLkViYqLeuZSGDk09qefCv/fH/06trKyK/d6NUavVeP/99/H+++/j1q1b2L9/PxYvXoz169fDysoKP/zwQ4nPT0hIgBCiWA+P9vIoLy+vYkNrPPqe7NChA6ZNm4bffvsN7dq1Q8OGDdGrVy+89NJLBs/9MmTs2LF48cUXoVQqdUNE8EKHsmOoqqY0Gg28vLxw+vTpMj2vpH/lPsrQlX7G5hXuhVq0aJHu0tzHGbtsPi0tDV27doVGo8GcOXPg5+cHa2tr/PXXX5g2bVq5LjN/EgsLC4PTS9prUhaFPX///fcGT+Y0do7G4zp16oQ9e/bg4cOHiI2NxcyZM9GsWTM4OTnh4MGDOHfuHOzt7fHss8/qve7LL79sNOAWnoul1WrRvHlz/N///Z/BusfPO5FjmykUCjzzzDN45plnEBYWBn9/f6xevdpoqNJqtXBzc8Pq1asNzi8MDnJt7+pAq9Xiueeew9SpUw3OL/yiLiTn38Krr76KN998E3///TdycnLwxx9/4PPPP3/i8z7++GPMmDEDo0aNwty5c+Hi4gKlUonJkycb/Puv6L/fx3l6emLo0KGIiIhAQEAA1q9fj5UrV5b4vtJqtVAoFNixY4fBfsszjEiTJk0QHx+PrVu3YufOndi4cSOWLl2KmTNnYvbs2U98vr+/f4X/Y6AmqDmfJjVQv379sGLFCsTExJR4IiggnXyp1WqRkJCg24MDSCc2p6Wl6U7OLI/Cw0IajabMf7T79u3D3bt3ERUVhS5duuimP3pFSiFjgbB+/fqIi4uDVqvV21tVeOjwadbNkISEBHTv3l33+P79+7h16xb69u0LoGh7uLm5PXF7lBRyO3fujG+//Rbr1q1DQUEBgoODoVQq0alTJ12oCg4O1n1ou7q6wsHBAQUFBU98XT8/P5w8eRI9e/YsddCWk6+vL5ydnXHr1i2jNX5+fvjtt9/QsWPHEkN+WbY3IH3hXb58WS9gXLhwAQDMZkR3Pz8/7Nq1C6mpqWXaW+Xn54f79+/L9uVZuGenNP94Gzp0KN5++22sXbsWDx8+hJWVFYYMGfLE5/3000/o3r07vv76a73paWlpupO/y6Lw7z0hIUFv72VeXh4SExPRsmXLMi8TkPYutWjRAgkJCbpDecb+dvz8/CCEgI+PT7Ega8jNmzfx4MEDvb1Vht6TdnZ2GDJkCIYMGYLc3FyEh4fjo48+wvTp0594JS3Jg+dUVWNTp06FnZ0dxowZg+Tk5GLzL126hMWLFwOA7gv/8at/CvdUhIWFlbuPwMBA+Pn54d///rfBEbJTUlKMPrcwEDz6r8zc3FwsXbq0WK2dnZ3Bw4F9+/ZFUlISfvzxR920/Px8fPbZZ7C3t9dd3i6XFStWIC8vT/d42bJlyM/PR58+fQAAoaGh0Gg0+Pjjj/XqCj26PQo/RA2dp1F4WG/BggVo0aKF7nyQzp07Y8+ePTh27JiuBpC2ZUREBDZu3GjwS/DR1x08eDBu3LiBr776qljdw4cP8eDBgxK3QWkdOXLE4LL+/PNP3L17V++q0scNHjwYBQUFmDt3brF5+fn5um1Wlu1d6NE9KEIIfP7557CyskLPnj1Ls1oVLiIiAkIIg3sgStojM3jwYMTExGDXrl3F5qWlpSE/P79Mfbi6uqJLly745ptvcO3atRL7qF27Nvr06YMffvgBq1evRu/evUsViiwsLIota8OGDbhx40aZei3Upk0buLq6Yvny5cjNzdVNX7lyZanOh0pISCi2roC0/WJiYuDs7KzbS2rs7zc8PBwWFhaYPXt2sXUTQhQbWDM/P183VhQgfQZ++eWXcHV1RWBgIAAUe45KpULTpk0hhDD4vqeKwT1V1Zifnx/WrFmDIUOGoEmTJnojqh8+fFg3rAAAtGzZEpGRkVixYoXukNuff/6JVatWYeDAgXp7XspKqVTiv//9L/r06YOAgACMHDkSderUwY0bN7B3715oNBps2bLF4HODg4Ph7OyMyMhITJo0CQqFAt9//73BL47AwED8+OOPePvtt9G2bVvY29vj+eefx9ixY/Hll19ixIgRiI2NRYMGDfDTTz/h0KFD+PTTT0t9Mn9p5ebmomfPnhg8eDDi4+OxdOlSdOrUCf379wcg7bFbtmwZXnnlFbRu3RpDhw6Fq6srrl27hm3btqFjx466L/XCD8xJkyYhNDQUFhYWGDp0KABpnDEPDw/Ex8fjjTfe0L1+ly5dMG3aNADQC1WAdLn53r170b59e7z22mto2rQpUlNT8ddff+G3335DamoqAOCVV17B+vXr8frrr2Pv3r3o2LEjCgoKcP78eaxfv143RtnT+v7773WX2gcGBkKlUuHcuXP45ptvYG1tXWxwxUd17doV48aNw7x583DixAn06tULVlZWSEhIwIYNG7B48WK88MILZdreAGBtbY2dO3ciMjIS7du3x44dO7Bt2za89957Rs9FelR6errRc2qedFJ2aXXv3h2vvPIKlixZgoSEBPTu3RtarVZ3bt2jJ9o/asqUKdi8eTP69euHESNGIDAwEA8ePMCpU6fw008/4cqVK2Xe+7NkyRJ06tQJrVu3xtixY+Hj44MrV65g27ZtxW5z8uqrr+KFF14AAINh2JB+/fphzpw5GDlyJIKDg3Hq1CmsXr261Oc/Pc7Kygoffvghxo0bhx49emDIkCFITEzEt99+W6plnjx5Ei+99BL69OmDzp07w8XFBTdu3MCqVatw8+ZNfPrpp7p/DBb+/b7//vsYOnQorKys8Pzzz8PPzw8ffvghpk+fjitXrmDgwIFwcHBAYmIifv75Z4wdOxbvvvuu7jW9vLywYMECXLlyBc888wx+/PFHnDhxAitWrNCdf9WrVy94eHigY8eOcHd3x7lz5/D5558jLCxMts+4AwcO6C5mSElJwYMHD/Dhhx8CkD53Hj2aUDgQ6s2bNwFIQ/z8/fffAIA33nijVBcFVEkmvtqQKsGFCxfEa6+9Jho0aCBUKpVwcHAQHTt2FJ999pnekAR5eXli9uzZwsfHR1hZWQlvb28xffp0vRohpMu0w8LCir2OscvECx0/flyEh4eLWrVqCbVaLerXry8GDx4s9uzZo6sxNKTCoUOHRIcOHYSNjY3w8vISU6dOFbt27RIAxN69e3V19+/fFy+99JJwcnISAPQuQU9OThYjR44UtWvXFiqVSjRv3rzYJb6FlxYvWrSoWO8Annjpd2Hv+/fvF2PHjhXOzs7C3t5eDB8+XNy9e9fg9goNDRWOjo7C2tpa+Pn5iREjRohjx47pavLz88Ubb7whXF1dhUKhKDa8wosvvigAiB9//FE3LTc3V9ja2gqVSiUePnxY7HWTk5PFhAkThLe3t7CyshIeHh6iZ8+eYsWKFXp1ubm5YsGCBSIgIECo1Wrh7OwsAgMDxezZs0V6erretpkwYUKx13n8cn5D4uLixJQpU0Tr1q2Fi4uLsLS0FJ6enuLFF18Uf/31l17t48MKFFqxYoUIDAwUNjY2wsHBQTRv3lxMnTpV3Lx5U6+uNNs7MjJS2NnZiUuXLolevXoJW1tb4e7uLmbNmlXssn5DShpS4dHf3dMOqSCE9N5YtGiRaNy4sVCpVMLV1VX06dNHxMbG6moM/Q4yMzPF9OnTRcOGDYVKpRK1a9cWwcHB4t///rfu8vyy/i2cPn1aDBo0SDg5OQlra2vRqFEjMWPGjGLPzcnJEc7OzsLR0dHge9OQ7Oxs8c477whPT09hY2MjOnbsKGJiYkTXrl31Luk3tk0L1+Xxv/elS5cKHx8foVarRZs2bcSBAweKLdOQ5ORkMX/+fNG1a1fh6ekpLC0thbOzs+jRo4f46aefitXPnTtX1KlTRyiVymKfbRs3bhSdOnUSdnZ2ws7OTjRu3FhMmDBBxMfH62q6du0qAgICxLFjx0RQUJCwtrYW9evXF59//rne63z55ZeiS5cuus9XPz8/MWXKFL2/VUNK+l0/btasWUbf24+/JwqH3jH08/gQE9WJQogKOnuPiKiKGTFiBH766acqdyPnqiI/Px9eXl54/vnni50jRYZ169YNd+7cKfNFR1Q5eE4VERGZxKZNm5CSkoJXX321slshqhA8p4qIiCrUkSNHEBcXh7lz5+LZZ5+V/eIQInPBPVVERFShli1bhvHjx8PNzQ3fffddZbdDVGF4ThURERGRDLinioiIiEgGDFVEREREMuCJ6jLRarW4efMmHBwcKuW2HkRERFR2QghkZmbCy8tL71Zm5cFQJZObN28Wu8ksERERVQ3Xr19H3bp1n2oZDFUyKbwNwPXr16HRaCq5GyIiIiqNjIwMeHt7y3I7H4YqmRQe8tNoNAxVREREVYwcp+7wRHUiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZcER1IqIaSqsVOHMzA6lZuXCxVSHASwOlkjeEJyovhioiohro8MU7WBKdgMspD5BboIXKQglfVztM6uGP4Ia1K7s9oiqJh/+IiGqYwxfvYOrGOMRevYfbmTlIy8rD7cwcxF69h6kb43D44p3KbpGoSmKoIiKqQbRagSXRCUjOyEZegdCbl1cgkJyRjSXRCdBqhZElEJExDFVERDXImZsZuJzyoFigKpRXIHA55QHO3MwwcWdEVR9DFRFRDZKalYvcAm2JNXkFWqRm5ZqoI6Lqg6GKiKgGcbFVQWVR8ke/lYUSLrYqE3VEVH0wVBER1SABXhr4utrBysLw0AlWFgr4utohwEtj4s6Iqj6GKiKiGkSpVGBSD3+4a6yLBSsrCwXcNdaY1MOf41URlQNDFRFRDRPcsDYWRrRAYH1nuDmo4WxrBTcHNQLrO2NhRAuOU0VUThz8k4ioBgpuWBsdfGtxRHUiGTFUERHVUEqlAs3rOlZ2G0TVBg//EREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMuC9/4iIiEpJqxW8CTUZxVBFRERUCocv3sGS6ARcTnmA3AItVBZK+LraYVIPfwQ3rF3Z7ZEZ4OE/IiKiJzh88Q6mboxD7NV7uJ2Zg7SsPNzOzEHs1XuYujEOhy/eqewWyQwwVBEREZVAqxVYEp2A5Ixs5BUIvXl5BQLJGdlYEp0ArVYYWQLVFAxVREREJThzMwOXUx4UC1SF8goELqc8wJmbGSbujMwNQxUREVEJUrNykVugLbEmr0CL1KxcE3VE5oqhioiIqAQutiqoLEr+urSyUMLFVmWijshcMVQRERGVIMBLA19XO1hZGB46wcpCAV9XOwR4aUzcGZkbhioiIqISKJUKTOrhD3eNdbFgZWWhgLvGGpN6+HO8KmKoIiIiepLghrWxMKIFAus7w81BDWdbK7g5qBFY3xkLI1pwnCoCwME/iYiISiW4YW108K3FEdXJKIYqIiKiUlIqFWhe17Gy2yAzxcN/RERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDCo1VB04cADPP/88vLy8oFAosGnTJr35QgjMnDkTnp6esLGxQUhICBISEvRqUlNTMXz4cGg0Gjg5OWH06NG4f/++Xk1cXBw6d+4Ma2treHt7Y+HChcV62bBhAxo3bgxra2s0b94c27dvl319iYiIqPqq1FD14MEDtGzZEl988YXB+QsXLsSSJUuwfPlyHDlyBHZ2dggNDUV2drauZvjw4Thz5gx2796NrVu34sCBAxg7dqxufkZGBnr16oX69esjNjYWixYtwgcffIAVK1boag4fPoxhw4Zh9OjROH78OAYOHIiBAwfi9OnTFbfyREREVL0IMwFA/Pzzz7rHWq1WeHh4iEWLFummpaWlCbVaLdauXSuEEOLs2bMCgDh69KiuZseOHUKhUIgbN24IIYRYunSpcHZ2Fjk5ObqaadOmiUaNGukeDx48WISFhen10759ezFu3LhS95+eni4AiPT09FI/h4iIiCqXnN/fZntOVWJiIpKSkhASEqKb5ujoiPbt2yMmJgYAEBMTAycnJ7Rp00ZXExISAqVSiSNHjuhqunTpApVKpasJDQ1FfHw87t27p6t59HUKawpfh4iIiOhJLCu7AWOSkpIAAO7u7nrT3d3ddfOSkpLg5uamN9/S0hIuLi56NT4+PsWWUTjP2dkZSUlJJb6OITk5OcjJydE9zsjIKMvqERERUTVjtnuqzN28efPg6Oio+/H29q7sloiIiKgSmW2o8vDwAAAkJyfrTU9OTtbN8/DwwO3bt/Xm5+fnIzU1Va/G0DIefQ1jNYXzDZk+fTrS09N1P9evXy/rKhIREVE1YrahysfHBx4eHtizZ49uWkZGBo4cOYKgoCAAQFBQENLS0hAbG6uriY6OhlarRfv27XU1Bw4cQF5enq5m9+7daNSoEZydnXU1j75OYU3h6xiiVquh0Wj0foiIiKjmqtRQdf/+fZw4cQInTpwAIJ2cfuLECVy7dg0KhQKTJ0/Ghx9+iM2bN+PUqVN49dVX4eXlhYEDBwIAmjRpgt69e+O1117Dn3/+iUOHDmHixIkYOnQovLy8AAAvvfQSVCoVRo8ejTNnzuDHH3/E4sWL8fbbb+v6ePPNN7Fz50785z//wfnz5/HBBx/g2LFjmDhxoqk3CREREVVVMlyNWG579+4VAIr9REZGCiGkYRVmzJgh3N3dhVqtFj179hTx8fF6y7h7964YNmyYsLe3FxqNRowcOVJkZmbq1Zw8eVJ06tRJqNVqUadOHTF//vxivaxfv14888wzQqVSiYCAALFt27YyrQuHVCAiIqp65Pz+VgghRCVmumojIyMDjo6OSE9P56FAIiKiKkLO72+zPaeKiIiIqCphqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMrCs7AaIiIioYmi1AmduZiA1KxcutioEeGmgVCoqu61qi6GKiIioGjp88Q6WRCfgcsoD5BZoobJQwtfVDpN6+CO4Ye3Kbq9a4uE/IiKiaubwxTuYujEOsVfv4XZmDtKy8nA7MwexV+9h6sY4HL54p7JbrJYYqoiIiKoRrVZgSXQCkjOykVcg9OblFQgkZ2RjSXQCtFphZAlUXgxVRERE1ciZmxm4nPKgWKAqlFcgcDnlAc7czDBxZ9UfQxUREVE1kpqVi9wCbYk1eQVapGblmqijmoOhioiIqBpxsVVBZVHy17uVhRIutioTdVRzMFQRERFVIwFeGvi62sHKwvDQCVYWCvi62iHAS2Pizqo/hioiIqJqRKlUYFIPf7hrrIsFKysLBdw11pjUw5/jVVUAhioiIqJqJrhhbSyMaIHA+s5wc1DD2dYKbg5qBNZ3xsKIFhynqoJw8E8iIqJqKLhhbXTwrcUR1U2IoYqIiKiaUioVaF7XsbLbqDF4+I+IiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVERERk/vLygIsXK7uLEjFUERERkXnKzga2bAFGjADc3YGQEECIyu7KKN77j4iIiMxHZiawfTsQFSX99/79onn37gHHjwOtW1defyVgqCIiIqLKdfeutEcqKgr49VcgJ8dwnUoFnD7NUEVERESkc/MmsGmTFKT27QMKCgzX2dkBYWFAeDjQty/g4GDKLsuEoYqIiIhM4/JlKURFRQExMcbrnJ2B/v2BiAjguecAa2vT9fgUGKqIiIioYggBnD1bFKROnDBe6+EBDBok7ZHq2hWwsjJZm3JhqCIiIiL5CAEcO1YUpC5cMF7boIEUosLDgaAgQFm1ByVgqCIiIqKnU1AAHDoEbNwI/PwzcP268dqmTaU9UhERQKtWgEJhsjYrGkMVERERlV1uLrB3rxSkNm0CUlKM1wYGSiFq0CCgcWOTtWhqDFVERERUOllZwK5d0mG9LVuA9HTDdQoF0KmTdFhv0CCgfn3T9llJzPrgZUFBAWbMmAEfHx/Y2NjAz88Pc+fOhXhkNFUhBGbOnAlPT0/Y2NggJCQECQkJestJTU3F8OHDodFo4OTkhNGjR+P+o4OJAYiLi0Pnzp1hbW0Nb29vLFy40CTrSEREZNbS04E1a4AXXgBcXaWg9MMPxQOVpSUQGgosXw7cugUcOABMnlxjAhVg5nuqFixYgGXLlmHVqlUICAjAsWPHMHLkSDg6OmLSpEkAgIULF2LJkiVYtWoVfHx8MGPGDISGhuLs2bOw/t8lmMOHD8etW7ewe/du5OXlYeTIkRg7dizWrFkDAMjIyECvXr0QEhKC5cuX49SpUxg1ahScnJwwduzYSlt/IiKiSpGSAvzyi7RH6rffpPvuGWJtDfTuLR3aCwuThkKoyYQZCwsLE6NGjdKbFh4eLoYPHy6EEEKr1QoPDw+xaNEi3fy0tDShVqvF2rVrhRBCnD17VgAQR48e1dXs2LFDKBQKcePGDSGEEEuXLhXOzs4iJydHVzNt2jTRqFGjUveanp4uAIj09PSyrygREVFlu3ZNiMWLhejaVQilUgjpOr7iPw4OQrz0khA//STE/fuV3fVTk/P726wP/wUHB2PPnj248L/LMU+ePInff/8dffr0AQAkJiYiKSkJISEhuuc4Ojqiffv2iPnfoGIxMTFwcnJCmzZtdDUhISFQKpU4cuSIrqZLly5QqVS6mtDQUMTHx+PevXsGe8vJyUFGRobeDxERUZVy4QKwYAHQvj1Qrx7w5pvA/v2AVqtfV6sWMHo0sHWrtBdr9Wpp75SdXeX0babM+vDfP//5T2RkZKBx48awsLBAQUEBPvroIwwfPhwAkJSUBABwd3fXe567u7tuXlJSEtzc3PTmW1pawsXFRa/Gx8en2DIK5zkb2J05b948zJ49W4a1JCIiMhEhgLi4ojGkTp82XlunTtHQB506SedMUYnMegutX78eq1evxpo1axAQEIATJ05g8uTJ8PLyQmRkZKX2Nn36dLz99tu6xxkZGfD29q7EjoiIiAzQaoE//ywKUpcuGa/185NCVHg40LZtlR+M09TMOlRNmTIF//znPzF06FAAQPPmzXH16lXMmzcPkZGR8PDwAAAkJyfD09NT97zk5GS0atUKAODh4YHbt2/rLTc/Px+pqam653t4eCA5OVmvpvBxYc3j1Go11Gr1068kERGR3PLzgYMHiwbjvHnTeG2LFkVDHzRvXq0G4zQ1sw5VWVlZUD6Wki0sLKD937FeHx8feHh4YM+ePboQlZGRgSNHjmD8+PEAgKCgIKSlpSE2NhaBgYEAgOjoaGi1WrRv315X8/777yMvLw9W/7vX0O7du9GoUSODh/6IiIjMTk6OdKVeVJR05d7du8Zr27UrGozT3990PVZ3Mpw4X2EiIyNFnTp1xNatW0ViYqKIiooStWvXFlOnTtXVzJ8/Xzg5OYlffvlFxMXFiQEDBggfHx/x8OFDXU3v3r3Fs88+K44cOSJ+//134e/vL4YNG6abn5aWJtzd3cUrr7wiTp8+LdatWydsbW3Fl19+WepeefUfERGZXGamEOvXCzF0qHRVnrEr9pRKIbp3F2LJEiGuX6/srs2KnN/fZh2qMjIyxJtvvinq1asnrK2tha+vr3j//ff1hj7QarVixowZwt3dXajVatGzZ08RHx+vt5y7d++KYcOGCXt7e6HRaMTIkSNFZmamXs3JkydFp06dhFqtFnXq1BHz588vU68MVUREZBKpqUKsWiXEgAFCWFsbD1JWVkL07SvEf/8rxO3bld212ZLz+1shxCPDk1O5ZWRkwNHREenp6dBoNJXdDhERVSdJSdL99aKipPvt5ecbrrO1Bfr2lc6R6tsXcHQ0aZtVkZzf32Z9ThUREVGNdeWKdJL5xo3A4cPS/idDHB2B/v2lIBUaCtjYmLRNKsJQRUREZC7OnSsa+uCvv4zXublJJ5kPGgR07w48Mng1VR6GKiIiosoihBSeCoPU+fPGa+vVKxqMMzgYsLAwXZ9UKgxVREREplRQAMTEFAWpq1eN1zZqVDQYZ+vWHEPKzDFUERERVbS8PGDfPun8qE2bgMcGnNbz7LNFY0g1bWqqDkkGDFVEREQV4eFD4Ndfpb1RmzcDaWmG6xQK6XDeoEHSHqnH7kVLVQdDFRERkVwyMoDt26UgtX078OCB4ToLC6BHDylIDRwIPHKrNaq6GKqIiIiexp070p6oqChg924gN9dwnVoN9OolHdp7/nnAxcW0fVKFY6giIiIqqxs3igbj3L9fOvncEHt7ICxMClJ9+kiPqdpiqCIiIiqNS5eKrtj74w/jdS4uwIAB0vlRISGAtbXpeqRKxVBFRERkiBDAmTPSFXtRUUBcnPFaT08pRIWHA126AJb8eq2J+FsnIiIqJARw7FhRkEpIMF7r61s0GGf79oBSabo+ySwxVBERUc1WUAD8/nvRob2//zZeGxBQNBhnixYcjJP0MFQREVHNk5MDREdLIeqXX4CUFOO1bdoUBalnnjFdj1TlMFQREVHN8OABsGuXFKS2bJHGlDJEqQQ6d5ZC1MCB0j33iEqBoYqIiKqvtDRg61YpSO3cKY1yboiVFdCzpxSkBgwA3NxM2iZVDwxVRERUvdy+XTSG1J49QH6+4TobG2nsqPBwaSwpJydTdknVEEMVERFVfdeuAT//LAWpgwelq/gM0Wik0cwHDQJ69wbs7EzbJ1VrDFVERFQ1xccXXbF37JjxOldX6ZBeRIR0vz2VynQ9Uo3CUEVERFWDEMDJk1KI2rgROHvWeG3dutJhvYgIoGNH6QbGRBWMoYqIiMyXVivdEqZwj1RiovFaf38pRA0aBLRtyzGkyOQYqoiIyLzk5QEHDkgh6uefgVu3jNe2alU0qnnTpgxSVKkYqoiIqPJlZwO7d0tBavNmIDXVeG1QkBSkwsMBPz/T9Uj0BLKFqrS0NDjxclQiIiqtzExgxw4pSG3bBty/b7jOwgLo1q1oME4vL1N2SVRq5QpVCxYsQIMGDTBkyBAAwODBg7Fx40Z4eHhg+/btaNmypaxNEhFRNZGaKu2JiooCfv1Vul2MISoV0KuXFKSefx6oXdu0fRKVQ7lC1fLly7F69WoAwO7du7F7927s2LED69evx5QpU/Drr7/K2iQREVVht24VDca5d690A2ND7OykQTjDw6VBOTUak7ZJ9LTKFaqSkpLg7e0NANi6dSsGDx6MXr16oUGDBmjfvr2sDRIRURWUmFh0xV5MjPHBOJ2dpT1RERHAc89Jo5wTVVHlClXOzs64fv06vL29sXPnTnz44YcAACEECoz9C4SIiKovIYBz54rGkDpxwnitu3vRFXtdu0r33SOqBsoVqsLDw/HSSy/B398fd+/eRZ8+fQAAx48fR8OGDWVtkIiIzJQQwF9/SSEqKkoa4dyYBg2kw3qDBklX73EwTqqGyhWqPvnkEzRo0ADXr1/HwoULYW9vDwC4desW/vGPf8jaIBERmZGCAuDw4aJDe9euGa9t3FjaGxURIY0nxTGkqJpTCGHsQDeVRUZGBhwdHZGeng4NT64kouokNxfYt0/aI7VpE3D7tvHawMCiPVJNmpiqQ6Jyk/P7u9zjVMXHx+Ozzz7DuXPnAABNmjTBG2+8gUaNGj1VQ0REZAaysqQhD6KigC1bgLQ0w3UKhXRvvcLbw9Svb9I2icxJuULVxo0bMXToULRp0wZBQUEAgD/++APNmjXDunXrEBERIWuTRERkAunpwPbtUpDavl0KVoZYWgI9ehQNxunubtI2icxVuQ7/+fn5Yfjw4ZgzZ47e9FmzZuGHH37ApUuXZGuwquDhPyKqklJSigbj/O036VCfIdbWQGho0WCczs6m7ZOogsj5/V2uUGVra4u4uLhiV/olJCSgZcuWyDL2r5tqjKGKiKqMv/+WblQcFSXduFirNVzn4AD06ycFqd69gf9dlERUnVT6OVXdunXDwYMHi4Wq33//HZ07d36qhoiIqAJcvFh0xd6RI8bratWSDumFhwM9ewJqtclaJKrqyhWq+vfvj2nTpiE2NhYdOnQAIJ1TtWHDBsyePRubN2/WqyUiIhMTAjh9umgwzlOnjNfWqSOdZD5oENCli3TOFBGVWbkO/ymVytItXKGoMSOs8/AfEVU6rRY4erRoj9TFi8Zr/fykK/bCw4G2bYFSfq4TVTeVfvhPa+z4OxERmVZ+PnDwoBSifv4ZuHHDeG2LFkVjSDVvzsE4iWT21Pt4s7OzYW1tLUcvRERUGjk5wJ49UpD65Rfgzh3jte3bFwUpf3/T9UhUA5UrVBUUFODjjz/G8uXLkZycjAsXLsDX1xczZsxAgwYNMHr0aLn7JCKq2e7fB3bulILU1q1AZqbhOqUS6NxZOrQ3cCDg7W3SNolqsnIdRP/oo4+wcuVKLFy4ECqVSje9WbNm+O9//ytbc0RENdq9e8B330nhyNUVePFFYO3a4oHKygro2xf473+BpCTpljJvvMFARWRi5dpT9d1332HFihXo2bMnXn/9dd30li1b4vz587I1R0RU4yQnS/fXi4oCoqOlc6YMsbUF+vSRDu2FhQGOjiZtk4iKK1eounHjRrExqgDpBPa8vLynboqIqEa5erXoir1Dh6ThEAxxdJRGM4+IAHr1koIVEZmNcoWqpk2b4uDBg6j/2I0zf/rpJzz77LOyNEZEVK2dP18UpGJjjde5uUmH/yIigG7dgEdOuSAi81KuUDVz5kxERkbixo0b0Gq1iIqKQnx8PL777jts3bpV7h6JiKo+IYATJ6SBOKOigHPnjNfWqycd1gsPB4KDAQsLk7VJROVXrsE/AeDgwYOYM2cOTp48ifv376N169aYOXMmevXqJXePVQIH/ySiYrRaICamaI/UlSvGaxs1KhqMs3VrjiFFZCKVfkNlKo6hiogAAHl50tV3UVHSCedJScZrn322aAyppk0ZpKjUtFqBMzczkJqVCxdbFQK8NFAq+f4pj0ofUd3X1xdHjx5FrVq19KanpaWhdevWuHz58lM1RURUpTx8COzeLQWpzZuloRCMCQ4uOrTn42O6HqnaOHzxDpZEJ+ByygPkFmihslDC19UOk3r4I7hh7cpur0YrV6i6cuWKwXv65eTk4EZJt0ggIqouMjKA7dulILV9O/DggeE6Cwuge/eiGxZ7epq2T6pWDl+8g6kb45CckY28gqIDTfeycjF1YxwWRrRgsKpEZQpVmzdv1v3/rl274PjIuCgFBQXYs2cPGjRoIFtzRERm5e5daU/Uxo3SnqncXMN1arU05EFEBNCvH/DYXn2i8tBqBZZEJxQLVACQVyCQnJGNJdEJ6OBbi4cCK0mZQtXAgQMBAAqFApGRkXrzrKys0KBBA/znP/+RrTkiokp386Z0o+KoKGD/fsDAXnoAgL29NAhneLg0KKeDg2n7pGrvzM0MXE55UCxQFcorELic8gBnbmageV0OBlsZyhSqtFotAMDHxwdHjx5F7drcxUhE1dDly0VX7MXEGK9zcQEGDJCCVEgIwJvLUwVKzcpFboG2xJq8Ai1Ss4zsQaUKV6ZQFRMTg7t37yIxMVE37bvvvsOsWbPw4MEDDBw4EJ999hnUarXsjRIRVRghgLNni8aQOnnSeK2np3RuVHg40LUrYFmuU1OJyszFVgWVRcm37LWyUMLFlgPEVpYyfRrMnj0b3bt3R79+/QAAp06dwujRozFixAg0adIEixYtgpeXFz744IOK6JWISD5CAMeOFe2RunDBeK2PT9EYUu3bA8py3Yue6KkEeGng62qHe1m5Bg8BWlko4OtqhwAvDutTWcoUqk6ePIkPP/xQ93jdunVo3749vvrqKwCAt7c3Zs2axVBFROapoAD4/XcpRP38M3D9uvHagICioQ9atuQYUlTplEoFJvXwN3j1n5WFAu4aa0zq4c+T1CtRmULVvXv34O7urnu8f/9+9OnTR/e4bdu2uF7ShxQRkanl5gLR0dKhvV9+AVJSjNcGBhbtkWrUyHQ9EpVScMPaWBjRQjdOVV6BFlYcp8pslClUubu7IzExEd7e3sjNzcVff/2F2bNn6+ZnZmbCyspK9iaJiMokKwvYtUsKUlu3AunphusUCqBz56JRzevVM22fROUQ3LA2OvjW4ojqZqhMoapv37745z//iQULFmDTpk2wtbVF586ddfPj4uLg5+cne5NERE+UlgZs2yYd2tuxQxrl3BArK6BnTylI9e8PPLL3naiqUCoVHDbBDJUpVM2dOxfh4eHo2rUr7O3tsWrVKqhURVcZfPPNNzX2hspEVAlu35YO6UVFAXv2SPfdM8TGBggNLRqM08nJpG0SUc1Qrhsqp6enw97eHhYWFnrTU1NTYW9vrxe0agreUJnIRK5fLxqM8+BBQGtk3B6NBnj+eWmPVGgoYGdn2j6JqEqo9BsqP3p7mke5uLg8VTNERAZduFA09MHRo8brateWBuOMiAB69JBuF0NEZCIctY6IzI8QQFxcUZA6fdp4bZ060t6oiAigY0cOxklElYafPkRkHrRa4M8/i0Y1v3zZeK2/f9EVe23bcjBOIjILZv9JdOPGDbz88suoVasWbGxs0Lx5cxw7dkw3XwiBmTNnwtPTEzY2NggJCUFCQoLeMlJTUzF8+HBoNBo4OTlh9OjRuH//vl5NXFwcOnfuDGtra3h7e2PhwoUmWT+iGi0/XxpDauJEwNsbCAoC/v1vw4GqZUtg9mzg1CkgPh6YP5+jmxORWTHrPVX37t1Dx44d0b17d+zYsQOurq5ISEiAs7OzrmbhwoVYsmQJVq1aBR8fH8yYMQOhoaE4e/YsrP93c9Phw4fj1q1b2L17N/Ly8jBy5EiMHTsWa9asASCdpNarVy+EhIRg+fLlOHXqFEaNGgUnJyeMHTu2UtadqNrKzgZ++03aG7V5M3D3rvHaDh2KRjXncC1EZO6EGZs2bZro1KmT0flarVZ4eHiIRYsW6aalpaUJtVot1q5dK4QQ4uzZswKAOHr0qK5mx44dQqFQiBs3bgghhFi6dKlwdnYWOTk5eq/dqFGjUveanp4uAIj09PRSP4eoxsjMFOLHH4UYMkQIe3shpLOmiv9YWAjRo4cQn30mxN9/V3bXRFQDyPn9bdb7zTdv3ow2bdrgxRdfhJubG5599lndfQYBIDExEUlJSQgJCdFNc3R0RPv27RETEwMAiImJgZOTE9q0aaOrCQkJgVKpxJEjR3Q1Xbp00RsKIjQ0FPHx8bh3757B3nJycpCRkaH3Q0SPSE0FVq2SBtisXRsYMgT48UfgsUPvUKmAsDDgm2+ApCRpvKmJE6UT0ImIqhCzPvx3+fJlLFu2DG+//Tbee+89HD16FJMmTYJKpUJkZCSSkpIAQO9+hIWPC+clJSXBzc1Nb76lpSVcXFz0anx8fIoto3Deo4cbC82bN0/vFj1EBODWLWDTJunQ3t690g2MDbGzA/r2lQ7r9e0rjSlFRFTFmXWo0mq1aNOmDT7++GMAwLPPPovTp09j+fLliIyMrNTepk+fjrffflv3OCMjA97e3pXYEVEluXKlaOiDw4elA3mGODlJe63Cw4FevaRRzomIqhGzDlWenp5o2rSp3rQmTZpg48aNAAAPDw8AQHJyMjw9PXU1ycnJaNWqla7m9u3besvIz89Hamqq7vkeHh5ITk7Wqyl8XFjzOLVaDTUHFqSa6uzZoiB1/LjxOnd3adiD8HCgWzfpvntERNWUWYeqjh07Ij4+Xm/ahQsXUL9+fQCAj48PPDw8sGfPHl2IysjIwJEjRzB+/HgAQFBQENLS0hAbG4vAwEAAQHR0NLRaLdq3b6+ref/995GXlwer/33o7969G40aNTJ46I+oxhEC+OuvoiB1/rzx2vr1iwbj7NABeOx2VkRE1ZYMJ85XmD///FNYWlqKjz76SCQkJIjVq1cLW1tb8cMPP+hq5s+fL5ycnMQvv/wi4uLixIABA4SPj494+PChrqZ3797i2WefFUeOHBG///678Pf3F8OGDdPNT0tLE+7u7uKVV14Rp0+fFuvWrRO2trbiyy+/LHWvvPqPqp38fCEOHBBi8mQh6tUzfsUeIETjxkK8/74QsbFCaLWV3TkRUanJ+f1t1qFKCCG2bNkimjVrJtRqtWjcuLFYsWKF3nytVitmzJgh3N3dhVqtFj179hTx8fF6NXfv3hXDhg0T9vb2QqPRiJEjR4rMzEy9mpMnT4pOnToJtVot6tSpI+bPn1+mPhmqqFrIyRFi1y4hxo4Vws2t5CDVurUQH34oxNmzld01EVG5yfn9rRDC2FmlVBZy3uWayKQePgR27ZIO623ZAqSlGa5TKIDgYOmw3sCBwGNXzBIRVUVyfn+b9TlVRFRBMjKAbdukILV9O5CVZbjO0lI6wTwiAhgwAHjkghAiItLHUEVUU6SkSLeFiYqSbhOTm2u4ztoaCA2VTjbv1w9wcTFtn0REVRRDFVF19vffwM8/S0HqwAFAqzVc5+AgBajwcKB3b8De3rR9EhFVAwxVRNXNxYtFQx/871ZMBtWqJQ3GGREB9Owp7aEiIqJyY6giquqEAE6fBjZulILUqVPGa728pME4IyKAzp2lc6aIiEgW/EQlqoq0WuDo0aI9UhcvGq/19ZVCVHg40K4doDTr+6gTEVVZDFVEVUV+PnDwoBSifv4ZuHHDeG3z5kV7pJo3l4ZDICKiCsVQRWTOcnKAPXukIPXLL8CdO8Zr27WTQtSgQYC/v+l6JCIiAAxVRObnwQNgxw4pSG3dCmRmGq5TKoEuXaTDegMHAt7eJm2TiIj0MVQRmYO0NClAbdwI7NwJZGcbrrOyAkJCpL1RAwYAbm4mbZOIiIxjqCKqLMnJ0iG9qCjpEF9+vuE6Gxugb19pj1RYGODoaNo+iYioVBiqiEzp6tWiwTh//10aDsEQR0fg+eelc6R69QJsbU3bJxERlRlDFVFFi4+XQtTGjUBsrPE6Nzfp3KhBg4AePQCVymQtEhHR02OoIpKbEMCJE0VjSJ09a7zW21s6rBceDnTsCFhYmKxNIiKSF0MVkRy0WiAmpihIXblivNbfXzqsFxEBBAZyDCkiomqCoYqovPLygP37iwbjTEoyXtuqlbQ3atAgICCAQYqIqBpiqCIqi+xsYPdu6fyozZuBe/eM1wYFFQ3G6etruh6JiKhSMFQRPUlmJrB9u7RHavt24P59w3UWFkC3bkWDcXp5mbJLIiKqZAxVRIbcvQts2SIFqV9/lW4XY4haLQ15MGgQ0L8/UKuWafskIiKzwVBFVOjmTWDTJilI7dsHFBQYrrO3lwbjjIgA+vQBHBxM2SUREZkphiqq2S5fLrpiLybGeJ2Li7QnKjwceO45wNradD0SEVGVwFBFNYsQ0rhRhUHqxAnjtR4e0mG98HCga1fpvntERERGMFRR9ScEcOxYUZC6cMF4bYMGUoiKiAA6dACUSpO1SUREVRtDFVVPBQXSvfUKx5C6ft14bdOmRaOat2rFMaSIiKhcGKqo+sjNBaKjpSC1aROQkmK8tk2bosE4Gzc2WYtERFR9MVRR1ZaVBezaJQWpLVuA9HTDdQoF0KlTUZCqX9+0fRIRUbXHUEVVT3o6sHWrFKR27AAePjRcZ2kJ9OwpBakBAwB3d9P2SURENQpDFVUNt29Lt4WJigJ++026754hNjZA795SkAoLA5ydTdsnERHVWAxVZL6uX5dOMo+KAg4eBLRaw3UaDdCvn3RYr08fwM7OtH0SERGBoYrMzYULRUMfHD1qvK5WLen+euHh0iE+tdpkLRIRERnCUEWVSwggLq4oSJ0+bby2Tp2ioQ86dZLOmSIiIjIT/FYi09NqgT//LApSly4Zr/XzKxqMs21bDsZJRERmi6GKTCM/XzovqnAwzhs3jNe2aCGdHxURATRrxsE4iYioSmCoooqTkyNdqRcVBfzyC3D3rvHaDh2KxpBq2NB0PRIREcmEoYrkdf++NHZUVBSwbRuQmWm4TqkEunUrGkOqbl2TtklERCQ3hip6eqmp0mCcGzdKo5vn5BiuU6mAkBDpsF7//kDt2qbtk4iIqAIxVFH5JCVJ99eLigL27pXOmTLE1hbo27doME6NxqRtEhERmQpDFZVeYmLRYJyHD0vDIRji5AQ8/7y0R+q556RgRUREVM0xVFHJzp2TQtTGjcDx48br3NykwTgjIqRzpVQqU3VIRERkFhiqSJ8QwF9/FY0hdf688dr69YsG4wwKAiwsTNcnERGRmWGoIqCgAIiJKQpSV68ar23USNobNWgQEBjIMaSIiIj+h6GqpsrLA/btKxqMMznZeG3r1kWDcTZpYrIWiYiIqhKGqprk4UPg11+lILVlC3DvnuE6hQIIDi7aI9WggUnbJCIiqooYqqq7jAxg+3YpSG3fDjx4YLjO0hLo3r1oME5PT9P2SUREVMUxVFVHd+4AmzdLQWr3biA313CdWg2Ehkp7pPr1A1xcTNsnERFRNcJQVV3cuFE0htT+/YBWa7jO3l4KUOHhQJ8+0mMiIiJ6agxVVdnFi0VB6o8/jNfVqiUd0gsPB3r2BKytTdcjERFRDcFQVZUIAZw+XTT0QVyc8VovL+kk80GDgK5dpXOmiIiIqMLwm9bcCQEcPVoUpBISjNf6+kp7oyIigHbtAKXSdH0SERHVcAxV5uzaNaBjR+Dvv43XNGtWNKp5ixYcjJOIiKiSMFSZs7p1pdHOH9e2bVGQeuYZ0/dFRERExTBUmTOlUjonavlyoHNnKUQNHAjUq1fZnREREdFjFEIIUdlNVAcZGRlwdHREeno6NBqNfAv++29ApQLc3ORbJhEREQGQ9/ube6rMXd26ld0BERERlQIvDyMiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDKpUqJo/fz4UCgUmT56sm5adnY0JEyagVq1asLe3R0REBJKTk/Wed+3aNYSFhcHW1hZubm6YMmUK8vPz9Wr27duH1q1bQ61Wo2HDhli5cqUJ1oiIiIiqiyoTqo4ePYovv/wSLVq00Jv+1ltvYcuWLdiwYQP279+PmzdvIjw8XDe/oKAAYWFhyM3NxeHDh7Fq1SqsXLkSM2fO1NUkJiYiLCwM3bt3x4kTJzB58mSMGTMGu3btMtn6ERERUdWmEEKIym7iSe7fv4/WrVtj6dKl+PDDD9GqVSt8+umnSE9Ph6urK9asWYMXXngBAHD+/Hk0adIEMTEx6NChA3bs2IF+/frh5s2bcHd3BwAsX74c06ZNQ0pKClQqFaZNm4Zt27bh9OnTutccOnQo0tLSsHPnzlL1KOddromIiMg05Pz+rhJ7qiZMmICwsDCEhIToTY+NjUVeXp7e9MaNG6NevXqIiYkBAMTExKB58+a6QAUAoaGhyMjIwJkzZ3Q1jy87NDRUtwxDcnJykJGRofdDRERENZdlZTfwJOvWrcNff/2Fo0ePFpuXlJQElUoFJycnvenu7u5ISkrS1TwaqArnF84rqSYjIwMPHz6EjY1NsdeeN28eZs+eXe71IiIiourFrPdUXb9+HW+++SZWr14Na2vrym5Hz/Tp05Genq77uX79emW3RERERJXIrENVbGwsbt++jdatW8PS0hKWlpbYv38/lixZAktLS7i7uyM3NxdpaWl6z0tOToaHhwcAwMPDo9jVgIWPn1Sj0WgM7qUCALVaDY1Go/dDRERENZdZh6qePXvi1KlTOHHihO6nTZs2GD58uO7/rayssGfPHt1z4uPjce3aNQQFBQEAgoKCcOrUKdy+fVtXs3v3bmg0GjRt2lRX8+gyCmsKl0FERET0JGZ9TpWDgwOaNWumN83Ozg61atXSTR89ejTefvttuLi4QKPR4I033kBQUBA6dOgAAOjVqxeaNm2KV155BQsXLkRSUhL+9a9/YcKECVCr1QCA119/HZ9//jmmTp2KUaNGITo6GuvXr8e2bdtMu8JERERUZZl1qCqNTz75BEqlEhEREcjJyUFoaCiWLl2qm29hYYGtW7di/PjxCAoKgp2dHSIjIzFnzhxdjY+PD7Zt24a33noLixcvRt26dfHf//4XoaGhlbFKREREVAVViXGqqgKOU0VERFT11LhxqoiIiIjMHUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZVPkhFYiIiKh602oFztzMQGpWLlxsVQjw0kCpVFR2W8UwVBEREZHZOnzxDpZEJ+ByygPkFmihslDC19UOk3r4I7hh7cpuTw8P/xEREZFZOnzxDqZujEPs1Xu4nZmDtKw83M7MQezVe5i6MQ6HL96p7Bb1MFQRERGR2dFqBZZEJyA5Ixt5BfrjlOcVCCRnZGNJdAK0WvMZw5yhioiIiMzOmZsZuJzyoFigKpRXIHA55QHO3MwwcWfGMVQRERGR2UnNykVugbbEmrwCLVKzck3U0ZMxVBEREZHZcbFVQWVRckyxslDCxVZloo6ejKGKiIiIzE6Alwa+rnawsjA8dIKVhQK+rnYI8Hq6myDLiaGKiIiIzI5SqcCkHv5w11gXC1ZWFgq4a6wxqYe/WY1XxVBFREREZim4YW0sjGiBwPrOcHNQw9nWCm4OagTWd8bCiBZmN04VB/8kIiIisxXcsDY6+NbiiOpERERET0upVKB5XcfKbuOJePiPiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwYqoiIiIhkwFBFREREJAOGKiIiIiIZMFQRERERyYChioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqiIiIiGTAUEVEREQkA4YqIiIiIhkwVBERERHJgKGKiIiISAYMVUREREQyYKgiIiIikgFDFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQwsK7sBKplWK3DmZgZSs3LhYqtCgJcGSqWistsiIiKixzBUmbHDF+9gSXQCLqc8QG6BFioLJXxd7TCphz+CG9au7PaIiIjoETz8Z6YOX7yDqRvjEHv1Hm5n5iAtKw+3M3MQe/Uepm6Mw+GLdyq7RSIiInoEQ5UZ0moFlkQnIDkjG3kFQm9eXoFAckY2lkQnQKsVRpZAREREpsZQZYbO3MzA5ZQHxQJVobwCgcspD3DmZoaJOyMiIiJjGKrMUGpWLnILtCXW5BVokZqVa6KOiIiI6EkYqsyQi60KKouSfzVWFkq42KpM1BERERE9CUOVGQrw0sDX1Q5WFoaHTrCyUMDX1Q4BXhoTd0ZERETGMFSZIaVSgUk9/OGusS4WrKwsFHDXWGNSD3+OV0VERGRGGKrMVHDD2lgY0QKB9Z3h5qCGs60V3BzUCKzvjIURLThOFRERkZnh4J9mLLhhbXTwrcUR1YmIiKoAs95TNW/ePLRt2xYODg5wc3PDwIEDER8fr1eTnZ2NCRMmoFatWrC3t0dERASSk5P1aq5du4awsDDY2trCzc0NU6ZMQX5+vl7Nvn370Lp1a6jVajRs2BArV66s6NUrFaVSgeZ1HdH1GVc0r+vIQEVERGSmzDpU7d+/HxMmTMAff/yB3bt3Iy8vD7169cKDBw90NW+99Ra2bNmCDRs2YP/+/bh58ybCw8N18wsKChAWFobc3FwcPnwYq1atwsqVKzFz5kxdTWJiIsLCwtC9e3ecOHECkydPxpgxY7Br1y6Tri8RERFVXQohRJUZljslJQVubm7Yv38/unTpgvT0dLi6umLNmjV44YUXAADnz59HkyZNEBMTgw4dOmDHjh3o168fbt68CXd3dwDA8uXLMW3aNKSkpEClUmHatGnYtm0bTp8+rXutoUOHIi0tDTt37ixVbxkZGXB0dER6ejo0Gl6VR0REVBXI+f1t1nuqHpeeng4AcHFxAQDExsYiLy8PISEhuprGjRujXr16iImJAQDExMSgefPmukAFAKGhocjIyMCZM2d0NY8uo7CmcBmG5OTkICMjQ++HiIiIaq4qE6q0Wi0mT56Mjh07olmzZgCApKQkqFQqODk56dW6u7sjKSlJV/NooCqcXzivpJqMjAw8fPjQYD/z5s2Do6Oj7sfb2/up15GIiIiqrioTqiZMmIDTp09j3bp1ld0KAGD69OlIT0/X/Vy/fr2yWyIiIqJKVCWGVJg4cSK2bt2KAwcOoG7durrpHh4eyM3NRVpamt7equTkZHh4eOhq/vzzT73lFV4d+GjN41cMJicnQ6PRwMbGxmBParUaarX6qdeNiIiIqgez3lMlhMDEiRPx888/Izo6Gj4+PnrzAwMDYWVlhT179uimxcfH49q1awgKCgIABAUF4dSpU7h9+7auZvfu3dBoNGjatKmu5tFlFNYULoOIiIjoScz66r9//OMfWLNmDX755Rc0atRIN93R0VG3B2n8+PHYvn07Vq5cCY1GgzfeeAMAcPjwYQDSkAqtWrWCl5cXFi5ciKSkJLzyyisYM2YMPv74YwDSkArNmjXDhAkTMGrUKERHR2PSpEnYtm0bQkNDS9Urr/4jIiKqeuT8/jbrUKVQGB7o8ttvv8WIESMASIN/vvPOO1i7di1ycnIQGhqKpUuX6g7tAcDVq1cxfvx47Nu3D3Z2doiMjMT8+fNhaVl09HPfvn146623cPbsWdStWxczZszQvUZpMFQRERFVPTUmVFUl6enpcHJywvXr1xmqiIiIqoiMjAx4e3sjLS0Njo6OT7WsKnGielWQmZkJABxagYiIqArKzMx86lDFPVUy0Wq1uHnzJhwcHIwetpRTYbLmnjHT4PY2LW5v0+M2Ny1ub9MqaXsLIZCZmQkvLy8olU93/R73VMlEqVTqDfdgKhqNhn+QJsTtbVrc3qbHbW5a3N6mZWx7P+0eqkJmPaQCERERUVXBUEVEREQkA4aqKkqtVmPWrFkc1d1EuL1Ni9vb9LjNTYvb27RMtb15ojoRERGRDLinioiIiEgGDFVEREREMmCoIiIiIpIBQxURERGRDBiqzMQXX3yBBg0awNraGu3bt8eff/5ptLZbt25QKBTFfsLCwnQ1QgjMnDkTnp6esLGxQUhICBISEkyxKlWG3Nt8xIgRxeb37t3bFKtSJZRlewPAp59+ikaNGsHGxgbe3t546623kJ2d/VTLrEnk3t4ffPBBsfd348aNK3o1qoyybO+8vDzMmTMHfn5+sLa2RsuWLbFz586nWmZNJPc2l+U9LqjSrVu3TqhUKvHNN9+IM2fOiNdee004OTmJ5ORkg/V3794Vt27d0v2cPn1aWFhYiG+//VZXM3/+fOHo6Cg2bdokTp48Kfr37y98fHzEw4cPTbRW5q0itnlkZKTo3bu3Xl1qaqqJ1si8lXV7r169WqjVarF69WqRmJgodu3aJTw9PcVbb71V7mXWJBWxvWfNmiUCAgL03t8pKSmmWiWzVtbtPXXqVOHl5SW2bdsmLl26JJYuXSqsra3FX3/9Ve5l1jQVsc3leI8zVJmBdu3aiQkTJugeFxQUCC8vLzFv3rxSPf+TTz4RDg4O4v79+0IIIbRarfDw8BCLFi3S1aSlpQm1Wi3Wrl0rb/NVlNzbXAgpVA0YMEDuVquFsm7vCRMmiB49euhNe/vtt0XHjh3LvcyapCK296xZs0TLli0rpN+qrqzb29PTU3z++ed608LDw8Xw4cPLvcyapiK2uRzvcR7+q2S5ubmIjY1FSEiIbppSqURISAhiYmJKtYyvv/4aQ4cOhZ2dHQAgMTERSUlJest0dHRE+/btS73M6qwitnmhffv2wc3NDY0aNcL48eNx9+5dWXuvisqzvYODgxEbG6vbnX/58mVs374dffv2Lfcya4qK2N6FEhIS4OXlBV9fXwwfPhzXrl2ruBWpIsqzvXNycmBtba03zcbGBr///nu5l1mTVMQ2L/S073GGqkp2584dFBQUwN3dXW+6u7s7kpKSnvj8P//8E6dPn8aYMWN00wqfV95lVncVsc0BoHfv3vjuu++wZ88eLFiwAPv370efPn1QUFAga/9VTXm290svvYQ5c+agU6dOsLKygp+fH7p164b33nuv3MusKSpiewNA+/btsXLlSuzcuRPLli1DYmIiOnfujMzMzApdH3NXnu0dGhqK//u//0NCQgK0Wi12796NqKgo3Lp1q9zLrEkqYpsD8rzHGaqquK+//hrNmzdHu3btKruVGsPYNh86dCj69++P5s2bY+DAgdi6dSuOHj2Kffv2VU6jVdi+ffvw8ccfY+nSpfjrr78QFRWFbdu2Ye7cuZXdWrVUmu3dp08fvPjii2jRogVCQ0Oxfft2pKWlYf369ZXYedW0ePFi+Pv7o3HjxlCpVJg4cSJGjhwJpZJfyRWlNNtcjvc4f4OVrHbt2rCwsEBycrLe9OTkZHh4eJT43AcPHmDdunUYPXq03vTC55VnmTVBRWxzQ3x9fVG7dm1cvHjxqfqt6sqzvWfMmIFXXnkFY8aMQfPmzTFo0CB8/PHHmDdvHrRa7VP9Dqu7itjehjg5OeGZZ57h+7sc29vV1RWbNm3CgwcPcPXqVZw/fx729vbw9fUt9zJrkorY5oaU5z3OUFXJVCoVAgMDsWfPHt00rVaLPXv2ICgoqMTnbtiwATk5OXj55Zf1pvv4+MDDw0NvmRkZGThy5MgTl1kTVMQ2N+Tvv//G3bt34enp+dQ9V2Xl2d5ZWVnF/tVuYWEBQBou5Gl+h9VdRWxvQ+7fv49Lly7x/f0U70Vra2vUqVMH+fn52LhxIwYMGPDUy6wJKmKbG1Ku9/hTneZOsli3bp1Qq9Vi5cqV4uzZs2Ls2LHCyclJJCUlCSGEeOWVV8Q///nPYs/r1KmTGDJkiMFlzp8/Xzg5OYlffvlFxMXFiQEDBnBIhUfIvc0zMzPFu+++K2JiYkRiYqL47bffROvWrYW/v7/Izs6u8PUxd2Xd3rNmzRIODg5i7dq14vLly+LXX38Vfn5+YvDgwaVeZk1WEdv7nXfeEfv27ROJiYni0KFDIiQkRNSuXVvcvn3b5Otnbsq6vf/44w+xceNGcenSJXHgwAHRo0cP4ePjI+7du1fqZdZ0FbHN5XiPM1SZic8++0zUq1dPqFQq0a5dO/HHH3/o5nXt2lVERkbq1Z8/f14AEL/++qvB5Wm1WjFjxgzh7u4u1Gq16Nmzp4iPj6/IVahy5NzmWVlZolevXsLV1VVYWVmJ+vXri9dee40fgI8oy/bOy8sTH3zwgfDz8xPW1tbC29tb/OMf/9D7AHzSMms6ubf3kCFDhKenp1CpVKJOnTpiyJAh4uLFiyZcI/NWlu29b98+0aRJE6FWq0WtWrXEK6+8Im7cuFGmZZL821yO97hCCCP7domIiIio1HhOFREREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIik1MoFNi0aVNlt1Eq58+fR4cOHWBtbY1WrVoZnHblyhUoFAqcOHGiVMscMWIEBg4cWGE9E1HlYKgiIlmlpKRg/PjxqFevHtRqNTw8PBAaGopDhw5VdmvFdOvWDQqFotjP66+/rquZNWsW7OzsEB8fr7vX2OPTvL29cevWLTRr1qxUr7t48WKsXLmyIlaJiCqRZWU3QETVS0REBHJzc7Fq1Sr4+voiOTkZe/bswd27dyu7NYNee+01zJkzR2+ara2t7v8vXbqEsLAw1K9fv8RpHh4epX5NR0fHp+iYiMwV91QRkWzS0tJw8OBBLFiwAN27d0f9+vXRrl07TJ8+Hf379zf6vOvXr2Pw4MFwcnKCi4sLBgwYgCtXrujV/Pe//0WTJk1gbW2Nxo0bY+nSpbp5hYff1q1bh+DgYFhbW6NZs2bYv3//E3u2tbWFh4eH3o9GowEgHaaMjY3FnDlzoFAo8MEHHxicZujw35kzZ9CvXz9oNBo4ODigc+fOuHTpEoDih/+0Wi3mzZsHHx8f2NjYoGXLlvjpp5908/ft2weFQoE9e/agTZs2sLW1RXBwMOLj4/XWZcuWLWjbti2sra1Ru3ZtDBo0CAAwZ84cg3vRWrVqhRkzZjxxGxFR6TBUEZFs7O3tYW9vj02bNiEnJ6dUz8nLy0NoaCgcHBxw8OBBHDp0CPb29ujduzdyc3MBAKtXr8bMmTPx0Ucf4dy5c/j4448xY8YMrFq1Sm9ZU6ZMwTvvvIPjx48jKCgIzz///FPtIbt16xYCAgLwzjvv4NatW3j33XcNTnvcjRs30KVLF6jVakRHRyM2NhajRo1Cfn6+wdeZN28evvvuOyxfvhxnzpzBW2+9hZdffrlYKHz//ffxn//8B8eOHYOlpSVGjRqlm7dt2zYMGjQIffv2xfHjx7Fnzx60a9cOADBq1CicO3cOR48e1dUfP34ccXFxGDlyZLm3DxE95iluEE1EVMxPP/0knJ2dhbW1tQgODhbTp08XJ0+e1KsBIH7++WchhBDff/+9aNSokdBqtbr5OTk5wsbGRuzatUsIIYSfn59Ys2aN3jLmzp0rgoKChBBCJCYmCgBi/vz5uvl5eXmibt26YsGCBUZ77dq1q7CyshJ2dnZ6Pz/88IOupmXLlmLWrFl6z3t8WuHrHz9+XAghxPTp04WPj4/Izc01+LqRkZFiwIABQgghsrOzha2trTh8+LBezejRo8WwYcOEEELs3btXABC//fabbv62bdsEAPHw4UMhhBBBQUFi+PDhRte1T58+Yvz48brHb7zxhujWrZvReiIqO+6pIiJZRURE4ObNm9i8eTN69+6Nffv2oXXr1kZPzD558iQuXrwIBwcH3Z4uFxcXZGdn49KlS3jw4AEuXbqE0aNH6+bb29vjww8/1B1OKxQUFKT7f0tLS7Rp0wbnzp0rsd/hw4fjxIkTej8lHaosjRMnTqBz586wsrJ6Yu3FixeRlZWF5557Tm/9vvvuu2Lr16JFC93/e3p6AgBu376te82ePXsafZ3XXnsNa9euRXZ2NnJzc7FmzRq9PV1E9PR4ojoRyc7a2hrPPfccnnvuOcyYMQNjxozBrFmzMGLEiGK19+/fR2BgIFavXl1snqurK+7fvw8A+Oqrr9C+fXu9+RYWFk/dq6OjIxo2bPjUy3mUjY1NqWsL12/btm2oU6eO3jy1Wq33+NGQplAoAEjnY5XmNZ9//nmo1Wr8/PPPUKlUyMvLwwsvvFDqPonoyRiqiKjCNW3a1Oi4VK1bt8aPP/4INzc33Qnij3J0dISXlxcuX76M4cOHl/g6f/zxB7p06QIAyM/PR2xsLCZOnPjU/ZdVixYtsGrVKuTl5T1xb1XTpk2hVqtx7do1dO3a9alec8+ePUbPkbK0tERkZCS+/fZbqFQqDB06tEzhj4iejKGKiGRz9+5dvPjiixg1ahRatGgBBwcHHDt2DAsXLsSAAQMMPmf48OFYtGgRBgwYgDlz5qBu3bq4evUqoqKiMHXqVNStWxezZ8/GpEmT4OjoiN69eyMnJwfHjh3DvXv38Pbbb+uW9cUXX8Df3x9NmjTBJ598gnv37j3xEFdWVhaSkpL0pqnVajg7O5d7O0ycOBGfffYZhg4diunTp8PR0RF//PEH2rVrh0aNGunVOjg44N1338Vbb70FrVaLTp06IT09HYcOHYJGo0FkZGSpXnPWrFno2bMn/Pz8MHToUOTn52P79u2YNm2armbMmDFo0qQJAJjluGFEVR1DFRHJxt7eHu3bt8cnn3yCS5cuIS8vD97e3njttdfw3nvvGXyOra0tDhw4gGnTpiE8PByZmZmoU6cOevbsqdtzNWbMGNja2mLRokWYMmUK7Ozs0Lx5c0yePFlvWfPnz8f8+fNx4sQJNGzYEJs3b0bt2rVL7Pmrr77CV199pTctNDQUO3fuLPd2qFWrFqKjozFlyhR07doVFhYWaNWqFTp27Giwfu7cuXB1dcW8efNw+fJlODk5oXXr1ka3mSHdunXDhg0bMHfuXMyfPx8ajUa3166Qv78/goODkZqaWuxQKhE9PYUQQlR2E0RET+PKlSvw8fHB8ePHdbeSoeKEEPD398c//vEPvT18RCQP7qkiIqoBUlJSsG7dOiQlJXFsKqIKwlBFRFQDuLm5oXbt2lixYsVTnS9GRMbx8B8RERGRDDj4JxEREZEMGKqIiIiIZMBQRURERCQDhioiIiIiGTBUEREREcmAoYqIiIhIBgxVRERERDJgqCIiIiKSAUMVERERkQz+H5+D0rxO2TRtAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for user in df_merged['User First Name_x'].unique():\n",
" df_merged_x = df_merged[df_merged['User First Name_x'] == user]\n",
" column1 = df_merged_x['Sleep Efficiency']\n",
" column2 = df_merged_x['Steps']\n",
"\n",
" # Calculate the correlation coefficient\n",
" correlation_coefficient = column1.corr(column2)\n",
"\n",
" print(f'Correlation Coefficient: {correlation_coefficient}')\n",
"\n",
" # Create a scatter plot\n",
" sns.scatterplot(x=column1, y=column2)\n",
"\n",
" # Add a regression line and correlation coefficient\n",
" sns.regplot(x=column1, y=column2, ci=None, line_kws={'color': 'red'})\n",
" plt.title(\"Correlaton between Sleep Efficiency and Steps \" + user)\n",
"\n",
" # Display the plot\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.031660276992100715\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"column1 = df_merged['Sleep Score Value']\n",
"column2 = df_merged['Steps']\n",
"\n",
"# Calculate the correlation coefficient\n",
"correlation_coefficient = column1.corr(column2)\n",
"\n",
"print(f'Correlation Coefficient: {correlation_coefficient}')\n",
"\n",
"# Create a scatter plot\n",
"sns.scatterplot(x=column1, y=column2)\n",
"\n",
"# Add a regression line and correlation coefficient\n",
"sns.regplot(x=column1, y=column2, ci=None, line_kws={'color': 'red'})\n",
"plt.title(f'Correlation: {column1.corr(column2):.2f}')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.35375373706317403\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: -0.10396411122210168\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: 0.5114632255618154\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Coefficient: -0.059360758016830696\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for user in df_merged['User First Name_x'].unique():\n",
" df_merged_x = df_merged[df_merged['User First Name_x'] == user]\n",
" column1 = df_merged_x['Sleep Score Value']\n",
" column2 = df_merged_x['Steps']\n",
"\n",
" # Calculate the correlation coefficient\n",
" correlation_coefficient = column1.corr(column2)\n",
"\n",
" print(f'Correlation Coefficient: {correlation_coefficient}')\n",
"\n",
" # Create a scatter plot\n",
" sns.scatterplot(x=column1, y=column2)\n",
"\n",
" # Add a regression line and correlation coefficient\n",
" sns.regplot(x=column1, y=column2, ci=None, line_kws={'color': 'red'})\n",
" plt.title(\"Correlaton between Sleep Score and Steps \" + user)\n",
"\n",
" # Display the plot\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}