eda-on-terrorism.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.10","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":"#JYOTIKA A. SINGH ","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:28.316032Z","iopub.execute_input":"2021-07-12T09:53:28.316621Z","iopub.status.idle":"2021-07-12T09:53:28.321231Z","shell.execute_reply.started":"2021-07-12T09:53:28.316522Z","shell.execute_reply":"2021-07-12T09:53:28.319980Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"#Importing all necessary libraries\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-07-12T09:53:28.324949Z","iopub.execute_input":"2021-07-12T09:53:28.325753Z","iopub.status.idle":"2021-07-12T09:53:29.235874Z","shell.execute_reply.started":"2021-07-12T09:53:28.325693Z","shell.execute_reply":"2021-07-12T09:53:29.234676Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"#Reading data into the dataframe\ndata = pd.read_csv(\"../input/gtd/globalterrorismdb_0718dist.csv\",encoding='latin1')\ndata.head()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:29.237663Z","iopub.execute_input":"2021-07-12T09:53:29.238103Z","iopub.status.idle":"2021-07-12T09:53:35.484243Z","shell.execute_reply.started":"2021-07-12T09:53:29.238057Z","shell.execute_reply":"2021-07-12T09:53:35.483298Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"        eventid  iyear  imonth  iday approxdate  extended resolution  country  \\\n0  197000000001   1970       7     2        NaN         0        NaN       58   \n1  197000000002   1970       0     0        NaN         0        NaN      130   \n2  197001000001   1970       1     0        NaN         0        NaN      160   \n3  197001000002   1970       1     0        NaN         0        NaN       78   \n4  197001000003   1970       1     0        NaN         0        NaN      101   \n\n          country_txt  region  ... addnotes scite1 scite2  scite3  dbsource  \\\n0  Dominican Republic       2  ...      NaN    NaN    NaN     NaN      PGIS   \n1              Mexico       1  ...      NaN    NaN    NaN     NaN      PGIS   \n2         Philippines       5  ...      NaN    NaN    NaN     NaN      PGIS   \n3              Greece       8  ...      NaN    NaN    NaN     NaN      PGIS   \n4               Japan       4  ...      NaN    NaN    NaN     NaN      PGIS   \n\n   INT_LOG  INT_IDEO INT_MISC INT_ANY  related  \n0        0         0        0       0      NaN  \n1        0         1        1       1      NaN  \n2       -9        -9        1       1      NaN  \n3       -9        -9        1       1      NaN  \n4       -9        -9        1       1      NaN  \n\n[5 rows x 135 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>eventid</th>\n      <th>iyear</th>\n      <th>imonth</th>\n      <th>iday</th>\n      <th>approxdate</th>\n      <th>extended</th>\n      <th>resolution</th>\n      <th>country</th>\n      <th>country_txt</th>\n      <th>region</th>\n      <th>...</th>\n      <th>addnotes</th>\n      <th>scite1</th>\n      <th>scite2</th>\n      <th>scite3</th>\n      <th>dbsource</th>\n      <th>INT_LOG</th>\n      <th>INT_IDEO</th>\n      <th>INT_MISC</th>\n      <th>INT_ANY</th>\n      <th>related</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>197000000001</td>\n      <td>1970</td>\n      <td>7</td>\n      <td>2</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>58</td>\n      <td>Dominican Republic</td>\n      <td>2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>PGIS</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>197000000002</td>\n      <td>1970</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>130</td>\n      <td>Mexico</td>\n      <td>1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>PGIS</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>197001000001</td>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>160</td>\n      <td>Philippines</td>\n      <td>5</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>PGIS</td>\n      <td>-9</td>\n      <td>-9</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>197001000002</td>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>78</td>\n      <td>Greece</td>\n      <td>8</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>PGIS</td>\n      <td>-9</td>\n      <td>-9</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>197001000003</td>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>101</td>\n      <td>Japan</td>\n      <td>4</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>PGIS</td>\n      <td>-9</td>\n      <td>-9</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 135 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data.columns.values","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.485910Z","iopub.execute_input":"2021-07-12T09:53:35.486216Z","iopub.status.idle":"2021-07-12T09:53:35.493381Z","shell.execute_reply.started":"2021-07-12T09:53:35.486186Z","shell.execute_reply":"2021-07-12T09:53:35.492162Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"array(['eventid', 'iyear', 'imonth', 'iday', 'approxdate', 'extended',\n       'resolution', 'country', 'country_txt', 'region', 'region_txt',\n       'provstate', 'city', 'latitude', 'longitude', 'specificity',\n       'vicinity', 'location', 'summary', 'crit1', 'crit2', 'crit3',\n       'doubtterr', 'alternative', 'alternative_txt', 'multiple',\n       'success', 'suicide', 'attacktype1', 'attacktype1_txt',\n       'attacktype2', 'attacktype2_txt', 'attacktype3', 'attacktype3_txt',\n       'targtype1', 'targtype1_txt', 'targsubtype1', 'targsubtype1_txt',\n       'corp1', 'target1', 'natlty1', 'natlty1_txt', 'targtype2',\n       'targtype2_txt', 'targsubtype2', 'targsubtype2_txt', 'corp2',\n       'target2', 'natlty2', 'natlty2_txt', 'targtype3', 'targtype3_txt',\n       'targsubtype3', 'targsubtype3_txt', 'corp3', 'target3', 'natlty3',\n       'natlty3_txt', 'gname', 'gsubname', 'gname2', 'gsubname2',\n       'gname3', 'gsubname3', 'motive', 'guncertain1', 'guncertain2',\n       'guncertain3', 'individual', 'nperps', 'nperpcap', 'claimed',\n       'claimmode', 'claimmode_txt', 'claim2', 'claimmode2',\n       'claimmode2_txt', 'claim3', 'claimmode3', 'claimmode3_txt',\n       'compclaim', 'weaptype1', 'weaptype1_txt', 'weapsubtype1',\n       'weapsubtype1_txt', 'weaptype2', 'weaptype2_txt', 'weapsubtype2',\n       'weapsubtype2_txt', 'weaptype3', 'weaptype3_txt', 'weapsubtype3',\n       'weapsubtype3_txt', 'weaptype4', 'weaptype4_txt', 'weapsubtype4',\n       'weapsubtype4_txt', 'weapdetail', 'nkill', 'nkillus', 'nkillter',\n       'nwound', 'nwoundus', 'nwoundte', 'property', 'propextent',\n       'propextent_txt', 'propvalue', 'propcomment', 'ishostkid',\n       'nhostkid', 'nhostkidus', 'nhours', 'ndays', 'divert',\n       'kidhijcountry', 'ransom', 'ransomamt', 'ransomamtus',\n       'ransompaid', 'ransompaidus', 'ransomnote', 'hostkidoutcome',\n       'hostkidoutcome_txt', 'nreleased', 'addnotes', 'scite1', 'scite2',\n       'scite3', 'dbsource', 'INT_LOG', 'INT_IDEO', 'INT_MISC', 'INT_ANY',\n       'related'], dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":"#Renaming numerous columns to improve comprehension\ndata.rename(columns={'iyear':'Year','imonth':'Month','iday':\"day\",'gname':'Group','country_txt':'Country','region_txt':'Region','provstate':'State','city':'City','latitude':'latitude',\n    'longitude':'longitude','summary':'summary','attacktype1_txt':'Attacktype','targtype1_txt':'Targettype','weaptype1_txt':'Weapon','nkill':'kill',\n     'nwound':'Wound'},inplace=True)","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.495968Z","iopub.execute_input":"2021-07-12T09:53:35.496471Z","iopub.status.idle":"2021-07-12T09:53:35.511534Z","shell.execute_reply.started":"2021-07-12T09:53:35.496421Z","shell.execute_reply":"2021-07-12T09:53:35.510769Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"data = data[['Year','Month','day','Country','State','Region','City','latitude','longitude',\"Attacktype\",'kill',\n               'Wound','target1','summary','Group','Targettype','Weapon','motive']]","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.512607Z","iopub.execute_input":"2021-07-12T09:53:35.513071Z","iopub.status.idle":"2021-07-12T09:53:35.550127Z","shell.execute_reply.started":"2021-07-12T09:53:35.513028Z","shell.execute_reply":"2021-07-12T09:53:35.549406Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.551184Z","iopub.execute_input":"2021-07-12T09:53:35.551622Z","iopub.status.idle":"2021-07-12T09:53:35.575783Z","shell.execute_reply.started":"2021-07-12T09:53:35.551583Z","shell.execute_reply":"2021-07-12T09:53:35.574719Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"   Year  Month  day             Country    State                       Region  \\\n0  1970      7    2  Dominican Republic      NaN  Central America & Caribbean   \n1  1970      0    0              Mexico  Federal                North America   \n2  1970      1    0         Philippines   Tarlac               Southeast Asia   \n3  1970      1    0              Greece   Attica               Western Europe   \n4  1970      1    0               Japan  Fukouka                    East Asia   \n\n            City   latitude   longitude                      Attacktype  kill  \\\n0  Santo Domingo  18.456792  -69.951164                   Assassination   1.0   \n1    Mexico city  19.371887  -99.086624     Hostage Taking (Kidnapping)   0.0   \n2        Unknown  15.478598  120.599741                   Assassination   1.0   \n3         Athens  37.997490   23.762728               Bombing/Explosion   NaN   \n4        Fukouka  33.580412  130.396361  Facility/Infrastructure Attack   NaN   \n\n   Wound                  target1 summary                               Group  \\\n0    0.0             Julio Guzman     NaN                              MANO-D   \n1    0.0  Nadine Chaval, daughter     NaN  23rd of September Communist League   \n2    0.0                 Employee     NaN                             Unknown   \n3    NaN             U.S. Embassy     NaN                             Unknown   \n4    NaN           U.S. Consulate     NaN                             Unknown   \n\n                    Targettype      Weapon motive  \n0  Private Citizens & Property     Unknown    NaN  \n1      Government (Diplomatic)     Unknown    NaN  \n2          Journalists & Media     Unknown    NaN  \n3      Government (Diplomatic)  Explosives    NaN  \n4      Government (Diplomatic)  Incendiary    NaN  ","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>Year</th>\n      <th>Month</th>\n      <th>day</th>\n      <th>Country</th>\n      <th>State</th>\n      <th>Region</th>\n      <th>City</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>Attacktype</th>\n      <th>kill</th>\n      <th>Wound</th>\n      <th>target1</th>\n      <th>summary</th>\n      <th>Group</th>\n      <th>Targettype</th>\n      <th>Weapon</th>\n      <th>motive</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1970</td>\n      <td>7</td>\n      <td>2</td>\n      <td>Dominican Republic</td>\n      <td>NaN</td>\n      <td>Central America &amp; Caribbean</td>\n      <td>Santo Domingo</td>\n      <td>18.456792</td>\n      <td>-69.951164</td>\n      <td>Assassination</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>Julio Guzman</td>\n      <td>NaN</td>\n      <td>MANO-D</td>\n      <td>Private Citizens &amp; Property</td>\n      <td>Unknown</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1970</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Mexico</td>\n      <td>Federal</td>\n      <td>North America</td>\n      <td>Mexico city</td>\n      <td>19.371887</td>\n      <td>-99.086624</td>\n      <td>Hostage Taking (Kidnapping)</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>Nadine Chaval, daughter</td>\n      <td>NaN</td>\n      <td>23rd of September Communist League</td>\n      <td>Government (Diplomatic)</td>\n      <td>Unknown</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Philippines</td>\n      <td>Tarlac</td>\n      <td>Southeast Asia</td>\n      <td>Unknown</td>\n      <td>15.478598</td>\n      <td>120.599741</td>\n      <td>Assassination</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>Employee</td>\n      <td>NaN</td>\n      <td>Unknown</td>\n      <td>Journalists &amp; Media</td>\n      <td>Unknown</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Greece</td>\n      <td>Attica</td>\n      <td>Western Europe</td>\n      <td>Athens</td>\n      <td>37.997490</td>\n      <td>23.762728</td>\n      <td>Bombing/Explosion</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>U.S. Embassy</td>\n      <td>NaN</td>\n      <td>Unknown</td>\n      <td>Government (Diplomatic)</td>\n      <td>Explosives</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1970</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Japan</td>\n      <td>Fukouka</td>\n      <td>East Asia</td>\n      <td>Fukouka</td>\n      <td>33.580412</td>\n      <td>130.396361</td>\n      <td>Facility/Infrastructure Attack</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>U.S. Consulate</td>\n      <td>NaN</td>\n      <td>Unknown</td>\n      <td>Government (Diplomatic)</td>\n      <td>Incendiary</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data.shape","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.576816Z","iopub.execute_input":"2021-07-12T09:53:35.577105Z","iopub.status.idle":"2021-07-12T09:53:35.590848Z","shell.execute_reply.started":"2021-07-12T09:53:35.577076Z","shell.execute_reply":"2021-07-12T09:53:35.589789Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"(181691, 18)"},"metadata":{}}]},{"cell_type":"code","source":"#Checking for null values in our data\ndata.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.594315Z","iopub.execute_input":"2021-07-12T09:53:35.594703Z","iopub.status.idle":"2021-07-12T09:53:35.796943Z","shell.execute_reply.started":"2021-07-12T09:53:35.594669Z","shell.execute_reply":"2021-07-12T09:53:35.795688Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"Year               0\nMonth              0\nday                0\nCountry            0\nState            421\nRegion             0\nCity             434\nlatitude        4556\nlongitude       4557\nAttacktype         0\nkill           10313\nWound          16311\ntarget1          636\nsummary        66129\nGroup              0\nTargettype         0\nWeapon             0\nmotive        131130\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"#Filling'0' where null value\ndata['Wound'] = data['Wound'].fillna(0)\ndata['kill'] = data['kill'].fillna(0)","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.800804Z","iopub.execute_input":"2021-07-12T09:53:35.801210Z","iopub.status.idle":"2021-07-12T09:53:35.809759Z","shell.execute_reply.started":"2021-07-12T09:53:35.801172Z","shell.execute_reply":"2021-07-12T09:53:35.808761Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"data['Casualities'] = data['kill'] + data['Wound']","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.811609Z","iopub.execute_input":"2021-07-12T09:53:35.812081Z","iopub.status.idle":"2021-07-12T09:53:35.839422Z","shell.execute_reply.started":"2021-07-12T09:53:35.812035Z","shell.execute_reply":"2021-07-12T09:53:35.838440Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"data.info()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:35.840884Z","iopub.execute_input":"2021-07-12T09:53:35.841227Z","iopub.status.idle":"2021-07-12T09:53:36.051644Z","shell.execute_reply.started":"2021-07-12T09:53:35.841192Z","shell.execute_reply":"2021-07-12T09:53:36.050505Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 181691 entries, 0 to 181690\nData columns (total 19 columns):\n #   Column       Non-Null Count   Dtype  \n---  ------       --------------   -----  \n 0   Year         181691 non-null  int64  \n 1   Month        181691 non-null  int64  \n 2   day          181691 non-null  int64  \n 3   Country      181691 non-null  object \n 4   State        181270 non-null  object \n 5   Region       181691 non-null  object \n 6   City         181257 non-null  object \n 7   latitude     177135 non-null  float64\n 8   longitude    177134 non-null  float64\n 9   Attacktype   181691 non-null  object \n 10  kill         181691 non-null  float64\n 11  Wound        181691 non-null  float64\n 12  target1      181055 non-null  object \n 13  summary      115562 non-null  object \n 14  Group        181691 non-null  object \n 15  Targettype   181691 non-null  object \n 16  Weapon       181691 non-null  object \n 17  motive       50561 non-null   object \n 18  Casualities  181691 non-null  float64\ndtypes: float64(5), int64(3), object(11)\nmemory usage: 26.3+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"data.describe()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:36.052863Z","iopub.execute_input":"2021-07-12T09:53:36.053171Z","iopub.status.idle":"2021-07-12T09:53:36.154204Z","shell.execute_reply.started":"2021-07-12T09:53:36.053132Z","shell.execute_reply":"2021-07-12T09:53:36.153272Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"                Year          Month            day       latitude  \\\ncount  181691.000000  181691.000000  181691.000000  177135.000000   \nmean     2002.638997       6.467277      15.505644      23.498343   \nstd        13.259430       3.388303       8.814045      18.569242   \nmin      1970.000000       0.000000       0.000000     -53.154613   \n25%      1991.000000       4.000000       8.000000      11.510046   \n50%      2009.000000       6.000000      15.000000      31.467463   \n75%      2014.000000       9.000000      23.000000      34.685087   \nmax      2017.000000      12.000000      31.000000      74.633553   \n\n          longitude           kill          Wound    Casualities  \ncount  1.771340e+05  181691.000000  181691.000000  181691.000000  \nmean  -4.586957e+02       2.266860       2.883296       5.150156  \nstd    2.047790e+05      11.227057      34.309747      40.555416  \nmin   -8.618590e+07       0.000000       0.000000       0.000000  \n25%    4.545640e+00       0.000000       0.000000       0.000000  \n50%    4.324651e+01       0.000000       0.000000       1.000000  \n75%    6.871033e+01       2.000000       2.000000       4.000000  \nmax    1.793667e+02    1570.000000    8191.000000    9574.000000  ","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>Year</th>\n      <th>Month</th>\n      <th>day</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>kill</th>\n      <th>Wound</th>\n      <th>Casualities</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>181691.000000</td>\n      <td>181691.000000</td>\n      <td>181691.000000</td>\n      <td>177135.000000</td>\n      <td>1.771340e+05</td>\n      <td>181691.000000</td>\n      <td>181691.000000</td>\n      <td>181691.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2002.638997</td>\n      <td>6.467277</td>\n      <td>15.505644</td>\n      <td>23.498343</td>\n      <td>-4.586957e+02</td>\n      <td>2.266860</td>\n      <td>2.883296</td>\n      <td>5.150156</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>13.259430</td>\n      <td>3.388303</td>\n      <td>8.814045</td>\n      <td>18.569242</td>\n      <td>2.047790e+05</td>\n      <td>11.227057</td>\n      <td>34.309747</td>\n      <td>40.555416</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1970.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>-53.154613</td>\n      <td>-8.618590e+07</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>1991.000000</td>\n      <td>4.000000</td>\n      <td>8.000000</td>\n      <td>11.510046</td>\n      <td>4.545640e+00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2009.000000</td>\n      <td>6.000000</td>\n      <td>15.000000</td>\n      <td>31.467463</td>\n      <td>4.324651e+01</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2014.000000</td>\n      <td>9.000000</td>\n      <td>23.000000</td>\n      <td>34.685087</td>\n      <td>6.871033e+01</td>\n      <td>2.000000</td>\n      <td>2.000000</td>\n      <td>4.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2017.000000</td>\n      <td>12.000000</td>\n      <td>31.000000</td>\n      <td>74.633553</td>\n      <td>1.793667e+02</td>\n      <td>1570.000000</td>\n      <td>8191.000000</td>\n      <td>9574.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Visualizing number of attacks over the years\nyear = data['Year'].unique()\nyears_count = data['Year'].value_counts(dropna = False).sort_index()\nplt.figure(figsize = (18,10))\nsns.barplot(x = year,\n           y = years_count,\n           palette = \"tab10\")\nplt.xticks(rotation = 50)\nplt.xlabel('Attacking Year',fontsize=20)\nplt.ylabel('Number of Attacks Each Year',fontsize=20)\nplt.title('Attacks In Years',fontsize=30)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:36.155556Z","iopub.execute_input":"2021-07-12T09:53:36.155844Z","iopub.status.idle":"2021-07-12T09:53:36.861059Z","shell.execute_reply.started":"2021-07-12T09:53:36.155815Z","shell.execute_reply":"2021-07-12T09:53:36.859881Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks over different regions\npd.crosstab(data.Year, data.Region).plot(kind='area',stacked=False,figsize=(20,10))\nplt.title('Terrorist Activities By Region In Each Year',fontsize=25)\nplt.ylabel('Number of Attacks',fontsize=20)\nplt.xlabel(\"Year\",fontsize=20)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:36.862402Z","iopub.execute_input":"2021-07-12T09:53:36.862756Z","iopub.status.idle":"2021-07-12T09:53:37.447400Z","shell.execute_reply.started":"2021-07-12T09:53:36.862723Z","shell.execute_reply":"2021-07-12T09:53:37.446409Z"},"trusted":true},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Finding out the country with the maximum number of attacks\nattack = data.Country.value_counts()[:10]\nattack","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:37.448842Z","iopub.execute_input":"2021-07-12T09:53:37.449163Z","iopub.status.idle":"2021-07-12T09:53:37.504983Z","shell.execute_reply.started":"2021-07-12T09:53:37.449130Z","shell.execute_reply":"2021-07-12T09:53:37.504120Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"Iraq              24636\nPakistan          14368\nAfghanistan       12731\nIndia             11960\nColombia           8306\nPhilippines        6908\nPeru               6096\nEl Salvador        5320\nUnited Kingdom     5235\nTurkey             4292\nName: Country, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"#Finding out the group causing the maximum number of attacks\ndata.Group.value_counts()[1:10]","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:37.506456Z","iopub.execute_input":"2021-07-12T09:53:37.507155Z","iopub.status.idle":"2021-07-12T09:53:37.565127Z","shell.execute_reply.started":"2021-07-12T09:53:37.507079Z","shell.execute_reply":"2021-07-12T09:53:37.564050Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"Taliban                                             7478\nIslamic State of Iraq and the Levant (ISIL)         5613\nShining Path (SL)                                   4555\nFarabundo Marti National Liberation Front (FMLN)    3351\nAl-Shabaab                                          3288\nNew People's Army (NPA)                             2772\nIrish Republican Army (IRA)                         2671\nRevolutionary Armed Forces of Colombia (FARC)       2487\nBoko Haram                                          2418\nName: Group, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"#Visualizing number of attacks over different countries\nplt.subplots(figsize=(20,10))\nsns.barplot(data['Country'].value_counts()[:10].index,data['Country'].value_counts()[:10].values,palette='YlOrBr_r')\nplt.title('Top Countries Affected')\nplt.xlabel('Countries')\nplt.ylabel('Count')\nplt.xticks(rotation = 50)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:37.566396Z","iopub.execute_input":"2021-07-12T09:53:37.566906Z","iopub.status.idle":"2021-07-12T09:53:37.897785Z","shell.execute_reply.started":"2021-07-12T09:53:37.566858Z","shell.execute_reply":"2021-07-12T09:53:37.896597Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of deaths over the years\ndf = data[['Year','kill']].groupby(['Year']).sum()\nfig, ax4 = plt.subplots(figsize=(20,10))\ndf.plot(kind='bar',alpha=0.7,ax=ax4)\nplt.xticks(rotation = 50)\nplt.title(\"People Died Due To Attack\",fontsize=25)\nplt.ylabel(\"Number of killed peope\",fontsize=20)\nplt.xlabel('Year',fontsize=20)\ntop_side = ax4.spines[\"top\"]\ntop_side.set_visible(False)\nright_side = ax4.spines[\"right\"]\nright_side.set_visible(False)","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:37.899182Z","iopub.execute_input":"2021-07-12T09:53:37.899556Z","iopub.status.idle":"2021-07-12T09:53:38.486994Z","shell.execute_reply.started":"2021-07-12T09:53:37.899521Z","shell.execute_reply":"2021-07-12T09:53:38.485943Z"},"trusted":true},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks over different cities\ndata['City'].value_counts().to_frame().sort_values('City',axis=0,ascending=False).head(10).plot(kind='bar',figsize=(20,10),color='blue')\nplt.xticks(rotation = 50)\nplt.xlabel(\"City\",fontsize=15)\nplt.ylabel(\"Number of attack\",fontsize=15)\nplt.title(\"Top 10 most effected city\",fontsize=20)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:38.488314Z","iopub.execute_input":"2021-07-12T09:53:38.488671Z","iopub.status.idle":"2021-07-12T09:53:38.805585Z","shell.execute_reply.started":"2021-07-12T09:53:38.488641Z","shell.execute_reply":"2021-07-12T09:53:38.804472Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks with regards to the type of attack\ndata['Attacktype'].value_counts().plot(kind='bar',figsize=(20,10),color='magenta')\nplt.xticks(rotation = 50)\nplt.xlabel(\"Attacktype\",fontsize=15)\nplt.ylabel(\"Number of attack\",fontsize=15)\nplt.title(\"Name of attacktype\",fontsize=20)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:38.806993Z","iopub.execute_input":"2021-07-12T09:53:38.807538Z","iopub.status.idle":"2021-07-12T09:53:39.083912Z","shell.execute_reply.started":"2021-07-12T09:53:38.807499Z","shell.execute_reply":"2021-07-12T09:53:39.082738Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of people killed with regards to the type of attack\ndata[['Attacktype','kill']].groupby([\"Attacktype\"],axis=0).sum().plot(kind='bar',figsize=(20,10),color=['darkslateblue'])\nplt.xticks(rotation=50)\nplt.title(\"Number of killed \",fontsize=20)\nplt.ylabel('Number of people',fontsize=15)\nplt.xlabel('Attack type',fontsize=15)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:39.085311Z","iopub.execute_input":"2021-07-12T09:53:39.085641Z","iopub.status.idle":"2021-07-12T09:53:39.377578Z","shell.execute_reply.started":"2021-07-12T09:53:39.085607Z","shell.execute_reply":"2021-07-12T09:53:39.376505Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of wounded persons with regards to the type of attack\ndata[['Attacktype','Wound']].groupby([\"Attacktype\"],axis=0).sum().plot(kind='bar',figsize=(20,10),color=['cyan'])\nplt.xticks(rotation=50)\nplt.title(\"Number of wounded  \",fontsize=20)\nplt.ylabel('Number of people',fontsize=15)\nplt.xlabel('Attack type',fontsize=15)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:39.378904Z","iopub.execute_input":"2021-07-12T09:53:39.379200Z","iopub.status.idle":"2021-07-12T09:53:39.671174Z","shell.execute_reply.started":"2021-07-12T09:53:39.379170Z","shell.execute_reply":"2021-07-12T09:53:39.670425Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks over the years with regards to the type of attack\nplt.subplots(figsize=(20,10))\nsns.countplot(data[\"Targettype\"],order=data['Targettype'].value_counts().index,palette=\"gist_heat\",edgecolor=sns.color_palette(\"mako\"));\nplt.xticks(rotation=90)\nplt.xlabel(\"Attacktype\",fontsize=15)\nplt.ylabel(\"count\",fontsize=15)\nplt.title(\"Attack per year\",fontsize=20)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:39.672244Z","iopub.execute_input":"2021-07-12T09:53:39.672701Z","iopub.status.idle":"2021-07-12T09:53:40.200533Z","shell.execute_reply.started":"2021-07-12T09:53:39.672663Z","shell.execute_reply":"2021-07-12T09:53:40.199716Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks with regards to the target type of attack\ndata['Group'].value_counts().to_frame().drop('Unknown').head(10).plot(kind='bar',color='green',figsize=(20,10))\nplt.title(\"Top 10 terrorist group attack\",fontsize=20)\nplt.xlabel(\"terrorist group name\",fontsize=15)\nplt.ylabel(\"Attack number\",fontsize=15)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:40.201670Z","iopub.execute_input":"2021-07-12T09:53:40.202091Z","iopub.status.idle":"2021-07-12T09:53:40.538751Z","shell.execute_reply.started":"2021-07-12T09:53:40.202048Z","shell.execute_reply":"2021-07-12T09:53:40.537671Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABJ0AAANTCAYAAAAE9WwNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAACLbUlEQVR4nOzdd5g0ZZm28fMiiSIZRAQkKAZQESQZF0FU1E8wrpgQdTGwxnVNqxJ0UVd3zWJEMSsmMItIEEHhBRFRRJAgoAKSJAgI3N8fVQPNMKHnpWZqeub8HUcf3fVUdffdU/PO2331E1JVSJIkSZIkSV1apu8CJEmSJEmStPAYOkmSJEmSJKlzhk6SJEmSJEnqnKGTJEmSJEmSOmfoJEmSJEmSpM4ZOkmSJEmSJKlzhk6SJEmzLEklOarvOjTakny2/V3aqO9aJEkahqGTJEmzpP1wOJPLC3qq8/5J9ktyaJI/DdSz3DT3WyPJ+5Ocm+T6JH9OclCS9Wf4/EclqTv2KhauJBu15+OzfdeyGEz3+9j+vp87hyVJkjSypnwzKUmS7pD9Jmh7NbAq8AHginH7Tpndcib1OOBtwE3AmcB1wIpT3SHJmsBxwH2AnwJfAe4H7Ak8MclDq+rs2Sx6xNwfuLbvIiRJkuaSoZMkSbOkqvYd39b2ZloVeH9VnTvHJU3mB8DxwKlV9Y+2F8eG09znAJrA6f+q6j/GGpO8kiZQ+yjw+Nkpd/RU1e/7rkGSJGmuObxOkqR5IskzkxyT5Mok/0jymyRvSnKnCY49t72smuTDSS5Mcl2S3yV5ZZIM+7xVdUZV/bKq/jFknXcFngdcA+w7bveHgfOAxyXZZJrH2agdxvQv7fbgUMOjxh27fvs6z26H8l2a5LAk20zwuPu2j7FDkmcn+WWSq8eGRE23vz1m3SQfaX/GNyS5JMk3kzxkgud7wdjwyCSPb4dnXTk4RGuS17RykrcmOS3J35NcleSPSb469jxJ9gXOae+yx9IMx0zyuCQ/T3JNksuSfDvJ/TLB/ECDQ/mS3Ket5eIkNyfZoT1mmSQvTXJi+3O7pr39siTLjHvuKYcGTjSUrT0v1Z6nhyb5SfvzvCrJj5JsPczrHni8FyT5Rvu784/2Z/3zJM+dqFYm+X0cq4smkN1w3P7PDjzObkm+kOQP7c/mmiQntf8uJ3zvneQuSd6QZEn7Oq9OcnqSDyZZZ4jXuEWavwF/T7LzTH4+kiTNJns6SZI0DyQ5AHgT8DfgS8DVwC40PYoel+SxVXXDuLutAPwEWI1meNsKwNNoehrdF9h7lsrdHrgz8OOqumpwR1XdnORHwF7Ao4GphthdQTME8QU0H+QHhyOeO3YjyVbAj4E1gB8B3wTWAnYDjk3ylKr6/gSP/x/AzsB3gCNpephNuz/JxsCxwD1ohg5+GdgAeAbN0MGnVdV3J3i+p9P07voB8DGm6C2WJMAPgYfR9DL7FHAjsD7Nz+1nwEnAUTTn91XAr4FvDzzMKZM9/sDzPIvm9+k64GvAXwae89dT3PVewC+BPwBfpDnff2/3fR54NnB+W3cBT6Hp3fYI4DnT1TWk7Wj+TfwE+Ahwb+CpwKPafw8/G/JxDgR+CxxD8/rXBJ4AfD7Jfavqre1xVzD17+O5bdur27b3D+w/ZeD2u4CbaX5+F9L8Xu1I8+9yG5rA9hZJVqf5/dsCOAM4CLiB5hzsSfP7ftFkLy7JTu0x1wCPqqpTJjtWkqQ5V1VevHjx4sWLlzm60HxwLWCjgbaHtm1/Au4+0L4cTSBSwJsneZxjgTsNtK8B/LHd96g7WONyk+zfu93/oUn2v67d/+4hn++o5i3JhPuWA86iCU3+Zdy+e9B8qP/LuJ/Bvu3zXwNsOcFjTrf/R+3+/xrX/jCaYOhS4K4D7S9oj78ZePwkr6OAowa2H9i2fWuCY5cBVh/Y3qg99rMzPI8rA5cD1wNbjNv3rvYxx/8ubjTQfsAEj7l7u+/kcT+DlYAl7b5nD1v7ROce2GGghn8ft2/Xtv1MYJkhfw73mqBtBeAI4J/AesP+Pg78+zh3hs+3DHBwW/t24/Z9qW0/cPxrAu4KrDqw/dnBcwY8lyag+h2w4Ux+P7x48eLFi5e5uDi8TpKk/r2wvX5HVf11rLGqbqTpjXMz8OJJ7vumqrp+4D6XAW9vN/echVrh1h5DV06yf6x9tQ6e64k0PT4+VFVHD+6oqj8D/wPcHdhpgvt+oqp+NcVj325/mpX3HksTAP7PuOc7jqbX0xo0PW7GO7Sqfjj1y7md2w1prKqbq+ryGT7ORHalOQdfrKrxvZrewe0nsh90ERNPhD/2u/rGqrp6rLGqrgHe0G5O9rs6U2fR9J66RVUdChxN0+vpkcM8SFX9cYK2G2h6Ty3HxL87S22S57uZpqcTNBP3A5DkbsC/0gSnr2uPG7zf1VU14b+zJG8EPkfTo+rhVXVeN69AkqTuOLxOkqT+bdVe/3T8jqr6Q5ILgI2TrDruA+iNNCvIjXdUe71lp1X246Ht9Ybt/Ebjbdpe3x8YP8TuhGkee6L9Yz+zn1XVPyfY/1Oa3iVb0nzgn8nzDfodzZCs3ZNsCBxK02ttSd1+GOXSGnstx47fUVVXJzmFplfRRH49GGYO2IomBD1qgn1H06yA2NXv3c/GhzCto2jmXdqyfc4pJbknTSC2E3BPmqGCg9a7Y2Xe7vnWBP6TZgjfJjS9wCZ7vm1oekEd0wZ3w3ofzfDSbwDPrarrlrpgSZJmkaGTJEn9G+s59JdJ9v+F5sPyaty2d9HfquqmCY4f6y01fg6jrozVMNnjj7Vf0cFzrdleP2Oa4+46QdtfJ2ibbv8w5wIm7sU13fPdoqpuSrIj8DaauaDe3e66KsnBND3Yrp70AYYz9lommw9o0nmCmPy1rApcNlEwVlU3JvkbcLfhS5zSZPUN/fudZjL7E4DVaebJ+jHN7+9NNEP/9gBuN1H/0kqyGnAisHH7vJ8DLqMJiFejmZtr8PlWa68vnOFTPaq9/q6BkyRpPjN0kiSpf2Mhzt1p5mMab91xx41ZK8myEwRPd5/k+K6c0V7fZ5L9Y72P/tDBc429hl2r6rAZ3reWYv/guZjIZOdimOe77cHNELrXAK9Jcm+a3jsvAf6dJox43uT3HsrYxN+TrX421apok72WK4E1kiw/vidYkuVoJnj/+0DzWE+lyd5zrjZFDZPVN5Pf79fSBJd7VtVnB3ck2Z0mdOrSi2kCp/2qat9xz/dQmtBp0BXt9Ux7W+1GM+H4p9tz8ckZVypJ0hxwTidJkvo3Nq/QDuN3tGHE+sA5VXXFuN3L0UxuPd7Y40w1n9Ed8QuauYgenmTlwR3tkvCPbTePHPLxbmrvu+wkzwVDzt/TgbGf2SPaEGW8R7fXJ3f5pFV1VlV9miZ4uppmPqYxY6HiRD+fqdzyWsbvSHJX4MEzfLyxx1yGW3vaDHoUTY2DP5uxuak2mKCGVZg8uITmHEz0XnWHgVqmc+/2+hsT7PuXSe4z1e/j2P7J9s30+U6gCeYelWT8MLypnE/z8z4D+HiS2VqpUpKkO8TQSZKk/h3UXr8lydpjje2H3vfS/H/96Unu+84kdxq4zxrAW9rNz8xCrbTDvj5PM1fNvuN2/zvNsKUfVdXZQz7kpe31PSfYdyhN76+9kzxhojsneWiSuwz5XFOqqguAw2lew6vHPc92wLNpgpRv3ZHnSbJxO/RrvNVphl8NTjB+OU3Po4l+PlM5lKY30HOSbDFu31tYuonex35X3zn4M29vv6vdvOV3taquAn5PE1BuNnD8ssD/cfv5lQZtCrx8sCHJrjThzVk0w+Wmc257vcO4x3kck094PtXv49j+tZNMVPtkz7cl8KbxB1fVJcBXaHrQvXd8yJbkrkkmHEZYVX+h+Vn8Bvhwkv+YpF5Jknrj8DpJknpWVccl+R/g9cBpSb4OXAPsAjyAZiLo90xw17/QBBSnJTkMWJ5mfqB1gY9W1THDPH+StWjCrTFrtdefTjI2zOpdVfX7gWPeTPPB+rVJHkzTY+P+ND10LgZm0vPiCJo5m76Z5Ps0gct5VfX5qvpnkqcCPwK+l+Q4mgm4r6XpPbMNzWTN67ZtXXgp8HPgPUkeCyxpn+sZNL1S9mzDlDtiC5rXeyJwOvBnYG2an9/y3DrH09ik378EHpnkizTDFm8CDquqUyd7gqr6e9sD5vPAcUm+RvM787D2+Y+mCS0mmqx7ssf8Uhv8PBP4bZJv0wRiu9EMK/tqVX1x3N3eQxNE/TzJIcB1ND3Glgd+3dYykR8C/5tkl/a4e9OsGngd8MJJJhkf76M0qzge0v67+jPNv6nHA1+jWTluvEl/Hwf2bwP8MMkxwPU0E69/h2YOp/8E3p/k0cCZNOHZk4BvTvJ8/97W9FJghyQ/Am6g+Xk+DngyE0/cTlVd0j7Pj2hCqxWr6r+H+LlIkjQ3qsqLFy9evHjxMkcXmp4QBWw0wb5n0QRMV9F8sP4t8F/AipM8zrk0kyl/hGYi4utpAoxXAplBTRu1NU112WGC+61Bswz8eTQfkv9C0xNm/Rn+TJYFDgDOBv7ZPt9R4465G01PmtNowqWraT7Qf51mNbnlBo7dd7Kah9nfHrMecODAa/sb8G1gmwmOfUH7eC+Y4vFu85pohkweQBNu/bU9dxcAPwB2meD+9wa+Q9PL5ubpnm/cfXehWeXwWppeU4cC9wO+2z7OahP8Lnx2isdbhqYH0pL2Ma8FTqIJGpeZ5D4van+fr29f78dp5lo6Cqhxx+7Q1rAvzeqFP6GZJ+oqmonAb3cOpnn9D6NZdfDy9jGOpQnJbnmemfw+0vTwO7A9XzeO/3kBmwGH0YSv17Q/mxdP9bNtH/O/gFPbn+dVNCscvh+428Bxn2WCvx/AKu3vUgFvn8nPx4sXL168eJnNS6pmNOelJEmaB5KcC1BVG/VbiUZRO7ztbGCFqlp3uuPnUpIdaOYDu91k3JIkabQ4p5MkSdIClWS18fNdJQnNnE735A7OTSVJkjQV53SSJElauLYHvprkxzTDMe/atj2YZgW0ffsqTJIkLXyGTpIkSQvXGTRzNz0ceALNe78LgA8CB1TVxT3WJkmSFjjndJIkSZIkSVLnnNNJkiRJkiRJnVs0w+vWWmut2mijjfouQ5IkSZIkacE46aST/lZVa0+0b9GEThtttBFLlizpuwxJkiRJkqQFI8l5k+1zeJ0kSZIkSZI6Z+gkSZIkSZKkzhk6SZIkSZIkqXOLZk4nSZIkSZKkpfHPf/6TCy64gOuuu67vUnqz4oorsv7667P88ssPfR9DJ0mSJEmSpClccMEFrLzyymy00UYk6bucOVdVXHrppVxwwQVsvPHGQ9/P4XWSJEmSJElTuO6661hzzTUXZeAEkIQ111xzxj29DJ0kSZIkSZKmsVgDpzFL8/oNnSRJkiRJkkbARRddxLOf/Ww22WQTHvKQh/DQhz6Ub33rW32XNSnndJIkSZIkSZqB7Ndtr6fap6Y/porddtuNPfbYgy996UsAnHfeeRx22GG3Oe7GG29kueXmR9xjTydJkiRJkqR57qc//SkrrLACL33pS29p23DDDXnFK17BZz/7WZ785Cez4447stNOO3HZZZex22678aAHPYjtt9+eU089FYB9992X9773vbfc/wEPeADnnnsu5557Lve73/14znOew/3vf3+e/vSnc+21197hmg2dJEmSJEmS5rnf/va3bLXVVpPuP/nkk/n617/O0UcfzT777MOWW27JqaeeygEHHMDzn//8aR//jDPO4OUvfzmnn346q6yyCh/96EfvcM2GTpIkSZIkSSNm7733ZosttmCbbbYBYOedd2aNNdYA4Nhjj+V5z3seADvuuCOXXnopf//736d8vA022ICHP/zhADz3uc/l2GOPvcM1GjpJkiRJkiTNc5tvvjknn3zyLdsf+chHOOKII7jkkksAWGmllaZ9jOWWW46bb775lu3rrrvultvjV6frYrU+QydJkiRJkqR5bscdd+S6667jwAMPvKVtsnmXHvnIR/LFL34RgKOOOoq11lqLVVZZhY022uiW4Orkk0/mnHPOueU+f/rTnzj++OMB+NKXvsQjHvGIO1yzoZMkSZIkSdI8l4Rvf/vbHH300Wy88cZsu+227LHHHrz73e++3bH77rsvJ510Eg960IN44xvfyMEHHwzA0572NC677DI233xzPvzhD3Of+9znlvvc97735SMf+Qj3v//9ufzyy3nZy152x2uumn5ZvoVg6623riVLlvRdhiRJkiRJGjGnn34697///fsuY9ace+65POlJT+K0006b8riJfg5JTqqqrSc63p5OkiRJkiRJ6pyhkyRJkiRJ0iK20UYbTdvLaWkYOkmSJEmSJKlzhk6SJEmSJEnTWCxzYk9maV6/oZMkSZIkSdIUVlxxRS699NJFGzxVFZdeeikrrrjijO633CzVI0mSJEmStCCsv/76XHDBBVxyySV9l9KbFVdckfXXX39G9zF0kiRJkiRJmsLyyy/Pxhtv3HcZI8fhdZIkSZIkSeqcPZ1mSfZL3yXMqtpncY5jlSRJkiRJw7GnkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6tychk5J7pvklIHL35O8OskaSQ5PcmZ7vXp7fJJ8MMlZSU5NstXAY+3RHn9mkj3m8nVIkiRJkiRpanMaOlXVGVX14Kp6MPAQ4FrgW8AbgSOqalPgiHYbYBdg0/ayF3AgQJI1gH2A7YBtgX3GgipJkiRJkiT1r8/hdTsBf6yq84BdgYPb9oOB3drbuwKfq8YvgNWSrAs8Dji8qi6rqsuBw4HHz2n1kiRJkiRJmlSfodOzgC+3t9epqr+0t/8KrNPeXg84f+A+F7Rtk7VLkiRJkiRpHugldEqyAvBk4JDx+6qqgOroefZKsiTJkksuuaSLh5QkSZIkSdIQ+urptAtwclVd1G5f1A6bo72+uG2/ENhg4H7rt22Ttd9GVX2iqrauqq3XXnvtjl+CJEmSJEmSJtNX6LQ7tw6tAzgMGFuBbg/g0IH257er2G0PXNkOw/sR8Ngkq7cTiD+2bZMkSZIkSdI8sNxcP2GSlYCdgZcMNL8L+FqSFwHnAc9s278PPAE4i2aluz0BquqyJG8HTmyP27+qLpuD8iVJkiRJkjSEOQ+dquoaYM1xbZfSrGY3/tgC9p7kcQ4CDpqNGiVJkiRJknTH9Ll6nSRJkiRJkhYoQydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUufmPHRKslqSryf5fZLTkzw0yRpJDk9yZnu9entsknwwyVlJTk2y1cDj7NEef2aSPeb6dUiSJEmSJGlyffR0+gDww6q6H7AFcDrwRuCIqtoUOKLdBtgF2LS97AUcCJBkDWAfYDtgW2CfsaBKkiRJkiRJ/ZvT0CnJqsCjgE8DVNUNVXUFsCtwcHvYwcBu7e1dgc9V4xfAaknWBR4HHF5Vl1XV5cDhwOPn7IVIkiRJkiRpSnPd02lj4BLgM0l+leRTSVYC1qmqv7TH/BVYp729HnD+wP0vaNsma5ckSZIkSdI8MNeh03LAVsCBVbUlcA23DqUDoKoKqC6eLMleSZYkWXLJJZd08ZCSJEmSJEkawlyHThcAF1TVL9vtr9OEUBe1w+Zory9u918IbDBw//Xbtsnab6OqPlFVW1fV1muvvXanL0SSJEmSJEmTm9PQqar+Cpyf5L5t007A74DDgLEV6PYADm1vHwY8v13FbnvgynYY3o+AxyZZvZ1A/LFtmyRJkiRJkuaB5Xp4zlcAX0yyAnA2sCdN+PW1JC8CzgOe2R77feAJwFnAte2xVNVlSd4OnNget39VXTZ3L0GSJEmSJElTmfPQqapOAbaeYNdOExxbwN6TPM5BwEGdFidJkiRJkqROzPWcTpIkSZIkSVoEDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUueX6LkCaj7Jf+i5hVtU+1XcJkiRJkqQFzp5OkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjpn6CRJkiRJkqTOGTpJkiRJkiSpc4ZOkiRJkiRJ6pyhkyRJkiRJkjo356FTknOT/CbJKUmWtG1rJDk8yZnt9epte5J8MMlZSU5NstXA4+zRHn9mkj3m+nVIkiRJkiRpcn31dHp0VT24qrZut98IHFFVmwJHtNsAuwCbtpe9gAOhCamAfYDtgG2BfcaCKkmSJEmSJPVvvgyv2xU4uL19MLDbQPvnqvELYLUk6wKPAw6vqsuq6nLgcODxc1yzJEmSJEmSJtFH6FTAj5OclGSvtm2dqvpLe/uvwDrt7fWA8wfue0HbNlm7JEmSJEmS5oHlenjOR1TVhUnuBhye5PeDO6uqklQXT9SGWnsB3POe9+ziISVJkiRJkjSEOe/pVFUXttcXA9+imZPponbYHO31xe3hFwIbDNx9/bZtsvbxz/WJqtq6qrZee+21u34pkiRJkiRJmsSchk5JVkqy8tht4LHAacBhwNgKdHsAh7a3DwOe365itz1wZTsM70fAY5Os3k4g/ti2TZIkSZIkSfPAXA+vWwf4VpKx5/5SVf0wyYnA15K8CDgPeGZ7/PeBJwBnAdcCewJU1WVJ3g6c2B63f1VdNncvQ5IkSZIkSVOZ09Cpqs4Gtpig/VJgpwnaC9h7ksc6CDio6xolSZIkSZJ0x/Wxep0kSZIkSZIWOEMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdW7a0CnJikk+mWT7uShIkiRJkiRJo2/a0KmqrgOeBaw4++VIkiRJkiRpIRh2eN1PgUfPZiGSJEmSJElaOJYb8riPAJ9KshLwfeAioAYPqKrfdVybJEmSJEmSRtSwodMP2+vXtpfBwCnt9rId1iVJkiRJkqQRNmzo5NA6SZIkSZIkDW2o0Kmqjp7tQiRJkiRJkrRwDDuROABJdkny1iSfSHLPtu1RSe4xO+VJkiRJkiRpFA3V0ynJOsBhwEOAc4GNgY8BfwL2BK4DXjY7JUqSJEmSJGnUDNvT6UPAXYH7tZcM7PsJsFPHdUmSJEmSJGmEDTuR+OOBParqrCTjV6m7AFiv27IkSZIkSZI0yoYNnQBunKR9LeAfHdQiSXdY9sv0B42w2qf6LkGSJEmShjLs8LqfAa8c18tp7JPPC4GfdlqVJEmSJEmSRtqwPZ3eABwLnAZ8iyZw+rckmwMPBLafnfIkSZIkSZI0iobq6VRVp9GsXLcEeAFwE/BUmvmctquqP8xWgZIkSZIkSRo9Q8/pVFV/BJ43i7VIkiRJkiRpgZjJROIAJFkfWBf4c1Vd2H1JkiRJkiRJGnXDTiROkpclOR84D/gl8KckFyR5+axVJ0mSJEmSpJE0VOiU5G3Ah4EfAE8Etm6vfwB8sN0vSZIkSZIkAcMPr9sbOKCq3jqu/YdJLmr3799pZZIkSZIkSRpZww6vuzNwzCT7jgZW7KYcSZIkSZIkLQTDhk7fBp46yb6nAd/tpBpJkiRJkiQtCJMOr0vyhIHNHwD/k2QjmgDqYuBuwFOAzYHXz16JkiRJkiRJGjVTzen0XaCADLStBzxugmO/AHy5w7okSZIkSZI0wqYKnTaesyokSZIkSZK0oEwaOlXVeXNZiCRJkiRJkhaOqXo63U6SFYF7MMFqdVX1u66KkiRJkiRJ0mgbKnRKsj7wCSaezyk0cz8t22FdkiRJkiRJGmHD9nT6PLAJ8O/AWcANs1aRJEmSJEmSRt6wodPWwHOq6rDZLEaSJEmSJEkLwzJDHvc74C6zWYgkSZIkSZIWjmFDp1cAb0jy8NksRpIkSZIkSQvDsMPrTgFOAI5JcgNw1fgDqupuHdYlSZIkSZKkETZs6PQp4BnA13EicUmSJEmSJE1j2NDpKcBrqupjs1mMJEmSJEmSFoZh53S6BPjTbBYiSZIkSZKkhWPY0Gl/4HVJ7jqbxUiSJEmSJGlhGHZ43ROBTYE/JVkCXDFuf1XVv3ZZmCRJkiRJkkbXsKHTWjQTiAMsD6w9O+VIkiRJkiRpIRgqdKqqR892IZIkSZIkSVo4hp3TSZIkSZIkSRraUD2dkvzPdMdU1evveDmSJEmSJElaCIad0+kZE7StDqwCXAlcDhg6SZIkSZIkCRh+TqeNJ2pPsh3wCeClXRYlSZIkSZKk0XaH5nSqql8C7wE+3E05kiRJkiRJWgi6mEj8UuC+HTyOJEmSJEmSFoihQqckd5ngslqShwL7A7+dyZMmWTbJr5J8t93eOMkvk5yV5KtJVmjb79Run9Xu32jgMd7Utp+R5HEzeX5JkiRJkiTNrmF7Ol0NXDXucinwc+DuwMtn+LyvAk4f2H438L6qujfNpOQvattfBFzetr+vPY4kmwHPAjYHHg98NMmyM6xBkiRJkiRJs2TY1eteCNS4tuuAC4ATquqfwz5hkvWBJwL/Dbw2SYAdgWe3hxwM7AscCOza3gb4OvDh9vhdga9U1fXAOUnOArYFjh+2DkmSJEmSJM2eYVev+2yHz/l+4PXAyu32msAVVXVju30BsF57ez3g/LaGG5Nc2R6/HvCLgcccvI8kSZIkSZJ6NuOJxNv5mG43x9OQ930ScHFVnTTjSpdCkr2SLEmy5JJLLpmLp5QkSZIkSRLDTyS+SpIPJ/kzcD23n9/pqiGf7+HAk5OcC3yFZljdB4DVkoz1ulofuLC9fSGwQVvDcsCqNHNJ3dI+wX1uUVWfqKqtq2rrtddee8gSJUmSJEmSdEcNO6fTx4EnAZ8CfgfcsDRPVlVvAt4EkGQH4HVV9ZwkhwBPpwmi9gAObe9yWLt9fLv/p1VVSQ4DvpTk/4B7AJsCJyxNTZIkSZIkSeresKHT44DXVNWnZqmONwBfSfIO4FfAp9v2TwOfbycKv4xmxTqq6rdJvkYTgN0I7F1VN81SbZIkSZIkSZqhYUOna2gm6+5MVR0FHNXePptm9bnxx1wHPGOS+/83zQp4kiRJkiRJmmeGnUj8f4GXJ5nxxOOSJEmSJElafIbt6bQesAVwRpIjgSvG7a+qekOXhUmSJEmSJGl0DRs6PR24uT1+5wn2F828TJIkSZIkSdJwoVNVbTzbhUiSJEmSJGnhcI4mSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdW6o0CnJk6bZ/9ZuypEkSZIkSdJCMGxPp0OS7DTRjiTvAd7cXUmSJEmSJEkadcOGTm8DDk3yiMHGJB8HXgbs1nFdkiRJkiRJGmHLDXNQVb0nyZ2B7yXZGVgCfB54EvCEqjpmFmuUJEmSJEnSiBkqdAKoqv2TrAj8EDgJ2BJ4TFWdOFvFSZIkSZIkaTRNGjolucsEze8A1gSeCjwR+O3YcVV17axUKEmSJEmSpJEzVU+nq4GaZF+A48a1LdtJRZIkSZIkSRp5U4VOL2Ty0EmSJEmSJEma1KShU1V9dg7rkCRJkiRJ0gKyzDAHJdkiyRMm2feEJA/qtixJkiRJkiSNsqFCJ+B9wHaT7Num3S9JkiRJkiQBw4dOWwE/n2Tf8cCW3ZQjSZIkSZKkhWDY0GlZYKVJ9q0ErNBNOZIkSZIkSVoIhg2dTgT2mmTfXsCSbsqRJEmSJEnSQjDp6nXj7Av8JMkvgYOBvwLrAs8HtgB2npXqJEmSJEmSNJKGCp2q6pgkjwXeCXwICHAz8Etg56r62eyVKEmSJEmSpFEzbE8nquoo4KFJ7gKsDlxeVdfOVmGSJEmSJEkaXUOHTmPaoMmwSZIkSZIkSZMaOnRKshHwXOA+wIrj91fVM7srS5IkSZIkSaNsqNApyUOAY4A/0YROpwKrAhsBFwBnzVJ9kiRJkiRJGkHLDHnce4BDgAfQTCL+oqraBHgEUMD/zE55kiRJkiRJGkXDhk4PBr5Ms2IdtMPrquo4YD/gXZ1XJkmSJEmSpJE1bOhUwA1VVcDFwIYD+84HNu26MEmSJEmSJI2uYUOn3wH3am8fD7wmyaZJNgReD/xxNoqTJEmSJEnSaBp29bpPcGvvpjcDPwZ+325fAzy947okSZIkSZI0woYKnarq8wO3T09yf+ChwJ2BX1TVxbNUnyRJkiRJkkbQUMPrkjw/yZpj21V1dVUdXlWHATcmef6sVShJkiRJkqSRM+ycTp/h1jmdxtu43S9JkiRJkiQBw4dOmWLfmsDfO6hFkiRJkiRJC8Skczol2RXYdaDprUkuGXfYisAjgRNnoTZJkiRJkiSNqKkmEr8b8MCB7XsBdx93zA00K9m9o+O6JEmSJEmSNMImDZ2q6pPAJwGSHAm8rKp+P1eFSZIWn+w31Wju0Vf7VN8lSJIkSXNm2DmdjmSSeZuSrJvkbd2VJEmSJEmSpFE3bOi0D7D+JPvu0e6XJEmSJEmSgJmtXjfZmID1gcu7KUeSJEmSJEkLwVSr1+0B7NFuFnBgkvFD7FakmWz8x7NTniRJGhULeU4u5+OSJEmaualWr7sWuLS9HeBK4LJxx9wA/AD4aPelSZIkSZIkaVRNtXrdIcAhAEk+A+xfVedMdGyS5WenPEmSJEmSJI2ioeZ0qqo9xwdOaeyU5FPARbNSnSRJkiRJkkbSVMPrJpRke2B34BnAOjRD7r7ccV2SJEmSJEkaYUOFTkkeSBM0PQvYkGYupxWA1wIfqaobZ61CSZIkSZIkjZxJh9cl2STJfyU5DTgF+A/gt8DzgU1pJhf/lYGTJEmSJEmSxpuqp9NZQAG/BF4CfKOqLgdIsuoc1CZJkiRJkqQRNdVE4ufR9GZ6ALAD8LAkM54DSpIkSZIkSYvPpKFTVW0MPAz4LLAT8B3goiSfbLdrLgqUJEmSJEnS6JmqpxNV9YuqeiWwHvBY4NvA04Cvt4f8W5KtZ7VCSZIkSZIkjZwpQ6cxVXVzVf2kql4ErAM8Bfhae/3LJKfPYo2SJEmSJEkaMUOFToOq6p9VdWhV7Q7cDXgecGbnlUmSJEmSJGlkzTh0GlRV11bVl6rqyV0VJEmSJEmSpNF3h0InSZIkSZIkaSKGTpIkSZIkSercnIZOSVZMckKSXyf5bZL92vaNk/wyyVlJvppkhbb9Tu32We3+jQYe601t+xlJHjeXr0OSJEmSJElTm+ueTtcDO1bVFsCDgccn2R54N/C+qro3cDnwovb4FwGXt+3va48jyWbAs4DNgccDH02y7Fy+EEmSJEmSJE1uTkOnalzdbi7fXgrYEfh6234wsFt7e9d2m3b/TknStn+lqq6vqnOAs4BtZ/8VSJIkSZIkaRhzPqdTkmWTnAJcDBwO/BG4oqpubA+5AFivvb0ecD5Au/9KYM3B9gnuI0mSJEmSpJ7NeehUVTdV1YOB9Wl6J91vtp4ryV5JliRZcskll8zW00iSJEmSJGmc3lavq6orgCOBhwKrJVmu3bU+cGF7+0JgA4B2/6rApYPtE9xn8Dk+UVVbV9XWa6+99my8DEmSJEmSJE1grlevWzvJau3tOwM7A6fThE9Pbw/bAzi0vX1Yu027/6dVVW37s9rV7TYGNgVOmJMXIUmSJEmSpGktN/0hnVoXOLhdaW4Z4GtV9d0kvwO+kuQdwK+AT7fHfxr4fJKzgMtoVqyjqn6b5GvA74Abgb2r6qY5fi2SJEmSJEmaxJyGTlV1KrDlBO1nM8Hqc1V1HfCMSR7rv4H/7rpGSZIkSZIk3XG9zekkSZIkSZKkhcvQSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnluu7AEmSJPUr+6XvEmZV7VN9lyBJ0qJkTydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnVuu7wIkSZIkLb3sl75LmFW1T/VdgiRpKdnTSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdc7QSZIkSZIkSZ0zdJIkSZIkSVLnDJ0kSZIkSZLUOUMnSZIkSZIkdW65vguQJEmSpMUo+6XvEmZV7VN9lyCpZ/Z0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1zjmdJEmSJEmaIefkkqZnTydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUueW67sASZIkSZKkuZT90ncJs6b2qb5LuIU9nSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUufmNHRKskGSI5P8Lslvk7yqbV8jyeFJzmyvV2/bk+SDSc5KcmqSrQYea4/2+DOT7DGXr0OSJEmSJElTm+ueTjcC/1FVmwHbA3sn2Qx4I3BEVW0KHNFuA+wCbNpe9gIOhCakAvYBtgO2BfYZC6okSZIkSZLUvzkNnarqL1V1cnv7KuB0YD1gV+Dg9rCDgd3a27sCn6vGL4DVkqwLPA44vKouq6rLgcOBx8/dK5EkSZIkSdJUepvTKclGwJbAL4F1quov7a6/Auu0t9cDzh+42wVt22TtkiRJkiRJmgd6CZ2S3BX4BvDqqvr74L6qKqA6ep69kixJsuSSSy7p4iElSZIkSZI0hDkPnZIsTxM4fbGqvtk2X9QOm6O9vrhtvxDYYODu67dtk7XfRlV9oqq2rqqt11577W5fiCRJkiRJkiY116vXBfg0cHpV/d/ArsOAsRXo9gAOHWh/fruK3fbAle0wvB8Bj02yejuB+GPbNkmSJEmSJM0Dy83x8z0ceB7wmySntG1vBt4FfC3Ji4DzgGe2+74PPAE4C7gW2BOgqi5L8nbgxPa4/avqsjl5BZIkSZIkSZrWnIZOVXUskEl27zTB8QXsPcljHQQc1F11kiRJkiRJ6kpvq9dJkiRJkiRp4TJ0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnTN0kiRJkiRJUucMnSRJkiRJktQ5QydJkiRJkiR1ztBJkiRJkiRJnZvT0CnJQUkuTnLaQNsaSQ5PcmZ7vXrbniQfTHJWklOTbDVwnz3a489MssdcvgZJkiRJkiRNb657On0WePy4tjcCR1TVpsAR7TbALsCm7WUv4EBoQipgH2A7YFtgn7GgSpIkSZIkSfPDnIZOVXUMcNm45l2Bg9vbBwO7DbR/rhq/AFZLsi7wOODwqrqsqi4HDuf2QZYkSZIkSZJ6NB/mdFqnqv7S3v4rsE57ez3g/IHjLmjbJmuXJEmSJEnSPDEfQqdbVFUB1dXjJdkryZIkSy655JKuHlaSJEmSJEnTmA+h00XtsDna64vb9guBDQaOW79tm6z9dqrqE1W1dVVtvfbaa3deuCRJkiRJkiY2H0Knw4CxFej2AA4daH9+u4rd9sCV7TC8HwGPTbJ6O4H4Y9s2SZIkSZIkzRPLzeWTJfkysAOwVpILaFahexfwtSQvAs4Dntke/n3gCcBZwLXAngBVdVmStwMntsftX1XjJyeXJEmSJElSj+Y0dKqq3SfZtdMExxaw9ySPcxBwUIelSZIkSZIkqUPzYXidJEmSJEmSFhhDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS5wydJEmSJEmS1DlDJ0mSJEmSJHXO0EmSJEmSJEmdM3SSJEmSJElS50Y6dEry+CRnJDkryRv7rkeSJEmSJEmNkQ2dkiwLfATYBdgM2D3JZv1WJUmSJEmSJBjh0AnYFjirqs6uqhuArwC79lyTJEmSJEmSGO3QaT3g/IHtC9o2SZIkSZIk9SxV1XcNSyXJ04HHV9WL2+3nAdtV1b8PHLMXsFe7eV/gjDkvdO6sBfyt7yK01Dx/o8tzN9o8f6PN8ze6PHejzfM3ujx3o83zN9oW8vnbsKrWnmjHcnNdSYcuBDYY2F6/bbtFVX0C+MRcFtWXJEuqauu+69DS8fyNLs/daPP8jTbP3+jy3I02z9/o8tyNNs/faFus52+Uh9edCGyaZOMkKwDPAg7ruSZJkiRJkiQxwj2dqurGJP8O/AhYFjioqn7bc1mSJEmSJElihEMngKr6PvD9vuuYJxbFMMIFzPM3ujx3o83zN9o8f6PLczfaPH+jy3M32jx/o21Rnr+RnUhckiRJkiRJ89coz+kkSZIkSZKkecrQSZIkSZIkSZ0b6TmdFrskywLrMHAeq+pP/VWkYSRZn2a1xUcC9wD+AZwGfA/4QVXd3GN5mkaSZYAtGDh3VXVxv1VpJpKszq3n71z/zUmzz7+doy3J1tz+fcvhVXV5r4VpSr7nXDiSrMJtP/Nd1mM5mgHfdzqn08hK8gpgH+AiYOwXt6rqQf1Vpekk+QywHvBdYAlwMbAicB/g0cBDgDdW1TG9FakJJbkX8AbgMcCZwCXceu6uBT4OHLwY/yMZBUlWBfYGdgdW4Nbztw7wC+CjVXVkfxVqWEnuDmwLFHBiVf2155I0Bf92jrYkewKvAM4BTuK271seThNgvNUvPecf33MuDEleAuwHXEfz/x40n/k26a8qTcf3nbdl6DSikpwFbFdVl/Zdi4aX5AFVddoU+1cA7llVZ81hWRpCki8DBwI/q3F/OJPcDXg2cHlVHdxHfZpaksOBzwHfqaorxu17CPA84DdV9ekeytOQkrwYeBvwUyDAvwD7V9VBvRamSU3zt3Mdmjfk/u2cp5LsDRxUVf+YZP+DgTWr6og5LUzT8j3nwpDkTOChVfW3vmvR8HzfeVuGTiMqyZHAzlV1Y9+1qBtJvlpV/9p3HZq5JNtV1S/7rkNa6JKcATxs7AuXJGsCx1XVffutTEsjyfJV9c++69DSSbJNVZ3Ydx2aWJK1gbWr6nfj2jcDLqmqS/qpTDOR5IfAU6vq2r5rUTeSrL7YhiY7p9PoOhs4Ksn3gOvHGqvq//orSXfQQ/suQEvtEOCefRehySWZ8vw4NGRkXApcNbB9VdumEZEkwI40vUOfRDPUQCOiDSx2by9XAFv3WpCm8iHgoxO0rwm8hebfoOa/NwHHJfklt/3M98r+StJ0knyqql48QfsGwA+AB8x9Vf0xdBpdf2ovK7QXSf1J3wVoWt+jmQth8FwVsDZwN2DZPorScJK8tr15FvDLJIfSnL9dgVN7K0xDS7I9zYfc3YA1aOa6eF2fNWk4STbi1qDpn8CGwNZVdW6PZWl6955ovqaq+lmSA/soSEvl4zRDyn/DrfP4av5bPskXgOePzVmY5P4070f377WyHhg6jaiq2q/vGjRzSbaabBew/FzWok45Tnmeq6oHDm63H6LGJjc+oI+aNCMrt9d/bC9jDu2hFs1AkgOAZ9B8UfZlmglxlziH02hIcjywCvAV4GlVdWaScwycRsLKU+zzPefoWL6qXjv9YZpnXkATGH41ybOA7YCvAi+rqu/2WVgfDJ1GVDtO+/XA5jQz4QNQVTv2VpSG8b9T7Pv9nFWhGUvyHSYOl0LTVV0jIMmmwH/R/Of/v8ArnVNm/vOLlpH2YuAPNJOJf6eqrk9iUD86LqJZAW0dmp6hZ+IXLaPirCRPqKrvDzYm2YVmmg6Nhh8k2Qv4DrcdXndZfyVpOu3CGXsl+SBwFE0P0WdU1S96LawnTiQ+opL8mCYtfR3wUmAPmkkB39BrYdICleRfptpfVUfPVS2auSQPoAmbNgf+B/hyVd3Ub1WaKb9wGT1JlgV2phmatRNwJE0Pww1cDGU0tEt/P5XmHG4KrAY8rqpO6LMuTa39kuV7wHHASW3z1jRziD6pqv7QV20aXpJzJmiuqtpkzovR0JJ8iFundXg2cDJw+tj+xTYnl6HTiEpyUlU9JMmpVfWgtu3Eqtqm79o0uSRPnWp/VX1zrmrRHZNkeZpJAC+sqov7rkdTS3ITcD7NG/DbhU2L7T//UeUXLqMtyZ1oJg/fHXgkcERVOZnxCElyN+BfgWcB96yqDXouSVNo/809m1snLf4t8KWquq6/qqSFL8keU+1fbEPMHV43usaGg/wlyROBP9NMzKn57f9Nsa8AQ6d5KsnHgA9V1W/bb32Ppwkv1kjyuqr6cr8VahovnGKf376MjjWr6tNJXtX2Ljw6iUu2z2NJVqQJCO9NM+n7QVX1jSSr0EwqrhHSfsnyoXaC3L37rkfTupFmWOtnAJKsAOyR5LVVdf9+S9Ow2t7am3HbHr6f668iDeGUqvr1RDuSvGyui+mbodPoekf7wfc/aJZEXQV4Tb8laTpVtWffNWipPbKqXtre3hP4Q1XtluTuNEufGjrNY1N9o5TkvXNZi+4Qv3AZPQfTnLefAU+g+eD06qr6O+CHpnmuXd77rcA9gG/T/F+3P/A8/H9vXmsnL/44cE2SM4H/Bg4CTgSe02dtGl6SfYAdaP52fh/YBTgW/37Od99K8oyqOmmwMcl+NJ0QFtUKkg6vk+ZQkv8HnFpV57XbbwOeBpwHvKqqJhq3rXkgya+qasv29veAQ6rqs+P3afQk+VNV3bPvOjS9JE+iCS824NYvXParqsN6LUyTSvKbsdUjkywHnFBVk63kqnkmyZHA0TS9ex/fXk4BXlNVf+2xNE0jyWnAblV1Vrt68vHA06vqOz2XphlI8htgC+BXVbVFknWAL1TVzj2XpikkeQhwCPCcqjo+SWiCpvsCu7ZfvCwa9nQaUUk2AT5AMxngzTT/kbymqlyNYn77b2B7uOXD03Np5rbYEvgY8Lj+StM0rmjP2YXAw4EXwS0fou7cZ2G6w9J3ARrOwDLDVwKP7rMWDe2W1SGr6sbmfbdGyBpVtW97+0dJnkHzIermHmvScG6oqrMAqurkJGcaOI2kf1TVzUlubIclX0zzxYvmsao6KcluND2e9gb+rd31+Kq6fvJ7LkyGTqPrS8BHgKe028+i6ea8XW8VaRhVVde2t58KfLrtdnlSkpf3WJem9xLgg8DdaYaGjH3DuxPN5NSax5JMNgQrGDqNjHZ+oBdx+9XrppqzS/3aIsnYN7oB7txuh+b/xFX6K03DSLI6t/6dvBRYtf3W3mXb57e7JXntwPZqg9tV9X891KSZW5JkNeCTNKsQXk3T2UDzWPu+8wKaBU++DfwE+HdgpSQrLba/nQ6vG1GDq9YNtP26qrboqyZNL8mpwMOAa4FzgKdV1ZJ23++qarM+65MWqnbJ4bGla2+nqjae24q0NJIcAvyeZjWm/WnmJTm9ql7Va2HSApXkXJoe9RP97XTZ9nmsnQtoMlVV+89ZMVoqbbi7flWd325vBKxSVaf2WpimNcn7zrHtRfe309BpxAx8W/8G4HLgKzS/wP8KrF5Vb+qrNk0vyQuBNwN/By6uqse37VsC762qnfqsT5NL8hbgI1V1+ST7dwTuMjD8R1LHxuZPG/viJcnywM+qavu+a5OkUZFkm6py5c8RMDgvnjSqHF43ek7itqnpSwb2FWDoNI9V1UFJfgTcDRhcRvOvNCuiaf76DfDdJNcBJwOX0Azv2RR4ME232QN6q05TaidRnVRVnTxXtegOGZsf6Ip2Cem/0vw91TyV5Com/rZ3OWCFqvK96Dzm386FI8lmNPOI7g5cAWzda0Ea1smGhKMnyd1oOhrcGzgVeNdimzx8kD2dpDnkm7fRl2RTmonE1wX+AZwOHFNV/+i1ME0pyc3AacDfxpoGdldV7Tj3VWmmkrwY+AbwIOAzwF2Bt1bVx3stTENLcldgb5ovzb5VVf/Rc0maQrt63WT82znPtcOxxoKmfwIbAltX1bk9lqUZSPJ7muDiPOAabh2e9aAp76heJfkhTWeRY4AnAStX1Qt6LapHhk4jJsmOVfXTJE+daH9VfXOua9LwfPMm9SPJq4Gn06x69hWaD7tX91qUtIi0E+G+Gng+zWIo76uqS/usSVrIkhwPrELzf95XqurMJOc4h+FoSbLhRO1Vdd5c16LhjZ9rOcnJVTVl54OFzC7No+dfgJ8C/2+CfQUYOs1jVeUS31IPqur9wPuTbEKz2ucRSc4DDqiqU/qsTcNLsiawL01vwwJ+Brzd8GL+SrIW8B80c08eBGxZVVf2W5WGleQRVXXsFPtXAe5ZVafNYVkazkXAesA6wNrAmTR/NzVCxsKldrjWitMcrnlk3Mqfyw5uu3qdpFnjmzepf0k2pwmenge8vqq+1nNJGlKSw2m6qn+hbXoOsENVPaa/qjSVJNfQzIH3GeCq8ftdtn1+S/I+YDtgbKjI2HyG9wYeTTNc6z+cb2Z+SrIq8FSa4XWbAqsBj6uqE/qsS8NL8mTgf4F7ABfT/Js7vao277UwTcmVP2/L0GnEJHntVPt98za/+eZN6sdAD6ddgfNphht8z7m4RkuS06rqAePaXNlnHkuyL1P0rqiq/eauGi2NduXkp3H7+Qy/N9UXaZpf2p4yz6QJoO5ZVRv0XJKGkOTXwI7AT9rVWx8NPLeqXtRzadLQDJ1GTJJ9ptrvm7f5zzdvoy3J2sC/ARsxMES5ql7YV02aXjuR+KnAocDfGfch2MB+NCT5P+AEYKx32tOBbavqdf1VJUnzT5IfV9Vj29tvqqp3Duzb0DmBRkOSJVW1dRs+bVlVN4+fL0jzT5KNppqwP0mA9arqgrmrqj+GTpI0A0mOo5lH5iTgprH2qvpGb0VpWva2GG1JrqI5fwFWoumyDrAMcHVVrdJXbZpakrcAH6mqyyfZvyNwl6r67txWJi1sSX5VVVu2txf1JMajLMlPgN2AdwJr0Qyx26aqHtZnXZpakkNo3qMcysSjW3YC9qmqw3srcg4ZOo2oJCsCLwI2Z2BSOXtbSLMrySlV9eC+65CkUZBkV+D1wHXAydz6xntT4MHAT2gm9L+krxqlhWgwaDJ0Gl1JVqL5+xmaeQxXBb7oAhrzX5LNaM7Z2OiWa2lGt3wf+HpVXddjeXPK0GlEtenp74FnA/vT/EKfXlWv6rUwaYFL8g7guKr6ft+1aHhTDTPQaGlXf9mU237hckx/FWkYSTbl9sPKj3FeNWl2JLmCZuGFAI9sb9+iqp7cQ1mSFiFDpxGTZLmqunGsy2ySU6vqQUmWB35WVdv3XaOml+ROVXX9dG2aPyYY3nM98M92uxzeM785zGBhSPJi4FXA+sApwPbA8VW1Y591SQtdkpOAg4AvTTZUUvNLkn+Zan9VHT1XtWjmBt533m4Xvu/UiFlu+kM0z5wAbEXzYRfgiiQPAP4K3K23qjRTx9Ocx+naNE9U1cp916A7xG9YFoZXAdsAv6iqRye5H3BAzzVJi8G/AnsCJyZZAnwG+HH57fW8Zag02gbfdw5+cSaNIkOn0fWJdojBW4DDgLsCb+23JE0nyd2B9YA7J9mS5tsKgFWAu/RWmIaW5Iiq2mm6Ns07myQ5jObf3NjtWzjMYGRcV1XXJRnrHfr7JPftuyhpoauqs4D/SvJW4Ek0vZ5uSvIZ4ANVdVmvBep2knwH+ATww6r657h9mwAvAM6tqoN6KE8zY7irkWboNHruluS17e092+uPtNcr9VCPZuZxNP/Jrw8MLtF+FfDmPgrScNrJ+1cC1moD38HAcL3eCtOwdh24/d7eqtAddUGS1YBvA4cnuRxw2e8RkGRNJ74dbUkeRPPe8wnAN4AvAo8AfkozKbzml38DXgu8P8ll3DqJ/0bAH4EPV9Wh/ZUnLXxJvgl8GvhBVd083fELlXM6jZgkfwEO5NYPvIOqqvaf45K0FJI8raq+0XcdGl6SVwGvBu4BXMit/wb/Dnyyqj7cU2nSotTOV7Iqzbf4N/Rdj6aW5Eyaebg+Q/Pm2zegI6Sd0+kKmg9P3xicgzLJN6vqqX3Vpukl2YhbJ/H/Q1Vd229Fmk6SwX9T7wVeN7i/qr45txVpaSR5DE1Yvz1wCPCZqjqj36rmnqHTiHEC3IUhyZ2Ap9F823RLj0NDw/kvySuq6kN916GZcZjBwpFkWWAdbvu380/9VaRhJAnwGOCFNPNyfQ34bFX9odfCNJQkm1TV2X3XIS0W7dDVyVRVvXDOitEdlmRVYHfgv4DzgU8CXxj/nnShMnQaMU4ktzAk+SFwJXAScNNYe1X9b29FaWjt5P2bcdsl2z/XX0WaTjuf2mtpwl6HGYyoJK8A9gEuAsa6qVdVPai/qjRTSR4NfIFmyPKvgTdW1fH9VqWptMNan8/tvyx7ZU8lSdJISLIm8FzgecCfuXVo8gOraoceS5szhk4jJskaTtY4+pKcVlUP6LsOzVySfYAdaEKn7wO7AMdW1dP7rEvDc5jB6EpyFrCdcwONnnFvui+iGaZ1GM1cQIdU1cb9VafpJDkO+AXwG24NfKmqg3srSpLmuSTfAu4LfJ6md+9fBvYtqaqteytuDjmR+IgxcFowjkvywKr6Td+FaMaeDmwB/Kqq9kyyDs039hoRVXUucG7PZWjpnE/TS1Sj53iaN927VdUFA+1Lknysp5o0vBWr6rXTHyZJGvDJqvr+YEO7+u71iyVwAns6Sb1I8jvg3sA5wPU0k1I7RGQEJDmhqrZtJ1V9NM3Kg6dX1f16Lk1asAZWbd2c5hvD79H87QSgqv5vovtp/kgSJw8fXUleA1wNfJfb/tvzy9B5LsmmwDu5/bQAm/RWlLRITDQf82Kco9meTlI/dum7AC21Je3cFp+kmZPrappv8CXNnpXb6z+1lxXai0bHQ5L8F7AhzftPv2wZLTcA76GZBHcsPCzA4GL++wzNXHjvo/mybE9gmV4r0tCSLA+8DHhU23Q08LHFMgH1qGrnEl0PuHOSLbl11etVgLv0VlhP7Okk9SjJ3bjtt06uwDSPJVmb5gPTWVV1RTs30CpVdWq/lWlYSV5VVR+Yrk3zX5LVgSvsPTMakpwB/Ce3nxPovN6K0tCSnA1sW1V/67sWzUySk6rqIUl+U1UPHGzruzZNL8mngOWBsfnTngfcVFUv7q8qTSfJHjQrI28NnMitodPfgYOr6ps9ldYLQyepB0meDPwvcA/gYpog4/Sq2rzXwjSpJC8GDqBZ6WxjYK+qOqzfqjRTk3RzdlXQeS7J24CvVdXvk9wJ+AHNBNQ3As+uqp/0WZ+ml+TYqnpE33Vo6ST5Mc18XC68MGLaSeAfAXwd+ClwIfCuqrpvr4VpKEl+XVVbTNem+SfJMsDuVfXFvmvpm8PrpH68Hdge+ElVbdkuH/3cnmvS1F4NbF5VlyTZhGa5U0OnEZFkd+DZwMZJBs/byoBzksx//0rzdxNgD5qhIWsD96H59tfQaf7bp/3G/ghuOyfQovq2d4RdA5yS5Ehue/5e2V9JGtKraIbzvJLm7+iONH9HNRpuSnKvqvojQPse9Kaea9IQqurmdj48Q6e+C5AWqX9W1aVJlkmyTFUdmeT9fRelKd1QVZcAVNXZbW8LjY7jgL8Aa9H0MhxzFeDwyPnvhoFhdI8DvlxVNwGnJ/G9zGjYE7gfzTCRseF1BRg6jYZvtxeNmKo6sb15Nc2/Q42W/wSObIe4hmZ0hOdxdPwkyeuAr9KE98DiW4TBN2pSP65IclfgGOCLSS5m4A+R5qX1k3xwsm2/7Z3f2nljzgMe2nctWirXJ3kAcBHNRLivG9i36CbkHFHbOJxnNCVZFnhBVT2671o0vCTvr6pXJ/kOt07+fouqenIPZWnmzgY2pVm5FeAMwAUYRse/ttd7D7QtukUYDJ2kfuwK/AN4DfAcYFVg/14r0nT+c9z2Sb1UoTskyVOBdwN3o/nGcGwFrVV6LUzTeRXNfCRrA++rqnMAkjwB+FWfhWloxyXZrKp+13chmpmquinJzUlWraor+65HQ/t8e/3eXqvQHfV14Mlji9YkeRTwEeCBvValoVTVxn3XMB84kbjUgySvBb5aVRf2XYu0mCQ5C/h/VXV637VIi0mS04F7AefQzAk0Fvj6jf0ISHIosCVwOLcdImIv3xGQZAWa4a0FnFFVN/RckoaUZBvgo8CTgIcA7wSeVFXn91qYhtb21N6M265Y/rn+Kpp79nSS+rEy8OMkl9GM8T2kqi7quSZpMbjIwGlhSPLdqnpS33VoekkCvIRmiKtG0ze5/fxbfnM9ApI8EfgYzeq7oVlQ4yVV9YN+K9MwqurEJK+kCXyvAx4zNseo5r8k+wA70IRO3wd2AY4FFlXoZE8nqUdJHkQz1vdpwAVV9ZieS5IWtCQfAO5OMyGuK2iNsCS/qqot+65Dw0nym6pyOMgCkWQD4FlV9Z6+a9HUkvyepmfMWe32vYDvVdX9+q1MU5lgLq7NaBZEuRyck2tUJPkNsAXwq6raIsk6wBeqaueeS5tT9nSS+nUx8FfgUpo5ZiTNrlWAa4HHDrS5gtZoci6n0XJykm0GVtLSiEmyNvAMYHfgHsC3+q1IQ7pqLHBqnU2zcqvmN+fiWhj+UVU3J7kxySo0n/026LuouWboJPUgycuBZ9JMinsI8G9Orjoaxq1gN+ZKYElVHTrX9WhmqsplhheIqnph3zVoRrYDnpPkPJo5gZzTaQQkWRl4KvBs4D40Af3GVbV+r4VpWu3CGQBLknwf+BrNlyzPAAx/57mqOnrsdts7Zpt284SqurifqrQUliRZDfgkzSJEVwPH91pRDxxeJ/UgyTtpJhI/pe9aNDNJPkEzGechbdPTaCbGXRM4u6pe3VNpGkKS9YEPAQ9vm34GvKqqLuivKk2n7Z4+0RuWADdX1RZzXJJmKMmGE7VXlfM8zWNJ/gGcALwFOLaqKsnZVbWolvseRUk+M9V+v4QZDUmeCbwHOIrm/7xHAv9ZVV/vsy5Nr+0duiFwVlVdkWQjYJWxlQgXE0MnqSdJHgFsWlWfaf8o3XVsGXDNX0l+ATy8qm5qt5ejCS4eAfymqjbrsz5NLcnhwJe4dSnp5wLPWWxj60fNJIFFaLqov6mqnjDHJekOSLIS8BRg96p6Yt/1aHJJXg08C1gJ+DLN4ieHGzpJcyPJr4Gdx3o3tZ8ZfuKXLfNbkhcDB9BM4L8xsFdVHdZvVf1xeJ3Ug3Ylg62B+wKfAZYHvsCtvS80f60O3JVmSB00b8TXqKqbklw/+d00T6xdVYPf/n62/VCleWywN0ySLWmG+jyDppfhN/qqS8Nrl2x/Is25exzNeftYr0VpWlX1fuD9STahCZ++DdwjyRuAb1XVH3osT0NIsjHwCmAjBj77ORH1yFhm3HC6S4Fl+ipGQ3s1sHlVXdL+/fwiYOgkaU49BdgSOBmgqv7czpug+e9/gFOSHEXT0+JRwAHtN/c/6bMwDeXSJM+l+cYemglxL+2xHg0hyX1oztXuwN9oelukqh7da2GaVpLH0py3xwJH0iwTvY1De0ZLVZ1N8639AUkeQHNOvw/cu9fCNIxvA58GvgPc3G8pWgo/TPIjbn3f8q80//Y0v91QVZdA8/czyZ36LqhPDq+TepDkhKraNsnJVbVVG1gc74SqoyHJusC27eaJVfXnPuvR8NphWh8CHkozR9BxwCur6k+9FqYpJbmZZhjriwaW/XZemREwcO5eMDaE3HMnzZ0kv6yq7fquQ0uvnRT+Ee3mz6rKlSPnuSQXA18ZaHrW4HZVvXLOi+qRPZ2kfnwtyceB1ZL8G/BC4FM916ThLQNcQvM39N5J7l1Vx/Rck6aRZFngAIcUjKSn0rxhOzLJD2neuKXfkjSkrWjO3U+SnE1z7pbttyRpUflAO63Dj4FbpgGoqpP7K0kzUVXfBL6ZZC3snT0q/nPc9km9VDFP2NNJ6kmSnWmGGwT4UVUd3nNJGkKSd9N0bf4tt3ZTL4OM0ZDkWGDHqrqh71o0c22v0F1phvbsSDNU61tV9eNeC9NQkjyM5tw9Dfg1zbn7RL9VSQtbu2Ly82gmNB5837Jjf1VpOkm2B94FXAa8nWYBlLVovvh8flX9sMfypBkxdJLmiSR/qqp79l2HppbkDOBBVeWk4SMoyeeA+9NM5njNWHtV/V9vRWmpJFmdZjLxf62qnfquR8NLsgzwGOBZVfXCvuuRFrIkZwGb+WXLaEmyBHgzsCrwCWCXqvpFkvsBX66qLXstUJoBh9dJ84dDRUbD2TSrDRo6jaY/tpdlACfvH2FVdTnNG3F7yoyYqrqZZqiPPdRGRJKHA/sCG9J8fghNbxnn5pr/TgNWAy6e5jjNL8uN9eJNsn9V/QKgqn6f+JFBo8XQSZo/7HY4Gq6lWb3uCG47N8KimhBw1CT5bFW9oKr2S7JHVR3cd02SNEI+DbyGZl6Sm3quRTOzGvD7JCdy2/ctTgswvw2uNPiPcfv8zKCRYugkzaEkr51sF3DXuaxFS+2w9qLRssXA7VcBhk6SNLwrq+oHfRehpbJP3wVoqWyR5O80nxHu3N6m3V6xv7I0jHby/gKudgoHQydprk01nOcDc1aFlpo9ZEaW3wpKPUpyL+CCqro+yQ7Ag4DPVdUVfdaloR2Z5D3AN3EFtJFSVUcnWQfYpm06oaocajfPVZWrfI62c9vr8b3UFiUnEpekIST5WlU9M8lvmCDAqKoH9VCWhpTkYpql2kOz+uBXBvc7PFKaXUlOAbYGNgK+DxwKbF5VT+ixLA0pyZETNLsC2ghI8kzgPcBRNP8HPhL4z6r6ep91SYtNu4jGXavq79MevMAYOknSEJKsW1V/SbLhRPur6ry5rknDS7LHVPvtwSbNriQnV9VWSf4TuK6qPpTkV67AJM2uJL8Gdh7r3ZRkbeAnVbXF1PeUdEcl+RLwUpq58E4EVgE+UFXv6bWwOebwOkkaQlX9pb02XBpBhkpS7/6ZZHdgD+D/tW3L91iPZijJE4HNGZhPpqr2768iDWmZccPpLqVZwVXS7Nusqv6e5DnAD4A30izIsKhCJ//gSNIMJHlqkjOTXJnk70muGpjcUZI0sT2BhwL/XVXnJNkY+HzPNWlIST5GMzT5FTRDtJ4BTNjzV/POD5P8KMkLkrwA+B7NEFdJs2/5JMsDuwGHVdU/WYTzjDq8TupBO6HjAcA9qmqXJJsBD62qT/dcmqaR5Czg/1XV6X3XIknSXEhyalU9aOD6rsAPquqRfdem6SV5GvDwdvNnVfWtPuuRFoskr6Dp3fRr4InAPYEvLLa/nQ6vk/rxWeAzwH+1238AvgoYOs1/Fxk4SdJw2gmoC7isqp7edz1aamMrMF2b5B40Q7TW7bEezUBVfQP4Rt91SItJO3H4RVW13kDbn4BH91dVPwydpH6sVVVfS/ImgKq6MclNfReloSxJ8lXg29x22ehv9laRhtZOoPpvNCto3fJ/YFW9sK+apAXuBe21/8eNtu8mWY1mHpKTaYLET/VakaaU5ComHsYTmpUHV5njkqRFpapuTvJ64GsDbQXc2F9V/TB0kvpxTZI1ad8MJNkeuLLfkjSkVYBrgccOtBVg6DQaDgV+BvwEPwRLs25w8YV29c9Nq+onSe4MLFdVV/VXnYZVVW9vb34jyXeBFavK9y3zWFWt3HcNkvhJktfRjGi5Zqyxqi7rr6S555xOUg+SbAV8CHgAcBqwNvD0qjq118KkBS7JKVX14L7rkBabJP8G7AWsUVX3SrIp8LGq2qnn0jSEJHsDX6yqK9rt1YHdq+qjvRamoSTZAhibQ+YY329KcyPJORM0V1VtMufF9MjQSepJkuWA+9J0cz6jXc1A81SS11fV/yT5EBN0V6+qV/ZQlmYoyTuA46rKlXukOZTkFGBb4JdVtWXb9puqemCvhWkoEwX2SX41di41fyV5Fc2w8rEe2U8BPlFVH+qvKkmLicPrpP5sy63zymyVhKr6XL8laQpjk4cv6bUK3VGvAt6c5AZgLOh1bgtp9l1fVTckAW754sVvPkfHsknSzkdCkmWBFXquScN5EbBdVV0DkOTdwPE0Pe4lzaIkdwFeC9yzqvZqe/net6q+23Npc8rQSepBks8D9wJO4dZ5ZQowdJqnquo77fXBfdeipeccF1Jvjk7yZuDOSXYGXg58p+eaNLwfAl9N8vF2+yVtm+a/cNs5DG9q2yTNvs8AJwEPa7cvBA4BFlXo5PA6qQdJTgc2K/8Bjpwk9wFex+1XP9uxr5o0M0meDDyq3TxqsX3bJPWhXTr6RTSLMAT4EfAp/x8cDe35ewkwNgfX4TTnzwUZ5rkkrwX2AL7VNu0GfLaq3t9XTdJikWRJVW09OBw5ya+raou+a5tLhk5SD5IcAryyqv7Sdy2amSS/Bj5G863FLW+2q+qk3orS0JK8C9gG+GLbtDuwpKre1F9VkiTNnnYBm0e0mz+rql/1WY+0WCQ5jias/3lVbZXkXsCXq2rbnkubU4ZO0hxK8h2aYXQrAw8GTgCuH9tfVU/upzINK8lJVfWQvuvQ0klyKvDgqrq53V4W+FVVPajfyqSFKclvmGLuJv/tzW9JvlZVz5zsPHr+5q8k2wBrVdUPxrU/AbjIL8uk2dcOJ38LsBnwY+DhwAuq6qg+65prhk7SHEryL1Ptr6qj56oWzUySNdqbrwQupummPhgYXtZHXZqZNnTaYex8tef1KD84SbMjyYZT7a+q8+aqFs1cknWr6i+TnUfP3/yV5KfAnuPPUXsuP+O0ANLsa99nBti+vf4FsHJVndNrYXPM0EnqQZJ3V9UbpmvT/JHkHJpveSeafLOqapM5LklLIcnuwLuAI2nO5aOAN1bVV3stTFoEktydZuXWAk6sqr/2XJK0YCU5saq2mWTfqX7ZIs2+JD8Hdqmqv7fb9wcOqaoH9FvZ3DJ0knqQ5OSq2mpcm28ApDmQZF2aeZ0ATvCDrzT7krwYeBvwU5rA91+A/avqoF4L05SSXMVth9WFW7+AqapapZfCNK0kZ1XVvWe6T1J3kjwReD3wBOB+NCuVP6eqTumzrrlm6CTNoSQvo1kmehPgjwO7VqaZYO65vRSmabVzI5w/FlAkeT7wNOA8YF+H181vSe5XVb9vJ1O9nao6ea5rkhaTJGcAD6uqS9vtNYHjquq+/VYmLUxJPgZcCrxlbJXIJAH2A+5eVXv1WZ+0WCTZjSZ4Whl4WlX9od+K5p6hkzSHkqwKrA68E3jjwK6rDC3mtyQnA4+pqsuSPAr4CvAKmgnh719VT++zPk0tySeqaq8kR06wu5zbQppd7Qo+O1TVDe32CjTzqT2s38o0rIEV0Ao41hXQ5rckKwGfohnSekrbvAWwBHhxVV3dU2nSgpfkQ9y2l+hONB0OzgWoqlf2UFZvDJ0kaQhJfl1VW7S3PwJcUlX7ttunVNWDeyxPQ0qyYlVdN12bpG4l+RzwQOBQmjfiuwKntheq6v/6q07TSfI24BnAN9um3WjmJXlHb0VpKEk2ATZvN39bVWf3WY+0GCTZY6r9VXXwXNUyHxg6SdIQkpwGPLiqbkzye2CvqjpmbN9imxBwVE0yn9rt2iR1K8k+U+2vqv3mqhbNXDs8couxgD7JnYFTHB4pSRNLsizwuap6Tt+19G25vguQpBHxZeDoJH8D/gH8DCDJvYEr+yxM02tXzVoPuHOSLbl1FcJVgLv0Vpi0SIyFSknu2m47tGe0/BlYERjrFXon4ML+ypGk+a2qbkqyYZIVxoaWL1aGTpI0hKr67yRHAOsCP65bu4kuQzO3k+a3xwEvANYHBofxXAW8uY+CpMUkyQOAzwNrtNt/A55fVb/ttTBNaWBekiuB3yY5vN3eGTihz9o0tSQbV9U5fdchLXJnAz9PchhwzVjjYhtS7vA6aQ5NsPTwbbj0sDS7kjytqr7Rdx3SYtNOJP5fVXVku70DcIATic9vzksyupKcVFUPSXJEVe3Udz3SYjTZ0PLFNqTc0EnqQZK3A3+h+dY3wHOAdavqbb0WJi0CSZ5IM6nqimNtVbV/fxVJC9/gYgxTtUnqRpJfAYcALwPeN37/YutpIfVpsQ8td3id1I8nj3ujfWCSXwOGTtIsSvIxmjmcHk2zlPTTcYiINBfOTvJWmi9bAJ5LM+xAIyDJOUzQU7uqNumhHA3nWTSrDC4HrNxvKdLi5NDyhj2dpB60www+AnyF5k3c7sDeDjOQZleSU6vqQQPXdwV+UFWP7Ls2aSFLsjqwH/AImv/3fgbsV1WX91qYhpJkzYHNFYFnAGvYQ3v+S7JLVf2g7zqkxcih5Q1DJ6kHSTYCPgA8nObN98+BV1fVuT2WJS14SU6oqm2T/AJ4KnAp8NuqunfPpUmLQpKVquqa6Y/UfDc2Z1DfdWhqSVYF9gEe1TYdDexfVa68K80yh5Y3HF4n9aANl3btuw5pEfpOktWA9wAn04S+n+y1ImkRSPIwmiGtdwXumWQL4CVV9fJ+K9Mwkmw1sLkMsDV+jhgVBwGnAc9st58HfIbmixdJs8uh5djTSepFkrWBfwM2YuBNW1W9sK+apIUuyTLA9lV1XLt9J2BFv+2VZl+SX9LMoXZYVW3Ztp1WVQ/otzINI8mRA5s3AucC762qM/qpSMNKckpVPXi6NkndGze0HOAYFuHQcr+hkPpxKM18Fj8Bbuq5FmlRqKqbk3wE2LLdvh64vt+qpMWjqs5PMtjk/38joqoe3XcNWmr/SPKIqjoWIMnDgX/0XJO0oLULRP28vbyvql7Zc0m9MnSS+nGXqnpD30VIi9ARSZ4GfLPs6ivNpfPbIXaVZHngVcDpPdekIbUTie/DrRPBH0szL9ClvRamYbwU+Fw7txPA5cAePdYjLQbPAR4G7Azsk2Ql4HiaEOq4qvpln8XNNYfXST1I8g6aPzjf77sWaTFJchWwEk0Pi38AAaqqVum1MGmBS7IWzQIaj6H5d/dj4FWGFqMhyeE0w0K+0DY9B9ihqh7TX1WaiSSrAFTV3/uuRVps2v8DnwW8Gti4qpbtt6K5Zegk9WDgg+/1wD/xg68kaYFKshtwb+A3VfWjnsvRUpho/q0kv6mqB/ZVkyTNV0mWpZnO4WE0q5XfC7iQprfT8VV1dI/lzTmH10k9qKqV+65BWozSTCjzHJpvmd6eZANg3ao6oefSpAUpyUeBzYHjgLcn2baq3t5zWZq5Hyd5FvC1dvvpgAGiJE3sKuB3wEeAN1bVOT3X0yt7Okk9aVcz2BRYcaytqo7pryJp4UtyIHAzsGNV3b/9d/jjqtqm59KkBSnJacAWVXVTkrsAP6uqh/Rdl2ZmoIf2zTRzOi0LXNPutqe2JA1IsjvwUOAhNFM6nMitvZwu7LO2PtjTSepBkhfTTKK6PnAKsD3NH6IdeyxLWgy2q6qtkvwKoKouT7JC30VJC9gNVXUTQFVdm3HL12k02EN7dCV5BvDDqroqyVuArYB3VNXJPZcmLVhV9WXgywDtFy7b0gy1e2eSFapqwz7rm2uGTlI/XgVsA/yiqh6d5H7AAT3XJC0G/2zH2RdAkrVpvrmXNDvul+TU9naAe7XbY3MZPqi/0jQshyaPtLdW1SFJHkEzkf97gAOB7fotS1rY2hXrtuPWeZ22Ac6nWcFuUTF0kvpxXVVdl4Qkd6qq3ye5b99FSYvAB4FvAesk+W+aeUne0m9J0oJ2/74LUCc+Sjs0GXg7cDXNXCUOTZ7/bmqvnwh8oqq+166iLGmWtD3qNwCW0Mxp+L80nQ2u7rWwnhg6Sf24IMlqwLeBw5NcDpzXa0XSIlBVX0xyErBT27RbVZ3eZ03SQlZV/t+2MDg0eXRdmOTjwM7Au5PcCVim55qkhW4PmhVbnUAbQyepF1X1lPbmvkmOBFYFfthjSdJicheaSXALuHPPtUjSKHBo8uh6JvB44L1VdUWSdYH/7LkmaUGrqlOnP2rxMOWWelZVR1fVYVV1Q9+1SAtdkrcBBwNrAGsBn2knVpUkTW5saPLd2qHJxwLv7LckDaOqrgUuBh7RNt0InNlfRZIWm9jjS5K0WCQ5g2b59uva7TsDp1SVc6pJsyjJTsBxVfWPvmvR0mkXPdmJZhL4I4A/VdU1/Val6STZB9gauG9V3SfJPYBDqurhPZcmaZFweJ0kaTH5M7AicF27fSfgwv7KkRaN5wMHJrkM+BlwDHBsVV3eb1maTpL1gHWBU9uFT+4GvBp4AXCPHkvTcJ4CbAmcDFBVf06ycr8lSYtHkocBGzGQvVTV53orqAeGTpKkBS/Jh2jmIrkS+G2Sw9vtnQGX/JZmWVXtAdD2sng6zcpn98D3ovNaklcD/wWcBdwpyUeBdwOfAx7SY2ka3g1VVUnG5uNaqe+CpMUiyef5/+3debhkVXm28fuhBVsbGpoIGqMIGA2RGSEyBRQTNREhQUQRjBFiNBqFOMSQT0WNiV9EFD5JjDgQwSGCI86KAURFgQZkiJioKJKAyCA0MzTv98feR4qT0wN6qhbUvn/XVVfVXrVP1VPndPepfmutd8GjgfO5eyfJovs3dDD8RS81kGQZfTPO2XcBVVWLJxxJmnbn9NdL6fqSzDht8lGk4UlyIPC7wJbA1cAxdDOedN/253TLsq5NshHwn8AuVbW0cS6tvhP73evWS/JC4CDgPY0zSUOxPfC4oe9iZ08nqYEkfwdcAZxAV2g6APj1qnp902CSJI1BkquBHwD/ApxaVT9qm0irI8m5VbXdyPF3qmrrlpl07yX5feApdO85v1RVX2kcSRqEJCcBL6+qK1pnacmik9TAXG/afCMnjU+SE6tqvyQXMscsw6raqkEsaVCSbA7sRreL1mOA71XV89qm0sokuQr4t5Gh54weV9XLJx5K90qSTYArZm2g8VALv9L4JTkV2IaulcNtM+NVtVerTC24vE5q46YkB9C9cStgf8AdYKTxOaS/3rNpCmmgkiwGNgIeRddQdV3grpaZtFpePevYZXX3PycBO48cL+/HdmgTRxqUN7QOcF/gTCepgSQbA0cDu9AVnb4BHOqnTtLkJfmGW0dL45XkAuDr/eVrVXV540jSICQ5v6q2mTXm7HpJE+NMJ6mBvri0d+sckoBu9oWkMZpZwprkwVV1c+s80oD8LMleVXUyQJK96Zr5SxqzJDsC7wR+G1gLWADcNLRNoyw6SQ0kWQgcDGwOLJwZr6qDmoWShsspv9KYJdkJeB+wNrBRkq2BF1XVS9omk6bei4EPJTmmP74csJeaNBnH0PXCO4luJ7s/AR7bNFEDFp2kNk4ALgGeCryJbve67zZNJE2xJPus6C7gQZPMIg3UUXS/804GqKrvJNmtaSJpyiVZAPxFVe2YZG2AqrqxcSxpUKrq+0kWVNVy4Lgk5wGHtc41SRadpDZ+s6qelWTvqvpAkg8DZ7QOJU2xZ6zkvs9OLIU0YFX1kySjQ8tbZdG9k2QD4IV0TeB/8f8HZ2jft1XV8iS79rctNkmTd3OStYDzk7wVuAJYo3GmibPoJLVxR3/98yRbAFcCGzbMI021qnpB6wzSwP0kyc5AJVmTbkdJZ/jef3ya7sOxU7BYeH9zXpKT6Zb3/GKn5Kr6RLtI0mA8j67I9JfAXwGPBFY0+35quXud1ECSPwM+DmwJ/Ctdj4vXVdW7W+aSJGkckjyEbtfW36Nb1vpl4JCquqZpMK2WuXZA0/1DkuPmGC5nqUnjl+SQqjp6VWPTzqKTNGFJ1gD2raoTW2eRJElalSRvBr5ZVZ9vnUWS7i+SnFtV280aO6+qtm2VqQWLTlIDSc6pqu1b55AkaZySvH4ld1dV/d3EwuheS7KMbofPAIuA2+haBITu5zeobb/vj5I8gm7L9l36oTPoZhle3i6VNN2S7A88F9iVe/btXQwsr6onNwnWiD2dpDZOSfIq4KPcc339te0iSdNrJbvXAfa2kMbopjnGFgEHA78GWHS6D6uqdVpn0K/sOODDwLP64wP7sd9vlkiaft+kaxr+EODIkfFlwAVNEjXkTCepgSSXzjFcVbXpxMNIA7CCnhYz7G0hTUCSdegaiB8MnAgcWVVXtU2l1ZFkF+D8qropyYHAdsBRVXVZ42hahbn6cdmjS5qMJIuAW6rqriSPBTYDvlBVd6ziS6eKRSdJkiSNTZL1gVcABwAfAI6uquvaptK9keQCYGtgK7oNUN4L7FdVu7fMpVVL8lW6mU0f6Yf2B14wtOU9UgtJlgK/CywBvgGcDdxeVQc0DTZhLq+TJsglPlJ7SZ4ObA4snBmrqje1SyRNryRH0G0PfSywZVXd2DiSfjl3VlUl2Rs4pqrel+Tg1qG0Wg6i6+n0Drr+XN8EXtA0kTQcqaqb+38v/7mq3prk/NahJs2ikzRZz1jJfQVYdJLGKMm/AA8GnkT3Sf2+wFlNQ0nT7ZV0zadfC/yfJDPjNqK+f1mW5DC6fkC79Tvxrtk4k1YiyY5V9a2q+jGwV+s80kAlyU50M31nCvULGuZpwuV1kqTBSHJBVW01cr023dr6322dTZLuq5I8jG4nprOr6owkGwFPrKrjG0fTCoxu1Z7kzKraqXUmaWiS7E734cs3quofk2wKHFpVL28cbaIsOkmSBiPJt6vqCUm+Rbfk5xrg4qr6zcbRJEmaN0nOq6ptZ9+WpElzeZ0kaUg+m2Q94AjgXLplre9tmkiS7qOSfL2qdk2yjO7fy1/chcsj7+vWSLIEWGPk9i/Wt1bVtc2SSVMuyVFVdWiSz3DPfzsBqKpBLXl1ppM0QUmeVVUnJdmkqi5tnUcasiQPBBZW1fWts0iSNJ+S/Ai4i5FC04iqqk0nm0gajiSPr6ql/fK6/6WqTp90ppYsOkkTNLO+fnSdvaTJSrIzsDEjs33tSyJJc0uygG4Z8mats0iS7n9cXidN1jVJvgxskuTk2XcObaqlNGlJTgAeDZwPLO+HC7DoJElzqKrlSb6XZKOquqx1Hkm6r0tyIXMsq5tRVVtNME5zFp2kyXo6sB1wAnBk4yzSEG0PPK6c5itJ98YS4OIkZwE3zQz6YZkkzWnP/vql/fUJ/fWBrKQYNa1cXic1kGSDqvpZv107VXVj60zSECQ5CXh5VV3ROosk3V/Yl0SS7r25do4cYpsVZzpJbTy0X2a3PpAkPwOeX1UXNc4lTbuHAP/Rf1p/28ygn9ZL0opZXLr/SbL+yu539zppIpJkl6r6Rn+wM92OkoPiTCepgSTfBP5PVZ3aHz8R+Ieq2rllLmna+Wm9JK2+JMuYeylI6HZAWzzhSFpNSS6l+9kF2Ai4rr+9HnBZVW3SLp00DEm2A44D1u2Hfg4cVFXnNgvVgDOdpDYWzRScAKrqtCSLWgaShqCqTk/yUGCHfuisqrqqZSZJuq+qqnVaZ9AvZ6aolOQ9wCer6vP98R8Af9QwmjQI/c6fu1fV1knWBaiq6xvHamJwU7uk+4gfJnldko37y2uBH7YOJU27JPsBZwHPAvYDvp1k37apJEkamx1nCk4AVfUFwJn10phV1XJg//729UMtOIHL66QmkiwB3gjsSjf1+QzgjVV1XdNg0pRL8h3g92dmNyXZADilqrZum0ySpPmX5Et07zM/2A8dAOxWVU9tl0oahiTvANYEPso9d/4c1PI6i06SpMFIcmFVbTlyvAbwndExSZKmRd9Q/HBgN7oPOr8GvMlG4tL4JTl1juGqqj0mHqYhi06SpMFIcgSwFfCRfujZwAVV9Zp2qSRJGq8ki6rqplWfKUnzy6KTJGlQkjwT2KU/PKOqPtkyjyRJ49Jv0f5eYO2q2ijJ1sCLquoljaNJUy/J6+car6o3TTpLS+5eJ0kalKr6OPDx1jkkSZqAdwBPBU4GqKrvJNmtbSRpMEZnFy4E9gS+2yhLMxadpAaSPBZ4F/DQqtoiyVbAXlX15sbRpKmU5OtVtWuSZXQ9LX5xF93a+sWNokmSNFZV9ZMko0PLW2WRhqSqjhw9TvI24EuN4jSzRusA0kC9BzgMuAOgqi4AntM0kTTFqmrX/nqdqlo8clnHgpMkaYr9pF9iV0nWTPIqBjjTQrqPeDDwiNYhJs2ik9TGg6vqrFljdzZJIg1IkhNWZ0ySpCnxYuClwG8A/w1s0x9LGrMkFya5oL9cDHwPOKpxrIlzeZ3UxtVJHk2/zCfJvsAVbSNJg7D56EGSBwCPb5RFkqSxqqqrgQNa55CGJMkjq+ondD2cZtwJ/BR4WptU7Vh0ktp4KXAssFmS/wYuxTcE0tgkOQz4W+BBSW6YGQZup/u7KEnS1EmyCfAyYGNG/u9XVXu1yiQNwFeSPK2qfjQ6mOQFwGuBzzZJ1UiqatVnSZpXSTapqkuTLALWqKplM2Ots0nTLMlbquqw1jkkSZqEJN8B3gdcCNw1M15VpzcLJU25JH9It4zu6VX1X/3YYcBzgT+oqssbxps4i05SA0nOrartZo0trSqX+UhjlmQJ8Bi6rWsBqKqvtUskSdJ4JPl2VT2hdQ5paJI8GXg38EfAnwG/Q1eEuq5lrhZcXidNUJLN6HrKrJtkn5G7FjPyH2BJ45Hkz4BD6HYOOR/YETgT2KNhLEmSxuXoJIcDXwZumxmsqnPbRZKmX1V9tV9OdxrwTWCPqrq1bao2LDpJk/VbdA3l1gOeMTK+DHhhi0DSwBwC7AB8q6qe1BeC/6FxJkmSxmVL4Hl0H67MLK8r/LBFGpsky+j+ngV4IPBk4KokAaqqFrfMN2kur5MaSLJTVZ3ZOoc0NEnOrqodkpwPPKGqbktycVVtvqqvlSTp/ibJ94HHVdXtrbNIGiZnOkltnJfkpXRL7Ub7yhzULpI0CJcnWQ/4FN3OItcBP26aSJKk8bmIbob9VY1zSBooZzpJDSQ5CbiEbgeDNwEHAN+tqkOaBpMGJMnuwLrAF/0EWJI0jZKcBmwFnM09ezrt1SqTpGGx6CQ1kOS8qto2yQVVtVWSNYEzqmrH1tkkSZI0HfoPWP6Xqjp90lkkDZPL66Q27uivf55kC+BKYMOGeaSpNquh44yi+z24VlX5+1CSNFWSLADeXVWbtc4iabh8ky21cWySJcBrgZOBtYHXtY0kTa+qWmf0OMnawEuBFwGfbBJKkqQxqqrlSb6XZKOquqx1HknDZNFJauOrVXUd8DVgU4Akm7SNJE2/von4ocCfAB8Gdqiqa1pmkiRpjJYAFyc5C7hpZtCeTpImxaKT1MbHge1mjX0MeHyDLNLUS/IQ4JXAs4H3A9tW1fVtU0mSNHbOpJfUlEUnaYKSbAZsDqybZJ+RuxYDC9ukkgbhx8DPgOOAm4GDk7vbO1XV2xvlkiRpbGY3DE+yK7A/YCNxSRNh0UmarN8C9gTWA54xMr4MeGGLQNJAHEHXOBxgnZWdKEnSNEmyLfBc4FnApXQz7iVpIlJVqz5L0rxKslNVndk6hyRJkqZPksfSzWjaH7ga+Cjwqqp6VNNgkgZnjdYBpCFJ8sIkj6mqM9N5f5Lrk1yQZHaPJ0mSJOmXcQmwB7BnVe1aVe8EljfOJGmALDpJk3UI8KP+9v7A1nS7170COLpRJkmSJE2XfYArgFOTvCfJk4Gs4mskad5ZdJIm686quqO/vSdwfFVdU1WnAIsa5pIkSdKUqKpPVdVzgM2AU4FDgQ2TvCvJU5qGkzQo9nSSJijJucDTgevodtPao6ou7u/7blX9dst80rRKcmBVfTDJK+a6393rJEnTLskSumbiz66qJ7fOI2kY3L1OmqzXA+cAC4CTRwpOuwM/bBlMmnIzMwnn2rnOT18kSVOvqq4Dju0vkjQRznSSJizJA4B1+l/8M2OL6P4+3tgumTT9kuxSVd9Y1ZgkSZKkX51FJ0nSYCQ5t6q2W9WYJEmSpF+dy+skSVMvyU7AzsAGs/o6LaZb7ipJ0tRJ8jLgg6Mz7CVpkty9TpI0BGsBa9N92LLOyOUGYN+GuSRJGqeHAmcnOTHJ05KkdSBJw+LyOqmBJH8M/HtVXd8frwc8sao+1TKXNM2SLABOrKpnts4iSdKk9IWmpwAvALYHTgTeV1U/aBpM0iA400lq4/CZghNAVf0cOLxdHGn6VdVy4OGtc0iSNEnVzTK4sr/cCSwBPpbkrU2DSRoEezpJbcxV8PXvozR+5yc5GTgJuGlmsKo+0S6SJEnjkeQQ4E+Aq4H3Aq+uqjuSrAH8F/DXLfNJmn7+J1dq45wkbwf+qT9+KbC0YR5pKBYC1wB7jIwVYNFJkjSNlgD7VNWPRwer6q4kezbKJGlA7OkkNZBkEfA64Pf6oa8Ab66qm1b8VZIkSdLq6XsZXlxVm7XOImm4LDpJkgYjyULgYGBzullPAFTVQc1CSZI0Jkk+Dbysqi5rnUXSMLm8TpqgJEdV1aFJPkO3pOceqmqvBrGkITkBuAR4KvAm4ADgu00TSZI0PkuAi5OcxT17GfqeU9JEONNJmqAkj6+qpUl2n+v+qjp90pmkIUlyXlVtm+SCqtoqyZrAGVW1Y+tskiTNN99zSmrNmU7SBFXV0v7aX/RSG3f01z9PsgXd9tEbNswjSdLY+J5TUmtzbdsuacyS7JnkvCTXJrkhybIkN7TOJQ3AsUmW0DXyPxn4D+CtbSNJkjQeSXZMcnaSG5PcnmS57zklTZLL66QGknwf2Ae4sPxLKEmSpDFIcg7wHOAkYHvgT4DHVtVhTYNJGgyX10lt/AS4yIKTNBlJXrGy+6vq7ZPKIknSJFXV95MsqKrlwHFJzgMsOkmaCItOUht/DXw+yenAbTOD/sdXGpu3AecDX6D7O5emaSRJmoybk6wFnJ/krcAV2GJF0gRZdJLa+HvgRmAhsFbjLNIQbAvsDzwdWAp8BPiqsw0lSVPueXRFpr8E/gp4JPDMpokkDYo9naQGklxUVVu0ziENUZKd6QpQvwe8pqpObhxJkiRJmkpOrZTa+HySp7QOIQ1Nkg3oZj1tCVwOXNU2kSRJ45NklyRfSfKfSX44c2mdS9JwONNJaiDJMmARXW+ZO+j6y1RVLW4aTJpSSQ4C9qNb0vox4MSqsuAkSZpqSS6hW1a3FFg+M15V1zQLJWlQLDpJkqZekruAi4Af90P3+OVXVXtNPJQkSWOW5NtV9YTWOSQNl43EpUaSLAEeQzfzAoCq+lq7RNJUe1LrAJIkNXBqkiOAT3DPHZPPbRdJ0pA400lqIMmfAYcAj6Dbxn1H4Myq2qNlLkmSJE2PJKfOMVy+55Q0KRadpAaSXAjsAHyrqrZJshnwD1W1T+NokiRJkiTNC3evk9q4tapuBUjywKq6BPitxpkkSZI0RZKsm+TtSc7pL0cmWbd1LknDYdFJauPyJOsBnwK+kuTT3N3gWNKYJVk7ydqtc0iSNGbvB5bR7eC6H3ADcFzTRJIGxeV1UmNJdgfWBb5YVbe3ziNNsyRbAscD6wMBfgY8v6ouahpMkqQxSHJ+VW2zqjFJGhd3r5MmKMn6cwxf2F+vDVw7wTjSEL0beEVVnQqQ5InAscDODTNJkjQutyTZtaq+DpBkF+CWxpkkDYhFJ2mylgJFN8NitgI2nWwcaXAWzRScAKrqtCSLWgaSJGmM/gL4QN/HKXQfcP5p00SSBsXldZKkwUjySeBc4IR+6EDg8VX1x+1SSZI0XkkWA1TVDa2zSBoWi05SA/3U5vOr6qYkBwLbAUdV1WWNo0lTLckS4I3Arv3QGcAbquq6dqkkSZpfSQ6sqg8mecVc91fV2yedSdIwubxOauNdwNZJtgZeCbyXbubF7k1TSVOuLy69vHUOSZLGbGbp+Dpz3OesA0kTY9FJauPOqqokewPHVNX7khzcOpQ0rZJ8hpW8ya6qvSYYR5Kksaqqd/c3T6mqb4ze18+4l6SJsOgktbEsyWF0/WR2S7IGsGbjTNI0e1t/vQ/wMOCD/fH+wE+bJJIkafzeSdfGYVVjkjQWFp2kNp4NPBc4uKquTLIRcETjTNLUqqrTAZIcWVXbj9z1mSTnNIolSdJYJNkJ2BnYYFZfp8XAgjapJA2RRSepgaq6Enj7yPFlwPHtEkmDsSjJplX1Q4Akm3B33wtJkqbFWsDadP/fG+3rdAOwb5NEkgbJ3eukCUqyjLn7ygSoqlo84UjSoCR5GnAs8EO6v3ePAl5UVV9qGkySpDFI8qiq+nHrHJKGy6KTJGlQkjwQ2Kw/vKSqbmuZR5KkcUlyKnN84FlVezSII2mAXF4nSRqaxwMb0/0O3DoJVeXyVknSNHrVyO2FwDOBOxtlkTRAznSSJA1GkhOARwPnA8v74aqqlzcLJUnSBCU5q6p+p3UOScPgTCdJ0pBsDzyu/MRFkjQASdYfOVyDbrbvuo3iSBogi06SpCG5CHgYcEXrIJIkTcBSup5OoVtWdylwcNNEkgbFopMkaUgeAvxHkrOAXzQQr6q92kWSJGk8qmqT1hkkDZtFJ0nSkLyhdQBJksYtyT4ru7+qPjGpLJKGzUbikiRJkjRFkhy3krurqg6aWBhJg2bRSZI0GEmW0fW2AFgLWBO4qaoWt0slSZIkTSeX10mSBqOq1pm5nSTA3sCO7RJJkjQ+SdYFDgd264dOB95UVde3SyVpSNZoHUCSpBaq8yngqa2zSJI0Ju8HlgH79ZcbgJUtvZOkeeVMJ0nSYMxqrLoGsD1wa6M4kiSN26Or6pkjx29Mcn6rMJKGx6KTJGlInjFy+07gR3RL7CRJmka3JNm1qr4OkGQX4JbGmSQNiI3EJUmSJGkKJdkG+ACwbj90HfD8qrqgWShJg2LRSZI0GEk2BY6max5ewJnAX1XVD5sGkyRpDJIsqKrlSRYDVNUNrTNJGhYbiUuShuTDwInArwMPB04CPtI0kSRJ43NpkmOBHegaikvSRFl0kiQNyYOr6oSqurO/fBBY2DqUJEljshlwCvBSugLUMUl2bZxJ0oC4vE6SNPWSrN/ffA1dP4t/o1te92xgSVUd1iqbJEmTkGQJ3RLzA6pqQes8kobBopMkaeoluZSuyJQ57q6q2nTCkSRJmogku9N9yPI04Bzgo1X18bapJA2FRSdJkiRJmkJJfgScR9fP8OSquqltIklDY9FJkjQoSbYAHsdIL6eqOr5dIkmSxiPJYnesk9SSjcQlSYOR5HDgnf3lScBbgb2ahpIkaXweluSrSS4CSLJVkte2DiVpOCw6SZKGZF/gycCVVfUCYGtg3baRJEkam/cAhwF3AFTVBcBzmiaSNCgWnSRJQ3JLVd0F3JlkMXAV8MjGmSRJGpcHV9VZs8bubJJE0iA9oHUASZIm6Jwk69F98rsUuBE4s2kiSZLG5+okj6bbwZUk+wJXtI0kaUhsJC5JGoQkAR5RVT/pjzcGFvdLDSRJmjpJNgWOBXYGrgMuBQ6oqh83DSZpMCw6SZIGI8mFVbVl6xySJE1SkkV0rVVuBp5TVR9qHEnSQNjTSZI0JOcm2aF1CEmSxinJ4iSHJTkmye/TFZueD3wf2K9tOklD4kwnSdJgJLkE+E3gx8BNQICqqq2aBpMkaR4l+TTdcroz6XZt3ZDud94hVXV+w2iSBsaikyRpMJI8aq5xe1tIkqbJ6HLyJAvomodvVFW3tk0maWjcvU6SNBgzxaUkGwILG8eRJGlc7pi5UVXLk1xuwUlSC850kiQNRpK9gCOBhwNXAY8CvltVmzcNJknSPEqynG4ZOXTL6h5E19dpZln54lbZJA2LM50kSUPyd8COwClVtW2SJwEHNs4kSdK8qqoFrTNIErh7nSRpWO6oqmuANZKsUVWnAtu3DiVJkiRNI2c6SZKG5OdJ1ga+BnwoyVXcvfxAkiRJ0jyyp5Mkaeol2aiqLkuyCLiFbqbvAcC6wIf62U+SJEmS5pFFJ0nS1EtyblVt19/+eFU9s3UmSZIkadrZ00mSNAQZub1psxSSJEnSgFh0kiQNQa3gtiRJkqQxcXmdJGnqJVlO1zA8wIOAm2fuAqqqFrfKJkmSJE0ri06SJEmSJEmady6vkyRJkiRJ0ryz6CRJkiRJkqR5Z9FJkiRJkiRJ886ikyRJGqsk+yX509Y5ViXJxkkqyZ6ref5aSd6QZJsxR5MkSbpfsugkSZLGbT/gT1uHWA1XADsBX1/N89cCDge2GVcgSZKk+7MHtA4gSZK0upIEeGBV3bo64/ficRf2X/uteYg5b5KsCdxVVctbZ5EkSbq3nOkkSZLGJsm/As8Edu+XrlWSN4zcv3eSc5LcmuTKJG/tCy0z978hydVJdk1yNnAr8KwVjfdfs1+SC5PcluQnSf4+yQNGHvNP+xy/k+S0JLcAr55reV2SvZIsTXJTkuuSfDvJ7v3dy/rr40Ze28Yr+V48MckF/Ws9u3/+q2d9P05L8rEkf57kB/3reniSBf1rvqx/XRcnee6sxz8tycfmeM5KskV/PPMan5vkhCTLklyV5PBV/ChHsz03yfeT3JDkC0keMeu8/9t//29McnmSDyV52KxzfpTkbUn+JskVSa5PcmQ6f9i/vmVJPpVkyayvXT/JsUl+2n8vv5nkCavKL0mSJs+ZTpIkaZz+DtgIWA94ST92OXTFIeAjwLuBvwUeDbyF7kOxV408xoOBDwBvBf4T+J/+3P81nuQpwEeB44FXA1v1GX4NePGsbB8B/hl4I/Dz2cGTPBr4GHB0/1gLgccD6/en7AH8O/Bm4HP92BVzfROS/AbweeCb/Wt9GPAh4EFznL5L//peA9wMXA+8CfjrPuvZdIW8DyWpqvrIXM+5CkcAnwX2BXYDDk9ydVX90yq+7gnAw4FX9tmPBo4F/nDknA2Bf6D7OW3Qn/vvSbaoqrtGznsOcBbwArrv65vpfva7Aa/rH/8Yuj8TLwZI8kDgFLo/T68GrgL+AjglyWOq6sp7+42QJEnjY9FJkiSNTVX9IMm1wBpV9Yula/1yuCOA46vqJSPjtwH/lOQtVXVNP/wg4BVV9emR81Y0/gHgtKp6fj/0xf7ctyR5c1VdPhLv/1XV0SNfu/Gs+NsCy6rq1SNjnx+5fXZ//YPR17YCh9IVkJ5RVbf0z3cDXYFstvWAbarqp/156/df/+aqenN/zpf6GUZvoCue3VsXV9WLRh5rQ+Bvk7xrVmFotsXA06vquj7bw4B3JHnQzOuqqoNmTk6yADiTrtC4K/C1kce6FXhWv3Twi0n2Bl4GPKaqLu2/fmvg+dxdMDwQ2ALYvKr+qz/nFOB7dMWt0Z+VJElqzOV1kiSphcfSzYA6MckDZi50M4cW0hUWZhTwhTke4x7jfYFjO+CkWed9lO49z06zxj/Hyl0IrJvkA0mekmTRKs5fmR2Ar8wUZnonr+DcpTMFp94WdLO65npdj02ywS+R55Ozjj9BN4PpEXOcO+rsmYJT7z/669+YGUjyB/2St+uBO+lnttH9zEedNqtX1feBH80UnEbGNkiyVn/8e8BS4NKRPzMApwPbryK7JEmaMItOkiSphYf0158H7hi5zBQcHjly7nVVdfscjzF7/CHAmsBPZ503c7z+CsbnVFXfA/YGNu1zXp3kw79kkedhwM9mPf6twI1znDs716+vYHxFr2t1XLWC41+ffeIsP591PPP9XwiQZAe6YtrlwPPoCn07jp6ziseaayx0OwVC9zPekXv+mbmDboneI5EkSfcpLq+TJEktXNtf/zlw3hz3j852qRU8xuzxq+kKEBvOGn/orOdc1ePefULV54DPJVkXeDpwFPBOun5E98aVdP2NfiHJQmDtuZ521vFMn6gNgWtGxme/rlu5uzgzYwlzm/09mjmesyfVvfDHdMW1Z1dVASR51K/4mKOuBc6h6+M0223z+DySJGkeWHSSJEnjdjv/e5bL94D/BjauqvfMx5NU1fIkS+l2sXvXyF37AXfR9Rb6ZR/7euDD/c51M8v07jHLZxXOBl4w2vsI2Gs1n/4iun5Qz6JrKD5jP+A/q2pmBtXldE24Rz1lBY/5x9zze7QPXcHp8rlPX20PAu6YKTj1DvgVH3PUV+le02VVNXu2liRJuo+x6CRJksbtEmDvJH9EV9T4n6r6nySvBE5IspiuN9PtdEvZ/gjYt6pu/iWe63C6xtjHAf8GbEm3e917ZjURX6UkL6IrMH2Rbie2x9AVfo4HqKrbk1wK7JfkIrqZRhesYCngUcBLgc8keQfdcru/oSsmraxxN1V1bZKjgNcmuZNups8+dDvG7T9y6ieBg/vH/xzwJOBpK3jYzZO8G/g4XaHqYOCQVTQRXx1fAQ7t834G2Jmu+fd8OZ6uqfhpSd4G/JBuZ8LfAa6sqnfM43NJkqRfkT2dJEnSuP0z8GXg/XQzfv4coKo+StczaRu6JtmfAF4CnMvds4jular6Mt3St+3pih6HAkcCf/lLPNwFdEvi3t7nfy3wHuA1I+e8mK7P0Cl0r+3hK8j133TL8zake50vAw4CFgA3rEaW1wNvoVtW9lm6QtGBVfVvI8/xOeBvgX3pClCPAg5ZweP9Nd1OdB8HXkRXmDtmNXKsVFV9nu7780y63k67A3v+qo878vi30hXTvgK8ke7ncjRdQfCs+XoeSZI0P3LP2c+SJEmahCS7AmcAe1TVqRN6zo3p+mU9o6o+O4nnlCRJw+XyOkmSpAlI8o90TdOvBH4LeB3dbKrTW+aSJEkaF4tOkiRJk/FA4Ai6XeeW0S0Ne8U89FGSJEm6T3J5nSRJkiRJkuadjcQlSZIkSZI07yw6SZIkSZIkad5ZdJIkSZIkSdK8s+gkSZIkSZKkeWfRSZIkSZIkSfPOopMkSZIkSZLm3f8HnulPK9psjLQAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of attacks over the years with regards to the  terrorist group\ndata[['Group','kill']].groupby(['Group'],axis=0).sum().drop('Unknown').sort_values('kill',ascending=False).head(10).plot(kind='bar',color='yellow',figsize=(20,10))\nplt.title(\"Top 10 terrorist group attack\",fontsize=20)\nplt.xlabel(\"terrorist group name\",fontsize=15)\nplt.ylabel(\"No of killed people\",fontsize=15)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:40.540378Z","iopub.execute_input":"2021-07-12T09:53:40.540970Z","iopub.status.idle":"2021-07-12T09:53:40.868491Z","shell.execute_reply.started":"2021-07-12T09:53:40.540921Z","shell.execute_reply":"2021-07-12T09:53:40.867438Z"},"trusted":true},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Visualizing number of kills by each terrorist group in each country \ndf=data[['Group','Country','kill']]\ndf=df.groupby(['Group','Country'],axis=0).sum().sort_values('kill',ascending=False).drop('Unknown').reset_index().head(10)\ndf","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:40.869595Z","iopub.execute_input":"2021-07-12T09:53:40.869882Z","iopub.status.idle":"2021-07-12T09:53:40.952786Z","shell.execute_reply.started":"2021-07-12T09:53:40.869853Z","shell.execute_reply":"2021-07-12T09:53:40.951852Z"},"trusted":true},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"                                              Group      Country     kill\n0       Islamic State of Iraq and the Levant (ISIL)         Iraq  31058.0\n1                                           Taliban  Afghanistan  29269.0\n2                                        Boko Haram      Nigeria  16917.0\n3                                 Shining Path (SL)         Peru  11595.0\n4           Liberation Tigers of Tamil Eelam (LTTE)    Sri Lanka  10928.0\n5                                        Al-Shabaab      Somalia   8176.0\n6  Farabundo Marti National Liberation Front (FMLN)  El Salvador   8019.0\n7       Islamic State of Iraq and the Levant (ISIL)        Syria   6883.0\n8                 Nicaraguan Democratic Force (FDN)    Nicaragua   6630.0\n9                   Tehrik-i-Taliban Pakistan (TTP)     Pakistan   6014.0","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>Group</th>\n      <th>Country</th>\n      <th>kill</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Islamic State of Iraq and the Levant (ISIL)</td>\n      <td>Iraq</td>\n      <td>31058.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Taliban</td>\n      <td>Afghanistan</td>\n      <td>29269.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Boko Haram</td>\n      <td>Nigeria</td>\n      <td>16917.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Shining Path (SL)</td>\n      <td>Peru</td>\n      <td>11595.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Liberation Tigers of Tamil Eelam (LTTE)</td>\n      <td>Sri Lanka</td>\n      <td>10928.0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Al-Shabaab</td>\n      <td>Somalia</td>\n      <td>8176.0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Farabundo Marti National Liberation Front (FMLN)</td>\n      <td>El Salvador</td>\n      <td>8019.0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Islamic State of Iraq and the Levant (ISIL)</td>\n      <td>Syria</td>\n      <td>6883.0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Nicaraguan Democratic Force (FDN)</td>\n      <td>Nicaragua</td>\n      <td>6630.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Tehrik-i-Taliban Pakistan (TTP)</td>\n      <td>Pakistan</td>\n      <td>6014.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Total number of persons killed by terror attacks\nkill = data.loc[:,'kill']\nprint('Number of people killed by terror attack:', int(sum(kill.dropna())))","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:40.955709Z","iopub.execute_input":"2021-07-12T09:53:40.955994Z","iopub.status.idle":"2021-07-12T09:53:40.988294Z","shell.execute_reply.started":"2021-07-12T09:53:40.955965Z","shell.execute_reply":"2021-07-12T09:53:40.987191Z"},"trusted":true},"execution_count":28,"outputs":[{"name":"stdout","text":"Number of people killed by terror attack: 411868\n","output_type":"stream"}]},{"cell_type":"code","source":"#Total number of various terror attacks\ntypeKill = data.pivot_table(columns='Attacktype', values='kill', aggfunc='sum')\ntypeKill","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:40.989562Z","iopub.execute_input":"2021-07-12T09:53:40.989855Z","iopub.status.idle":"2021-07-12T09:53:41.032753Z","shell.execute_reply.started":"2021-07-12T09:53:40.989826Z","shell.execute_reply":"2021-07-12T09:53:41.031676Z"},"trusted":true},"execution_count":29,"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"Attacktype  Armed Assault  Assassination  Bombing/Explosion  \\\nkill             160297.0        24920.0           157321.0   \n\nAttacktype  Facility/Infrastructure Attack  Hijacking  \\\nkill                                3642.0     3718.0   \n\nAttacktype  Hostage Taking (Barricade Incident)  Hostage Taking (Kidnapping)  \\\nkill                                     4478.0                      24231.0   \n\nAttacktype  Unarmed Assault  Unknown  \nkill                  880.0  32381.0  ","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>Attacktype</th>\n      <th>Armed Assault</th>\n      <th>Assassination</th>\n      <th>Bombing/Explosion</th>\n      <th>Facility/Infrastructure Attack</th>\n      <th>Hijacking</th>\n      <th>Hostage Taking (Barricade Incident)</th>\n      <th>Hostage Taking (Kidnapping)</th>\n      <th>Unarmed Assault</th>\n      <th>Unknown</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>kill</th>\n      <td>160297.0</td>\n      <td>24920.0</td>\n      <td>157321.0</td>\n      <td>3642.0</td>\n      <td>3718.0</td>\n      <td>4478.0</td>\n      <td>24231.0</td>\n      <td>880.0</td>\n      <td>32381.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Total number of persons killed by terror attacks per country\ncountryKill = data.pivot_table(columns='Country', values='kill', aggfunc='sum')\ncountryKill","metadata":{"execution":{"iopub.status.busy":"2021-07-12T09:53:41.034042Z","iopub.execute_input":"2021-07-12T09:53:41.034373Z","iopub.status.idle":"2021-07-12T09:53:41.088051Z","shell.execute_reply.started":"2021-07-12T09:53:41.034329Z","shell.execute_reply":"2021-07-12T09:53:41.086861Z"},"trusted":true},"execution_count":30,"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"Country  Afghanistan  Albania  Algeria  Andorra  Angola  Antigua and Barbuda  \\\nkill         39384.0     42.0  11066.0      0.0  3043.0                  0.0   \n\nCountry  Argentina  Armenia  Australia  Austria  ...  Vietnam  \\\nkill         490.0     37.0       23.0     30.0  ...      1.0   \n\nCountry  Wallis and Futuna  West Bank and Gaza Strip  West Germany (FRG)  \\\nkill                   0.0                    1500.0                97.0   \n\nCountry  Western Sahara   Yemen  Yugoslavia  Zaire  Zambia  Zimbabwe  \nkill                1.0  8776.0       119.0  324.0    70.0     154.0  \n\n[1 rows x 205 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>Country</th>\n      <th>Afghanistan</th>\n      <th>Albania</th>\n      <th>Algeria</th>\n      <th>Andorra</th>\n      <th>Angola</th>\n      <th>Antigua and Barbuda</th>\n      <th>Argentina</th>\n      <th>Armenia</th>\n      <th>Australia</th>\n      <th>Austria</th>\n      <th>...</th>\n      <th>Vietnam</th>\n      <th>Wallis and Futuna</th>\n      <th>West Bank and Gaza Strip</th>\n      <th>West Germany (FRG)</th>\n      <th>Western Sahara</th>\n      <th>Yemen</th>\n      <th>Yugoslavia</th>\n      <th>Zaire</th>\n      <th>Zambia</th>\n      <th>Zimbabwe</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>kill</th>\n      <td>39384.0</td>\n      <td>42.0</td>\n      <td>11066.0</td>\n      <td>0.0</td>\n      <td>3043.0</td>\n      <td>0.0</td>\n      <td>490.0</td>\n      <td>37.0</td>\n      <td>23.0</td>\n      <td>30.0</td>\n      <td>...</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1500.0</td>\n      <td>97.0</td>\n      <td>1.0</td>\n      <td>8776.0</td>\n      <td>119.0</td>\n      <td>324.0</td>\n      <td>70.0</td>\n      <td>154.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>1 rows × 205 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"\"\"\"\nConclusion and Results :\n\nCountry with the most attacks: Iraq\n\nCity with the most attacks: Baghdad\n\nRegion with the most attacks: Middle East & North Africa\n\nYear with the most attacks: 2014\n\nMonth with the most attacks: 5(May)\n\nGroup with the most attacks: Taliban\n\nMost Attack Types: Bombing/Explosion\n\nThank You!\"\"\"","metadata":{},"execution_count":null,"outputs":[]}]}