us-accidents-analysis.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.9","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"/kaggle/input/d/sobhanmoosavi/us-accidents/US_Accidents_Dec20_Updated.csv\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# US Accidents Analysis","metadata":{}},{"cell_type":"markdown","source":"## Importing Required Libraries\n","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport missingno as mn\nimport plotly.graph_objects as go","metadata":{"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":"##  Data Handeling","metadata":{}},{"cell_type":"markdown","source":"### Loading Dataset into Pandas Dataframe","metadata":{}},{"cell_type":"code","source":"data_filepath = \"/kaggle/input/d/sobhanmoosavi/us-accidents/US_Accidents_Dec20_Updated.csv\"\ndata = pd.read_csv(data_filepath)\ndata","metadata":{"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"                ID  Severity           Start_Time             End_Time  \\\n0              A-1         2  2019-05-21 08:29:55  2019-05-21 09:29:40   \n1              A-2         2  2019-10-07 17:43:09  2019-10-07 19:42:50   \n2              A-3         2  2020-12-13 21:53:00  2020-12-13 22:44:00   \n3              A-4         2  2018-04-17 16:51:23  2018-04-17 17:50:46   \n4              A-5         3  2016-08-31 17:40:49  2016-08-31 18:10:49   \n...            ...       ...                  ...                  ...   \n2906605  A-2906606         2  2018-06-28 08:49:01  2018-06-28 09:18:51   \n2906606  A-2906607         2  2019-01-10 02:01:01  2019-01-10 02:30:32   \n2906607  A-2906608         2  2020-11-23 12:52:00  2020-11-24 00:47:37   \n2906608  A-2906609         2  2019-12-29 22:38:00  2019-12-29 23:38:00   \n2906609  A-2906610         2  2018-03-26 13:35:03  2018-03-26 14:39:00   \n\n         Start_Lat   Start_Lng    End_Lat     End_Lng  Distance(mi)  \\\n0        34.808868  -82.269157  34.808868  -82.269157         0.000   \n1        35.090080  -80.745560  35.090080  -80.745560         0.000   \n2        37.145730 -121.985052  37.165850 -121.988062         1.400   \n3        39.110390 -119.773781  39.110390 -119.773781         0.000   \n4        26.102942  -80.265091  26.102942  -80.265091         0.000   \n...            ...         ...        ...         ...           ...   \n2906605  29.813824  -95.399437  29.813824  -95.399437         0.000   \n2906606  34.068890 -117.342010  34.068890 -117.342010         0.000   \n2906607  25.702200  -80.335556  25.703040  -80.334099         0.108   \n2906608  40.660140 -111.952460  40.660140 -111.952460         0.000   \n2906609  38.831749 -104.748161  38.831749 -104.748161         0.000   \n\n                                               Description  ...  Roundabout  \\\n0                  Accident on Tanner Rd at Pennbrooke Ln.  ...       False   \n1        Accident on Houston Branch Rd at Providence Br...  ...       False   \n2        Stationary traffic on CA-17 from Summit Rd (CA...  ...       False   \n3               Accident on US-395 Southbound at Topsy Ln.  ...       False   \n4        Accident on I-595 Westbound at Exit 4 / Pine I...  ...       False   \n...                                                    ...  ...         ...   \n2906605                    Accident on 30th St at Yale St.  ...       False   \n2906606                         At Valley Blvd - Accident.  ...       False   \n2906607  Stationary traffic on County Hwy-913 - FL-986 ...  ...       False   \n2906608                 At UT-266/4700/Exit 15 - Accident.  ...       False   \n2906609               Accident on Murray Blvd at Byron Dr.  ...       False   \n\n        Station   Stop Traffic_Calming Traffic_Signal Turning_Loop  \\\n0         False  False           False          False        False   \n1         False  False           False          False        False   \n2         False  False           False          False        False   \n3         False  False           False           True        False   \n4         False  False           False           True        False   \n...         ...    ...             ...            ...          ...   \n2906605   False   True           False          False        False   \n2906606   False  False           False          False        False   \n2906607   False  False           False          False        False   \n2906608   False  False           False          False        False   \n2906609   False  False           False           True        False   \n\n        Sunrise_Sunset Civil_Twilight Nautical_Twilight Astronomical_Twilight  \n0                  Day            Day               Day                   Day  \n1                  Day            Day               Day                   Day  \n2                Night          Night             Night                 Night  \n3                  Day            Day               Day                   Day  \n4                  Day            Day               Day                   Day  \n...                ...            ...               ...                   ...  \n2906605            Day            Day               Day                   Day  \n2906606          Night          Night             Night                 Night  \n2906607            Day            Day               Day                   Day  \n2906608          Night          Night             Night                 Night  \n2906609            Day            Day               Day                   Day  \n\n[2906610 rows x 47 columns]","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>ID</th>\n      <th>Severity</th>\n      <th>Start_Time</th>\n      <th>End_Time</th>\n      <th>Start_Lat</th>\n      <th>Start_Lng</th>\n      <th>End_Lat</th>\n      <th>End_Lng</th>\n      <th>Distance(mi)</th>\n      <th>Description</th>\n      <th>...</th>\n      <th>Roundabout</th>\n      <th>Station</th>\n      <th>Stop</th>\n      <th>Traffic_Calming</th>\n      <th>Traffic_Signal</th>\n      <th>Turning_Loop</th>\n      <th>Sunrise_Sunset</th>\n      <th>Civil_Twilight</th>\n      <th>Nautical_Twilight</th>\n      <th>Astronomical_Twilight</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>A-1</td>\n      <td>2</td>\n      <td>2019-05-21 08:29:55</td>\n      <td>2019-05-21 09:29:40</td>\n      <td>34.808868</td>\n      <td>-82.269157</td>\n      <td>34.808868</td>\n      <td>-82.269157</td>\n      <td>0.000</td>\n      <td>Accident on Tanner Rd at Pennbrooke Ln.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>A-2</td>\n      <td>2</td>\n      <td>2019-10-07 17:43:09</td>\n      <td>2019-10-07 19:42:50</td>\n      <td>35.090080</td>\n      <td>-80.745560</td>\n      <td>35.090080</td>\n      <td>-80.745560</td>\n      <td>0.000</td>\n      <td>Accident on Houston Branch Rd at Providence Br...</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>A-3</td>\n      <td>2</td>\n      <td>2020-12-13 21:53:00</td>\n      <td>2020-12-13 22:44:00</td>\n      <td>37.145730</td>\n      <td>-121.985052</td>\n      <td>37.165850</td>\n      <td>-121.988062</td>\n      <td>1.400</td>\n      <td>Stationary traffic on CA-17 from Summit Rd (CA...</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>A-4</td>\n      <td>2</td>\n      <td>2018-04-17 16:51:23</td>\n      <td>2018-04-17 17:50:46</td>\n      <td>39.110390</td>\n      <td>-119.773781</td>\n      <td>39.110390</td>\n      <td>-119.773781</td>\n      <td>0.000</td>\n      <td>Accident on US-395 Southbound at Topsy Ln.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>A-5</td>\n      <td>3</td>\n      <td>2016-08-31 17:40:49</td>\n      <td>2016-08-31 18:10:49</td>\n      <td>26.102942</td>\n      <td>-80.265091</td>\n      <td>26.102942</td>\n      <td>-80.265091</td>\n      <td>0.000</td>\n      <td>Accident on I-595 Westbound at Exit 4 / Pine I...</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>2906605</th>\n      <td>A-2906606</td>\n      <td>2</td>\n      <td>2018-06-28 08:49:01</td>\n      <td>2018-06-28 09:18:51</td>\n      <td>29.813824</td>\n      <td>-95.399437</td>\n      <td>29.813824</td>\n      <td>-95.399437</td>\n      <td>0.000</td>\n      <td>Accident on 30th St at Yale St.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>2906606</th>\n      <td>A-2906607</td>\n      <td>2</td>\n      <td>2019-01-10 02:01:01</td>\n      <td>2019-01-10 02:30:32</td>\n      <td>34.068890</td>\n      <td>-117.342010</td>\n      <td>34.068890</td>\n      <td>-117.342010</td>\n      <td>0.000</td>\n      <td>At Valley Blvd - Accident.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n    </tr>\n    <tr>\n      <th>2906607</th>\n      <td>A-2906608</td>\n      <td>2</td>\n      <td>2020-11-23 12:52:00</td>\n      <td>2020-11-24 00:47:37</td>\n      <td>25.702200</td>\n      <td>-80.335556</td>\n      <td>25.703040</td>\n      <td>-80.334099</td>\n      <td>0.108</td>\n      <td>Stationary traffic on County Hwy-913 - FL-986 ...</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n    <tr>\n      <th>2906608</th>\n      <td>A-2906609</td>\n      <td>2</td>\n      <td>2019-12-29 22:38:00</td>\n      <td>2019-12-29 23:38:00</td>\n      <td>40.660140</td>\n      <td>-111.952460</td>\n      <td>40.660140</td>\n      <td>-111.952460</td>\n      <td>0.000</td>\n      <td>At UT-266/4700/Exit 15 - Accident.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n      <td>Night</td>\n    </tr>\n    <tr>\n      <th>2906609</th>\n      <td>A-2906610</td>\n      <td>2</td>\n      <td>2018-03-26 13:35:03</td>\n      <td>2018-03-26 14:39:00</td>\n      <td>38.831749</td>\n      <td>-104.748161</td>\n      <td>38.831749</td>\n      <td>-104.748161</td>\n      <td>0.000</td>\n      <td>Accident on Murray Blvd at Byron Dr.</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n      <td>Day</td>\n    </tr>\n  </tbody>\n</table>\n<p>2906610 rows × 47 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"### Information","metadata":{}},{"cell_type":"code","source":"data.info()","metadata":{"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 2906610 entries, 0 to 2906609\nData columns (total 47 columns):\n #   Column                 Dtype  \n---  ------                 -----  \n 0   ID                     object \n 1   Severity               int64  \n 2   Start_Time             object \n 3   End_Time               object \n 4   Start_Lat              float64\n 5   Start_Lng              float64\n 6   End_Lat                float64\n 7   End_Lng                float64\n 8   Distance(mi)           float64\n 9   Description            object \n 10  Number                 float64\n 11  Street                 object \n 12  Side                   object \n 13  City                   object \n 14  County                 object \n 15  State                  object \n 16  Zipcode                object \n 17  Country                object \n 18  Timezone               object \n 19  Airport_Code           object \n 20  Weather_Timestamp      object \n 21  Temperature(F)         float64\n 22  Wind_Chill(F)          float64\n 23  Humidity(%)            float64\n 24  Pressure(in)           float64\n 25  Visibility(mi)         float64\n 26  Wind_Direction         object \n 27  Wind_Speed(mph)        float64\n 28  Precipitation(in)      float64\n 29  Weather_Condition      object \n 30  Amenity                bool   \n 31  Bump                   bool   \n 32  Crossing               bool   \n 33  Give_Way               bool   \n 34  Junction               bool   \n 35  No_Exit                bool   \n 36  Railway                bool   \n 37  Roundabout             bool   \n 38  Station                bool   \n 39  Stop                   bool   \n 40  Traffic_Calming        bool   \n 41  Traffic_Signal         bool   \n 42  Turning_Loop           bool   \n 43  Sunrise_Sunset         object \n 44  Civil_Twilight         object \n 45  Nautical_Twilight      object \n 46  Astronomical_Twilight  object \ndtypes: bool(13), float64(13), int64(1), object(20)\nmemory usage: 790.0+ MB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### Columns in dataframe","metadata":{}},{"cell_type":"code","source":"data.columns","metadata":{"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"Index(['ID', 'Severity', 'Start_Time', 'End_Time', 'Start_Lat', 'Start_Lng',\n       'End_Lat', 'End_Lng', 'Distance(mi)', 'Description', 'Number', 'Street',\n       'Side', 'City', 'County', 'State', 'Zipcode', 'Country', 'Timezone',\n       'Airport_Code', 'Weather_Timestamp', 'Temperature(F)', 'Wind_Chill(F)',\n       'Humidity(%)', 'Pressure(in)', 'Visibility(mi)', 'Wind_Direction',\n       'Wind_Speed(mph)', 'Precipitation(in)', 'Weather_Condition', 'Amenity',\n       'Bump', 'Crossing', 'Give_Way', 'Junction', 'No_Exit', 'Railway',\n       'Roundabout', 'Station', 'Stop', 'Traffic_Calming', 'Traffic_Signal',\n       'Turning_Loop', 'Sunrise_Sunset', 'Civil_Twilight', 'Nautical_Twilight',\n       'Astronomical_Twilight'],\n      dtype='object')"},"metadata":{}}]},{"cell_type":"markdown","source":"#### Statistical Description of each column","metadata":{}},{"cell_type":"code","source":"data.describe().T","metadata":{"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"                       count         mean           std         min  \\\nSeverity           2906610.0     2.288649      0.554162    1.000000   \nStart_Lat          2906610.0    36.530271      5.013964   24.555269   \nStart_Lng          2906610.0   -96.426758     17.754125 -124.623833   \nEnd_Lat            2623789.0    36.517333      5.016609   24.555269   \nEnd_Lng            2623789.0   -96.203669     17.659713 -124.623833   \nDistance(mi)       2906610.0     0.398054      1.592556    0.000000   \nNumber             1014938.0  6789.727574  16972.246955    0.000000   \nTemperature(F)     2839386.0    60.988730     18.452580  -89.000000   \nWind_Chill(F)      1722751.0    54.990478     22.195422  -89.000000   \nHumidity(%)        2835340.0    65.377577     22.878537    1.000000   \nPressure(in)       2849702.0    29.656850      0.909413    0.000000   \nVisibility(mi)     2834532.0     9.116766      2.837271    0.000000   \nWind_Speed(mph)    2599447.0     7.818111      5.431171    0.000000   \nPrecipitation(in)  1605284.0     0.011195      0.154081    0.000000   \n\n                          25%          50%          75%           max  \nSeverity             2.000000     2.000000     3.000000  4.000000e+00  \nStart_Lat           33.664527    36.099769    40.375055  4.900220e+01  \nStart_Lng         -117.823219   -91.166901   -80.858141 -6.711317e+01  \nEnd_Lat             33.646589    36.058980    40.331330  4.907500e+01  \nEnd_Lng           -117.701990   -91.051628   -80.846794 -6.710924e+01  \nDistance(mi)         0.000000     0.000000     0.279000  3.336300e+02  \nNumber             965.000000  3093.000000  7976.000000  9.999997e+06  \nTemperature(F)      48.900000    63.000000    75.000000  2.030000e+02  \nWind_Chill(F)       39.000000    58.000000    72.000000  1.740000e+02  \nHumidity(%)         49.000000    68.000000    85.000000  1.000000e+02  \nPressure(in)        29.590000    29.920000    30.070000  5.804000e+01  \nVisibility(mi)      10.000000    10.000000    10.000000  1.400000e+02  \nWind_Speed(mph)      4.600000     7.000000    10.400000  9.840000e+02  \nPrecipitation(in)    0.000000     0.000000     0.000000  2.400000e+01  ","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>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Severity</th>\n      <td>2906610.0</td>\n      <td>2.288649</td>\n      <td>0.554162</td>\n      <td>1.000000</td>\n      <td>2.000000</td>\n      <td>2.000000</td>\n      <td>3.000000</td>\n      <td>4.000000e+00</td>\n    </tr>\n    <tr>\n      <th>Start_Lat</th>\n      <td>2906610.0</td>\n      <td>36.530271</td>\n      <td>5.013964</td>\n      <td>24.555269</td>\n      <td>33.664527</td>\n      <td>36.099769</td>\n      <td>40.375055</td>\n      <td>4.900220e+01</td>\n    </tr>\n    <tr>\n      <th>Start_Lng</th>\n      <td>2906610.0</td>\n      <td>-96.426758</td>\n      <td>17.754125</td>\n      <td>-124.623833</td>\n      <td>-117.823219</td>\n      <td>-91.166901</td>\n      <td>-80.858141</td>\n      <td>-6.711317e+01</td>\n    </tr>\n    <tr>\n      <th>End_Lat</th>\n      <td>2623789.0</td>\n      <td>36.517333</td>\n      <td>5.016609</td>\n      <td>24.555269</td>\n      <td>33.646589</td>\n      <td>36.058980</td>\n      <td>40.331330</td>\n      <td>4.907500e+01</td>\n    </tr>\n    <tr>\n      <th>End_Lng</th>\n      <td>2623789.0</td>\n      <td>-96.203669</td>\n      <td>17.659713</td>\n      <td>-124.623833</td>\n      <td>-117.701990</td>\n      <td>-91.051628</td>\n      <td>-80.846794</td>\n      <td>-6.710924e+01</td>\n    </tr>\n    <tr>\n      <th>Distance(mi)</th>\n      <td>2906610.0</td>\n      <td>0.398054</td>\n      <td>1.592556</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.279000</td>\n      <td>3.336300e+02</td>\n    </tr>\n    <tr>\n      <th>Number</th>\n      <td>1014938.0</td>\n      <td>6789.727574</td>\n      <td>16972.246955</td>\n      <td>0.000000</td>\n      <td>965.000000</td>\n      <td>3093.000000</td>\n      <td>7976.000000</td>\n      <td>9.999997e+06</td>\n    </tr>\n    <tr>\n      <th>Temperature(F)</th>\n      <td>2839386.0</td>\n      <td>60.988730</td>\n      <td>18.452580</td>\n      <td>-89.000000</td>\n      <td>48.900000</td>\n      <td>63.000000</td>\n      <td>75.000000</td>\n      <td>2.030000e+02</td>\n    </tr>\n    <tr>\n      <th>Wind_Chill(F)</th>\n      <td>1722751.0</td>\n      <td>54.990478</td>\n      <td>22.195422</td>\n      <td>-89.000000</td>\n      <td>39.000000</td>\n      <td>58.000000</td>\n      <td>72.000000</td>\n      <td>1.740000e+02</td>\n    </tr>\n    <tr>\n      <th>Humidity(%)</th>\n      <td>2835340.0</td>\n      <td>65.377577</td>\n      <td>22.878537</td>\n      <td>1.000000</td>\n      <td>49.000000</td>\n      <td>68.000000</td>\n      <td>85.000000</td>\n      <td>1.000000e+02</td>\n    </tr>\n    <tr>\n      <th>Pressure(in)</th>\n      <td>2849702.0</td>\n      <td>29.656850</td>\n      <td>0.909413</td>\n      <td>0.000000</td>\n      <td>29.590000</td>\n      <td>29.920000</td>\n      <td>30.070000</td>\n      <td>5.804000e+01</td>\n    </tr>\n    <tr>\n      <th>Visibility(mi)</th>\n      <td>2834532.0</td>\n      <td>9.116766</td>\n      <td>2.837271</td>\n      <td>0.000000</td>\n      <td>10.000000</td>\n      <td>10.000000</td>\n      <td>10.000000</td>\n      <td>1.400000e+02</td>\n    </tr>\n    <tr>\n      <th>Wind_Speed(mph)</th>\n      <td>2599447.0</td>\n      <td>7.818111</td>\n      <td>5.431171</td>\n      <td>0.000000</td>\n      <td>4.600000</td>\n      <td>7.000000</td>\n      <td>10.400000</td>\n      <td>9.840000e+02</td>\n    </tr>\n    <tr>\n      <th>Precipitation(in)</th>\n      <td>1605284.0</td>\n      <td>0.011195</td>\n      <td>0.154081</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>2.400000e+01</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"#### Numerical Columns to deal with","metadata":{}},{"cell_type":"code","source":"# int, float and boolean data\nprint(data.count(numeric_only=True))\nprint(\"Total No. of Numerical Columns:\", len(data.count(numeric_only=True)))","metadata":{"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"Severity             2906610\nStart_Lat            2906610\nStart_Lng            2906610\nEnd_Lat              2623789\nEnd_Lng              2623789\nDistance(mi)         2906610\nNumber               1014938\nTemperature(F)       2839386\nWind_Chill(F)        1722751\nHumidity(%)          2835340\nPressure(in)         2849702\nVisibility(mi)       2834532\nWind_Speed(mph)      2599447\nPrecipitation(in)    1605284\nAmenity              2906610\nBump                 2906610\nCrossing             2906610\nGive_Way             2906610\nJunction             2906610\nNo_Exit              2906610\nRailway              2906610\nRoundabout           2906610\nStation              2906610\nStop                 2906610\nTraffic_Calming      2906610\nTraffic_Signal       2906610\nTurning_Loop         2906610\ndtype: int64\nTotal No. of Numerical Columns: 27\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Percentage of Missing Values","metadata":{}},{"cell_type":"code","source":"missing_values = data.isna().sum().sort_values(ascending=False)\nmissing_percentage = missing_values[missing_values!=0]/len(data)*100\nprint(\" Percentage of Missing Values \\n\", missing_percentage)","metadata":{"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":" Percentage of Missing Values \n Number                   65.081728\nPrecipitation(in)        44.771263\nWind_Chill(F)            40.729888\nWind_Speed(mph)          10.567740\nEnd_Lat                   9.730270\nEnd_Lng                   9.730270\nVisibility(mi)            2.479796\nWeather_Condition         2.471986\nHumidity(%)               2.451997\nTemperature(F)            2.312797\nWind_Direction            2.183781\nPressure(in)              1.957882\nWeather_Timestamp         1.614148\nAirport_Code              0.227344\nTimezone                  0.118007\nZipcode                   0.038326\nSunrise_Sunset            0.003784\nCivil_Twilight            0.003784\nNautical_Twilight         0.003784\nAstronomical_Twilight     0.003784\nCity                      0.003716\ndtype: float64\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Getting List of Columns Having Null Values","metadata":{}},{"cell_type":"code","source":"null_cols = [i for i in data.columns if data[i].isnull().any()]\nprint(null_cols)","metadata":{"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"['End_Lat', 'End_Lng', 'Number', 'City', 'Zipcode', 'Timezone', 'Airport_Code', 'Weather_Timestamp', 'Temperature(F)', 'Wind_Chill(F)', 'Humidity(%)', 'Pressure(in)', 'Visibility(mi)', 'Wind_Direction', 'Wind_Speed(mph)', 'Precipitation(in)', 'Weather_Condition', 'Sunrise_Sunset', 'Civil_Twilight', 'Nautical_Twilight', 'Astronomical_Twilight']\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Checking Missing Values Pattern in Dataframe","metadata":{}},{"cell_type":"code","source":"mn.matrix(data[null_cols]);","metadata":{"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x720 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"Drop Four Columns [End_Lng, End_Lat, Number, TMC ] having high no. of Missing Values","metadata":{}},{"cell_type":"code","source":"new_data_a = data.drop(columns=[\"End_Lng\", \"End_Lat\", \"Number\"], axis=0)","metadata":{"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"markdown","source":"Drop Rows w.r.t to columns having least percentage of missing values (do not effect much to data with 4.2 million records)","metadata":{}},{"cell_type":"code","source":"new_data_b = new_data_a.dropna(subset = ['Visibility(mi)','Weather_Condition','Humidity(%)','Temperature(F)','Wind_Direction','Pressure(in)','Weather_Timestamp','Airport_Code','Timezone','Zipcode','Sunrise_Sunset','Civil_Twilight','Nautical_Twilight','Astronomical_Twilight','City','Description'])","metadata":{"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"new_data_b.isnull().sum()","metadata":{"trusted":true},"execution_count":21,"outputs":[{"execution_count":21,"output_type":"execute_result","data":{"text/plain":"ID                             0\nSeverity                       0\nStart_Time                     0\nEnd_Time                       0\nStart_Lat                      0\nStart_Lng                      0\nDistance(mi)                   0\nDescription                    0\nStreet                         0\nSide                           0\nCity                           0\nCounty                         0\nState                          0\nZipcode                        0\nCountry                        0\nTimezone                       0\nAirport_Code                   0\nWeather_Timestamp              0\nTemperature(F)                 0\nWind_Chill(F)            1090741\nHumidity(%)                    0\nPressure(in)                   0\nVisibility(mi)                 0\nWind_Direction                 0\nWind_Speed(mph)           229916\nPrecipitation(in)        1228285\nWeather_Condition              0\nAmenity                        0\nBump                           0\nCrossing                       0\nGive_Way                       0\nJunction                       0\nNo_Exit                        0\nRailway                        0\nRoundabout                     0\nStation                        0\nStop                           0\nTraffic_Calming                0\nTraffic_Signal                 0\nTurning_Loop                   0\nSunrise_Sunset                 0\nCivil_Twilight                 0\nNautical_Twilight              0\nAstronomical_Twilight          0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"final_data = new_data_b.drop(columns = 'ID', axis=0)","metadata":{"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"final_data.isnull().sum()","metadata":{"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"Severity                       0\nStart_Time                     0\nEnd_Time                       0\nStart_Lat                      0\nStart_Lng                      0\nDistance(mi)                   0\nDescription                    0\nStreet                         0\nSide                           0\nCity                           0\nCounty                         0\nState                          0\nZipcode                        0\nCountry                        0\nTimezone                       0\nAirport_Code                   0\nWeather_Timestamp              0\nTemperature(F)                 0\nWind_Chill(F)            1090741\nHumidity(%)                    0\nPressure(in)                   0\nVisibility(mi)                 0\nWind_Direction                 0\nWind_Speed(mph)           229916\nPrecipitation(in)        1228285\nWeather_Condition              0\nAmenity                        0\nBump                           0\nCrossing                       0\nGive_Way                       0\nJunction                       0\nNo_Exit                        0\nRailway                        0\nRoundabout                     0\nStation                        0\nStop                           0\nTraffic_Calming                0\nTraffic_Signal                 0\nTurning_Loop                   0\nSunrise_Sunset                 0\nCivil_Twilight                 0\nNautical_Twilight              0\nAstronomical_Twilight          0\ndtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"## Exploratory Data Analysis","metadata":{}},{"cell_type":"markdown","source":"### Location","metadata":{}},{"cell_type":"code","source":"state_counts = final_data[\"State\"].value_counts()\nfig = go.Figure(data=go.Choropleth(locations=state_counts.index, z=state_counts.values.astype(float), locationmode=\"USA-states\", colorscale=\"turbo\"))\nfig.update_layout(title_text=\"Number of Accidents for each State\", geo_scope=\"usa\")\nfig.show()","metadata":{"trusted":true},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/html":"        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "},"metadata":{}},{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"08284df5-7894-42f1-9fb3-26314ec66d86\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"08284df5-7894-42f1-9fb3-26314ec66d86\")) {                    Plotly.newPlot(                        \"08284df5-7894-42f1-9fb3-26314ec66d86\",                        [{\"colorscale\": [[0.0, \"#30123b\"], [0.07142857142857142, \"#4145ab\"], [0.14285714285714285, \"#4675ed\"], [0.21428571428571427, \"#39a2fc\"], [0.2857142857142857, \"#1bcfd4\"], [0.35714285714285715, \"#24eca6\"], [0.42857142857142855, \"#61fc6c\"], [0.5, \"#a4fc3b\"], [0.5714285714285714, 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(!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"},"metadata":{}}]},{"cell_type":"code","source":"print(\"State Code: \", final_data.State.unique())\nprint(\"Total No. of State in Dataset: \", len(final_data.State.unique()))","metadata":{"trusted":true},"execution_count":27,"outputs":[{"name":"stdout","text":"State Code:  ['SC' 'NC' 'CA' 'NV' 'FL' 'CO' 'TN' 'NY' 'TX' 'AZ' 'NJ' 'MI' 'GA' 'VA'\n 'IN' 'LA' 'PA' 'MN' 'OH' 'CT' 'IL' 'MD' 'MO' 'OR' 'NE' 'OK' 'UT' 'WA'\n 'AL' 'WI' 'MA' 'DC' 'MS' 'KY' 'ME' 'IA' 'KS' 'WV' 'AR' 'ID' 'RI' 'WY'\n 'NM' 'MT' 'NH' 'DE' 'ND' 'SD' 'VT']\nTotal No. of State in Dataset:  49\n","output_type":"stream"}]},{"cell_type":"markdown","source":"- Total No. of State in Dataset:  49\n- There are 50 states in US\n- New York not in dataset","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (20,5))\nc = sns.countplot(x=\"State\", data=final_data, orient = 'v', palette = \"crest_r\", order = final_data['State'].value_counts().index)\nc.set_title(\"States with No. of Accidents\");","metadata":{"trusted":true},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"- California (CA) is the 3rd most largest state of US after Texas (TX) and Alaska (AL)\n- Also California (CA) is the most populated among all, followed by Texas (TX)\n- Alaska (AL) is the largest state but least populated state at 48th rank","metadata":{}},{"cell_type":"code","source":"print(\"City Code: \", final_data.City.unique())\nprint(\"Total No. of Cities in Dataset: \", len(final_data.City.unique()))","metadata":{"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"City Code:  ['Greenville' 'Charlotte' 'Los Gatos' ... 'Allons' 'Adolphus' 'Gowanda']\nTotal No. of Cities in Dataset:  11537\n","output_type":"stream"}]},{"cell_type":"markdown","source":"- Total No. of Cities in Dataset:  11537\n- There were 19,502 incorporated places registered in the United States","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (20,5))\nc = sns.countplot(x=\"City\", data=final_data, order=final_data.City.value_counts().iloc[:50].index, orient = 'v', palette = \"crest_r\")\nc.set_title(\"Top 50 Cities with Highest No. of Accidents\")\nc.set_xticklabels(c.get_xticklabels(), rotation=90)\nplt.show()","metadata":{"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABJ8AAAGRCAYAAADLvxKmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACF30lEQVR4nO3dd5hkRfXG8e/LLklxCYJKFCUKCCgLIvhDAQMGBBUFVEBEUUQBM5hIomIGA4oiSSQoEhUFiaIEd8kgKJIlBwGVtHh+f1Q1c6e3Z3a2b9WE3ffzPPPM9J3p03dmum/fe+rUKUUEZmZmZmZmZmZmNcwz1jtgZmZmZmZmZmZzLiefzMzMzMzMzMysGiefzMzMzMzMzMysGiefzMzMzMzMzMysGiefzMzMzMzMzMysGiefzMzMzMzMzMysGiefzMzMbFRI+j9JNwzz/eUk/VvSpNHcr/zYs9q35SWFpMkFH/NHkr44wp89QtKXSz32RCBpFUmXS3pU0m6j9JhnSNphiO8Vfw6YmZnNLZx8MjMzG6dyIqbz8T9JjzVuv6fQYxwh6cmux5rU+P7akqZL+m/+vPYs4q0n6beS/iXpQUmXStoRICL+GBGrNH72Fkmv7dyOiNsiYqGIeLrE7zY7ZrVvs6tXsqg7eRERH46I/fvf63YkvUbSHbP4mSPyPq/X2LaipKi/h3wGOC8inhMRB89iH2dIWqrtA0bEGyPiyLZxZkXSeZI+UPtxzMzMxgsnn8zMzMapnIhZKCIWAm4DNm9sO6bgQ329+Vid5I+k+YBTgJ8DiwJHAqfk7TOR9ErgHOB8YEXgucAuwBsL7quNvgeBsai6eiFw7XA/IOnZwDuAh4EiCVkzMzMrz8knMzOzCUbS/JK+K+nO/PFdSfPn771G0h2SPifp/lzB0+9F+WuAycB3I+KJXH0iYJMhfv4bwJERcWBE3B/J9Ih4V3Pf8tdHA8sBp+Vqq890VwZJWljSYZLukvRPSV/uVGXl6pvzJT2cf8/jh/hbHSnpk/nrpXP8jzRiPKhk2H1rhHyPpNvyY36+z79rZ98GVUflv8Fd+X/6gbyvKzbusqik3+RpaJdIWqFx31UlnZV/nxskvavxvTdJui7f75+SPpWTNmcASzUq3oaqHDoSWFPSq4f4PZaSdGp+7BslfXA2/gZvlXRtrpQ7T9JL8vZzgI2B7+d9W3mIEO8A/gXsBwyaLidpMUmH57/nQ5JObnxvC0lXSHpE0j8kbZa3P1ORJGmSpG/m//VNwJu74g/3/HyfpAvz/R+SdLOkN+bvHQD8X+N3+35+Dn5H0r35OX2VpDVG+nc0MzMb75x8MjMzm3g+D6wPrA2sBawHfKHx/RcAiwNLky7ID5W0CkP7SE4cTJf0jsb21YGrIqI5xeqqvH0QSc8CXgn8aiS/QERsx+Bqrq/3+LEjgRmkKqqXAa8HOlOV9gfOJFVkLQN8b4iHOp+URAN4NXBT/gywEfDHrt9vVvv2KmAVYFPgS51kSVs5+fEJ4LWk37dXomdbYF/S73wjcEC+77OBs4BfAM/LP/dDSZ3/02HAhyLiOcAawDkR8R9SRdqdjYq3O4fYvf8CX+k8Xg/HAncASwFbAV+RtOkIfueV8333AJYAfktK+M0XEZsAfwQ+mvftb0OE2SHHOA5YVdLLG987GngW6fn6POA7+XHXA44CPg0sQnoe3NIj9geBt5Cee1Pz79Y03PMT4BXADaTX4teBwyQpIj7f9bt9NN93I2DlvE9bAw8M8TubmZlNOE4+mZmZTTzvAfaLiHsj4j5SQmK7rp/5Yq5WOh/4DfCu7iDZwcBKpIvzLwJHSNowf28h0nSmpoeB5/SIsyjpvOKu2f1lepH0fFJyZI+I+E9E3EtKHmyTf+Qp0rSspSLi8Yi4cIhQ5wP/J2ke0sX914HO7/fq/P3ZsW9EPBYRVwJXkpJ/Q/lUruj5l6R/kRJ3Q3kXcHhEXBsR/yX9T7v9OiIujYgZwDGk5COkBMktEXF4RMyIiMuAExlIljwFrCZpSkQ8lL8/u34MLNep3umQtCwpIffZ/H+4AvgpMz8fe9ka+E1EnBURTwHfBBYENhjJDklajlQd9YuIuAc4m1z9JGlJ0vPnw/l3fiq/FgB2An6WH/d/EfHPiLi+x0O8i1T1d3tEPAh8tfHYs3p+AtwaET/J01iPBJYEnj/Er/MU6XW1KqCI+GtEFHktmZmZjQdOPpmZmU08SwG3Nm7fmrd1PJQrW4b6/jMi4rKIeCAnLX5LSmq8PX/738CUrrtMAR7tEeoh4H+kC+wSXgjMC9zVSN78mJQkg9SMWsCledrW+3sFiYh/kH6PtUlTnU4H7syVYP0kn+5ufP1fUoJuKN+MiEU6H8Caw/zsUsDtjdu39/iZoR77hcAruhJd7yFVwEGamvYm4FalqYqvHGY/eoqIJ0jVZvuT/u7N/X4wIprPiVtJVXezMuh5HBH/I/3eI7kvpATXX3PCC9Jz992S5gWWzfv1UI/7LQv8Y4T71/w/NF9zs3p+QuP/lROKMMTzJSLOAb4P/AC4R9Khkrpfe2ZmZhOWk09mZmYTz52ki9+O5fK2jkXzVKyhvj+cYCC5cC2p108z2bAmPZpA54vri0iJjpEabsW024EngMUbCZwpEbF6fry7I+KDEbEU8CHSNLMVh4h1PqkKaL6I+Ge+vT2pWuuKPvathrtI0wc7lp2N+94OnN9MdOXpXLsARMRfImILUmLkZOCEfL/Z/R0PBxYG3tbYdiewmKRmNdxywD9HEG/Q8zg/z5Yd4X0h/Q9fLOluSXcD3yZNcXsj6W+ymKRFetzvdmCFHtu73cXg/8NyXTGGfH6OwEx/+4g4OCLWIU0TXJk0LdDMzGyO4OSTmZnZxHMs8AVJS0haHPgSaUW6pn0lzSfp/0jTsn7ZK5CkrSQtJGkeSa8H3gucmr99HvA0sJtSk/OP5u3nDLFfnwHeJ+nTkp6b468l6bghfv4e4MW9vpGnHJ0JfEvSlLx/Kyg3vZb0TkmdZM1DpIv5p4d4nPOBjwIXNH6vjwEXdlb2m519q+QEYEdJL8n9s740G/c9HVhZ0naS5s0f6+ZY80l6j6SF89S2Rxj4O90DPFfSwiN5kDzdbx/gs41ttwN/Br4qaQFJa5KmtY1kNcYTgDdL2jRXK32SlND586zumKu3ViD1O1s7f6xB6nu1Q37+nEFKSi6a/yYb5bsfRvpbb5qfV0tLWnWI/dtN0jKSFgX2bPzewz4/R2DQ8yv/v16R/w7/AR5n6OezmZnZhOPkk5mZ2cTzZWAaqYfQ1cBleVvH3aSEzJ2kJMCHh+hpA7A7qdLkX6TV6j4YEecBRMSTwJakCpN/Ae8HtszbZxIRfyathLcJcJOkB4FDSY2ke/kqKYn2L0mf6vH97YH5gOvy7/MrBqb1rQtcIunfpGTZ7hFx8xCPcz6pn04n+XQhqRH1BUP8/Ej2raiIOIPUf+tcUjPxi/K3nhjBfR8lNazehvQ/vxs4EJg//8h2wC2SHgE+TEowkp8Tx5L+V//S0KvdNR3LzH29tgWWz499ErB3RJwFIOlHkn40xH7fkPfle8D9wOakJu89n19ddgBOiYircxXc3RFxN3AQ8BZJi+Xf+yngeuBeUmNzIuJSYEdSj6aHSc+PF878EPwE+D2pt9dlwK+7vj/c83NWDgK2UloJ72DSdNaf5Di3kpqNf3OEsczMzMY9dS3wYmZmZhOYpNcAP4+IZWbxozaO5VX0rgHmzxVHZmZmZhOWK5/MzMzMxgFJb8vT5BYlVS6d5sSTmZmZzQmcfDIzMzMbHz4E3Edaie1pYJex3R0zMzOzMjztzszMzMzMzMzMqqlW+SRpFUlXND4ekbSHpMUknSXp7/nzoo377CXpRkk3SHpDY/s6kq7O3zu4s+RzXnnn+Lz9EknL1/p9zMzMzMzMzMxs9lVLPkXEDRGxdkSsDawD/Je0AsqewNkRsRJwdr6NpNVIq7SsDmxGWhp3Ug53CLAzsFL+2Cxv3wl4KCJWJK1YcmCt38fMzMzMzMzMzGbf5FF6nE2Bf0TErZK2AF6Ttx8JnAd8FtgCOC4ingBulnQjsJ6kW4ApEXERgKSjSMs+n5Hvs0+O9Svg+5IUw8wlXHzxxWP55Zcv+buZmZmZmZmZmc3Vpk+ffn9ELNHre6OVfNoGODZ//fyIuAsgIu6S9Ly8fWng4sZ97sjbnspfd2/v3Of2HGuGpIeB5wL3Nx9c0s6kyimWW245pk2bVujXMjMzMzMzMzMzSbcO9b3qq91Jmg94K/DLWf1oj20xzPbh7jN4Q8ShETE1IqYusUTPJJyZmZmZmZmZmVVQPfkEvBG4LCLuybfvkbQkQP58b95+B7Bs437LAHfm7cv02D7oPpImAwsDD1b4HczMzMzMzMzMrA+jkXzaloEpdwCnAjvkr3cATmls3yavYPciUmPxS/MUvUclrZ9Xudu+6z6dWFsB5wzX78nMzMzMzMzMzEZX1Z5Pkp4FvA74UGPz14ATJO0E3Aa8EyAirpV0AnAdMAPYNSKezvfZBTgCWJDUaPyMvP0w4OjcnPxBUm8pMzMzMzMzMzMbJzS3FQpNnTo13HDczMzMzMzMzKwcSdMjYmqv743GtDszMzMzMzMzM5tLOflkZmZmZmZmZmbVOPlkZmZmZmZmZmbVOPlkZmZmZmZmZmbVOPlkZmZmZmZmZmbVTB7rHRgr671q1yJxLr3wB0XimJmZmZmZmZnNieba5FNN6776Y61j/OX87xXYEzMzMzMzMzOzseVpd2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVk3V5JOkRST9StL1kv4q6ZWSFpN0lqS/58+LNn5+L0k3SrpB0hsa29eRdHX+3sGSlLfPL+n4vP0SScvX/H3MzMzMzMzMzGz21K58Ogj4XUSsCqwF/BXYEzg7IlYCzs63kbQasA2wOrAZ8ENJk3KcQ4CdgZXyx2Z5+07AQxGxIvAd4MDKv4+ZmZmZmZmZmc2GasknSVOAjYDDACLiyYj4F7AFcGT+sSOBLfPXWwDHRcQTEXEzcCOwnqQlgSkRcVFEBHBU1306sX4FbNqpijIzMzMzMzMzs7FXs/LpxcB9wOGSLpf0U0nPBp4fEXcB5M/Pyz+/NHB74/535G1L56+7tw+6T0TMAB4Gnlvn1zEzMzMzMzMzs9lVM/k0GXg5cEhEvAz4D3mK3RB6VSzFMNuHu8/gwNLOkqZJmnbfffcNv9dmZmZmZmZmZlZMzeTTHcAdEXFJvv0rUjLqnjyVjvz53sbPL9u4/zLAnXn7Mj22D7qPpMnAwsCD3TsSEYdGxNSImLrEEksU+NXMzMzMzMzMzGwkqiWfIuJu4HZJq+RNmwLXAacCO+RtOwCn5K9PBbbJK9i9iNRY/NI8Ne9RSevnfk7bd92nE2sr4JzcF8rMzMzMzMzMzMaByZXjfww4RtJ8wE3AjqSE1wmSdgJuA94JEBHXSjqBlKCaAewaEU/nOLsARwALAmfkD0jNzI+WdCOp4mmbyr+PmZmZmZmZmZnNhqrJp4i4Apja41ubDvHzBwAH9Ng+DVijx/bHyckrMzMzMzMzMzMbf2r2fDIzMzMzMzMzs7mck09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlaNk09mZmZmZmZmZlbN5LHeARu5dTfZrUicv5xzcJE4ZmZmZmZmZmaz4sonMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrxsknMzMzMzMzMzOrpmrySdItkq6WdIWkaXnbYpLOkvT3/HnRxs/vJelGSTdIekNj+zo5zo2SDpakvH1+Scfn7ZdIWr7m72NmZmZmZmZmZrNnNCqfNo6ItSNiar69J3B2RKwEnJ1vI2k1YBtgdWAz4IeSJuX7HALsDKyUPzbL23cCHoqIFYHvAAeOwu9jZmZmZmZmZmYjNBbT7rYAjsxfHwls2dh+XEQ8ERE3AzcC60laEpgSERdFRABHdd2nE+tXwKadqigzMzMzMzMzMxt7tZNPAZwpabqknfO250fEXQD58/Py9qWB2xv3vSNvWzp/3b190H0iYgbwMPDc7p2QtLOkaZKm3XfffUV+MTMzMzMzMzMzm7XJleNvGBF3SnoecJak64f52V4VSzHM9uHuM3hDxKHAoQBTp06d6ftmZmZmZmZmZlZH1cqniLgzf74XOAlYD7gnT6Ujf743//gdwLKNuy8D3Jm3L9Nj+6D7SJoMLAw8WON3MTMzMzMzMzOz2Vct+STp2ZKe0/kaeD1wDXAqsEP+sR2AU/LXpwLb5BXsXkRqLH5pnpr3qKT1cz+n7bvu04m1FXBO7gtlZmZmZmZmZmbjQM1pd88HTsr9vycDv4iI30n6C3CCpJ2A24B3AkTEtZJOAK4DZgC7RsTTOdYuwBHAgsAZ+QPgMOBoSTeSKp62qfj7mJmZmZmZmZnZbKqWfIqIm4C1emx/ANh0iPscABzQY/s0YI0e2x8nJ6/MzMzMzMzMzGz8qb3anZmZmZmZmZmZzcWcfDIzMzMzMzMzs2pq9nyyCWLq6/YoEmfaWd+dOfZmH28f93ffaR3DzMzMzMzMzMaGK5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKwaJ5/MzMzMzMzMzKya6sknSZMkXS7p9Hx7MUlnSfp7/rxo42f3knSjpBskvaGxfR1JV+fvHSxJefv8ko7P2y+RtHzt38fMzMzMzMzMzEZuNCqfdgf+2ri9J3B2RKwEnJ1vI2k1YBtgdWAz4IeSJuX7HALsDKyUPzbL23cCHoqIFYHvAAfW/VXMzMzMzMzMzGx2VE0+SVoGeDPw08bmLYAj89dHAls2th8XEU9ExM3AjcB6kpYEpkTERRERwFFd9+nE+hWwaacqyszMzMzMzMzMxl7tyqfvAp8B/tfY9vyIuAsgf35e3r40cHvj5+7I25bOX3dvH3SfiJgBPAw8t3snJO0saZqkaffdd1/LX8nMzMzMzMzMzEaqWvJJ0luAeyNi+kjv0mNbDLN9uPsM3hBxaERMjYipSyyxxAh3x8zMzMzMzMzM2ppcMfaGwFslvQlYAJgi6efAPZKWjIi78pS6e/PP3wEs27j/MsCdefsyPbY373OHpMnAwsCDtX4hMzMzMzMzMzObPdUqnyJir4hYJiKWJzUSPyci3gucCuyQf2wH4JT89anANnkFuxeRGotfmqfmPSpp/dzPafuu+3RibZUfY6bKJzMzMzMzMzMzGxs1K5+G8jXgBEk7AbcB7wSIiGslnQBcB8wAdo2Ip/N9dgGOABYEzsgfAIcBR0u6kVTxtM1o/RJmZmZmZmZmZjZro5J8iojzgPPy1w8Amw7xcwcAB/TYPg1Yo8f2x8nJKzMzMzMzMzMzG39qr3ZnZmZmZmZmZmZzsRElnySdPZJtZmZmZmZmZmZmTcNOu5O0APAsYHFJiwLK35oCLFV538zMzMzMzMzMbIKbVc+nDwF7kBJN0xlIPj0C/KDebpmZmZmZmZmZ2Zxg2ORTRBwEHCTpYxHxvVHaJ7NZWudNnywSZ/pvv1UkjpmZmZmZmZn1NqLV7iLie5I2AJZv3icijqq0X2ZmZmZmZmZmNgcYUfJJ0tHACsAVwNN5cwBOPpmZmZmZmZmZ2ZBGlHwCpgKrRUTU3BkzMzMzMzMzM5uzzDPCn7sGeEHNHTEzMzMzMzMzsznPSCufFgeuk3Qp8ERnY0S8tcpemZmZmZmZmZnZHGGkyad9au6EmZmZmZmZmZnNmUa62t35tXfEzMzMzMzMzMzmPCNd7e5R0up2APMB8wL/iYgptXbMzMzMzMzMzMwmvpFWPj2neVvSlsB6NXbIzMzMzMzMzMzmHCNd7W6QiDgZ2KTsrpiZmZmZmZmZ2ZxmpNPu3t64OQ8wlYFpeGZmZmZmZmZmZj2NdLW7zRtfzwBuAbYovjdmZmZmZmZmZjZHGWnPpx1r74iZmZmZmZmZmc15RtTzSdIykk6SdK+keySdKGmZ2jtnZmZmZmZmZmYT20gbjh8OnAosBSwNnJa3mZmZmZmZmZmZDWmkyaclIuLwiJiRP44Alqi4X2ZmZmZmZmZmNgcYafLpfknvlTQpf7wXeKDmjpmZmZmZmZmZ2cQ30uTT+4F3AXcDdwFbAW5CbmZmZmZmZmZmwxrRanfA/sAOEfEQgKTFgG+SklJmZmZmZmZmZmY9jbTyac1O4gkgIh4EXlZnl8zMzMzMzMzMbE4x0uTTPJIW7dzIlU8jrZoyMzMzMzMzM7O51EgTSN8C/izpV0CQ+j8dUG2vzMzMzMzMzMxsjjCi5FNEHCVpGrAJIODtEXFd1T0zMzMzMzMzM7MJb8RT53KyyQknm6O9fPNPF4lz2WnfKBLHzMzMzMzMbKIbac+n2SZpAUmXSrpS0rWS9s3bF5N0lqS/58/NXlJ7SbpR0g2S3tDYvo6kq/P3DpakvH1+Scfn7ZdIWr7W72NmZmZmZmZmZrOvWvIJeALYJCLWAtYGNpO0PrAncHZErAScnW8jaTVgG2B1YDPgh5Im5ViHADsDK+WPzfL2nYCHImJF4DvAgRV/HzMzMzMzMzMzm03Vkk+R/DvfnDd/BLAFcGTefiSwZf56C+C4iHgiIm4GbgTWk7QkMCUiLoqIAI7quk8n1q+ATTtVUWZmZmZmZmZmNvZqVj4haZKkK4B7gbMi4hLg+RFxF0D+/Lz840sDtzfufkfetnT+unv7oPtExAzgYeC5PfZjZ0nTJE277777Cv12ZmZmZmZmZmY2K1WTTxHxdESsDSxDqmJaY5gf71WxFMNsH+4+3ftxaERMjYipSyyxxCz22szMzMzMzMzMSqmafOqIiH8B55F6Nd2Tp9KRP9+bf+wOYNnG3ZYB7szbl+mxfdB9JE0GFgYerPE7mJmZmZmZmZnZ7Ku52t0SkhbJXy8IvBa4HjgV2CH/2A7AKfnrU4Ft8gp2LyI1Fr80T817VNL6uZ/T9l336cTaCjgn94UyMzMzMzMzM7NxYHLF2EsCR+YV6+YBToiI0yVdBJwgaSfgNuCdABFxraQTgOuAGcCuEfF0jrULcASwIHBG/gA4DDha0o2kiqdtKv4+Zq28bMvPtI5x+clfL7AnZmZmZmZmZqOnWvIpIq4CXtZj+wPApkPc5wDggB7bpwEz9YuKiMfJySuzudVab/9skThX/vrAInHMzMzMzMzMmkal55OZmZmZmZmZmc2dnHwyMzMzMzMzM7NqnHwyMzMzMzMzM7NqajYcN7MJbM137lkkzlW//FqROGZmZmZmZjYxufLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqcfLJzMzMzMzMzMyqmTzWO2Bmc5+Xbr1X6xhXH//VAntiZmZmZmZmtbnyyczMzMzMzMzMqnHlk5nNMdZ49+eKxLnmF18pEsfMzMzMzMxc+WRmZmZmZmZmZhU5+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtVMHusdMDMb79Z47+eLxLnm5wcUiWNmZmZmZjaRuPLJzMzMzMzMzMyqceWTmdkYWX2HMhVV1x7piiozMzMzMxu/XPlkZmZmZmZmZmbVOPlkZmZmZmZmZmbVeNqdmdkcaPUdv1AkzrWHf7lIHDMzMzMzm3tVq3yStKykcyX9VdK1knbP2xeTdJakv+fPizbus5ekGyXdIOkNje3rSLo6f+9gScrb55d0fN5+iaTla/0+ZmZmZmZmZmY2+2pWPs0APhkRl0l6DjBd0lnA+4CzI+JrkvYE9gQ+K2k1YBtgdWAp4A+SVo6Ip4FDgJ2Bi4HfApsBZwA7AQ9FxIqStgEOBLau+DuZmc3VVv/AF4vEufan+xeJY2ZmZmZm41+1yqeIuCsiLstfPwr8FVga2AI4Mv/YkcCW+estgOMi4omIuBm4EVhP0pLAlIi4KCICOKrrPp1YvwI27VRFmZmZmZmZmZnZ2BuVhuN5OtzLgEuA50fEXZASVMDz8o8tDdzeuNsdedvS+evu7YPuExEzgIeB5/Z4/J0lTZM07b777iv0W5mZmZmZmZmZ2axUTz5JWgg4EdgjIh4Z7kd7bIthtg93n8EbIg6NiKkRMXWJJZaY1S6bmZmZmZmZmVkhVZNPkuYlJZ6OiYhf58335Kl05M/35u13AMs27r4McGfevkyP7YPuI2kysDDwYPnfxMzMzMzMzMzM+lGt4XjuvXQY8NeI+HbjW6cCOwBfy59PaWz/haRvkxqOrwRcGhFPS3pU0vqkaXvbA9/rinURsBVwTu4LZWZmE8gaHyrTyPyaH7uRuZmZmZnZeFNztbsNge2AqyVdkbd9jpR0OkHSTsBtwDsBIuJaSScA15FWyts1r3QHsAtwBLAgaZW7M/L2w4CjJd1IqnjapuLvY2ZmZmZmZmZms6la8ikiLqR3TyaATYe4zwHAAT22TwPW6LH9cXLyyszMzMzMzMzMxp9RWe3OzMzMzMzMzMzmTk4+mZmZmZmZmZlZNU4+mZmZmZmZmZlZNU4+mZmZmZmZmZlZNU4+mZmZmZmZmZlZNdVWuzMzMxsPXrrLl4rEufqQ/QbdXuujexeJe+X39y0Sx8zMzMxsvHLyyczMbBx52W5lklqXH+yklpmZmZmND04+mZmZzSXW+fg+ReJM/87gOOt9qkzcS79ZJo6ZmZmZjS/u+WRmZmZmZmZmZtU4+WRmZmZmZmZmZtV42p2ZmZmNS6/8TJm+VRd9vUwfLTMzMzPrj5NPZmZmNtfZcK/9Zv1DI/Cnr5ZZTdHMzMxsTuZpd2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo2TT2ZmZmZmZmZmVo0bjpuZmZkVstEX9i8S54Ivf7FIHDMzM7PxwJVPZmZmZmZmZmZWjZNPZmZmZmZmZmZWjZNPZmZmZmZmZmZWjXs+mZmZmY1zG3+pTC+pc/dzLykzMzMbfU4+mZmZmc3FXrvvl1vH+MPeX5hp2xu+fEDruAC//8Lni8QxMzOzsePkk5mZmZlNGG/6yleKxPnt5z5XJI6ZmZnNmns+mZmZmZmZmZlZNa58MjMzMzMDNj/wq61jnPbZvWbatuU3v9Y6LsDJn9qzSBwzM7PR5sonMzMzMzMzMzOrxpVPZmZmZmYT0FbfObBInF99/LNF4piZmQ3FlU9mZmZmZmZmZlaNK5/MzMzMzGyQrQ/+eusYx+/2mQJ7YmZmc4JqlU+SfibpXknXNLYtJuksSX/PnxdtfG8vSTdKukHSGxrb15F0df7ewZKUt88v6fi8/RJJy9f6XczMzMzMzMzMrD81K5+OAL4PHNXYtidwdkR8TdKe+fZnJa0GbAOsDiwF/EHSyhHxNHAIsDNwMfBbYDPgDGAn4KGIWFHSNsCBwNYVfx8zMzMzM2vhPT/4RpE4x+z66SJxzMxsdFRLPkXEBT2qkbYAXpO/PhI4D/hs3n5cRDwB3CzpRmA9SbcAUyLiIgBJRwFbkpJPWwD75Fi/Ar4vSRERdX4jMzMzMzMbj7b/8TeLxDnqQ5+aadv7f9o+9s8+MHPcnQ//Vuu4AIfu+MkicczMahrtnk/Pj4i7ACLiLknPy9uXJlU2ddyRtz2Vv+7e3rnP7TnWDEkPA88F7q+3+2ZmZmZmZuPXR476dpE4P9z+E0XimJnB+Gk4rh7bYpjtw91n5uDSzqSpeyy33HL97J+ZmZmZmdlca7djvlMkzsHv+fhM2z553HeLxP7WNnsUiWNm5Y128ukeSUvmqqclgXvz9juAZRs/twxwZ96+TI/tzfvcIWkysDDwYK8HjYhDgUMBpk6d6ml5ZmZmZmZmc7jP/vKgInEOfOfuReKYzc1GO/l0KrAD8LX8+ZTG9l9I+jap4fhKwKUR8bSkRyWtD1wCbA98ryvWRcBWwDnu92RmZmZmZmY1feHXBxeJ8+W371YkjtlEUC35JOlYUnPxxSXdAexNSjqdIGkn4DbgnQARca2kE4DrgBnArnmlO4BdSCvnLUhqNH5G3n4YcHRuTv4gabU8MzMzMzMzswlp31O+N+sfGoG9t/jYoNtfOf0HReJ+7i27Drr9zTN+WCTup974kZm2HXTmIUVi7/76XYrEsXZqrna37RDf2nSInz8AOKDH9mnAGj22P05OXpmZmZmZmZmZzcoPz/5RkTgf2fTDReLMLcZLw3EzMzMzMzMzswnpJ+f+uEicD278oSJxxhsnn8zMzMzMzMzMxqnDLyiT2Npxo8GJrZ9fWCbue18164TZPEUeyczMzMzMzMzMrAcnn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrBonn8zMzMzMzMzMrJoJn3yStJmkGyTdKGnPsd4fMzMzMzMzMzMbMKGTT5ImAT8A3gisBmwrabWx3SszMzMzMzMzM+uY0MknYD3gxoi4KSKeBI4DthjjfTIzMzMzMzMzs0wRMdb70DdJWwGbRcQH8u3tgFdExEe7fm5nYOd8cxXghhE+xOLA/YV2d7RiT7S4NWM7bv3YEy1uzdgTLW7N2BMtbs3YEy1uzdgTLW7N2BMtbs3YEy1uzdiOWz/2RItbM/ZEi1sz9kSLWzP2RItbM/ZEi1sz9uzEfWFELNHrG5PL7c+YUI9tM2XTIuJQ4NDZDi5Ni4ip/ezYWMWeaHFrxnbc+rEnWtyasSda3JqxJ1rcmrEnWtyasSda3JqxJ1rcmrEnWtyasR23fuyJFrdm7IkWt2bsiRa3ZuyJFrdm7IkWt2bsUnEn+rS7O4BlG7eXAe4co30xMzMzMzMzM7MuEz359BdgJUkvkjQfsA1w6hjvk5mZmZmZmZmZZRN62l1EzJD0UeD3wCTgZxFxbcGHmO2peuMg9kSLWzO249aPPdHi1ow90eLWjD3R4taMPdHi1ow90eLWjD3R4taMPdHi1oztuPVjT7S4NWNPtLg1Y0+0uDVjT7S4NWNPtLg1YxeJO6EbjpuZmZmZmZmZ2fg20afdmZmZmZmZmZnZOObkk5mZmZmZmZmZVePkk5mZmZmZmZmZVTOhG47XJGlRYNmIuGqs98XM2pP07Ij4z1jvx0hIWgv4v3zzjxFxZaG404DDgV9ExEMlYlpdkr4HDNmcMSJ2K/AYAt4DvDgi9pO0HPCCiLi0bewaJK0MHAI8PyLWkLQm8NaI+HKB2PMCuwAb5U3nAz+KiKdaxp0H2CoiTmi5i3MESZOA59M4D42I28Zuj2wkJC0A7ASsDizQ2R4R7y8U/0URcfOsts1mzGrHi1okfRM4vPAiShOWpA2A5Rl8vDiqQNxFgZUY/Fy+oEDcWudwu5PO4R4Ffgq8DNgzIs4sEX8ikXQi8DPgjIj431jvz5xI0teBLwOPAb8D1gL2iIift4rrhuMDJJ0HvJV0cLsCuA84PyI+USj+/MA7mPkAul+LmM8CPgksFxEflLQSsEpEnN5yd5G0AnBHRDwh6TXAmsBREfGvFjFXjYjrJb281/cj4rJ+Y9dU43/XFf95DH7za30SLumtNC6gIuK0tjG74j8HiIj4d8GYLwRWiog/SFoQmBwRj7aMuQHpTXqhiFgunxR8KCI+UmCXm49TJGGdTy4+CPw6b3obcGhEfK/lLiJpRWBHYGugk4g6Mwq8EUhaICIe79q2eETc32e8YY+7EfHtfuI24hc/dkpabLjvR8SDfcTcYRYxj5zdmD0e4xDgf8AmEfGS/Fw+MyLWLRC7+HFI0vnAp4EfR8TL8rZrImKNArF/CswLdP6u2wFPR8QHCsS+ICI2mvVPznbcqhckpd+fJH0M2Bu4h/S8y2FjzTZxG/GLv4/kuMWSGKNwfJsEHBkR720Tp0fcXwLXA+8G9iMlrf8aEbsXin9ZRLy8a9v0iFinRcxqx4vGY5R+jXyA9F49mfTaPjYiHm61k4PjF0/+SnptRPyha9sObd+jJB0NrEC6Lns6b462Ay/5b7w7sEyOvT5wUURs0jJuzXO4KyNiLUlvAHYFvkhKUva8ppqNuIsA2zPzNU7rwa2ux5mHdC7+SIFYryW9RtYHfgkcERHXt42bY+8eEQfNalufsatcm9VIsku6IiLWlvQ2YEvg48C5EbFWq52NCH/kD+Dy/PkDwL7566sKxv8dcDzwGdJFzyeBT7aM2Yl3Tb69IHBFof29gnQQWhH4B/Ad4LctYx6aP5/b4+OclrFXBn4CnAmc0/kYr/+7HPetwN+B/wA3k07Ery0Q96vA2cD788dZwFcL/S1eClwO3ArcBkwH1igQ94PAX4B/5NsrAWcXiHsJsGzn9Z23XVPob3EeMAVYrPG3+HbLmFcBz27cfnbJ41COOU9+7v0TuB3YF1isZcyrgfUbt98B/K1FvL3zxy/ya+Rb+eNvwE8L/A2KHzvza/im/Plp4H7ggfz1zSX/h4WfD5flz5c3tl1ZIG6V4xDwlx772+p/N9zvXeJvkeN8EfhUPh4t1vkotc/AG4BTSaOTlxWIW+v96UbguSX+pj1iV3kfybHOB9Yr8V5S+/iWH+P3wHyF/76X589X5c/zUuA8C1g1v2f8A3h74+N9bZ9zlY8XVV4jjfirAF8jnW/9Ati4QMyP5fema0nv21dT4BwDuIB08ftsUmLrNOBXBeL+lVwsUfIj/94LdJ4L+Tl4fIG41c7hGq+7g4C35a8vLxD3z8C3ScmcHTofhfb5F6Tz5GeTEtd3AZ8u+H9cGPgw6Vz2z/l3mLdlzJnePwv9nWtemxV7f2rc/9r8+SfAZvnr1udDnnY32GRJSwLvAj5fIf4yEbFZ4ZgrRMTWkrYFiIjH8hSKEv4XETNyxvO7EfE9SZe3CRgRO+fPGxfZw8F+CfyI9CJ5ehY/O7tq/O8A9idl7f8QES+TtDGwbYG4bwbWjlyKKulIUsJorwKxfwx8IiLOzbFfAxwKbNAy7q6kA+clABHx9zya2FpE3N71sij1/Fg4Ih7JI2iHR8TektpO1RWD9+/pvK2IPBqyI/Am4ETgGOBVpGTt2i1Cvxv4Wa4gXQp4LtD3CGJE7Jv390zg5ZErFyTtQ3qtt1X82BkRLwKQ9CPg1Ij4bb79RuC1bWJLOpce0++i5Sht9lQeCY/8WEswUJHSRq3j0P25Mrezv1uRTmhLeFrSChHxjxz7xZQ7XnSmJu3a2BbAi1vG7Txv30Q6Dl1Z6Dyg1vvT7UCxKo4u1d5HgGdFxKVdf9oZ/QQaheMbwC3AnySdSkqOdB67TVVVZ/rpvyStAdxNqpZoaxXgLcAiwOaN7Y+SEopt1Dxe1HqNdKqTVs0f9wNXAp+Q9KGI2KZF6N1JVb4PFNjNpleTBmavyLe/FBHHFoh7DfACyv3POh6PiMclIWn+SLMyVikQt+Y53PR8zHgRsFeegVDivXqBKDTLp4fV8nnye4DfAp8lDdR+o21gSc8F3kuqUL6cgfPZHYDX9BFvW9K57IvycbPjOaSBxLZqXpsVe39qOE3S9aRpdx/J54aPz+I+s+Tk02D7kUaK/hQRf8knnX8vGP/Pkl4aEVcXjPlkLivvvKmuADxRKPZT+YW4AwMnA/OWCJzfVN/MzCWebU6KZkTEIS13bSg1/ncAT0XEA5LmkTRPRJwr6cBCsRcBOtN8Fi4UE9KIzrmdGxFxnqRnF4j7REQ82TlwSprMML1uZsPteepdSJoP2I00klZCjYT14cAlkk7Kt7cEDisRWNJ04F853p4R0TlWXCJpwzaxI+JqSQcAR5MuGDaKiDvaxMyWA55s3H6SMhc7NY+d60bEhzs3IuIMSfu3jPmpxtcLkKoE2p5YdBwMnAQ8L/8PtwK+UCj2IpQ/Du1KSnivKumfpIqDUtOLPg2cK+km0gXDC0nJ2tY6yckKal2Q1Hp/ugk4T9JvaLzmWr7/d9R6H4E6SYxaxzeAO/PHPKSLpxIOVZqW+0VSld1C+etWIuIU4BRJr4yIi9rG61LzeFHlNSLp26Tz7nOAr8RA/70DJd3QMnyt5O+iwCtI1WvLAC+UpMjlErNL0mmk19pzgOskXcrg48VbW+7vHXm62cnAWZIeIr1e2qp2Dkfqt7Y2cFNE/DcnX0q8Px0t6YPA6Qz+G892q4Ae5lXqpbgl8P2IeEpS62OypF+TErNHA5tHROdYfLxSf9N+/Jl0TF+cVIna8Sipoq2ERahzbVb8/Ski9szHs0ci4mlJ/wG2aLujTj41RMQvaYw4RcRNpBP8Ul4FvE/SzaQXt2jf52Af0pSwZSUdA2xIoRPlHOfDwAERcbOkFwGtmow1nEbKnl5NmZNkSBnaj5AuooocPCVdTXohTwZ2zBckpf53kEYPFyKVKx8j6V7KXFB+Fbg8V0uINL/4cwXiAtwk6YukAz6kk7ibC8Q9X9LngAUlvQ74COl50taHSSXKSwN3kKZl7jrsPUauk7C+sFTCOiK+nauHXkX63+0YEa0qDhvemY9rz1Bu5hoRb28TWNJhpL4Ma5KmwJ4m6fsR8YM2cUnPs0vziVyQ+ie0bjRKmvLSfex8X4G4kE4CvkA6XgbpNdJq1Cwipndt+pNSL5PWIuKYnJjclPSc2zIiSiRoex2HWo/w5efwa3PSe54o0M+nEfts5f5fpH2+vpGkbUWpz9gnSH3Gdla5Ho21LkhqvT/dlj/myx8l1XofgTpJjFrHt2Z1VbHFNiLip/nL82lfsfcMSZ+JiK8D786Dnt2P23fvmZrHC+q9Rq4BvhAR/+3xvfVaxq6V/L0Y+FpE/CwP7BwI/In+q+K/2XJ/hhURb8tf7pPfoxYmnRO0jfvt/N68IYXO4TRzn9wXq9gkFyAlvb9BGkTtJIZKVOVCmi1xC6ly7wKlnnytez6Rpif/trkhV7A9ERFT+wkYEbeSpri+ssD+9VLlnCgr9v4kaZOIOEfS2xvbmj/y65nvNRvx+0xIz5FUeUWM/IKbSX6yt4n7XFLZr4CLo88Gv6NJ0lUFEjfdMXslQCIi+j54DvU/awRv+797NqmccR5S486FgZ+XGG3IFTnrkp4Xl0TE3W1j5riLknoEdZIjFwD7RMvV05QaEe4EvD7H/T3pzWWuOkipd9PqR6Plals5dvFmro04HydNz+2MuixM6n+1U4HY65CebwAXlErG1Tp25v/h3gw0lbyA1EewTSK8+byYB1gHODgiWk8TUIXFJRqxix2HVLFJc6+Tra7YrU628mMcT5pusH0+x1iQ1OB27T7jVV3AI78/PU7633Xen44pNV1HdRatqP4+UjqJUfH49kpSxUWxxTbyMXMf0oV1AH8E9m/7nJC0eUScpiEWWIg+mlbXPF40HqPKa0TS2RGx6ay29Rl7717bO8nKFnGXi66m5ZI2iparx+WB77siL2iSj5vPj4hbWsat+b5XtKF7TlZAqnpeh1SFI9I+XxIRrxrqviOM/w/gFaN1/ShpckS0StIOcT4707Y+Y7+dlDx9Hunv3Ck4mFIgdpVrs0b81u9PkvaN1Ebk8B7fjmi5uqmTTw0anRUx1qLg8puV36BWImVpV2PwKh6tM+G5jO/smCDLg9ZKCEg6MCI+O6ttfcSt9ryYaCQd3GPzw8C0SKX+/cT8TER8XdL36N2Hp+9RWkm3kBoSP0R6c1qEVDp7L/DBHhUwI4m5Kmlp7K+TjnEdU0iNH1fvd39HQ8kTuaEu1Btxx+uKmzeTnmsijazfDOwXERcWiH0FMJU03ed3pEqRVSLiTS3j9vpbPwzc2s+J51AXTR1tLp5qn2zlx5gWEVMlXd44x7gy+lw5RtJPIq3UeG6Pb0eU6QdWnFKvoKNJDdch9bPZPsbpsvK1kxilL1QbcS8hTaE9tdQ5raSzSMn0ThX8e4DXRESrnnY9Hqd1YrLm8aIWSQsAzyItwvMaeKZX0BTSkvIvKfhYNZK/S5OmKjefy22TT9OADSLiyXx7PlJ7lFarsXa97/2eNI20xPteczXPTr+nKDHgLuk40myUq/PtNYBPRcT7WsY9FdgmelfatSLpS722R5+rhUt6AWkmw89J/Zmar5EfRcSq/cTteowbSVP5irToqDlQNBpJ9tI87W6wGs26nqGZl9/8uaS+lt9svEEtnitRmi++pUrsL2ne8t6kVe42JpXxl6rzvBg4KY9SPkWLrPJojFgDl9EjIaBUYt1XQiB7Han5XtMbe2wbkZrPCw3Mv+8p+px/r4GpjUPFbfuGvQBpXnhnSu07SKu87CRp44jYo4+YnTekfueVD+d3wEkR8XsASa8HNgNOAH5I6qkwu6o1c5V0QkS8q8f/scgJ11AncqQRv358a5jvBS2apHcoVdF+ipl72rVpwF6rXxAMLC7xduCgKLC4RPZD4OUMjNKukb9+rqQPz+7gQ82LxYjYO38uNW29l6J9xiLig/lz0QU8JF0YEa+S9CgDCc9nPhcY/T2UmRet+AktFq2o/D7S6Ze0CmnEutOIdnNSIqZvFY5vg0T5xTYWi4hm/7ovS9qyZcxndCUmJek++kxMjkZyqUKFxIeAPUjna80L0keAtlPYgZmTv5KKJH/zoPLWwHUMPM+Clq8RYHIn8QQQqadbiem6xRdVymo1dAdYNRq9ZyPiGklrF4j7NHBFHshoTsXseyC1oTnldwHSuWibpM4bSC0SliGt0NfxKOXai9xTKvGUfQLYmd7nn23PO0v185tJ6cRhh5NPg9VcEQNSKfgrIs+9zwfqi4DZTj4x+A1qOgNJhmJvUMCCkfpfKNL0sn0k/ZF0otTWt0hzaq+O9uV3ryY1Zdy8x/eClnNTs6IJAUm7kHpRvFiDV0d7DmmOfL9qPi868+/fTlp5pDPyuS1pPne/3tLiviOxIrBJp9JC0iGkvk+vI/Ucm20RcVr+PNtTAUZgagxuVn2mpK9ExCckzd9PwKjbzHX3/LnW/7HoiVznQl3SApHL+Dty8raEzsqbP6Xgypv5oqG7ErVEf5jO4hLbU3ZxiVuAnToXNZJWI1Xe7U86Ls9W8mmIKsZnlDhRzq+xdzBz4rDVyVa2DwX7jA014NLR78BL5CkcEVHrpLbGohXV3kei7sp0NS9Uayy2ca6kbUjnPpAqq37TMmZTjcTkAqTz79UZfOxsXc1IqiYuViEREQcBB0n6WD8D0yNU/G+cbUl6LpdauKPjPklvjYhTASRtQaqWbKvWoko1V/P8q6SfMrifZInn3sn5o7iIGJRwkfRNBhL4/cQ7EjhS0jsi4sS2+zeEaUrT5E9mcDKu3/fUnXOxxRcios01Xq/YNZPspROHgKfdDaLULLizZPxD5GZd0XJecSP+1aRVkDrzlhcA/hIRL20Rc7eIOLhr2/wlDv6S/kSaIvgrUnLnn6RmgiV6jPweeGPk5SZLUG6cPKttfcaeFl0N7BpTKK6I2ezZodQPZ1HStMY9G996NMr0e6p24iLpgojYaFbbxgullWHWi4iH8+2FSfOsV1Vj+stsxqxSBZZjnwmcDRyXN21NSpRtRjpezPZ8dlWcJlhbHol7XbTsD9Ajbs1+AUX6aHXF3Js0DWM10nLFbyQ1ut+qQOzVSI35L4qIY5V6bGwdEV9rGXemY2NnW5/HzZ79YDpKJIMl/Y504TCdRuKw+wS6RfxifcbUe4pgR5S4uM7TBF5FOm5cGAX6ESk1176MwYtWTI2ILdvGrklpyem1OudXOVF5ZbSY5lHr+JZjL05abOO1pOfbmcBubc4xcjXcsxlYKGYeBi5QWlfFqcc01F7bZjPmL4HrSVN09iNNFfxrROw+7B1HFvtPEdFqpdiueKPRe6743zjHOIO0qEmxaXw57grAMaRBVZGSO9tHxI0t49Z63zuMVCVZfDXPfN24C4P7SR7SPZA2ninNyrg0Ilbq8/7vjYifS/okvc9nS/yd6/Q6ki6KiKLNzEdjUK7xWPOTpnG/oU0cVz41RN0VMaD38ps/axnzfaRlspsuIk11aGsP0hSu3Ugj1ZuQRghKuIu02sYZlDs4n8jMv/evSM352npQ0mcZnBB4SKlXw2wn0HIi5GFgWw3u97CQpIWiZb+HXD68ATOP3peoklhC0ovz64X8hr1Ev8E0MLVjpm9RZorH10nlxOflmBsBX8mv8z/0GbPmKizvJlUXnpxvX5i3TQLe1WfMmtMEgSrTDzqKrsyjgX4BC0p6GYOnpj6r5b52FF95k1RhsBZweUTsKOn5pMqq1iLiOkmfAlbO1VU3tD0Bz27IlYbN4+bf8gnMbPfLq1Rp2G2ZiNisRmClvhrHkk7eWq8+FnWnCHZK7t/JQPXwEZJ+Ge0XYXk/adGKX5Nef+fTcnW+UXgfgTor09VaeQxSFcp7mhskbUiL6uqK1XAdNVbTXTEi3ilpi4g4UtIvSD1++tZIDhWtkGB0KvlrrVj8X9K51tkUnLoVEf8A1ldaVVClrs0i4jrS9U3n9s1Aife9aqt55iTTd/JHaxq6bULn8Ur0qWrGnkS6XmhTSdypkl2ozX4Np+J765mS3gH8OspV//Tb9qUfz6LACoiufIJRbdbVGEUULVY10Sg0XKtJBVfb0Cg0U84jiHsz8L+7kHTy/DBp2ey+RmAkfZQ0FeMeBpJY0faAL+lo0rL3V9CYe18iAy5pM1KF4E150/KkFXRanczVpLS6xHqk/92lEXFnwdjzASvnmzdEgVXpctyFSo0g5tGy50TEfV3bnwc8UmLUTIUbNDbiFl2ZJ1fPvI/UaPQvDJ6aemShkeUaK29eGhHrSZoObEzqb3BNoePba4AjSdPkROpvt0O0bxS7IGl6cfO4+UPS6lDPmt3nt6TvRsQeQ1Uetqk4bDzGocD3otFXoxRJryYl4N4MXAocD5ze9vWXqzmbqyueT2pG32rqh6S/Ai+LwatMXRZlmx5PIk3DK7H0dnX5HK6zaEzrlelKH9+6Ylep7lRaCXp5Bg9slUiKdKoiOqvpwsBKoX2vpts4dl5AOh7dTToPaHM8rl51WMsQf+N9ouUqb0NVphaqSH0zM0+b7Ldhde0+o8XVShJJWjIi7lKl1djzYzRjzyD1Uype6VmCKs8SaFSOzmBglcxSgyPFDZU4jIjvt4rr5NPQb/4dJU4C8uMcHRHbzWrbCGM1L6Ca1QyPAke0OREY6sS+o8QJfklK87+3BN7K4HnEjwLHRcSfx2K/RiJfsL8iCvd7yBcNqxXMrHfHn5/UxBvg+mgxzVPSlIh4RL1XFGxbLYKkntMB215Y59ivofBFe65Y+ylll8c+FPhd93FB0nuAV0XELv3GbsQqOv2gts5JRte2ItN0a5D0Q1IzzW2ATwL/Bq4oMUKXE1rvjogb8u2VgWOj8NTBtiStExHTcxJnJhFxfoHHuI7UJ+5m0uh9sZWKGo8xiVRJ/EFgs7YnnpJOBK4hHYsAtiNNDxu2J9QI4p4BbNu5KJW0CPDziGjVXylXnnyYNDAynbQ8/bcj4hstYlZ7H6n9HlWapFeS2kfsweAKiSnA26LdFLafkZqhX8vgAbMSUzwnAb+P8ivnfYBUGb8maQbCQsCXIuJHJR+nhDwY/nBEHNa1/WPApIj4boHHeGdE/HJW2/qMXXwwTtKPSBUXG5POjbYiJQ936jNez0RLR78Jl5qDI6OYJFopIv6QBxoml6oyU8Hp25K+DtzU/fqV9HHgBdFitXBJm0fEaTUTqaVVft5VSRw6+TSKukec8hvt1RGxWouYxRuuDXVi31HoBH8J4DPMPJLRd8d/VWimXHukXfX62fyS1NuhZMP8ZvxiU/oknR4Rb6lRLZLjn9a4uQCpAmp6m+daI3bxi3bVWR77uqGOM5KuLVQ9cxCpEf3JlJl+0Ilb/FiR4/aqCijSq0nSvAzuy3Ae8ON+T8Tz3+CFwI0R8S9JywNTIuKq4e854vhXdSdXem3rI+5KpL523U3S276m3wb8tk3Se5jY1U7uc/wFSVNqtiZNEz89Ij7WMuaQvbX6jNcZ9V2OtLrbWfn260gXDtuU2N+c/F6HtLrr9DbPt5rvI12xm+cBncRkm9g1zoVeTeoP92HSwgcdjwKnRcTfW8Qe8r2kBKWpqdtFy6q90aLCzcwlXUNqav9k1/b5ST0fS0yDqlUR9xrqVNBeFRFrNj4vRJq29Po2cUsbjcGR/DgvIJ3HBuk5cXeBmB8krca2WESskN+7fxQRmxaI3T19e0ug7+nbeYBojejqGazU0PuqNufKo0Gp8nAlBh8v2gxYV33e5QHwZrVv6/NO93xqyBeOhwDPj4g1lEqL39rvC6QRdy/SiPWCkjql5QKeJE1fauNsSd+mYLl9qQPkLBxDmnLwFtIJ0g7AfcPeY9beJula4DHSikJrAXtExM+Hv9uwOnPia/X4qdXvYXHgOkmXdsUtMS2l55Q++ux90RlFj0pLyUfEoN4JkpYlTdEsYd5O4ik/1t9y4qGVKL88tob53jwtY3dMIfV8aJ4QluhRUfRYoYFpugtrcFPXKTROBlo6hLRqzg/z7e3ytg/MbqA8av8V4B/AiyTtHHnVn4KmKTVJ7Rzv3kOZPgKHk6aDfYc0ar0jwz8XR+qtwHeVptEcR6qWKJLAj4hbu062/hgRV5aIrdQb5hWk96cfAOd1n0D36TFJr4qIC/PjbEh6H+xXp5p6OqlvWcd5LWI2zZuPk1sC34+IpyS1Ggmt+T5S+T2q+LlQPoc7X9IRnaRpvjBbKNpPb7xI0mqR+uXU8DhwtaSzaKy0FH1Md9HotNQ4mtTM/A00mpm3iBfdiae88Ql1nRTMLklvBN4ELK3BTYqnkKoa2voW8PruwTja913tHMv+K2kp4AGg9WtRg/vEzUd6z/5P9FmJGhHT8+dq11D5fOBLpL5gAr4nab+IaNs/eFdSQusSgIj4u1JbhhK2ZfD07a+RFpzo99o6er1vRsT/CrxGqs78yf+/3YFlSNdQ65P6NPc92NB53gGLUXhQTtLupArtznn8MZIOjZYLWjn5NNhPSD2DfgwQEVcplYe3Sj5FxFeBr0r6akTs1X43BzmMVG7faUS8HemEv+9ye43OfOjnRsRhknZvnCi1PWC/PiI+k0fF7yBl2s8l9cXqS/PNJI9YL9dMNhRQqzHhPgVjdZtKhSl9kk4hXUieEhH/LRm7yx1AqZGRGhftNZbHvlfSehFxaXOjpHVpn/QFqjZoLH2sWIV0obcIg5u6Pkp6ky1h3Rg8teUcSf0mMPYAVo+I+5RWZD2GFssUD2EX0snnbqQT2gsYSJy1sWBEnC1J+SJ4H0l/JCWk+hap4fq8pBX/3g38UNJZETHbyb1uPU62fl7iZCs7nFQp2TaZ3G0X0tLTC5P+fw/SYnGQqD+14Mek6ogrgQtytVmRnk8130dyUu+KiPiPpPeSKte+G+0WCKlxLtTxVUmDpjdKajW9kVTZcpGku6kzLfU3+aOp33ONTnP0VUgVfJ3j5uakY1wJNZqZPz8i7une1movkztJieW3Mvg85VHg4wXiVxmMA05XmvL7DVLSIiiw2EZ0Nc+XtCUpAdOXUbp2+jQpkfNAfsznAn+m/eJVT0TEk53cjaTJ9P+663YLaWCv09twftJgWr/+K2ml7grOXK3VZtAF6i4mBCnxtC5ppduN82BokdY+1BmU24nUGuY/AJIOJCXLnHwq6FkRcWlX4rTkdKjTJT2768TloGhXzr9CRLyjcXtfSVe02st0YVZbZ/rJXUqNBO8kZYLb6LzJvYk09enBlknwZ0janHRQmo9UfbA2qcKsVRY8CvUT6xH3fA2ev/0sUrO4Eq4hTa8qPaXv26SpKF/LFVulmvE2GwfOA6xNuugpocZF+4dJy2MvTUqUnZkfo41PAydIOoKBk86pwPakHkKt1aocpfCxIiJOAU5RhWm6DU9LWiHSKj3kpFG/CYcnIzeKj4iblKZfFJVHyr6dP0p6PFdc/F1pcYV/klZDbC1Xy5xBem0vCGxBH5VlPVQ52QKIiN9J2kBp2mSxVUgj4gpgLUlT8u1SiZy3kFa6fSFpf4s0R42Ig2ms0ivpNlJlXAlV3keyQ0h/57VIU+U6Aw/DtiqYhRrnQh2rRepV9R7gt+TpjaSL+H79jDTIeTV9rPQ7AotExEHNDTkhPNs651eSziRNZXs0394HaN3fKOv8//6ltFLo3aSWBP36BvAbpWXkL8vb1iFVa7e6MM4VnFdKehD4TaGqy6bpFQbjiIj985cnSjodWCBazO6QNLnXRXlEnCxpz37jMnDt1Dlfa/4dSiXC7yAlCzseBW4vEPd8SZ0ZOq8jNeY/bRb3GVbj3PsJ4FqlasZnpm+3CP0l4AxJX2bw+exepMG6Nm5uOZgwK49HxOOSkDR/RFwvaZUSgSsNyonB565PU6B63cmnwe6XtAL5QlXSVpS9wO514nIU7U5cSpfbF+ttMQtfzqO0nySd1E+h/cjLaZKuJ/3+H1HqpVDihBNSJdF65GkHEXFFvoBoRfX62Twzf5s0RW5pUu+H1vO3qTSlrzHq22zG+zPSc6ONZkP+GaTEZN9LTTflUvjvA2eTTsRv6FUyP5sx7yedrBSTk+rrkU6K3pc3X0u6yL630MNUqRylzrEC4HJJu1KoV0eXTwPnSrqJ9Eb9QvpfSn4ZDZ4iMeh2P9NROmYxUvsEaXTyq9H/tLM9SI1idyMlMTamRUVOh9KKm9vkeOeRRsHfNdx9Zic8FU62oPyU5Ubc5zKwGmtIupA0ONJ2IYvvkqqory5Z6SrpK8DXY2B1rUVIr+8vtI1d8X0EYEZEhNIiJwfliqW2z+daxzeoML0RuC3KT/tt2oE0+NL0vh7bZsdypDYXHU/SLkHUdKhSD5cvkiqrFiJdHPclIo6SdB9pCt8apOPDtcDeEXFGgf2FlJz9rtJCBYdHuRVqP0yFCto8ePpJ0syDD0paTtL/RcTpfYa8FHi5Bk+7n4eUwOj79REDU1w3jMGLr+wp6U+k/2lb/wQuUarwDNKgy6XKU0yj/6mke5IGXq4GPkRKVretLqsyfTsizshVap8GOv0SrwHeEe1XqT2ZVBiCpBO7ijtKuCNX8Z0MnCXpIdKAQxEVBuUOJz3fOv+/LUm5i1bccLwhj04fSlol5CHSajfvjYhbCsW/LCJertR87Z/5xKVVk79cgXMkabWYTrn9+1pcLDRjr086GXoJqeJnEi3mQ4+GfBLwSEQ8nd+wpkSZZnyXRMQrJF0eA02gSzTkPZM0MvspGv0eosVqDTnuFeT52439vToiXtombo5Tc6Wp4s14c9ziK7DkuG8mJfX+QXr9vYi0Mt1snySq8hKvtUn6S0Ss2/Ua6bvpcW1KTfmvJ40QPdOrIyL6GmXvEX9+0nQP0WJFyFld3EaLKVIaftWfyaSLn306/8/xQtJxpLLyM/r9uw4T+xOk43DzZOvIiPjOkHcaeewqq5DmEeULGJhi/h7gNdFy1TClBTE2LV0h0TxGNLa1bnjciFXrfeR8Ur+uHUl9Nu8jTcNr/b5ag6TdSNVOVwJvJiVhfh4R/zfsHYeP+UNSsvA0yi4ssS3pWPwq4I+Nbz0HeLrNc1nS50nJ6ZNI761vA46P1BJjrpSrJLclPZeDdJF5bPS5upkqNntW6pU3Hdg+V1UvCFzU77lF41rscAbOtWaQpof9pFNp3GJ/rwA+2igK2AD4YYlzIY3S6uxzq67z15nepwo/1qtJ1+5nlLgm6TEodzxwZq8qv9mM21mpsJNQviciWiXMXPnUEBE3Aa+V9Gxgnn4PwsN4VKn5+HuBjfLIXKv50LXK7bPvk57Iv2Rgis6KbQLWvMCWtH3j6+a3Wo0qZ9dIejcwSWle8W6kedZt1er3UG3+dokkUy+q1IxXPVZgkbRDtFyBJfsWsHFE3JgfawVSv4p+Rig7o4/Thv2p8ato5ehQx4iOAsm44r06OvKx/Q0MrAi5qaS+RiXbJJdGEHtWVa7/yCcefclJkXd2Klzy4MBxEfGGfmMCRMvV1mYR+9uSzmPgZGvHaLEsdJdaU5YXi4GpKZCqabYsEPczwG/ze1LJBTEmKU05eAKeSRYVmU5a630k25qUINkpIu6WtBx9TmEbhePbTNMbgVsltZ3euCDpuVB6YYk/k14Xi5PeVzseBfpeXUnpJOgo0ntyJ+lW7DWdqxi2Z+bVf8f1YFGk6Zgnkv6fe5AScp+WdHD00d8uUrPnKyUtF+WnLa0QEVvnBCUR8ZjUqqfG8/IgwzVd24M0pbTt8e39wOG5ojGAh/O21moll5RmzezDzFOsW61Mm2NXmb5dSQzxdRGSjo6I7WDgWkqpInq7AuHfRxqU+1DJQbmIuIyBKcCdafLLtYnp5FODulbGyMe2h0lLAF9R4CFKnrj0XMWjczwucHLYiXOjpEmRGqQeLqltwqXmBfa6ja8XIE0xu4wyyaePAZ8nnXQdS7pI3X/Ye4xMrX4P56vw/O2OihVxtZrx1lqBBeDeTuIpuwnoaxpbRJyWP9du9lvLrqTK0VUl/ZNUOdpm+mDtJFzpXh1Np5FXbaJOX5RRExFtmoMvHgNTq4iIh1RgBR2l6RIHkvpHiYIns42Tw8t6bGur1iqk50raBjgh396KmZs29+MA4N+k99OSC2L8nLRSb6fy4P2kAYISqryP5ITyz5sVOPkiu9/zi+qDDEpNqr8CLBURb5S0GvBKWkybiEoLS+RE+K3AKzW4X+WCpARJX4PBERGSTo6IdWi8pgv6LXAxE+hYr9TD9P2kKcBHA+tFxL1KswX+Sv/97ZYk9fa5lMErFbY9vj2Znwedga0VaBw/+zCJND2yTFPYhnyceHVEdIoCFC36U/WIX6VVB+mY8HFShVnpc/DvUmH6diVrKa1KL2Zeob7EOcbqzRv5+VLiWgTStMnHI838WRlYlUJVVV1av2487a4hj3xPZeAi/c3AX0j/wF9GRKnl2VsbjdJLpY75ryXN+72bNCr1vhi8itO4lUcdji7wxldNHhH4I7AsA/0e9o2WPRVyCfROpNFJkZJlPy1x4Jc0jZkr4laKiM8ViL0BM48gtu2HMtP0yF7b+ox9CGk05wTSidE7gRuAP8HsT0VQmmK1O2m6FqQTwYPb/g1GU+nKUUnvjIhfzmpbH3E/AJwIrEm6YF0I+FJE/KhN3By7yPNropM0HXhbZyQ8X1SeFC2nV0m6Edg8yvUqacYeNP0rnxxeHRGrFYhdZcqy0pLhz2bg4nceBi7++j5hljQtIqa22bdhYr+RNEAk0tSAIlWHOXbx95Ec91Rgu8IXk8tHV2sHSetGxF8KxD6DdGz7fL4YngxcHi2mCUpagHRuUaNXHmr0q4yIFXKl+Y8iou9+lZJ+ABxR4m/aI3ax6aKjRdJRpPPBmaq/JW0aEWf3GbfW8e11pH5wq5EWYNmQdC1yXp/xqv7PJJ0XEa+pFLtWq45LIuIVBXaxV+wq07cnEqVZT58jJdI7zedF6j93aETsVeAxppOqOxclJcSnAf+NiKI9ZCXdFhGtKp+cfGqQ9HtSw7J/59sLAb8ilaNOb3vymU8QO3/w+UhT7v4dEQv3GW8SsFsU6EUxRPwXAveQ9vXjpLmpP+yq9JjdmMMmVUomipQabV4dEau2iHEaw5fGj9vEVi2dC5LmBbakP0fEBi3j9mzG27Z8XdLPSP/Dzsoj7wUmlRjBzSP3Q4nZOSFXmjb6ceATpBFakfqVfIPU3LbExdMSpB4gq1F21KyT7N2b1AsF4HxS0+NWF2q9ThTH+wm/0gppZ0fEmQVjbhhdjfJ7bRtPlHoQHEp6LkB6buzcNtEg6U8xuKFraz1ODjuje8VODvPjzLQKaalEbWmSvgacU/J5XFut95Ec+wRgfeAsBld2tGkXMJ20Kug/8+1Xk5qDl+jPWLwPn+r3yruCwv0qJV1HGtC5hfR/61QxlBiA+jipOvB0BlczPtgybs+qtYho3ex3NEhaHHigVKWL0qIK65P+dxdHWpil31jPvB5qkHQA6XrpeAYfJ1pX3kmaHhHrdJ1/nx8RfS1cpYFp9e8iVYT9msHP4xL7vC5ppkjR6duSvk5a0OYx0jTrtYA9IuLnw95xDEn6aqlziR6xO73MPgYsGKnFTV/PdQ09LVzADm0rwDztbrDuFTGeAl4YaX5x6/mTEfGc5m2lngzrtYj3tKS3AlWSTxFxa75YLTnP+JWkZUGPBS6hYNlrV6JoEmla2AlD32NEWi1tO5RhXthA+34BqjvH+r9KDbyvyAf/u0ij7m1NpUIzXmAXBq/Acj4FVmCB4lMQPkKqErmlse0cSe8gzeMuUf10DOmE6M00Rs0KxIW0otQ1DKw6th1p1P3tQ95jGLky4k3A0hq82tsUUnPQViqf3F8MnJQrEJ+izOvve+RVWGaxbbapUr+HiPhdPrntXDR8vM1FQ8M0pd4+J1Oo6XGk5sNfrXxyWG0VUqV+WisxOKnctq/drsBn8vlPqefxUANxpRYzqfU+AmkqY4npjE0fBk5Wmgr1ctIx6U2FYv8nX7R3piutT2olMds0sDx9tV55WY1+lW9svVdDe5I0QPR5BvYzgLa9co4gV63l238jvXe3X2mqcOuEHO9rpAWP9icN9C0OzCNp+4j4XYt9nUxqOP+ApKtI/dyWBdq8j5RY9Xk4nYHY5up2QVp9s63SrTq+1XW7Welaap9rTd9+fUR8RtLbgDtIMw/OZWDhjXEnIvaStDQD51qd7SV60ErSK0kDAjvlbf3meYabFt56yriTT4P9ArhYaQlLSKulHKs0jeS60g8WESdL2rNlmD8rLfVeLMOu9K6/N/BR0snmPJJmAN+LiLZLhb4AeB1plY13k07kjo2Ia1vGhcGJohmkfd+2TcC25cLDqN3v4bvUm2O9Helk5aOkSp1lgRLLkVZpxhup8d638weSXk963r2ubezCUxCmRI+VNSPiFuUFBQqo1eAeUlPQ5vNg3zyK3a87Sa+Tt5L6EHQ8SpmlyI+g0sk96YTulRR4/eWTiQ2AJTS4198U0uuwhKL9HiStGhHXN0ZVOyujLKfUkLbtaOoUUnVS6abHtU8OdyVXdeSYf1eZHlgfIE3XXYZU8bM+cBEtLxy6B8xKKT0Q16VWU3dysmVB0pLvNxSK+RelVenOJPWJe120XG2r4RPAqcAKSku9L0HqB9aPS0nJsZq98qBCv8o8kPoqUsXh4XlQdaEC+wrpb7xioaR60+IRcUKuyCQiZkgq1Yun9GJC3ydVjS4MnAO8MSIulrQqaaC5r+RTTtYfCPxb0v7Ap0lV4S+T9LOIOLCfuG2r0kYQv21T/+F8OVeZf5KBVh179Bus8r52LBYRr5/1j822zoJdbyJdRz6oVn3o68vVxNuQcgrPVOaSVpFraw9gL1Jrg2slvZiUjJttUbn3rJNPDRGxv9Ic+Q1JiYsPR0QnSdB6zqRSk9SOeUgH/baJgRoZ9j1If4N1I+JmgPwkPkTSx6PFNL9ITUB/B/xOaSnybYHzJO0Xfayw0RX7fElrk5Ja7yI1PD6xTcwOpb4DX2Xm6Up9jW51Xtgaop9Ni13tuB24psbobwyskPUYUKK3WKdi7TkUbMYraRNSVcFSpAqJr5Cqh0QaiSnhaNIUhDfQmILQZ6zH+vze7KjV4B7gMUmvioHlhTekxX5HxJWSriGNbtV4I6x5cv93yr3+5iNdKE0mvUY6HqH/C8luD0dEPys0DuUTpAqf7lFVKDCaWrjicJDKJ4e1ViHdnbTgxsURsXG+6CtxbN6o1/Z+E3GN6pnueCUG4jpqNXUnVyd9k/SafFE+39ivn9iaeUr/s0hVSYcprYzZen8j4jKlaXyrkN73boj2zWcPzVV2XyAlthYCvtgyZtOepAGdq4EPkRp6/7RNQKUeqVNJf4fDSRetPyed57Z1LQM9XEoqVrXWS5RdTGhy5Km5+Vz+4vwY17dMBuxBqhB9Dum86oURcb/SdOW/kBJT41I+v+oelGw7eE9EnJ6/fBjYOD9WkSnotfYZ+IOk10f56dunSbqedJ75kZxUfrzwY5T2NmCVKLgaXUdnQLlx+ybSjI9xx8mnmV1OuiCbDKCyy4Zu3vh6Bmn++RZtAlbKWm9PGn17ZiQnIm6S9F7S6FyraX456fRmUuJpedJSwH2PWCt19d8mx3uAVL2gwn+bw0nVYN8hHfB3pMyUwb1Io0+z2ja7ii+RLelqhp8q2G//hCpTG0kXvjuTKgDeSJoK9cWIOKjgY5ScgvCSXFbeTbQv4e/oNWpWoooI0vSRo3J8kUrw39cmYKSpxc+VNF9EPDnre8yWmif3d5GS6mfQ8vXXqFA7opH4Le1cSd+gUL+HiNg5f64yqippGdLzd0PS/+9CYPeIuKNA+Gonh9RbhfTxiHhcEpLmzxd9q8z6brP06cbXC5Cqk6bTf/LwUuDllQbiOvYpFGeo2OsB5wFExBWSXtRnrFrve93WY6D5+stzYqufKdyd5ekhnf8A/CB/LjHtHoCI+J+kk4GTC1aAvQ14GXm1u4i4U1Kpqr6nSS0IzmXwsbPtRV/JqrVupVsnNBtJdw84tXldPxkRDwEPSbqxc00SEf+VVPp8oBhJPyIlkzcmJU63Ih372sScRBpUXxr4XURco9Reo9OnsFUPqxr73FBl+nZE7KnUX/ORfK74H1peU4+Cm0jJ72LnF5K+GxF79BjQAMZnb2InnxqUmnTtTWqy/TT5BUJaDam1WqO1FbLV8/YqIY6I+5SaePdN0pHAGsAZpFXdrmkTL7uetGLc5pGboSs1gSxpwYg4W5LyBeA+kv5Ier7MNg3dz+Y5DFSntFFjjvVbCsUZJF9cozS99bF88vnMMqHtQj+zGsrJku4rnHiCslMQXlJkj4bRa9SsYOwrScvUTsm3H5nFXUbqVuBPSosVNKcWt2pWSd2T+5vzx3yUe/3NL+lQZl7Fq0RPhs4qN8X7PajOymOHk6bJd6pE35u3tZ5KS4WTw4biVR3ZHZIWIVV4niXpIQamOvYtIpoDZkhaFiix6u/mDJwkdwbiipwg5wromZq6l4gNzIiIh7uqOfq6uI56U/qfoSGar9Nf/8DhlqcvsYpud7sH5UrUEu0enoyIkNQZaCiWLCMNyJ5DSsA8Tbkq5QeBQVVrwNqFYm9HSvqWap0w3PL0Cwx9t1laUNLL8r7Ol79Wgbi1bRARayo1Bd9X0rdoPyX8MNL/6VLgYEm3kqb27xkRJ7eMDXX2Gag3fTtbGnidUguMjvG8OvR/SUnfsymXrO4splR8QEOVFrpx8mmw3Ukjng/UCF5jtLZStnq4EYW2ow3bkS4gVwZ2a5zEtcmEv4NU+XSupN+RmjOXnvj7uFLz4L9L+ijwT6BNr447SSPI3f1sXkiZEu7ic6wj9U2YBPw+Il5bMnZ2AfB/uaT/bFK/n63pf8rrIl0j7GrejhbNiRs6UxC+yMAUhC/1E6hiVcsz8ij9x5g5GVBiSsr8pNfi8sDkzmu7wIXDnfljHgZPO+uL0sortzempHyItN9nkppWthblFmho+iVpGulPKdCXqalihVLJi9+mJSKiudLkEZL2aBmzo8bJYSdGjaoOIuJt+ct9cgXGwvTZZ2UW7iANHvWrUz3TPegUpHODtgnlqk3dgWskvRuYpDQVfzegzXSl4s2fu5Rsvn5XoSk4Q9mDSu0egBMk/Zh0TvBB4P3AT9rsrNKU2a/kWLeRzjmXJSXBP9cmdnYiaRXEa/PjbUSqNGu9CmIUXkwoIkold7vdxcAx4W4GHx/urvSYJXQSkP+VtBRpRka/FZIdU4E183vIAqSG6ytGRKm/Q419BspP327E3Rt4Dakdym9JMxwuZHwnn/5AqpwtlqyOiOn5c40BjSoL3Tj5NNjtFJxT3UON0doa2erOKEa31qMNETFPm/sPEfMk0spSzwa2JI3kPF/SIaTGayXmGe9BSvLtRlrNYxPS9MS+5CqRKyUdQ6paK92nqsoc61za+l9JC0dE6deKcjn1TqTRzq+rXcPq8xk81bV5u1Rz4k7VwvmUmxpX08mkEbTTGFwqX8IppOPndApWjXROjvM0iYiIf7cM+WOgkzzdgNRw/GOkUeVDKVD9lCv3PkXZKqUZEXFIy10bUoUKWqi38tj9StPAj823O1OuSzg1fzS1bRpfs6qj8xiTgOeT3kMgNd1u1TJAg1dlnYf0GrmyRcjhqmdKqdLUPfsY6XjxBOlc7vekpb7b6NX8eaWWMTtKNl+v3cm3WruHiPim0jTXR0iVRF+KiLNa7u83SIMhL4qIRwFy1e838/f2aBm/+CqIPY5DJRcTKq7WoMgoOD1Xon6DNNUzaF/h+mRE/A8gT7H+W8HEE9TZ547S07c7tgLWAi6PiB2VVjAutc9FjUKyGkk303va3Wxfm6jyQjdOPg12E6lPx28o1CenS43R2uLZ6oqjGFVFxH9IS8kfI2kxUpJvT9KJS9vYf8lf/hvYMR9Itiaf4M4u1e9TVWWOdfY4cLWksxg8DaptZYA08zKhfT8Xa01zbcpvdl8BloqIN0paDXhlRJRYMa2GxyPi4Fn/WF+WiYjNSgdVms54NKmSAUn3A9tH/ytkToqB1W62Bg6NiBOBE1smO5tqVCmdJukjwEkMfn9qvXJPpQpaqLfy2PtJF+2dC9I/5W2tRVdz+zzVbJuWYfegXlVHd8uATlK5RMuA5qqsM0grCrUpt69dPQP1mrpDqoz/PAMrZBYRZZs/11rEo/by9NXaPeQ4ZwFtE05NbwFWbibWI+IRSbuQWkHs0SZ41FkFcQ8qHocsiYj985cnSjodWKDAYO2qGugJKlK7gKsYOLdvdayvtM+d2LWmb3fadMzIid97Gb+DwLWT1TC4bcICpGvgxfqMVXWhGyefBrstfzT7dJQcsa0xWlszWz1h5QuyH+ePvuWDw66k0v1TSScvu5KqGq4kJbv6UbVPVeU51ueS9r10j4PdKbRM6Cg6gjRy0bkY+RspkThek08H5VLlMynQWLrLnyW9NCKuLhCr6VDgExFxLoCk15CmTGwwzH2GM0kDq25tSpqi01HqPbFGldIO+XNzFDEoc7JVtIK20sXvMyItAlKtiaakxUknbtuSjv0ntQxZdREPKrUM6E7EFTAa62CfrzpN3QG+LWlJUnL5uBYJ8KbSzZ+hQu+PEknuWSje7kHSowy/SEqbwbjoVdGZq8P7vm5Q3VUQax+HLFNXr0P13+i/o3pP0Ar7PJS207c7puXr35+QKqn+Tbkm6aVVTVbneN3v/9+VdCF9tAKJygvdOPnU0D33Oc+r3XyIH+9Hc7Q2SL0CWo3W1sxWG5AqLh4irZj2AdKF33zAlhFxRYu41ftUKfUiWonB02j6nmPdVTZ6K2kaRrGy0bxvFzRuj9tlQhsWj4gTJO0FEBEz8nSaviktm7sPqf/XZAZGtkokGV5K6q2yCYMrJPouf9bAKoiTSVWBN5ESDUVG5IBndxJPpIDnqV3D2GNJb6r3kxKnfwSQtCItp13nikuoUKUUEUX6LwyhdAXtqaQpYH/s2v5qUr+8VvJF+pdJ+/07Uun9HhHx8xYxn0NaFevdpJ6EJwEvjohl2u4vlas6KNwyQEOvbNr2NV27egbqNXUnIjaW9ALSFPlD8+DU8RHRZurdzqTn2zdIrRiWoV3z5+YiHi8iVZs9nm8vSHpdjkfF2z10BuEk7UfqEXR0jvce2vcPvE7S9t0X5zmRc32LuDVXQax9HDLq9DqskQBoqrHPjdilp28DEBEfyV/+KF9HTYmIXitGjwdVktVNkpp9mDqryLY9zlVZ6EY9/hZzNaW+Ca8njXi+HrgwIkqtgFRFd7YaiqwmZKST8Ih4af56EqnJ33KdsskC8Tt9qrYlJQCOpECfKkkfII2GL0N6M1kfuKjNAUPSd0gHso/3KBv9b0Ts0XKflwA+w8x9Z0qs5lWFpPNIFwpnRcTLlZrHHhgRr24R83pS37LpNKZslahqyLHXjIhiyxQrrSw1pLYnTZJOIlV1dlb0eC8wNSK2bBFzfWBJ4MxI03U7U2EXalMFpoE59z1XhOongShpk4g4R4Ob5zeDtu5dJumLpCaSm5Ka2gbwk4joq3l+Hgj5XPeJoKSpwN7dZfh9xL8iItaW9DYG+vydGxFrtYj5GGnU9Auk9/2QdFOJpK+kyyKiZ4PO4b43G/EPI/WyKdIyoPZruracZFkuIm6o+BgvJb1fbR0Rs72i5awGcyKi9aq3kqaRqhqfzLfnA/4UEeu2jT2RSLokIl4xq22zGXNpUnXoY6T36gDWJS17/7aIaJ1kL632caiWrovqjoeBW3MF87gi6a/U6XVYTc19lrRD4+YM4JZouVpajrshcEVE/CcnfV8OHDQe35+UFhr59RDJ6ne1rQbPsZozRTqryH6zzfugpCtJLSS6r0emD3mnEXDlU6bUjf/dwJtJJ6AbkkY9W6881pX1nUm06JVTM1ttQOqXBDyTob65VOIpx6zVp2p30onQxXm0dlWg7aomtctGjyFNWXsLqdnmDkCRFaEqJmg/QaryWEHSn4AlaD8f+uGIOKP1nvV2JbAIaW58KfeQ/l8rkqoNDit8Qvh+0nO3k2S5AGjVzysiLu6x7W9tYuYYNaqTXk1ayrtXwqZU4/zSFbTL9xqBjIhpkpZvEbejM0r/JlIfogelXvm+2fI5UjXqIcAvJB3fNmBDtUU8sl4tA/rWPHlX6mvXSVZcGhEljx3FSXorqYpoPuBFktYG9it0cv8SUp+4rUjVgccBn+wz3HA9QL5Jeg9va3JzoCFSL6zWz48J6GlJ7yH9v4I02NeqQjknl14haRPSgJmAMyLi7LY7C88MkJReBbH2caiWH5ISC50eR2vkr58r6cNtB2srqNXrsKZq+xzlp293HEJ6Tq9FGgg4jHTt2/fgb0W7Ar+W9H56JKtLPEDUadBfZaEbVz4Bku4gnbgdQloC+dGcZCi1zGQz67svqTHoM9q8MCdihn0iyVOoOk21RTpQ/JeyDbyLk/SXiFhXqYHyKyLiiU61QIuYf4uIlWf3e7MRf3pErKPUd2bNvO38NlVEOUbPBG2bpG9X/MmkqgMBN7QdsZb0NdKJ5q8p3JcpV2qtCfyFQj148kX6U6QpVm8kjUa2vnBSmvbcTGr9rEQ1wGiQtCtwTET8K99eFNg2In44pjvWRdK6wO2RV82RtD2pku9WYJ/oc5qgpBsjYsXZ/d5sxP8aqeLpMdLKOYsAp7epZGjEfjHp4nQb0rTlvUnVqK2TkxONpHeRkiTnkY5v/wd8OiJ+NZb7NRxJnVWUzouIl+Vtz7yntIx9MWna7i8j4s6Wsf5O12BO3j4JuD4iWq94p7QoyPci4tR8ewtgt4gYjemP40ZOeB9EGlQO0gIFe0TELWO4W8PKVWszrYIYEUVWxppIJB0H7B+5x5rSwi6fJq08/es257U15AqUtUmFDMV6HdY0xD5HRGzRImat6dud+JdFmnHwJeCfEXHYeK7gg1TJzkCy+tpSyeoce2HS+cpGedP5pIGXvgcSJe1DGqwuutCNk0+ApINIJ7JXk5bPPQW4ukS5fY/HurxzQlQo3i9JJxMTKcNuleWpSjuSqpE2IfWtmjci+l6qt3bZqKSLI2J9Sb8HDgbuBH4VESu0jFs1QVu6qqqrdLYRsv30Q0k9E3mRe4T0GbM5NXUyqTqi9Zt/j6TWLdFyaudo6ZXoLXHsl/RmZp6W2vfqYZIuA16bK4c2IlUGfIx0EvqS6HPKuaRjgXMi4idd23cCXh8RW/e7z41YiwKP5IrUZ5OmTN7TNm7XY7yUlIjauu1xqCZVmrKcS+5f16l2yo/zh2gxvbG2znSq5uutVPKppNqDOTnOCqSK4qXzptuB7SLiH21jW12SpkXE1K7BuD9HRL8LbUxYQ7yfdqZetxpUraHWeRbDz6Bpm8hp7rOAV5EGzFZvEbN2S4bzST0fdyQlXO4jTcN7aZu4E5WkE0kVbJ2Clu2AtSKiZ8uGEca8ucfmaJsf8bQ7ICJ2l7QHsDHpRPMbwJQ86vfbiPh3yYcrEUSVVxOyiS0iOmWc++RkxsKkg3QbtctGv5wz958klZtPIfVyaataOfFQVVW0ayxZo3S2E/v8CtNomlNTZxSY/tSxWiOpdRjjdxWTXuaRpE7CM1cztJruIulHpJWPNiY1UN6K9n+TSY0RrK2BQyPiRNL0uytaxN0DOClPden0BphK+hu0PlZI+llENBfrEGngqGhFR6SVG6+mwIIKldWasjxP1/HhAVJvovHsGknvJq1quRJp0Yo/twko6YSIeFePC8A2I/i1GlY/IyeZ1pe0EGmwuVjLgIlE0uH0OPfuOoaMNzVWQZyobpB0CGlwBNJ71d8kzU/j/GM8kDQP8IOIKLGaW9Nb8udd8+dOD8z3kGZjtJLPDdcmtZ95F3AzqddPm5i1p29vTdrfnSLibknLka7f51YrRERzsYp9W57HVVvoxpVPPSit+rAZuel4RCxeMHaRkkBJH2SY1YQiYrwu9W6V5Te/qyq8+XXiVysbraFmCXStqqrSFS6NuMWn0ajS1NTuY+V4L6dukvQNUjXcj0gXPR8mTW/rtz/MM9Ubjc8LkSoRX98i5jXA2jlpeD2wc+QVMSVd0/YYImljBpZUvjYizmkTrxF3f9JKk7vkCqjfkBqkH14i/kSjelOWv0Gapnts3rQ16b3ls+32uB5JzwI+T1owBuD3wJcjr/jWZ8wlI+KuoUby+xnB1yg0rK4xDWMiktS8IFuAlAC/MwpNva8hP9fuISXsP04aQPzB3Fi1prSAwEdI1TgCLiT1gXoceFbhAoHWJB0D7BURt1WI/aeI2HBW22Yj3sqk6Z3bkgYXjgc+FRHDVi3N5mNMuOnbE5Gki0h/1wvz7Q1JDcdf2UesqgvdOPk0C5IWjIjHZv2Tw8Z4lIFRl2cxkKXu++JMlVcTsomt5ptfaUrztYcSMdAMud/4xUugG7GLT3sdqsIlInYqEHvCTKOpldQaDTkB/CFSJY5ICwj8NCL6bnLbmE50MfB20oniNdGiN4ykz5Oadt8PLAe8PCJC0orAkf2e0I4GSQeSLsjWAb6WK7bmSio8ZTn//58fEX/KJ5+di76HSL3MxuUFcK4w/H1EvHYUH2+biDimRYyaPUCKT8OYE+Tj8x9iHK+k24uk46PAlGWrS9I5pETypQycw5Qa8LwC+GgjwbAB8MN+px5K+h+piGGniLgxbyuyymvjMaqcd+b3pgOB55GOn+P+3LAmpcbrR5HOiyC9X+/QnScYYax9I2LvXDXaLdpWjTr5NEENNyqtRg8WmzvVfPMrTVKvapBnAzsBz42IhQo8RpUVm2pUVdWocGnEHnRsyCfhV/p4Mf5J+iJpOuqmwA9IAxo/iYjhkrcjibs+sCRwZqTVNzujoQtFgSb3JXWNwgn4Ium19ztoPxo3UUl6C+kCYlkGpizvG7nRdB/xJuzglqRTSX2NilX3KK1Ctyupd9KpwFnAR4FPkXqM9N2UtyYN0ytnbPZofJC0CvCbaLnwwWiTdFtELDfW+zHacgXHPsALGdxbs3hf3hIqD3iuA/yMgQTDv4D39/teLeltpMqnDUjvo8eRBsqKTbeqdd4p6UZg84j4a9t9nJPk96vOauR7RMR3x3iXZuLk0wSlyqsJ2cRW882vJknPIS0xvRNwAvCttomimiW/Nf7ONSpcGrEn3DSaiURD94YB2jcFbTzO/MACc+H0meGm1bUejcuP0X2h0xlNHZcXOjVM5MEtSScA65MSRM2Bl76nWEk6hTSKfBEp+bsoaTrU7hFxRZv9rankNIyJrDH7QPnz3aTK8AlVLTkXJ5+uJ009nM5Ab00i4oEx26lZyNMmV4qIP+SpwJOiYM+1nGBQqXMApUU7tiRNv9uEVC15UkScWSB2lfPONtMN5xYljhmq0AbEDceHkDOzC0XEI2O9L0P4i6QPRu/VhKYPcR+be9wG3BW5z0WeM//8sd2loUlaDPgEqXnikaTpPw8VCv95YN3ukl+gdfKpUjLvdEmLkBJml5ErXEoEjohP5/4XG5JOxA+NiJNKxDYgJU5hoDloa5LWJfWLujvf3h54B3CrpH2i5ZK3E0lE7DgKD3MYPS50xiNJn4mIr0v6Hr2Tnf0mXBYY5nsL9hlztPwmf8DA36TtKggvjoHFD35KnqZa8mKykl2AI5V6Pwl4kNSMfq4SEc8Z630YKUlD9TUUMO9o7ss48nBEnDHWOzFSSj15dwYWIy1IszSp/2PrBTHywNM7yCssKy/w0jYZkKuejwGOyefj7wT2JLUM6HdfO9O3P901ffui/FhtTVNaFflkBs88mCsroIfQ6r1vqDYgrXfKlU8DJP2C1Bj2adKJ58LAtyNi3HXPz9OITgKepMdqQp0LFZs7SZoGbBART+bb8wF/ioh1h7/n6MujIm8HDiU11CzaPLLmVLPac87n1gqXOU2b3jCSLgNeGxEPStqIVBb/MdJ0z5dExFZFd3YCkHQkqerkX/n2oqQqyRKVT5dExCvaxhkNkjaPiNMk9UwoRMSRvbaPIO6xwDlDDG69fjz2nZG0BbBMRPwg374UWIKUgPpsRPyyRewJu/gBDEzDIPXM27qf49BEl48RKzF49P6Csduj3vJU/iFFxdVwxytJXwMmkRr0N5MM42paeEfuy7QecElEvCxvK1IxKul3wMPMXAX2rbaxS6s9fbtWP6I5SdvKp1ptQJx8aujMhVdaHnod4LPA9FJTJWpQpdWEbGIbotfDlTE+G0v/j3RCMYPey1i3SuQMUfJ7dUR8pk3cHLvYnPPhKlyAIhUutZNlc7savWGar1tJPwDui4h98u25sn+LpMs7J/XDbesz9oS60KlhIg5uSfoTKcF7e759BWn6yELA4RHRd9WBJtjiB13HoVNIlb67ko5DV/ZzHJrIJH2AVJW6DHAFaVrmRTHBGo7PrYZIyMV4/f81WidcHhEvkzQZuKzEteRwU6LHm4k8fXsi0eBFzQZ9C1gwIvqe5VarDYin3Q02r6R5SfNevx8RT0ka19m5iDgXGHakxOZK90l6a+SGs3lU+P4x3qeeImKeyvG7S35LTjW7p0TiKfsx8FqAXOHyNQYqXA4llbu29XXcoLGmoxnoDfMB4NOkC/Ytov/eMJMkTY6IGaSy/Z0b35tb38PnkbRoZ2puniZQ6m/RqXqa2tgWpETGuCLpNHqfdAL9L3wQEfcAG3QNbv1mnA9uzddJPGUX5oT9g7mfSd8iYlK7XRt1zePQB4HPkI5DW7Y4Dk1ku5MWHLk4IjaWtCqw7xjvk43QBKz2Ol/S54AFJb0O+AhwWqHYf5b00oi4ulC8mqpO35a0AKk/bHc/ormq8qnytOIqbUDm1hPXofwYuAW4ErggN4wbrz2fzIbzYdLc7e+TEi63A9uP7S6NDUkHRmps+Ose29oqOed8UqO6aWtSkuxE4MQ8il9CyWSZzaxGb5hjSSez9wOPkVY16/RTmFunY36LdBLe6dv2TuCAEoEn2IXON/PntwMvAH6eb29LOpdpZYINbi3avBERH23cXGKU92WsTdQeVbU8HhGPS0LS/BFxvdKKdzYB5J5lewMb5U3nA/uN43YEe5KSIlcDHwJ+S+qXU8KrgPdJupl0ztmpvhyPM3Rq9yY+GrgeeAOwH6lnrM9vC4qI/fOXJ+ZplEXagHja3Sw0RpzNJpw8P1dz8Ulnz/4cnfnLBWIXm3Mu6Rpg7YiYobS6y86dnhRtS601sET9q0kXqSfjBo3F1eoNI2l9YEngzEiNQZG0MmlRjLlmOliTpNVJTTAFnB0R1xWMXXx1l5okXRARG81q25xM0jHAeT0udD4EvCYith2bPRt9E71HVWmSTgJ2BPYgVTA+BMwbEW8ay/2ykZF0InANaTEagO2AtSLi7UPfa86UiyJmEhG3jva+zErt6duNaY2dfkTzAr8fr9MxJ5LabUCcfGqYgNl1syFNtAuo0iTtQip3fjHwj8a3nkNqvv7eMdmxIUj6PPAm8ig1acW/yBUuR0aLJWWHSJJ19JUss5lNtN4wE52k5zH4+HZbgZg9V3eJiJ3axq5F0l+BN0fETfn2i4DfRsRLxnbPRk9+LpxMSqp3ErLrAPOTppvdM0a7Nup8HBqapFeTFhM6IyKeGuv9GYqks7v7lPXaNjcYoofpuOt3KGkl0urKDwLfJk1P+j/S+ecHIuIvBR+r+HtfLbV6E0u6NCLWk3QB6Vz/btJ79YtLxJ+bqfJCN04+NTi7bnOKiXgBVVpOJi8KfJVUBt3xaOusfaUlzl3hYjZrkt5Kmnq3FHAv8ELgrxGxeoHYVVZ3qUnSZqS+cDflTcsDH4qI34/ZTo0RSZuQBl3Ai7DYENRyFahach+bZ5Gmu74GnlkqfQopYTbXJJQ7JF0EfDoiLsy3NwS+GRGvHNs9G0zShcBRpP/Vx0mVdqeRElBfjgKrqNZ875to8kICJwIvBY4gLS7xxYj48Vju15xAlRe6cfKpYaJk181mZSJeQNVWcqRIlZY4r80NGm1OIOlK0vSZP+Sy+42BbSNi51ncdSSxq6zuUpuk+YFV883rI+KJ4X7ebG4m6faIWHas96ObpN1JSYulgDsb33oE+ElEfH8s9mssSVqLlNRZOG96CNghIq4au72aWfN6UdKNEbFir++1fIxq730ThaRlIuKOIb63eUSUau4+16rZBgTccLzbY5Je1ZVdf2yM98msH53n7X8lLUUqA37RGO7PmJG0OakEetBIEQOj47Ot8+Y2XpNMw3CDRpsTPBURD0iaR9I8EXGupAMLxa6yussoWIdU8TQZWEsSEXHU2O6S2bg1LkfeI+Ig4CBJH4uI7431/owHEXEl6Zg2Jd9+RNIewLhKPgH/a3zdvVjV/yij5nvfRHG2pDdExC3NjZJ2BL5AuZUF52ZVF7px8mmwDwNH5ek6kLPrY7g/Zv3qXEB9nYFGf6VW25hovgysT9dIUZuAkk4d7vvR5xLno2DFiHinpC0i4khJvwDmuqk5NuH9K1dz/pG0que9QJGFQaLS6i41SToaWAG4Ang6bw5StYDZXEnSJ4b6FmmKzrijgcVB/tn4+hlz8+IgEdFM6HwC+O4Y7cpQVpV0Fen5tUL+mny7VB+iznvfBRR+75tAPg6cJelNEfF3AEl7Ae8mLapjLUXEAZLOZqANSCdZPw+p91MrTj41TKDsullPjRUK9s+3FyIt93o98J2x3LcxVGOk6JXA7aTRgUsY6Msw3nUarP5L0hqkBo3Lj93umPXlrcDjwO7Ae0k9NvZtE1DDrO4iqfXqLpVNBVZrnCCaWVpcZCgHjdpezJ7Nh/leAHNt8qnLeDznGo1+XFuQKlE+TqpcX5hUxT7XiIjfSnoCOEPSlsAHgHWBjSLioTHduTlIRFzcY9vfSsR2z6dZGK9NCc16qb1CwUQk6Q/AlqTG44uTpt6tGxEbtIg5CXgdqYJqTeA3wLERcW3rHa6o0aBxTeBw0ujvlyLiR2O6Y2YjIOlRZp4u07kIeZy0qtDnI+LsPmJP2GOnpF8Cu0XEXWO9L2Zmtc2N12b5vPP3EfHasd6X8UDSq0grnP4ZeFdEPD62e2Qj5eTTLIzXpoRmvdReoWAikvRs0kjRPAyMFB0TEQ8Uij8/KQn1DWA/92kwG335xHwN0mt7tpthTuRjp6RzSUmyS4FnGo2P4+m/ZjYLkt7MzIuDzDVVLkMMNkAacFgwIua62Tu55cN2430qeE2N54WA+UkV/U/n2xERU8Zw92wE5roXbh+cnbOJZJKkyRExA9gUaK6AMVe+3iPiP/nL/0n6DfBAiekpOen0ZlLiaXngYMZpSfwwvS8AiIhvj9a+mNUQEU8DV0rqN/k7kY+d+4z1DphZOZJ+BDwL2JjUr3MrUnJ5rhERw02bnFs9Dlwt6Sygc25LROw2drs0uvy8mPjG+wnVqJhVdn2Ud8esjaorFEwkktYHvkZa6W9/0kpviwPzSNo+In7XIvaRpCqLM4B9I+KaArtck9+sba4QET/u864T9tgZEeeP9T6YjVeSXhQRN89q2zizQUSsKemqiNhX0rcYp4NbNqp+kz/MJixPuzObw+SkS2eFgv/kbSsDC0XEZWO6c6NI0jTgc6RpdocCb4yIiyWtSurP9LIWsf/HwKhT8yA6rst+JS3W3Th5ApyEm42KiXbsnMXA2bg9DpmNJkmXRcTLu7ZNj4h1xmqfZkXSJRHxCkkXA28HHgCuiYiVxnjXbBYkbUiqRn0hqcijczwuteKd2YTmyiezOUzNFQommMkRcSaApP06f5eIuF5qt1BKRMxTYP/GwmmS3thZsljSS4Bfkqq4zOZqE+3Y6ekHZkPLA02rAwtLenvjW1No9FEap06XtAipl+RlpCTzT8Z0j2ykDiOtRjed1IuoNUlbAMtExA/y7UuAJfK3PxMRvyrxOGajwcknM5tT/a/x9WNd35tbSz6/QkpAvRlYBTiK1ITdzMxsTrIK8BZgEWDzxvZHgQ+OxQ6NVETsn788UdLpwAJzc5PpCebhiDijcMzPANs0bs8PrAs8m7RysZNPNmE4+WRmc6q1JD1C7t2WvybfHu+jnlVExG8kzQucSeoDtWVE/H2Md8vMzKyoiDglJ24+GxFfGev9GQlJ6wK3R8Td+fb2wDuAWyXt0z1t3salcyV9g9Sjq7n6aJup2/NFxO2N2xfmFZsfyCs6m00Y7vlkZjaHyyuAdQ72Iq2gcxNwC8xdK6WYmdncQ9K5EbHxWO/HSEi6DHhtRDwoaSPgOOBjwNrASyJiq7HcP5s1Sef22BwRsUmLmDdGxIpDfO8fEbFCv7HNRpsrn8zM5nzTZnHbzMxsTvRnSd8Hjmfw8vTjbhEBYFKjumlr4NCIOJE0/e6KsdstG6lKic5LJH0wIgb1/ZL0IeDSCo9nVo0rn8zM5hKSFgBWJFVB/SMiHh/jXTIzM6umRiVKLZKuAdaOiBmSrgd2jogLOt+LCC8OMgHkvpqr02jxEBH7tYj3POBk0jS+TtJ0HVLvpy0j4p6+d9ZslLnyycxsDidpMqnZ+PuBW4F5gGUkHQ58PiKeGsv9MzMzq2GiTLnLjgXOl3Q/aaGUPwJIWhFww/EJQNKPgGeR2hv8FNiKltVJEXEvsIGkTUhJLYDfRMQ5beKajQVXPpmZzeEkfYfUYPzjEfFo3jYF+CbwWETsPpb7Z2ZmVoOkhYG9gY3ypvOB/cbr6nGS1geWBM6MiP/kbSsDC43TqYLWIOmqiFiz8Xkh4NcR8fqx3jez8cDJJzOzOZykvwMrR9cBX9Ik4PqIWGls9szMzKweSScC1wBH5k3bAWtFxNvHbq9sTiXpkoh4haSLgbcDDwDX+DzLLPG0OzOzOV90J57yxqcleQTCzMzmVCtExDsat/d1826r6HRJiwDfIPVnCuAnw97DbC4yz1jvgJmZVXedpO27N0p6L3D9GOyPmZnZaHhM0qs6NyRtSOqnZFZcROwfEf/KqxS+EFg1Ir401vtlNl542p2Z2RxO0tLAr0kn3NNJI3HrAgsCb4uIf47h7pmZmVUhaS3gKGDhvOkhYIeIuGrs9srmNJLWBW6PiLvz7e2Bd5AWedknIh4cy/0zGy+cfDIzm0s0VkoRcG1EnD3Gu2RmZlacpOUi4rbG7SkAEfHI2O2VzakkXQa8NiIelLQRcBzwMWBt4CURsdVY7p/ZeOHkk5mZmZmZzTEkXRYRL89fn9jV98msKElXRsRa+esfAPdFxD759hURsfYY7p7ZuOGeT2ZmZmZmNidR4+sXj9le2NxikqTOQl6bAuc0vucFvswyvxjMzMzMzGxOEkN8bVbDscD5ku4n9df8I4CkFYGHx3LHzMYTT7szMzMzM7M5hqSngf+QKqAWBP7b+RYQETFlrPbN5kyS1geWBM6MiP/kbSsDC0XEZWO6c2bjhJNPZmZmZmZmZmZWjXs+mZmZmZmZmZlZNU4+mZmZmZmZmZlZNU4+mZmZmZmZmZlZNU4+mZmZmY0RSS+QdJykf0i6TtJvJW0k6Vf5+2tLetNY76eZmZlZG04+mZmZmY0BSQJOAs6LiBUiYjXgc6TVuLbKP7Y24OSTmZmZTWhOPpmZmZmNjY2BpyLiR50NEXEFcLukayTNB+wHbC3pCklbS/q7pCUAJM0j6UZJi4/J3puZmZmNkJNPZmZmZmNjDWD6UN+MiCeBLwHHR8TaEXE88HPgPflHXgtcGRH3V99TMzMzsxacfDIzMzObOH4GbJ+/fj9w+Bjui5mZmdmIOPlkZmZmNjauBdaZnTtExO3APZI2AV4BnFFjx8zMzMxKcvLJzMzMbGycA8wv6YOdDZLWBV7Y+JlHged03e+npOl3J0TE09X30szMzKwlJ5/MzMzMxkBEBPA24HWS/iHpWmAf4M7Gj50LrNZpOJ63nQoshKfcmZmZ2QShdN5jZmZmZhOBpKnAdyLi/8Z6X8zMzMxGYvJY74CZmZmZjYykPYFdGFjxzszMzGzcc+WTmZmZmZmZmZlV455PZmZmZmZmZmZWjZNPZmZmZmZmZmZWjZNPZmZmZmZmZmZWjZNPZmZmZmZmZmZWjZNPZmZmZmZmZmZWjZNPZmZmZmZmZmZWzf8DBV6/hw2d8tkAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"# Timestamp ","metadata":{}},{"cell_type":"code","source":"final_data.Start_Time = pd.to_datetime(final_data.Start_Time)\nfinal_data.Start_Time[0]","metadata":{"trusted":true},"execution_count":31,"outputs":[{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"Timestamp('2019-05-21 08:29:55')"},"metadata":{}}]},{"cell_type":"code","source":"final_data['Month'] = final_data['Start_Time'].dt.month\nfinal_data['Year'] = final_data['Start_Time'].dt.year\nfinal_data['Hour'] = final_data['Start_Time'].dt.hour\nfinal_data['Weekday'] = final_data['Start_Time'].dt.weekday\n#yearly data subset \ndata_2016 = final_data[final_data.Start_Time.dt.year == 2016]\ndata_2017 = final_data[final_data.Start_Time.dt.year == 2017]\ndata_2018 = final_data[final_data.Start_Time.dt.year == 2018]\ndata_2019 = final_data[final_data.Start_Time.dt.year == 2019]\ndata_2020 = final_data[final_data.Start_Time.dt.year == 2020]\ndata_2017_2019 = final_data[(final_data[\"Year\"] >= 2017) & (final_data[\"Year\"] <= 2019)]","metadata":{"trusted":true},"execution_count":32,"outputs":[]},{"cell_type":"markdown","source":"### Yearly","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Year\", data=final_data, orient = 'v', palette = \"crest\")\nplt.annotate('Data Not Available',xy=(-0.4,500000), fontsize=11)\nc.set_title(\"No. of Accidents in Year\")\nfor i in ax.patches:\n    count = '{:,.0f}'.format(i.get_height())\n    x = i.get_x()+i.get_width()-0.60\n    y = i.get_height()+10000\n    ax.annotate(count, (x, y))\nplt.show()","metadata":{"trusted":true},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Monthly","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Month\", data=data_2016, orient = 'v', palette = \"crest\")\nplt.annotate('Data Not Available',xy=(2,50000), fontsize=11)\nc.set_title(\"No. of Accidents in Months of Year 2016\")\nplt.show()","metadata":{"trusted":true},"execution_count":34,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Month\", data=data_2017_2019, orient = 'v', palette = \"crest\")\nc.set_title(\"No. of Accidents in Month of Year 2017 to 2019\")\nplt.show()","metadata":{"trusted":true},"execution_count":35,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Month\", data=data_2020, orient = 'v', palette = \"crest\")\nplt.annotate('Covid-19 Pandemic',xy=(2,150000), fontsize=12)\nplt.annotate(\"[\",xy=(0,0),xytext=(1.9,150000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nplt.annotate(\"]\",xy=(10,0),xytext=(4.5,150000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nc.set_title(\"No. of Accidents in Month of Year 2020\")\nplt.show()","metadata":{"trusted":true},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"## Weekly","metadata":{}},{"cell_type":"markdown","source":"### All Weeks of Year 2016","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (15,5))\nc = sns.countplot(x=data_2016.Start_Time.dt.isocalendar().week, data=data_2016, orient = 'v', palette = \"crest\")\nplt.annotate('Data Not Available',xy=(5,6000), fontsize=11)\nc.set_title(\"No. of Accidents in Month of Year 2020\")\nplt.show()","metadata":{"trusted":true},"execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### All Weeks of Year 2017 to 2019","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (15,5))\nc = sns.countplot(x=data_2017_2019.Start_Time.dt.isocalendar().week, data=data_2017_2019, orient = 'v', palette = \"crest\")\nc.set_title(\"No. of Accidents in Month of Year 2020\")\nplt.show()","metadata":{"trusted":true},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x360 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### All Weeks of Year 2020","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (15,5))\nc = sns.countplot(x=data_2020.Start_Time.dt.isocalendar().week, data=data_2020, orient = 'v', palette = \"crest\")\nplt.annotate('Covid-19 Pandemic',xy=(9,30000), fontsize=12)\nplt.annotate(\"[\",xy=(0,0),xytext=(8.5,30000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nplt.annotate(\"]\",xy=(41,0),xytext=(16.5,30000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nc.set_title(\"No. of Accidents in Month of Year 2020\")\nplt.show()","metadata":{"trusted":true},"execution_count":41,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"Weekdays","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Weekday\", data=final_data, orient = 'v', palette = \"crest_r\")\nplt.annotate('Weekdays',xy=(2,728000), fontsize=12)\nplt.annotate('Weekend',xy=(5.1,300000), fontsize=12)\nc.set_title(\"No. of Accidents in Weekdays\")\nplt.show()","metadata":{"trusted":true},"execution_count":42,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nsns.countplot(x=\"Hour\", data=final_data, orient = 'v', palette = \"icefire_r\")\nplt.annotate('Morning Peak',xy=(6,350000), fontsize=12)\nplt.annotate('Afternoon Peak',xy=(15,350000), fontsize=12)\nplt.annotate('go to work',xy=(6,0),xytext=(3,250000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nplt.annotate('get off work',xy=(16,0),xytext=(18,250000),arrowprops={'arrowstyle':'-|>'}, fontsize=12)\nplt.show()","metadata":{"trusted":true},"execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"## Severity","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize = (10,5))\nc = sns.countplot(x=\"Severity\", data=final_data, orient = 'v', palette = \"crest_r\")\nc.set_title(\"Degree of Severity\")\nfor i in ax.patches:\n    count = \"{:.2%}\".format(i.get_height()/len(final_data.Severity))\n    x = i.get_x()+i.get_width()-0.50\n    y = i.get_height()+20000\n    ax.annotate(count, (x, y))\nplt.show()","metadata":{"trusted":true},"execution_count":44,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"df_state = final_data.groupby('State').sum('Severity')[['Severity']]\ndf_state = df_state.reset_index().sort_values('Severity', ascending = False)[:50]\nfig, ax = plt.subplots(figsize = (20,5))\nc = sns.barplot(x = 'State', y = 'Severity', data = df_state, orient = 'v', palette = \"crest_r\")\nc.set_title(\"Top State with Highest Severity\")\nplt.show()","metadata":{"trusted":true},"execution_count":45,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"df_city = final_data.groupby('City').sum('Severity')[['Severity']]\ndf_city = df_city.reset_index().sort_values('Severity', ascending = False)[:50]\nfig, ax = plt.subplots(figsize = (20,5))\nc = sns.barplot(x = 'City', y = 'Severity', data = df_city, orient = 'v', palette = \"crest_r\")\nc.set_title(\"Top 50 Cities with Highest Severity\")\nc.set_xticklabels(c.get_xticklabels(), rotation=90)\nplt.show()","metadata":{"trusted":true},"execution_count":46,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABKUAAAGRCAYAAAC0bgBXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACGuUlEQVR4nO3debxtc/3H8dfbvWZdmSqZQ4RQLol+IoUGQ0VISEpJpgbRZEqhQVSUMpO5TBEyXCnTvWYiQsg8xK1MV5/fH9/vdtbZd59zz93ru/Y559738/E4j3P22md/9jrn7LP2Wp/v5/v5KiIwMzMzMzMzMzPrpVmGewfMzMzMzMzMzGzm46SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZjbDk/R/ku4e5P7FJf1b0phe7ld+7mnt25KSQtLYgs/5C0nfHuL3Hi/pu6Wee7SZ1t/HzMzMuueklJmZmU0lJ2haH/+T9ELl9jaFnuN4SS+3PdeYyv2rSpok6b/586rTiLeGpAsl/UvSM5Kul7QDQET8KSKWq3zvA5Le37odEQ9GxDwR8WqJn216TGvfplenJFJ7YisivhARB3a/1/VIWlfSw9P4nkUlnS3pKUnPSbpN0qd7tIuvKf33MTMzsz5OSpmZmdlUcoJmnoiYB3gQ2Liy7ZSCT3Vo9blaSSFJswHnAicD8wEnAOfm7VOR9G7gcmACsAywALAz8MGC+2q9dRLwELAE6e+5HfB4L3egZHWamZmZTc1JKTMzMxsySbNL+omkR/LHTyTNnu9bV9LDkr6Rq1seqFFVtS4wFvhJRLwUEUcAAt43wPf/ADghIg6JiKcimRQRn6juW/76JGBx4PxcnbVXeyWRpHklHSPpUUn/lPTdVhWXpGUkTcjVO09JOn2A39UJkr6Sv14kx/9iJcYzSgbdt0rIbSQ9mJ/zm13+Xlv71q+aKv8OHs1/08/mfV2m8pD5JP1e0mRJ10lauvLY5SVdmn+euyV9onLfhyTdmR/3T0lflTQ3cBHw5kqF3Js77ObqwPER8Z+ImBIRN0XERZXYa0r6S66Mu0XSunn7VpImtv28e0o6L389u6Qf5t/l40pTGefM97Vew1+X9Bhw3BBeO7+XtGvb890qabPp+JOYmZnNlJyUMjMzs+nxTWBNYFVgFWAN4FuV+98ELAgsAmwPHC1pOQb2xZzMmCTp45XtKwK3RkRUtt2at/cjaS7g3cBZQ/kBImJb+ld/Hdrh204AppCqrt4BbAB8Nt93IHAJqYJrUeCnAzzVBFJyDeC9wH35M8A6wJ/afr5p7dt7gOWA9YHvSHrbUH7eaZG0EfBl4P2kn/e9Hb5ta2B/0s98L3BQfuzcwKXAb4A35O87UlLr73QM8PmIeB2wEnB5RPyHVMH2SKVC7pEOz3kt8POcZFq8bZ8XAX4PfBeYH/gqcLakhYDzgOUkLVt5yCfzPgIcAryV9BpehvRa/U7le9+UYy4B7FR93gH+PicAn6rs2yo55oUdfiYzMzOrcFLKzMzMpsc2wAER8UREPElKVGzb9j3fztVNE0iJg0+0B8mOAJYlJTO+DRwvae183zzAc23f/xzwug5x5iOd0zw6vT9MJ5LeSEqa7JGrdJ4ADgO2yt/yCilh8eaIeDEirh4g1ATg/yTNQkpCHQq0fr735vunx/4R8UJE3ALcQkoKDuSruYLoX5L+RUroDeQTwHERcUdE/Jf0N23324i4PiKmAKeQEjoAHwEeiIjjcjXTjcDZwOb5/leAFSSNi4hn8/1DtQXwJ9Jr435JN0taPd/3KeDCiLgwIv4XEZcCE4EP5Z/hXFKCjJycWh44T5KAzwF7RsQzETEZ+B59f1uA/wH75tfwC0PYz3OBZStJsG2B0yPi5en4Wc3MzGZKTkqZmZnZ9Hgz8I/K7X/kbS3P5kqYge5/TUTcGBFP52TGhaRkx8fy3f8GxrU9ZBwwuUOoZ0mJhIWH/FMMbglgVuDRSlLnl6TkGcBepKmE10u6Q9JnOgWJiL+Tfo5Vgf8DLgAeyZVj3SSlHqt8/V9S4m4gP4yI17c+gJUH+d43k3o3tTzU4XsGeu4lgHe1JcC2IVUbAXwc+BDwjzzl8d2D7Ec/OYm1d0SsCLwRuBk4JyeWlgC2aHve99D3GvgNOSlFqpI6JyerFgLmAiZVHveHvL3lyYh4cTr28yXgDOBTOQG5NakflpmZmU2Dk1JmZmY2PR4hJQRaFs/bWubLU7oGun8wQUr2ANwBrJwTEC0r5+39H5SSDdeQEiBDFYPc9xDwErBgJbEzLidHiIjHIuJzEfFm4POk6WrLDBBrAqlqaLaI+Ge+vR2puuvmLvatCY+SpiG2LDYdj30ImFBNgOVpbTsDRMQNEbEpKaF3Dil5A9P5M0bEU8APSQm0+fPzntT2vHNHxMH5IZcACyqt2Lg1fVP3ngJeAFasPG7e3ND/taeb1u502HYCKRm3PvDfiLhmen4+MzOzmZWTUmZmZjY9TgW+JWkhSQuSevGc3PY9+0uaTdL/kaZ3ndkpkKTNJc0jaRZJG5CmZJ2X774SeBXYLTem/lLefvkA+7UX8GlJX5O0QI6/iqTTBvj+x4G3dLojIh4lJTV+JGlc3r+lJb03x91CUiuJ8ywpSfHqAM8zAfgScFXl59oVuLq10uD07FtDzgB2kPS23J/rO9N6QMUFwFslbStp1vyxeo41m6RtJM0bEa8Az9P3e3ocWEDSvAMFlnSIpJUkjZX0OtJqivdGxNOk19zGkjaUNEbSHLkh+aIAeZrhWaQG+POT+l4REf8DfgUcJukN+XkWkbThdPzMU/19chLqf8CPcJWUmZnZkDkpZWZmZtPju6TePbcCtwE35m0tj5ESNY+QpuN9ISLuGiDW7sA/gX+Rkgefi4grAXI/ns1IVUX/Aj4DbDZQn56I+AtpZb73AfdJegY4moGbTX+flFz7l6Svdrh/O2A24M7885xF39Sw1YHrJP2blETbPSLuH+B5JpD6YLWSUleTpo9dNcD3D2Xfisor2h0BXEFqYt6q8nlpCI+dTGoCvxXpb/4YqZH47PlbtgUekPQ88AVyQ/D8mjiV9Lf6lzqvvjcX8DvS3/8+UoXeJvnxDwGbAt8AniRVTn2N/ue2vyE1bz8zJ6lavp5/zmvzfv2R1EB+qAb6+5wIvJ2pk7RmZmY2ALUt+mJmZmbWFUnrAidHxKLT+FYbwfKqfrcDs7clc2wQkrYDdoqI9wz3vpiZmY0WrpQyMzMzm8lJ+miebjcfqdLpfCekhi5Pe/wiqTrPzMzMhshJKTMzMzP7PGka3N9JfZ92Ht7dGT1yP6onSb2mfjONbzczM7MKT98zMzMzMzMzM7Oec6WUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc2OHewdGigUXXDCWXHLJ4d4NMzMzMzMzM7MZxqRJk56KiIU63eekVLbkkksyceLE4d4NMzMzMzMzM7MZhqR/DHSfp++ZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj03drh3YCRa4z27FIlz/dU/LxLHzMzMzMzMzGxG40opMzMzMzMzMzPrOSelzMzMzMzMzMys5zx9r4dWf++uReLcMOGnReKYmZmZmZmZmQ0XV0qZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY911hSStKxkp6QdHuH+74qKSQtWNm2j6R7Jd0tacPK9tUk3ZbvO0KS8vbZJZ2et18nacnKY7aXdE/+2L6pn9HMzMzMzMzMzLrTZKXU8cBG7RslLQZ8AHiwsm0FYCtgxfyYIyWNyXcfBewELJs/WjF3BJ6NiGWAw4BDcqz5gX2BdwFrAPtKmq/wz2ZmZmZmZmZmZjU0lpSKiKuAZzrcdRiwFxCVbZsCp0XESxFxP3AvsIakhYFxEXFNRARwIrBZ5TEn5K/PAtbPVVQbApdGxDMR8SxwKR2SY2ZmZmZmZmZmNnx62lNK0ibAPyPilra7FgEeqtx+OG9bJH/dvr3fYyJiCvAcsMAgsTrtz06SJkqa+OSTT3b1M5mZmZmZmZmZ2fTrWVJK0lzAN4HvdLq7w7YYZHu3j+m/MeLoiBgfEeMXWmihTt9iZmZmZmZmZmYN6GWl1NLAUsAtkh4AFgVulPQmUjXTYpXvXRR4JG9ftMN2qo+RNBaYlzRdcKBYZmZmZmZmZmY2QvQsKRURt0XEGyJiyYhYkpQ8emdEPAacB2yVV9RbitTQ/PqIeBSYLGnN3C9qO+DcHPI8oLWy3ubA5bnv1MXABpLmyw3ON8jbzMzMzMzMzMxshBjbVGBJpwLrAgtKehjYNyKO6fS9EXGHpDOAO4EpwC4R8Wq+e2fSSn5zAhflD4BjgJMk3UuqkNoqx3pG0oHADfn7DoiITg3XzczMzMzMzMxsmDSWlIqIradx/5Jttw8CDurwfROBlTpsfxHYYoDYxwLHTsfumpmZmZmZmZlZD/V09T0zMzMzMzMzMzNwUsrMzMzMzMzMzIaBk1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3XWFJK0rGSnpB0e2XbDyTdJelWSb+T9PrKfftIulfS3ZI2rGxfTdJt+b4jJClvn13S6Xn7dZKWrDxme0n35I/tm/oZzczMzMzMzMysO01WSh0PbNS27VJgpYhYGfgbsA+ApBWArYAV82OOlDQmP+YoYCdg2fzRirkj8GxELAMcBhySY80P7Au8C1gD2FfSfA38fGZmZmZmZmZm1qXGklIRcRXwTNu2SyJiSr55LbBo/npT4LSIeCki7gfuBdaQtDAwLiKuiYgATgQ2qzzmhPz1WcD6uYpqQ+DSiHgmIp4lJcLak2NmZmZmZmZmZjaMhrOn1GeAi/LXiwAPVe57OG9bJH/dvr3fY3Ki6zlggUFiTUXSTpImSpr45JNP1vphzMzMzMzMzMxs6IYlKSXpm8AU4JTWpg7fFoNs7/Yx/TdGHB0R4yNi/EILLTT4TpuZmZmZmZmZWTE9T0rlxuMfAbbJU/IgVTMtVvm2RYFH8vZFO2zv9xhJY4F5SdMFB4plZmZmZmZmZmYjRE+TUpI2Ar4ObBIR/63cdR6wVV5RbylSQ/PrI+JRYLKkNXO/qO2AcyuPaa2stzlweU5yXQxsIGm+3OB8g7zNzMzMzMzMzMxGiLFNBZZ0KrAusKCkh0kr4u0DzA5cmnJMXBsRX4iIOySdAdxJmta3S0S8mkPtTFrJb05SD6pWH6pjgJMk3UuqkNoKICKekXQgcEP+vgMiol/DdTMzMzMzMzMzG16NJaUiYusOm48Z5PsPAg7qsH0isFKH7S8CWwwQ61jg2CHvrJmZmZmZmZmZ9dRwrr5nZmZmZmZmZmYzKSelzMzMzMzMzMys5xqbvme9s/r7disS54bLjygSx8zMzMzMzMxsWlwpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9Zyn79mgxn9gj9oxJl76k9oxzMzMzMzMzGzG4kopMzMzMzMzMzPrOSelzMzMzMzMzMys55yUMjMzMzMzMzOznnNSyszMzMzMzMzMes5JKTMzMzMzMzMz6zknpczMzMzMzMzMrOeclDIzMzMzMzMzs55zUsrMzMzMzMzMzHrOSSkzMzMzMzMzM+s5J6XMzMzMzMzMzKznnJQyMzMzMzMzM7OeGzvcO2Azp/Eb7VkkzsQ/HFYkjpmZmZmZmZn1liulzMzMzMzMzMys55yUMjMzMzMzMzOznnNSyszMzMzMzMzMes5JKTMzMzMzMzMz6zknpczMzMzMzMzMrOeclDIzMzMzMzMzs55zUsrMzMzMzMzMzHqusaSUpGMlPSHp9sq2+SVdKume/Hm+yn37SLpX0t2SNqxsX03Sbfm+IyQpb59d0ul5+3WSlqw8Zvv8HPdI2r6pn9HMzMzMzMzMzLrTZKXU8cBGbdv2Bi6LiGWBy/JtJK0AbAWsmB9zpKQx+TFHATsBy+aPVswdgWcjYhngMOCQHGt+YF/gXcAawL7V5JeZmZmZmZmZmQ2/xpJSEXEV8Ezb5k2BE/LXJwCbVbafFhEvRcT9wL3AGpIWBsZFxDUREcCJbY9pxToLWD9XUW0IXBoRz0TEs8ClTJ0cMzMzMzMzMzOzYdTrnlJvjIhHAfLnN+TtiwAPVb7v4bxtkfx1+/Z+j4mIKcBzwAKDxJqKpJ0kTZQ08cknn6zxY5mZmZmZmZmZ2fQYKY3O1WFbDLK928f03xhxdESMj4jxCy200JB21MzMzMzMzMzM6ut1UurxPCWP/PmJvP1hYLHK9y0KPJK3L9phe7/HSBoLzEuaLjhQLDMzMzMzMzMzGyF6nZQ6D2ithrc9cG5l+1Z5Rb2lSA3Nr89T/CZLWjP3i9qu7TGtWJsDl+e+UxcDG0iaLzc43yBvMzMzMzMzMzOzEWJsU4ElnQqsCywo6WHSingHA2dI2hF4ENgCICLukHQGcCcwBdglIl7NoXYmreQ3J3BR/gA4BjhJ0r2kCqmtcqxnJB0I3JC/74CIaG+4bmZmZmZmZmZmw6ixpFREbD3AXesP8P0HAQd12D4RWKnD9hfJSa0O9x0LHDvknTUzMzMzMzMzs54aKY3OzczMzMzMzMxsJuKklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc0NKSkk6W9KHJTmJZWZmZmZmZmZmtQ01yXQU8EngHkkHS1q+wX0yMzMzMzMzM7MZ3JCSUhHxx4jYBngn8ABwqaS/SNpB0qxN7qCZmZmZmZmZmc14hjwdT9ICwKeBzwI3AYeTklSXNrJnZmZmZmZmZmY2wxo7lG+S9FtgeeAkYOOIeDTfdbqkiU3tnJmZmZmZmZmZzZiGlJQCfh0RF1Y3SJo9Il6KiPEN7JeZmZmZmZmZmc3Ahjp977sdtl1TckfMzMzMzMzMzGzmMWillKQ3AYsAc0p6B6B81zhgrob3zczMzMzMzMzMZlDTmr63Iam5+aLAjyvbJwPfaGifzMzMzMzMzMxsBjdoUioiTgBOkPTxiDi7R/tkZmZmZmZmZmYzuGlN3/tURJwMLCnpy+33R8SPOzzMzMzMzMzMzMxsUNOavjd3/jxP0ztiZmZmZmZmZmYzj2lN3/ulpDHA8xFxWI/2yczMzMzMzMzMZnCzTOsbIuJVYJMe7IuZmZmZmZmZmc0kppmUyv4i6WeS/k/SO1sf3T6ppD0l3SHpdkmnSppD0vySLpV0T/48X+X795F0r6S7JW1Y2b6apNvyfUdIUt4+u6TT8/brJC3Z7b6amZmZmZmZmVl5Q01KrQWsCBwA/Ch//LCbJ5S0CLAbMD4iVgLGAFsBewOXRcSywGX5NpJWyPevCGwEHJmnFAIcBewELJs/NsrbdwSejYhlgMOAQ7rZVzMzMzMzMzMza8a0Gp0DEBHrNfC8c0p6BZgLeATYB1g3338CcCXwdWBT4LSIeAm4X9K9wBqSHgDGRcQ1AJJOBDYDLsqP2S/HOgv4mSRFRBT+OczMzMzMzMzMrAtDqpSS9EZJx0i6KN9eQdKO3TxhRPyTVGX1IPAo8FxEXAK8MSIezd/zKPCG/JBFgIcqIR7O2xbJX7dv7/eYiJgCPAcs0OHn2knSREkTn3zyyW5+HDMzMzMzMzMz68JQp+8dD1wMvDnf/huwRzdPmHtFbQoslePNLelTgz2kw7YYZPtgj+m/IeLoiBgfEeMXWmihwXfczMzMzMzMzMyKGdL0PWDBiDhD0j6Qqo8kvdrlc74fuD8ingSQ9FtSz6rHJS0cEY9KWhh4In//w8BilccvSpru93D+un179TEPSxoLzAs80+X+2iiy2oe+UiTOpAt/VCSOmZmZmZmZmXU21Eqp/0hagFxtJGlN0pS4bjwIrClprrxa3vrAX4HzgO3z92wPnJu/Pg/YKq+otxSpofn1eYrfZElr5jjbtT2mFWtz4HL3kzIzMzMzMzMzGzmGWin1FVKiZ2lJfwYWIiV7pltEXCfpLOBGYApwE3A0MA9wRu5V9SCwRf7+OySdAdyZv3+XiGhVae1Mmlo4J6nB+UV5+zHASbkp+jOk1fvMzMzMzMzMzGyEGOrqe5MkvRdYjtSv6e6IeKXbJ42IfYF92za/RKqa6vT9BwEHddg+EVipw/YXyUktMzMzMzMzMzMbeYa6+t4twF7AixFxe52ElJmZmZmZmZmZ2VCn720CbEmaXvc/4HTgjIh4sLE9Mxth3rnx12rHuPH8HxTYEzMzMzMzM7PRb0iVUhHxj4g4NCJWAz4JrAzc3+iemZmZmZmZmZnZDGuolVJIWhL4BKli6lXSdD4zMzMzMzMzM7PpNqSklKTrgFmBM4EtIuK+RvfKzMzMzMzMzMxmaEOtlNo+Iu5qdE/MzMzMzMzMzGymMaSeUsCzko6RdBGApBUk7djgfpmZmZmZmZmZ2QxsqEmp44GLgTfn238D9mhgf8zMzMzMzMzMbCYw1KTUghFxBvA/gIiYQmp2bmZmZmZmZmZmNt2GmpT6j6QFgACQtCbwXGN7ZWZmZmZmZmZmM7ShNjr/MnAesLSkPwMLAZs3tldmZmZmZmZmZjZDG7RSStLqkt4UETcC7wW+AbwEXAI83IP9MzMzMzMzMzOzGdC0pu/9Eng5f70W8E3g58CzwNEN7peZmZmZmZmZmc3ApjV9b0xEPJO/3hI4OiLOBs6WdHOje2ZmZmZmZmZmZjOsaVVKjZHUSlytD1xeuW+o/ajMzMzMzMzMzMz6mVZi6VRggqSngBeAPwFIWgavvmdmZmZmZmZmZl0aNCkVEQdJugxYGLgkIiLfNQuwa9M7Z2ZmZmZmZmZmM6ZpTsGLiGs7bPtbM7tjNvN5x2Z7FYlz0zmHFoljZmZmZmZm1gvT6illZmZmZmZmZmZWnJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc8NS1JK0uslnSXpLkl/lfRuSfNLulTSPfnzfJXv30fSvZLulrRhZftqkm7L9x0hSXn77JJOz9uvk7TkMPyYZmZmZmZmZmY2gOGqlDoc+ENELA+sAvwV2Bu4LCKWBS7Lt5G0ArAVsCKwEXCkpDE5zlHATsCy+WOjvH1H4NmIWAY4DDikFz+UmZmZmZmZmZkNzdheP6GkccA6wKcBIuJl4GVJmwLr5m87AbgS+DqwKXBaRLwE3C/pXmANSQ8A4yLimhz3RGAz4KL8mP1yrLOAn0lSRESzP53ZyLHKx75eJM4tv3VO18zMzMzMzMobjkqptwBPAsdJuknSryXNDbwxIh4FyJ/fkL9/EeChyuMfztsWyV+3b+/3mIiYAjwHLNC+I5J2kjRR0sQnn3yy1M9nZmZmZmZmZmbT0PNKqfyc7wR2jYjrJB1Onqo3AHXYFoNsH+wx/TdEHA0cDTB+/HhXUZkN0cpbDPYvOzS3nnlwgT0xMzMzMzOz0Wo4KqUeBh6OiOvy7bNISarHJS0MkD8/Ufn+xSqPXxR4JG9ftMP2fo+RNBaYF3im+E9iZmZmZmZmZmZd6XlSKiIeAx6StFzetD5wJ3AesH3etj1wbv76PGCrvKLeUqSG5tfnKX6TJa2ZV93bru0xrVibA5e7n5SZmZmZmZmZ2cgxHNP3AHYFTpE0G3AfsAMpQXaGpB2BB4EtACLiDklnkBJXU4BdIuLVHGdn4HhgTlKD84vy9mOAk3JT9GdIq/eZmZmZmZmZmdkIMSxJqYi4GRjf4a71B/j+g4CDOmyfCKzUYfuL5KSWmZmZmZmZmZmNPMPRU8rMzMzMzMzMzGZyTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY9N1yNzs3MpvL2LfcpEue2079fJI6ZmZmZmZk1x5VSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeeUmY2w1vpk98oEuf233yvSBwzMzMzMzNzpZSZmZmZmZmZmQ0DV0qZmdWw0qe+WTvG7ScfVGBPzMzMzMzMRhdXSpmZmZmZmZmZWc+5UsrMbARacfv6FVgAd5zgKiwzMzMzMxuZXCllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc+NHe4dMDOz3llxh28ViXPHcd/tH/ez3y4T99cHFoljZmZmZmYjn5NSZmY2oq30+TIJr9t/6YSXmZmZmdlI4ul7ZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPTdsSSlJYyTdJOmCfHt+SZdKuid/nq/yvftIulfS3ZI2rGxfTdJt+b4jJClvn13S6Xn7dZKW7PkPaGZmZmZmZmZmAxrORue7A38FxuXbewOXRcTBkvbOt78uaQVgK2BF4M3AHyW9NSJeBY4CdgKuBS4ENgIuAnYEno2IZSRtBRwCbNm7H83MzEa6t+/8nSJxbjvqgCJxzMzMzMxmNsNSKSVpUeDDwK8rmzcFTshfnwBsVtl+WkS8FBH3A/cCa0haGBgXEddERAAntj2mFessYP1WFZWZmZmZmZmZmQ2/4aqU+gmwF/C6yrY3RsSjABHxqKQ35O2LkCqhWh7O217JX7dvbz3moRxriqTngAWAp6o7IWknUqUViy++eO0fyszMbJUv7Vskzi0/279IHDMzMzOzkarnSSlJHwGeiIhJktYdykM6bItBtg/2mP4bIo4GjgYYP378VPebmZmNJO/YrUzC66YjnPAyMzMzs+E3HJVSawObSPoQMAcwTtLJwOOSFs5VUgsDT+TvfxhYrPL4RYFH8vZFO2yvPuZhSWOBeYFnmvqBzMzMRrPV9tyvSJxJh5WJY2ZmZmYzh573lIqIfSJi0YhYktTA/PKI+BRwHrB9/rbtgXPz1+cBW+UV9ZYClgWuz1P9JktaM/eL2q7tMa1Ym+fncCWUmZmZmZmZmdkIMZyr77U7GDhD0o7Ag8AWABFxh6QzgDuBKcAueeU9gJ2B44E5SavuXZS3HwOcJOleUoXUVr36IczMzMzMzMzMbNqGNSkVEVcCV+avnwbWH+D7DgIO6rB9IrBSh+0vkpNaZmZmNjzW+Op+ReJc/8MycczMzMxsZOn59D0zMzMzMzMzM7ORNH3PzMzMbEjevVeZFQSvObT/ioZr73NAkbh//v53isQxMzMzm5E5KWVmZmbWsHW+dWCROFd999tF4piZmZmNBJ6+Z2ZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfXc2OHeATMzMzPr3nrfObBInCsO+HaROGZmZmZD5UopMzMzMzMzMzPrOSelzMzMzMzMzMys5zx9z8zMzMym8v79v1skzh/3/VaROGZmZjbjcaWUmZmZmZmZmZn1nCulzMzMzKxnNvzuQUXiXPytbxaJY2ZmZsPHSSkzMzMzmyF86Hvfqx3jwm98o8CemJmZ2VA4KWVmZmZmNoiND/l+kTjnf32fInHMzMxmFE5KmZmZmZkNg81+eHCROOd8de8icczMzHrNSSkzMzMzsxnM5ocdUjvGWXt+faptWx5xaO24AKfvtleROGZmNrp59T0zMzMzMzMzM+s5V0qZmZmZmdmw2ubnPygS55RdvjbVtu1++cPacU/8/FdrxzAzs6k5KWVmZmZmZjadPvPr+skugGM/64SXmc28PH3PzMzMzMzMzMx6zpVSZmZmZmZmI8ROx/2oSJyjd/jKVNu+eOKPa8c9crsvT7Vtt1MOqx0X4Iht9ux3+yun/aRI3B9ttUeROGZWnpNSZmZmZmZmNtP4+pmHF4lzyBa7T7XtW789okjs735styJxzEa6nielJC0GnAi8CfgfcHREHC5pfuB0YEngAeATEfFsfsw+wI7Aq8BuEXFx3r4acDwwJ3AhsHtEhKTZ83OsBjwNbBkRD/ToRzQzMzMzMzMrZv9zf1okzr6b7lokjlkpw1EpNQX4SkTcKOl1wCRJlwKfBi6LiIMl7Q3sDXxd0grAVsCKwJuBP0p6a0S8ChwF7ARcS0pKbQRcREpgPRsRy0jaCjgE2LKnP6WZmZmZmZnZCPa9C35eJM43PrLLVNt+eNGRRWJ/9YNfLBLHRqaeNzqPiEcj4sb89WTgr8AiwKbACfnbTgA2y19vCpwWES9FxP3AvcAakhYGxkXENRERpMqo6mNasc4C1pekRn8wMzMzMzMzMzMbsmHtKSVpSeAdwHXAGyPiUUiJK0lvyN+2CKkSquXhvO2V/HX79tZjHsqxpkh6DlgAeKrt+XciVVqx+OKLF/u5zMzMzMzMzKy8wy85qkic3TfYuUgcq2fYklKS5gHOBvaIiOcHKWTqdEcMsn2wx/TfEHE0cDTA+PHjp7rfzMzMzMzMzGZ8R172iyJxvrj+F6ba9qsrflkk9ufW+3y/28ddVSbuDut8ftrf1JBhSUpJmpWUkDolIn6bNz8uaeFcJbUw8ETe/jCwWOXhiwKP5O2LdthefczDksYC8wLPNPLDmJmZmZmZmZnNIE6+ukyy61PvmXayq+c9pXJvp2OAv0bEjyt3nQdsn7/eHji3sn0rSbNLWgpYFrg+T/WbLGnNHHO7tse0Ym0OXJ77TpmZmZmZmZmZ2QgwHJVSawPbArdJujlv+wZwMHCGpB2BB4EtACLiDklnAHeSVu7bJa+8B7AzcDwwJ2nVvYvy9mOAkyTdS6qQ2qrhn8nMzMzMzMzMzKZDz5NSEXE1nXs+Aaw/wGMOAg7qsH0isFKH7S+Sk1pmZmZmZmZmZjby9Hz6npmZmZmZmZmZmZNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn1nJNSZmZmZmZmZmbWc05KmZmZmZmZmZlZzzkpZWZmZmZmZmZmPeeklJmZmZmZmZmZ9ZyTUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnPOSllZmZmZmZmZmY956SUmZmZmZmZmZn13AydlJK0kaS7Jd0rae/h3h8zMzMzMzMzM0tm2KSUpDHAz4EPAisAW0taYXj3yszMzMzMzMzMYAZOSgFrAPdGxH0R8TJwGrDpMO+TmZmZmZmZmZkBiojh3odGSNoc2CgiPptvbwu8KyK+VPmenYCd8s3lgLun4ykWBJ4qtLujOW6TsUdb3CZjO27zsUdb3CZjj7a4TcYebXGbjD3a4jYZe7TFbTL2aIvbZOzRFrfJ2I7bfOzRFrfJ2KMtbpOxR1vcJmOPtrhNxh4JcZeIiIU63TG23P6MOOqwrV8GLiKOBo7uKrg0MSLGd/PYGSluk7FHW9wmYztu87FHW9wmY4+2uE3GHm1xm4w92uI2GXu0xW0y9miL22Ts0Ra3ydiO23zs0Ra3ydijLW6TsUdb3CZjj7a4TcYe6XFn5Ol7DwOLVW4vCjwyTPtiZmZmZmZmZmYVM3JS6gZgWUlLSZoN2Ao4b5j3yczMzMzMzMzMmIGn70XEFElfAi4GxgDHRsQdBZ+iq2l/M2DcJmOPtrhNxnbc5mOPtrhNxh5tcZuMPdriNhl7tMVtMvZoi9tk7NEWt8nYoy1uk7Edt/nYoy1uk7FHW9wmY4+2uE3GHm1xm4w9ouPOsI3OzczMzMzMzMxs5JqRp++ZmZmZmZmZmdkI5aSUmZmZmZmZmZn1nJNSZmZmZmZmZmbWczNso/MmSZoPWCwibh3ufTGzeiTNHRH/Ge79GCpJqwD/l2/+KSJuKRBzInAc8JuIeLZuPOsdSW8FjgLeGBErSVoZ2CQivlsj5k+BARtORsRu3cZumiQB2wBviYgDJC0OvCkirq8ZdxZg84g4o8R+VuLOCuwMrJM3TQB+ERGvlHwea46kpSLi/mltGymaOGbkuHMAOwIrAnO0tkfEZ+rEHa0kjQHeSOVaKyIerBnzh8BxhRduasVeC1iS/vt7YunnGekknQ0cC1wUEf8rHPtQ4LvAC8AfgFWAPSLi5JLPU1IT55xNy9fpy9L/OHRVzZi7k86TJwO/Bt4B7B0Rl9SJa33c6HyIJF0JbEI6WN8MPAlMiIgvF4g9O/Bxpn4zOKBm3LmArwCLR8TnJC0LLBcRF9SJm2MvDTwcES9JWhdYGTgxIv7VZbzlI+IuSe/sdH9E3NjtvvaCpDfQ/+BX68Qjx2zkdZFjb0LlIigizq8bsxL7dUBExL9LxcxxlwCWjYg/SpoTGBsRk2vEW4v0xjJPRCye33g/HxFfLLTLrecplsTOb4qfA36bN30UODoifloz7jLADsCWQCtBdUkUeIOQNEdEvNi2bcGIeKpA7KKvY0mDHs8j4sc14xc/JkuaAHwN+GVEvCNvuz0iVqoRc/vB7o+IE2rEnn8asZ/pNnaOfxTwP+B9EfG2/P93SUSsXidujn1VRKwz7e+crpi/BmYFWr/TbYFXI+KzheI3diJd8n2v6f+9/BxF30MqcW+MiHe2bZsUEavVjNtU8qj4MSPHOBO4C/gkcAApOfzXiNi9ZtwxwAkR8ak6cQaI/f6I+GPbtu3rHONyjF2BfYHHSccjSOdFK9eM+1nSe/VY0v/1qRHxXJ2YOe5JwNKk65tX8+YoPQCRk/vzRMTzheOWPBa9n/Q7XhM4Ezg+Iu6qvZMp9s0RsaqkjwKbAXsCV0TEKoXiF02ENnXOWYnfxKDaZ4HdgUVJr+c1gWsi4n019/WWiFhF0obALsC3SQnijtetXcTfPSIOn9a26Yz5emA7pr6OLPJ/XfxaMiL8MYQP4Kb8+bPA/vnrWwvF/gNwOrAX6YLlK8BXCsRtxbw9354TuLnQPt9MeoEvA/wdOAy4sEa8o/PnKzp8XF5zX98K/Aq4BLi89VHo97AJcA/wH+B+0snHHSP8dfF94DLgM/njUuD7BeK+HbgJ+AfwIDAJWKnQ7+JzwA3A3/PtZYHLasa8Dlis9b+dt91eaH+vBMYB81d+Fz8uEPdWYO7K7blLHYdyvFnya/qfwEPA/sD8NWPeBqxZuf1x4G8F9rX465h0EbEv8Jv8f/2j/PE34NcF9rn4MRm4IX++qbKtVswmP/Jx8r78+VXgKeDp/PX9BeLf2OH3cUuhff828NV83Ji/9VEz5lT7Vmp/q7GADYHzSCPzN9aMWfx9rwf/e028hyyfj2d/Bz5W+fh03d9Hjj8BWKP0e1RTxwz6zpNvzZ9npdy51sXAbCVitcW9inRRPDfpYv584KwCce8FFii9v5X4ywEHk863fgOsVzPeX8mFCg3s629I50Nzk5KWjwJfKxS7yXPweYEvkM6F/kJKVM1aM+Yd+fOvgI3y16Xen3YlvZ/eQTrvuo2a54c0f85Z/BiXf+45Wse0fJw+vcC+to5rhwMfzV/fVDduJf5U78t14+fX7Y/za3f71keh/S1+Du7pe0M3VtLCwCeAbxaOvWhEbFQ4JsDSEbGlpK0BIuKFPLWhhP9FxJSc7f9JRPxU0k3dBouInfLn9QrtX9WZwC9IbwKvTuN7p9eBpCz8HyPiHZLWA7YuFLup18WHgVUjlyVLOoGUTNqnZtxfAl+OiCty3HWBo4G1asaFNCqxBimRRETck0fGaomIh9r+JUq9PuaNiOfziM1xEbGvpBLTfUX/fXw1b6sfOI1Q7QB8CDgbOAV4DymJu2qN0J8Ejs3Vpm8GFgBqjVhlxV/HEbF/jnUJ8M7IVRSS9iMdR+pq4pj8VK5cDQBJm5NO+muTdAUdpvFFjRHHiFgqx/4FcF5EXJhvfxB4f7dxK17Jo8Wt38dC9FUq1NWahrRLZVsAb6kR81VJS0fE3wEkvYWy71Ot19eHSMeiWwq85oq/7/Xgf6+J95DlgI8Arwc2rmyfTEqC1TVXRFzf9ueaUiBuU8eM1pTTf0laCXiMNEJfwgPAnyWdR0pAAEUq6N5LGvC7Od/+TkScWjMmpERG7QqmTvLxbfn88RRwC/BlSZ+PiK26DHs78CYKvXe0WSGfD20DXAh8nTRQ94MCsRs5B5e0APApUuXqTfSdD20PrFsj9PmS7iJN3/tifn96cRqPGardSZXXTxeKBw2ec2ZNHONejIgXJSFp9kizcJarGRNgUn5/WgrYJ88KqX1ukc8HPwkslY9vLa8jDdjVMUcUmNE1gOLn4E5KDd0BpJGaP0fEDfnE8Z5Csf8i6e0RcVuheC0v5xL11onH0sBLhWK/kv+RtqfvZGzWukHzm+2HmbrUsM6Jx5SIOKrmrg3klYh4WtIskmaJiCskHVIodlOvC0gn0a1pMvMWijl3KyEFEBFXSpq7UOyXIuLl1huXpLEM0vNmiB7KU/hC0mzAbqTRwhKaSmIfB1wn6Xf59mbAMXWDSpoE/CvH2jsiWseJ6yStXSd2RNwm6SDgJNLF2joR8XCdmBWvp/zrGGBx4OXK7Zcpc3HVxDF5F1Lyd3lJ/ySNFpea5vLVytdzkKpCSlwUA6weEV9o3YiIiyQdWCDuEcDvgDfk193mwLcKxH0toVbY14ArJN1HOtlfgpQcLqWJE+km3/ea+t8r/h4SEecC50p6d0RcU2Af2zWVPGrqmHG00nTZb5Oq8ubJX5fwSP6YhXSxVsp8wLtI1W6LAktIUuRSgBruA66U9Hsqx/i6STRJPyadc18OfC/6euUdIunuLuKdT3p9vQ64U9L1bfu7SZ39zWZV6p23GfCziHhFUt3fb0vxY5Gk35ISficBG0dE63/udKX+m12LiL3z/j0fEa9K+g+waZ2YFU0kQhs556xo4hj3cJ62dg5wqaRnSceOunYkDdDeFxH/zYnLEu/VfyH9zAuSqoNbJpMq1eo4SdLngAvo/39dq01CxespeA7upNQQRcSZVEbrIuI+0gl6Ce8BPi3pftKLRhSYew7sR5oCtpikU4C1KXeyuwOprPWgiLhf0lJAiUZ955NGDW6j3Oj2+ZK+SLpQKf1P+S9J85BKwE+R9AQ1L9ok3UY6QI8FdsgXKyVfF98HbspVECLNB/5GzZgA90n6NumNHNJJ7v0F4gJMkPQNYE5JHwC+SHqt1PEFUhnuIsDDpOmduwz6iKFrJbGvLpnEjogf54qj95D+djtERNcVihVb5GPaa5Qb9UbEx+oElnQMqVfFyqSptOdL+llE/LxOXDq/jutW+7WcBFyfT8SC1EehRMPXfZn6mPzpOgHz3+39OQE8SxTokVOJPalt05+V+tGU8JSkb5HeN4J0vKg9whsRp+Qk6/qk18VmEVEk2azUE+zLpJ5gO6lAT7CIuKwVJ+/vXZWkcAlNnEgXf9+raOp/r/h7iKS9IuJQ4JN5kK6fqN+3o5HkUVPHjIj4df5yAvWqBzvFblXSlV6Y5Frg4Ig4Ng8YHAL8mfoV3g/mj9nyRym3A9+KiP92uG+NLuL9sOb+DMUvSZVutwBXKfV2K9VTqolj0a9bFbwtueLmpYgY301ASe+LiMslfayyrfotv536UdOteCI0n3NOIJ2rlDznbCl+jIuIj+Yv98vnh/OSzru6oql7Hb9FxSYdQUT8gzQN993FgvZ5mVSR+E36BmHqVne3FD8Hd6PzIVJDDSdz7CU6bc8v1LqxFyCVtgq4Ngo0F26SpFsLJF3aY3ZKjERE1P6nzCd1L5BG77YhHfxOrpPwGuj10FLodbEwsDrpdXFdRDxWIOZ8pB5ErYTJVcB+UWA1N6XmmDsCG+TYF5NOHGaqA5g6N4meHDVX6lJDjXpznD1JU3xbI2Hzkvpr7VggdvHXcSX2aqTXMsBVpU7ESh2T1ZvG0NXX2yzAasAREVG7FD7H3pe+JplXkfo11m10XnQRjrbYp5OmnWyXzwPmJDVQXbWLWFNdpFRFRK2LFDW4eEh+33uR9Bpuve+dUmraSBP/e028h0jaOCLO1wALA0TNZtmV5ymSPGr6mJGPbfuRLmAD+BNwYInXhaR3kyo0ii5MImnxaGsELWmdqLlSVyVW0YVfJF0WEetPa1sXcZcCHo28KEk+tr0xIh6oE3eQ5xsbEbUT2U0ciwY4H5pq23TG3D9SG4fjOtwdUWCFSkn7dtreSujWiFt8FckOz1EsQV76HCAnXSBVi69Gql5SjntdRLxnoMdO5/N8jJQUf0OO3ypEGFcj5t+BdzV17V/6HNxJqSFSQ6uVVOKvQvll3ht588pxliVlSVeg/4oXtRI9SmWtl8UoWWJT0iER8fVpbesydlMJiMZeF6OJpCM6bH4OmBhpWkY3MfeKiEMl/ZTOvXhqjZxLeoDUZPlZ0pvA60llv08An+tQ2TKteMuTlu8+lHR8axlHakS6Yp39bdIAF9vPAf8odLJb7ERsoMRAJe50JwgGOgGtxKx1Ipqf437S61ik0ef7gQMi4uq6sZsi6WZgPGnK1x9I1TDLRcSHCsSeGBHjJd1UOQ+4JbpYOanpixRJv4q0wuMVHe6OqLkSUZN6cRHUhFIJiKaSR00fMyRdSkout6rmtwHWjYjaveIkXUeainte6XNwSYuQps1WX291l49fiVT11zqPe4qUzL6jy3hzAHORFv9ZF17r6zMOuCgi3lZzfycCa0XEy/n2bKR2JSVWLf1Op+1RYCXpkiS9iVQ5fzKpx0/1d/yLiFh+uPZtepRMhKr/KpKtflJRt3igyQR52znAxaSpxLXPASSdRpoddFu+vRLw1Yj4dJ24lfj3kqaLlmojglKPqq2ic2VltzEbG/Dy9L2ha6rhJJp6yc2TJXW95GblzWvBXL1SPbC+ue7+ZseRDlSHAeuRpgOUqGe8FvhdHtV8hRqZ4qZHorMPkJo2Vn2ww7Zu3EiHBIRSeXI3CYhGXhfq60nQUdToSaC+qYwDxa7zxjgHqW9Aa1rux0mrluwoab2I2KOLmK03k1p9BwbxB+B3EXExgKQNgI2AM4AjSb0xpkdjjXolnRERn+jwNyw1DfVI4J30jVqtlL9eQNIX6iS2BzoRI42MdeNHg9wXdNH4vUTSaQjP0UQPJYBW9fFXmbp/YN1kSWsRjo8Bh0fNRTjaFOsJFhH75s8l+0dV438ufy62eIikqyPiPZIm05esfO1znRHdynMU/d9r+D2k9RzVBIQkPUmNBAR9PZOWI41Ct5rfbkxK+nSlB8eM+SOi2hfuu5I2KxU8GliYJA+EbgncWYkX1Pg9Z0cz9cIvv6L7aYGfB/YgnatVL/qeB+pOhQcY20pIAUTqv1Zq2mF1uuUcpHOOUlOqS1aXbEiaTr8oacWylsmUaXHRaIKuPREqqVYiNGuieTqU7QvXruhCXBXLR6XHb0TcLmnVAnFbHi+ZkMpeBW7Og1PVKZ11Bsi/DOxE5/Pars5nW5yUGrrGVjgilZS/K/I8+fwmeQ3QVVKK/m9ek+hLPpR68wKYM1IvDEWaTrafpD+RTibr+BFpXu1tUb+M772kZpAbd7gvqDGHW9LOpJ4Ub1H/VdVeR+pHUELpBERTr4tWT4KPkVZvaY2Sbk3qI1DHR2o+fjDLAO9rVdVIOorUV+oDpJ5m0y0izs+fi0zb6GB89G8OfYmk70XElyXNPr3BotlGvbvnz039DR8AdmydcElagVTtdSDpf7tOtWXRE7FWYkDSHJGnR7TkZPF0G6DSr/qcdfvZtJ5nJaauiC3R46e1KuqvKbvaXGsRju0ouAhHth+Fe4Ll/9uPM3VyrtZFykCDMZX40/3+F3maQkQ0eUFR+iKoyfeQlqIJiGh4JcJ8zNmRVCVb/b+uO4XoCklbkc5RIFU2/b5mzJamFibZjPR6K9nHDQov/BIRhwOHS9q12wHraXhS0iYRcR6ApE1J1V21RUS/i1dJP6Qv0VrXoRSqLsnnbSdI+nhEnF1/1zpqLEFH+UQoNLSKZMMJ8kYW4gL+KunX9O+DWTKJNFGpRcA59E8g1SmgOCd/FBOpn+YspN52pa53AU/fGzKlRsWt5e2fJTdjiwLzrfNI3urRN5d7DuCGiHh7zbi7RcQRbdtmL/HmK+nPpOmGZ5ESP/8kNYus1WtE0sXAByMvMVmCcsPmaW2bzpjzklZt+T6wd+WuyVFoVYPWVJFO2yTdHF30MckxGjmpkXRVRKwzrW0jhdJKNWtExHP59rykOdHLqzI9ZzpjNlY1luNfAlwGnJY3bUlKom1EOmZMV88DNTzdsEmd/gda2+r8f+Q4VwAfiALTANviFutVoQH62LSUSIwqTfdZl5SUupBUBXp1RGxeIHaRnmUd4q5AWsTgmog4ValXypYRcXCh+EX7NEr6A+mkfxKV5Fz7hVwXcTtNC6yErz098J2kvk9Bek2U6rnWyP9ek9RhCmenbV3EvQtYpXXOlhOYt0TNaUSSzgTuIk1ROoA0ze6vEbH7oA+cdtzJwNz0LVIzC30X4bUq6SQtSFqY5P2k/71LgN3qnm9Juoi00EeRnk+VuL8jVTRVF34ZHxGbdRmv6R50SwOnkAYtRUpGbBcR99aJO8BzzQdcHxHLFoj154iotUJwJdanIuJkSV+h8/lQ7T6NHZ5zdtKU1A0LxCp+HFJaqGY5UnK55CqSjQ2qNXUOkK/Nd6Z/H8yj2gcaa8RvrN9YEyRdExFFm7O7UmqIosEVjui85OaxBeJ+mrQ8dtU1pCkvde1Bmgq2G6ky4X2krHRdj5JWj7iIcgfAs5n6Zz6L1LCuKzmR8Rywtfr3v5hH0jxRpv/FM5K+Tv8ExLP5+bpO2uVS1rWYemS+bvXDQpLekv9XyG8EC9UJqL5pIlPdRf3pIoeSylqvzPHWAb6X/8f/2GXMpley+SSpGvGcfPvqvG0M8Iku4jU93bB0eX3V3bm6rfr/8bd8kler7xqFV7FRX6+KOSW9g/5TZ+fqJmaD1XhVmwOrADdFxA6S3kiqbCqhkVVRI+JOSV8F3pqrvO4umJA6DziVdBFRagWwRSNio0KxXhMNTQuE16agbEFftfHxks6MAgu/UP5/r8n3kJamVp5taiXCZSJiC0mbRsQJkn5D6r1SS8MVdMtFxDbVDZLWpn5l+n9J5wGXUW56C8BnSAu//Jb0WptAvVUvG6v8B4iIvwNrKq1kp5LXOOo/hXYM6bywVCVoyeqSViXbPHX2bTrNRbmVKps4DjW1iuR0tR+ZHhFxJ+natHX7fqD2OUBOPh2WP4or+Z6tgdtntJ6rxIJil0j6OPDbKFTh5EqpaVAPVjjKz9MadRQ1V5vRKG7Wp4KrR6gHTZwlfYk0peNx+hJFUeIfPo8M7kvf6+Jq0knOc6QlybsawZJ0ErA0cDOVHgp1T8IkbUSqJrwvb1qStDpO7ZPdpiitHLEG6fd7fUQ8UjD2bMBb8827o2aD+rbY85QY2c0jP6+LiCfbtr8BeL7ECJAaaN6Y485JmkJb/f84krQSz1x1fj8lj0M53vakQYLxwA30nzp7Qjcn0JJ+EhF7DFSdV7cqLz/H9RGxhqRJwHqk3hq3Fzp2NrIqqtKUhRNI0ztF6su3fRRYTUvSe0nJzw8D1wOnAxfU+T+RdDTw06j0qigpV4BWVzmcQGpW3/WUDEl/Bd4R/VfqujFqNlvOsRpZQapJ6r/yLPStJFli5dl30rcITqmVCFv/11eRjqGPkd7/SqxIvDJTD3jV7t9Zssq0LUajKyfm5xhDms73fKmYTZD0Yaae0lmi19ESlZtTSL1zalVCNl0J2pSBEnQR8bMCsTsdh/aLAivPjgYDJWBaur0uazrBowZmLEhaOCIe1QCruUeZVdxblbFT6FsBs15FrJNSgxvoBKmlxImSpJMiYttpbZuOeNULoGoFxGTg+DonCANdALWUuBAqRWlO/GbAJvSfvz4ZOC0i/lLgOe4l9QMr3QSwMfmCYoVSme222LOTmocD3BU1p4pKGhcRz6vzSoS1qiokdZxWWOjidV0auDDOFW6/ptCy2PmC+A/txwRJ2wDviYid6+xvjlWsvH60a518tG3raiqxpNUiYlJOlEwlIiZ0u5+V5ziS1OB1K+ArwL+Bm5uswqkrJ9A+GRF359tvBU6NglMF80Xm+0iLAWxU6yRMupPU3+5+0kh/qYUAWvHPBm4nHY8AtiVNCRu059Q0Yl4EbN262JH0euDkiOhF/6bp0uR7SI4/Brg4CqwwV4nZ9D5/llRBvjKpUn8e4DsR8YuacY/NMe+g/yBd1wkCSe8mtc3Yg/4VCuOAj0bNKZL5OYoPIOXqsy+QBv4mAfMCP46IH3QZ78vAcxFxTNv2XYExEfGTmvv7C1LVznqkc4zNSYnKHevErcRvZLpvSZIOBe5r/z+QtCfwpiizqnbxBF0l9hYRcea0tg0xVqODXk3EHygBU4nZVSKm6QSPpI0j4vymEuR5v5eNiD/mAaSxUXa2VzFOSo0A7aM9+STntohYoWbc4s36BroAaql7ISRpIWAvph6t6bqbv5pp4tyKXbz/RQ/eDM4k9WIo1ai/GrvotEBJF0TER5qoqsi/35Y5SBVTk+q81iqxG7kwVuFlsSXdOdBxRtIdhSpiDic1wD+Hcs0bkbQsqadbexPuEqP9xY9DOW6n0f5avZWUVpi5sG4CuEPchUjLpN8bEf+StCQwLiJuHfyRQ44/K/37M1wJ/LLuBaGkW9sTOp221Yg/J2kKzZakaeEXRMSuNeI1NpKZ4w/Ye62LWK2R3MVJq8Jdmm9/gHShuVWB/S36v9fke0jlOc4Dto0a1Wdt8ar7XD0HaCUsS033KWqw95MaMd9L6mv3BdLCCC2TgfMj4p6a8delmQGkVn/DbUitIr5OOr/otlrjdlLT+5fbts9O6idZt1rj1ohYufJ5HtK0nA3qxM2x26f7bgYUme6rgk378wDBStHW01apqfOt3Z5ndXieVehf/VjqPbVkz8pGB716MajWBKWZSGuQjss3RMRjw7xLg5L0OdJKefNHxNL5vPkXEbF+ofjzAcvS/3+v62One0oNUb6oPAp4Y0SspFSivEmdg6qkfUij0HNKapX1CniZNA2qrssk/ZiCZfs9OFCcQpoS8RHSScj2wJODPmLaPirpDuAF0spJqwB7RMTJgz9sSIr2v8ha88Gb6k+0IHCnpOvpv891k10dpwVSowdGa+Q9GliaPiL69WaQtBhpqmcJs7YSUvm5/pYvwmuLsstia5D7ZqkRt2ocqW9H9eS2dg8M0gj/vqTR8/VI/ToG+3mmR9HjkPqmEs+r/o1qx1F5M+/SJsBPlKbinEaq2qg7NeKzwPeAvwNLSdop8qpMBR1FWhHnyHx727ztszXjTlRqzto6jm5Dof4VSr1L3kV6H/k5cGX7Bcz0ioh/tF2k/Ckibqm3p/28IOk9EXE1gFIfnhe6jNWqvJ5E6gXWcmX3uzeVov97Tb6HVLwI3CbpUiqra0WXU+Kb2mc1347iGkkrROrpUkQ+55wg6fhWojYnCeaJMtPhfgRs0D6ARI2eo9ms+T1/M+BnEfGKpDpVANGekMobX1LbCUGXWseE/0p6M/A0UOr1tzX9p/seTGoCX6IH3Umkpv0bUmna32Ws6HQ8j4j/FfodI2l3UoVt6/znFElHR43FhyR9EPgQsIj6NxAfR6rGmm4RMSl/buSarxUfmJ/Cg2rq30dwNtJ5xn+iZv/AfF70HVJvNwE/lXRARNTqAT1QAUJLzWuzXUhJtOtyrHuU2nPUln8fuwOLkq771iT1re568NZJqaH7Fakv0S8BIuJWpfLcrg+qEfF94PuSvh8R+5TZzX6OIZXttxogb0u6kKtTtt/InN2KBSLiGEm7V05G6h4UN4iIvXJFwcOkEZsrSD236ireBLD6ZpBH5RevJjgK2K9grKrxNDct8FzSBfe5EfHf0vGzh4EiI2E0d2FcelnsJyStERHXVzdKWp36yWCg0YbLc0bEZZKUL1b2k/QnUqKqrtLHoeVIF9mvp3+j2smkE9SuRWpAPitpZbxPAkdKujQi6iR39gBWjIgnlVaePYVyS3i3rB79p95cLqlEMmZn0onYbqQTx6voS3zVdRypArJOIrifDhcpJ9e9SGmzM2mZ83lJv49n6HJRkuhNc/0mzgGafg/5ff6oqv0+mBOIN0fEfyR9ilSZ95PofiGVViPy5UiVbq3/6Y1J/yd1nUBKTD1G+amo35fUbzqcpK6nw1U0NYD0S1L11S3AVbkislYSTdIbI+Lx9m11YlZcoDQN9wekhFFQblGLB0iDL63ee7OTBjxKKNm0/7+Slm2vvsvVJd0m8tvtSGr58Z8c+xDShXyd4/0jpAGDTeh/njkZ2LObgD241mspPqgWbQsuSNqMlJip62uk5OrTOe4CwF+ovzBZkwskvRQRL7dyqpLGUuC9Kdud9D5ybUSslwdfa7U0clJq6OaKiOvbkuWlpmxdIGnuthOPw6N++f7SEfHxyu39Jd1cM2bTPSNaUzceVWq6+AgpC1tH6wTjQ6QpVM8UGvRotPmqpI1JB6vZSNUKq5Iq3WpVNOVkV3WO8Vykhot13U6aplV8WiDwY9J0mYNzhVeJBsPVpoKzAKuSTiBLaOrC+AukZbEXISXRLsnP062vAWdIOp6+k5nxwHakPkK1NVFlmr2YR8zvUVpw4J+kFf5KKHociohzgXPV0FTiPAp/Een1PCewKfUqjl6O3Pw+Iu5TmiJS2quSlo606hM5+VU72ZNHXH+cP4qKiD9IWktpKmOplUubuEh5TUTcDKwiaVy+Xbu6RNJHSKvuLkH6PZRcya6JcwBo4D2k4vURcXh1Q0421nUU6W+3CmlKY2ugY9A2CgNpna9IuoQ0FWxyvr0fMN19Zzo4ljT4eRs1VggewAqR+mxtA1xIng5HSqLUMamJAaSIOILK6teSHiRV9HbrB8DvJX2FlDSCVM11KAUuaiPiwPzl2ZIuAOaImtNRK+dYLwF35ErC16b71old0Tpe/EtptdXHSC0kuvEd4CJJ36X/+dA+pIGaEkT/97lXqVnhnStrb5H0DPD7utW7Wetar3V+Wf3/KJbULzmoJmlsp4RWRJwjae8Cu/swKdHXMhl4qEDc+2sMNEzLBEmtGVkfIC1scf40HjNUL0bEi5KQNHtE3CVpuToBnZQauqckLU2+iJW0OeUuvjudeJxIlyceFSXL9oFyfS4G8d08ovsV0kn5OLrM9FecL+ku0s/+RaWeFSVORBvrPZPtR8ruX5lj3pwvhmpRZY4xabrdIqReDXXnGDcyLTDHaI2YVxsMH0t6fXSrugjAFFLCsu7y0sBrJfU/Ay4jnZzf3an0vou4T5FOCorIifY1SCcen86b7yBdJD9R6GmKV5lme5Aas+5GukBejy4rQDpo4jgEcJOkXSjQ/6JFadXLrUg//5Wk0e1PDPaYIVhU/acB9Lsd9ZdLh/SauELSfaST8iWosWT6NEZ2XyKNzH8/akyNUwNTlGngIqVf8DSa21rFNSRdTRrcqLM4x09IFde3NVAZ28j/XkPvIS3bkwYLqj7dYdv0mhIRobRoy+G5gqzEMW5xUpuIlpfp/kK+6sEoP823pfR0uJYv0MAAkqTvAYdG38pnrye9pr/VTbyIOFHSk6QpaiuRjjt3APtGxEUF9neuvH+LR8TnJC0u6f8i4oIaYXsx3fdopb423yZV/s1DSi5Nt4i4KFfVfA1o9Qm8Hfh4lFsd9TjgOkmt38dmpGu+ErYkVR2dDRwXNVY8jr6psmtH/4Vq9pb0Z9LrsIiCg2rXA+9U/xYJs5ASiyWOFf8k/e3OzfE2Ba5XnhYd3U9/PodUjIKks9uKSeramzTwdRvweVJCv1QF5MO5uvIc4FJJz5IGkbrmRudDlEdxjyatAvIsaaWcT0XEAwVi3xgR71RqBvjPfOJRYqnbVUnl1NWy/U/XOSmvxF6TdML4NlIlzxgKzNltSn7Tej4iXs1vvuOiQIO6POJ4OvBVKv0voswqHddFxLsk3RR9Ta1rN+zN1XJrANdV4t4WEW+vGbfRhoUq3GA4xyy+6k6O+2FSou/vpP+9pUir5HV18qgGloztFUk3RMTqba/jrhotj3ZKiwzcRRoRfK3/RUR0XVUh6TRS2ftFUagvw7QufKPQNK5cgbUc6X+k1mqdGnzlnbGkC7n9Wq/BLp+j+Mql+YR2e/ou2jYDToiIwwZ80PTFv5R0od2arr4NsG7UWC1OaYGP9QuNyPdM6fcQSVuT/pffA/ypctfrgFfr/I5z/Amk/mU7kHqDPkmazlf3vfqbpMT170jvJx8FTo/UUqJO3CNJyZfzKbioRY69G6k66hbgw6TE2skR8X+DPnDwmEUbWLfFvqn9WFPivL4pSv3yJgHb5YrmOYFrZsb36aapbyXCVhL08YiodTFfiT2O1MNrB9L/9nGkAdeuVlvL1wtfqhQ3rAUcWep10WFQ7XTgkk4VT0OI1bqWPo6+8+QppOmjv2pVf9fY10FbQ0SXM2fazo2nOm6MBvn6b17SeWjX11GulBqiiLgPeL+kuYFZuv0HH8BkpabnnwLWySN5tee0N1G2X/Ez0oHkTPqm+yzTbbAmL7olbVf5unpXndHtlkb6X2S3S/okMEZpTvtupPnLdTUyx7hU8qkTNdBgWB1W3ZG0fdRcdSf7EbBeRNybn2tpUs+Rbkc0WyNeEwf9rpGpkSrTfLG9RfQtSz8fcFpEbFgjZsfjT0uB5F/J/hetfSoyzbItZuO9g/L73Ib0rda5vqSuRxuHUMX793wxUEfxKcoR8WNJV9J3kbJDlF0uff7om5oDqRJps5ox9wIuzO91RRb4aPp/r4n3ENL78aOkKuEfVbZPBkqsqLUlKem1Y0Q8Jmlxak5XU3rjP5H0XtRK6JR6zc1Jej2UXtRiqulwwD8k1ZkO12pgfYukxaP89JkxSlNaXoLXEqJNTIMuZemI2DInWomIF6Rizb0bm+6bKzW2Y+pVn0fsQF1E3EjfFMzW1M7FC8V+PldKzUmqJv8o8DVJR0R3fQo/AxynVL0awHN5WymfJg2qfb7AoNob8iDP7W3bgzStuNaU/m6TTkMJPcDXtSnNkNqPqf/3Sqw6e1JEbAt9139K1eTbdhvTSakhUtuqJflY/Rxpideba4YveuLRvq+V7UCRFVZace6VNCZS09fjJNVJmDR50b165es5SNPUbqRMUqqp/heQyoe/STrJO5V08XrgoI8YmglqYI5xw9VzxRsM09yqOwBPtBJS2X1A19PhIuL8/LkXjYZL24VUZbq8pH+SqkxLTEFcMPqmRhARz6r+qiJNJ/1K9r8AQKlU/RBSPy1Rtr9Pk84nr1pG+f4zHUVE3Sb4xacoV07sbuywrYQrJG0FnJFvb87UTbmn10HAv0nvp0UW+KD5/73i7yE5EfoP4N3q36dxTtJFYdeDlzlpe3K12ionTmqdt0RESDonIlaj8porIZpb1KLV0Pt7wJsj4oOSVgDeTf2pTwuT+h1dT/+VE+u2HTiZtAJ2q2rjM6RBsJHq5fy6bQ0eLU3lGFfTT2huuu+FwLX08H2kAaWSfxuTXmdLk3pArRERTyjNDvkr09mnMB+D3hsRreIGRc0+Yx3sSOpN9Go+B1+e7qttxpCmbxab/l6l5tq1rCLpedJ+z5m/hjLncseQpr9PokDPzjYrVm/k10ut6ydP3xuiPKI9nr6L9w8DN5D+gc6MiFJLydfWVIlh23NcBbyfNDf1MdJo4aej/2pKI1LO+J9U4KSjNQL0J2Ax+vpf7B/N9VWoLZes70gazRQp2fXruicLkiYydfXcshHxjXp7/Fr8tZh6NKzrE3R1mArZaVuXsY8ijUycQTrJ2wK4G/gzdDedQWlK1e6k6U6QTjKOqPM76KXSVaaSJgEfbY1w54vC35WYHiFpi4g4c1rbuoj7WeBsYGXSRfI8wHci4hc1Yt4LbBw1+kcMh1L/a72kBqYoq21KTz6xuy0iVug2Zlv8ycDc9F2wzULfxXdXJ7ySJkbE+BL71yH2ktHWFkHS6hFxQ4HYRd9DKnFf69MYEUvnyuZfREStPo2SzgO2LX0hKOnnwPElfqdtcecgnVsU65lXiX0R6Zj5zXyRPBa4KUZw2wFJHyQNgoo0JalWVWyT8gDlt4AVSAuorE06p7+yQOzGpvu2Hz9HI0kPRkTtSilJJ5LO5aeq9pe0fkRc1kXMKyNi3br7Nkj8SaSKzflIycWJwH8jYroHLpt+LajBdi1NUW4DUzjmPsA3SAMvrab3IvUmPDoi9uk6tpNSQyPpYlKzu3/n2/MAZ5FKIyfVOYHMJ42tP8RspKl7/46IeWvEHAPsFoX6UnSIvwTwOGl/9yTNJT2yrTpkeuINmsQpkUCqPNespJP+5UvFLEnS+Qw+jaHY76Kk1oVK9WJT0l8iYq0CsTs2GK5Toi3pWNLvubWqyKeAMSVGe/Po6EBiek/Slaag7gl8mTS6LVJPlB+QGuDWurDKI0BfJ52QFm3Yn5PA+5J6ogBMIDVarruyz0akCqzWxcM6wE4lTvw7ndyM1JNfSX+O/o1IS8ZeO9qa/3fa1mXsQ4DLIuKSurF6SR1WLu0m0drhxK41ulv7xK5pkg4GLm/ib5cvUjaJiH/m2+8lNbaum3wo/h5SiX0zzfRpPANYE7iU/lU8dacy3kka3Hggx22NyNftV1m8Z14lduO9CSUtCDzdQDVPMQNVjEVE7WbZSosirEl6PVwbaWGV2iStTqryLzbdtxJ7T1LV5gVtsZ+pEfNQ0kIsL5Cm+64C7BERJw/6wMFjDjQ9WcD2NathGiPpINL13en0PwYVqbJUXx+oXYE5I7Vxee1/fDpjdfW46Yg/KSJWa7vGmRARdRclK059rQo+Qaog+y39/z9q//0kfb/0eYqn7w1d+2olrwBLRJp3XavENSJeV72t1O9hjZoxX5W0CdBIUioi/pEvZEvNs303aWnNU4HrKFh+2ZbkGUOaXnbGwI8YUswm+1/UXt53MGpufv9/lRqH35zf1B8ljdCXMJ7CDYaBnem/6s4ECqy6A41MY/giqSrogcq2yyV9nDQfv+5o/ymkk44PUxkBqhmz5VjSHP/WinDbkka8PzbgI4YgIv6Q33hbJ9F71j2JziPbHwIWUf/V58aRGmbW0tAFxUSlfjnnULi5MKn6sz0R12lbN64FfpcrN1+h0HFIzfZQKLZyaaSm0t9v4sSunVK/tWXpn3Cu0ztvF2CvfO5T7G+XfQE4R2kqyjtJ/y8fKhC3ifeQlkb6NJKmWdadatnJB0sGU99S7MV75lX8JydNWtPL1iS10OhKfvzBpAWADiQNTi0IzCJpu4j4Q52dHWCwuUQ7g+PJFWP59t9I791dv4fk1+urEfG0pFtJvdcWA4okpWhmum/Ly6TBuW/S9/sOoM7xfoOI2EvSR4GHSZXuV9C3WEQ3BpueXGTqspppodEaVK6uthekFUxLkKR3kxLYO+Zt3eYm6q4gPi1Ntmsp7Udtt6uVzUX+fhGxj6RF6DvXam3v+tzCSamh+w1wrdJSkJBWcDlVaUrKnSWfKCLOkbR3gVB/UVqWvliGW+msa1/gS6QT0VkkTQF+GhF1lgh9E/AB0qoRnySdiJ0aEXfUiNlSTfJMIe331jVjNtb/okTZ+DT8hGbm929LehP8EqmqZzGg1NKmTTQYfonU+PDHAJI2IL3uPlA3dgPTGMZFh5U+I+IB5YUMamqyYf/S0X+J2/1zZUFXJC0fEXdVRoJaq9YsrtSwts4I0COk/+1NSHPwWyZTYFl6GrigICXM/kvB5sL5JHEtYCH171E4jvQ/XsKPSIMRpY9DTfZQ2IVcEQMQEfeoZh+zJk7sqpSmjO5OOnm+mZTEvYYaJ6XtA2klRcQNSiutXULqOfaBqLlqUlb8PaRighro05gTO3MCi0fufVhCHlR8D6ni77g8wDhPjZDXkxKIxXvmVXwZOA9YWmlJ+oVI/dG69TNSpeK8wOXAByPiWknLkwZHayWlmhhszhaMiDNypSURMUVS18e5nGg/BPi3pAOBr5Gqsd8h6diIOKTAPs8fERtM+9u68mVSMrRUAg36Fpr6EOk65BnV7PkevekHWnQBKoCIqLWYwBDsAexDar1wh9JK91d0E6hOddwQfTdX/n+FvnYtezT8nF3pwd+tVTG9FSkH8lr1MWlFya44KTVEEXGg0pz2tUlJjS9ERCsxUatpr1Kj2pZZSAeTEifpTWS49yD9DlaPiPsB8kHkKEl7RpfTBSM1H/0D8AelZcK3Bq6UdEB0t2JENfYESauSkl2fIDVaPrtmzBNg4N4zdWJX4iwLfJ+pp1TVHfF/CLi99Ihx9K1+9QJQZJWKSpXb6yjUYFjS+0jVDW8mVZd8j1RpJNKIXgknkaYxbEhlGkONeC90ed9QNTkC9IKk90TfksJrU2+fv0yqVmkfCYKax7eIuEXS7aSR0iZOIoteUOQYTTQXno10kTqW9L/X8jz1LgSr7qGB4xDwXER0u8rltBSviGnixK7N7qTFPq6NiPXyRXet47OkdTptr5NI09TT1uciVcIco7QqY91p68Wb1FfsTRqEuA34PKn58q/rBs3VYj8k/T8ulc9jDqi7z0p9R8eTpvAdR7oIP5l0blfH0bkq71ukBNI8wLdrxgTSYKrSVM7lSO/Vd0eNpceBsZGnn+bzzGvz89xVJwFRqRrrp+Bgc9GKMdI5/dKk4/xfSTNAnlKamnwDKWFV1x8lbRDNTNW+g76+NqWcL+ku0nnKF3PS9sXCz9GIKLsAFQD5nLB9gLVOEcJrWoOgldv3kWYvjDgRcUH+8jlgPXjtfHZEa/Dv91Fguai/auJrnJSaPjeRLtbGAqjcMrIbV76eQprnv2ndoA1lSrcjjVy+NioREfdJ+hRpZLPr6YI5GfVhUkJqSdLyv3VG+99KOtnfGniaVJGgwr+XfUijEtPa1o3jSFVph5EOgDtQZlpj0eW8Jd3G4FMZ6/SpaGIq449ISY1rSNMYrgW+HRGHF3yO0tMY3pbL6tuJemXqLZ1GgEpUBkGajnNiji/SdIlPdxssInbKnxsZCYo09XkBSbNFxMvTfsR0KX1BgaRFSX+ztXPcq4HdI+LhbmNWquWOrySbS3uUNPBwEWX7jFwh6Qc00EOBZipiip/YtXkxIl6UhNIS9XdJWm7aDxvU1ypfz0GqAJlEvQGvRqetk6Z0NiIi/ifpHOCcQlVdLfuRfrdX5ue5WdJSBeJ+FHgHefW9iHhEUp3qt9ZS7JDOUwB+nj+XmsIP6XexJOkc/J05Wdnt1PVq0+32QZI6iebrSfvW1GBz6YqxlyPiWeBZSfe2zu0j4r+SSr3/NTnd91VSy4gr6H+87zqxERF7K/U8fD6fD/yHAtdkPVC8hYakX5AGCNYjJdo3J73Ga5H0k4jYo8NgBDCyeucq9Wj+BGm6/h8i4nalNiitnpCN9bGqq6m/X3YfaUDDSaleU2rCti+pufer5IMqaRWlWhoa6QYayZDO2qlMNiKeVGog3hVJJwArAReRVq+7vcY+ttxFWhlv48gN2JWaItamgXvPvI6+qpO65oyIyyQpXxjuJ+lPpNdhHaXn93+kQIyO8sUxStNkX8gn/68tG9t92NdWlDlH0pOFE1JQfhrD22rv0SA6jQAVjH0Lacnbcfn289N4yJCpodW0SMu8/1lpAYbq1Oe6CZPSFxSQkte/IfW9gNSw/zgKTEMFZpd0NFP/jkv0k7g/f8xG2T4jrZVmivdQoJmKmOIndm0elvR6UlXopZKepW/Ka1ciojqQhqTFgForEEfD09ZzxfRUTerrxJSmamegXPlYt51By5SIeK6tcqdEYuPliAhJreR43cTRYEuxF6mE1ACN6um+n+Jgy7DPMfDDhmxj+n721mBziQvtZ4B+FWPAqjXizSnpHaTE2Wz5a1Hu99DodF/SYPjlpCTjq5SpHIeUgPiAUiuGlhIrdTa2eAiphcYslG2hsVZErKzU3Ht/ST+iRrFARWuBoaYHI0o4hvS7vB44QtI/SK0H9o6Ic4Zzx4agqb8fpArFmyVdRqGEsJNSQ7c7aTTz6dKBmxjpznGbyJAONnJSZ1RlW9LF31uB3SonYXVGVD5OqpS6QtIfSA2hSzVQf4Q0Mtzee2YJypUSv6jUBPgeSV8C/gnU6l+SFZ3fH6k/xRjg4oh4f6m4ba4C/i9PDbiM1PdnS7qbOvv6tlFMVW9HmQbRrWkM36ZvGsN3ug3WYLUKAHn0fVemTj7UPonOFZAfb8Vu/W/XvWhr4CKl6pH8MQv9p691RWn1oYcqU1A+T/qdXEJqpFrHQhFRXe3xeEl71IzZciZpquuvKdyfKcoskNEpbmO9FBqqiCl+YlcVER/NX+6XqwnmpWa/nA4eJg0q1aZmmvUWbVJfsQcNtDOouF3SJ4ExStP5dwNqT8cBzpD0S9J74eeAzwC/qhHv0VLTeQZRtFF9RJTqjdeuVTXWPrAapPPcugMbZ5NWp7wDXptK+3Og25UeH63s02Nt+/dYtztZpWam+44ltV74DPAg6dx+MdKAzDe6jZtj7wusS2qdcSGpov5qypxbNLZ4SJRfgAr6knz/lfRm0qyT2tWaETEpf266h24J44GV8/v/HKQFAJaJiCL/Hw1r5O+X/ZFUxVssIeyk1NA9RM1pFoNoaqS7iQxpa3SpXa1RlYiYpftdGjDm70irO80NbEYaOXijpKNITfW6nt+eqz9ukXQKqRKtWL+qij1IScXdSKvDvI80fbKu4vP7c4nzfyXNGxFN/J8ol5PvSBqFPlTdN8ueQP8ps9XbtRpEt0REq3piAmWm1zXtHNJo0Pn0n9ZQwrmkY+ckylaDNLaaVuuELk9piYj4d82QvwRaCdu1SI3OdyWNcB9NvWqpp5SmT5+ab7emK5cwJSKOKhSrn1zx+FUaqMIqXSHccEXMefmjquhrOg8avJH0/gSp4XfXrQfUf/XZWUiv41tq7GJVp2a9yxaIW7xJPQ22M8h2JR0rXiKdI15MWqq+loj4odL00+dJFTffiYhLa4QstlryIJpsVF/SYFVjJRRdnbLJJH5FE9N9f0AaMFoqIiYD5GrsH+b79qgRe3NgFeCmiNhBadXcWhWxanDxkA7vT6UWoAK4IFfa/oA03Tco0C+vRdL9dJ6+N5LOm1+OiP8B5KnwfxslCSlo4O/XZELYSamhu4/U/+L3lO1/Ac2NdBfPkDY4utSYiPgPacn7UyTNT0r+7U06aeyKetCvKiJuyF/+G9ghHwi2JJ9U19DU/P4XgdskXUr/KU8lRvylqZeN7eq12OR02ZZ8EvM94M0R8UFJKwDvjog6q6w16cWIOGLa39aVRSNiowbiNnaRojTl8iRSVQWSngK2i+5XAx0TfSvDbAkcHRFnA2fXSK62fIZ0Id+6AP5z3lbC+ZK+CPyO/u97JVa5aaQKq6EK4T1oqCIm2hrqK02F26rGvvaj/q0HWgnnuq0HqqvPTiGtUFVi+gnQTLNeGmhST0PtDCqWi4hv0rdaZzE5CVUnEVXV2FLsamCxk4Y1WjUWza1O2ZgmpvuS2ka8tTooFRHPS9qZ1LpjjxqxW60ipuRE1xPUH1xscvGQPWju/enA/OXZki4A5ig88FydZj8H6fps/oLxS1hefT1dRWq/cCt910612/g0paG/X2MJYSelhu7B/FHtf1FqNLOpke5GM9yjUb6Y+mX+qKPJflXjSImjRUgj6Jfm218ljUafUid+NDe//wrS76T03H5I02eLLBvbI8eTRg1aFxN/IyUuR2pS6vBcsn4J5ZtD/0XS2yPitgKxenWRcjTw5Yi4Ij/nuqTpLWsN8pjBjFHfqkzrk6YRtdR6H4602EZTF2bb58/Vke6gTPVfU1VYTVQIN1oRI2lB0sn41qTj/u/qxGtTvPVAeyKtsOLNerMJKt+kvql2Bi0/lrQwKYF7Wo2kOACSJjP4oiRdDUwVSlIPZDT0nKlqpEJKza9O2UslpvtGpyrpXLVf99psYr52+hWpouvf1BzYiGYXD2n6/alf707VW2Cgnw7vSz+RdDU12l00oNGerk1r4O/XWELYSakhap+fm+eVbjzAt0+v6kh3kHoG1B7p7kGGe2bWZL+qk4BnSavDfZZ0QTgbsFlE3FziCZT6HS1L/+ktXc3vbyvl/AdpOkeRUs62fbuqcnvELhubLRgRZ0jaByAipuTpPrUoLT+7H6l32Vj6RmrqJgneTup38T76V1N0XV6vvlUZx5Iq/e4jJY/qji6dR5qK9Ke27e8l9V0rYe5WQgogIq5UvWbAp5JOSJ8iJWv/BCBpGeqvvncoaUrPC6ReQasAe0TEyXXiAkREqd4Dr8nVqtBcFVYTPRSKV8TkqaEfJU39fivp9/CWiFi01p5OrVjrAQ280mrJEeOdSL+PH5BaGSxK/Wa90EyT+kbaGbRExHqS3kRqDXB0HrA6PSK6msLXGpCSdACpX9BJeV+3oUDvvCZE32InS5GqkF7Mt+ckvQ+MNE1VjY225NxrGprue6ek7dovrnMi5q46gSPii/nLX+Tz+3ER0Wn14240sXhIYxWbarZ3J5KqvbRaq1SOqGNRA0nEnmno79dYQlgd4toAlPoybEAazdwAuDoi6pZdNqo9QwrFVqcyXlu1ZjPSa+J9wAnU7Fcl6baIeHv+egypqd7irTLJuiR9ljR6vijpQLUmcE23b4qSDiO9iezZoZTzvxGxR4F9XgjYi6n7xJRYUas4SVeSLqQujYh3KjXvPSQi3lsz7l2k3miTqEx5qlsFkeOuHBGlloBGaaWrAXX7Rp8T7N9oP0mUNB7Yt32qQJfP8TtSdWlrhZhPAeMjYrMaMdcEFgYuiTSluDUNeJ46FWmSbo6IVSV9lL7eeVdExCo1Yr4vIi5X/wUBXhM1FgNQXw+Jjit11U2wSvo2qXHs+qQGwAH8KiK6HnmVdGNEdGxEO9h904j5Amn0/Vukc4mQdF+BBHP78xxD6htUu/VAU//TOfaggxsRUXtV25zIWDwi7q4bq9ckvZ30HrhlRNRarVLSdRHxrmltG0kkTSRVQb6cb88G/DkiVh/ePZsxtCUHWp4D/pErfOvE3r5ycwrwQNSc7itpEVIF7Auk86EAVgfmBD4aEV0PUOXBv5sj4j85yfVO4PASyQlJt5Cmrbefw00a8EHTjln8/any+L/SUO/OHL8646G1SuUPR+MxeiRq4u+ntNjLbwdICH+iTtWmK6WGQGnliE8CHyadRK5NGtGstcpa2+jBVKJmL56mM9zWTL8qUp+nVvxXJd1fKiGV7U568742j8QuD9RZqaPJuf0tp5Cmv32E1Ohze6B2H4UGk7ZfJlX0LC3pz8BC1O8bAPBcRFxUIE67W4DXk3onlPI46W+1DKk64Zi6J7fZkp1GLSNioqQlC8SHdGG8P33Tvq4CavUii4hrO2z7W52YWWsk9EOk3j7PSLWLNt9LWma7U4Kv1mIATVRftcVvokK4iYqYb5CqbY8CfiPp9G53bho6tR7oSvWiTKlvXishcH1E1D12DNan4oek962uSdokP8dswFKSVgUOqHMC3TRJbyP1oNucVPF3GvCVAqFflbRNjhekQbWiq2s2YGx10CRSf7Bar+fRSA2tTgkcSUq+tHrlrJS/XkDSF+oMtEYD031z0uldkt5HGqwUcFFEXFYg/FGkY/4qpETwMaTrplqDilkT09abrNhsdIGB6E2j/ZlZE3+/XYDfSvoMHRLCdQK7UmoaJD1MOqE7irQM9OScJKh9Yt02erA/qRnpa+oeyJvOcFsz8jSvVqNwkf7R/0uhhuSSboiI1ZUaLL8rIl5qVVt0Ge9vEfHW6b1vOp9jUkSsptQnZuW8bUKdyqOBkrZ1k8GV+GNJFQoC7i400n8w6ST0txTs/ZQru1YGbqBQf6Z8kf0KaaraB0kjrrUuLHPceyNimem9b4ix56B/Iu3YEn+3JuXXxGakEeM1SMnFC0Zy1QOApF2AUyLiX/n2fMDWEXFkl/FWBx6KvCqOpO1I1Yr/APaLZvvedE2pP97WpATVsqTzgN8VSlg2QtInSAmeK0nHt/8DvhYRZ9WIeQ9tgxt5+xjgroiotQKfpNZqX1dGxDvyttfeT0YiSdeSpv6eGRGPFIy7JHA4aYA1SIsj7BERD5R6jtKUFlD5aUScl29vCuwWEY01WR+JcsXYVKtTRkStVgmSTgMOjNy3TGlxlq+RVn7+bTfnh+rNdN/iWtVFkr4D/DMijqlbcVSJvR9p8K+JxUOKy5VMq5IKMoovMCBpXtJ73jp50wTSYIFbzRQwwN8vImLTArGrCeE7SiSEnZSaBkmHk074byMtyXsucFsDJfY3tU6UCsY8k/SmPdKX0LUeylOTdiBVML2P1L9q1ojoalnhJks5K7GujYg1JV0MHAE8ApwVEUvXiNl0WXLxKqy2UudK2HrTGCV1TO5F7ufRZczqNNSxpGqKEid1pwKXR8Sv2rbvCGwQEVvWiN2eSHsgCkw/bVpO6DyfKyvnJk0JfLxQ7A8z9bTZ2qtLdUqE13kflHQj8P5cKbYOqQpkV9IJ2dtihE+1h9emaG1NmqLV9bGtLWbxqc95CsoHWtVR+Tn+GPWmjDY6uNGanlZ9jY30pJT1kbQ0qWJ6kbzpIWDbiPj78O1V70maGBHj2wbo/hIR3S7C0Yrb6Xjcmhre1aClGpzu2yRJE0j9GXcgJUueJE3ne3uB2Pd32BylrylLaeLcsC3+2aRqnlYRxrbAKhHRsXXAcBgkuQrASH4Pafv7CXgPafBvxWHapUF5+t40RMTukvYA1iOdLP4AGJdHCi+MiH+XeqpCcdDoW0LXeigiWuWV++Ukx7ykN+BuNVbKWfHdPKLyFVLp+jhS75w6GitLHqgKi5pTZ5sqdY6ICQ1Mx6lOQ51SYEpZyx7A7/L0k1YfhvGkqQx1X28rVBJpx1BzxZ1ekHRsRFQXxhBpAKV2BYGkX5BWeVqP1BR6c8r9TmaRpFZSOFfE1JmOM6Yy2rwlcHREnE2axndzvV3tjUgrVN5GoQUisiamPs/Sdnx4mtQDqo7GGhdnt0v6JGklzGVJC2X8pUDc4iSdERGf6HAxVKTCRNJxdDjnbDuOjCg5+bSmpHlIA+olWxqMJk2tTnm3pKNIyXxIx9C/SZqdynv59Ihmp/s2aUtSy5YdI+IxSYuTrv1qi4anr5ckaRbg5xFRd6XEwSwdEdWFLPYfge/XH8mfd8mfW71GtyHNYhmx8rn9qqTX8yeA+0k9zUYkV0pNJ6WVDDYiNzuPiAULxS1SGppjfY5BVqeKiJG6LL01LL/J3NrEm0wTpZxNarIsuckqrCYqVxqajtP0NNT16FtW+o6IuLxOvByz33G45HG5KZIOJK32uHOumPo9qbH3cQVi3xoRK1c+z0OqitygQOwfkCoJf0G6QP4CafpdVz1zJN0OrJoToHcBO0VeUVTS7Q2fWI9Yambq8w9I031PzZu2JL2vfL1GzMYaF+f4cwHfJC1SA3Ax8N3Iq7mNJJIWjohHB6o0qVthIql6ETgHKZn/SBSaut4ET/NJ8mvicVICf0/SoOLP61aMKS0C8EVSJYWAq0l9pl4E5qozAN/E+cVoowYXD2mSpFOAfSLiwYbiX0N6LVydb69NanT+7iaerw5Jf46Itae1bSRQWkRnK1Ku4mnSwNRXI2LQ6sXh5qRUDZLmjIgXpv2dAz5+Mn2jVXPRl3GtddGmHqxOZaNX028yJSnN6R9IRF9T425iN1aWrIamzg5UuRIRO9aMW3w6zmjUdCKtKZIOIV2crAYcnCuESsRtTXm6FvgY6eTm9qjZ3yfHngX4PKmiS6TFIX4dEV01XJb0TVKz96eAxYF3RkRIWgY4YSSeOPaCCk59zr/LN0bEn/PFVesC9llSf7DaU6maGNzIVXgXR8T768YaTvnn2CoiTikcdxbS8X5ErmYLo2Oaz3CRdHrUmLbetNF2fpGPbYcAbyAdh2q//0vaPyL2zVWK7WKkVilKupw0OHA9fedGJXtKrUKaQTBv3vQssH379etIkCu4vlRJoK0FHBld9uNtkqT/kQpTdoyIe/O24qv7luak1AxosFFhVfq82Myp6TeZkiR1qpqYG9gRWCAi5qkZv5GS8qaqsJqqXGk/LuSLlFt8rBi52kZcBXyb9Hr7A5QZeZX0bdJ02fWBn5MGUX4VEYMli4eN0spUCwOXRFoZtTViOE/UXAxgtJL0EdLJ6WL0TX3eP3LD6OmMNWoHvCSdR+pBNOIra5RWHdyF1D/pPOBS4EvAV0m9bWo3qW17vuWA30eNRSKapkF6Hg3PHo0ckh6MiMVrxlgb2A9Ygv59MGtfxI628wtJ9wIbR8Rfh3tfhluTg7dtzzMux31e0h4R8ZOS8UuQtBpwLH0JtH8BnxmJ5xaSPkqqlFqLdE54GmnQb0RPH3VSagakBlenstGvV28ypUl6HWlZ8B2BM4Af1UkiNVlS3tTvuKnKlSam41izBhhxbSk+8qrUW2SOuhf1GrhfDjCym4Y2ocPFYGtUfsSNaI7mAS9JZwBrkhI81cGYETdlTdK5pIqBa0gJ4flI07V2j4ibC8RvVekrf36MVD1dpMKyCaNpmk+vFUpK3UWaDjiJvj6YRMTTNXdv1J1fND0lSw0tHtKUPGV02Yj4Y54GPSYa7OlW4vXcpJxA0ygZ4JibtFjb1qSFrU4gre57yXDu10Dc6LwLOcs/T0Q8P9z7MoAbJH0uOq9ONWmAx9jM40Hg0ci9NHIvgTcO7y4NTNL8wJdJTQVPIE3LebZA6G8Cq7eXlAO1k1INJvgukPR6UjLtRnLlSt2gEfG13GdkbdKFytER8bu6ca05EbFDU7ElrU7q7/RYvr0d8HHgH5L2i3rLV++eP39k0O+aeRxDh4vBuiTtFRGHSvopnZN/3SRj5hjkvjm7iNdLv88f0Pf7KLb6QmFvib4FF35NnpJa6kIwIl5XIk6P7QycoNRbSsAzpKb9MwVJA/U2FDBrgad4LiIuKhDnNZXpvl9rm+57DWkBhpFqotJKvOfQv9K9RPVxk4uHFKfUo3gnYH7S4j2LkPpA1l5IZbCnbTB21/LA3MfJq2orL94zkhOKuWL8FOCUfC21BbA3qV3CiONKqSGS9BtSI9ZXSSeP8wI/jogiKzKUlKck/Q54mQ6rU7UuNGzmJGkisFZEvJxvzwb8OSJWH/yRvZdH2D4GHE1q5llqtctGS8qb6EnQ4TmKVK7Y6CbpBFIFxb/y7flIVYRdV0pJuhF4f0Q8I2kdUun3rqQpqW+LiM1r7/jUz9lIv5yRrlX92EDcjSPifEkdL9wj4oRO26cR81Tg8gEGvDYYiX1tJG0KLBoRP8+3rwcWIiWmvh4RZw7n/nWiHiy4kI8Ty9K/WuOqks/RhNY0H1Kvvy1nluNFbgkwoKi5Mq+kg4ExpMUGqomYrqcmjdbpvk32fWqqBUNTch+lNYDrIuIdeVujVbEjtVJK0h+A55i6mvBHw7ZTMxgnpYaoNXddaRny1YCvA5NG8lQDNbA6lY1+A/RmuCVGYNNJpWZ9LwFT6Lw0dp3Gk51Kym+LiL26jVmJXbQnwWCVK0DdypWeJNGsGZJuap0sDrZtOmO+djyQ9HPgyYjYL9+u1cel1/1yRromLgabMhoHvCT9mZTsfCjfvpk0jWEe4LiIaHLEvytqfuXSz5IqFhcFbiZNa7wmRmCj87bjxbmkauZdSMeLW2a240VTBkh6RZ3XxGie7tuUplowNKWyvzdFxDskjQVurHvtq/4LffW7C5gzIkbcTK7BXs9Wxoj7o49gs0qalTQ382cR8YqkEZ3Ri4grgEFHV2ym9KSkTSI3us0jyU8N8z51FBGzNBi7vaS85JS1x0slpLJfAu8HyJUrB9NXuXI0qQS8jkNxY8/RahZJ87WmtOYS7brv7WMkjY2IKaQy/Z0q99WNfRJ9/XI+C3yNlNTYNAr0yxmFWlVS4yvbgpQ46Zqk8+l80p+eoItFFyLicWCttgGv34/wAa/ZWgmp7OqcxH8m99sYcSJiTMNPsTtpgY9rI2I9ScsD+zf8nN2qHi8+B+xFOl5sNpMeLxpRt9JqAKNyuq+kOUi9S9v7PpXo09hIC4YGTZD0DWBOSR8AvgicXzfoKJ1C/BdJb4+I24Z7R2ZUTkoN3S+BB4BbgKty47eR2lPKbDBfIM0v/hkpGfMQsN3w7lLvSTokUqPN33bYVlfpngRjKtVQW5ISaGcDZ+eR/7pKJ9Gsd35EOllq9ULbAjioZsxTSSejTwEvkFZva/UIqTtdtNF+OaNNQxeDAD/Mnz8GvAk4Od/emnQu07VRNuA1X/VGRHypcnOhHu/LSPFiRLwoCUmzR8RdSivwjUQ+XvRA7tW1L7BO3jQBOKBme4DR2t/2JOAuYEPgAFI/0yLnRxFxYP7y7Dy9caS3YNiblKC7Dfg8cCGpF9bM6D3ApyXdTzqvb1WujtgZU6ONp+/VUBlJNht18lx2zawnd536dLTm+ReIXbQngaTbgVUjYorSKjk7tfp/1CkpzpViAO8lXbieQ+HGntY8SSuSGqcKuCwi7iwQc01gYeCSSM0ykfRW0iIfdfqMNN4vZ7RRg6sxSboqItaZ1rYZlaRTgCs7XBh/Hlg3IrYenj0bPpJ+B+wA7EGqyHsWmDUiPjSc+9WJjxe9Iels4HbSYjIA2wKrRMTHBn7UNGOOuum+0Df9vdL3aVbg4ppTGRttwWDNy8UoU4mIf/R6X2ZUTkoNUUOjCGbDosmLoJFO0s6kEuS3AH+v3PU6UsP3Tw3Ljg1C0jeBD5FHiUkrEEauXDkhuly+eIDkWUvXSTTrPUlvoP//84PDuDsDarpfzmijAVZjiogdC8X/K/DhiLgv314KuDAi3lYi/kiX/y/OISXbW8nU1YDZSVPAHh+mXRsRJL2XtHDPRRHxynDvTzsfL/qTdFl7H7RO27qI26nXaK3+gZU4o6q/raTrI2INSVeRzhUfIx2T31IjZs8XD6lD0rKkFaqfAX5MmmL4f6Rz5s9GxA3DuHvDarSca41GTkoNUROjCGbDoemLoJEuJ5jnA75PKk1umVx3tErNLMPeit1I5YqNbpI2IU3hezPwBLAE8NeIWHFYd8yGRA2vxiRpI1LfufvypiWBz0fExSXijxaS3kcaiIFRcGHcaxqhK15ZkvsczUWaNrsuKSkHMI6UUKyVZJZ0DfC1iLg6314b+GFEvLtO3NEoLwRwNvB24HjSogjfjohf1ojZ2OIhTZB0NXAi6fW1J6mq8nxSYuq70cCKsSOdz7Wa56TUEDU5imDWS01fBI02JUc91MAy7L3QcGNPa5CkW0hTcP6YpxysB2wdETtN46E2AqgHqzFJmh1YPt+8KyJeGuz7beYj6aGIWGy498M6k7Q7KTHwZuCRyl3PA7+KiJ/VjL8KKQkxb970LLB9RNxaJ+5oImnRiHh4gPs2joiuG3w31YKhKdXrW0n3RsQyne6bmfhcq3ludD50L0h6T9sowgvDvE9m3Wi9bv8r6c2k8tylhnF/hoWkjUllyf1GPegbTZ9urZOWkZp8GkRjjT2tca9ExNOSZpE0S0RcIemQ4d4pG7JerMa0GqlCaiywiiQi4sTCz2Gjm0eoR7CIOBw4XNKuEfHTBuLfQjo2jMu3n5e0BzDTJKWAyyRtGBEPVDdK2gH4FvVWnWty8ZAm/K/ydfuiXv9j5uRzrYY5KTV0XwBOzFN/II8iDOP+mHWrdRF0KH3NJ2fG1TS+C6xJ26hHnYCSzhvs/uhiGfYeWSYitpC0aUScIOk3wEw1vWcU+1eudvwTaVXNJwAvwDFKRMOrMUk6CVgauBl4tfW0pKoIm4lI+vJAd5GmKNkIpb5FSf5Z+fo1pRYliYhqAuLLwE9KxB0l9gQulfShiLgHQNI+wCdJi8F0LSIOknQZfS0YWkngWUi9pUaa5SXdSjo2LJ2/Jt/uurfWKNc617oKn2s1wkmpIfIogo12ldU/Dsy35yEt83oXcNhw7tswaWLU493AQ6RRsevo6/sw0rUa3P5L0kqkxp5LDt/u2HTYBHgR2B34FKkHxP7Dukc2TRpkNSZJJVdjGg+sULkIspnX6wa57/Ce7YV1Y+NB7gugiZVyR8v5SxERcaGkl4CLJG0GfBZYHVgnIp4tEP/aDtv+VjduQ2aKhTCm06akKrc9SbMJ5iXNLLBC3FOqBjeGtNFktK3+0TRJfwQ2IzU8X5A0hW/1iFirRswxwAdIFVcrA78HTo2IO2rvcIMqjT1XBo4jjZp/JyJ+Maw7ZgOSNJmpp9y0LiJeJK2S882IuKynO2ZD0qvjsaQzgd0i4tES8cxs5jCzXuNIeg9pxc6/AJ+IiBeHd49suOVz+4sj4v3DvS8zMielanBjSBtNRtvqH02TNDdp1GMW+kY9TomIpwvFn52UnPoBcEATfSDMOsknUCuRXs8jqoGqJb06Hku6gpTouh54rcH5CJ5KbGaDkPRhpl6UpKuKjQEGNyANcMwZETPNjJrK70LA7KQK8lfz7YiIccO4ezbMcnuObUtOr7f+ZpqDTUOc0bPRZIyksRExBVgfqK4YMdMdCyLiP/nL/0n6PfB0iSkuORn1YVJCakngCJopra9tkB4jAETEj3u1L1ZORLwK3CLJidCRq1fH4/0KxjKzYSTpF8BcwHqkXqCbkxLOXYmIwaZ0zlT8u7BpeBG4TdKlQOv6gYjYbfh2acYy012ITq9pjSL0eHfM6hhtq380QtKawMGkVQcPJK08tyAwi6TtIuIPNWKfQKpQuQjYPyJuL7DLTfJJ2AwsIn453PtgA+rJ8TgiJpSKZTMGSUtFxP3T2mYj0loRsbKkWyNif0k/YoQOepnNYH6fP6whnr5nNhPJCZnW6h//ydveCswTETcO6871iKSJwDdI0/WOBj4YEddKWp7U/+kdNWL/j74RlOrBdUSXf0uav72xsi9SzJrV5PF4GgNqI/ZYZM2TdGNEvLNt26SIWG249smGRtJ1EfEuSdcCHwOeBm6PiGWHeddsBiRpbVK17RKkQpbW+8fMugKfNciVUmYzkVG2+kdTxkbEJQCSDmj9TiLiLqneYjMRMUuB/RsO50v6YGs5aElvA84kVX2ZWQOaPB57Koq1ywMvKwLzSvpY5a5xVPoT2Yh2gaTXk3pV3khKPP9qWPfIZmTHkFabm0TqrzXTkbQpsGhE/Dzfvg5YKN+9V0ScNWw7N4NxUsrMZjb/q3z9Qtt9M2vp6PdIiakPA8sBJ5Kav5uZ2YxhOeAjwOuBjSvbJwOfG44dsukTEQfmL8+WdAEwhxsvW4Oei4iLhnsnhtlewFaV27MDqwNzk1ardlKqECelzGxms4qk58l94fLX5Nsz5WhxRPxe0qzAJaQ+U5tFxD3DvFtmZlZIRJybExlfj4jvDff+2NBJWh14KCIey7e3Az4O/EPSfu3T780KuULSD0h9y6qrt84U7T6y2SLiocrtq/Mq3U/nVbytEPeUMjObSeXV2VpvAiKt6HMf8AB4VREzsxmNpCsiYr3h3g8bOkk3Au+PiGckrQOcBuwKrAq8LSI2H879sxmTpCs6bI6IeF/Pd2aYSLo3IpYZ4L6/R8TSvd6nGZUrpczMZl4Tp3HbzMxmLH+R9DPgdPovbT4zVT+MNmMq1VBbAkdHxNmkaXw3D99u2YzMyWsArpP0uYjo17tN0ueB64dpn2ZIrpQyM5vJSZoDWIZUNfX3iHhxmHfJzMwa4OqH0UfS7cCqETFF0l3AThFxVeu+iPCiJNaI3Gt0RSrtLSLigOHbo96S9AbgHNL0xVbifjVSb6nNIuLxYdq1GY4rpczMZlKSxpKanH8G+AcwC7CopOOAb0bEK8O5f2ZmVparH0alU4EJkp4iLdDyJwBJywBudG6NkPQLYC5Sa4dfA5szk1UHRcQTwFqS3kdKzgH8PiIuH8bdmiG5UsrMbCYl6TBSY/M9I2Jy3jYO+CHwQkTsPpz7Z2ZmZUmaF9gXWCdvmgAc4FXcRjZJawILA5dExH/ytrcC83jqpTVB0q0RsXLl8zzAbyNig+HeN5vxOCllZjaTknQP8NZoeyOQNAa4KyKWHZ49MzOzJkg6G7gdOCFv2hZYJSI+Nnx7ZWYjjaTrIuJdkq4FPgY8Ddzuc0NrgqfvmZnNvKI9IZU3virJIxZmZjOepSPi45Xb+7tZtpl1cIGk1wM/IPVTCuBXgz7CrEuzDPcOmJnZsLlT0nbtGyV9CrhrGPbHzMya9YKk97RuSFqb1KfIzOw1EXFgRPwrr/S4BLB8RHxnuPfLZkyevmdmNpOStAjwW9IFySTSKNjqwJzARyPin8O4e2ZmVpikVYATgXnzpmeB7SPi1uHbKzMbKSStDjwUEY/l29sBHyctiLNfRDwznPtnMyYnpczMZnKVVUUE3BERlw3zLpmZWUGSFo+IByu3xwFExPPDt1dmNtJIuhF4f0Q8I2kd4DRgV2BV4G0Rsflw7p/NmJyUMjMzMzObgUm6MSLemb8+u62vlJkZAJJuiYhV8tc/B56MiP3y7ZsjYtVh3D2bQbmnlJmZmZnZjE2Vr98ybHthZiPdGEmtxdDWBy6v3OdF0qwRfmGZmZmZmc3YYoCvzcyqTgUmSHqK1HP0TwCSlgGeG84dsxmXp++ZmZmZmc3AJL0K/IdUMTUn8N/WXUBExLjh2jczG1kkrQksDFwSEf/J294KzBMRNw7rztkMyUkpMzMzMzMzMzPrOfeUMjMzMzMzMzOznnNSyszMzMzMzMzMes5JKTMzMzMzMzMz6zknpczMzMxGGElvknSapL9LulPShZLWkXRWvn9VSR8a7v00MzMzq8NJKTMzM7MRRJKA3wFXRsTSEbEC8A3SKmmb529bFXBSyszMzEY1J6XMzMzMRpb1gFci4hetDRFxM/CQpNslzQYcAGwp6WZJW0q6R9JCAJJmkXSvpAWHZe/NzMzMhshJKTMzM7ORZSVg0kB3RsTLwHeA0yNi1Yg4HTgZ2CZ/y/uBWyLiqcb31MzMzKwGJ6XMzMzMRr9jge3y158BjhvGfTEzMzMbEielzMzMzEaWO4DVpucBEfEQ8Lik9wHvAi5qYsfMzMzMSnJSyszMzGxkuRyYXdLnWhskrQ4sUfmeycDr2h73a9I0vjMi4tXG99LMzMysJielzMzMzEaQiAjgo8AHJP1d0h3AfsAjlW+7Alih1eg8bzsPmAdP3TMzM7NRQum8x8zMzMxGM0njgcMi4v+Ge1/MzMzMhmLscO+AmZmZmdUjaW9gZ/pW4DMzMzMb8VwpZWZmZmZmZmZmPeeeUmZmZmZmZmZm1nNOSpmZmZmZmZmZWc85KWVmZmZmZmZmZj3npJSZmZmZmZmZmfWck1JmZmZmZmZmZtZzTkqZmZmZmZmZmVnP/T8CqQ7dkGQ96gAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Weather Stimuli Impact","metadata":{}},{"cell_type":"markdown","source":"#### Related Columns","metadata":{}},{"cell_type":"code","source":"final_data.iloc[:10, 17:26]","metadata":{"trusted":true},"execution_count":54,"outputs":[{"execution_count":54,"output_type":"execute_result","data":{"text/plain":"   Temperature(F)  Wind_Chill(F)  Humidity(%)  Pressure(in)  Visibility(mi)  \\\n0            76.0           76.0         52.0         28.91            10.0   \n1            76.0           76.0         62.0         29.30            10.0   \n2            51.0           51.0         80.0         30.17            10.0   \n3            53.6            NaN         16.0         30.16            10.0   \n4            84.2            NaN         84.0         29.92            10.0   \n5            73.4            NaN         33.0         30.17            10.0   \n6            28.0           28.0         88.0         24.67             2.0   \n7            55.0           55.0         40.0         29.86            10.0   \n8            87.1            NaN         43.0         30.04            10.0   \n9            57.0           57.0         77.0         29.08             5.0   \n\n  Wind_Direction  Wind_Speed(mph)  Precipitation(in) Weather_Condition  \n0              N              7.0                0.0              Fair  \n1            VAR              3.0                0.0            Cloudy  \n2              W              6.0                0.0              Fair  \n3            SSW              4.6                NaN             Clear  \n4            SSE             13.8                NaN          Overcast  \n5            NNW              6.9                NaN             Clear  \n6             NE              3.0                0.0        Light Snow  \n7              E              5.0                0.0              Fair  \n8             NE              8.1                NaN     Mostly Cloudy  \n9            VAR              5.0                0.0     Mostly Cloudy  ","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>Temperature(F)</th>\n      <th>Wind_Chill(F)</th>\n      <th>Humidity(%)</th>\n      <th>Pressure(in)</th>\n      <th>Visibility(mi)</th>\n      <th>Wind_Direction</th>\n      <th>Wind_Speed(mph)</th>\n      <th>Precipitation(in)</th>\n      <th>Weather_Condition</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>76.0</td>\n      <td>76.0</td>\n      <td>52.0</td>\n      <td>28.91</td>\n      <td>10.0</td>\n      <td>N</td>\n      <td>7.0</td>\n      <td>0.0</td>\n      <td>Fair</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>76.0</td>\n      <td>76.0</td>\n      <td>62.0</td>\n      <td>29.30</td>\n      <td>10.0</td>\n      <td>VAR</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>Cloudy</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>51.0</td>\n      <td>51.0</td>\n      <td>80.0</td>\n      <td>30.17</td>\n      <td>10.0</td>\n      <td>W</td>\n      <td>6.0</td>\n      <td>0.0</td>\n      <td>Fair</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>53.6</td>\n      <td>NaN</td>\n      <td>16.0</td>\n      <td>30.16</td>\n      <td>10.0</td>\n      <td>SSW</td>\n      <td>4.6</td>\n      <td>NaN</td>\n      <td>Clear</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>84.2</td>\n      <td>NaN</td>\n      <td>84.0</td>\n      <td>29.92</td>\n      <td>10.0</td>\n      <td>SSE</td>\n      <td>13.8</td>\n      <td>NaN</td>\n      <td>Overcast</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>73.4</td>\n      <td>NaN</td>\n      <td>33.0</td>\n      <td>30.17</td>\n      <td>10.0</td>\n      <td>NNW</td>\n      <td>6.9</td>\n      <td>NaN</td>\n      <td>Clear</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>28.0</td>\n      <td>28.0</td>\n      <td>88.0</td>\n      <td>24.67</td>\n      <td>2.0</td>\n      <td>NE</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>Light Snow</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>55.0</td>\n      <td>55.0</td>\n      <td>40.0</td>\n      <td>29.86</td>\n      <td>10.0</td>\n      <td>E</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>Fair</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>87.1</td>\n      <td>NaN</td>\n      <td>43.0</td>\n      <td>30.04</td>\n      <td>10.0</td>\n      <td>NE</td>\n      <td>8.1</td>\n      <td>NaN</td>\n      <td>Mostly Cloudy</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>57.0</td>\n      <td>57.0</td>\n      <td>77.0</td>\n      <td>29.08</td>\n      <td>5.0</td>\n      <td>VAR</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>Mostly Cloudy</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"### Location Impact","metadata":{}},{"cell_type":"markdown","source":"#### Related Columns","metadata":{}},{"cell_type":"code","source":"final_data.iloc[:10, 27:39]","metadata":{"trusted":true},"execution_count":55,"outputs":[{"execution_count":55,"output_type":"execute_result","data":{"text/plain":"    Bump  Crossing  Give_Way  Junction  No_Exit  Railway  Roundabout  Station  \\\n0  False     False     False     False    False    False       False    False   \n1  False     False     False     False    False    False       False    False   \n2  False     False     False     False    False    False       False    False   \n3  False     False     False     False    False    False       False    False   \n4  False     False     False      True    False    False       False    False   \n5  False     False     False     False    False    False       False    False   \n6  False     False     False     False    False    False       False    False   \n7  False     False     False     False    False    False       False    False   \n8  False     False     False     False    False    False       False    False   \n9  False     False     False     False    False    False       False    False   \n\n    Stop  Traffic_Calming  Traffic_Signal  Turning_Loop  \n0  False            False           False         False  \n1  False            False           False         False  \n2  False            False           False         False  \n3  False            False            True         False  \n4  False            False            True         False  \n5  False            False           False         False  \n6  False            False           False         False  \n7  False            False           False         False  \n8  False            False           False         False  \n9  False            False           False         False  ","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>Bump</th>\n      <th>Crossing</th>\n      <th>Give_Way</th>\n      <th>Junction</th>\n      <th>No_Exit</th>\n      <th>Railway</th>\n      <th>Roundabout</th>\n      <th>Station</th>\n      <th>Stop</th>\n      <th>Traffic_Calming</th>\n      <th>Traffic_Signal</th>\n      <th>Turning_Loop</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"f,ax=plt.subplots(4,3,figsize=(25,25))\nax[0,0] = final_data['Amenity'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[0,0],colors=[\"cornflowerblue\",\"salmon\"])\nax[0,0].set_title(\"Amenity\",fontweight =\"bold\")\nax[0,1] = final_data['Bump'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[0,1],colors=[\"cornflowerblue\",\"salmon\"])\nax[0,1].set_title(\"Bump\",fontweight =\"bold\")\nax[0,2] = final_data['Crossing'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[0,2],colors=[\"cornflowerblue\",\"salmon\"])\nax[0,2].set_title(\"Crossing\",fontweight =\"bold\")\nax[1,0] = final_data['Give_Way'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[1,0],colors=[\"cornflowerblue\",\"salmon\"])\nax[1,0].set_title(\"Give_Way\",fontweight =\"bold\")\nax[1,1] = final_data['Junction'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[1,1],colors=[\"cornflowerblue\",\"salmon\"])\nax[1,1].set_title(\"Junction\",fontweight =\"bold\")\nax[1,2] = final_data['No_Exit'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[1,2],colors=[\"cornflowerblue\",\"salmon\"])\nax[1,2].set_title(\"No_Exit\",fontweight =\"bold\")\nax[2,0] = final_data['Railway'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[2,0],colors=[\"cornflowerblue\",\"salmon\"])\nax[2,0].set_title(\"Railway\",fontweight =\"bold\")\nax[2,1] = final_data['Roundabout'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[2,1],colors=[\"cornflowerblue\",\"salmon\"])\nax[2,1].set_title(\"Roundabout\",fontweight =\"bold\")\nax[2,2] = final_data['Station'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[2,2],colors=[\"cornflowerblue\",\"salmon\"])\nax[2,2].set_title(\"Station\",fontweight =\"bold\")\nax[3,0] = final_data['Stop'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[3,0],colors=[\"cornflowerblue\",\"salmon\"])\nax[3,0].set_title(\"Stop\",fontweight =\"bold\")\nax[3,1] = final_data['Traffic_Calming'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[3,1],colors=[\"cornflowerblue\",\"salmon\"])\nax[3,1].set_title(\"Traffic_Calming\",fontweight =\"bold\")\nax[3,2] = final_data['Traffic_Signal'].value_counts().plot.pie(autopct='%1.1f%%',ax=ax[3,2],colors=[\"cornflowerblue\",\"salmon\"])\nax[3,2].set_title(\"Traffic_Signal\",fontweight =\"bold\")\nplt.show()","metadata":{"trusted":true},"execution_count":53,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x1800 with 12 Axes>","image/png":"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\n"},"metadata":{}}]}]}