From 2afa379ad16c0e55103ab2d6e1323b3272768777 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Robert=20J=C3=A4schke?= <jaeschke@l3s.de> Date: Tue, 21 Feb 2023 17:07:42 +0100 Subject: [PATCH] including outputs --- .gitattributes | 1 + notebooks/World_Risk_and_Happiness.ipynb | 3874 +++++++++++++++++++++- 2 files changed, 3692 insertions(+), 183 deletions(-) diff --git a/.gitattributes b/.gitattributes index 582bf36..0b90841 100644 --- a/.gitattributes +++ b/.gitattributes @@ -10,3 +10,4 @@ notebooks/distances.ipynb !filter notebooks/Video_Games.ipynb !filter notebooks/wikipedia_language_editions.ipynb !filter notebooks/wikipedia_regex.ipynb !filter +notebooks/World_Risk_and_Happiness.ipynb !filter diff --git a/notebooks/World_Risk_and_Happiness.ipynb b/notebooks/World_Risk_and_Happiness.ipynb index 0bad1d2..9230a28 100644 --- a/notebooks/World_Risk_and_Happiness.ipynb +++ b/notebooks/World_Risk_and_Happiness.ipynb @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "8c5b65bd", "metadata": {}, "outputs": [], @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "368a2147", "metadata": {}, "outputs": [], @@ -132,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "2e3babbb", "metadata": {}, "outputs": [], @@ -143,10 +143,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "83128f92", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'1.4.2'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import pandas \n", "pandas.__version__" @@ -154,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "0bc7dc50", "metadata": {}, "outputs": [], @@ -168,20 +179,254 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "8cb13767", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pyreadstat in /opt/anaconda3/lib/python3.9/site-packages (1.1.6)\r\n", + "Requirement already satisfied: pandas>=1.2.0 in /opt/anaconda3/lib/python3.9/site-packages (from pyreadstat) (1.4.2)\r\n", + "Requirement already satisfied: python-dateutil>=2.8.1 in /opt/anaconda3/lib/python3.9/site-packages (from pandas>=1.2.0->pyreadstat) (2.8.2)\r\n", + "Requirement already satisfied: pytz>=2020.1 in /opt/anaconda3/lib/python3.9/site-packages (from pandas>=1.2.0->pyreadstat) (2021.3)\r\n", + "Requirement already satisfied: numpy>=1.18.5 in /opt/anaconda3/lib/python3.9/site-packages (from pandas>=1.2.0->pyreadstat) (1.21.5)\r\n", + "Requirement already satisfied: six>=1.5 in /opt/anaconda3/lib/python3.9/site-packages (from python-dateutil>=2.8.1->pandas>=1.2.0->pyreadstat) (1.16.0)\r\n" + ] + } + ], "source": [ "!pip install pyreadstat" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "82c5f272", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(280106, 208)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>WPID_RANDOM</th>\n", + " <th>WP5</th>\n", + " <th>Country</th>\n", + " <th>WGT</th>\n", + " <th>Year</th>\n", + " <th>GlobalRegion</th>\n", + " <th>country.in.both.waves</th>\n", + " <th>CountryIncomeLevel2021</th>\n", + " <th>CountryIncomeLevel2019</th>\n", + " <th>PROJWT_2021</th>\n", + " <th>...</th>\n", + " <th>REGION_ZAF</th>\n", + " <th>REGION2_ZMB</th>\n", + " <th>REGION_ZWE</th>\n", + " <th>Q2_1_2019A</th>\n", + " <th>Q2_1_2019B</th>\n", + " <th>Q5A_2019</th>\n", + " <th>Q5B_2019</th>\n", + " <th>Q5C_2019</th>\n", + " <th>Q5D_2019</th>\n", + " <th>Q5F_2019</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>174262180.0</td>\n", + " <td>United States</td>\n", + " <td>United States</td>\n", + " <td>2.132627</td>\n", + " <td>2021.0</td>\n", + " <td>Northern America</td>\n", + " <td>Country was included in both 2019 and 2021 waves</td>\n", + " <td>High income</td>\n", + " <td>NaN</td>\n", + " <td>562058.627707</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>115327451.0</td>\n", + " <td>United States</td>\n", + " <td>United States</td>\n", + " <td>0.620385</td>\n", + " <td>2021.0</td>\n", + " <td>Northern America</td>\n", + " <td>Country was included in both 2019 and 2021 waves</td>\n", + " <td>High income</td>\n", + " <td>NaN</td>\n", + " <td>163503.920074</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>189972125.0</td>\n", + " <td>United States</td>\n", + " <td>United States</td>\n", + " <td>0.610080</td>\n", + " <td>2021.0</td>\n", + " <td>Northern America</td>\n", + " <td>Country was included in both 2019 and 2021 waves</td>\n", + " <td>High income</td>\n", + " <td>NaN</td>\n", + " <td>160787.958907</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " 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waves</td>\n", + " <td>High income</td>\n", + " <td>NaN</td>\n", + " <td>503390.265930</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 208 columns</p>\n", + "</div>" + ], + "text/plain": [ + " WPID_RANDOM WP5 Country WGT Year \\\n", + "0 174262180.0 United States United States 2.132627 2021.0 \n", + "1 115327451.0 United States United States 0.620385 2021.0 \n", + "2 189972125.0 United States United States 0.610080 2021.0 \n", + "3 173358289.0 United States United States 0.490774 2021.0 \n", + "4 183251831.0 United States United States 1.910021 2021.0 \n", + "\n", + " GlobalRegion country.in.both.waves \\\n", + "0 Northern America Country was included in both 2019 and 2021 waves \n", + "1 Northern America Country was included in both 2019 and 2021 waves \n", + "2 Northern America Country was included in both 2019 and 2021 waves \n", + "3 Northern America Country was included in both 2019 and 2021 waves \n", + "4 Northern America Country was included in both 2019 and 2021 waves \n", + "\n", + " CountryIncomeLevel2021 CountryIncomeLevel2019 PROJWT_2021 ... \\\n", + "0 High income NaN 562058.627707 ... \n", + "1 High income NaN 163503.920074 ... \n", + "2 High income NaN 160787.958907 ... \n", + "3 High income NaN 129344.456130 ... \n", + "4 High income NaN 503390.265930 ... \n", + "\n", + " REGION_ZAF REGION2_ZMB REGION_ZWE Q2_1_2019A Q2_1_2019B Q5A_2019 Q5B_2019 \\\n", + "0 NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + " Q5C_2019 Q5D_2019 Q5F_2019 \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "\n", + "[5 rows x 208 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#load the data file\n", "data_all = pd.read_spss(\"lrf_wrp_2021_resi_data_trimmed.sav\")\n", @@ -209,10 +454,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "05cae10a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['WPID_RANDOM', 'WP5', 'Country', 'WGT', 'Year', 'GlobalRegion',\n", + " 'country.in.both.waves', 'CountryIncomeLevel2021',\n", + " 'CountryIncomeLevel2019', 'PROJWT_2021',\n", + " ...\n", + " 'REGION_ZAF', 'REGION2_ZMB', 'REGION_ZWE', 'Q2_1_2019A', 'Q2_1_2019B',\n", + " 'Q5A_2019', 'Q5B_2019', 'Q5C_2019', 'Q5D_2019', 'Q5F_2019'],\n", + " dtype='object', length=208)\n" + ] + } + ], "source": [ "# list of all the attributes, but not all 208 displayed\n", "print(data_all.keys())" @@ -220,10 +479,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ffe45cbf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['WPID_RANDOM', 'WP5', 'Country', 'WGT', 'Year', 'GlobalRegion', 'country.in.both.waves', 'CountryIncomeLevel2021', 'CountryIncomeLevel2019', 'PROJWT_2021', 'PROJWT_2019', 'Age', 'AgeGroups4', 'Gender', 'Education', 'IncomeFeelings', 'INCOME_5', 'EMP_2010', 'Urbanicity', 'HouseholdSize', 'ChildrenInHousehold', 'Q1', 'Q2_1', 'Q3', 'Q4A', 'Q4B', 'Q4C', 'Q4D', 'Q4E', 'Q4F', 'Q4G', 'Q5A', 'Q5B', 'Q5C', 'Q5D', 'Q5E', 'Q5F', 'Q5G', 'Q6', 'Q7A', 'Q7C', 'Q8', 'Q9', 'Q10', 'Q11_1', 'Q11_2', 'Q10Q11Recode', 'Q13', 'Q14A', 'Q14B', 'Q14C', 'Q14D', 'Q14E', 'Q14F', 'Q14G', 'Q15', 'Q16A', 'Q16B', 'Q16C', 'Q16D', 'Q17', 'Q18_1', 'Q19A', 'Q19B', 'Q19C', 'Q19D', 'Q20', 'Q21', 'Q22A', 'Q22B', 'Q22C', 'Q22D', 'Q22E', 'Q23A', 'Q23B', 'Q23C', 'Q23D', 'Q23E', 'resilience_index', 'Worried.Index', 'Experienced.Index', 'worry_exp_gap', 'REGION2_AFG', 'REGION2_ALB', 'REGION_ARE', 'REGION2_ARG', 'REGION2_ARM', 'REGION_AUS', 'REGION_AUT', 'REGION_BEL', 'REGION2_BEN', 'REGION2_BFA', 'REGION_BGD', 'REGION2_BGR', 'REGION2_BIH', 'REGION2_BOL', 'REGION2_BRA', 'REGION2_CAN', 'REGION_CHE', 'REGION_CHL', 'REGION_CHN', 'REGION2_CIV', 'REGION2_CAM', 'REGION_COG', 'REGION2_COL', 'REGION_CRI', 'REGION_CYP', 'REGION2_CZE', 'REGION_DEU', 'REGION2_DNK', 'REGION2_DOM', 'REGION2_DZA', 'REGION2_ECU', 'REGION2_EGY', 'REGION2_ESP', 'REGION2_EST', 'REGION_FIN', 'REGION3_FRA', 'REGION_GAB', 'REGION_GBR', 'REGION_GEO', 'REGION3_GHA', 'REGION2_GUI', 'REGION_GRC', 'REGION_HKG', 'REGION2_HND', 'REGION2_HRV', 'REGION2_HUN', 'REGION2_IDN', 'REGION2_IND', 'REGION2_IRL', 'REGION2_IRN', 'REGION_IRQ', 'REGION_ICL', 'REGION_ISR', 'REGION2_ITA', 'REGION4_JMC', 'REGION_JOR', 'REGION_JPN', 'REGION2_KAZ', 'REGION2_KEN', 'REGION2_KGZ', 'REGION2_KHM', 'REGION_KOR', 'REGION2_LAO', 'REGION_LBN', 'REGION2_PAK', 'REGION_LTU', 'REGION_LVA', 'REGION3_MAR', 'REGION2_MDA', 'REGION2_MEX', 'REGION2_MKD', 'REGION2_MLI', 'REGION_MLT', 'REGION_MMR', 'REGION2_MNG', 'REGION2_MOZ', 'REGION2_MUS', 'REGION_MYS', 'REGION2_NAM', 'REGION2_NGA', 'REGION2_NIC', 'REGION_NLD', 'REGION3_NOR', 'REGION2_NPL', 'REGION2_NZL', 'REGION2_PAN', 'REGION2_PER', 'REGION2_PHL', 'REGION3_POL', 'REGION2_PRT', 'REGION2_PRY', 'REGION2_ROU', 'REGION3_RUS', 'REGION2_SAU', 'REGION2_SEN', 'REGION2_SLE', 'REGION_SLV', 'REGION2_SRB', 'REGION2_SVK', 'REGION_SVN', 'REGION2_SWE', 'REGION2_TOG', 'REGION2_THA', 'REGION2_TJK', 'REGION2_TUN', 'REGION2_TUR', 'REGION_TWN', 'REGION2_TZA', 'REGION2_UGA', 'REGION2_UKR', 'REGION2_URY', 'REGION2_USA', 'REGION2_UZB', 'REGION2_VEN', 'REGION2_VNM', 'REGION2_KOS', 'REGION_ZAF', 'REGION2_ZMB', 'REGION_ZWE', 'Q2_1_2019A', 'Q2_1_2019B', 'Q5A_2019', 'Q5B_2019', 'Q5C_2019', 'Q5D_2019', 'Q5F_2019']\n" + ] + } + ], "source": [ "# displays all 208 attributes\n", "print(data_all.columns.tolist())" @@ -246,10 +513,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "fc736a6c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 280106.0\n", + "unique 86.0\n", + "top 30.0\n", + "freq 9047.0\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# The variable \"Age\" is coded as the wrong data type so below is converted to numeric type. \n", "data_all['Age'].describe()" @@ -257,20 +539,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "e2417452", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "15.0 3332\n", + "16.0 3804\n", + "17.0 4188\n", + "18.0 5972\n", + "19.0 5441\n", + " ... \n", + "96.0 15\n", + "97.0 7\n", + "98.0 11\n", + "(Refused) 998\n", + "99+ 93\n", + "Name: Age, Length: 86, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data_all['Age'].value_counts().sort_index()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "563022bc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 70.0\n", + "1 56.0\n", + "2 67.0\n", + "3 76.0\n", + "4 62.0\n", + " ... \n", + "280101 43.0\n", + "280102 85.0\n", + "280103 30.0\n", + "280104 18.0\n", + "280105 61.0\n", + "Name: Age, Length: 280106, dtype: float64\n" + ] + } + ], "source": [ "# changing 'Age' to numeric value - (Refused) and 99+ will be turned into NaN values as they contain strings\n", "data_all.Age = data_all.Age.apply (pd.to_numeric, errors='coerce') \n", @@ -279,10 +602,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "9791c9a1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1091" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#counting number of rows with NaN in the \"Age\" column\n", "data_all['Age'].isna().sum()" @@ -290,10 +624,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "4936cf34", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('float64')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# converted \"Age\" into a float number. \n", "data_all['Age'] = data_all['Age'].astype(float)\n", @@ -303,7 +648,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "e949128b", "metadata": {}, "outputs": [], @@ -314,10 +659,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "9fe18af4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "15.0 1224\n", + "16.0 1472\n", + "17.0 1616\n", + "18.0 2601\n", + "19.0 2287\n", + " ... \n", + "94.0 18\n", + "95.0 17\n", + "96.0 10\n", + "97.0 1\n", + "98.0 4\n", + "Name: Age, Length: 84, dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# range of ages is now 15-98, other values are NaN and therefore excluded\n", "data['Age'].value_counts().sort_index()" @@ -325,10 +692,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "b309273a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(125911, 21)\n" + ] + } + ], "source": [ "# selecting colums\n", "data = data[['Country', 'GlobalRegion', 'Age', 'Gender', 'Education', 'IncomeFeelings', 'EMP_2010', 'INCOME_5', 'Q2_1', \"Q4A\", \"Q4B\", \"Q4C\", \"Q4D\", \"Q4E\", \"Q4F\", \"Q4G\", 'Q6', 'Q10Q11Recode', 'resilience_index', 'Worried.Index', 'Experienced.Index']]\n", @@ -338,10 +713,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "703cb803", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Country object\n", + "GlobalRegion category\n", + "Age float64\n", + "Gender category\n", + "Education category\n", + "IncomeFeelings category\n", + "EMP_2010 category\n", + "INCOME_5 category\n", + "Q2_1 category\n", + "Q4A category\n", + "Q4B category\n", + "Q4C category\n", + "Q4D category\n", + "Q4E category\n", + "Q4F category\n", + "Q4G category\n", + "Q6 category\n", + "Q10Q11Recode category\n", + "resilience_index float64\n", + "Worried.Index float64\n", + "Experienced.Index float64\n", + "dtype: object" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# find out data types - relevant later for correlation \n", "data.dtypes" @@ -349,20 +756,267 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "849bd81b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Country', 'GlobalRegion', 'Age', 'Gender', 'Education',\n", + " 'IncomeFeelings', 'EMP_2010', 'INCOME_5', 'Q2_1', 'Q4A', 'Q4B', 'Q4C',\n", + " 'Q4D', 'Q4E', 'Q4F', 'Q4G', 'Q6', 'Q10Q11Recode', 'resilience_index',\n", + " 'Worried.Index', 'Experienced.Index'],\n", + " dtype='object')\n" + ] + } + ], "source": [ "print(data.keys()) #or data.columns would do the same" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "f3af9604", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(125911, 21)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>GlobalRegion</th>\n", + " <th>Age</th>\n", + " <th>Gender</th>\n", + " <th>Education</th>\n", + " <th>IncomeFeelings</th>\n", + " <th>Employment</th>\n", + " <th>Income5</th>\n", + " <th>GreatestRisk</th>\n", + " <th>Q4A</th>\n", + " <th>...</th>\n", + " <th>Q4C</th>\n", + " <th>Q4D</th>\n", + " <th>Q4E</th>\n", + " <th>Q4F</th>\n", + " <th>Q4G</th>\n", + " <th>InternetUse</th>\n", + " <th>IncomeLoss</th>\n", + " <th>ResilienceIndex</th>\n", + " <th>WorriedIndex</th>\n", + " <th>ExperiencedIndex</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>70.0</td>\n", + " <td>Male</td>\n", + " <td>Primary (0-8 years)</td>\n", + " <td>Getting by on present income</td>\n", + " <td>Out of workforce</td>\n", + " <td>Second 20%</td>\n", + " <td>Don’t know</td>\n", + " <td>Very worried</td>\n", + " <td>...</td>\n", + " <td>Very worried</td>\n", + " <td>Very worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>No</td>\n", + " <td>Two months</td>\n", + " <td>0.604167</td>\n", + " <td>0.591527</td>\n", + " <td>-0.004189</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>56.0</td>\n", + " <td>Male</td>\n", + " <td>Tertiary (16 years or more)</td>\n", + " <td>Living comfortably on present income</td>\n", + " <td>Employed full time for an employer</td>\n", + " <td>Richest 20%</td>\n", + " <td>HEALTH: COVID-19/Coronavirus related</td>\n", + " <td>Somewhat worried</td>\n", + " <td>...</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Yes</td>\n", + " <td>Two months</td>\n", + " <td>0.812500</td>\n", + " <td>0.302011</td>\n", + " <td>-0.004189</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>67.0</td>\n", + " <td>Female</td>\n", + " <td>Secondary (9-15 years)</td>\n", + " <td>Getting by on present income</td>\n", + " <td>Out of workforce</td>\n", + " <td>Fourth 20%</td>\n", + " <td>CRIME/VIOLENCE</td>\n", + " <td>Not worried</td>\n", + " <td>...</td>\n", + " <td>Very worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Very worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>Yes</td>\n", + " <td>Four months or more</td>\n", + " <td>0.645833</td>\n", + " <td>0.409202</td>\n", + " <td>-0.004189</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>76.0</td>\n", + " <td>Female</td>\n", + " <td>Secondary (9-15 years)</td>\n", + " <td>Finding it very difficult on present income</td>\n", + " <td>Out of workforce</td>\n", + " <td>Second 20%</td>\n", + " <td>CRIME/VIOLENCE</td>\n", + " <td>Not worried</td>\n", + " <td>...</td>\n", + " <td>Not worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>Yes</td>\n", + " <td>Around a month</td>\n", + " <td>0.604167</td>\n", + " <td>0.114227</td>\n", + " <td>0.313786</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>62.0</td>\n", + " <td>Female</td>\n", + " <td>Tertiary (16 years or more)</td>\n", + " <td>Living comfortably on present income</td>\n", + " <td>Employed full time for an employer</td>\n", + " <td>Richest 20%</td>\n", + " <td>ECONOMY: Economy-related, such as unemployment...</td>\n", + " <td>Not worried</td>\n", + " <td>...</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Yes</td>\n", + " <td>Four months or more</td>\n", + " <td>0.895833</td>\n", + " <td>0.228661</td>\n", + " <td>0.441144</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 21 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country GlobalRegion Age Gender Education \\\n", + "0 United States Northern America 70.0 Male Primary (0-8 years) \n", + "1 United States Northern America 56.0 Male Tertiary (16 years or more) \n", + "2 United States Northern America 67.0 Female Secondary (9-15 years) \n", + "3 United States Northern America 76.0 Female Secondary (9-15 years) \n", + "4 United States Northern America 62.0 Female Tertiary (16 years or more) \n", + "\n", + " IncomeFeelings \\\n", + "0 Getting by on present income \n", + "1 Living comfortably on present income \n", + "2 Getting by on present income \n", + "3 Finding it very difficult on present income \n", + "4 Living comfortably on present income \n", + "\n", + " Employment Income5 \\\n", + "0 Out of workforce Second 20% \n", + "1 Employed full time for an employer Richest 20% \n", + "2 Out of workforce Fourth 20% \n", + "3 Out of workforce Second 20% \n", + "4 Employed full time for an employer Richest 20% \n", + "\n", + " GreatestRisk Q4A ... \\\n", + "0 Don’t know Very worried ... \n", + "1 HEALTH: COVID-19/Coronavirus related Somewhat worried ... \n", + "2 CRIME/VIOLENCE Not worried ... \n", + "3 CRIME/VIOLENCE Not worried ... \n", + "4 ECONOMY: Economy-related, such as unemployment... Not worried ... \n", + "\n", + " Q4C Q4D Q4E Q4F \\\n", + "0 Very worried Very worried Somewhat worried Not worried \n", + "1 Somewhat worried Not worried Not worried Not worried \n", + "2 Very worried Somewhat worried Very worried Not worried \n", + "3 Not worried Somewhat worried Not worried Not worried \n", + "4 Somewhat worried Not worried Somewhat worried Not worried \n", + "\n", + " Q4G InternetUse IncomeLoss ResilienceIndex WorriedIndex \\\n", + "0 NaN No Two months 0.604167 0.591527 \n", + "1 Not worried Yes Two months 0.812500 0.302011 \n", + "2 NaN Yes Four months or more 0.645833 0.409202 \n", + "3 NaN Yes Around a month 0.604167 0.114227 \n", + "4 Not worried Yes Four months or more 0.895833 0.228661 \n", + "\n", + " ExperiencedIndex \n", + "0 -0.004189 \n", + "1 -0.004189 \n", + "2 -0.004189 \n", + "3 0.313786 \n", + "4 0.441144 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# rename some columns\n", "data.rename(columns={'INCOME_5': 'Income5', 'EMP_2010': 'Employment', 'Q2_1': 'GreatestRisk', 'Q6': 'InternetUse', 'Q10Q11Recode': 'IncomeLoss', 'resilience_index': 'ResilienceIndex', 'Worried.Index': 'WorriedIndex', 'Experienced.Index': 'ExperiencedIndex'}, inplace=True)\n", @@ -423,10 +1077,185 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "f2eb7a66", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(125911, 15)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>GlobalRegion</th>\n", + " <th>Age</th>\n", + " <th>Gender</th>\n", + " <th>IncomeFeelings</th>\n", + " <th>Q4A</th>\n", + " <th>Q4B</th>\n", + " <th>Q4C</th>\n", + " <th>Q4D</th>\n", + " <th>Q4E</th>\n", + " <th>Q4F</th>\n", + " <th>Q4G</th>\n", + " <th>ResilienceIndex</th>\n", + " <th>ExperiencedIndex</th>\n", + " <th>WorriedIndex</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>70.0</td>\n", + " <td>Male</td>\n", + " <td>Getting by on present income</td>\n", + " <td>Very worried</td>\n", + " <td>Very worried</td>\n", + " <td>Very worried</td>\n", + " <td>Very worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>0.604167</td>\n", + " <td>-0.004189</td>\n", + " <td>0.591527</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>56.0</td>\n", + " <td>Male</td>\n", + " <td>Living comfortably on present income</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>0.812500</td>\n", + " <td>-0.004189</td>\n", + " <td>0.302011</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>67.0</td>\n", + " <td>Female</td>\n", + " <td>Getting by on present income</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Very worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Very worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>0.645833</td>\n", + " <td>-0.004189</td>\n", + " <td>0.409202</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>76.0</td>\n", + " <td>Female</td>\n", + " <td>Finding it very difficult on present income</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>NaN</td>\n", + " <td>0.604167</td>\n", + " <td>0.313786</td>\n", + " <td>0.114227</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>62.0</td>\n", + " <td>Female</td>\n", + " <td>Living comfortably on present income</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Somewhat worried</td>\n", + " <td>Not worried</td>\n", + " <td>Not worried</td>\n", + " <td>0.895833</td>\n", + " <td>0.441144</td>\n", + " <td>0.228661</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Country GlobalRegion Age Gender \\\n", + "0 United States Northern America 70.0 Male \n", + "1 United States Northern America 56.0 Male \n", + "2 United States Northern America 67.0 Female \n", + "3 United States Northern America 76.0 Female \n", + "4 United States Northern America 62.0 Female \n", + "\n", + " IncomeFeelings Q4A \\\n", + "0 Getting by on present income Very worried \n", + "1 Living comfortably on present income Somewhat worried \n", + "2 Getting by on present income Not worried \n", + "3 Finding it very difficult on present income Not worried \n", + "4 Living comfortably on present income Not worried \n", + "\n", + " Q4B Q4C Q4D Q4E \\\n", + "0 Very worried Very worried Very worried Somewhat worried \n", + "1 Somewhat worried Somewhat worried Not worried Not worried \n", + "2 Not worried Very worried Somewhat worried Very worried \n", + "3 Not worried Not worried Somewhat worried Not worried \n", + "4 Not worried Somewhat worried Not worried Somewhat worried \n", + "\n", + " Q4F Q4G ResilienceIndex ExperiencedIndex WorriedIndex \n", + "0 Not worried NaN 0.604167 -0.004189 0.591527 \n", + "1 Not worried Not worried 0.812500 -0.004189 0.302011 \n", + "2 Not worried NaN 0.645833 -0.004189 0.409202 \n", + "3 Not worried NaN 0.604167 0.313786 0.114227 \n", + "4 Not worried Not worried 0.895833 0.441144 0.228661 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# selecting colums\n", "data = data[['Country', 'GlobalRegion', 'Age', 'Gender', 'IncomeFeelings', 'Q4A', 'Q4B', 'Q4C', 'Q4D', 'Q4E', 'Q4F', 'Q4G', 'ResilienceIndex', 'ExperiencedIndex', 'WorriedIndex']]\n", @@ -436,10 +1265,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "2f798b1c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "523" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#counting number of rows with NaN in the \"Age\" column\n", "data['Age'].isna().sum()" @@ -447,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "a0aea99a", "metadata": {}, "outputs": [], @@ -463,10 +1303,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "647dbe0b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Country', 'GlobalRegion', 'Age', 'Gender', 'IncomeFeelings', 'Q4A',\n", + " 'Q4B', 'Q4C', 'Q4D', 'Q4E', 'Q4F', 'Q4G', 'ResilienceIndex',\n", + " 'ExperiencedIndex', 'WorriedIndex'],\n", + " dtype='object')\n" + ] + } + ], "source": [ "# list of final selected attributes\n", "print(data.keys())" @@ -509,20 +1360,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "2625573a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 125911\n", + "unique 121\n", + "top China\n", + "freq 3500\n", + "Name: Country, dtype: object" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['Country'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "ad618490", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "China 3500\n", + "India 3000\n", + "Russia 2001\n", + "Indonesia 1063\n", + "Latvia 1038\n", + " ... \n", + "Tanzania 1000\n", + "Nigeria 1000\n", + "Kosovo 1000\n", + "Jamaica 505\n", + "Iceland 500\n", + "Name: Country, Length: 121, dtype: int64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['Country'].value_counts()" ] @@ -541,10 +1429,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "b7af5096", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Latin America & Caribbean 17535\n", + "Northern/Western Europe 15559\n", + "Central/Western Africa 13001\n", + "Southern Europe 12019\n", + "Eastern Europe 11025\n", + "South-eastern Asia 9124\n", + "East Asia 8518\n", + "Middle East 8069\n", + "South Asia 8004\n", + "Eastern Africa 7003\n", + "Central Asia 6004\n", + "North Africa 4008\n", + "Southern Africa 2027\n", + "Northern America 2015\n", + "Australia and New Zealand 2000\n", + "Name: GlobalRegion, dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['GlobalRegion'].value_counts()" ] @@ -561,10 +1475,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "a0b6eca0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Female 66494\n", + "Male 59417\n", + "Name: Gender, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['Gender'].value_counts()" ] @@ -597,10 +1524,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "73dfd694", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Getting by on present income 48337\n", + "Living comfortably on present income 30444\n", + "Finding it difficult on present income 26139\n", + "Finding it very difficult on present income 18978\n", + "(DK) 1217\n", + "(Refused) 796\n", + "Name: IncomeFeelings, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['IncomeFeelings'].value_counts()" ] @@ -629,10 +1573,109 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "64eea666", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Q4A</th>\n", + " <th>Q4B</th>\n", + " <th>Q4C</th>\n", + " <th>Q4D</th>\n", + " <th>Q4E</th>\n", + " <th>Q4F</th>\n", + " <th>Q4G</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>(DK)</th>\n", + " <td>2737</td>\n", + " <td>2182</td>\n", + " <td>6090</td>\n", + " <td>4821</td>\n", + " <td>1124</td>\n", + " <td>6954</td>\n", + " <td>586</td>\n", + " </tr>\n", + " <tr>\n", + " <th>(Refused)</th>\n", + " <td>219</td>\n", + " <td>185</td>\n", + " <td>410</td>\n", + " <td>283</td>\n", + " <td>152</td>\n", + " <td>498</td>\n", + " <td>89</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Not worried</th>\n", + " <td>113720</td>\n", + " <td>141735</td>\n", + " <td>84970</td>\n", + " <td>78040</td>\n", + " <td>30302</td>\n", + " <td>132677</td>\n", + " <td>40352</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Somewhat worried</th>\n", + " <td>100402</td>\n", + " <td>78630</td>\n", + " <td>84104</td>\n", + " <td>95094</td>\n", + " <td>45467</td>\n", + " <td>77278</td>\n", + " <td>22438</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Very worried</th>\n", + " <td>63028</td>\n", + " <td>57374</td>\n", + " <td>104532</td>\n", + " <td>101868</td>\n", + " <td>48866</td>\n", + " <td>62699</td>\n", + " <td>12990</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Q4A Q4B Q4C Q4D Q4E Q4F Q4G\n", + "(DK) 2737 2182 6090 4821 1124 6954 586\n", + "(Refused) 219 185 410 283 152 498 89\n", + "Not worried 113720 141735 84970 78040 30302 132677 40352\n", + "Somewhat worried 100402 78630 84104 95094 45467 77278 22438\n", + "Very worried 63028 57374 104532 101868 48866 62699 12990" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data_all[['Q4A', 'Q4B', 'Q4C', 'Q4D', 'Q4E', 'Q4F', 'Q4G']].apply(pd.Series.value_counts)" ] @@ -665,20 +1708,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "e4206ef9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 125388.000000\n", + "mean 41.890316\n", + "std 17.405491\n", + "min 15.000000\n", + "25% 28.000000\n", + "50% 39.000000\n", + "75% 55.000000\n", + "max 98.000000\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['Age'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "ab607d3f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "15.0 1224\n", + "16.0 1472\n", + "17.0 1616\n", + "18.0 2601\n", + "19.0 2287\n", + " ... \n", + "94.0 18\n", + "95.0 17\n", + "96.0 10\n", + "97.0 1\n", + "98.0 4\n", + "Name: Age, Length: 84, dtype: int64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# age range is now from 15-98\n", "data['Age'].value_counts().sort_index()" @@ -686,10 +1770,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "a5766975", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='Age', ylabel='Density'>" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 792x504 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(11, 7)) \n", "sns.histplot(data=(data['Age'].dropna()), kde=True, bins=20, stat=\"density\", color = 'skyblue')" @@ -709,10 +1814,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "f6b61db5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7f78989937f0>" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x864 with 15 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#plots the histograms and kde of all global regions separately for comparison\n", "g = sns.FacetGrid(data, col=\"GlobalRegion\", height=3, col_wrap=4)\n", @@ -733,20 +1859,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "4f6bc1e5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 121222.000000\n", + "mean 0.570917\n", + "std 0.167894\n", + "min 0.000000\n", + "25% 0.458333\n", + "50% 0.580729\n", + "75% 0.687500\n", + "max 1.000000\n", + "Name: ResilienceIndex, dtype: float64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['ResilienceIndex'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "a7853af4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 792x504 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(11, 7)) \n", "sns.histplot(data=data, x=(data['ResilienceIndex'].dropna()), bins=15, kde=\"true\", color = \"g\");" @@ -766,20 +1922,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "e018597c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 121815.000000\n", + "mean 0.231118\n", + "std 0.254942\n", + "min -0.004189\n", + "25% -0.004189\n", + "50% 0.141893\n", + "75% 0.441144\n", + "max 0.995811\n", + "Name: ExperiencedIndex, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['ExperiencedIndex'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "32d54415", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 792x504 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(11, 7)) \n", "sns.histplot(data=data, x=(data['ExperiencedIndex'].dropna()), bins=15, color = \"y\");" @@ -799,20 +1985,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "1eff0c67", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 118782.000000\n", + "mean 0.430853\n", + "std 0.219601\n", + "min 0.006116\n", + "25% 0.302011\n", + "50% 0.454954\n", + "75% 0.544044\n", + "max 1.006116\n", + "Name: WorriedIndex, dtype: float64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data['WorriedIndex'].describe() " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "a135b575", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 792x504 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(11, 7)) \n", "sns.histplot(data=data, x=(data['WorriedIndex'].dropna()), bins=12, palette = 'colorblind');" @@ -846,10 +2062,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "6ef07166", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1224x2160 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#plot WorriedIndex of countries sorted by mean WorriedIndex\n", "grouped = data.loc[:,['Country', 'WorriedIndex']] \\\n", @@ -877,10 +2104,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "8715a360", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "grouped = data.loc[:,['GlobalRegion', 'WorriedIndex']] \\\n", " .groupby(['GlobalRegion']) \\\n", @@ -902,10 +2140,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "49557182", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.boxplot(x=\"WorriedIndex\", y=\"Gender\", data=data);" ] @@ -922,7 +2171,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "bebe240f", "metadata": {}, "outputs": [], @@ -943,7 +2192,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "de9f91b8", "metadata": {}, "outputs": [], @@ -964,7 +2213,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "dc7ed5b5", "metadata": {}, "outputs": [], @@ -985,7 +2234,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "11e3237f", "metadata": {}, "outputs": [], @@ -1006,7 +2255,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "4e67a746", "metadata": {}, "outputs": [], @@ -1027,7 +2276,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "29f2e020", "metadata": {}, "outputs": [], @@ -1048,7 +2297,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "d85b4541", "metadata": {}, "outputs": [], @@ -1069,7 +2318,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "id": "1f9dade7", "metadata": {}, "outputs": [], @@ -1090,20 +2339,200 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "id": "c730659a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>GlobalRegion</th>\n", + " <th>Age</th>\n", + " <th>Gender</th>\n", + " <th>IncomeFeelings</th>\n", + " <th>Q4A</th>\n", + " <th>Q4B</th>\n", + " <th>Q4C</th>\n", + " <th>Q4D</th>\n", + " <th>Q4E</th>\n", + " <th>Q4F</th>\n", + " <th>Q4G</th>\n", + " <th>ResilienceIndex</th>\n", + " <th>ExperiencedIndex</th>\n", + " <th>WorriedIndex</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>70.0</td>\n", + " <td>Male</td>\n", + " <td>3.0</td>\n", + " <td>3.0</td>\n", + " <td>3</td>\n", + " <td>3.0</td>\n", + " <td>3.0</td>\n", + " <td>2.0</td>\n", + " <td>1.0</td>\n", + " <td>0.0</td>\n", + " <td>0.604167</td>\n", + " <td>-0.004189</td>\n", + " <td>0.591527</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>56.0</td>\n", + " <td>Male</td>\n", + " <td>4.0</td>\n", + " <td>2.0</td>\n", + " <td>2</td>\n", + " <td>2.0</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>0.812500</td>\n", + " <td>-0.004189</td>\n", + " <td>0.302011</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>67.0</td>\n", + " <td>Female</td>\n", + " <td>3.0</td>\n", + " <td>1.0</td>\n", + " <td>1</td>\n", + " <td>3.0</td>\n", + " <td>2.0</td>\n", + " <td>3.0</td>\n", + " <td>1.0</td>\n", + " <td>0.0</td>\n", + " <td>0.645833</td>\n", + " <td>-0.004189</td>\n", + " <td>0.409202</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>76.0</td>\n", + " <td>Female</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>1</td>\n", + " <td>1.0</td>\n", + " <td>2.0</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>0.0</td>\n", + " <td>0.604167</td>\n", + " <td>0.313786</td>\n", + " <td>0.114227</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>United States</td>\n", + " <td>Northern America</td>\n", + " <td>62.0</td>\n", + " <td>Female</td>\n", + " <td>4.0</td>\n", + " <td>1.0</td>\n", + " <td>1</td>\n", + " <td>2.0</td>\n", + " <td>1.0</td>\n", + " <td>2.0</td>\n", + " <td>1.0</td>\n", + " <td>1.0</td>\n", + " <td>0.895833</td>\n", + " <td>0.441144</td>\n", + " <td>0.228661</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Country GlobalRegion Age Gender IncomeFeelings Q4A Q4B \\\n", + "0 United States Northern America 70.0 Male 3.0 3.0 3 \n", + "1 United States Northern America 56.0 Male 4.0 2.0 2 \n", + "2 United States Northern America 67.0 Female 3.0 1.0 1 \n", + "3 United States Northern America 76.0 Female 1.0 1.0 1 \n", + "4 United States Northern America 62.0 Female 4.0 1.0 1 \n", + "\n", + " Q4C Q4D Q4E Q4F Q4G ResilienceIndex ExperiencedIndex WorriedIndex \n", + "0 3.0 3.0 2.0 1.0 0.0 0.604167 -0.004189 0.591527 \n", + "1 2.0 1.0 1.0 1.0 1.0 0.812500 -0.004189 0.302011 \n", + "2 3.0 2.0 3.0 1.0 0.0 0.645833 -0.004189 0.409202 \n", + "3 1.0 2.0 1.0 1.0 0.0 0.604167 0.313786 0.114227 \n", + "4 2.0 1.0 2.0 1.0 1.0 0.895833 0.441144 0.228661 " + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "id": "245b19c6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Country object\n", + "GlobalRegion category\n", + "Age float64\n", + "Gender category\n", + "IncomeFeelings float64\n", + "Q4A float64\n", + "Q4B float64\n", + "Q4C float64\n", + "Q4D float64\n", + "Q4E float64\n", + "Q4F float64\n", + "Q4G float64\n", + "ResilienceIndex float64\n", + "ExperiencedIndex float64\n", + "WorriedIndex float64\n", + "dtype: object" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#make sure all attributes are converted to float type\n", "def convert_types(df):\n", @@ -1138,10 +2567,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "id": "dc07779c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Age -0.127551\n", + "IncomeFeelings -0.285903\n", + "Q4A 0.660044\n", + "Q4B 0.660044\n", + "Q4C 0.722870\n", + "Q4D 0.707962\n", + "Q4E 0.690049\n", + "Q4F 0.667736\n", + "Q4G 0.286058\n", + "ResilienceIndex -0.256864\n", + "ExperiencedIndex 0.390567\n", + "WorriedIndex 1.000000\n", + "Name: WorriedIndex, dtype: float64" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#show correlation coefficients for all attributes in relation to WorriedIndex\n", "data.corr(method=\"spearman\")['WorriedIndex']" @@ -1245,10 +2697,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "id": "4ec5f500", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.3373021098915476, intercept=0.7694901148788067, rvalue=0.6609019410386271, pvalue=0.0, stderr=0.007700888077027614, intercept_stderr=0.0037240663534110797)" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "from scipy.stats import linregress\n", @@ -1263,10 +2726,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "id": "8ee85535", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1289,10 +2763,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "152ae7db", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.3373021098915476, intercept=0.7694901148788067, rvalue=0.6609019410386271, pvalue=0.0, stderr=0.007700888077027614, intercept_stderr=0.0037240663534110797)" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4B = data.dropna(subset=['WorriedIndex', 'Q4B'])\n", @@ -1305,10 +2790,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "id": "da220c18", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1331,10 +2827,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "id": "a3dfaf69", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.676397087811155, intercept=0.8704813889881697, rvalue=0.7021293181742482, pvalue=0.0, stderr=0.007875387576657308, intercept_stderr=0.0038084524279466342)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4C = data.dropna(subset=['WorriedIndex', 'Q4C'])\n", @@ -1347,10 +2854,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "id": "2ae8e5a1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1373,10 +2891,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "id": "bb85425c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.5536530857471518, intercept=0.9494726406614193, rvalue=0.6942363701089668, pvalue=0.0, stderr=0.00768179633078914, intercept_stderr=0.003714833790999654)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4D = data.dropna(subset=['WorriedIndex', 'Q4D'])\n", @@ -1389,10 +2918,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "id": "85e7a5ff", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1415,10 +2955,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "id": "5cca1321", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.425409323356603, intercept=1.108732487986397, rvalue=0.6813875471248373, pvalue=0.0, stderr=0.007559350392110683, intercept_stderr=0.0036556202566925453)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4E = data.dropna(subset=['WorriedIndex', 'Q4E'])\n", @@ -1431,10 +2982,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "id": "443750dd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1457,10 +3019,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "id": "4177752c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.4428034939552394, intercept=0.6952591397041905, rvalue=0.6616279585981629, pvalue=0.0, stderr=0.00803280370267428, intercept_stderr=0.003884577167394918)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4F = data.dropna(subset=['WorriedIndex', 'Q4F'])\n", @@ -1473,10 +3046,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "id": "9e562278", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1510,10 +3094,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "id": "40bab9e5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=2.425409323356603, intercept=1.108732487986397, rvalue=0.6813875471248373, pvalue=0.0, stderr=0.007559350392110683, intercept_stderr=0.0036556202566925453)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_Q4G = data.dropna(subset=['WorriedIndex', 'Q4G'])\n", @@ -1526,10 +3121,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "id": "286a0953", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1562,10 +3168,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "id": "639fc6b8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=0.4723222815251765, intercept=0.03167380731336575, rvalue=0.4046421838798337, pvalue=0.0, stderr=0.003135107824045818, intercept_stderr=0.001512184422249732)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_exp = data.dropna(subset=['WorriedIndex', 'ExperiencedIndex'])\n", @@ -1578,10 +3195,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "id": "c0736ab6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1614,10 +3242,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "id": "e27920c4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=-10.615773183864325, intercept=46.40474640242689, rvalue=-0.13454802973574836, pvalue=0.0, stderr=0.22729941867782005, intercept_stderr=0.10996563361705705)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_age = data.dropna(subset=['WorriedIndex', 'Age'])\n", @@ -1630,10 +3269,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "id": "371bc1c4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter the data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1666,10 +3316,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "id": "7a1cef53", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=-1.2514272715648016, intercept=3.2790177122650577, rvalue=-0.27495142618378593, pvalue=0.0, stderr=0.0127802220637584, intercept_stderr=0.006180518524206588)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# drop missing values, regression, find p-value\n", "subset_feel = data.dropna(subset=['WorriedIndex', 'IncomeFeelings'])\n", @@ -1682,10 +3343,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "id": "454d9008", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#jitter data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1719,10 +3391,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "id": "dbc85089", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=-0.18901881252330213, intercept=0.6552773843135691, rvalue=-0.2465107168397015, pvalue=0.0, stderr=0.0021840540633191155, intercept_stderr=0.0010623601025233778)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# df = data[data['WorriedIndex'].notnull() & data['ResilienceIndex'].notnull()]\n", "subset_res = data.dropna(subset=['WorriedIndex', 'ResilienceIndex'])\n", @@ -1735,10 +3418,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 76, "id": "c14d6d80", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# jitter data\n", "worry_jitter = data['WorriedIndex'] + np.random.normal(0, 2, size=len(data['WorriedIndex']))\n", @@ -1781,10 +3475,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "id": "3952e959", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f78c1067e80>" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x288 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot correlation for a series of variables\n", "# plot line of best fit for all categories of one variable\n", @@ -1796,10 +3511,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 78, "id": "d36087ee", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f78817ed730>" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 864x288 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot correlation for a series of variables\n", "# plot line of best fit for all categories of one variable\n", @@ -1828,10 +3564,243 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "id": "a7200eb8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(149, 20)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country name</th>\n", + " <th>Regional indicator</th>\n", + " <th>Ladder score</th>\n", + " <th>Standard error of ladder score</th>\n", + " <th>upperwhisker</th>\n", + " <th>lowerwhisker</th>\n", + " <th>Logged GDP per capita</th>\n", + " <th>Social support</th>\n", + " <th>Healthy life expectancy</th>\n", + " <th>Freedom to make life choices</th>\n", + " <th>Generosity</th>\n", + " <th>Perceptions of corruption</th>\n", + " <th>Ladder score in Dystopia</th>\n", + " <th>Explained by: Log GDP per capita</th>\n", + " <th>Explained by: Social support</th>\n", + " <th>Explained by: Healthy life expectancy</th>\n", + " <th>Explained by: Freedom to make life choices</th>\n", + " <th>Explained by: Generosity</th>\n", + " <th>Explained by: Perceptions of corruption</th>\n", + " <th>Dystopia + residual</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Finland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.842</td>\n", + " <td>0.032</td>\n", + " <td>7.904</td>\n", + " <td>7.780</td>\n", + " <td>10.775</td>\n", + " <td>0.954</td>\n", + " <td>72.0</td>\n", + " <td>0.949</td>\n", + " <td>-0.098</td>\n", + " <td>0.186</td>\n", + " <td>2.43</td>\n", + " <td>1.446</td>\n", + " <td>1.106</td>\n", + " <td>0.741</td>\n", + " <td>0.691</td>\n", + " <td>0.124</td>\n", + " <td>0.481</td>\n", + " <td>3.253</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Denmark</td>\n", + " <td>Western Europe</td>\n", + " <td>7.620</td>\n", + " <td>0.035</td>\n", + " <td>7.687</td>\n", + " <td>7.552</td>\n", + " <td>10.933</td>\n", + " <td>0.954</td>\n", + " <td>72.7</td>\n", + " <td>0.946</td>\n", + " <td>0.030</td>\n", + " <td>0.179</td>\n", + " <td>2.43</td>\n", + " <td>1.502</td>\n", + " <td>1.108</td>\n", + " <td>0.763</td>\n", + " <td>0.686</td>\n", + " <td>0.208</td>\n", + " <td>0.485</td>\n", + " <td>2.868</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Switzerland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.571</td>\n", + " <td>0.036</td>\n", + " <td>7.643</td>\n", + " <td>7.500</td>\n", + " <td>11.117</td>\n", + " <td>0.942</td>\n", + " <td>74.4</td>\n", + " <td>0.919</td>\n", + " <td>0.025</td>\n", + " <td>0.292</td>\n", + " <td>2.43</td>\n", + " <td>1.566</td>\n", + " <td>1.079</td>\n", + " <td>0.816</td>\n", + " <td>0.653</td>\n", + " <td>0.204</td>\n", + " <td>0.413</td>\n", + " <td>2.839</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Iceland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.554</td>\n", + " <td>0.059</td>\n", + " <td>7.670</td>\n", + " <td>7.438</td>\n", + " <td>10.878</td>\n", + " <td>0.983</td>\n", + " <td>73.0</td>\n", + " <td>0.955</td>\n", + " <td>0.160</td>\n", + " <td>0.673</td>\n", + " <td>2.43</td>\n", + " <td>1.482</td>\n", + " <td>1.172</td>\n", + " <td>0.772</td>\n", + " <td>0.698</td>\n", + " <td>0.293</td>\n", + " <td>0.170</td>\n", + " <td>2.967</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Netherlands</td>\n", + " <td>Western Europe</td>\n", + " <td>7.464</td>\n", + " <td>0.027</td>\n", + " <td>7.518</td>\n", + " <td>7.410</td>\n", + " <td>10.932</td>\n", + " <td>0.942</td>\n", + " <td>72.4</td>\n", + " <td>0.913</td>\n", + " <td>0.175</td>\n", + " <td>0.338</td>\n", + " <td>2.43</td>\n", + " <td>1.501</td>\n", + " <td>1.079</td>\n", + " <td>0.753</td>\n", + " <td>0.647</td>\n", + " <td>0.302</td>\n", + " <td>0.384</td>\n", + " <td>2.798</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Country name Regional indicator Ladder score \\\n", + "0 Finland Western Europe 7.842 \n", + "1 Denmark Western Europe 7.620 \n", + "2 Switzerland Western Europe 7.571 \n", + "3 Iceland Western Europe 7.554 \n", + "4 Netherlands Western Europe 7.464 \n", + "\n", + " Standard error of ladder score upperwhisker lowerwhisker \\\n", + "0 0.032 7.904 7.780 \n", + "1 0.035 7.687 7.552 \n", + "2 0.036 7.643 7.500 \n", + "3 0.059 7.670 7.438 \n", + "4 0.027 7.518 7.410 \n", + "\n", + " Logged GDP per capita Social support Healthy life expectancy \\\n", + "0 10.775 0.954 72.0 \n", + "1 10.933 0.954 72.7 \n", + "2 11.117 0.942 74.4 \n", + "3 10.878 0.983 73.0 \n", + "4 10.932 0.942 72.4 \n", + "\n", + " Freedom to make life choices Generosity Perceptions of corruption \\\n", + "0 0.949 -0.098 0.186 \n", + "1 0.946 0.030 0.179 \n", + "2 0.919 0.025 0.292 \n", + "3 0.955 0.160 0.673 \n", + "4 0.913 0.175 0.338 \n", + "\n", + " Ladder score in Dystopia Explained by: Log GDP per capita \\\n", + "0 2.43 1.446 \n", + "1 2.43 1.502 \n", + "2 2.43 1.566 \n", + "3 2.43 1.482 \n", + "4 2.43 1.501 \n", + "\n", + " Explained by: Social support Explained by: Healthy life expectancy \\\n", + "0 1.106 0.741 \n", + "1 1.108 0.763 \n", + "2 1.079 0.816 \n", + "3 1.172 0.772 \n", + "4 1.079 0.753 \n", + "\n", + " Explained by: Freedom to make life choices Explained by: Generosity \\\n", + "0 0.691 0.124 \n", + "1 0.686 0.208 \n", + "2 0.653 0.204 \n", + "3 0.698 0.293 \n", + "4 0.647 0.302 \n", + "\n", + " Explained by: Perceptions of corruption Dystopia + residual \n", + "0 0.481 3.253 \n", + "1 0.485 2.868 \n", + "2 0.413 2.839 \n", + "3 0.170 2.967 \n", + "4 0.384 2.798 " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#load happiness data\n", "data_happy = pd.read_csv(\"world-happiness-report-2021_rank.csv\")\n", @@ -1841,10 +3810,437 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "id": "50670fbd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country name</th>\n", + " <th>Regional indicator</th>\n", + " <th>Ladder score</th>\n", + " <th>Standard error of ladder score</th>\n", + " <th>upperwhisker</th>\n", + " <th>lowerwhisker</th>\n", + " <th>Logged GDP per capita</th>\n", + " <th>Social support</th>\n", + " <th>Healthy life expectancy</th>\n", + " <th>Freedom to make life choices</th>\n", + " <th>...</th>\n", + " <th>Perceptions of corruption</th>\n", + " <th>Ladder score in Dystopia</th>\n", + " <th>Explained by: Log GDP per capita</th>\n", + " <th>Explained by: Social support</th>\n", + " <th>Explained by: Healthy life expectancy</th>\n", + " <th>Explained by: Freedom to make life choices</th>\n", + " <th>Explained by: Generosity</th>\n", + " <th>Explained by: Perceptions of corruption</th>\n", + " <th>Dystopia + residual</th>\n", + " <th>Happy_rank</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Finland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.842</td>\n", + " <td>0.032</td>\n", + " <td>7.904</td>\n", + " <td>7.780</td>\n", + " <td>10.775</td>\n", + " <td>0.954</td>\n", + " <td>72.000</td>\n", + " <td>0.949</td>\n", + " <td>...</td>\n", + " <td>0.186</td>\n", + " <td>2.43</td>\n", + " <td>1.446</td>\n", + " <td>1.106</td>\n", + " <td>0.741</td>\n", + " <td>0.691</td>\n", + " <td>0.124</td>\n", + " <td>0.481</td>\n", + " <td>3.253</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Denmark</td>\n", + " <td>Western Europe</td>\n", + " <td>7.620</td>\n", + " <td>0.035</td>\n", + " <td>7.687</td>\n", + " <td>7.552</td>\n", + " <td>10.933</td>\n", + " <td>0.954</td>\n", + " <td>72.700</td>\n", + " <td>0.946</td>\n", + " <td>...</td>\n", + " <td>0.179</td>\n", + " <td>2.43</td>\n", + " <td>1.502</td>\n", + " <td>1.108</td>\n", + " <td>0.763</td>\n", + " <td>0.686</td>\n", + " <td>0.208</td>\n", + " <td>0.485</td>\n", + " <td>2.868</td>\n", + " <td>2</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Switzerland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.571</td>\n", + " <td>0.036</td>\n", + " <td>7.643</td>\n", + " <td>7.500</td>\n", + " <td>11.117</td>\n", + " <td>0.942</td>\n", + " <td>74.400</td>\n", + " <td>0.919</td>\n", + " <td>...</td>\n", + " <td>0.292</td>\n", + " <td>2.43</td>\n", + " <td>1.566</td>\n", + " <td>1.079</td>\n", + " <td>0.816</td>\n", + " <td>0.653</td>\n", + " <td>0.204</td>\n", + " <td>0.413</td>\n", + " <td>2.839</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Iceland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.554</td>\n", + " <td>0.059</td>\n", + " <td>7.670</td>\n", + " <td>7.438</td>\n", + " <td>10.878</td>\n", + " <td>0.983</td>\n", + " <td>73.000</td>\n", + " <td>0.955</td>\n", + " <td>...</td>\n", + " <td>0.673</td>\n", + " <td>2.43</td>\n", + " <td>1.482</td>\n", + " <td>1.172</td>\n", + " <td>0.772</td>\n", + " <td>0.698</td>\n", + " <td>0.293</td>\n", + " <td>0.170</td>\n", + " <td>2.967</td>\n", + " <td>4</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Netherlands</td>\n", + " <td>Western Europe</td>\n", + " <td>7.464</td>\n", + " <td>0.027</td>\n", + " <td>7.518</td>\n", + " <td>7.410</td>\n", + " <td>10.932</td>\n", + " <td>0.942</td>\n", + " <td>72.400</td>\n", + " <td>0.913</td>\n", + " <td>...</td>\n", + " <td>0.338</td>\n", + " <td>2.43</td>\n", + " <td>1.501</td>\n", + " <td>1.079</td>\n", + " <td>0.753</td>\n", + " <td>0.647</td>\n", + " <td>0.302</td>\n", + " <td>0.384</td>\n", + " <td>2.798</td>\n", + " <td>5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>144</th>\n", + " <td>Lesotho</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>3.512</td>\n", + " <td>0.120</td>\n", + " <td>3.748</td>\n", + " <td>3.276</td>\n", + " <td>7.926</td>\n", + " <td>0.787</td>\n", + " <td>48.700</td>\n", + " <td>0.715</td>\n", + " <td>...</td>\n", + " <td>0.915</td>\n", + " <td>2.43</td>\n", + " <td>0.451</td>\n", + " <td>0.731</td>\n", + " <td>0.007</td>\n", + " <td>0.405</td>\n", + " <td>0.103</td>\n", + " <td>0.015</td>\n", + " <td>1.800</td>\n", + " <td>145</td>\n", + " </tr>\n", + " <tr>\n", + " <th>145</th>\n", + " <td>Botswana</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>3.467</td>\n", + " <td>0.074</td>\n", + " <td>3.611</td>\n", + " <td>3.322</td>\n", + " <td>9.782</td>\n", + " <td>0.784</td>\n", + " <td>59.269</td>\n", + " <td>0.824</td>\n", + " <td>...</td>\n", + " <td>0.801</td>\n", + " <td>2.43</td>\n", + " <td>1.099</td>\n", + " <td>0.724</td>\n", + " <td>0.340</td>\n", + " <td>0.539</td>\n", + " <td>0.027</td>\n", + " <td>0.088</td>\n", + " <td>0.648</td>\n", + " <td>146</td>\n", + " </tr>\n", + " <tr>\n", + " <th>146</th>\n", + " <td>Rwanda</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>3.415</td>\n", + " <td>0.068</td>\n", + " <td>3.548</td>\n", + " <td>3.282</td>\n", + " <td>7.676</td>\n", + " <td>0.552</td>\n", + " <td>61.400</td>\n", + " <td>0.897</td>\n", + " <td>...</td>\n", + " <td>0.167</td>\n", + " <td>2.43</td>\n", + " <td>0.364</td>\n", + " <td>0.202</td>\n", + " <td>0.407</td>\n", + " <td>0.627</td>\n", + " <td>0.227</td>\n", + " <td>0.493</td>\n", + " <td>1.095</td>\n", + " <td>147</td>\n", + " </tr>\n", + " <tr>\n", + " <th>147</th>\n", + " <td>Zimbabwe</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>3.145</td>\n", + " <td>0.058</td>\n", + " <td>3.259</td>\n", + " <td>3.030</td>\n", + " <td>7.943</td>\n", + " <td>0.750</td>\n", + " <td>56.201</td>\n", + " <td>0.677</td>\n", + " <td>...</td>\n", + " <td>0.821</td>\n", + " <td>2.43</td>\n", + " <td>0.457</td>\n", + " <td>0.649</td>\n", + " <td>0.243</td>\n", + " <td>0.359</td>\n", + " <td>0.157</td>\n", + " <td>0.075</td>\n", + " <td>1.205</td>\n", + " <td>148</td>\n", + " </tr>\n", + " <tr>\n", + " <th>148</th>\n", + " <td>Afghanistan</td>\n", + " <td>South Asia</td>\n", + " <td>2.523</td>\n", + " <td>0.038</td>\n", + " <td>2.596</td>\n", + " <td>2.449</td>\n", + " <td>7.695</td>\n", + " <td>0.463</td>\n", + " <td>52.493</td>\n", + " <td>0.382</td>\n", + " <td>...</td>\n", + " <td>0.924</td>\n", + " <td>2.43</td>\n", + " <td>0.370</td>\n", + " <td>0.000</td>\n", + " <td>0.126</td>\n", + " <td>0.000</td>\n", + " <td>0.122</td>\n", + " <td>0.010</td>\n", + " <td>1.895</td>\n", + " <td>149</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>149 rows × 21 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country name Regional indicator Ladder score \\\n", + "0 Finland Western Europe 7.842 \n", + "1 Denmark Western Europe 7.620 \n", + "2 Switzerland Western Europe 7.571 \n", + "3 Iceland Western Europe 7.554 \n", + "4 Netherlands Western Europe 7.464 \n", + ".. ... ... ... \n", + "144 Lesotho Sub-Saharan Africa 3.512 \n", + "145 Botswana Sub-Saharan Africa 3.467 \n", + "146 Rwanda Sub-Saharan Africa 3.415 \n", + "147 Zimbabwe Sub-Saharan Africa 3.145 \n", + "148 Afghanistan South Asia 2.523 \n", + "\n", + " Standard error of ladder score upperwhisker lowerwhisker \\\n", + "0 0.032 7.904 7.780 \n", + "1 0.035 7.687 7.552 \n", + "2 0.036 7.643 7.500 \n", + "3 0.059 7.670 7.438 \n", + "4 0.027 7.518 7.410 \n", + ".. ... ... ... \n", + "144 0.120 3.748 3.276 \n", + "145 0.074 3.611 3.322 \n", + "146 0.068 3.548 3.282 \n", + "147 0.058 3.259 3.030 \n", + "148 0.038 2.596 2.449 \n", + "\n", + " Logged GDP per capita Social support Healthy life expectancy \\\n", + "0 10.775 0.954 72.000 \n", + "1 10.933 0.954 72.700 \n", + "2 11.117 0.942 74.400 \n", + "3 10.878 0.983 73.000 \n", + "4 10.932 0.942 72.400 \n", + ".. ... ... ... \n", + "144 7.926 0.787 48.700 \n", + "145 9.782 0.784 59.269 \n", + "146 7.676 0.552 61.400 \n", + "147 7.943 0.750 56.201 \n", + "148 7.695 0.463 52.493 \n", + "\n", + " Freedom to make life choices ... Perceptions of corruption \\\n", + "0 0.949 ... 0.186 \n", + "1 0.946 ... 0.179 \n", + "2 0.919 ... 0.292 \n", + "3 0.955 ... 0.673 \n", + "4 0.913 ... 0.338 \n", + ".. ... ... ... \n", + "144 0.715 ... 0.915 \n", + "145 0.824 ... 0.801 \n", + "146 0.897 ... 0.167 \n", + "147 0.677 ... 0.821 \n", + "148 0.382 ... 0.924 \n", + "\n", + " Ladder score in Dystopia Explained by: Log GDP per capita \\\n", + "0 2.43 1.446 \n", + "1 2.43 1.502 \n", + "2 2.43 1.566 \n", + "3 2.43 1.482 \n", + "4 2.43 1.501 \n", + ".. ... ... \n", + "144 2.43 0.451 \n", + "145 2.43 1.099 \n", + "146 2.43 0.364 \n", + "147 2.43 0.457 \n", + "148 2.43 0.370 \n", + "\n", + " Explained by: Social support Explained by: Healthy life expectancy \\\n", + "0 1.106 0.741 \n", + "1 1.108 0.763 \n", + "2 1.079 0.816 \n", + "3 1.172 0.772 \n", + "4 1.079 0.753 \n", + ".. ... ... \n", + "144 0.731 0.007 \n", + "145 0.724 0.340 \n", + "146 0.202 0.407 \n", + "147 0.649 0.243 \n", + "148 0.000 0.126 \n", + "\n", + " Explained by: Freedom to make life choices Explained by: Generosity \\\n", + "0 0.691 0.124 \n", + "1 0.686 0.208 \n", + "2 0.653 0.204 \n", + "3 0.698 0.293 \n", + "4 0.647 0.302 \n", + ".. ... ... \n", + "144 0.405 0.103 \n", + "145 0.539 0.027 \n", + "146 0.627 0.227 \n", + "147 0.359 0.157 \n", + "148 0.000 0.122 \n", + "\n", + " Explained by: Perceptions of corruption Dystopia + residual Happy_rank \n", + "0 0.481 3.253 1 \n", + "1 0.485 2.868 2 \n", + "2 0.413 2.839 3 \n", + "3 0.170 2.967 4 \n", + "4 0.384 2.798 5 \n", + ".. ... ... ... \n", + "144 0.015 1.800 145 \n", + "145 0.088 0.648 146 \n", + "146 0.493 1.095 147 \n", + "147 0.075 1.205 148 \n", + "148 0.010 1.895 149 \n", + "\n", + "[149 rows x 21 columns]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# adding an attribute 'Happy_rank' ranking the 149 listed countries from 1 to 149\n", "# 1 means the most happy and 149 means the least happy\n", @@ -1854,10 +4250,252 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "id": "4bb48985", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country name</th>\n", + " <th>Regional indicator</th>\n", + " <th>Ladder score</th>\n", + " <th>Standard error of ladder score</th>\n", + " <th>upperwhisker</th>\n", + " <th>lowerwhisker</th>\n", + " <th>Logged GDP per capita</th>\n", + " <th>Social support</th>\n", + " <th>Healthy life expectancy</th>\n", + " <th>Freedom to make life choices</th>\n", + " <th>...</th>\n", + " <th>Ladder score in Dystopia</th>\n", + " <th>Explained by: Log GDP per capita</th>\n", + " <th>Explained by: Social support</th>\n", + " <th>Explained by: Healthy life expectancy</th>\n", + " <th>Explained by: Freedom to make life choices</th>\n", + " <th>Explained by: Generosity</th>\n", + " <th>Explained by: Perceptions of corruption</th>\n", + " <th>Dystopia + residual</th>\n", + " <th>Happy_rank</th>\n", + " <th>Country</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Finland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.842</td>\n", + " <td>0.032</td>\n", + " <td>7.904</td>\n", + " <td>7.780</td>\n", + " <td>10.775</td>\n", + " <td>0.954</td>\n", + " <td>72.0</td>\n", + " <td>0.949</td>\n", + " <td>...</td>\n", + " <td>2.43</td>\n", + " <td>1.446</td>\n", + " <td>1.106</td>\n", + " <td>0.741</td>\n", + " <td>0.691</td>\n", + " <td>0.124</td>\n", + " <td>0.481</td>\n", + " <td>3.253</td>\n", + " <td>1</td>\n", + " <td>Finland</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Denmark</td>\n", + " <td>Western Europe</td>\n", + " <td>7.620</td>\n", + " <td>0.035</td>\n", + " <td>7.687</td>\n", + " <td>7.552</td>\n", + " <td>10.933</td>\n", + " <td>0.954</td>\n", + " <td>72.7</td>\n", + " <td>0.946</td>\n", + " <td>...</td>\n", + " <td>2.43</td>\n", + " <td>1.502</td>\n", + " <td>1.108</td>\n", + " <td>0.763</td>\n", + " <td>0.686</td>\n", + " <td>0.208</td>\n", + " <td>0.485</td>\n", + " <td>2.868</td>\n", + " <td>2</td>\n", + " <td>Denmark</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Switzerland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.571</td>\n", + " <td>0.036</td>\n", + " <td>7.643</td>\n", + " <td>7.500</td>\n", + " <td>11.117</td>\n", + " <td>0.942</td>\n", + " <td>74.4</td>\n", + " <td>0.919</td>\n", + " <td>...</td>\n", + " <td>2.43</td>\n", + " <td>1.566</td>\n", + " <td>1.079</td>\n", + " <td>0.816</td>\n", + " <td>0.653</td>\n", + " <td>0.204</td>\n", + " <td>0.413</td>\n", + " <td>2.839</td>\n", + " <td>3</td>\n", + " <td>Switzerland</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Iceland</td>\n", + " <td>Western Europe</td>\n", + " <td>7.554</td>\n", + " <td>0.059</td>\n", + " <td>7.670</td>\n", + " <td>7.438</td>\n", + " <td>10.878</td>\n", + " <td>0.983</td>\n", + " <td>73.0</td>\n", + " <td>0.955</td>\n", + " <td>...</td>\n", + " <td>2.43</td>\n", + " <td>1.482</td>\n", + " <td>1.172</td>\n", + " <td>0.772</td>\n", + " <td>0.698</td>\n", + " <td>0.293</td>\n", + " <td>0.170</td>\n", + " <td>2.967</td>\n", + " <td>4</td>\n", + " <td>Iceland</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Netherlands</td>\n", + " <td>Western Europe</td>\n", + " <td>7.464</td>\n", + " <td>0.027</td>\n", + " <td>7.518</td>\n", + " <td>7.410</td>\n", + " <td>10.932</td>\n", + " <td>0.942</td>\n", + " <td>72.4</td>\n", + " <td>0.913</td>\n", + " <td>...</td>\n", + " <td>2.43</td>\n", + " <td>1.501</td>\n", + " <td>1.079</td>\n", + " <td>0.753</td>\n", + " <td>0.647</td>\n", + " <td>0.302</td>\n", + " <td>0.384</td>\n", + " <td>2.798</td>\n", + " <td>5</td>\n", + " <td>Netherlands</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 22 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country name Regional indicator Ladder score \\\n", + "0 Finland Western Europe 7.842 \n", + "1 Denmark Western Europe 7.620 \n", + "2 Switzerland Western Europe 7.571 \n", + "3 Iceland Western Europe 7.554 \n", + "4 Netherlands Western Europe 7.464 \n", + "\n", + " Standard error of ladder score upperwhisker lowerwhisker \\\n", + "0 0.032 7.904 7.780 \n", + "1 0.035 7.687 7.552 \n", + "2 0.036 7.643 7.500 \n", + "3 0.059 7.670 7.438 \n", + "4 0.027 7.518 7.410 \n", + "\n", + " Logged GDP per capita Social support Healthy life expectancy \\\n", + "0 10.775 0.954 72.0 \n", + "1 10.933 0.954 72.7 \n", + "2 11.117 0.942 74.4 \n", + "3 10.878 0.983 73.0 \n", + "4 10.932 0.942 72.4 \n", + "\n", + " Freedom to make life choices ... Ladder score in Dystopia \\\n", + "0 0.949 ... 2.43 \n", + "1 0.946 ... 2.43 \n", + "2 0.919 ... 2.43 \n", + "3 0.955 ... 2.43 \n", + "4 0.913 ... 2.43 \n", + "\n", + " Explained by: Log GDP per capita Explained by: Social support \\\n", + "0 1.446 1.106 \n", + "1 1.502 1.108 \n", + "2 1.566 1.079 \n", + "3 1.482 1.172 \n", + "4 1.501 1.079 \n", + "\n", + " Explained by: Healthy life expectancy \\\n", + "0 0.741 \n", + "1 0.763 \n", + "2 0.816 \n", + "3 0.772 \n", + "4 0.753 \n", + "\n", + " Explained by: Freedom to make life choices Explained by: Generosity \\\n", + "0 0.691 0.124 \n", + "1 0.686 0.208 \n", + "2 0.653 0.204 \n", + "3 0.698 0.293 \n", + "4 0.647 0.302 \n", + "\n", + " Explained by: Perceptions of corruption Dystopia + residual Happy_rank \\\n", + "0 0.481 3.253 1 \n", + "1 0.485 2.868 2 \n", + "2 0.413 2.839 3 \n", + "3 0.170 2.967 4 \n", + "4 0.384 2.798 5 \n", + "\n", + " Country \n", + "0 Finland \n", + "1 Denmark \n", + "2 Switzerland \n", + "3 Iceland \n", + "4 Netherlands \n", + "\n", + "[5 rows x 22 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# adding an attribute 'Country' with the same content as 'Country name'\n", "# this makes it possible to sort both tables by the name of the country\n", @@ -1867,10 +4505,111 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "id": "85b4d3c7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(144, 5)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>Worry Index</th>\n", + " <th>Experience Index</th>\n", + " <th>Worry and Experience Gap</th>\n", + " <th>Resilience Index</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Mali</td>\n", + " <td>0.66</td>\n", + " <td>0.38</td>\n", + " <td>0.27</td>\n", + " <td>0.45</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Guinea</td>\n", + " <td>0.65</td>\n", + " <td>0.34</td>\n", + " <td>0.29</td>\n", + " <td>0.43</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Mozambique</td>\n", + " <td>0.64</td>\n", + " <td>0.40</td>\n", + " <td>0.22</td>\n", + " <td>0.53</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Malawi</td>\n", + " <td>0.63</td>\n", + " <td>0.41</td>\n", + " <td>0.21</td>\n", + " <td>-</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Lesotho</td>\n", + " <td>0.61</td>\n", + " <td>0.34</td>\n", + " <td>0.25</td>\n", + " <td>-</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Country Worry Index Experience Index Worry and Experience Gap \\\n", + "0 Mali 0.66 0.38 0.27 \n", + "1 Guinea 0.65 0.34 0.29 \n", + "2 Mozambique 0.64 0.40 0.22 \n", + "3 Malawi 0.63 0.41 0.21 \n", + "4 Lesotho 0.61 0.34 0.25 \n", + "\n", + " Resilience Index \n", + "0 0.45 \n", + "1 0.43 \n", + "2 0.53 \n", + "3 - \n", + "4 - " + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#read worry index data\n", "data_worry = pd.read_csv(\"WRP 2021 Indexes_WRP 2021 Indexes_Tabelle_original.csv\")\n", @@ -1880,10 +4619,179 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "id": "6c0a8bcd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>Worry Index</th>\n", + " <th>Experience Index</th>\n", + " <th>Worry and Experience Gap</th>\n", + " <th>Resilience Index</th>\n", + " <th>Worry_rank</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Mali</td>\n", + " <td>0.66</td>\n", + " <td>0.38</td>\n", + " <td>0.27</td>\n", + " <td>0.45</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Guinea</td>\n", + " <td>0.65</td>\n", + " <td>0.34</td>\n", + " <td>0.29</td>\n", + " <td>0.43</td>\n", + " <td>2</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Mozambique</td>\n", + " <td>0.64</td>\n", + " <td>0.40</td>\n", + " <td>0.22</td>\n", + " <td>0.53</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Malawi</td>\n", + " <td>0.63</td>\n", + " <td>0.41</td>\n", + " <td>0.21</td>\n", + " <td>-</td>\n", + " <td>4</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Lesotho</td>\n", + " <td>0.61</td>\n", + " <td>0.34</td>\n", + " <td>0.25</td>\n", + " <td>-</td>\n", + " <td>5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>139</th>\n", + " <td>Singapore</td>\n", + " <td>0.24</td>\n", + " <td>0.08</td>\n", + " <td>0.16</td>\n", + " <td>0.71</td>\n", + " <td>140</td>\n", + " </tr>\n", + " <tr>\n", + " <th>140</th>\n", + " <td>United Arab Emirates</td>\n", + " <td>0.24</td>\n", + " <td>0.13</td>\n", + " <td>0.11</td>\n", + " <td>0.72</td>\n", + " <td>141</td>\n", + " </tr>\n", + " <tr>\n", + " <th>141</th>\n", + " <td>Denmark</td>\n", + " <td>0.23</td>\n", + " <td>0.13</td>\n", + " <td>0.10</td>\n", + " <td>0.67</td>\n", + " <td>142</td>\n", + " </tr>\n", + " <tr>\n", + " <th>142</th>\n", + " <td>Uzbekistan</td>\n", + " <td>0.22</td>\n", + " <td>0.05</td>\n", + " <td>0.16</td>\n", + " <td>0.65</td>\n", + " <td>143</td>\n", + " </tr>\n", + " <tr>\n", + " <th>143</th>\n", + " <td>Sweden</td>\n", + " <td>0.20</td>\n", + " <td>0.15</td>\n", + " <td>0.05</td>\n", + " <td>0.71</td>\n", + " <td>144</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>144 rows × 6 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country Worry Index Experience Index \\\n", + "0 Mali 0.66 0.38 \n", + "1 Guinea 0.65 0.34 \n", + "2 Mozambique 0.64 0.40 \n", + "3 Malawi 0.63 0.41 \n", + "4 Lesotho 0.61 0.34 \n", + ".. ... ... ... \n", + "139 Singapore 0.24 0.08 \n", + "140 United Arab Emirates 0.24 0.13 \n", + "141 Denmark 0.23 0.13 \n", + "142 Uzbekistan 0.22 0.05 \n", + "143 Sweden 0.20 0.15 \n", + "\n", + " Worry and Experience Gap Resilience Index Worry_rank \n", + "0 0.27 0.45 1 \n", + "1 0.29 0.43 2 \n", + "2 0.22 0.53 3 \n", + "3 0.21 - 4 \n", + "4 0.25 - 5 \n", + ".. ... ... ... \n", + "139 0.16 0.71 140 \n", + "140 0.11 0.72 141 \n", + "141 0.10 0.67 142 \n", + "142 0.16 0.65 143 \n", + "143 0.05 0.71 144 \n", + "\n", + "[144 rows x 6 columns]" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# adding an attribute 'Worry_Rank' ranking the 144 listed countries from 1 to 144\n", "# 1 means the most worried and 144 means the least worried\n", @@ -1893,10 +4801,186 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "id": "ea59e099", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(154, 6)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>Regional indicator</th>\n", + " <th>Worry Index</th>\n", + " <th>Worry_rank</th>\n", + " <th>Ladder score</th>\n", + " <th>Happy_rank</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Mali</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.66</td>\n", + " <td>1.0</td>\n", + " <td>4.723</td>\n", + " <td>117.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Guinea</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.65</td>\n", + " <td>2.0</td>\n", + " <td>4.984</td>\n", + " <td>102.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Mozambique</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.64</td>\n", + " <td>3.0</td>\n", + " <td>4.794</td>\n", + " <td>115.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Malawi</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.63</td>\n", + " <td>4.0</td>\n", + " <td>3.600</td>\n", + " <td>144.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Lesotho</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.61</td>\n", + " <td>5.0</td>\n", + " <td>3.512</td>\n", + " <td>145.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>149</th>\n", + " <td>Gambia</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>5.051</td>\n", + " <td>98.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>150</th>\n", + " <td>Swaziland</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>4.308</td>\n", + " <td>130.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>151</th>\n", + " <td>Comoros</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>4.289</td>\n", + " <td>131.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>152</th>\n", + " <td>Burundi</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>3.775</td>\n", + " <td>140.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>153</th>\n", + " <td>Haiti</td>\n", + " <td>Latin America and Caribbean</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>3.615</td>\n", + " <td>143.0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>154 rows × 6 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country Regional indicator Worry Index Worry_rank \\\n", + "0 Mali Sub-Saharan Africa 0.66 1.0 \n", + "1 Guinea Sub-Saharan Africa 0.65 2.0 \n", + "2 Mozambique Sub-Saharan Africa 0.64 3.0 \n", + "3 Malawi Sub-Saharan Africa 0.63 4.0 \n", + "4 Lesotho Sub-Saharan Africa 0.61 5.0 \n", + ".. ... ... ... ... \n", + "149 Gambia Sub-Saharan Africa NaN NaN \n", + "150 Swaziland Sub-Saharan Africa NaN NaN \n", + "151 Comoros Sub-Saharan Africa NaN NaN \n", + "152 Burundi Sub-Saharan Africa NaN NaN \n", + "153 Haiti Latin America and Caribbean NaN NaN \n", + "\n", + " Ladder score Happy_rank \n", + "0 4.723 117.0 \n", + "1 4.984 102.0 \n", + "2 4.794 115.0 \n", + "3 3.600 144.0 \n", + "4 3.512 145.0 \n", + ".. ... ... \n", + "149 5.051 98.0 \n", + "150 4.308 130.0 \n", + "151 4.289 131.0 \n", + "152 3.775 140.0 \n", + "153 3.615 143.0 \n", + "\n", + "[154 rows x 6 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# the two data sets are merged, sorting the rows using the variable 'Country' \n", "df= pd.merge(data_worry, data_happy, on=\"Country\", how='outer')\n", @@ -1922,10 +5006,186 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "id": "3f3f0284", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(139, 6)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Country</th>\n", + " <th>Regional indicator</th>\n", + " <th>Worry Index</th>\n", + " <th>Worry_rank</th>\n", + " <th>Ladder score</th>\n", + " <th>Happy_rank</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Mali</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.66</td>\n", + " <td>1.0</td>\n", + " <td>4.723</td>\n", + " <td>117.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Guinea</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.65</td>\n", + " <td>2.0</td>\n", + " <td>4.984</td>\n", + " <td>102.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Mozambique</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.64</td>\n", + " <td>3.0</td>\n", + " <td>4.794</td>\n", + " <td>115.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Malawi</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.63</td>\n", + " <td>4.0</td>\n", + " <td>3.600</td>\n", + " <td>144.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Lesotho</td>\n", + " <td>Sub-Saharan Africa</td>\n", + " <td>0.61</td>\n", + " <td>5.0</td>\n", + " <td>3.512</td>\n", + " <td>145.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>139</th>\n", + " <td>Singapore</td>\n", + " <td>Southeast Asia</td>\n", + " <td>0.24</td>\n", + " <td>140.0</td>\n", + " <td>6.377</td>\n", + " <td>32.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>140</th>\n", + " <td>United Arab Emirates</td>\n", + " <td>Middle East and North Africa</td>\n", + " <td>0.24</td>\n", + " <td>141.0</td>\n", + " <td>6.561</td>\n", + " <td>25.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>141</th>\n", + " <td>Denmark</td>\n", + " <td>Western Europe</td>\n", + " <td>0.23</td>\n", + " <td>142.0</td>\n", + " <td>7.620</td>\n", + " <td>2.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>142</th>\n", + " <td>Uzbekistan</td>\n", + " <td>Commonwealth of Independent States</td>\n", + " <td>0.22</td>\n", + " <td>143.0</td>\n", + " <td>6.179</td>\n", + " <td>42.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>143</th>\n", + " <td>Sweden</td>\n", + " <td>Western Europe</td>\n", + " <td>0.20</td>\n", + " <td>144.0</td>\n", + " <td>7.363</td>\n", + " <td>7.0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>139 rows × 6 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Country Regional indicator Worry Index \\\n", + "0 Mali Sub-Saharan Africa 0.66 \n", + "1 Guinea Sub-Saharan Africa 0.65 \n", + "2 Mozambique Sub-Saharan Africa 0.64 \n", + "3 Malawi Sub-Saharan Africa 0.63 \n", + "4 Lesotho Sub-Saharan Africa 0.61 \n", + ".. ... ... ... \n", + "139 Singapore Southeast Asia 0.24 \n", + "140 United Arab Emirates Middle East and North Africa 0.24 \n", + "141 Denmark Western Europe 0.23 \n", + "142 Uzbekistan Commonwealth of Independent States 0.22 \n", + "143 Sweden Western Europe 0.20 \n", + "\n", + " Worry_rank Ladder score Happy_rank \n", + "0 1.0 4.723 117.0 \n", + "1 2.0 4.984 102.0 \n", + "2 3.0 4.794 115.0 \n", + "3 4.0 3.600 144.0 \n", + "4 5.0 3.512 145.0 \n", + ".. ... ... ... \n", + "139 140.0 6.377 32.0 \n", + "140 141.0 6.561 25.0 \n", + "141 142.0 7.620 2.0 \n", + "142 143.0 6.179 42.0 \n", + "143 144.0 7.363 7.0 \n", + "\n", + "[139 rows x 6 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# dropping all rows that include NaN values. \n", "# now there are 139 countries listed in the data set\n", @@ -1956,30 +5216,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "id": "78ac7543", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 139.000000\n", + "mean 5.577108\n", + "std 1.073777\n", + "min 2.523000\n", + "25% 4.864500\n", + "50% 5.653000\n", + "75% 6.313000\n", + "max 7.842000\n", + "Name: Ladder score, dtype: float64" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df['Ladder score'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "id": "55c9de1f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 139.000000\n", + "mean 0.428489\n", + "std 0.100375\n", + "min 0.200000\n", + "25% 0.350000\n", + "50% 0.420000\n", + "75% 0.500000\n", + "max 0.660000\n", + "Name: Worry Index, dtype: float64" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df['Worry Index'].describe()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 88, "id": "c8debe3b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1224x432 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(17, 6))\n", "sns.histplot(data=df, x=df['Worry Index'], kde=\"true\", bins=12, palette = 'colorblind',ax=ax[0])\n", @@ -1998,20 +5307,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "id": "1bcd4520", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Sub-Saharan Africa 31\n", + "Western Europe 20\n", + "Latin America and Caribbean 19\n", + "Middle East and North Africa 17\n", + "Central and Eastern Europe 17\n", + "Commonwealth of Independent States 12\n", + "Southeast Asia 9\n", + "South Asia 6\n", + "East Asia 4\n", + "North America and ANZ 4\n", + "Name: Regional indicator, dtype: int64" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df['Regional indicator'].value_counts()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "id": "6a4b6e6b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 139\n", + "unique 10\n", + "top Sub-Saharan Africa\n", + "freq 31\n", + "Name: Regional indicator, dtype: object" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df['Regional indicator'].describe()" ] @@ -2032,20 +5377,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "id": "7f803131", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.boxplot(x=\"Worry Index\", y=\"Regional indicator\", data=df);" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "id": "f0e212af", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.boxplot(x=\"Ladder score\", y=\"Regional indicator\", data=df);" ] @@ -2062,10 +5429,83 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "id": "e0ee6226", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Worry Index</th>\n", + " <th>Worry_rank</th>\n", + " <th>Ladder score</th>\n", + " <th>Happy_rank</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>Worry Index</th>\n", + " <td>1.000000</td>\n", + " <td>-0.987673</td>\n", + " <td>-0.554938</td>\n", + " <td>0.562688</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Worry_rank</th>\n", + " <td>-0.987673</td>\n", + " <td>1.000000</td>\n", + " <td>0.550151</td>\n", + " <td>-0.556425</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Ladder score</th>\n", + " <td>-0.554938</td>\n", + " <td>0.550151</td>\n", + " <td>1.000000</td>\n", + " <td>-0.983652</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Happy_rank</th>\n", + " <td>0.562688</td>\n", + " <td>-0.556425</td>\n", + " <td>-0.983652</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Worry Index Worry_rank Ladder score Happy_rank\n", + "Worry Index 1.000000 -0.987673 -0.554938 0.562688\n", + "Worry_rank -0.987673 1.000000 0.550151 -0.556425\n", + "Ladder score -0.554938 0.550151 1.000000 -0.983652\n", + "Happy_rank 0.562688 -0.556425 -0.983652 1.000000" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data.corr(method=\"spearman\")\n", "df.corr()" @@ -2101,10 +5541,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "id": "6957d939", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=-0.5808739903515289, intercept=115.99361910347466, rvalue=-0.5564248136840402, pvalue=1.1447311871179498e-12, stderr=0.07410761776409025, intercept_stderr=6.2455039049452505)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from scipy.stats import linregress\n", "\n", @@ -2118,10 +5569,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "id": "67e4f59b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "happyr_jitter = ys + np.random.normal(0, 0.3, len(xs))\n", "plt.plot(xs, happyr_jitter, 'o', markersize=5, alpha=0.3)\n", @@ -2146,10 +5608,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "id": "0b2e2113", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LinregressResult(slope=-5.936507364050683, intercept=8.120837256135674, rvalue=-0.5549382684736567, pvalue=1.3518207710531251e-12, stderr=0.7603135934699988, intercept_stderr=0.3345429537098135)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "subset_index = df.dropna(subset=['Worry Index', 'Ladder score'])\n", "xs = subset_index['Worry Index']\n", @@ -2161,10 +5634,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 97, "id": "bf2a96cd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "happyi_jitter = ys + np.random.normal(0, 0.3, len(xs))\n", "plt.plot(xs, happyi_jitter, 'o', markersize=5, alpha=0.3)\n", @@ -2198,10 +5682,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "id": "fbd66c81", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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22zh8+DB+/PFH9OrVK/DYESNGQFEURERE4Pzzz0d2djb69OlT4XNY+rmZPHkytm7dijfeeAN//PEH9u/fH5TKl/W+KXnOSyxbtgw33ngjAGDMmDF4/vnnsWPHjqB2llBVFT179gxZvmHDBqSmpsJmswHwf+NfoqL2NWQ83k9rDMd7eVq3bl2lNp7p8ssvR1RUFADgoosugsPhCLlPWloaOnTogE6dOgEArrzySvznP//BvHnzAACapmHQoEEAgHbt2qFXr16BdSYlJcHhcOCnn37CyZMng15/SZICr0Hnzp0Djyltw4YNeOCBBwAA0dHRgZ44CxYswHfffYfFixfj0KFD8Hg8QT0hS5R3v7i4OGiahmuuuSaw73l5eQCAjRs34qGHHoIkSUhISAjpGVC6/aKC+iqSJGHx4sVYt24dPvvsMxw8eBBCiEB9gpYtWwaG+54pNTUVdrsdgP989e233wZ6AJV1zt62bRsOHz4cVNMiPz8feXl5eOCBB/DDDz/gtddewx9//IGsrKyg56qs48VqtZa7X40Vz3WnNYZzXUXXNuPGjcP27dvx73//G4D/3DB+/Hh899131f7bO2rUKABA165d4fV6UVhYiHXr1lX7eEpOTkaXLl0wbtw4XH311bj66quRkpJS4bZ3796NvXv3YuTIkQCAsWPH4j//+Q9uvvlmKIqCYcOGYcKECRgwYAD69+8fOF+VqI33ENUPno9OawznI6Di4WnlXWt06dIFiqLghhtuQP/+/XHttdeiR48e5T6HgH90hmmauOqqq6CqKkaMGIH//Oc/uOaaa6p0nqnsMxnVnnM+NCrRrVs3zJ49G7NmzULXrl3Rpk0bmKYZ1H3d6/XC4XBAURQACLqALllWmmmage51JbdLuvEDCLpQLbkgX7duHebPn48///nPGDx4MC688EJ88skn1dqXkvWWbLusC/2y2qsoSlB7hRDYt28fDMPAX//6V9x+++3o168fLrvsMjz++OOV7m/JOnRdB4DAh4IzdejQocpjUxcuXIgbbrgBHTp0QIcOHTBx4kSsXLkSr732WiA0Kr2/pZ9vAJDl07XfTdOEqqp4+OGHAyfbCRMmICkpCXl5ebjuuutw7bXX4tprr8WMGTNwzTXX4Ndff8WuXbvw3//+FxMnTsTo0aMRFxeHo0ePBtZb+mRd8rru3r27wuew9HPz7LPPYufOnbjuuuvQt29f6LoetE9lvW9K27p1K/bv34/XX38db7zxBgD/B90333yzzBOpxWIp8w/MmctOnToF0zTx1ltvVdi+xoDHe+M43stT2fFUnpIAFCj72BFCYNmyZXA4HIFgyOVy4ccff8SMGTMA+I+l0vtdcqFammEYaN++fVCR6MzMTCQkJODTTz8t97lRVTVo3enp6YiPj8eUKVPQuXNnXHXVVRg+fDh+/vnnMl/nSZMmlXs/TdMC57+yXrcSZb1XAP+F6LvvvhuyfM2aNdi6dSvuu+8+jBs3Dn/605/Qp08fXHfddfj6668D6y5vn8/cphAi6NxT1jnbNE2kpqYGAjbTNJGVlYXY2FjMmDEDhmFg+PDhGDBgADIyMso8f1Z0vDQlPNc1jnNdRdc2qampIftqmiZ0XQ85j515zXOmkmOr9HNYk+NJlmW888472LVrFzZu3IinnnoKV111FR588MFyt/3uu+9CVdXAB1Rd15GVlYXvvvsO11xzDZ577jn89ttv2LBhA/71r39h5cqVeOmllwKPr433ENUvno8ax/moMuVda8TExGDlypXYvn07Nm3ahOnTpwcNgy3Le++9B7fbHQjOSoa87d+/Hx07dqz0PPPee+9V+JmMas85PXvamUaNGoUePXrg6aefBgD0798fH374IQoLCwH4K+c/+OCDiIqKwqWXXhoYI56eno6NGzeGHMRXXXUV3n//ffh8PpimiXfffRf9+vWrsA0//PADBg4ciFtuuQXdu3fH119/DcMwznrfrrrqKnz88cfweDzweDz4/PPPQ+5zySWX4ODBg9i/fz8A/4eBBx54AFu2bEH37t3x5z//GZdffjnWrFkTaJOiKIGTc0pKCr7//nukp6cDQGAMcW32QsnJycFLL70U+PZaCIH9+/cHEvvSafuBAwdCEv4VK1YA8H/oPHLkCC655BLMnz8fK1euxMqVK3HzzTcjMjISzz//fNBsHenp6VAUBe3atcP333+PcePG4YYbbsAFF1yAtWvXVvoaVfQcnun777/H5MmTMXbsWCQmJmLDhg3Veg+8//77SE1Nxbfffou1a9di7dq1WLx4MVavXo3jx49XeT0pKSn47LPP4PV6YZomHnvsMfzvf/876/Y1FDzeG/7xXp6qtrG6fvjhB2RnZ+Prr78OHDvr169H8+bNq1Wws2fPnjh8+DC2bNkCwF98/tprr0VmZmaFj0tJScFHH30EAIFCuH/88Qd27dqFf/zjHxg6dChOnDiBI0eOBGqdlMjPz6/S/c501VVX4cMPP4RpmnA4HFizZk2Z9xs6dCgKCwvx2muvBZ7r9PR0LFiwAO3bt8fhw4dRWFiI6dOnY9CgQdi8eXPg3FGZ//3vf/B6vfB4PFixYkVQ4fGyztn9+/fH//73P2RlZQHwn/MmT54MwH/+vOeeezBixAgA/qLmjfH8VJt4rmv457qKrm2ioqJwySWXBELbgoICfPzxx7jyyisRExMDn88XuF753//+F1inqqowDKPSYLQmx9PevXsxatQotG/fHtOmTcPtt98eKLqtKErgA2yJ/Px8fP7551i8eHHg3Prdd99hzJgxeOutt5CTk4NrrrkGcXFxuP322zF9+vSQIt7heg9R3eL5qOGfjypS0bXGN998g9tvvx29evXCfffdh7FjxwY+k5V1Xvj999+xZcsWpKWlBc4L33//PS677DL85z//qfA8U6Imn8moZtjT6Axz587FmDFjsH79etxwww3IzMzEjTfeCEmS0LJlSyxYsAAA8Mwzz+Dhhx/Ge++9h+TkZLRp0yboW2wAuPvuu/HMM89g7Nix0HUdPXr0wNy5cyvc/oQJE/D3v/8do0ePhq7r6NevX6A43NmYMGECjhw5glGjRiEuLg7nnXdeyH2aNWuG5557DjNnzoRhGIiKisILL7yAuLg4rFq1CsOHD4dpmhg4cCAcDgcKCwvRoUMHWK1WXH/99Vi+fDkeffRR3HvvvTAMAzabDYsXLw4UgasNjz76KF544QWMGTMGFosFuq7jiiuuCHShvPvuuzFr1ix8++23uPDCC9GnT5+gx6enp2Ps2LGQJAnPP/884uLiQrZxxRVXYO7cuZg5cyYKCgqgKAqaN2+O1157DbGxsZgyZQoeeeQRfPjhhwD8HxB/++23Cts9atSocp/DM91zzz1YuHAhXnrpJWiahksvvRRHjhyp0vOTk5ODVatWBT54lkhJSUHPnj3x9ttvY8CAAVVa14QJE3Ds2DGMHz8eQghcfvnluPXWWwNDg2rSvoaGx3vDPt4B4IUXXsArr7wSuD1w4EA89NBDVWrjCy+8UK1tvf/++7jxxhuD9kFVVUybNg2LFi0KFNSvTEJCAhYtWoSFCxfC4/FACIGFCxeiTZs2+PHHH8t93COPPILHHnsMo0ePhhAC06ZNQ/fu3XHXXXdh3LhxsNvtSE5OxqWXXorDhw8HddOOiYkp935nDl8t7b777sOjjz6K4cOHIyEhITAs70wWiwVvvPEGnn32WYwePRqKokBRFNx9990YP348TNPEgAEDMHz4cFgsFnTq1AkdOnTA4cOHYbFYKny+2rRpg1tuuQVFRUUYMmQIxo0bF/hdWefs/v37484778SUKVMgSRKioqLwyiuvQJIkzJgxA/fccw/sdjuioqJw2WWXNdrzU23iua5hn+squ7Z57rnnMG/ePKSlpcHr9WL06NEYP348JEnCAw88gDvvvBMJCQlB56jmzZujR48eGDlyZJm9BEvU5Hi64YYbMHz4cFx33XWw2+2w2WyYM2cOAGDQoEF4/vnn4fP5AsfyihUryhxedPfdd2PkyJE4deoU7r77btx+++2w2WxQFAVPPvlk0H0reg+V7pFIDR/PRw37fAT4J7/Ytm1b0LKWLVti8eLF5V5r3HDDDfjuu+8watQo2O12xMbG4oknngAADBkyBA888AAee+wx9O/fH4D/mutPf/pTyPN0zz33YNq0aZgxY0a555kSNflMRjUjiabeNztMXn31VQwdOhTt27dHQUEBxowZg9dee63caUaJqPHi8U5E5wKe64iooeD5iKjhYE+jGjr//PMxY8YMyLIMwzBw55138iRG1ETxeCeicwHPdUTUUPB8RNRwsKcRERERERERERGF4CBgIiIiIiIiIiIKwdCIiIiIiIiIiIhCNLjQSNd1HD16NGRaPiKimuA5hYhqG88rRFSbeE4hooaswYVGJ06cwODBg3HixIn6bgoRNQE8pxBRbeN5hYhqE88pRNSQNbjQiIiIiIiIiIiI6h9DIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohBhDY1WrlyJkSNHYuTIkXjmmWfCuSkiIiIiIiIiIqpFYQuNXC4X5s+fj7fffhsrV67E1q1bsWHDhnBtjoiIiIiIiIiIalHYQiPDMGCaJlwuF3Rdh67rsFqt4docERERERERERHVIjVcK46KisL999+P4cOHIyIiApdddhkuvfTScG2OiIiIiIiIiIhqUdh6Gu3duxcfffQRvvnmG6xfvx6yLGPp0qXh2hwREREREREREdWisIVG33//PVJSUpCYmAiLxYLx48fjxx9/DNfmiIiIiIiIiIioFoUtNOrSpQs2bNgAp9MJIQTWrl2Liy++OFybIyIiIiIiIiKiWhS2mkb9+/fHr7/+ivHjx0PTNFx88cW46667wrU5IiIiIiIiIiKqRWELjQDgrrvuYlBERERERERERNQIhW14GhERERERERERNV4MjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiBoZIQQKvUUQQtR3U4iIiKgJY2hERERE1MgI+EOjbGcuPD5PfTeHiIiImiiGRkRERESNkBCA1/Qhx52HXJcDPsNX300iIiKiJkat7wYQERERUc0JAC7dDbfugV2zIdISCVVW6rtZRERE1AQwNCIionNC0cHtcGxcCT0vC2pcEmJTUhHZ/tL6bhZRrREQKPK54PJ5EGmxIVKLhCyzUzkRERHVXNhCo+XLl+Odd94J3D569ChSU1PxyCOPhGuTREREZSo6uB3ZX74OKCokWxT0wlz/7WFTGRxRk2PCRIHXCafPjUjNDrslArLE8IiIiIiqL2yh0Q033IAbbrgBALB//37cc889uPfee8O1OSIionI5Nq4EFBWyZgMASJoNJtxwbFzJ0IiaLEOYyPcWwqm7/OGRFgFJkuq7WURERNSI1MnXTo899hhmzJiBhISEutgcERFRED0vC5JqDVomqVboeVn11CKiuqObBhyeAmQ7c+Dyueu7OURERNSIhD002rBhA9xuN4YPHx7uTREREZVJjUuC0IOnJRe6B2pcUj21iKjueU0duW4Hsp258Ore+m4OERERNQJhD42WLVuGP//5z+HeDBERUbliU1IBQ4fpc0MIAdPnBgzdv5zoHOMxvMh25SHfnQ/DNOq7OURERNSAhTU08nq92LJlCwYNGhTOzRAREVUosv2lSBw2FWpUPIS7EGpUPBJZBJvOYQIChT4XTjlzUOR1QghR300iIiKiBihshbABYN++fTj//PNht9vDuRkiIqJKRba/lCER0RkMYcLhKYBb9yDKEgmraqnvJhEREVEDEtbQKD09HS1atAjnJoiIiIjoLHkML7wuH+yaDZGWSKiyUt9NIiIiogYgrKHRiBEjMGLEiHBugoiIiIhqgYBAkc8Fl8+DSIsNkVokZLlOJtolIiKiBiqsoRERERERNS4mTBR4nXD63IjU7LBbIiBLDI+IiIjORbwCICIiIqIQhjCR7y3EKWcOnF4Xi2UTERGdgxgaEREREVG5dNNAnicf2c5cuHzu+m4OERER1SGGRkREVGv0wjyYHieEadR3U4iolnlNH3LdDmQ7c+Hxeeq7OURERFQHWNOIiIhqjdC90D1OSLIESbVBtlghaVZInImJqMnwGF54DS+sPiuiLHZYVEt9N4mIiIjChKERERHVOmEKCK8LptdVKkCyQdIsDJCImgABwG144HF5EaHaEGWxQ1V4WUlERNTU8K87ERGFVekACZIEWbX4wyO1+EeS6ruJRFRDAgJO3QWX7kakZkOkJRIKg2EiIqImg6ERERHVHSFg+jyAzwNAgiTLkDQbZKsNsmat79YRUQ0JCBT6XHD6PIi02BFpiYAssXQmERFRY8fQiIiI6omAMA0ITxFMjxOSqvlrILEHElGjZcJEgbcQLt2FaC0KERZbfTeJiIiIzgJDIyIiagAEhO6FoXvh74EkQVKtkC0RkCwWSOyxQNSo6KaBXI8DRboL0ZodVvYkJCIiapQYGhERUQMjziikLUNSrZA0i7+YdhXqpRQd3A7HxpXQ87KgxiUhNiUVke0vPatWhWOdRE2d1/Aix/DCqlsRZYmERdHqu0lERERUDQyNiIioQROmCeF1AV4XDGc+JFmBpFkha1ZImjVkGFvRwe3I/vJ1QFEh2aKgF+b6bw+bWuOQJxzrJKqJHRm/4JO9q1HkdSLKEokr2/XBRUkd67tZFRIA3LoHHt2LCM2GKI0zrRERETUW7O9PRESNhxAQhg7TXQS9IAe64yT0onyYHheEaQAAHBs/ARQVsmaDJEmQNRugqHBsXFnjzTo2rqz1dRJV146MX7B02wfIczkQqdpR4C3Eh7s/x69Z++u7aVUiIOD0uXDSmYN8TwGM4mOWiIiIGi5+zUNERI2WMHQIoxAmAEgSZNUCYRhQYpMA0/D/GAYkIaDnZdV4O3peFiRbVNAySbXCeyodx995tMkPWePQvIbhk72rockKrKq/h51FtkCV3Vh76IcG39uoNAGBQq8TTq+bM60RERE1cAyNiIioaRACps8DYfpgOPKgWKMgKap/KJuqQY5rXuNVq3FJ0AtzIWmnZ4IynQ4Ij9O//IwhawCaTMjCoXkNR1ZRNqI0e9Ayi6wh25VXPw06S6VnWovU7LBrEZw1kYiIqIHh1zpERNSkRPccDHg9MJx5MJz58OVlQM89AXvHy+BznAoZzlYVsSmpgKHD9LkhhIDpc/vrK9miQ4as5ax9B9lfvh4SJhUd3B7GvQ4fDs1rOJIiE+E1vEHLvKYPiRFx9dOgWqKbBhyeAmQ7c+Dyueu7OUTUQAghYOp6fTeDzpIQAqbXW/kdqcFiaERERE1KRLtuiLvqBij2WAiPE4o9FnH9r0NEm84QuhemuxB6YS50RxZ8+adgOAtgev1hUHki21+KxGFToUbFQ7gLoUbFQ7baoUTGBd1PUq3wZR9vUiGLnpcFSQ2eLl1SrWc13I9qZkyXIfCZBjy6B0IIeE0vdNPEoAv71XfTaoXX1JHrdiDbmQuP7qnv5hBRfTNNeE6egiszC56cXPgKCqC7XDB9vvpuGVXC9PmgFxXBk5ML94kT8Dry67tJdBY4PI2IiJqciHbdENGuW4X3EaYATC8Mn//bL0lRIVsjIKkW/88Zw2Qi218aNBzr+DuPhgxZE7oHEtCkQpayhuYJ3QM1LqkeW3Vu6tWyO+7ojcDsadGWKFzbYUCjqmdUFR7DC6/LC5tqQ6TFDoui1XeTiKi+CAHoOkxdh+kqXiZJgCxB1jRImgZZVSGrKiRN4xDXeiIMA4bXB9PrgenxQOiG/7WjJoGhERERnTXT60LhrxtgOAsg2yKhRMZAiYiBHBEFSVbqu3kVch3ZjYKf1sDIz4YSk4joXkNgP68bJNUCyCokRYEkK/5/S314jU1JRfaXr8OEG5JqhdA9gKFDTWjlD49qMWSpy0LUQghAmMU/QGzKWOR+vxySrEFIEszCHMDQ/UP2qM71atkdvVp2hylMZBaegkDTvCgXAFy6G27dA7tmQ6QlEmoDP5cQUR0RAjAETMMDuD0wAH+QBPhDJIs/SJJKwiSF545wML1eGB5vcVDkZUjUhDE0IiKis1bw0xpkr36jjN9I/hDJHgPZHgPFHg05IgaKPaZ4WTSU4tuS1V7n3xC6juxG3vrlgKJAstphOB3I++4D4KobQnsqSZK/fYoKSdZga90ZicOmIn/Hauh5p2BJbI3oPsMACOSsegOm4YOkWCB0N2AYNQ5ZQgtR5yH7q38D16LC4EgI8/QFnDAhTBMwTX/IYPp/dzogEhDC8P++pNZT8UO1uBaIvmQQCn9ZD/g8UKPiG3Vhb2pcBASKfC64fB7YLTZEanYoDI+I6EzFf++E1wvD60WgaqEkQVIVSJoFsuYPkWRNY5BUA8IwYHg8ML0+GB4PYLA30bmCoREREZ21iAt7wnZed/iyj8FwFgBmSeFKAdNdCNNdCOQcr3glslocKkWXCpVioBTflkuWRcRA1iy10u6Cn9YAigK5eDiZpFphwoOCn9aEhkYlIYvphYAX8PgDlcSBtwHFWZckyYAkIe6aCSj6ZT2Mwjwo8e0Q1eMa2Fp3guFx+u8X+P/ii9ziTUg4MzQTKPh5HZTYpOJ99j/G9LlR8NMaWFu09z9YmIHQx99OM3Rnz+LCLqLtRYhoexHUmETImrXyBxDVMhMmCr1OOL1uRFoiEKnZIcsszUlElRACwqdD+HQE/jJKkv9vv6ZB1lRIqgZZ9d+m00oKWJteLwy3B8LnY0h0jmJoREREZ83SrA1aTXocvrwsmLoPwuuCUeSA4cqH6SyA4cyH4cyH6fL/t1ly212EQGRi6jAKc2EU5qJKJS4VDWpMM2jxLU73WrLHnA6dIvz/XdG3iUZ+NiRr8BTmkmKBkZ9djb0XgV0Qwv/dprX5ebAOPC94W0U1KwLpOboPkjUCZumQSQjo2RnFzx/RucOEiQJvEZw+F6IskbBrEaxhQkTVU2mdJIs/RDoH6ySZPp8/JPJ6YXo8gFHGl1B0zmFoRNSIbd2TibR1B5CZ40Rygh3jB3RAn67J9d0sOsdJkgTJaodstUNDywrvK0wDpqvQHyqVCpjM4tunA6YCiDOn4jZ80HMzoOdmVNSaCofHSdYImF6nf4YzSYYkSRCGF0pM4tk/EbVEiY6H4XQEFdduaG2kurXl2M949+cViLJEom1sK7SLbYW2ca0Qb4s9Zz7cGMKEw1MAl8+FKEsUbOwBR0Rno7w6SVJxnSStVJ0kTYPURHo6CtMMComET2dvIgoR1tBo7dq1eOWVV+ByudCvXz/MmTMnnJsjOqds3ZOJJWk7oaoSoiNU5Oa7sCRtJzC+B4MjajQkWYESGQslMrbS+2Z+/CKMojx/YW3TgDBNf8FpRYUl6TwYRY7inkzVHx53usu6f3iZbIlA7rr3Tg+JK+65pNijIdtjajREK6Tgds/Blc7wBgDRPQcjb/1ymPD4ayQZXsAwEN1zcLXbQE3DvlOHcLwgEwDwW/ahwPJIi/10iFT8E2uNbtJBktfUkePOg81nRaTFDqtaO0NXiYgg/D2Jhcdf8Dm44HbxsLZGWCfpdEjkL2INkyERVSxsoVF6ejoeffRRLF++HImJiZg8eTK+/fZbXHPNNeHaJNE5JW3dAaiqBJvFfxjbLCrc0JG27gBDI6pzRQe3I3/rV9AdJyFplioHItVhFuZCPqNYthCREB4nmg27q9Qy4R8eV9xDyXQ6insyFZweFucq/p2rECg9+1TxjGG+rMPwZR0uty2SZvUPf7NHnxEqnV5WenhcmQW31y8HrkKlz1NEu27AVahR4ERN04SLx6BdbEvszNyLdMdxHHVkwGfqKPI6sffkAew9eSBw3xhrVCBAKgmUoq1R9dj68HAbHnhcHlhVKyI1O/aeOoCP93yFrKJsJEUmYkyXIejVsnt9N5OIGrtAwW0fhNdXdp0kiwZJURtMnSRhGIGQiAWsqSbCFhqtXr0aI0aMQIsWLQAAL7zwAqxWdh0mqi2ZOU5ERwQfwlZNQVaOs55aROeqktm9pIhoSBY7jKLsKgci1aHEJFZpmFbQ8Lj4FhWuMzA87szaS8Uh0+mAKR/Ce3p4nPB5oPtOAvknK223bIuE0H0QEJAUzd9TSpIhIODY/CnUqATIEdGQbXZ/Ie0yRLTrxpCIAlRZQf/zLkfHxAshIGCYBjILT+GI4xiOOjJwxHEcxwpOwDAN5HsKsTvrN+zO+i3w+DhbTHGI1DIQJkVZIutxj2qHAODWPfgp41d8fWA9rKqGZhHxyHM5sHTbB7ijNxgcEVF4BNVJKi6UJEmAIkNWNf8Qt+IQSVLVavUAzdm2HcdXrIQ7Mwu25CS0GpeKhN4VzZ5aqoC1xwPhZQFrOjthC40OHz4MTdPwl7/8BRkZGRgwYACmT58ers0RnXOSE+zIzXcFehoBgMdnICnBXsGjiGqfY+NKQFH9Q7ZMAbmiGcjOQnnDtCytOiLrk0U16oVT3vC4wFCyghwoMYmIvXI8bK06nu69VNxTqXSoVDp0Oj08DkHFqv3h0Wm6Mx+Z/33Kf0OWT/deijg9W1xtDY+jpkuRFbSKSUarmGSgrX+ZburIKMhCuuM40h0ZSHccR0ZBJgxhIs+djzx3PnZl7g2sIz4iFu1iWweFSXYtop726Ox8fXA98r0FiBR2RFrsSI5qjnx3AT7Zu5qhERHVHSEA3YCpG4DbXU6dJA1SSZhURp2knG3bcWjJ65BUFUpUFDw5uTi05HVg2tSg4MjUdX9PIq8HptfrL2DNoIhqSdhCI8MwsHXrVrz99tuw2+24++67sWLFCowfPz5cmyQ6p4wf0AFL0nbCDR1WTYHHZ0DXBcYP6FDfTaNzjJ6XBckWPNyl+jOQVa6sYVqWVh3h2re5RsO+ylPeULK4q25ARLtuUGOaVfj44OFx/hnjHD9+BtNT3AvQNCFMAzAN/3C4EqYJoygPRlFepbPHSaolOFSKiIZijw2ESqfDp2hICue8OBepshroRVRCN3QcL8jEEcfxQK+kE4VZMIVArsuBXJcDP5/4NXD/Zvb4oKFtbWNawqbZ6mN3qiXblYdI1QafqSPPnQ9FkmHX7NBLhblUv3Zk/IJP9q7m8EE691RSJ0nWLP4QqbhO0okvvoJss/mHuQkBxWaDaRg48eUqxHa7CIbXB9PjZgFrCquwXUk2a9YMKSkpSEhIAAD86U9/ws6dOxkaEdWSPl2TgfE9kLbuALJynEji7GlUT9S4JOiFuYD1dK+EcM3udeYwraxPFvlrCBQPWZNqoZdTwU9rzmqdZQ2Pkyy200FUqV5Ssf2vg7VZu6B6S0H/Xar+kvC6AtsQuhdG/ikY+acqbY9siyyeMS64/pLhyof76D6YzgIoMc0QfekQ2M/jh7amTFVUtItrjXZxrQFcBgDwGl4cy88sNbTtGLIKT0EAOOXMxSlnLnZk7AYASACaRyaWqo/UGq1jWjS44tOJEXHI9xTAovjbZQgT2a4cxNvicMqZi2iLHVaVvfXqy46MX7B02wfQZAVRmp3DB4lK1UkyvKW+NpIkeE6dghYXB8WiQZgCkixB93rhzjgBb3ZOlVaft3s3slavgedUNqzNEpE0ZDDiunHIO1Vd2EKjgQMHYubMmcjPz0dkZCTWr1+PwYM50wtRberTNZkhEdW72JRUZH/5OkyfB5KswdQ9dTa7l1GQC8lm9896VkzSImAUOWq+zvxsSNbgYZ5n23OqsmLWVZk9TuheGK5CGE5HcahUEOjJ5F9WAKM4YIJx+qLTdBfBdBdBz80od92mKx85XyxBni0SSnQClIjTPZaUyJji0CkWSlRcjZ8DapgsigUXxLfFBfFtA8s8ugdH808UD207jiOO4zhZlA0BIKsoG1lF2dh2fBcAQIKE5KhmQbO2tYppAYtSf8VfB13YDx/u/hyAFxZZg9f0QTdNXHPBFfAaXuS4vNBkFVbVhkgtAnITmTq7sfhk72poshII7qyqFdA9HD5IdCYhIGsa3BkZUKxWQJYBIWC43bDEVX7dAPgDo/RlyyEpChS7Hd48B9KXLQcmoFaDI2Ga8Dkc8ObmwZuTA19uHry5ufDm5sKXmwsoCrrMfAARLSuuNUkNU5VCo507d+LXX3/F+PHjsXv3bvTq1avSx1xyySWYOnUqbrnlFvh8PvTr1w/XXXfdWTeYiIgalsj2lwLDpiJ/61cwivKgxbdE1MXXIKJNl9N3Kin4KMuQJAWQFf/Yfank1zKA4ttCQJQatuUvFnlmwUj/t3LWNp1gFOVDKtXTwTQ8UBNbQY1OKHVXE6Kk2/aZ/wL+7Rk6hKFDbdamuOD26XUKrxNKXFKNnp8SZ1vMWlItUKMTTu9XOYQQED63v6dSUemaS6eLe3szDkEYvuDhcTgdMJU3PM7esQ9a3Di7xvtAjYNVtaJ9wnlon3BeYJnL58bR/IygICnbmQsBgROFJ3Gi8CS2HPsZACBLElpEJQVCpLaxrdAqOhlqHQ2VvCipI67HCKw99AOyXXlIjIjDoAv74aKkjgD8pwSvqcPrLYTT54RdszM8qkNZRdmI0oKDeYtiQVZR7Q5pJmoKkoYMRvqy5TA8HsgWC0yvF8IwkDSkal/MZa1e4w+MiiekUqxWGB4PslavqXJoJISAUVRUHAKVHQp58xyAaVa4nqKDBxkaNVKV/vVOS0vD0qVL4fF4MGTIEPz1r3/FjBkzcOONN1a68uuvvx7XX399rTSUiIgarsj2lyKy/aUQQlRrRpCzFX3JQGR/+TqgqJBUK4TuAQwd0SljIVtqVnslNmUscr95F0KSA+uULZGI63cd1KgEBAIos/hfwwdh+CBMASA89QQChbmrUOxbkiRIlgjIlghocWX3RMx459HTvamECZgGTMOA8LoQ3XNQca+l4GFywuuGEl37Qw6pcYjQbOiYeAE6Jl4QWFbkdeKoIwPp+cdxJO840vOPI9flgCkEjhdk4nhBJjYd3QEAUCQZLaOT/UFSnD9IahmVBEVWwtLei5I6BkKiihjCREEgPLLBqtrqtZfUuSApMhF5LkfQEEGv4UVSJM8vRGeK69YNmIAaDy/znMqGYg8OaWWLBZ5Tp0Naw+OBN6c4/MnNgze3VCiU4w+GhK+yaounKXY7LPFx0OITYImPgyUhHvbzzkNivyurvA5qWCoNjd5++2188MEHmDRpEhITE5GWloapU6dWKTQiIqJzS10GRsDpXk6OjSuh52VBjUtCbEqqf3kNRV14CSRhFK/zRJXW6Q+PdAjDgBBGoNi1MHwQxtkVp3Qd2Y2cte9A+Dz+YtmuAuSsfQcJgybVuOeSEpMIw+nw120q6fkFfw+tmF5Dy95H04QW17zG+0FNT6TFjs7N26Nz8/aBZYWeoqAQKd1xHA53AQxh4mh+Bo7mZwDp2wAAqqygdUyLUjWSWiEpslnYgqSK+MMjJwq9LiiyDIusQVM0WBVLnfWQOleM6TIES7d9AOgeWBQLvIYXPtPAmC5D6rtpRA1SXLduNR5KZklMgDcnF5KiQOj+6xTT64Uky9gz/2l4c/NgOJ1VXp+kabDEx8OSEA9LfDy0+Dj/7fh4aMX/KrbQmnGSxVLn14hUeyr9KyjLMqKiTs+K07JlSyhK3f8xJyIiKktJL6f6XKckSYCqQVJDeygI04Dw+WD6PBA+N4Rpojo9khwbP4HwOP11myR/PQPhccKx8ZMah0bRPQcjb/1ymPAEFeauqA5VWVMBE50pyhqJrs07omvz0718HO4CHC0e0lYyvK3AWwTdNHA47xgO5x0L3NeiaEFBUtvYVkiKTIQs1c37T0BANw3opgHobkiQoMkKLKoFqqRCkRVossqhbGehV8vuuKM3OHsa0VkSpgm9oDB4mFhxzyBvbh58uTnwOfLLfbyrqCh4gSzDEhdbHP7EwRKfEBQKWRLioURGMvw5B1UaGsXFxWHPnj2BN8cnn3yC2NiqFd4iIiKqD0UHt9dq76OzIckKJKsC2WqDEDH+WkKGDlP3Qfg8EKZRYU8k3ZHlrwkVuEjz13jSHVk1blNlhbmJalOsLRqxts7oltwZgL9nnsOdHxQipTuOo8jngtfw4ffcdPyemx54vFW1oE1MS7SLbYU2xT2SEu3xdRIkCYji+kc6gJLqahIUWYYm+0MkRfL/qIoKtR56STVGvVp2Z0hEVAEhBAyXyz9MLCeneNhYyRCy4lAoLw9C16u+UkmCbLHA1qolIs87r3gIWTwsCf5hZFpsbK1/QVQyc5vQDVji49Bi5HAk9K6f6zGquUpDo4ceegj3338/jhw5gv79+8NqteL/+//+v7poGxERUbUVHdx+us6RLQp6Ya7/9rCp9RYclZAkyV9gW7VALu69LUwDQvdB6D6YugdC94WGSALBtcDPvF0DZ1uYm6imJElCXEQs4iJi0aNFVwD+D0g5rrxAke2Snklu3QOP7sXBnMM4mHM4sA6bag0a1tY2thUSIuLC/g148cTYp3sjld4vSLAqGqyqFYokQ5VVDm2rRF3XwSNqKEyfr1QIlBfoIVQ6FDLd7iqvT7ZaSw0ZOz18rHRtIVmr23ptpWduszRvDk9uHg4teR2YNpXBUSNT6V8yt9uNlStX4o8//oBhGLjgggug1fEbjoiIqKocG1cCigpZ8xfCljQbTLjh2Liy3kOjskiyAsmiABYbFERDGHrxUDYvhO6GmtgK+qmj/iBJkooDJQG1nCLXRI2RJElItMcj0R6Pni39YaYQAqecOcU9kTJwxHEMR/Mz4NG9cOse7M/+Hfuzfw+sw65FBIVIbWNbIc4WU2ehhICA2/DCbXj9+wQJkiRBlWTIsgxZKvUDGYokQ5Kk08vOgSFvumlAN3R4TS+8hg8WRUOMNbq+m0VUqwLTzwcFQacLS/tyc6EXFlZ5fZKiBOoFBXoHnVFXSD2j2HVDcHLtOshWK2RVhSRJUGw2mB4Pjq9YydCokak0NPrHP/6BL774Au3bt6/srkRERPVOz8uCZIsKWiapVuh5NR/OVZckRYWiqIAtEkKYSBh8G/K+fR9GkQOmxwlh6JC1CMReMaa+m0oUVpIkoXlkIppHJuLSVhcDAExhIqsoG0dLBUnH8k/Aa/jg9Lmw79RB7Dt1MLCOKEtkUIjUNrYVYm11E1IICAgh4BUmUM5M1FKp/wcAWZKKf2QosgJVUiBLSnGwJAXCpbqq8VQdpmnCEAaEEDCFCSEAAwYM0/+jCwOGaUKUqunGmeqosQmafj7ndA0hX15JHaGqTT8fIEnQYmJO1xFKCC4qbYmPhxod1bDqCpYO4mUJkixDUhSg+F9JliFJMoQpYEtOhqT4A3K9sAiy1Qp3ZuO4HqPTKg2NOnfujE8//RS9e/eGvVSCGRcXF852ERER1YgalwS9MBdScU8jABC6B5I1AsffebRB1DmqKkmSEdW+FyQI5G/9EkaRA2pcEiK7psCafMFZzcpG1BjJkowWUc3RIqo5+rS+BIA/SMosPBkIkdIdGTiWnwHdNFDoLcKvJ/fj15P7A+uItUWjbUyroOFtUdbIetkfUer/AcAQAoYAAAMwgqe4Lh0wSZIERZL89ZRkBbIkQSruwVQ6YCr94U6GFNKbSQgBwzRgChMmRPF9FAhhwhBmoBeUEObpVgoBEwKGYUAXOnTTgFEcCJXsFc9M1FgZbs8Zw8RyS01H7w+GqjX9fKQdlrjg6edLeglp8fGwxMX5A5eGoOR8ISE0BFIUf69NWYFUEhSVhEXlUCwaPFlZUGw2/+xthgHT44EtOamOdohqS6Wh0Zo1a/Dll18GLZMkCXv27Albo4iIiGoqNiUV2V++DhNuSKoVQvdAuItgCgFh6A2uzlFVlDWbm39WNg9Mr8e/j1X9VpOoiZElGS2jk9EyOhmXt+kJADBMAxmFWTjqyMCRvGNIz8/A8fwTMIQJh7sADvc+/JK1L7COeFtsUIjUJrYlIi0Na7hH6YDJ35sH8MEAjND7ntmDKbC8OGySJBmmMEOCntKPExBnrOd0FMRQiBojU9fhy8s73SPojJnGajz9fHwcLAklM42dDoe0+Hgo1tDp5+tUqSDIH/iUDoL8wQ9KAqAqBEHV0WpcKg4teR2G2w3ZaoXp8UDoOlqNS62V9VPdqTQ02rVrV120g4iIqFZEtr8UGDY1aPY0Q1YhTL3R1DmqCv+sbHbIVjuEEP4AyeeF8LkhDAP8WEfnMkVW0CamJdrEtMQVbf3HuG7oyCjM8odIjuNIz89ARkEmTCGQ63Yg1+3AzszTX4om2uP9QVJMy0CgFFGqB2NDdmYPpsDy4rCpzKSpjMeVtx6ihub09PM55YZCvvyCqvfQDZp+/nTtoJKZxizxCVAi7fVTyL30NhXZfz1QeohY6Z5ApZfXcVsTel8KTJuK4ytWwp2ZBVtyElqNS2U9o0ao0tDINE0sXboU3333HXRdR79+/fCXv/wFqsrZIIiIqGE6s2fOkVfubtR1jiojSRIkiw2yxQYgxj8Tm8/jD5J0L4exEQFQFTUQ/pTwGj4cL8hEet6xwPC2zMJTEBDIduYi25mLnzJ2B+7fPDIxqEZSm5gWsKr13JOAqIkLmn6+VBhUOhjy5eUVf2FSNWp0dHBR6dJDxsI0/XyFzqwTVNwbCLIS6BFU+gelh4w1YAm9L2VI1ARUmvz885//xN69ezF58mSYpokPPvgAzzzzDB5++OG6aB8REdFZK6/OkRrXNMfVS6oGRdWAiKjiYWw+mLrXP4zN0BkiERWzKBrOj2uD8+PaBJZ5dC+O5Z/wz9ZWHCSdLMqGAHCyKBsni7Kx7bi/J74EICmqWfGwttZoG9sKrWOSYVEsQdv5NWs/1h76AdmuPCRGxGHQhf1wUVLHOtxTosalYN9vSP9gOVzHj8ObkwvT46nyY2Wb7XQIFBdXaqaxeph+viTUqaBgdFDvoJKwiKgBqTQ0Wr9+PT766CNoxQfWgAEDMGYMZ2whIqLGo6w6RzB0xKY0/XH1/mFsCmSrPzAThg7T64LpdTNAIiqDVbXgwoR2uDChXWCZW/fgqCMD6Y7jgWLbp5w5EAAyC08hs/AUth7bCcA/A1pyVPNAkKSbBr79fRM0RUGkakO+pwAf7v4c12NEmcERAyYiION/XyB32/aQ5ZKqng6CSnoKJZyeft4SHw8lIiK8jTuzTlDJEDGlZgWjiRq6SkMjIUQgMAIAi8USdJuIiKihK6vOUWOYPS0cJEWFEhENJSIawvAV10HyQuhuCJMBElFZbKoVHRLPR4fE8wPLnD5XqSDpONIdx5HjyoMpBDIKspBRkIUfj/4UuL8mq7AoGjTFAgnAmoPfh4RBv2btx4e7P4cqy0EBU1/HJdif/QeDJDon5GzbDldGBrT4eMgRVsT16IG4Hj1gSYiHGhWm6eeD6gSFFoyGJAUCodIzihGdCyoNjbp06YKnnnoKkyZNgiRJeOedd9CpU6e6aBsRVWLrnkykrTuAzBwnkhPsGD+gA/p0Ta7vZhE1SGXNQHaukxQNiqIBtsjTs7F5XDB9XrD4LVHF7FoEOjW7EJ2aXRhYVugtQnpxkHS0OEzKc+cDAHymDp+pAz4XACDX7cDzP/wraNa2NQe/hyrLgeFtFsUCr16I1Qe+R4I9tko9lYgas5xt23FoyeuQVBW2tm2hO/KQs2UbIttfiMjzz6veyhpJwWiihq7S0OjRRx/Fk08+iQkTJkAIgf79+2Pu3Ll10TYiqsDWPZlYkrYTqiohOkJFbr4LS9J2AuN7MDgiomorPRubqXshvB4I3QtheIt7IPEimqgyUZZIdG3eAV2bdwgse3HDUuS68iAg4DV88Bo+mMI/1f2R4mCpNIuswaJq0GQNFkVDodcFUxhBQRLgxdpDPzA0oibn+IqVkFQVis0GSZIgW6yQFDeyvl6LuG7dmmzBaKKGrNLQKCoqCtdddx0WLFiAvLw8bN26FXFxcXXQNCKqSNq6A1BVCTaL/zC2WVS4oSNt3QGGRkR0VmTVAqj+D6hCCAivB6bPHXyxTkRVMrTD1YEhZzGWKHhNH7yGjstbXwJICAxtK/I6AcD/e68vaB0SJOS58/3D22QNmqQi25VXD3tDFF7uzCwoUcWznQoBLSYGWmwMDKcTWkICC0YT1YNKQ6MXXngB27dvx9tvvw23241//etf+O233/DXv/61LtpHROXIzHEiOiL4ELZqCrJynPXUIiJqiiRJgmS1BQppE1H1XJTUEddjRIXFrYUQyHM78MORbfj+8BYYpgHD1GEWDxMVECj0FgXuL0GCTbXik72rAsPbEiPi2ZuCGj1bchI8OblQbDYYTicMSYLhdMKaEA81gn+HiOpDpaHRmjVrsGLFCgBAixYt8M4772D8+PEMjYjqWXKCHbn5rkBPIwDw+AwkJdjrsVVERER0pouSOlY4lEySJMRHxGFU58G4ML4d1h76AaecuYi1RiE+IhZ7Tx2EYRrQTQOi+H8u3Y21hzYE1mHXbIEAqW1MK7SNa4V4WyyDJGpUWo1LxaElr8NwuyFbrTA9HghdR6txTX+2U6KGqtLQyOfzBc2Wpmka//gQ1UBtF60eP6ADlqTthBs6rJoCj8+ArguMH9Ch8gcTERFRg1RWwPRr1v5AkBRjjUKHhPNgCNNfcDs/A17DB6fPjX2nDmHfqUOBx0Va7IEi2+2KA6VYW0xd7xJRlSX0vhSYNhXHV6yEOzMLtuQktBqX6l9ORPWi0tDo0ksvxd///ndcf/31kCQJH3/8MS655JK6aBtRkxGOotV9uiZj/2VtsfK7Q3B5dERYVaRefSHrGRERETUxFfVUMoWJrMJTgdpI6Y7jOJZ/Aj5TR5HXib0nD2DvyQOB+8dYo073SCoOk6KtUXW1K0SVSuh9KUMiogak0tBo7ty5eOmll/D0009DVVWkpKTg3nvvrYu2ETUZ1S1aXZVeSVv3ZGLtlnTER1vQIiECHp+BtVvS0bFtPIMjIiKic4QsyWgRnYQW0Um4vE1PAIBhGsgsPIkjjuM46sjAEccxHCvIhGEayPcUYnfWb9id9VtgHXG2mJAgKdLC4e5ERFSF0Mhut2P27NkAAK/Xi1OnTiEiIiLsDaNzS20P3WpoqlO0uqq9ktLWHYDPMOEo0uHTTWiqDLtNbTSzp/l0Ay63DiGA2GhrfTeHiIioyVBkBa1iWqBVTAugrX+Zbuo4UXASRxzHkO7IQLrjGI4XZMEUJvLc+chz52NX5t7AOhIj4tCmVIjUJrYl7Bo/AxARnWsqDY1Wr16NTZs2YcaMGRgzZgwKCgpw7733YvLkyZWu/NZbb0VOTg5U1b+ZefPmcWgbhQjH0K2GpjpFq6vaKyn9RAEKnF7IsgRFBnTDRF6BB4Yhwr9DNSCEgFc34fUZ8HgMeA0DQgB2a6WnISIiojpTUj+ovJnOGitVVtEmtiXaxLYMLPMZPhwvyER6cW+kdMdxZBaehCkEsl15yHbl4ecTvwbu38yeEAiR2hYHSTaVX/wQETVllX5aW7JkCebPn49Vq1ahZ8+emDdvHm677bZKQyMhBP744w988803gdCIqCzVHbrVGFWnaHVVeyX5DBOQALm4ML0sAaYk/MsbACEEfLoJr27g5/2n8NWmw8jILkKs3YIhfduhe/tm9d1EIiKiIL9m7ceHuz+HKsuIVG3I9xTgw92f43qMaBLB0Zk0RcN5cW1wXlwbAJcBALyGF8fyTwSCpKOODGQWnoQAcMqZg1POHOzI+AUAIAFoHtks0BOpXWxrtI5pAatqqbd9IiKi2lVpmiOEQOfOnfHaa6/h6quvRlRUFISovCfDoUP+mRumTJmCvLw83HjjjZg0adLZt5ianOoM3Wqs+nRNBsb3QNq6A8jKcSKpgiF45fVKirCqeOjVHwJD+IRpQgJgmgKSBAjhv3hTlfqZ3dAw/AGR12fCp5vQdQOmAHYdPIVlq/ZBUSRYVBl5hW4sW7UPE4aCwRERETUoaw/9AFWWYVH8oYf/Xy/WHvqhSYZGZbEoFlwQ3w4XxLcLLHPrHhzLP4Ejef7eSOn5GThZlA0BIKvoFLKKTmHr8Z0AAAkSWkQ1L1UjqSVaxbSARdHK2SIRETVklYZGsizj888/x/fff4+ZM2fi22+/hSRV/qE0Pz8fKSkpmDt3Lnw+H2677TZccMEF6NevX600nJqO6gzdasz6dE2uUs+psnolFbl0COGDbhiBIXw+Q8BmVWAYolRNIw2tmkfXwd4Eh0RenwGfYaKsPHnV5iNQFAlWTQHgDwQ9MLBq8xGGRkRE1KBku/IQqdqClllkDdmuvPppUANhU61on3Ae2iecF1jm8rlxND/DHyTlZyA97xiyXXkQEMgozEJGYRZ+PPYTAH+v6BZRSWgX1zowvK1lVFI97Q0REVVHpaHRzJkz8corr+Bvf/sbmjdvjldffRVz5sypdMW9evVCr169Arevv/56fPvttwyNKER1hm6dC8rqlaQoHhiGGTSELybSgoIiL5ISIsL+vJUMNdMNE7pu+oOi4ppElTnlcCHSqgQts6gysh2uWm8nEQFFB7fDsXEl9LwsqHFJiE1JRWR7Tl1MVBWJEXHI9xQEehoBgNf0ITEirsrrkEr9P+APTGRJggBgCgEhBAQaZv3B6ojQbOiYeAE6Jl4QWFbkdRbP1nYc6Y7jOOI4hjx3PkwhcLwgE8cLMrEpfTsAQJFkXJzcBQ/0/ws09kIiImqwKg2N+vTpgzfffDNwe9myZVVa8datW+Hz+ZCSkgLA/6GTtY2oLNUZunWuOLNX0h3zV4cM4YuLssAwBOJjImr9eTNNAa/PKP4x4SsOiGpyidssNgKOQnegpxEAeHUTibGcgYWothUd3I7sL18HFBWSLQp6Ya7/9rCpDI6IqmDQhf3w4e7PAXhhkTV4TR9008SgC8v/0lOCBFWWYVUsUGUNqqxAkiTIkgxZkkN66PsMf89hj+mFbuowTMMfJjWBICnSYkfn5u3RuXn7wLICTyHSHRk4mn8cR/KOIz3/OBzuAhjCxM8n9sDhKUAze0I9tpqIiCoSthSnoKAAixYtwrJly+Dz+bBixQo8/vjj4docNXJVHbp1rkpOsOP4yUI43XqpoWgq2raIxlN3n33vPZ9uwOMz4POZ2HXwFFZtPoKM7ELERdkw9CyLVg/t2w7LVu2DBwYsqgyvbsIwBIb2bVf5g4moWhwbVwKKClnzD6+RNBtMuOHYuJKhEVEVXJTUEddjRIWzp0kAZMkfEmmK5g+LlKpfUmuKBk3REIHTw+B004DP8MGje+HWPTBRs0ktGuLMb9HWKFyU1DGoHQ53AY46jiPRHs/AiIiogQtbaDRw4ED8/PPPGDt2LEzTxC233BI0XI2Iqu7i9on49VA2IAGKBH8toQID115xXuUPLkOgHpHXhNurwzD932/+UqpotVWV4ahB0epfikOnUw4XmsVGYGjfdpgwtDNWbT6CbIcLicXLWM+IqPbpeVmQbFFByyTVCj0vq55aRNT4nBlwSJBgVTSoigpVUqEqKjRZrVKNz6pSZQWqrCBCs8E0TXgMb7UDpMY081usLRqxts6IsjSt+pVERE1RpaHR7t270a1btxqtfPr06Zg+fXqNHksUDlv3ZCJt3YHADGSNZRjcroPZiIu2BHoaWYp7Gu06mI2bK3lsSZFq0xDQjeKZzczwFK0uHTpFWpVSoVNn/O0W9nIgCjc1Lgl6YS4k7XQPBqF7oMax4CxRVQWGm6lWWGULNFWDLMl1tn1ZlhEh2/wBkjDh0b3wGF64fRUHSJz5jYiIwqHS0Ogf//gHvvjii7poC1FYbd2TiSVpO6GqUmAGsiVpO4HxPRp8cJSZ40RclBXx0aU+CAqBrBxn0P1KehCZpoBuCLg9p3sRVcXZFq3mTGlE9Ss2JRXZX74OE25IqhVC9wCGjtiU1PpuGlGDJkGCpXiomUW1NJjp4WVJRoRWHCBZKw6QOPMbERGFQ6WhUefOnfHpp5+id+/esNtPdyGNi4sLZ7uIal3augNQVSloBjI3dKStO9DgQ6PkBDty812wWVTIsgRVlqCbJi5oHQun2wefz/TPnlZOD6KqOtui1dUJnUqGsUESiLRpGHNV+wb/OhA1dJHtLwWGTeXsaURVIEOGVdVgUSywqlaoslL5g+pR6QDJsBhw+pwo8roD4VFtzPxGRER0pkpDozVr1uDLL78MWiZJEvbs2RO2RhGFQ2aOM2QGMqumhPTWaYiuH9gR73+1B1arAkWW4PLo8PkE+nZLRm6Bp9a2c7ZFqysLnUwhUOj0Ysuvmfhy4x8QAOKjrfB49EbT64uooYtsfylDIqIySJCgKSqsigZN8fcmqsthZ7VJkRVEW6Nh1+wo8jnh9Lkx+ML+WL77f6jOzG9ERESVqTQ02rVrV120gyjsSvfWKeHxGUhKOLsijLVVJ8kwBQzDhGH6gxrDFDBNAZ9uokUzO4amnI+vNh3GqTx/MemR/S9A1/MTz6rtZ+revhkmDEWNi1YP7N0GH6zeB4/PgATA6zOhGwKaqmDu4g3ILXBDN4K7QhU6fTivRTRUVWoUvb6IiKhxCNQmUiyBkEhp4L2JqkuRFcRYoxFliURs296wazasOvAdjhdmNZjZ04iIqHGrNDQyTRNvvPEG9u/fjzlz5uDdd9/F1KlToShN64/uucjt1ZFf5IUsSZAlCZIEyLIECf7eZJIEQCr+bwCS5L8AKyEgIAQgUDL9rOSf3UsufmDJvYrvg+KlgXWX3EuSih8TXuMHdMCStJ1wQ/fX2vEZ0HWB8QM6VHkdJQFRVo4TLRLtuLh9ItZtOwZNk5AYY4XL7cXbn/8KWZLQvX0iTFPAFP4wSC8OgoQQpYaQ+X8feI5KPVdnuuiCRFx0QeUhUVmzl1WnnlD39s3KvL8pBAqKvMjJdyMn343cfE/gv3Mc/n8LXb4y13k0qzBkmSQBqiIjJtICq6bAMKVG0euLiIgaJv81hgybYoGmaLAUT21/LpAlGREWG1La9cZlrS+B0+eEs5LC2URERFVRaWi0cOFC5OTkYNeuXRBCYP369Th58iTmzJlTF+2jcBKAT6/diwnpzP8oKwEpIx8qCaX84ZU/xJJlf5gUCJhKBVuKLENRZMgS/IGLEDBLUpfiNUrFAVbJlLh9uiZDuf4SfPr9IZzKc6FlsyiM7n8henVOglkS5uD0uoR/hYFwbPehbKz45gBkRULbpEh4dBNrtqZDUxV4fSYKnW7IsgRNlfDRN/vRItFe5QLUtaX82ctQaXDk8RrILXCfEQR5kJvvRna+G3ll9BIqjyxJiI22IDHGhvgYGxKKf+JjbEiMseG9VXtR6PTCqilIjIuAy63D6Tn7Xl9ERHTu8H9FJcOiqIGeRBZFC/zdP1epiooYJQaRFsM/dK1U3SMiIqLqqjQ02rhxI1asWIHx48cjOjoa//73v5GayllYqGwi5D8qutMZiwRg+GObSrcjBf6vnHWX+p0M//S1ANC6eSTuGtv99J2EQMapwuAtirKb+cHq35B3Rr2eE6ecEABUxR9SCQGYpoCj0FvngRFQ/uxlX206jLbJ0SE9g3JK9RYqKqeXUFlsViUQBJX8JMbaEB/t/+/YaAsUufw6EcNTzg/UThJCwO3Vq93ri4iIzi0S/F8aWRQLNFmFpmjQZPWcD4nKUzJ0LVKzw+3zoEh3QjeN+m4WERE1MpWGRqqqBj5wA4DFYoGqVvoworAK6lRU7h38DPinoq/wTlVwsoyZwQIZVfEFq39In6hyj5za4vEayMl34/ipQmiKv1C2YfjboRsmMnNcmPnK91ValyxJiIu2IiHG6u8ZVBIGxdqQUBwKRdjO7hxQunaSy6MjPsbG2dOIiChIoCeRqsEqW6Cp/p5EVD2KrCDSakeExQaX183wiIiIqqXST36dOnXCu+++C8MwcOjQIbz55pvo0qVLXbSNqEEpa2YwCf7gSJgi0NNIAqAotfetpykE8gtP1xLy1xMK7jFU5NarvD67VQ0MGYuPsSIxNnjoWGyUFXId1JgqqZ1U0h4iIiIZMqyqBotsgab4exOxJ1HtkCWZ4REREVVbpaHRww8/jKeeegrZ2dm4+eab0b9/f9YzonNSWdPRK4oEiyYX9+oxoSoyIqwqkhKiqrxet1cvt7B0br4buQUeGGZVawn5/1UUGZoiAcVFzAf2aYtLOychPsaGCCt7ChIRUcMQmOFMtQZ6E8lS+cOb6eyVDo+cXheKfE4YgjWPiIiobJV+eoyKisJTTz1VF20hatDKmo7+sotaYNOuDH94VBwkGYbA0L7tABTXNyryBAKhbMcZPYXy3XBWp5eQTQ3UDUqILaknZA3UFYqNsuLX37OD2ljd2dOIiIjC5cy6ROfSDGd1YUfGL/hk72pkFWUjKTIRY7oMQa+W3cu8ryzJiLJGwq5FoMjnRJHXxYLZREQUotzQaPbs2RU+8Omnn671xhA1dGdOR+/26Ii2W/DdjmPIyXfDalHRPC4CX206jPdX7UNugQdmVXsJyRLio63BM43F2vzLiusJ2arQS+jMNhIREdWXkpDIqligyVpgyBnVvh0Zv2Dptg+gyQqiNDvyXA4s3fYB7uiNcoMjwD9ZSLQ1ChFaBJzeIhT53BD1Mp0HERE1ROV+Au3YsSMAYPv27Th+/DjGjBkDRVHw+eefo23btnXWQKL64p8FzRNUS8g/dMwT6C3k9AT3Eipy+4ealcVuU4OnoI8Nnn0sJtJS7VpCvxw8hVWbj+CUw4Vm7FVERET1rGS4mUWxBOoSqQqHRdeFT/auhiYrsKpWAPD/q3vwyd7VFYZGJVRZQYwtxh8e+VxwMjwiIiJUEBpNmTIFALB69Wq8++67iIiIAADceOONuO222+qmdURh5PLoIUPFcvI9gXpCeYVV7yWkyFJxGGQ9PdNYqWLTCTE22Cy1e9H8y8FTWLZqHxRFQqRVgaPQjWWr9mHCUDA4IiKiOhGoSaRYoDEkqldZRdmI0uxByyyKBVlF2dVaj6ZoiFU0RGp2OHUXnF43h60REZ3DKv2rnp2dDYvFErgtSRJyc3PD2iiis2WYJhwlM445zpx1zN9TyOWpei2hyAgNCSXDxEKGj9kQE2WBXMezu6zafASKIgVmc7NqCjwwsGrzEYZGREQUFhIkaLICi1oy3EyDKiuVP5DCLikyEXkuR6CnEQB4DS+SIhNrtD5VURGjRPvDI58bThbMJiI6J1UaGqWkpGDq1KkYNWoUhBBYuXIlBg0aVBdtozDZuicTaesOwOszoMgSBvVp2+hChpJeQqUDodKhUF6BB6aoWi8hVZEQF20rHjpmDRo6VlJ02mppeBfEpxwuRFqD22VRZWQ7XPXUIiIiamokSNAUf8HqkuFmCkOiBmlMlyFYuu0DQPfAoljgNbzwmQbGdBlyVutVZAXR1kjYNVugYDaHrRERnTsqDY3mzp2Ld999F6tXrwYADB8+HBMmTAh7wyg8tu7JxJK0nVBVCUlxEcjMdTW4IU2GacJR4O8llB0yfMw/NX11eglFRWiBOkKAwLGTRXB7dcRH2/Cny9rism4t6ryXUG1oFhsBR6EbVk2BJPl7Afp0Ey0SI1F6d2T4fwcgsFwIBF3wSZCKf3f6fhIkyLJ/uSxLOF1u6fTKJdm/buFfISD5fytJUlAbJEgQEP7tCv+WZalk3ZxamYiooZAgwVIcEmkMiRqVXi27447eqPLsadWlyApirNGwq/7Z1lw+D4etERGdAyoNjVRVxeTJkzF58uS6aA+FWdq6A1BVCTaLCknyD23SDbNOhzS53Dqy812BYWK5+W4cOuZAelYBvF4DVSwjBMDfSyg+xj+zWGC4WKkp6BNibLAUD98qXQMoPsoCr0/Hp+sPITJCazCBWVlKZTmQJf8UuYos4fqBHfDxdwehaTI0RYbHq0M3VNwwuCOax9n9gQ9Q7eLaRER07vCHRFpxTyL/cDOG+Y1Xr5bday0kKo+qqIhVYhBlMeAqHramc9gaEVGTVW5o1KVLl0DvhLLs2bMnLA2i8MrMcSI6Ivhlr80hTYZhIq9kxjGHG7kFobOPuT1GldcXbdfKLCydGBuBhBgrouxVryXUUGsAlTRfkSRoqgJFkaDIUnHvHv+/JbdLH5MpcRHQNAVp6w4g/VQhkhLsuPFPHdC7S3I97QkRETV0EiRYFX84pBWHRbLEkIiqT5EVRFkjYbdEwOl1wam7oJtVv8YjIqLGodzQaOPGjRBC4KWXXkLr1q1x0003QVEUpKWl4fjx43XZRqpFyQl25Oa7gmby8uomEmMjKn2sEAJOj45cxxmzjZWqJ5RX6EEVSwlBVWTEx1hR6PRBCAGLJkNVZKiyBEMIxEdH4B+Tetd0V0PUVw2gkp5CJb2EVEWGphaHQrIEVVGgKlKFIW15+nRNRp+uDImIiCiUBECCDIuiQlMsgdpEDImoNsmSHAiPXD43XD4XvGbVywgQEVHDVm5oFB8fDwD45Zdf8PjjjweW33bbbRg/fnz4W0ZhMX5AByxJ2wk3dMTYNXh8BgxDYGjfdjAME7kFnlI1hIIDoex8Nzze6vUSSoiNQEK0NVBTqHQvoWi7BZIk4aFXf0CkVQkKTYQQyC1w1+q+l64BVKKqgVlVScU1fRRZhlVToGr+oWSaqmDn/pP4ZP0hZGQXITHWhnHXdGDgQ0REtep0TyJLYNhZTb6UIKouWZIRabEj0mKHx+dBkc8Ft+Gp72YREdFZqrSmkcvlwqFDh3DhhRcCAPbt2wefzxf2hlF49OmaDIzvgfe+2os/ThRANwTsNhXvfLkXjgJPlefC0FQZ8dHWoFAoMfb0VPTx0dZALaHK1EWYAwBD+7bDslX74IEBiyrDq5uBwKwmJAlQZRkWzd9TSFHK7zVUugC5TVOQ43BhSdpOYHyPMoOjkhnuMnOcSE6wY/wABkxERBRMkgAICZqswKJaYJEtsKjsSUT1z6pZYdWsKPI6UeApYsFsIqJGrNLQaPr06bjpppvQuXNnmKaJgwcP4rnnnquLtlGY9OmajLe/2IOcfP+3P/lF3pD7xERainsHWQPTzpcOhaLttffNZW2HOeXp3r4ZJgz11zbKdriQGBuBoX3bVVrPSJL8M32pir/XkKr4ew5pmgKlikWmSxcgBwCbRYUbOtLWHQgJg0oHTNERKnLzKw6YiIjo3CNBQqw1BpqiQeXsZtRARVrssCoWFPqccPncQTO3EhFR41BpaDR06FD07t0b27ZtAwD06dMHCQkJVd7AM888g9zcXCxYsKDmraRaN25AB3yzNR0RVtUfDJXMNhbr7yWkqXV3AVrTMKem26povSU5mFo8vEzTZH9ApJ7dt7ZlFSC3agqycpwh961OwEREROcmSZIQodnquxlElVIVFXFKDCJUGwq8RfAaoV9WEhFRw1VpaOT1erF9+3Y4nf4Pt9988w2OHDmCGTNmVLryjRs3YsWKFRgwYMBZN5Rq14BL2+CKbi2QnV+7dYNqqrIwJ5xkyR/MWCwKLKoMRZZrfZr6sgqQe3wGkhLsIfetTsBERERE1BhYVX+drSKvE4VeJ4esERE1EpWGRjNmzEB6ejpOnjyJiy66CD///DMuv/zySlecl5eHF154AX/5y1+wd+/eWmks0dkqmcnMoiiwaP56RBZNqfWQ6EylC5BbNQUenwFdFxg/oEPIfasTMBERERE1FpIkIcoaCZtqRaHXieIrMyIiasAqHXOzZ88epKWlYfDgwXjooYfw/vvvw+FwVLriRx55BDNmzEBMTEytNJSoJiQAigREWFTERlmQGBeBFgmRaBYfgZgoK2xWNeyBEeCvIzVtfA/Ex0Sg0KUjPiYC08qpUTR+QAfouoDbq0MI/7/lBUxEREREjY2qqIiLiEGUxi/EiIgaukp7GiUlJUFVVZx//vn47bffMHz4cBQUFFT4mOXLl6Nly5ZISUlBWlparTWWqDIlM5qV1CNSFRmaKjeI6Yb7dE2uUk2ikhnu0tYdQFaOE0mcPY2IiIiaIFnmTH9ERA1dpaGR3W7Hp59+ii5duuC///0vLrzwwkB9o/J8/vnnOHnyJFJTU+FwOOB0OvHUU0/hoYceqrWGE5UIrkl09kWrG4KqBkzhsHVPJtLWHUBmjhPJDKyIiIiIiIjOWZWGRo888gj++9//4oEHHsCHH36IW2+9tdIi2G+88Ubgv9PS0vDjjz8yMKJaIcEfEmmqCosmQ1UlWLW6GWJ2Lti6JxNL0nZCVSVER6jIzXdhSdpOoJyhdERERERERNR0VRoanX/++XjwwQcBAC+++CIAYP/+/WFtFFFpEgBVkRFhVaBpCqya0iCGmzVFaesOQFWlQBFum0WFGzrS1h1gaERERERERHSOqTQ0KstNN92E7du3V+m+48ePx/jx42uyGTqHldQmirAqsFpUWDSlvpt0TsjMcSI6Ivi0YNUUZOVUPCSViIiIiIiImp4ahUZCiNpuB53jJAlQJAkWTYFFk2HR1CZRm6ixSU6wIzffFehpBAAen4GkBM5uQkREREREdK6p0adyDg2i2iBLgE1TERdlQfM4O5ITIxEfY0NkhIWBUT0ZP6ADdF3A7dUhhP9fXRcYP6BDfTeNiIiIiIiI6liNehoR1YQkAZqiwGaRWZuogerTNRkY3wNp6w4gK8eJJM6eRkREREREdM4qNzTq1atXmR/ohRBwu91hbRQ1HZIEWFUVNmv4hpxxivja1adrMp8/IiIiIiIiKj80+uyzz+qyHdRESABk2T/7ltXiD4oUOXy9iThFfP1iYEdERERERNR0lRsatW7dui7bQY2YLAEWVYXFIvsLWatynQ074xTx9YeBHRERERERUdPGmkZUbUG1iVQFFk2BHMbeRBXhFPH1h4EdERERERFR08bQiKpEkgCLqiDCqsBqUaEqDWN2M04RX/uqOuSMgR0REREREVHTxtCIylW6iLXNokJpIEFRaeMHdMCStJ1wQ4dVU+DxGbUyRfy5WqunOkPOGNgRERERERE1bQ0vBaB64+9NJCMqQkNijA3JCZFIjLMhMsLSIAMjwD/T17TxPRAfE4FCl474mAhMO8uaOiXBSW6+Kyg42bonsxZb3jCVHnImSf5/VVVC2roDIfcdP6ADdF3A7dX9syp69VoJ7IiIiIiIiKhhYE+jc5ymyrCqir+Itao02HCoIuVNEV/T3kLncq2e6gw569M1GRjfA2nrDiArx4mkc6hHFhERERER0bmAodE5zGpRkGRtmkOJzmZmr3O5Vk91h5yVF9gRERERERFR49f4upVQrZGk+pnxrC5UZ5jVmZIT7PD4jKBl50qtHg45IyIiIiIiohIMjahJysxxwqopQcuq2lvoXA5OwlEjioiIiIiIiBonDk+jJulsZvY612v1cMgZERERERERAQyNqIkaP6ADlqTthBs6rJoCj8+oVm8hBidERERERER0ruPwNGqSOMyKiIiIiIiI6OywpxE1WewtRERERERERFRzDI2IztLWPZlIW3cAmTlOJJ9j9Y+IiIiIiIio6eLwNKKzsHVPJpak7URuvgvRESpy811YkrYTW/dk1nfTiIiIiIiIiM4KQyOis5C27gBUVYLNokKS/P+qqoS0dQfqu2lEREREREREZ4WhEdFZyMxxwqopQcusmoKsHGc9tYiIiIiIiIiodoQ1NHrppZcwYsQIjBw5Em+88UY4N0VUL5IT7PD4jKBlHp+BpAR7PbWIiIiIiIiIqHaELTT68ccfsWnTJnzyySf46KOP8Pbbb+PQoUPh2hxRvRg/oAN0XcDt1SGE/19dFxg/oEN9N42IiIiIiIjorIQtNLr88svxn//8B6qqIjs7G4ZhwG5n7wtqWvp0Tca08T0QHxOBQpeO+JgITBvfg7OnERERERERUaOnhnPlmqZh0aJF+Pe//41hw4YhOZkfpKnp6dM1mSERERERERERNTlhL4T9f//3f9i4cSMyMjLw3//+N9ybIyIiIiIiIiKiWhC20OjgwYPYs2cPACAiIgJDhw7Fvn37wrU5IiIiIiIiIiKqRWELjY4ePYo5c+bA6/XC6/VizZo16N27d7g2R0REREREREREtShsNY2uueYa7Ny5E2PHjoWiKBg6dChGjhwZrs0REREREREREVEtCmsh7Pvuuw/33XdfODdBRERERERERERhEPZC2ERERERERERE1PgwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCiEGs6Vv/LKK/jiiy8AANdccw0efPDBcG6OiIiIiIiIiIhqSdh6Gm3YsAHff/89VqxYgY8//hi7d+/G6tWrw7U5IiIiIiIiIiKqRWHradS8eXPMmjULFosFANC+fXscP348XJsjIiIiIiIiIqJaFLbQqGPHjoH//uOPP/DFF1/g/fffD9fmiIiIiIiIiIioFoW9EPb+/fsxZcoUPPjggzj//PPDvTkiIiIiIiIiIqoFYQ2Ntm3bhttvvx1///vfMW7cuHBuioiIiIiIiIiIalHYhqdlZGTgnnvuwQsvvICUlJRwbYaIiIiIiIiIiMIgbKHR0qVL4fF4sGDBgsCyCRMm4Oabbw7XJomIiIiIiIiIqJaELTSaM2cO5syZE67VExERERERERFRGIW9EDYRERERERERETU+DI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQqj13YAzGYYBADhx4kQ9t4SIGqoWLVpAVat2+uI5hYiqgucVIqpNPKcQUW2qzjmltjW40OjkyZMAgIkTJ9ZzS4iooVqzZg3atGlTpfvynEJEVcHzChHVJp5TiKg2VeecUtskIYSoly2Xw+1245dffkHz5s2hKEp9N4eIGqDqJO08pxBRVfC8QkS1iecUIqpN9dnTqMGFRkREREREREREVP9YCJuIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEAyNiIiIiIiIiIgoBEMjIiIiIiIiIiIKwdCIiIiIiIiIiIhCMDQiIiIiIiIiIqIQDI2IiIiIiIiIiCgEQyMiIiIiIiIiIgrB0IiIiIiIiIiIiEIwNCIiIiIiIiIiohAMjYiIiIiIiIiIKARDIyIiIiIiIiIiCsHQiIiIiIiIiIiIQjA0IiIiIiIiIiKiEA06NOrcuTNGjx6N1NRUjB07Ftdeey2uu+467Nq1q8brzMzMxIQJE2qxlafNmjULS5cuDVn+0ksv4eOPP67WupYuXYpZs2YBAB5++GFs2LChRm1KT0/HfffdV6PH1sSsWbPQuXNnbNq0KWj50aNH0aVLF8ybNw9A+fu0a9cuDBo0qMx1z5s3Dy+//DIAYNCgQdV+HwwaNAjXXnstUlNTg362b99erfWUCPdzW3p/S0tLS0OPHj3w22+/BS2fNm0a0tLSqr2dKVOmICcnB0D1ntd9+/ahc+fO+Ne//hW0vLCwEBMmTMDIkSOxatWqoN+F8/hrLHhea1zntZ9++gl9+/aFaZqBZX/729/QvXt3FBYWBpY99thjePbZZ2u0jeXLl+Pdd98967aW5+WXX8YVV1wRcu577rnnwrZNahx4Pmpc5yMA8Pl8WLhwIUaPHo0xY8Zg9OjRWLx4MYQQNV5nQUEBbrvttsDtzp07B64LKrN27Vp07twZn3/+eZXuX5PXqqHg8dL4jhcAOHjwIO67777AMTNp0iRs3bq1TtvQ0GzevBmjRo0CAOzcuROPPPJIyPKaysjIwKhRo5CamoodO3YE/e7ll18OfBasqpycHHTu3Pms2lQbavo5q0Tp5/lMhYWFmDNnTuA9OnbsWCxfvjzw+6peJ4bzelINy1pr0VtvvYWEhITA7aVLl+LJJ5/EBx98UKP1JScnY9myZbXVvCq5//77z+rx8+fPr/Fjjx8/jt9///2stl9drVq1wsqVK3HFFVcEln388cdITEwM3D6bfTobzz33HC6++OJaWVd9PLclhBD4+9//jg8//BBWq/Ws1vXDDz/U6HHvvfceRo8ejXfffRdTpkyBqvpPJ3v27EF2djZWr14d8pj6OP4aIp7XGs95rUePHgD8IWnXrl2h6zo2b96Mvn37Yv369Rg+fDgAYNOmTXjiiSdqtI1t27ahY8eOtdbmsowYMaLcixU6t/F81HjOR4D/9Tp69ChWrFgBVVVRUFCAyZMnIz4+HjfddFON1ulwOGocfJRcC7z55psYMWJEpfc/29eqvvF4aVzHy6FDhzB58mQ8/fTTuOqqqwAAGzduxF/+8he8//77Yf/b2xgcOHAAmZmZtba+zZs3o1mzZnjzzTdrbZ1NQUXP8z//+U/Y7XZ88sknkCQJmZmZuOmmm9CyZUv079+/yteJ4byebPChUWm6riMjIwOxsbGBZa+++ipWrVoF0zTRunVrPProo0hOTsbhw4fx0EMPweFwoHnz5hBCYMyYMbj88ssxevRo7NixAz6fDwsWLMDGjRuhKAp69OiB2bNnIyoqCoMGDcK4ceOwceNGZGRkIDU1FdOnT4dpmnjqqafw888/o6ioCEIIPPnkk+jdu3e57Z41axY6duyIO+64AxdffDHuuusu/PDDD8jKysLUqVNxyy23wOfz4cknn8SGDRuQmJiIxMREREdHAwBuvfVWTJw4EcOGDcM333yDF198EaZpwm634/HHH0eXLl2wePFirFmzBm63Gy6XCzNnzsSgQYMwZ84cZGZm4o477sDSpUvx9ddf45VXXoFpmoiMjMTs2bPRo0cPvPzyy/jpp5+QlZWFzp07B30DfeDAAfz9738P2a/bbrsN1113XcjyESNG4MMPP4Tb7YbNZgMAfPHFFxg+fHjg2/rS+/Tee+/hrbfeQlRUFDp16hRYT2FhIR5++GHs3bsXSUlJUBSlzOd57dq1ePXVV+Hz+WCz2TBz5kz06tWrsrdTiLKewyFDhuDgwYN4+OGH4fV6IYTA9ddfjwkTJoQ8t6X99NNPePbZZ+H1enHy5ElceeWVeOqpp3D06FHcfvvtuOaaa/Dzzz8jPz8fDzzwAIYMGVLl/QWAlJQU+Hw+PPPMM2V+ENy/fz/mzZuHvLw8SJKEKVOmYOzYsdi8eTPmz58Pu92OoqIidO/eHQAwefLkQI+hDz74AI8++ihycnKQmpqKGTNmhKy/sLAQn376KZYvX469e/fiq6++wsiRI3Ho0CE89NBDyMzMRGpqKp5//nlMmTIF7du3x7Fjx7BgwQJMmTIFO3bsgK7rePbZZ7Fu3TooioJevXrh0UcfRX5+Ph555BFkZ2fj5MmTaN26NV588cWg0LEp4XmtYZ/XZFlG//79sXnzZnTt2hXbtm1D586dMWzYMKxduxbDhw9HZmYmsrOz0atXL3i9Xjz33HPYsmULDMPARRddhDlz5iAqKgrvvfceli1bBk3TYLVaMW/ePPz+++9Yu3YtfvjhB9hsNkycOLHc1//WW29FbGwsDh06hJtvvhmrVq1Cz549sX37dmRkZCAlJQVPPPEEZLl6nYhLvxZn3u7evTsGDx6MvXv34rnnnoPH48HChQvhcrmgaRqmT5+Oq6++Gmlpafjyyy9hmiaOHz+O5ORkLFiwAMnJySgoKMD8+fPx22+/wefzISUlBQ8++GAgaKaGg+ejhn0+AoCTJ0/C5/PB6/VCVVVER0dj4cKFgeurEydO4LHHHsOxY8cghMDYsWMxdepUHD16NPC6AAi6PXv2bLjdbqSmpga+SX/55Zfx888/Iy8vD3fccQcmTpwY0r709HT8+OOP+OabbzBixAj89NNP6NmzJwBg69atWLBgQaBd06ZNw7XXXhv0Wn344Yf44IMP4PP54HA4cOedd+KWW26p9H3aUPB4afjHy2uvvYbrrrsuEBgB/mvof/7zn4HPKBW14ciRI8jMzMTJkyfRrVs39O3bFx9//DGOHj2KBx54AKNGjary/Wry+qampmLWrFlISUnBZ599htmzZ2PLli2w2Wx4+OGH0a1bN1x//fXlXnd88803WLJkCbxeL3JycjB27FhMnz498FxkZGRg0aJFKCgowOzZszF27Fg4nU7MmDEDhw4dgsfjwZNPPok+ffqEPN8ffPAB3n77bciyjGbNmmHu3LnIzMzEiy++iIKCAtx66614++23K3wfRkVFYd++fThx4gQ6d+6MZ555BpGRkVi1ahVeeOEFREREBD6rlFi+fDnef/99mKaJuLg4zJ07F+3bt8esWbNgtVqxd+9eZGdno1+/fpgzZw40TcPBgwcxf/585OXlwTAM3Hrrrbj++uuxefNmvPDCC2jbti32798PXdfx+OOPo3fv3sjMzMSsWbOQlZWFVq1aITs7O9CG6q6vVatWQc/z008/HbRPJ0+eRGJiInw+HywWC5KTk/Hyyy8jLi4Oq1evDrpOvPbaa8v8nLR9+/YqX0+uWrUKr776KiRJgqIoePDBB3HZZZeV+1oBAEQD1qlTJzFq1CgxatQo0a9fPzFo0CDxxBNPiFOnTgkhhFixYoWYPn268Pl8Qgghli1bJqZOnSqEEOLGG28U7777rhBCiAMHDohLLrlEfPTRRyI9PV307NlTCCHESy+9JO69917h9XqFYRhi1qxZYu7cuUIIIQYOHCgWLFgghBDixIkT4uKLLxZHjhwR27dvF/fdd58wDEMIIcSSJUvEtGnThBBCzJw5U7z++ush+1F6eadOncTbb78thBBi165donv37sLtdos333xT3HbbbcLj8YiioiIxbtw4MXPmTCGEEJMmTRJffPGFOHnypOjdu7fYvXu3EEKIr776Stxxxx3i6NGj4tZbbxUul0sIIcRnn30mRo0aJYQQYtOmTWLkyJGB5+HKK68UR44cEUIIsWHDBtGvXz9RUFAgFi1aJK699trAc1lTJfs6bdo08b///U8IIcSWLVvEfffdJxYtWiQef/zxoH369ddfRUpKisjKyhJCCDF37lwxcOBAIYQQ8+fPFw8++KAwTVNkZ2eLq6++WixatCjw+uzcuVP8/vvvYtSoUSInJ0cIIcRvv/0m+vXrJ4qKikLaNnDgQDF06FAxZsyYwM/1118vhBAVPoezZ88WS5YsEUIIkZWVJaZPny4Mwwh6bs80Y8YMsWnTJiGEEIWFhaJv375i165dIj09XXTq1EmsXbtWCCHEl19+KQYMGFDp/pb20UcfibvuuktkZmaKK664IrCuu+66S3z00UfC5/OJwYMHi6+++koI4X//XnXVVWL79u1i06ZNokuXLuLo0aOB9XXq1ElkZ2cHnqN58+YF9rV79+7i+PHjIW145513xLhx44QQQrz22muB51GI4Pdcyf5u2bIlcLvk+HvrrbfExIkThcvlEoZhiPvvv1+sWLFCvPnmm4Hn2zRNMXXqVLF06dIyn+fGiOe1xndeW7Fihbj77ruFEEI8/fTT4q233hKZmZni8ssvF7quB14zIYR4+eWXxYIFC4RpmkIIIf75z3+KRx99VOi6Lrp16yYyMzMD61y2bFnIc1nR6z9p0iQxe/bsQLsmTZok/u///k8YhiEKCgpE//79xcaNG0Pav2jRItG3b9+gc9+YMWPEd999F/RalF5vye1OnTqJFStWCCGEyMnJESkpKeKnn34SQvjPt5dffrk4cuSI+Oijj0TPnj3FoUOHhBBCPPvss+K+++4TQggxa9Ys8Z///EcIIYSu6+If//iH+Ne//lXDV4NqE89Hje98lJGRIcaNGycuvvhiMWnSJPH8888H2iuEEBMnThT//ve/hRBC5Ofni9GjR4vPPvss6HURIvjv8Zm/69SpU+Dv7u7du0X37t2F1+sNacszzzwTOM4fe+wxcf/99wd+d9ttt4nPPvtMCCHEnj17xGOPPSaEOP1aFRYWihtvvDFw/bZjx46gNjREPF4a3/EyatQosW7dunJ/X1kbBg4cKPLz84XL5RKXXXaZePrpp4UQQqxevVoMHTpUCCGqfL+avL4l1xRCCPHggw+Kfv36ifXr1wvTNEW/fv1EVlZWudcdpmmKSZMmid9//z2w3q5du4rs7Oyg16Hkc0XJ69O1a9fA3/k33nhD3HbbbSHP24YNG8Sf/vSnwOeHjz76SAwfPlyYphm0vjOV/iw4c+ZMcdNNNwmPxyO8Xq8YO3as+PDDDwPvq/379wshhFi8eLHo1KmTEEKIzZs3i1tuuUU4nU4hhBDr168Xw4YNC6xv7NixorCwUHg8HjFx4kTx9ttvC5/PJ0aMGCF++eUXIYT/vDh8+HCxY8eOwP7++uuvQgghli5dKiZOnCiEEOKvf/2reOGFF4QQQvzxxx+iZ8+egc9ZNVlfRc/Lnj17xNChQ0WvXr3ElClTxCuvvBK4nirZt5JjtqLPSVW9nhw8eLDYsWNH4Dl8+eWXy2xXaQ3+a76SbqC7d+/GXXfdhb59+wZ6HHzzzTfYtWtXIFU2TRMulwsOhwM7d+7EO++8AwBo37590FCpEt999x1mzJgBTdMA+JPze+65J/D7wYMHA/B3HU1MTITD4UCvXr0QGxuLZcuWIT09HZs3b0ZkZGS19qlkvd26dYPX64XT6cTGjRsxatQoWCwWWCwWjB49Gvv27Qt63Pbt29GxY0dcdNFFAIChQ4di6NChAICFCxfi008/xeHDhwPfNpxp06ZNuOKKK9C2bVsA/qQ9ISEBv/zyCwCgZ8+eZX7zW92eRgCQmpqKlStXYsSIEfj4448xbty4wHZK27hxI/r164fmzZsDAG666SZ8//33gd899NBDkCQJCQkJGDJkSMjjS74Zuf322wPLJEnCkSNH0KVLl5D7lzc8rXXr1uU+h0OGDMHMmTOxc+dOpKSkYM6cOZV+k79gwQJ89913WLx4cSCpdzqdiIuLg6ZpuOaaawAAF110EfLy8qq8v6UlJSVh/vz5eOihh/DJJ58Elv/xxx/weDyB90ZycjKGDh2K9evXo2/fvmjZsiVat25d7npLxjI3b94czZo1Q3Z2Nlq2bBl0n2XLluHGG28EAIwZMwbPP/88duzYUWYPL1VVA988lrZhwwakpqYGvul58cUXA7/bunUr3njjDfzxxx/Yv38/Lrnkkgqfi8aG57XTGsN57eqrr8bTTz8N0zTxzTff4PXXX0dSUhJat26NX375BZs2bQoc0+vWrUNBQUGg3oPP50NiYiIURcGwYcMwYcIEDBgwAP379w88prTyXv8SZ37bN3DgQMiyjKioKJx33nlwOBwh6wTObnhayTZ37tyJdu3aBY7Hjh074tJLL8WPP/4ISZLQr18/XHDBBQCAG2+8EampqYHnZNeuXfjwww8BAG63u0btoPDg+ei0xnA+atGiBdLS0nDgwAFs3rwZmzdvxk033YRZs2Zh3Lhx2L59O/79738DAKKjozF+/Hh899131f47WnIt0LVrV3i9XhQWFiI+Pj7we6/Xi7S0NDz11FMAgHHjxuHmm29GRkYGWrZsieHDh2PevHlYu3YtrrzySvztb38LWn9kZCQWL16Mb7/9Fn/88Qf27t0Lp9NZrTbWBx4vpzWG40WSpKCahNVtw5VXXhnoYZWUlBTosdSuXbvA9XtV71eT13fIkCH429/+hgcffBBbt27F7bffjh9++AGRkZFo164dmjdvXu51hyRJWLx4MdatW4fPPvsMBw8ehBAi6JqiLG3btg2cL7p06YKPPvoo5D7r16/HiBEjAkM1x48fj/nz5+Po0aMVrvtMV111FSwWCwCgU6dOcDgc2LZtGzp16oQOHToA8H82fP755wH4rycOHz4cVAcsPz8/8ByPGzcu8P5PTU3FmjVrcMUVV+DIkSN46KGHAo9xu9349ddf0b59e7Rq1Qpdu3YF4P9ctmLFCgD+zykzZ84EAJx33nno27cvAP/nrJqsryJdunTBl19+id27d2PLli344YcfsHjxYrz00kshtX4nT55cpc9JFV1Pjhw5Evfeey+uueYa9OvXD3feeWelbWzwoVGJbt26Yfbs2Zg1axa6du2KNm3awDTNQDdKwP8HzOFwQFEUAAgqCliyrDTTNCFJUtBtn88XuF26VowkSRBCYN26dZg/fz7+/Oc/Y/DgwbjwwguDPrBXRcl6S7YtyiheWFZ7FUUJaq8QAvv27YNhGPjrX/+K22+/Hf369cNll12Gxx9/vNL9LVmHrusAALvdXmZ7O3TogJUrV1Zx7/wGDx6MefPmISMjA1u2bMFjjz1WZmhU0obS+1jV3wH+fUpJSQkKHDIyMpCUlFSt9u7evbvc53DgwIH46quvsGHDBmzcuBH/7//9v0oLoU2aNAmdO3fGVVddheHDh+Pnn38O7IumaYHQqazXo6L9PdOgQYMwbNgwzJw5M/CH1TCMGr3OJUr/gS5535e2detW7N+/H6+//jreeOONwD69+eabZYZGFoulzD/6Zy47deoUTNPEW2+99f+zd+fhUVZ3+8DvZ5stk4WEfQthS9jCvgSQRRRXQNFataJ9u1qrrf7qvtRWq1Vr30prrbb1fW1dSquC1LeAaBAQCYtsCVuAEJKwJpBtMuuznN8fIWNCErJONu7PdeWCmcw85zyTzMnMPed8DzIzM3HTTTdh6tSpMAyjRQU+OzKOa51jXIuPj0f//v2xdu1aKIoSfnE5Z84c7NixA9u2bcPDDz8c7s/jjz8eDoS8Xi+CwSCAytD60KFD2Lx5M/785z9j5cqVWLp0aa3zqevnX+XC86kKXYG6n6+NVf1+1X9fqrd5sbFF07QaP1/LssKXLcvC0qVLMWTIEACVL/AuPA61P45HnWM8eumll/CNb3wDQ4cOxdChQ/Gtb30LK1euxF/+8hcsWrSo1rlalgXDMGqNDxc+zy9U9Te6vsdw1apVKC8vx7PPPotf/epX4du+/fbbePjhh3Hrrbdi7ty5+PLLL/HFF1/g1VdfxZo1a8L3P336NL75zW/illtuwcSJE8NLnToLPl86x/Nl3Lhx2L17N+bOnVvj+ldffRUDBw5ssA9VgUaV+pZVN+Z2zfn5JicnQ9d1pKenY9CgQZg7dy4eeOABqKqKq666Knycul53+Hw+3HjjjbjiiiswadIk3HTTTfjss88afJ1QFWpV70dd53Kh6o9bY9X3GqZ6m9UfS8uysGjRIjz00EPhy4WFheElotV/T4UQkGUZpmkiOjq6xu/M2bNnER0djd27d9fbhwvPvfr7rOYcrz6GYeCZZ54Jb7IyevRo/Nd//Rdee+01/POf/6wVGv3mN79p1Puki72efOCBB3DTTTfhyy+/xPLly/E///M/4Q/26tOhd0+70PXXX4/U1NTwOsCZM2figw8+CO9gs3TpUjz88MNwu92YMGFC+I19QUEBMjIyag0Kl112Gf7xj39A13VYloV3330XM2bMuGgfvvzyS8ydOxe33347Ro8ejc8++wymabb43C677DJ89NFHCAaDCAaDde5CMXbsWOTk5ODw4cMAgPT0dDz00EPYvn17+BdsypQpSE9PD/dJUZTwgJSWloZNmzahoKAAAMLrZiMxi8Nms+HKK6/Eww8/jMsvv7zeQXbGjBn48ssvcfr0aQCokcZedtll+OCDD2BZFsrKypCenl7r/mlpafjyyy+Rk5MDANiwYQMWLlzY5E+yL/YY/uxnP8OqVatw3XXX4emnn4bb7UZ+fn6Nx7a68vJyZGVl4cEHH8T8+fNx+vRp5OfnX/STjsaeb12q1ttmZGQAAAYPHgxVVcM7l505cwaffPIJpk+fXuf9FUVp0iD/j3/8A4sWLcKGDRuwbt06rFu3Dq+//jo+/fRTnDx5stHHqVqfHQqFYFkWfvGLX+A///kPNm3ahLvuugs33HADEhISsHnz5lZ5jnVUHNc6x7g2a9YsvPbaa5gzZ074ujlz5mDlypXo0aNH+NO2mTNn4t133w3/Xj/11FP47//+bxQXF2P27NmIi4vDt7/9bdx///3hwrPVn4P1/fwjqfqnqkeOHKn1aXKVcePG4ejRo8jMzARQWTtt+/btmDJlCoDKT2yrijwuW7Ys/CJ95syZeOuttyCEQCgUwo9+9KPwJ+7UsXA86vjjUXFxMZYuXRr+xFgIgcOHD2PkyJFwu90YO3ZsePccj8eDjz76CNOnT0dMTAx0XceRI0cAAP/5z3/Cx1RVFaZpNil0XrZsGe6++258/vnn4dcCv/jFL/D+++/D5/Ph1ltvxYEDB7B48WI8++yzKC8vR1FRUfj+e/fuRXx8PO655x7MnDkzHBh1pr/3fL50/OfLd7/7Xbz//vvhVQxA5Yyft99+GykpKW363qg5P18AuOKKK/Db3/4WM2bMwJAhQ8J1RatmddX3uiMvLw8VFRW4//77cfnll2Pr1q3h21TX1PcBVeeyatWq8C6LH374IeLi4pCYmNik49Rl8uTJOHLkCA4ePAgANT6onzlzJv7zn/+gsLAQQOV7krvuuiv8/dWrVyMUCiEYDGLFihWYO3cukpKS4HA4wiFP1e5u9U1mqH6OVQXuT548ia1btwJAs49X3+Osqipyc3Px2muvhZ8bhmEgJycnPIuv+n0v9j6pMa8nDcPA5ZdfDr/fj9tuuw1PP/00srOzEQqFLtr/TjPTqMpTTz2FhQsX4osvvsA3vvENnDlzBrfccgskSUKfPn3wwgsvAABefPFFPPHEE3jvvffQq1cv9O/fv0byBwA/+tGP8OKLL+KGG26AYRhITU3FU089ddH2b731VvzsZz/DggULYBgGZsyYES4w1RK33nor8vPzcf3119f7pOvevTtefvllPPLIIzBNE263G7/73e8QFxeHtWvXhgtNz507F2VlZaioqMDQoUNht9tx88034/3338fTTz+Ne++9F6ZpwuFw4PXXXw9Pp2xtixYtwu23337RxzQ5ORkPPfQQ7rrrLkRFRYV3KgKA++67D08//TSuueYaxMfH1yiSXWXo0KHhdFYIAVVV8ac//aneqbkPPvhgrd+DO+64A9dff329j+E999yDJ554Av/85z+hKAquuOIKTJ48GWVlZTUe26o//jExMfjBD36AG2+8ES6XC7169cKECROQl5cXnqFQl8acb13sdjt++9vf4hvf+AaAyk8IXnvtNfzqV7/CH/7wB5imiR//+MeYNm1aeMCr7uqrr8aSJUvwhz/8ocG2iouLsXbt2lpTVdPS0jBu3Di8/fbbNd5UX8ytt96KEydOYPHixRBCYMqUKViyZEl4qeDSpUuhaRomTJiA/Pz8Rh2zs+K41vHHtarQqPpjOWbMGJw9e7ZG4dZ77rkHL774Im688UaYpokRI0aEiz3+6Ec/wre//W04HA4oihL+dH7WrFnhn/H3v//9en/+LbFq1Srs2LGjxnV9+vTB66+/jh/96Ed49NFHsWHDBgwePLjOgpdAZbi0dOlSPPvsswgEApAkCb/+9a+RlJSEXbt2oVevXnjooYdQVFQUHpuByu2Zn3vuOSxYsAC6rmP69On43ve+1+JzosjgeNSxx6Onn34av/vd77Bw4ULYbDYYhoFp06aFl5++/PLLeOaZZ7B8+XKEQiEsWLAAixcvhiRJeOihh/D9738f8fHx4cL3QOVy9NTUVFx33XWN2q754MGDOHDgAF577bUa199www3405/+hBUrVuDBBx/E888/j1deeQWSJOHee+9F//79w7edMWMGPvjgA1x99dWQJAlTpkxBfHw88vLyMHjw4FZ6tCKPz5eO/XxJTEzE66+/jldeeQUvvvgiLMtCfHw8/vSnP4VfZ7fVe6Pm/HyByjIZb775ZvjD3+nTpyM7OztcOqK+1x0ulwtz5szBNddcA5vNFl7ylZeXV2Nm1Lhx4/DHP/4R9957L5YsWdKoc5kxYwa+/e1v46677go/pm+88UaTN+KoS3x8PF5++WU8+OCD0DStRoHmmTNn4vvf/z6+853vQJIkuN1uvPrqq+H3YA6HA7fffjvKy8tx1VVX4aabboIsy3jttdfw3HPP4a9//SsMw8BPf/pTTJw4sc73RVWefvppPPbYY7jmmmvQu3fvcNkTm83WrONVf5xfffXVGt9bunQpfvOb3+Cqq66C0+mEZVm48sorw8sXq79O/PGPf1zv+6TGvJ5UVRWPP/44HnzwQaiqCkmS8Pzzz9eaLXchSXTRdR9/+tOfMH/+fAwZMgQejwcLFy7EX/7yl/D6SCKizobjGnVUy5cvxyeffII33nijvbtCbYTjEVHj8flCFFnVdwWk1tfpZho11qBBg/DAAw+E1zJ+//vf58BMRJ0axzUi6ig4HhE1Hp8vRNSZddmZRkRERERERERE1HydqhA2ERERERERERG1DYZGRERERERERERUS4cLjQzDwPHjx5u89R8RUV04phBRa+O4QkStiWMKEXVkHS40On36NObNm4fTp0+3d1eIqAvgmEJErY3jChG1Jo4pRNSRdbjQiIiIiIiIiIiI2h9DIyIiIiIiIiIiqoWhERERERERERER1cLQiIiIiIiIiIiIamFoREREREREREREtTA0IiIiIiIiIiKiWhgaERERERERERFRLQyNiIiIiIiIiIioFoZGRERERERERERUC0MjIqILCCHauwtERERERETtjqEREdEF9FAQnrJihIIBBkhERERERHTJUtu7A0REHZERCsEIhaCoKuwOJzS7E7LMnJ2IiIiIiC4dEX0HtHLlSlx33XW47rrr8OKLL0ayKSKiiDANA74KDzwlRfBVlMPQ9fbuEhERERERUZuI2Ewjv9+P5557DmvWrEFMTAxuu+02bN68GdOnT49Uk0REEWNZAkG/D8GAH5pmg83hhGazQ5Kk9u4aERERERFRREQsNDJNE5Zlwe/3w+VywTAM2O32SDVHRNQ2hIAeCkIPBbl0jYiIiIiIurSIhUZutxs//elPcc0118DpdGLy5MmYMGFCpJojImpzVUvXZF8FbA4XbHYnFJWl4oiIiIiIqGuI2EfjBw8exIcffojPP/8cX3zxBWRZxptvvhmp5oiI2o1lCQR8XpSXnoO3vAx6KNjeXSIiIiIiImqxiH0kvmnTJqSlpSEhIQEAsHjxYrz33nv43ve+F6kmiYjalxAIBf0IBQNQNQ12p6vFdY/ysjOxc+NqlJecRUy37pgw6xokJqe2YqeJiIiIiIjqFrGZRikpKdi8eTN8Ph+EEFi3bh3GjBkTqeaIiDoQAUMPwVteCk/pWQT9XliW1eSj5GVnYsPKd+D1lMHujILXU4YNK99BXnZmBPpMRERERERUU8RmGs2cORP79+/H4sWLoWkaxowZgx/84AeRao6IqFWsW/4Wju7bgd6JQzEoeSx6Jw6FojR/qDQNs2bdI4ez0cfbuXE1ZFWFZqvcRECz2aGfv56zjYiIiIiIKNIiWrH1Bz/4AYMiIupUyosLEfBV4NiB3Th2YDdsdicGDBuNQSmp6Nl/cLN3SauqexT0+6DZHbA7nFA128X7UnIWdmdUjetUzYbykrPN6gMREREREVFTcJsfIqJqrl1yHw58tQmHdm/BmeO5CAX9yNm7HTl7t8PhcmPg8DFITE5Fj74DIUlND5CEEAgF/AgFGq57FNOtO7yesvBMIwAw9BBiunVv0TkSERERERE1BkMjIqJqbHYnRky6DAOHj4Gvohz5hzJx7GAmzp0uQMBXgUO7M3BodwZc0bFIHJ6KxJSxiO/ZtxnFrivrHhl6CIqihJeuVZ/JNGHWNdiw8h3oqJxhZOghWIaBCbOuadVzJiIiIiIiqgtDIyKierjcMUiZMBMpE2aioqwYedlZyMveg5KiU/B5ynBgxxc4sOMLRMclIDE5FYnJYxHXvVeT2zFNE36vB0F/BTS7E3aHE4qqITE5FbMX3cHd04iIiIiIqF0wNCIiagR3bDxGTZmNUVNmo6y4EHnZmcjLzkR5cRE8peewd+vn2Lv1cyiqBllREN2tB8amzUPfpORGt2FZAkG/D8GAH5pmg83hOh9GMSQiIiIiIqK2x9CIiKiJYuN7IjXtCoyZNg+lZ0/j2ME9OLpvBwK+CpiGDtPQUXy6ABtWvo2kkeMxJm0eoqLjGt+AENBDQeihIIKqBpvTBZvNDqmZRbiJiIiIiIiag6EREVEzSZKEbj36oFuPPig6mQ9ZUWEaOkJBP4RlwbJM5Oz9Cjl7v4KsqHBFx2Js2hUYNGJco9swDB2GpwwBWYbN4YTN7oSitv7QnZedyWVwRERERERUAz+2JiKqQ1MLW/s8pbA7XXBFxyE2oTfccd2h2mzh71umgYrSc/hy9T+x6u3f40jWdgQD/kYf37IsBHxelJeeg7e8FHoo2KT+XUxediY2rHwHXk8Z7M4oeD1l2LDyHeRlZ7ZaG0RERERE1PlwphER0QVsdgdkWQnvbmboIQghLnqfqJhu8Hs9UDUbJEmCZrPD5xGVM4zcsQgF/QgF/YAQKCk6ha2fLsf29JXoM2gYEpPHov+QEdBs9oY7JwRCwQBCwQBUzVY5+6iFS9d2blwNWVXD7Ws2O/Tz13O2ERERERHRpYuhERFRHVRNg6ppAKJgWRZ0PQgzpMPQgzBNC0DNEGnU5FnYlr4Sxvn7GroOyzIQFRMHze6AZnfAJeKgh/wIeCsAAKah48TRgzhx9CAUVUO/wSlITE5F30HJ59u+uKpAKyDLsNmdsDkat3TtwqVo586cgDs2/oLzt6G85GxjHy4iIiIiIuqCGBoRETVAlmXY7U7A7gQAGLpeaxZS36RkTJm3CPu2b4S3vARRMd0gyzIsywofR5IkyLKKhN4DMPfGu3A85wDysjNx8tghmIaO/ENZyD+UBdVmx4AhI5GYnIo+icMgK8pF+2dZFgJ+LwIBH2w2B2wOR72zlqqWosmqGl6KpgcD8FWUIyo6Nnw7Qw8hplv3Vnj0iIiIiIios2JoRETURBfOQjL0EExdx8Bho9F3cApwfinbydzs2rOPTAO9BgzG5yv+Fg6XZlxzC3Q9hLyDe3A6PwdGKIjcA7uQe2AXbA4nBg4bjcTksejZPwnyxZahCXF+GVwAqqbB7nTBZnfUuEldS9EcUW4EvBWw2R1QNRsMPQTLMDBh1jURegSJiIiIiKgzYGhERHRec3YQk2W5Mpg5H86YpgHTMGCEQug/ZAQkWcberevDAVGvAYNxdN8OyIoKm8MJv9eDnRtXY8q8Rbj8pu8g4Pci/9Be5Gdn4szxXIQCfhzJ2o4jWdvhiIpG4rDRSEwZi+59Bl6kWLcIz4IKqhpsTidsNgckWUZ5yVnYnVE1bu2MioFlmoiKjuXuaUREREREFMbQiIgIdS/b2rDyHcxedEeTwhNFUaEoKmx2B4SIRlRMNwwZNQF6qDLE+fT9v0JWVKha5c5qqmaDAWDf9o3om5QMhzMKw8dOxfCxU+GrKEf+oUzkZWfi7KkCBLweZO/OQPbuDLii45CYnIpByano1rNvvQGSYegwPDoCsgeazYke/QbBc0GtIkMPIb5nX9z4/Uea/fgREREREVHXw9CoHpYlIMtN23KbiDqvSOwgJklSeCmb3RkFyzQhyxJiu/eEqevQQyGYhg5V0+AtL6l1f5c7BikTZiJlwkxUlBUjLzsLedl7UFJ0Cj5PKQ58tREHvtqI6LgEJCaPxaCUVMQm9KqzL5YlEAz4MCg5FVkZ62BzugAh4Pd5OuRStObM+iIiIiIiotbF0Kge3oogbHYFdnvDOxgRUedX17Kt1t5BTFYUyLICn6cMDqcbrqhoSLIMv68CLnfsRe/rjo3HqCmzMWrKbJQVFyIvOxN5BzNRXlIET+k57N26Dnu3rkNc995ITE5FYnIqouMSah2nT+IwCMvC/q++QCgYQHyPPhg55TIkDm/9QKa5wU9rzfoiIiIiIqKWYWhUD2EJVJQHYTgtuKJsF6kdQkRdQUy37vB6ymrsOhaJHcQmzLoGG1a+A59pQtVsMA0dsiRj2hU3wBUTCzOkQw8FYFkCgKjzGLHxPZGadgXGTJuHkqJTlQFSdia85SUoPXsapWdPY8+Xa5HQqz8SU1KRODwVrmo7o/VNSkbfpORqR5TgKTlXo/ZRS7Uk+InErC8iIiIiImo6hkYNCPh1mKaA222DrLT8jRQRdUxVYY4ORHQHscTkVMxedEetGTgDh4+uvIHdCSAGhq6Hi1mbRuh8iFSTJEmI79kX8T37YtzMq3DuVAGOZe9B/qEs+L0enDtzHOfOHMfODavRs98gJKakYuCw0XC43BccSVSrfVQBm8MJzeY4v0Nc87Qk+GmLWV9ERERERNQwhkaNoIcMlJWacMc4oGlKe3eHiCKgvjAnEjNbqpaPXUxVLSQgCsKyoOs6TD0IXQ/BNExcOAtJkiR07zsQ3fsOxITZ16HoxDEcy96DgkN7EQz4UHgiF4UncvHVuo/Re+AQJCanYsDQUbA5nDWOY1kWAj4vAn4fVFU7HyDZITdx9lFLgp+2mvVFREREREQXx9CokSxLwFPmR5TbDrsjMnWOjhwoxOb1OSgt9iEu3oXpc4Zg6IieEWmLiGprTJjTHiRZhs1uB+x2OIHKWUihQOWObIaBCwMkWZbRa8Bg9BowGJPnLsSp/CPIy96D40f2Qw8FcSrvME7lHca29I/Qd9BwJCanot/gETVCGggRnukkyxI0mxOa3V7zNhdRX/Bjszuw4i8vXjSYa6tZX0REREREdHEMjZpACKDCE4ShW3C5W7fO0ZEDhVi1fC8UVYLDqcFTHsCq5Xtx7eLRDI6IqIaqWUiOqPMBkh48HyDplQNVNbKioF9SMvolJcM0dJzMPYS8Q5k4nnMApqHjeM4BHM85AEXV0G9wSmWAlJQMRf06HK/aeS0Y8EFRVdjsDmg2e43bXKiu4Cfk90EIAdM0L1rnqC1nfRERERERUf0YGjVDIKDDtATc0XbIcusER5vX50BRJdhslT8Sm01FCAY2r89haERE9QoHSC7ANAwYRghGSIehB2rVQVJUDQOGjcKAYaOgh4I4cfQA8rKzcPJYNkxDR/6hLOQfyoJqs2PA0JFITB6LPgOHQla+XpZrGgb8RgX8Pi9UVYNms0GzOXDi6EHs2PCfGiHPhcGPLCuwLLNRdY466qwvIiIiIqJLCUOjZtJDBjxlAu4YO5RWKJBdWuyDw1nzU3tNU1Ba7GvxsYno0qCoKhRVhd0BCBGD/MNZ2P/VJpSdPQPN7kTK+LTwrmmazY5BKeMwKGUcQgE/Co7sQ152Jk7n58AIBZG7fxdy9++CzeHEwGFjkJicip79k76ubVRt+Vru/t3I2rIOmsOJmPieCPgqwjOIbvz+I+H+/e2lh1jgmoiIiIioE4lYaPT+++/jnXfeCV8+fvw4Fi1ahJ///OeRarLNGYaJ8lJ/qxTIjot3wVMeCM80AgBdNxEX72ppN4noEpR/KAsbVr4DRbNV7pYmAQd2fAlVs6Fn/6Qat7U5nBgyehKGjJ6EgK8C+Yf3Ie/gHhSeOIZQwI8jWdtwJGsbHFHRSBxeGSB17zMwvEQ3a+vn8PsqYBgGNJsNTnc0HM4o7N22vsZsIRa4JiIiIiLqXCIWGn3jG9/AN77xDQDA4cOH8eMf/xj33ntvpJprN61VIHv6nCFYtXwvQjCgaQp03YRpCEyfM6QVe0tEl4qqLe9VTYOhBwFULi07lLkVg0dNgKmHoOt6rTpIDpcbw8dOxfCxU+HzlCH/cBaOHdyDc6ePI+D1IHvXZmTv2oyomDgkDk9FYspYVJQVw+50QQgLoWAAoWAAkizBV1GGirISaA4HNM2OibOvxfqP3maBayIiIiKiTqJNlqf94he/wAMPPID4+Pi2aK7NVRXINg0LLnfjdha60NARPXHt4tHcPY2IWkVdW97LioLiMyeg2Sp3QXMAME0Dhh6CHgzC0EMQ1QIkV3QsUibMRMqEmfCUFiPvUCbyDu5B6dnT8JaXYv9XG7H/q41QVA2GHoLD5Q4Xx9aDQTijoqGHgtBDQciyhITeAzBr4bewf/tGlJ47g6joWBa4JiIiIiLqwCIeGm3evBmBQADXXNP1P0n2+88XyHbbITWjQPbQET0ZEhFRq2jsUjBFUaEoKuwOFyzThG6EYARDtQppR8fFY/SUORg9ZQ7KzhUiL3sPjmVnwlNyFqahwzR0hM7vrqaodiiqglGTrwvf37IEQsEAYhN6Ie2aW8JFtFXNBiFEq+5GSURERERErSPiodGyZcvwX//1X5FupsMIBQ2UWwLR0XbIrVAgm4ioOera8r6hpWCyosCuOGG3OyGsaOh6CHooCCNUM0CKTeiJ1OlXYkzaFSgpOoW8g3twdP8OBHxemIYB0zAAAJkZn6GsuAiJw8fAFR37dUPVimgDEmRZgmZzQLXZoGk2SDLHTiIiIiKijiCioVEoFML27dvxwgsvRLKZDsfQTZSXBeCOtkNtYYFsIqLmSExOrbXlfVOWgkmyDJvdAZvd8XWAFAzWmIEkSRLie/ZFfM++GHfZ1Th3qgDHsvcg/1AW/F4Pzp0+jnOnj2PnhlXo2W8QElNSMXDY6MrC3GECliUQDPgQDPggyxJUzQ7VZoOq2qCo3OSTiIiIiKi9RPTVeHZ2NgYNGgSX69LbAcw0LZSX+REV7YDdzjc9RNT2EpNTW1QvKC87s0boNHH2teg/dBR0PQgjWFmrqKoGkiRJ6N53ILr3HYgJs69D4fFc5GVnIv9wFkIBPwpP5KLwRC6+Wvcxeg8cgsTkVAwYOgo2h7NGm1XL2ELBACBJUBUFqmaHotmgaRpnIRERERERtaGIphkFBQXo3bt3JJvo0IQAKsoDsKJscLps7d0dIqJGy8vOxIaV70BWVdidUfB6yrD+o7cxe9EdSExOhd3urKyBpAehB4PQ9VB4FzZZltF74BD0HjgEky9fiFN5h5F/KAsFR/ZBDwVxKu8wTuUdxrb0j9B30HAkJqei3+ARNeovAahcxmYYMAwD8HtrzkLSbFAUBvJERERERJEU0Vfc1157La699tpINtEp+LwhmKZAlNvGYq9E1Cns3LgasqqGgxzNZod+/vqq2UuVNZBcsDtclbuwhYIIBYMwDP3rAElR0G9wCvoNTsEU4wacyM1GXnYmThw9CNPQcTznAI7nHICiaug3OAWDUsai76Dh4V3Yqqs1C6laMW1VYzBPRERERNTa+DFtGwkGdJimxQLZRNQplJechd0ZVeM6VbOhvORsnbdXFBWKs3JWUo0ASdcBVAZIiqph4LDRGDhsNPRQEMdzDiD/UCZO5h6CaejIP5SF/ENZ0Gx2DBg6ConJqeg9cChkpY7acBcU01YUGarNHg6QZC5jIyIiIiJqMYZGbcjQTZSVVhbI1mwskE1EHVdMt+7wespqLBkz9BBiunVv8L7VAyRD12GEKmcHmaYZvo1msyNpxDgkjRiHUMCPgiP7kJedidP5OdBDQRzdvxNH9++E3eHCgOGjMSh5LHr0G1RPGCRgmiZMvw9Bvw+SJIXDI1XToKgaZ3kSERERETUDQ6M2ZlkWPOV+OF2sc0REHdeEWddgw8p3oKNyhpGhh2AZBibMuqZJx1E1Daqmwe5yw9BD0ENB6MEALMsK38bmcGLI6EkYMnoSAr4K5B/KwqE9W1F27gyCAR+OZG7DkcxtcEZFY+DwMRiUPBYJfQbUGwQJISrbCQUBALIsQVG/DpBUlQW1iYiIiIgag6FROxCiss6RYViIctshy5H7BPzIgUJsXp+D0mIf4uJdmD5nCIaO6Bmx9oioa0hMTsXsRXfU2D1twqxrmr0bmyRJ0Gx2aDY7RFQ09FAIRigIPeSHZYnw7RwuN9yx8TD0EKJi42GZBoJ+HyzTgN/rQfauzcjetRlRMd3Cu8N169HnojOJLEvAqidEUjUbZyIREREREdWDoVE7CgUNmIaF6BgHFLX1P/U+cqAQq5bvhaJKcDg1eMoDWLV8L65dPJrBERE1qCqUaU152ZnhICquey+Mv+xq9B44FHowAD0UhBAC+7ZvhKyo4eLWDlc0QgE/AAGb3YGSolPwlpdg//YN2L99A2K69ajsa0oqYuMbHttqh0jy17uyqRoUlX8aiYiIiIgAhkbtzjQteMoDEQmONq/PgaJKsNkqf8w2m4oQDGxen8PQiIjaXF52JjasfAeyWlnvyFNajPUr/o7Zi+5AYnIqLNOErgchhAVHlBtG6Osi2jaHA6GAH9cu+QnKzhUiL3sPjh3cA0/pOZSXFCFrSzqytqSjW48+4bDLHRvfqH5ZloVQ0I9Q0F+5K9v5wErRbNA0LmUjIiIioksXQ6MLHDlQiK2bcuGvCEKSZYyfOgCJQxIi2qZpWigvCyA61g5Vbb0C2aXFPjicNbet1jQFpcW+VmuDiKixdm5cDVlVw8W1NZsd+vnrE5NTISsK7IoLLncMgsEAXFEx0EMBhIJBBP1eRMV0AwDEJvRE6vQrMSbtCpQUnULewT04lp0Jn6cUJUWnUFJ0Crs3fYKE3gMwKCUVA4enwuWOaVwnhYBh6DAMHfB7vy6qrapQNBvrIRERERHRJYWhUTVVy7lsdhkulx2lJT5sWHsYs+cj4sGRZVnwlAXgjnFA01onOIqLd8FTHgjPNAIAXTcRF+9qleMTETVFeclZ2J1RNa5TNRvKS87WuC41bR42rHwHQa0CDlc0NLsdqqphzLS5NW4nSRLie/ZFfM++GHfZ1Th7Kh95B/cg7/BeBLwenDtdgHOnC7Bj/Sr07D8IicljMXD4aDgu6MPF1CyqXRkiVRXTVjStcqc4LmcjIiIioi6Kr3Sr2bw+B4BA0WkvNJsfDqcGWQZ2bS2IeGgEALmHz2Lf7pMwDAs2m4qplyW1aBnZ9DlDsGr5XoRgQNMU6LoJ0xCYPmdIK/aaiKhxYrp1h9dTFp5pBACGHkJMt+41bldnEe7LF2Dg8NHnd18LQg8FIMTXBbQlSUKPvono0TcRE+Zcj8LjuTh2cA8KjuxFKOBH4fFcFB7PxVfr/o3eA4cgMWUsBgwdBZvdgcyMdBzcsQm6HoSm2ZEycSZS0+bVeQ5CCBh6CIYeAvwAJAmKLENRtfNfKmcjEREREVGXwdComtJiHxRFhhACoaCJUNCEqsnQQ2bE287LOYcNaw9DUSQ4HCpkRcZn/3cAAJodHA0d0RPXLh7N3dOIqEOYMOsabFj5DnRUzjAy9BAsw8CEWdfUum19Rbhtdgdsdgcs0w1dDyIUCMDQv659BFQWtu49cAh6DxyCyfMW4nTeEeQdykTBkf0wQkGcyjuMU3mHse2zFXDHxKO8pAiQJMiyAsMIIWtLOgDUGxzVIARM04RpmkAwAADh2UiaplUuadNs3J2NiIiIiDolhkbVVC3n6tknGuWlAQT8OgzdgqFb+M8HWZg2OwkJPdwRaXvX1gIoigRNU2CaAgFvCE6Xiu2bj7Uo5Bk6oidDIiLqEOqcQTTrmmbt0FZV/8jucFWbfeSHZYkat1MUFf0Gp6Df4BSYho6TuYdwLHsPTuQcgGkalYERAAgBYZmQJBkCAgd3bGpcaFSHGrOR4IUsS1BUG1RNCy9t40wkIiIiIuoMGBpVU7WcS1WB3n1jUFTogd+nwzIFjh05h2NHziFldC9MnjkIMXHOVm27vMwPu/3rH4dlCfi8+vklZVar76xGRNQe6ptB1BKazQ7NZodluaGHgggF/JWFrMUFAZKqYcCwURgwbBT0UBDHcw5g8+p/hr8vhIAQlTNL9VAAJ3Oz0XvgUMhKy+rMWZaAFa6LhNp1kVQVisI/x0RERETU8fBVajVVy7mqdk+L6+bCnKv6wzAsbN2Yi9JiPw7uPYND+wsxenxfTJyeCFeUrVXajol1wlsRrFEEW9dN2Owqysv8iHLbYbPzx0VEVB9ZlmF3OGF3OGEaengGkmHotW6r2exIGjEO29NXQteDlTOMhFUjaPp8xVuwO1wYMHw0BiWPRY9+gyC3wgyhOusiKQpU1RYurq1qWoPHISIiIiKKNKYQF6hazlVe6oeuf13LaPDw7jiYdRrbNh2D1xNC5o4TOJB1GuMm98e4KQNaHOiMnzoAG9YeBmBCVWUYhgXTFBg/dQAsS8DjCcBl2OBwaayNQUTUgKrC1A5X1eyjQK3i2QCQMnHm+RpGArKswLJMQAi4ouPg85QiGPDhSOY2HMncBmdUDBKTxyAxORUJvQe03lgsBEzDgGkYQAAAJMiyBLvTBYcrMkuiiYiIiIgag6FRI8myjJFj+2L4yF7I2nkCOzLyEQwY2P5lHrJ2nsSk6QMxeny/Zi8jSxySgNnzK2sblZf5ERPrxPipA77etU0APl8IoZCJKLcNqtay5RJERJeKquVrphkFPRhAKOCvLFyNr4td17V7mtdTivxDWTh2cA+Kz5yA31uOgzu/xMGdXyIqphsSk1MxKGUs4rr3buUwX8CyRLiPRERERETthaFRE6magvFTB2Lk2D7YtbUAe746joBfx6b0HOzefhxTL0vC8FG9IMtNfwOROCTh65CoHoZhhper2R1cvkBE1FiKokJxuWF3Rp1fuhZAKBREatq8OoteR0XHYcTEyzBi4mXwlJ5DXnYmjh3cg7JzZ+AtL8H+7Ruwf/sGxMT3QOLwVCSmpCI2nhsPEBEREVHXwdComewODdNmD8aYif3w1Zd52L/nFCrKg0j/z0Hs2pqPabMHY9DQhIgsJRMCqPAEYRoWnFHcypmIqCkkSYLN7oDN7oDDMBAK+hEK+GFZVr33iY5LwOipczF66lyUnj2DvOxM5GXvgaf0HMqLi5C1JR1ZW9LRrUef88W+x8Id263GMU7mZmPf9o3wlpcgKqYbRk2ehb5JyZE+XSIiIiKiZmNo1EJRbjtmXzUcY6f0x7aNx3D4QCGKz/qw6sO96N0vBmmzB6PvwLiItO336zBMAbfbBlnh7mpERE2lqCqcajQcziiEQgGEAgEYug5A1HufuO69ENf9SqROvwLFhSeRd3AP8g5lwucpQ0nRKZQUncLuTZ+ge58BSEwei4HDx6C06BS2pa+ErKiwOZzwez3Ylr4SU+YtYnBERK1OCMEPFYmIqFUwNGolcd1cmL9oJMZPG4AtG3KRf7QYp0+UY8V7uzFwcDzSZg9G916tX9BUDxkoL7PgjrazzhERUTNJsgy7wwW7wwVDD50vnO2HZdUfHkmShIRe/ZDQqx/Gz7oaRSfzkZedifxDWQj4KnD2VAHOnirAjvX/gWa3Q1ZUOGx2ABJUzQYDwL7tGxkaEVGrE7oFycbXhZey3NxcbN++HWVlZYiNjcXkyZORlJTU3t0iok6IoVEr69ErGgtuScWJ/FJkrD+KMyfLkX+0GPlHizFsZE9MvSwJsd2crdqmaVqsc0RE1EpUzQZVs8Eyo6BXzT4y9IveR5Jk9Ow3CD37DcLEOdej8PjR8wHSXoSCfujBAAAg6KuAarPDZnfCZnfAW17SFqdERJcYyzAhMzS6ZOXm5iI9PR2KosDhcMDr9SI9PR3z5s27ZIMjhmhEzcfQKEL6DYzDTUvGI/fwOWzZeBQlZ304vL8QOQeLMHJcH0yanogot73V2quqc6SHLLjctosW4j5yoBCb1+egtNiHuHgXps8ZgqEjWLyViKg6WVFgd0aFC2eHAgGEQoHKAfdi95Nl9B44FL0HDsWkyxfidN4RbFn7IQI+LwABIxSEEQrC5wFsDheOZWei/+AUqJqtbU6MiLo0YQmIi8ySpK5v+/btUBQFmlb5YXLVv9u3b78kgxKGaEQtw9AogiRJwuDh3TFoaAKy957Gtk3HUFEexN6dJ3Ew6zTGTu6P8VMGwu5ovR9DMKjDMExEue3Q6viE6ciBQqxavheKKsHh1OApD2DV8r24dvFoBkdERPXQbHZoNjscRhRCAR9CwYsvXauiKCr6DU5B2lU3Y+tnH8GyLJhGKDzzKBTw4cv//AOKqqH/kBFITB6LvoOGQ1H555mImsfSTaD+uv50CSgrK4PD4ahxnaqqKCsra6cetS+GaEQtw1elbUCWJYxI7YNhI3ti786T2JGRh4DfwI7N+di78yQmpg3EmAn9Wq0mkWla8JT74XTa4HBpNQohbl6fA0WVYLNV/uhtNhUhGNi8PoehERFRAxRVhdMdA7vLjVDAj1DAB9M0G7xf36RkTL3ihvDuabEJvdGz70CUFRfi1LHDMA39/I5smdDsDgwYOgopE2Zg8MjxbXBWRNSVWCGjvbtA7Sw2NhZerzccjgCAYRiIjY1tx161H4ZoRC0T0dBo3bp1ePXVV+H3+zFjxgw8+eSTkWyuw1NVBeOmDMDIsX2we1sBdm8/jmDAwObPjyLzqxOYPHMQUsb0giy3fCc0IQCfL4RgyITLpcFmr/xRlxb74HDWrHukaQpKi30tbpOI6FIhyzIcrijYnS7ooSD0YAB6KAhxkaVrfZOS6yx6HfT7UHBkH/Ky9+BMwVHowQCO7tuB3P07cdv9v0J8z76RPBUi6kLMoAGhC0gqd067lE2ePBnp6ekAAJfLBQAwTROTJ09uz261G4ZoRC0TsdCooKAATz/9NN5//30kJCTgrrvuwoYNGzB79uxINdlp2OwqplyWhNET+mHH5jzs3XUSFZ4gPl+djd3bCjB1VhIGD+/eKlulmoYJT7kJu12DM0pDtwQXyssC4ZlGAKDrJuLiXS1ui4joUiNJEmx2B2x2B0zTCM8+aszStSp2pwtDx0zG0DGT4fd6kH94L/KzswAJcEbFRLD3RNTVcJYRAUBSUhLmzZuH7du3IxgMwuVyYerUqejduzd0XYeqqq3yPqOzqB6iqaoKwzAu6RCNqKkiFhp9+umnuPbaa9G7d28AwO9+9zvY7a1X+LkrcEXZcNmVwzB2cn9s++IYsvedQck5H9as2IeefaKRNnsw+g/q1iptBYM6QiEdUy8bjHWrDyIUMqBpCnTdhGkITJ8zpFXaISK6VCmKCmdU9PnC2ed3XdN1AI0PkJxR0Ugel4bkcWmwOZxwRrkj12Ei6lKEaUEYLIBNlZKSkpCUlATTNMPLsPx+P4DK2bKKosBms0HTtFZZ5dCRVQ/RuHsaUdNFLDTKy8uDpmm4++67cerUKcyZMwf3339/pJrr1GLinLhiwQiMnzoAWzbm4tiRcyg85cHKZXswYFA3TJszGD17R7e4HSGAhJ5RmD1/OLJ2HseZkx7EdnNy9zQiolYkyzLsDhfsDhcMPYRQIAA91LjC2QBwMjcb+7ZvBCTAbndi3Mz5SExOjXCviaizs3SzKRk1XcIsy4JlWdB1HZIkQVVV2Gw2qKoKRWmdGqsdTVWIRkRNF7HQyDRNfPXVV3j77bfhcrnwox/9CCtWrMDixYsj1WSnl9DTjetuHoNTx8uQsf4oTh0vQ8GxEhS8tQNDU3pg6qykVllG1rNPNK5cMBIOpwaHU7ukpqcSEbUlVbNB1WywzCiEgn6EAv6LFs4+mZuNbekrISsqYhN6wltRhg0r38HsRXcwOCKii7JCDRflJ7qQEAK6rtcIkDRNg6Iol9wyNiKqW8TmInbv3h1paWmIj4+Hw+HAFVdcgczMzEg116X06R+LG781DtfdPAYJPaIAAEcOFuG9v2zD52uyUeEJtrgNyxLweUMoLw3A0Pkig4gokmRFgcPlRnS37nDFxEKz2YE6Xojv274RsqJC1WyABGiaHbKqYufG1e3QayLqLLg0jVpDVYDk8/ng8XhQVlYGr9eLYDAIwzAuutkDEXVdEZtpNHfuXDzyyCMoLy9HVFQUvvjiC8ybNy9SzXU5kiRh0NAEJA6Jx6F9Z7Dti2MoLwtg/+5TyN57BmMn9cP4aQPhcGgNH+wiDMNEeZkfrigbHE5bK/WeiIjqIkkS7HYn7HYnTMOAHvQjFAyEZx95y0tgczhr3EfVbCgvOdse3SWiTsLiB4AUAZZlIRgMIhis/MBakiTIslxjJlJXXc5GRF9rVGiUmZmJ/fv3Y/Hixdi3bx/Gjx/f4H3Gjh2L733ve7j99tuh6zpmzJiBm266qcUdvtRIkoTk0b0xdERP7Nt1El9tzoPfp2PnlgLs23UK46cNQOqk/tC05g/YQgDeihCCQROuKFuLjkVERI2jqCoUNRp2lxt6KIhQwI/YhF7wlJ6rnGl0nqGHENOtezv2lIg6Oi5No7YghIBpmuEPOqqHSFUBkizLXNJG1MU0GBotX74cb775JoLBIK688krcc889eOCBB3DLLbc0ePCbb74ZN998c6t09FKnKDJSJ/VHSmpvZG4/jp1bCxAMGtiyIReZO05g8oxBGJHaG4rS/BWHhm7CU+aH02WD08VZR0REbUGSJNjsDtjsDkycfS22r/s3dD0EQIKuB2EZBibMuqa9u0lEHZQVMrk0jdrFhSESULkZRNXubFVBkqpGbHFLp5abm9tuO7rl5uZi165d8Hg8cLlcmDRpEguFU70aTBjefvtt/POf/4Tb7UZCQgKWL1+Ov/3tb23RN6qDzaZi0oxBWHL3VIyd3B+KIsFXEcKGTw7hH3/djsMHClu03lgIVNY6KgvAMq1W7DkRUdeTl52JFX95EX976SGs+MuLyMtuWe2+xOQxmDxvIWK6dYdp6HBFxbAINhFdlBnQ27sLRGGWZcEwDASDQXi9XpSXl6O0tBQejwderxeBQAChUOiSr5GUm5uL9PR0eL1eOBwOeL1epKenIzc3N2JtmqaJUCiEo0ePYsuWLQgEAnC73fD7/RFvmzq3BmNfWZbhdrvDl/v06cO1qx2A02XDzHlDMXZSf2zbdAzZe0+jrMSPtSv3Y9cWN6bNHowBSd2aPT1UDxkoKzXhcttgt7esbhIRUVeUl52JDSvfgayqsDuj4PW0zk5nicPHIHH4mFbsKRF1VWbQ4Cwj6vAsy4Jl1f4wumpGUtXspKqlbZIkha/vqrZv3w5FUaBple+zqv7dvn17q8z4MU0ThmHAsqzwbLCqGWEZGRnw+/1QVRU2mw2qqsI0zVZrm7qeBkOjuLg4HDhwIBw+/Pvf/0ZsbGzEO0aNEx3rwLzrUjB+6gBs2ZCL3MNnUXSmAh//KxP9BsYhbc5g9Oob06xjW5ZARXkQIbsJl8sGRe26AzcRUVPt3LgasqpW7oQGQLPZoZ+/njODiCjShBCwAkZ7d4Oo2eoLkwDUCo+qvgDUCpk6o7KyMjgcjhrXqaqKsrKyRh+janmgECL8WFYPi+rj8Xhgt9tb1DZdWhoMjR5//HH89Kc/RX5+PmbOnAm73Y7XXnutLfpGTRDfPQrX3jQap0+WY8v6oziRX4oT+aX44O87MXh4d0ydlYT47lHNOnYoaEAPGXA4NDhcNshy5xyciYhaU3nJWdidNcdV7nRGRG3FDBgQJmcZUdckhAiHIfWpCpaqh0hVQdKF/3a0cCk2NhZerzc8wwionB0UHx8fvlw9DLIsq8ZjUhUQXezxqU90dHR4plEVwzA4MYTq1WBoFAgEsHLlShw7dgymaSIpKanGLzd1LL37xmDRbWNRkFuCjA1HcfZMBY4eOovcw2eRMqY3Js8chOgYR8MHuoAQgN+vIxg04IqywWZXO9zgS0TUlmK6dYfXUxaeaQRwpzMiahtWyITl5ywjurQ1Nliq+vfCkOnC9zLVb1N1uaUzmqr6eOHlKVOmYPPmzVBVNbw8TFEUjB49GuXl5TVCotY2ZswYZGRkhPtjGAZM08TkyZNbvS3qGhoMjR588EGsXr0aQ4YMaYv+UCuQJAkDB8djQFI3HDlQiK1fHENZiR8HMk/j0L4zGD2hHyamDWzWDmmWJVDhCUL1G3C6NNjs3A2BiC5NE2Zdgw0r34GOyhlGhh7iTmdEFHFCCBj+UHt3gzoBr9eLI0eOIBgMwmazwW63w2azhb9Utet/CFwVurQkfLkweKrre9Xbq7qurkCrqh8xMTEYM2YM9u7di5KSErjdbowZMwY9evSAYUQ2EO7fvz/S0tKQlZWFUCgEl8uFyy67jPWMqF4NvuNPTk7Gxx9/jIkTJ8LlcoWvj4uLi2S/qBVIkoRhI3thcHIPHMg8he1f5sFXEcKe7cexf88pjJ86AGMn94fN1vTgxzBMeMpN2Owq6x0R0SUpMTkVsxfdgZ0bV6O85CxiunXHhFnXsJ4REUWU0E3AbPh2RJ9//jmys7Pr/b4sy9A0rVaYVFfAVNdtWmNzpOPHjyMrKwsejwfR0dEYM2YM+vfv3+LjtqbWCJ7q0q9fP/Tr169Vj9lY/fv3R//+/WGz2WpsekVUlwbTgvT0dKxZs6bGdZIk4cCBAxHrFLUuRZExenw/JI/qjcwdx7FzSz5CQRPbvjiGrB0nMGlGIkaN6wtFaXrwU1XvyBVlg8PZ9JlLRESdWWJyKkMiImpTls7EiBonJSUF586dg8/nC29zX51lWQgGgwgGg806vqIodYZJ9YVM1a/XNA0nT55ERkZG+Dh+vx8ZGRlIS0vrcMER0aWswdAoKyurLfpBbUCzKZiYVhkQ7dySj8wdJ+D36fji0yPYs+04psxKwvCRPZs8TVUIwFsRQihkIcpta1b4REREREQXJ4SApTe98C1dmoYOHYqkpKTwrlimaSIUCtX4CgaDdf6/rttcONPGNE34fD74fL5m9a/qPceFxaq//PJLJCcn1wqcSkpKkJOTA6/Xi+joaKSmpna4cKkzzJwiaqoGQyPLsvDmm29i48aNMAwDM2bMwN13312j2jp1Lg6nhulzhyB1Un9s33QMBzJPobwsgM8+PoBdW/IxbfZgJA6Jb3J4pIcMlJeacLo02B1al18jTURERNSWhG4CzIyomRRFgdPphNPpbPJ9qwom1xc4Neb6uo4JVIZP1em6jl27dl20Pz6fD59++imcTieioqKavLyuNZbWXej48eOcOUVdUoPJz29/+1scPHgQd911FyzLwj//+U+8+OKLeOKJJ9qifxRB7mg75l6TjPFTB2DrxlwcOViEc0Ve/OeDLPTpH4u0OYPRp3/Ttl60LAFvRQjBgImzZzzY+kUuzhZWIC7ehelzhmDoiJ4ROhsiIiKirs0KcWkatQ9JkqBpGjRNQ1RUVJPvL4SoFSxt3boVwWAQkiSFdwozTROyLCM2NrbG7esrDu33++H3+5vcH0VRGr2U7sLrNE2DLNdeWZGVlQVFUcKTK6r+zcrKYmhEnVqDodEXX3yBDz/8EJqmAQDmzJmDhQsXRrxj1Hbi4l246oZRGH+qHFs25KLgWAlOHS/D8nd2YdDQBEyblYSEnk0rkJaTXYjNnx9FVLQNCT2iUFERxKrle3Ht4tEMjoiIiIiayAwasEKcZkSdkyRJsNvtsNvt4esmT54cnpmjKApM04RpmnXOzPnnP/8Jm62yfmrVdvSWZUHXdYwZM6bB2U4X7mJmmmazAycA0DStVrB09uxZKIoSXm5XFSyVlpaiuLg4fPtLYdc66loaDI2EEOHACEC4cBl1PT37xGDhrWNRcKwEWzYcReEpD44dOYdjR84heVQvTLlsEGLiGjedddfWAliWhYBPh6FbcEfZYbeb2PLFUYZGRERERE1ghUyYXr29u0HUqqpv/d5QDaCYmBj4/X6oqhpeWmYYRri20cVUzWCqK0yqayldXdddSNd16LoOr9db4/r6ZkStXLky/H9Jkpo1y6nq+kgsrSO6mAZDo5SUFDz//PO44447IEkS3nnnHQwfPrwt+kbtZMCgbuifOAFHs89iy8ajKC32I3vfGRw+UIjR4/ti4vREuKIuvlNaeZkfdnvlr5ehmygvM6FpMiwLsEwLMotlExERETVICAHTz8CIuqaqrd8bMmbMGGRkZABAjVlJY8aMafC+kiRBVVWoqgqXy9XkPgohoOt6gzWcSktLUVhYGL5f1Yyouo5XtWudx+Npcn+qL61rbA2nhpbWEV1Mg6HR008/jV/96le49dZbIYTAzJkz8dRTT7VF36gdSZKEISk9kDQ8AQezTmPbpmPwekLI3HECB7JOY+zk/hg/ZQBs9rp/hWJinfBWBKFpXyfhPp+OKLeM0hIfnE4bHE4NksypmURERHTpqcgtRum2E9DLAtBiHYib0g/upPhat7OCBoRZ+40n0aWkvllJALB69eqI7lZWfWZQQ+raPa1v375NmtUUDAZrhFSRWlpns9mQkJCAa665plHnRpeuBkMjt9uNm266CS+88AJKS0vx1VdfIS4urg261s64zhRA5RaYI8f2xfCRvZC18yR2ZOQhGDDw1Zd52LvzJCZNH4jR4/tBUWsm1uOnDsCGtYcBmFBVGYZhwTQFxk8dACEAny+EQECHw6ExPCIiIqJLSkVuMYo+y4GkyJAdKgxvCEWf5QBXoEZwJISAGax7uQvRpebCWUkdcbey+mZOORwOOByOJh+vMUvr6poFVf17F852qr60rqSkBGfPnkXfvn2bfc7U9TUYGv3ud7/Dzp078fbbbyMQCODPf/4zDh06hHvuuact+tdu3G4bDEOFZVkwDAHTsGCaJgQAXIIf9qiagvFTB2Dk2D7YtTUfe746joBfx6b0HOzefhxTL0vC8FG9IJ8PfxKHJGD2/MraRuVlfsTEOjF+6gAkDkkIH9OyRDg8ckXZYLOzKBwRERF1faXbTlQGRudnZEuaAuv89dVDIytkAtwwjahOl8JuZa21tK6+mU1utxt9+vSJQM+pK2kwNEpPT8eKFSsAAL1798Y777yDxYsXd/nQSFZk2C6ou1OZ9FbOmLEM6/z/K7/qWK7aJdkdKqbNHowxE/vhq8152L/7FCrKg0j/z0Hs3JqPabMGI2lYAiRJQuKQhBohUX0sS6DCE4TqN+B0afUueSMiIiLqCvSyAGRHzdc7kipDLwuELwuLtYyILsbj8dTYjQ2orPdTV52gupaNdZVg6WIaWlpns9n4oT01qMEqWLqu19gtTdO0S/YXqzLpVWC3q3BG2eCOcSC2mwvdEqIQ280Jd4wdLlfljBlFkbv0Crcotx2z5w/H7d+fgmEjK3dDKznrw+rle7H8nV04mV/a5GMahglPeQCe8gBMk1vKEhERUdekxTogjJqvdYRhQYv9evmK6dcBvhwiqld0dDRMs+ZUPNM0ER0dXeO6qmVsfr+/xjK248ePt2V3iTqtBqd0TJgwAT/72c9w8803Q5IkfPTRRxg7dmxb9K3TqAqTVFUBqoXdwhLhmUiGbkHXTZiW1aWWt8V2c2L+wpEYP3UAtmzIRf7RYpw+UY4V7+3GwMHxmDY7CT16RTd8oGpCQQN6yGCxbCIiIuqS4qb0Q9FnObBQOcNIGBaEaSF2aj8IIWAFDVhBrksjupjG7qh2KSxjI4qkBkOjp556CkuXLsWvf/1rqKqKtLQ03HvvvW3Rt05PkiWosgJVU2A//8GRYZgwjcoQyaiqk9QFQqQevaKx4JZUnMgvxZYNR3H6RDnyjxYj/2gxho3siamXJSG2m7PRx6teLJv1joiIiKgrcSfFA1eg5u5p0/rD2csNvTzAOkZEjVC1o9r+/fvh9/sRHx+PUaNGYcCAATXeN0iShPj4ylphVUWhTdOE1+ttl34TdTYNhkYulwuPPfYYACAUCuHs2bNwOhv/5p9qqpqRVBUiCVFVZPt8iGRU1UgSnTJM6jcwDovvGI/cw+ewdeNRFJ/14fD+QuQcLMLIcX0waXoiotz2hg90XvV6Rw6XBjvrHREREVEX4E6Kr1H02qgIwvQbXWpGOlFzNFR/SJZlKIoCRVGQnJyMkSNHQlGUej9g1jQN5eXl4ZIrkiTBNE1069YN0dHR4S3thRDnN0EyYBjctZCoSoPvwD/99FNs2bIFDzzwABYuXAiPx4N7770Xd911V4MHX7JkCYqLi8NTAJ955hkubbuAJElQtfOzkapdbxoWDNOCaZgwdAHDMDpNiCRJEgYP745BQxNwaN8ZbP0iFxXlQezdeRIHs05j7KT+GD91IOyOxgdAhmGiotxEQFVYLJuIiIi6DGEJCMOCpbe8hIG3oAQlGcdhBQzYe7vRbWr/GsEUUUd3/PhxbNmyBZqmhWsTZWVlISoqCv379w+HRU1ZgTBp0iSkp6dDCAFVVWEYBkzTxMyZM2vU7q3ONE0YhgHLsqDrOkMkuqQ1+M77jTfewHPPPYe1a9di3LhxeOaZZ3DnnXc2GBoJIXDs2DF8/vnn4dCIGk9RZSiqDJwPR6pmJBmGCcMQMHQTltWxd22TZQkpY3pj2Iie2LvrBL7anI+AX8eOjHzs3XUSE9MGYsyEflDPbzfbGJXFsk1omgqHU2V4RERERJ2a6QvBCrW84rW3oATn1h+D0CuPZXiCKPosB7gCDI6ow5MkCYqi4NixY4iLi4OiKLAsC5ZlIRgMYufOnRgyZEizjp2UlIR58+Zh+/btKCsrQ2xsLCZPnoykpKR671MVTgGA0+mEYRjhresvLL5N1NU1+I5bCIHk5GT85S9/waxZs+B2u8NrQS/m6NGjAIDvfOc7KC0txS233II77rij5T2+RFWfkVTFMi3oRtVspI67rE1RZYydPAAjUvtg17YC7Nl+HMGAgc2fH0XmVycweeYgpIzpBVlucDO/MF03oOsGVFWBw6XCZmvdmkdHDhRi8/oclBb7EBfvwvQ5QzB0RM9WOz4RERGRsAQso+WBkRACxV8WhAMjJUqDEmWDFTBQuu0EQyPqUKovL6v+JUkSioqKam0DL0kSSktLW9RmUlLSRUOihqiqClVV4XQ6oet6OECqWtpG1JU1GBrJsoxVq1Zh06ZNeOSRR7Bhw4ZGvTkvLy9HWloannrqKei6jjvvvBNJSUmYMWNGq3ScAFmRYVe+no0EoHK3NqMylTeNr3dv6whhks2uYuplSRgzoR92ZORh786TqPAE8fnqbOzamo9pswZjcHL3JoU/VcvWFEWHw6nCbm/5bmtHDhRi1fK9UFQJDqcGT3kAq5bvxbWLRzc6OGLoRERERBcjTAtGRQhoxHtO3/FSlGeegeEJQo22Iya1F1z94yqPIwSKMwpg+XQAgGRXoMU7AatyZza9LBDBsyC6uIsFRHWJjo6G1+utsWzMMAzExsa2VZcbpGkaNE0LB0imaXIJG3VpDYZGjzzyCF599VX8v//3/9CjRw/86U9/wpNPPtnggcePH4/x48eHL998883YsGEDQ6MIUxQZilJ7xs7XhbbNcJjUXsvbXFE2XHbFMIyd1B/bvjiG7H1nUFrsx5qP9kFWJHRLcCFt9mAkDklo9DFN04K3IgS/T4fDqcHu0CA3MzzavD4HiirBZqt8ethsKkIwsHl9TqOCn9YInYiIiKhrM3whCLPhF2K+46Uo3pwPSZEh21WYfh3Fm/OB6YCzXyyKM/JRcfAsAECyyVCiKmdpCFTWStJiHZE+FSIAXy8xq9revjn1hyZPnoz09HQAqFF/aPLkyS3qW25ubpOWpzWGJEmw2WwAKpewVYVHoVCIARJ1KQ2GRpMmTcJbb70Vvrxs2bJGHfirr76CrutIS0sDgHDhMWof4TCp2qwkYZ2fiWRZsAyBUMiEYZpttmtHTJwTVywYgV79YrB5XQ4Mw4JlCpwr9GL1in1Im52EsZMHNOmYliXg84bg94XgcGiwO7U6Q7TqLpwVVHi6HDGxNXcI1DQFpcW+RvWhpaETERERdW1m0IDQG/eCqzzzDCRFhqRWliio+rdsz2n488pQkV0ZGDn6xyBU4gPOzzC3dBPCtBA3pV9kToIuaU2dQdRYzak/1JDc3Fykp6dDURQ4HA54vV6kp6dj3rx5LQ6Oqqt6DBwORzg80nUdlmU1uCMcUUcWsRTH4/Hg97//PZYtWwZd17FixQr88pe/jFRz1AySLEGVFahQADvgjAIM3UTAbyAU0ttsFlLOwSK4Y+yAALwVQeh65RK7Tek5OHWiHNNmJSEu3tWkYwoB+P06AgEdmk2F06nVWXC7rllBoYCJCiWI6OivP5nTdbPRfSgt9sHhrLkTQ1NCJyIiIuqahCVgBnRYgcYX0jU8QcgXbvwhS9DP+RA64wUAuFN6ID5tAPwnylCeeQZWyIQaZUPsZYmsZ0QtIklSvQFRpLS0/tCFtm/fDkVRwkveqv7dvn17q7ZTXdUStqrNobKysmAYBux2O/x+PzIyMpCWlsbgiDqFiIVGc+fOxZ49e3DDDTfAsizcfvvtNZarUcekagrcmgIhbDAMC4ZuIhQ0YZpmxEKk8jI/7PbKQtax3ZwIhUx4K0IwDQs5B4twNLsII1L7YPLMQXBH25t0bCGAUNBAKGTAVkd4VNesIFeUBp9Xh92uQtMU6Hrlkr7pcxq3Y0NcvAue8kD4mEDTQiciIiLqesyADjNgNKqGUXVqtB2mXw/PMBJCwKwIQRiVL8yiR/RAt2kDIEkSXP3j4OofB0mVoMVwWRo1nSzL4aLPVeFQUzar6YjKysrgcNR8PqiqirKysoi3LUkStm/fDsuyEBUVBUVRoOs6fD4fsrKyGBpRp9BgaLRv3z6MGjWqWQe///77cf/99zfrvtS+JEmCpinQNAVO1/maSHrlLm2GYZ4vrt06bcXEOuGtCELTKqe0VgZIlX+0TMNCeVkA+/ecQva+M0id2A8Tpg2sNZOnQdXCI01VYbPL0DQVvoogbLaan5S43HaYpkB0jKNZhaynzxmCVcv3IgSjWaETERERdS2GL9Sk2UXVxaT2qqxhBACyVBkYnd8lLXpkD3SbOqBVd5ClS0v1GkRVX11NbGxsuxbXrgqtAoFA5Y7Yqgq32w1d16EoCkyzeWMDUVtpcFR48MEHsXr16rboC3VgVTWR7OdDessS50MkE8Gg0aLd2cZPHYANaw8DMKGqcmVtIwu47Ioh6D+oG/btPomvvsyD36dj19YC7N99CuOnDUDqxP7QbE2cGisAXTeg64AkhRAb74Kum1BkCbpuQQ+Z0HUTPXpH484fpTXrfIaO6IlrF4/m7mlEREQEM2g0OzACULlL2vTKGkb6Od/XM4xG9kS3qf0ZGFGjVS01qz6TqCuGRBeKVHHtxqoeWgkhwjON3G43YmJiatQ/Eu293TVRHRocJZKTk/Hxxx9j4sSJcLm+Xl4TFxcXyX5RByfLEmx2FTa7Wjkzx7Cg6wb8Ph2WVTnY5eWcw66tBSgv8yMm1onxUwfUuSNa4pAEzJ6Pem+bOrE/Usb0RuZXJ7Braz6CQQNbNuQi86sTmDwjESPG9mmw2HVdhACSR/XChrWH4XCqcEXZYHeqkGQJMy4f2qLHZ+iIngyJiIiILnFWyITp11t8HGffWPhySsI1jKJH9US3KQyMqGGSJMHpdEKWZWia1umXmjVHJIprN0V9odWkSZPCO7DZbDZYloVQKMTd16jDaTA0Sk9Px5o1a2pcJ0kSDhw4ELFOUeejqDIU1Qa7XUMwqOPIwSJs/vwoLMuC3a7CWxHEhrWHMXs+6g2O6rq+is2mYtL0RIwe3xc7MvKRteM4fN4QNqw9jN3bj2PqZYMwdETPJr94qh5YFZ/1IibWiUnTB6J7TzeCAR2287WWiIiIiBpDCAErZMIKGuFZQS06niVw7otj8OYUAwBiRvdC3OR+fH1CjSLLMpxOZ8M37OJau7h2U9tuTGglyzIcDkd497WqGUiW1cRCaEStrMHQKCsrqy36QV2EJEtwOG3I2nkC0bF2ABJ85+sVASZ2bS24aDjUEIdTw4zLhyB1Uj9s33QMB7NOo6zEj7X/PoCdWwuQNnswBiR1a9ILqboCK8MwUeExIXtDsDtU2GxqnbuvEREREQGAMK3KpWghs8nFrus9piVwduMx+I6eD4zG9ELcJAZGRJ1NU0Orqt3XnE5njdlHXL5G7aHB+YmWZeHNN9/Eo48+ioqKCrzxxhss1kUNKjrtQTBgQJaB2G5OOKM0aJqC8jJ/qxw/OsaBy69Nwa3fnYzBw7sDAM6eqcDH/8rEyn/swemT5a3SjmUJ+H06ykr9KC32wVsRhB7i7z8RERFVsgwLhi8EvTxYWbuoNQOjDbkMjIguYZWbBNkRHR2NmJgYuFwuKAo/yKa21eBMo5deegnFxcXIysqCEAJffPEFioqK8OSTT7ZF/6iTqtp2XvJLkGQJNpsCV7Qd7hh7o2sd1aWu+16zeDROnyzHlvVHcSK/FCfyS/Hh33di8PDumDorCfHdo1rlnEzTgum3EPDr54uCV85AUtRLb204ERHRpUxYAlbIgBU0IczW/+Q/HBjllgAAYlJ7I25iXwZGRJewqp3uqpavVRXP5vI1irQG3+1mZGTghRdeCCec//M//4Mvv/yyLfpGndj0OUNgGgKhkAHLtOApD8BTGsCQ5B74anMefN5gjVpHeTnnGjxmXs45bFh7GN6K2vft3TcGi24biwXfTEWPXm4AwNFDZ7Hsze1I/89BeMoCrXp+pmnB5w2hrNSHshI/Av4QTJMDNhERUVcmhIAZ0KGXB2D6jMgFRuurBUZjGRgRUU2apiEqKgqxsbGIioqCpmnt3SXqwhqcaaSqao0q+zab7ZLYmpFapr5t5zevz4GiSojv4YbPEzz/AshExvqjDc4+2rW1AIoina+PhFp1kiRJwsCkeAwY1A1HDhZh68ZclJX4cTDrNA7vP4PRE/phYtpAOF22VjtPISrrHxkVJiQpBEVRYLMpUG0KVFXmCzwiIqIuwgoZMP2RCYqqVAZGR+E7VgoAiB3XB7Hj+/D1BBHVqWr5mt1uh2ma4fpHLCdDranB9Gf48OF49913YZomjh49irfeegspKSlt0Tfq5Oradn7V8iw4nBpCAQNRMQ6EgjqCxTpKS/yI6+a86E5r5WV+2O01f2VVVa5VJ0mSJAwb0RODh3fHwazT2LbpGHwVIezZfhz795zC+KkDMHZyf9hsrRt+hgMkwwR8gCQBTqcNzqjWC6mIiIiobVmGBdOvQ+iRnVEsTKtyhlFeKYDKwChuQt+ItklEXYeiKHA6nXA4HDAMg8vXqNU0uDztiSeewL59+3Du3Dncdttt8Hq9ePzxx9uib9QFxcW7oOsmDMOC1xOEoshQNQUOpwpNUyBJlTOJFEXCrq0FNe4bE+uEYdQc9AzDQkxs3duIKoqMUeP64o4fTkXanMGw21XoIRPbvjiGd17fiswdxyO6pEwIQIA7HBAREXVGQggYvhAMT7BNAqOiz6sFRuMZGBFR81S+n6pcvhYTExNevsYZi9RcDU61cLvdeP7559uiL3QJmD5nCFYt34sQjPO7qQVQUR5Azz4xUFUFfm8IliXqnEE0fuoAbFh7GIAJVZVhGBZMU2D81AEXbVPTFEyYNhAjx/XBzox8ZO44Ab9PxxefHsGebccx5bJBGDayF2SZAykRERFVEqao3A0t4u1YKPr8KPz5ZQCA2Al9ETeuT8TbJaKuT5blGsvXdF0PfxE1Vr2h0WOPPXbRO/76179u9c5Q53DkQGGtWkUXLkOrT121jhRFgt+nwx0tIybOCZ83BG9FsNYMosQhCZg9H83eec3h0DB97hCkTuqP7V8ew4E9p1BeFsBn/3cQu7YWYNrspHBtJCIiIqJIE6aFonVH4S+oDIziJvRFLAMjIoqA6ruvVQVIQnBVBDWs3tBo2LBhAICdO3fi5MmTWLhwIRRFwapVqzBgwMVndlDXdeRAIVYt3wtFleBwavCUB7Bq+V5cu3h0k4Kj6retOmaFJwib3YTNrkCzqXXOIEocktDokKg+7mg75l6djPFTBmDLxlzkHCzCuSIv/vPBXvTpH4u0OYPRp39si9ogIiIiuphagdHEfogd27ude0VEl4KqAImoMeoNjb7zne8AAD799FO8++67cDorZ33ccsstuPPOO9umd9ThVO1+VlVE2mZTEYKBzetzGh0aXejC2UcOhwvzF4xAQk93RGsOxcW7cPUNo1B42oMt64+i4FgJTh0vw/J3dmHQkARMm52EhJ7uiLVPREREHU9FbjFKt52AqRuQFQXRo3rA1T+uVdsQhoWidTnwHy8HAMRN6ofYVAZGRETU8TRY0+jcuXOw2b7e/UmSJJSUlES0U9T2GrvkrLTYB4dTq3GdpikoLfa1qP26dlqzLAFvRRChoNGiYzekZ+9oLLx1LI4fK0HGhqMoPOXBsZxzOJZzDsNH9cLUywYhJq7uYttERETUdVTkFqPosxxIigwl2gazIoTizfnAdLRacCQMC4XrchCoCowm90PsGAZGRETUMTUYGqWlpeF73/serr/+egghsHLlSlx++eVt0TdqI01ZchYX74KnPFBju3pdNxEX72r1fsmyhOgYB4IBHd6KICK95Lb/oG64OXECjh46iy0bjqK02I9D+87gyIFCjBrfF5OmJ8IVZWv4QERERNQplW47AUmRIZ/f0VVSFUiGhfLMM60SGlmGhaL0HAROVAZG3Sb3R8yYXi0+LhERUaQ0GBo99dRTePfdd/Hpp58CAK655hrceuutEe8YtZ2mLDm7cPczXTdhGgLT5wyJWP/sDg2KIsNbEYJhRHYXE0mSMCS5B5KGJeBg1hls33QMFZ4gsnacwIHMUxg3ZQDGTxkAm73Bpw4RERF1MnpZALKj5t94SZFheIItPnatwGhKf8SMZmBEREQdW4PvfFVVxV133YW77rqrLfpD7aApS87q2v2sKbunNZeqKYiJc8DnDSHgj/wWkbIsY+TYPhg+sieydp7Ejow8BAMGvvoyD3t3nsSk6QMxanxfqCoLyBEREXUVWqwDhjcESfv677swLajR9hYd1zIsFH12BIGTHgBAt6n9ETOKgREREXV89YZGKSkpF916/MCBAxHpELW9pi45q6v+UFuQJAlRbjtUTYbXE/nlakBlWDV+6gCMHNsHu7cVYPf2AgT8Ojal52D39uOYMnMQkkf3hizX/1whIiKiziFuSj8UfZYDC4DkUCAME8K0EJPa/IDHMiwUfXoEgVNVgdEAxIxq+9dRREREzVFvaJSRkQEhBJYuXYp+/frhm9/8JhRFwfLly3Hy5Mm27CNFWHssOWsJu12DIsuo8AQjurtajTYdKqbOSsLoCX2xY3Me9u0+hYryINatysaubQWYNisJScO6XzRoJSIioo7NnRQPXFFZ28gMGlAcGuIm9m12PSNLN1H0Wc7XgdG0AYgZycCIiIg6j3pDo27dugEA9u7di1/+8pfh6++8804sXrw48j2jNtNeS85aonK5mrNNdlerLsptx6z5wzF28gBs/SIXh/cXouSsD6uX70OvvjFImzMY/QbGtVl/iIiIqHW5k+LhToqHZVgwyptfy8jSTRR+egTB0xUAgPi0AYjuwK+tiIiI6tJgTSO/34+jR49i8ODBAIDs7GzoeuRrylDbaq8lZy1RtbuaryIIfxvUOaoutpsT8xeOxISpA7Fl41Hk5RTjzMlyfPTebgwcHI9ps5LQo3d0m/aJiIiIOoZagdH0gYhO6dHOvSIiImq6BkOj+++/H9/85jeRnJwMy7KQk5ODl19+uS36RtQoLrcdiirDW9E2dY6q697Ljeu/kYqT+aXI2HAUp0+UI/9oMfKPFmPYiJ6YfdUwuKJaVjyTiIiIOg9LN1G49giCZxgYERFR59dgaDR//nxMnDgRO3bsAABMmjQJ8fHxjW7gxRdfRElJCV544YXm95KoAXaHBkmS4K0IwrLaODkC0HdgHBbfMR7HjpzDlg1HUXzWh8MHCnE8rwQ/eeJy2B1awwchIiKiTq1WYDRjIKKTGRgREVHnJTd0g1AohJ07d8Ln88Hn8+Hzzz/H7373u0YdPCMjAytWrGhxJ4kaw2ZXER3rgKIoDd84AiRJQtKw7vjmdyZj3nUpiO3mhMttg6I0+DQjIiKiTs4KmSj85PDXgdHMRAZGRETU6TU40+iBBx5AQUEBioqKMHLkSOzZswdTpkxp8MClpaX43e9+h7vvvhsHDx5slc4SNURVFcTEOVDhCUIPtV2B7OpkWULKmN5IGdMbTpcGVWufEIuIiIjahhUyUbj2MIKFXgBAwsxEuId3b+deERERtVyDUyAOHDiA5cuXY968eXj88cfxj3/8A2VlZQ0e+Oc//zkeeOABxMTEtEpHiRqrskC2nUvCiIiIKOKskIkzn1QLjC5r/8BI4ixnIiJqJQ3+RenZsydUVcWgQYNw6NAhDBs2DB6P56L3ef/999GnTx+kpaW1WkeJmkKSJLij7XC6GBwRERFRZFghE2fWHEKoqCowGgT3sPYLjCSbDDXaBjXK1m59ICKirqXB5Wkulwsff/wxUlJS8K9//QuDBw+Gz+e76H1WrVqFoqIiLFq0CGVlZfD5fHj++efx+OOPt1rHiRrDFWWHLEvwekNA29fHJiIioi7KCho488lhhM76AOl8YDQ0oW07IQGSLEHSZMg2FbLKGUZERNS6GgyNfv7zn+Nf//oXHnroIXzwwQdYsmQJHnjggYve53//93/D/1++fDm2bdvGwIjajcNpgyzLqPAEIBgcERERUQuZQQOFVYERAMmmoOLQWcgOBa7+cZFrWAYkVYasyJAUGZIqQ5KlyLVHRESXvAZDo0GDBuHhhx8GALzyyisAgMOHD0e0U0StzWZXEaM4UVEehGla7d0dIiIi6qTMoIHCNYcROlcZGMlOFYpTg+nXUbw5H5iOiARHkiZBddlYr4iIiNpUs/7qfPOb32z0bRcvXowXXnihOc0QtSpVVRAT6+BuZkRERNQsdQZGLhsgSZBUBZIiozzzTOs2KgOKS4UW7WBgREREba5Zf3kE1/hQJyUrMmJiHNBsDU6yIyIiIgozAwbOrD5UGRhJgGRXoDhrbrghKTIMT7DV2pRUCarbDoU7whIRUTtpVmgkSVw7TZ2XJEuIjrHDwRdgRERE1AhmwMCZNYegF/sBCeg+ZzBs3ZwQFyx5F6YFNdre8gYlQHGqUKPtLG5NRETtitMtqFUcOVCIzetzUFrsQ1y8C9PnDMHQET3bu1v1kiQJUdF2qJoMb0WQBbKJiIioTqZfx5k1h6GXnA+M5g5G1KBukDSpsoYRKmcYCdOCMC3EpPZqUXuSJkFxaJC5nJ6IiDqAekOj8ePH1zmjSAiBQCAQ0U5R53LkQCFWLd8LRZXgcGrwlAewavleXLt4dIcOjgDA7tAgKzK8HhbIJiIiopouDIx6zB0M16BuAM4Xu54OlGeegeEJQo22Iya1V4uKYMsOBarL1jqdJyIiagX1hkb/93//15b9oE5s8/ocKKoE2/k6QTabihAMbF6f0+FDIwDQNAUxcU5UeILQQ0Z7d4eIiIg6AMMXwpnVh6CXBioDo8uHwJUYV+M2rv5xrbNTmgyoLhtkG2cXERFRx1JvaNSvX7+27Ad1YqXFPjguKASpaQpKi33t1KOmk8/XOfJ5JQT8ent3h4iIiNqR4Q3h5Af7KgMjWUKPywfDNTAuYu0pDpWBERERdUisrEctFhfvgq6bNa7TdRNx8a526lHzSJKEKLcdUW4bwFrvREREl6zCz3Iqi163QWAEBZDtLDNKREQdE0MjarHpc4bANARCIQNCVP5rGgLT5wxp7641i8NpQ3S0A7LM5IiIiOhSZE9wQYmyoce8IZENjAAodpU7ExMRUYfFjzWoxYaO6IlrF4/uVLunNcRmVyErEirKWSCbiIjoUpMwMxFxU/vD9IQi25AMyDa+HCcioo6Lf6WoVQwd0bNTh0R1UVUFMbEOeDxBGBcsvyMiIqKurS1m/8iaAokzm4mIqAPj8jSii5AVGTGxDtjtWsM3JiIiImoCWWPxayIi6tgYGhE1QJIkuGPscLls7d0VIiIi6ipkQNL4UpyIiDo2/qUiaiRnlA3uGDtYq5KIiIhaSrYpLIBNREQdHkMjoiaw2zVExzq5sxoRERG1CAtgExFRZ8DQiKiJNE1BTJwTqso6BERERNR0kiJBVvkynIiIOj7+tSJqBuV8gWybnZ8SEhERUdOwlhEREXUW/ItF1EySLMEdbYfDyZ3ViIiIqPG4axoREXUWDI2IWkCSJES57Yhy2wCWOSIiIqKGKIDEpWlERNRJ8C8WUStwOG1wu7mzGhEREV2crHHXNCIi6jwYGhG1ErtDQ1S0g8ERERER1UvmRhpERNSJMDQiakV2uwo3gyMiIiKqi8Ii2ERE1LnwrxZRK7MxOCIiIqI6cGkaERF1NhENjZYuXYprr70W1113Hf73f/83kk0RdSg2u4roGCdfGBIREVEYd00jIqLORo3Ugbdt24YtW7bg3//+NwzDwLXXXovZs2dj8ODBkWqSqEPRbApUTkEnIiIiAFAYGhERUecTsXe0U6ZMwd///neoqopz587BNE24XK5INUfUIXGmEREREQEMjIiIqHOK6DQITdPw+9//Htdddx3S0tLQq1evSDZHRERERNQhMTQiIqLOKOJrZ37yk58gIyMDp06dwr/+9a9IN0dERERE1KFIisTQiIiIOqWIhUY5OTk4cOAAAMDpdGL+/PnIzs6OVHNERERERB2SxBqHRETUSUXsL9jx48fx5JNPIhQKIRQKIT09HRMnToxUc0REREREHY/EpWlERNR5RWz3tNmzZyMzMxM33HADFEXB/Pnzcd1110WqOSIiIiKiDkd2qAyNiIio04pYaAQA9913H+67775INkFERERE1DEpgOrU2rsXREREzRbR0IiIiIiI6FIkqTIkTjAiIqJOjqEREREREVErklQJilOFEKK9u0JERNQiDI2IiIiIiFqRwjpGRETURXD/TyIiIiKiViLZZEgMjIiIqItgaERERERE1EoUhwZJktq7G0RERK2CoRERERERUSuQNAmyypfXRETUdfCvGhERERFRK2AdIyIi6mpYCJuIiIiIqBVIioyK3GKUbjsBvSwALdaBuCn94E6Kb++uERERNQtnGhERERERtZQM+E6UoeizHBjeEGSHCsMbQtFnOajILW7v3hERETULQyMiIiIiohaSVBmlX52EpMiQNQWSJFX+q8go3XaivbtHRETULAyNiIiIiIhaSNYU6MV+SBcUwpZUGXpZoJ16RURE1DIMjYiIiIiIWkICZFWGFuuAMKwa3xKGBS3W0U4dIyIiahmGRkRERERELSCpMiRFRtyUfhCmBUs3IYSo/Ne0EDelX3t3kYiIqFkYGhERERERtYBsUwAA7qR49LhiCNQoG6yAATXKhh5XDOHuaURE1Gmp7d0BIiIiIqJOS66sZ1TFnRTPkIiIiLoMzjQiIiIiImomWZUhyVJ7d4OIiCgiGBoRERERETVT1dI0IiKiroihERERERFRc8iApDE0IiKirouhERERERFRM8g2BZLEpWlERNR1MTQiIiIiImoGmbOMiIioi2NoRERERETURJIiMTQiIqIuj6EREREREVETSSyATURElwCGRkRERERETcRZRkREdClQI3nwV199FatXrwYAzJ49Gw8//HAkmyMiIiIiijhJlSCr/OyViIi6voj9tdu8eTM2bdqEFStW4KOPPsK+ffvw6aefRqo5IiIiIqI2IXNpGhERXSIiNtOoR48eePTRR2Gz2QAAQ4YMwcmTJyPVHBERERFR5ElcmkZERJeOiIVGw4YNC///2LFjWL16Nf7xj39EqjkiIiIiooiTVBmSwqVpRER0aYj4X7zDhw/jO9/5Dh5++GEMGjQo0s0REREREUUMl6YREdGlJKKh0Y4dO/Dtb38bP/vZz3DjjTdGsikiIiIiosiSuTSNiIguLRFbnnbq1Cn8+Mc/xu9+9zukpaVFqhkiIiIiojYhazIkWWrvbhAREbWZiIVGb775JoLBIF544YXwdbfeeituu+22SDVJRERERBQxnGVERESXmoiFRk8++SSefPLJSB2eiIiIiKjtyIDE0IiIiC4x3PqBiIiIiKgBsk2BJHFpGhERXVoYGhERERERNYBL04iI6FLE0IiIiIiI6CIkRWJoRERElySGRkREREREFyHZGBgREdGliaEREREREdFFcJYRERFdqhgaERERERHVQ1IlyCpfMhMR0aWJfwGJiIiIiOohc2kaERFdwhgaERERERHVRQJkm9revSAiImo3DI2IiIiIiOogaQokWWrvbhAREbUbhkZERERERHWQbXypTERElzb+JSQiIiIiqgN3TSMioksdF2kTEREREV2AO6YRERFxphEREREREREREdWBoREREREREREREdXC0IiIiIiIiIiIiGphaERERERERERERLUwNCIiIiIiIiIioloYGhERERERERERUS0MjYiIiIiIiIiIqBaGRkREREREREREVIva3h24kGmaAIDTp0+3c0+IqKPq3bs3VLVxwxfHFCJqDI4rRNSaOKYQUWtqypjS2jpcaFRUVAQA+Na3vtXOPSGijio9PR39+/dv1G05phBRY3BcIaLWxDGFiFpTU8aU1iYJIUS7tFyPQCCAvXv3okePHlAUpb27Q0QdUFOSdo4pRNQYHFeIqDVxTCGi1tSeM406XGhERERERERERETtj4WwiYiIiIiIiIioFoZGRERERERERERUC0MjIiIiIiIiIiKqhaERERERERERERHVwtCIiIiIiIiIiIhqYWhERERERERERES1MDQiIiIiIiIiIqJaGBoRERERtYKPP/4Y1157LebPn49333231vc/++wzLFq0CAsXLsQ999yDsrKyduhl0zR0Tp9++ikWLFiA6667Do8++ihCoVA79LLxGjqfKuvXr8fll1/ehj1rnobO59VXX8XcuXOxaNEiLFq06KLn3BE0dD5Hjx7FkiVLsHDhQnz3u9/tFM+hlupq4wrHlI6tq40pAMeVViGIiIiIqEVOnz4t5s6dK0pKSoTX6xULFiwQhw8fDn/f4/GIGTNmiNOnTwshhHjllVfEs88+217dbZSGzsnr9YqZM2eKoqIiIYQQ999/v1i2bFl7dbdBDZ1PlaKiInH11VeLuXPntkMvG68x5/PDH/5Q7Ny5s5162DQNnY9lWWL+/Pliw4YNQgghfvOb34iXXnqpvbrbJrrauMIxhWNKW+O40jo404iIiIiohTZv3oxp06YhLi4OLpcLV111FdasWRP+vq7rePrpp9GrVy8AQHJyMk6dOtVe3W2Uhs7J5XJh3bp16N69O/x+P86dO4eYmJh27PHFNXQ+VZ588knce++97dDDpmnM+ezduxdvvPEGFixYgGeeeQbBYLCdetuwhs5n3759cLlcmDVrFgDg7rvvxre+9a326m6b6GrjCseUjq2rjSkAx5XWwtCIiIiIqIUKCwvRo0eP8OWePXvizJkz4cvdunXDlVdeCQAIBAL485//jCuuuKLN+9kUDZ0TAGiahg0bNmDOnDkoKSnBzJkz27qbjdaY8/n73/+OkSNHYuzYsW3dvSZr6Hy8Xi9GjBiBhx56CCtWrEB5eTlee+219uhqozR0Pvn5+ejevTsef/xx3HjjjXj66afhcrnao6ttpquNKxxTOrauNqYAHFdaC0MjIiIiohayLAuSJIUvCyFqXK7i8Xjwgx/8ACkpKbjxxhvbsotN1thzmj17NrZu3Yq5c+fiF7/4RRv2sGkaOp9Dhw5h7dq1uOeee9qje03W0PlERUXhL3/5C4YMGQJVVfGd73wHGzZsaI+uNkpD52MYBrZt24bbbrsNK1aswIABA/DCCy+0R1fbTFcbVzimdGxdbUwBOK60FoZGRERERC3Uu3dvFBUVhS8XFRWhZ8+eNW5TWFiI22+/HcnJyXjuuefauotN1tA5lZaWYtOmTeHLCxYsQHZ2dpv2sSkaOp81a9agqKgIN910E37wgx+Ef14dVUPnc/LkSXzwwQfhy0IIqKrapn1siobOp0ePHkhMTMSYMWMAANdffz0yMzPbvJ9tqauNKxxTOKa0NY4rrYOhEREREVELTZ8+HRkZGSguLobf78fatWvDNRIAwDRN3H333bjmmmvwxBNP1PnpekfT0DkJIfDQQw/h5MmTACrfIE2YMKG9utughs7nJz/5CT755BOsXLkSf/7zn9GzZ0+899577djji2vofBwOB37zm9+goKAAQgi8++674aVMHVFD5zN+/HgUFxfj4MGDAIB169Zh1KhR7dXdNtHVxhWOKRxT2hrHldbRsaNBIiIiok6gV69eeOCBB3DnnXdC13XcfPPNSE1Nxfe//3385Cc/wenTp7F//36YpolPPvkEADB69OgOPTOgoXMaM2YMnn32Wfzwhz+EJEkYOnQofvnLX7Z3t+vVmPPpTBpzPs888wx+9KMfQdd1TJgwAf/1X//V3t2uV2PO549//COefPJJ+P1+9O7dGy+99FJ7dzuiutq4wjGlY+tqYwrAcaW1SEII0d6dICIiIiIiIiKijoXL04iIiIiIiIiIqBaGRkREREREREREVAtDIyIiIiIiIiIiqoWhERERERERERER1cLQiIiIiIiIiIiIamFoRERERESd2ne/+1387W9/C1/Ozc1FcnIy/vu//zt83blz5zB69Gh4PJ6I92fJkiVYs2ZNk+6zZs0aLFmyJEI9IqKm4JhC9DWGRkRERETUqc2aNQtbt24NX/78888xd+5cpKenh6/bsmULJkyYgOjo6PboIhF1IhxTiL6mtncHiIiIiIhaYtasWfjjH/8Iy7IgyzI+//xzPPDAA/h//+//IT8/HwMHDkRGRgbmzJkDAPjss8/w6quvwrIsREVF4bHHHkNqair+8Ic/YPfu3SgsLERycjISExPDl4cPH469e/fi5z//OWbMmAEAeOKJJzB8+HDcdddd9fbt8ssvx4033oiMjAycOnUKixYtwv333w8AWLp0KT7++GPExcUhMTExfJ9QKISXX34Z27dvh2maGDlyJJ588kkEAgHccMMNeO655zB79my88sor2LNnD958803IMj8LJmotHFM4ptDX+JtARERERJ1aUlISYmJikJ2djbKyMuTm5mLcuHGYNWsW1q1bBwDIyMjA7NmzkZOTg6effhp/+MMf8O9//xs/+clPcM8996CiogIAcOLECaxYsQIvv/xyjcu//e1vcdttt+Ff//oXAKCiogLr1q3DjTfe2GD/fD4f3nvvPSxbtgz/8z//g4KCAnz22WdYu3YtPvroIyxbtizcPgD8+c9/hqIoWL58Of7973+jZ8+eePnll9G9e3e88MILeOqpp/Dpp5/io48+wm9/+1u+uSNqZRxTOKbQ1zjTiIiIiIg6varlJAkJCZg+fTpkWcbcuXPx7rvv4oorroAkSRgyZAjeffddTJs2DQMGDAAApKWlIT4+Hnv37gUAjBs3Dqr69Uvk6pcXL16MP/7xjyguLsaaNWswZ84cxMTENNi3efPmAQB69eqFhIQElJWVISMjA1deeSXcbjcA4KabbsLbb78NAFi/fj08Hg82b94MANB1HQkJCQCAmTNn4tprr8V9992Hd955B/Hx8a3x8BHRBTimEFViaEREREREnd6sWbPwwQcfwG63h99QpaWl4cknn6yxjMSyLEiSVOO+QggYhgEAcLlcNb5X/XJMTAyuvvpq/Pvf/8bHH3+Mp59+ulF9s9vt4f9LkgQhRLjdKoqihP9vWRYef/xxzJ49GwDg9XoRDAbD98nJyUH37t2xe/duTJo0qVF9IKKm4ZhCVInzzoiIiIio05s6dSoOHDiAbdu24bLLLgMAOBwOjBo1Cu+88074zVJaWho2bdqEgoICAAjXBRk7dmyj2vnWt76Fv//97xBCIDU1tdn9nTVrFtasWYPy8nJYloWVK1eGvzdz5ky8++67CIVCsCwLTz31VHjXprfeegs+nw8ffvgh3nrrLWRmZja7D0RUP44pRJU404iIiIiIOj2n04lBgwZB1/UauxnNnj0bv/nNbzB16lQAwNChQ/H000/j3nvvhWmacDgceP311xu9A1JKSgpiY2Nx6623tqi/s2fPRnZ2Nm666SbExMQgJSUFJSUlAIB77rkHL774Im688UaYpokRI0bg0Ucfxf79+/H666/jgw8+QK9evfD444/jZz/7GVasWBFekkJErYNjCscUqiSJ6nPYiIiIiIioXvn5+ViyZAnWrFkDp9PZ3t0hok6OYwp1dJ1ieVpycjIWLFiARYsW4YYbbsBVV12Fm266CVlZWc0+5pkzZ1qc5tbn0UcfxZtvvlnr+qVLl+Kjjz5q0rHefPNNPProowAqt2CsKl7WVAUFBbjvvvuadd/mysnJwX333YcFCxZg4cKFuOOOO/DVV1+16Jjr16/H0qVLm3y/qoE4Ep555hn84Q9/qHX91q1bkZqaikWLFtX4+va3v93stt5//328++67Lejtxf3hD3/AtGnTavW5areHSxXHoM43Bj366KO4+uqr4fP5alw/fvx4HD9+vEnHqt7348ePY/z48Y2+79tvv43k5GTs3r27SW02x6JFi1BeXh7xdhojKysLl19+eb3fr+9xaejndubMmVrj02WXXYaRI0dG4jSIalm6dCluu+02PPXUU3xzR0QtxjGFOoNOszztb3/7W41K7m+++SZ+9atf4Z///GezjterVy8sW7astbrXKD/96U9bdP/nnnuu2fc9efIkcnNzW9R+Uxw9ehR33XUXfv3rX4fXAGdkZODuu+/GP/7xDwwbNqxZx83KykJZWVlrdjWiBg4cWGM9cUvt2LGj2Y9dY1177bX4+c9/HtE2OiOOQZ1rDAIqt7R97rnnWtRvoGV9X7ZsGRYsWIC//e1vGDduXIv60ZDWHGsi7WKPy8V+br169apxnkVFRfjmN7+Jxx57LNJdJgJQOY62dCwlIqrCMYU6g04TGlVnGAZOnTqF2NjY8HV/+tOfsHbtWliWhX79+uHpp59Gr169kJeXh8cffxxlZWXo0aMHhBBYuHAhpkyZggULFmDXrl3QdR0vvPACMjIyoCgKUlNT8dhjj8HtduPyyy/HjTfeGC5otmjRItx///2wLAvPP/889uzZA6/XCyEEfvWrX2HixIn19vvRRx/FsGHD8N3vfhdjxozBD37wA3z55ZcoLCzE9773Pdx+++3QdR2/+tWvsHnzZiQkJCAhISG8HnbJkiX41re+hauvvhqff/45XnnlFViWBZfLhV/+8pdISUnB66+/jvT0dAQCAfj9fjzyyCO4/PLL8eSTT+LMmTP47ne/izfffBOfffYZXn31VViWhaioKDz22GNITU3FH/7wB+zevRuFhYVITk6uMcPkyJEj+NnPflbrvO68807cdNNNNa77y1/+gptuuikcGAGVReJ++9vfwuFwAAB27tyJl19+GX6/H7Is495778XcuXOxfPlyfPrpp5BlGXl5eXA4HHjxxRdRUVGBZcuWwTRNREdHIzExER988AH8fj/cbjfeeOMN/OIXv0BeXh5KS0sRFRWFl19+GYMHD673Z7J792785je/QSgUQlFREaZPn47nn38ex48fx7e//W3Mnj0be/bsQXl5OR566CFceeWVqKiowBNPPIGDBw+iZ8+eUBTloj/3+pw9exY///nPce7cORQVFaFfv3545ZVXkJCQgPfeew/Lli2Dpmmw2+145plnkJubi3Xr1uHLL7+Ew+HAt771rXp/75csWYLY2FgcPXoUt912G9auXYtx48Zh586dOHXqFNLS0vDss89Clps22bD67+CFl0ePHo158+bh4MGDePnllxEMBvHSSy/B7/dD0zTcf//9mDVrFpYvX441a9bAsiycPHkSvXr1wgsvvIBevXrB4/Hgueeew6FDh6DrOtLS0vDwww/X2Ka0I+AY1PHHoKrrV65ciU8++QRXXXVVre83pg/Dhg1DVlZWuO+//OUvYZomfv7znyMrKwsejwcPPfRQncffunUrysrKwmPHqVOn0KdPn/BjOWrUKOzevRvFxcW45ZZbcPbsWWzbtg1+vx+vvPIKkpOTL/qcuPA5d/PNNyMjIwPx8fF44403sGLFCqiqisTERLzwwgtQFKVRY6TP56v3dkuWLKl3LHnvvffwt7/9DW63G8OHD6/39/Bij0tjfm5VQqEQfvzjH2PmzJlYsmRJvbcjIiIiohYQncDw4cPF9ddfL66//noxY8YMcfnll4tnn31WnD17VgghxIoVK8T9998vdF0XQgixbNky8b3vfU8IIcQtt9wi3n33XSGEEEeOHBFjx44VH374oSgoKBDjxo0TQgixdOlSce+994pQKCRM0xSPPvqoeOqpp4QQQsydO1e88MILQgghTp8+LcaMGSPy8/PFzp07xX333SdM0xRCCPHGG2+IH/7wh0IIIR555BHx17/+tdZ5VL9++PDh4u233xZCCJGVlSVGjx4tAoGAeOutt8Sdd94pgsGg8Hq94sYbbxSPPPKIEEKIO+64Q6xevVoUFRWJiRMnin379gkhhPjkk0/Ed7/7XXH8+HGxZMkS4ff7hRBC/N///Z+4/vrrhRBCbNmyRVx33XXhx2H69OkiPz9fCCHE5s2bxYwZM4TH4xG///3vxVVXXRV+LJvr+uuvF+vXr6/3+6WlpWL+/PmioKBACFH52M6aNUucOHFCfPjhh2LixIni1KlTQgghnnnmGfHwww8LIYT4/e9/L375y18KIYT48MMPxeTJk4XH4xFCCLF69Wrx7LPPhtt46qmnxDPPPFPjsbvQAw88ILZs2SKEEKKiokJMnTpVZGVliYKCAjF8+HCxbt06IYQQa9asEXPmzBFCCPHcc8+Jhx9+WFiWJc6dOydmzZolfv/739c69pYtW8SYMWPEwoULa3y99tprQggh3nrrLfHGG28IIYSwLEt873vfE2+++aYwDEOMGjVKnDlzRghR+fu9bNkyIUTN36GL/d7fcccd4rHHHgv35Y477hA/+clPhGmawuPxiJkzZ4qMjIxaff79738vpk6dWqvPGzdurPNxrH55+PDhYsWKFUIIIYqLi0VaWprYvXu3EEKIQ4cOiSlTpoj8/Hzx4YcfinHjxomjR48KIYT4zW9+I+677z4hhBCPPvqo+Pvf/y6EEMIwDPHggw+KP//5z7X62dY4BnW+MajqXL/44gsxZcoUcfLkSSGEEOPGjRMFBQVN6kP1vleNDWvWrBFCCLF27Voxb968Ovvwk5/8JPyz+/73vy9eeuml8PfuuOMOce+99wohhNi9e7cYPny4SE9PF0JUjjFPPvmkEOLiz4nqz7mqy+fOnROfffaZmD9/vigtLRVCCPH888+L11577aJjZHUNjaV1jSX79+8XaWlporCwMHyfuXPnNvlxaejnVt1DDz0k7rjjDhEKhepsh4iIiIharmN9fH8RVUtD9u3bhx/84AeYOnUqEhISAACff/45srKywp80W5YFv9+PsrIyZGZm4p133gEADBkyBNOmTat17I0bN+KBBx6ApmkAKj8B/vGPfxz+/rx58wBUTotPSEhAWVkZxo8fj9jYWCxbtgwFBQXYunUroqKimnROVccdNWoUQqEQfD4fMjIycP3118Nms8Fms2HBggXIzs6ucb+dO3di2LBh4RoO8+fPx/z58wEAL730Ej7++GPk5eWFZyBcaMuWLZg2bRoGDBgAoHIGUHx8PPbu3QsAGDduXJ0zO5ryKb8kSbAsq95z3717N4qKimo8zpIkhc911KhR6N27NwBg5MiR+PTTT+s8TnJycriy/9VXX40BAwbg7bffRl5eHrZt29Zg7ZEXXngBGzduxOuvv46jR48iGAzC5/MhLi4OmqaFt9IcOXIkSktLAVQus3v88cchSRLi4+Nx5ZVX1nv8iy1Pu+uuu/DVV1/hf//3f3Hs2DEcPnwYY8eOhaIouPrqq3Hrrbdizpw5mDlzZrgf1dX3e19l0qRJNW4/d+5cyLIMt9uNxMTEepf5tWR5WlWbmZmZGDhwYHir0WHDhmHChAnYtm0bJEnCjBkzkJSUBAC45ZZbsGjRIgCVNauysrLwwQcfAAACgUCz5Kbw1wAAO95JREFU+hEJHIO+1hnGoCozZ87EjTfeiIceegh///vfW9wHANA0LTwDJiUlBefOnat1m6KiIqSnp+PDDz8EANxwww34xS9+gR//+MdwuVwAEB47qvpQNTNz4MCB2LZtG4CGnxMXPs+ByjHq6quvDs+Eq750qzFjZENjaV1jyf79+zFjxgz06NEDAPDNb34TmzZtatbjAtT/c6vy17/+FTt37sT7778fft4QERERUevrNKFRlVGjRuGxxx7Do48+ihEjRqB///6wLCu8tAKonLJeVlYGRVEAAKLaBnFV11VnWRYkSapxWf//7d15dFT1/f/x172zZrKShUBRCIuCO6JVESTiWlBUXOpWxa1WrVqpaxGkaq2AWrXVVu3R8lVRK1ZA+7MogqIIFZdWFAEpCEGWEMi+zHbv/f2RMBKHMAlkMgGej3M8cCcz9/P+zITPMa98lkgkdu3z+WJ/NwxDjuPo/fff1wMPPKArr7xSJ598svr06aM33nijTX3Zdt9tbTs7OMhuR/W6XK5m9TqOoxUrVsiyLN1www264oorNGTIEP34xz/Wvffem7C/2+4RjUYlqdn/uG+vX79+rd4zY+DAgfrvf/+r4cOHN3v8iSeeUM+ePZWRkaG+fftq+vTpsa+VlpYqNzdXb775ZmwJm/T9e74j29f60ksv6dVXX9Wll16qUaNGKScnJ+GGtz/72c/Uv39/nXDCCRoxYoS++OKLWFsejye2fGtH79c2O/qMWuOhhx7SkiVLdN555+nYY49VNBqN3ffhhx/WN998o4ULF+qZZ57RrFmz4jYAb+n7fpsffo6tfU8T2f512/872b5Ny7Ja/B7zeDzN3jPbtmPXtm3r8ccfV9++fSVJ1dXVcfdJNcagPWMM2t6vf/1rXXjhhXrqqad2uwZJzUKKlr4/X331VUnS9ddfH2uvtrZWM2bM0KWXXipJ8nq9Ld53+zp39m9iR3X+8POprq5WdXW1Pvjgg1aNkYnG0pbGktaMi615X7bZ0ecmSfPnz9fTTz+tl19+WV26dNlhOwAAAGgfe8TpaT905pln6vDDD9eDDz4oqfE3kq+99ppqa2slNe5Cf8cddygjI0ODBg3S66+/LqnxBJxFixbF/U/+CSecoJdfflmRSES2bWvatGkaMmTITmv46KOPNHz4cF1yySU69NBD9e6778qyrN3u2wknnKCZM2cqFAopFArprbfeinvOEUccoVWrVmnlypWSpLlz5+r222/XJ598okMPPVRXXnmljjnmGM2dOzdWk8vliv0QOnjwYC1YsEDr1q2TpNheKdtmhbSHq6++WtOnT2/2m+YPPvhAL7zwggYMGKCBAwdq7dq1+uSTTyRJy5Yt0+mnn67S0tKd3tflcsV+qPuhBQsWaPTo0brgggvUu3dvzZs3b6efSXV1tb788kvddtttOu2007Rp0yaVlJTsdIaU1PgZvfbaa7JtW1VVVZo7d+5On9+SBQsWaMyYMTrnnHOUl5enhQsXyrIslZeXq7i4WDk5Obriiit0yy23xE7p2r7/LX3fJ9P2MzH+97//xc1A2WbgwIFavXq1lixZIklauXKlPvnkEx1zzDGSGmd5bPusX3nllVi4OHToUE2dOlWO4ygcDuv666+PzdLpTBiDOv8YtD2v16tHHnlEzz33XGymTltq2L721rAsS9OnT9e9996refPmad68eXr//ff1i1/8Qs8//3ybAttd+Tdx/PHHa86cObHvxz/96U+aOnVqq8fIto6lkjRkyBB99NFH2rRpkyRpxowZcc9p6/uyo89t1apVuuOOO/Twww+rX79+O60JAAAAu2+Pm2m0zYQJE3TWWWfpww8/1AUXXKDS0lL99Kc/lWEY6t69uyZNmiRJmjx5su6++2699NJLKiws1H777dfst6RS4288J0+erHPOOUfRaFSHH364JkyYsNP2L7roIt16660aNWqUotGohgwZEtsEd3dcdNFFKikp0ZlnnqmcnBz16tUr7jn5+fl6+OGHdeedd8qyLGVkZOjRRx9VTk6O3nnnHY0YMUK2bWv48OGqqqpSbW2t+vXrJ5/Pp/PPP1/Tp0/XxIkTdeONN8qyLPn9fj311FOxzW7bQ69evfTUU0/pscce0+TJk2XbtnJzc/WXv/wltkHqH//4R02ZMkWhUEiO42jKlCnab7/9YssyduS4447Tbbfdpvvvv1+HHHJIs69dddVVuueee2LLOAYOHKhvvvmmxXtlZWXp2muv1ejRoxUIBFRYWKhBgwZp7dq1seUiO3LTTTdp4sSJGjFihHJzc3e64WtJSUls6dX2nnvuOf3yl7/UlClT9Pjjj8vj8WjQoEEqKSlRbm6urr/+el1xxRXy+/1yuVz63e9+J0kaNmxY7Hv75z//eYvf97vjrbfe0meffdbsse7du+upp57S9ddfr7vuukvz589Xnz59drg0RmoMlx5//HHdf//9CgaDMgxDDz74oHr37q3//Oc/Kiws1O23366ysjL169dP9913n6TGI90feOABjRo1SpFIRMcff7yuueaa3e5TMjAGde4x6If69OmjO++8U+PHj5fUOGuptTVsX/ujjz6asK333ntPtm1r1KhRzR6/4oor9Pzzz2v+/PmtrntX/k0UFxfrf//7ny6++OJY/ffff7+WL1/eqjGyrWOp1LhU+Pbbb9eYMWOUnp6uww8/PO45u/K+/PBze/bZZxUOh/WHP/xBf/jDH5o996mnnmq2oTYAAAB2n+Hs6hqVPcRf/vIXnXbaaerbt69qamp01lln6a9//Su/oQRS5PXXX9fbb7+tp59+OtWldAjGIAAAAAB7qj12plFrFRUVaezYsTJNU5Zl6ec//zk/rAHoMIxBAAAAAPZUe/1MIwAAAAAAALTdHrkRNgAAAAAAAJKL0AgAAAAAAABxOl1oFI1G9d1337V4rDoAtAVjCgAAAADsmk4XGm3atEknn3yyNm3alOpSAOwFGFMAAAAAYNd0utAIAAAAAAAAqUdoBAAAAAAAgDiERgAAAAAAAIhDaAQAAAAAAIA4hEYAAAAAAACIQ2gEAAAAAACAOIRGAAAAAAAAiENoBAAAAAAAgDiERgAAAAAAAIhDaAQAAAAAAIA4hEYAAAAAAACIQ2gEAAAAAACAOEkNjWbNmqUzzjhDZ5xxhiZPnpzMpgAAAAAAANCOkhYaNTQ06IEHHtALL7ygWbNm6dNPP9XChQuT1RwAAAAAAADaUdJCI8uyZNu2GhoaFI1GFY1G5fP5ktUcAAAAAAAA2pE7WTfOyMjQr371K40YMUJpaWn68Y9/rEGDBiWrOQAAAAAAALSjpM00Wr58uf7xj3/ovffe04cffijTNPXss88mqzkAAAAAAAC0o6SFRgsWLNDgwYOVl5cnr9erc889V4sXL05WcwAAAAAAAGhHSQuNBgwYoIULF6q+vl6O42jevHk67LDDktUcAAAAAAAA2lHS9jQaOnSovv76a5177rnyeDw67LDDdO211yarOQAAAAAAALSjpIVGknTttdcSFAEAAAAAAOyBkrY8DQAAAAAAAHsuQiMAAAAAAADEITQCgL2c4zgKRa1UlwEAAABgD0NoBAB7OUdSdThKcAQAAACgTQiNAGAfYNuOqkIRgiMAAAAArUZoBAD7CNuRKoMERwAAAABah9AIAPYhjhqDo2CE4AgAAADAzhEaAcA+xpFUFSI4AgAAALBzhEYAsA/aFhw1EBwBAAAAaAGhEQDsoxxJ1QRHAAAAAFpAaAQA+7Dvg6NoqksBAAAA0MkQGgHAPq4xOIqqnuAIAAAAwHYIjQAAciTVEBwBAAAA2A6hEQBA0nbBUZjgCAAAAIDkTnUBAIDOw5FU3RQara6s0+zVpdrSEFZ+mlen9ynUYV2zU1sgAAAAgA7DTCMAQJzPSyv0/1ZtUn0kqnS3S1WhiF5auk5fbq7a4fNtx1EoaslxnA6uFAAAAECyMNMIABDng5KtaohGVZDmV33UkmkYskxb89eW6aD8TFm2o4jtKGrbitqOLNuRYUj5AZ+MVBcPAAAAoF0QGgHAXurLzVX6x/L12lwfkt/t0kF5GTrmR7kqCPhkGjuPdiqCEaW5TVWFIsr2eSRJEcvSloawttaHtcP5REwyAgAAAPYqhEYAsBf6cnOVXlq6TvURSxHbUSQc1eKNlVq8sVIBt0u9sgMqyg6oKCegbun+uBCpi9+jmnBEhgxtbQhLksK2pUyvh2wIAAAA2EcQGgHAXujt1aVym4by07wKWbZqI1HVRyw5kuqjlpZtrdGyrTWSJL/L/D5Eyk5X90y/hu6fp3+u3KSwLHlMUxHblmVLQ/fPS23HAAAAAHQYQiMA2AttaQgr3e2SYRjq4vco3eNSfSSquoitk4oK9G1VvdZW1akqFFXQsrWivFYrymslSV6XqZ5Zaeri92hdTYMitiOfy9SQHrk6MDczxT0DAAAA0FEIjQBgL5Sf5lVVKCKfyxV7LOo4yg94dXT3Ljq6exc5jqPKYETfVtVrTVWd1lTVqyIYUdiy9b+Kumb3sx1HC9eXy+0ydFyPPHlMDt8EAAAA9nZJC42mT5+uF198MXb93Xff6eyzz9Y999yTrCYBAE1O71Ool5auk2TJ7zIUti1ZtnRC0/IyQ5JpGipI96lbhl8/7t5FdlOItKaqXm+v3qT6qCWraQOjiO0oIkfvfFumuWu2aL/MNBXlBNQ7O6D9swLyugiRAAAAgL1N0kKjCy64QBdccIEkaeXKlfrlL3+pG2+8MVnNAQC2c1jXbF2ixr2N6iNRdUv367gD89Q/N1OGachlGHKbzTe/jli2MrxudU336aPvtirb51HEchS2bYUsW2HLVtRxZDmO1lbXa211veZLMg2pR2aaemcHdPaBP1JW02lrAAAAAPZsHbI87be//a3Gjh2r3Nzcjmhun1BVtkyla+Yr1FAuX1quCouKlV1wUKrLAtCJHNY1W4d1zW718z0uUx6XqXRJhQGvGixLHtOlsGUpbDmqi0SU5nZryP55WlNVr28r61VaF5TtSOuqG7SuukGfbarUfplpOr1PYZvaBgAAAND5JD00WrhwoYLBoEaMGJHspvYZVWXLVLJ8pgzTLZcnoHC4RiXLZ6qnRHAEoF0M61Wgl5auk9cVVbrbLbcp5fi9Oqmoq3pmpeng/CxJUkPE0sL1W7VofbkMSbk+j6pCEb20dJ0ukQiOAAAAgD1Y0jeheOWVV3TllVcmu5l9Suma+Y2BkcsrwzAa/zTdKl0zP9WlAdhLHNY1W5ccsr8yvR6VhyJymaZG9O2mo7t3UX7AFzuRLcvn1qbaoLJ9Lv0o3a90r1s+l0tu09Dbq0tT3Q0AAAAAuyGpM43C4bA++eQTTZo0KZnN7HNCDeVyeQLNHjNNj0LB8hRVBGBv1NLyNtMw5HO75HM3nszWELVUGPDLMAxFLFuS5DVNbWkId2i9AAAAANpXUmcarVixQkVFRQoEAomfjFbzpeXKtiPNHrPtiHx+9owC0PH8bpfKGsKqDVsKNoVGYdtWfpo3xZUBAAAA2B1JDY3WrVunbt26JbOJTslxbIWCVbIiQTmO0+73LywqlmNHZVlhOY7T+KcdVWFRcbu3BQCJnN6nUFHbUX00Kst2FLIsRW1Hp/cpTHVpAAAAAHZDUpenjRw5UiNHjkxmE52WY0UUscIyInVyudPkcvtkmK52uXd2wUHqqca9jULBcvn8nJ4GIHUO65qtSyS9vbpUWxrCyk/zcnoaAAAAsBdI+ulp+zrHsRWN1CkaqZfL7ZPbE2iX8Ci74CBCIgCdRkv7HwEAAADYcxEadRhHVjQoKxqSy+2X25PWbjOPAAAAAAAA2huhUYdzZEUbZEWDcrn9cnn8Mk0+BgAAAAAA0LmQVqTM9uFR+y1bAwAAAAAAaA+ERim3/bK1NLm9aTKMpB5qBwAAAAAAkBChUafhyIrWy7KCcrvT5PL4CY8AAAAAAEDKEBp1Nk2nrVnRBrk8AbncfhmGkeqqAAAAAADAPoapLJ2U49iKhmsVbqhQNBKU4zipLgkAAAAAAOxDmGnUyTmOpWi4RlakQS5PmlxuL8vWAAAAAABA0hEa7SEcJ9oUHplNy9Z8KQuPqsqWqXTNfIUayuVLy1VhUbGyCw5KSS0AAAAAACA5mLLSzqxoUFVlyxUJVSfl/tuWrYUaKhQJ18mxraS005KqsmUqWT5T4XCNXJ6AwuEalSyfqaqyZR1aBwAAAAAASC5mGrWzDf97W5tLFkiSfIECZXbpo4wufRTI/JEM09V+DTm2rEh947I1t19uT1r73r8FpWvmyzDdcrm8kiSXyyur6XFmGwEAAAAAsPcgNGpnmbn9tHXDZ7KiDQrVlylUX6Yt6z+W6fIpI6dIGV36KKNLb3m8Ge3UoiMr2iArGpTp8sjlbtz3KFlCDeVyeQLNHjNNj0LB8nZvi2VwAAAAAACkDqFRO8vpeogOL56gitKvVFuxSjUVqxWqL5NthVS9dYWqt66QJPnTC5XRpY8yu/RRWmb3dtifyJFthWVbYUXDrqZNs1u/71FrAxpfWm7j0jTX98GUbUfk8+fuZv3x9ZQsn9k4q2m7ZXA9JYIjAAAAAAA6AKFREhimS+nZ+ys9ez8VFhUrEqpRTcVq1VasVl3lGtl2RMG6UgXrSrXlu0Vyuf3KyOkdm4Xk/sFMnrZqPHGtVtFwnVxuv1wev0yz5Y+6LQFNYVGxSpbPlKXGGUa2HZFjR1VYVLxbNf8Qy+AAAAAAAEgtQqMOEKzbrOqyrxUOVjXNMOotKxpUbeW3CtVvadw8e8syVW1p3Ew6LaN7bBaSP6ObDMPYxZa3W7rm9srt9st0xS9da0tAk11wkHo2fS0ULJfPn5xlYx25DA4AAAAAAMQjNEqymvJV2rj6Xcl0yfT4FYnWq6J0ibr3OUXdeg9XOFil2orVqqlYrbqqEjl2RA21G9VQu1Fl6z6SyxNQRk5vZXbpo/ScIrk9abtQhSM7GlI4GmoKh3wy3d7Y7KO2BjTZBQclfbZPRy2DAwAAAAAAO0Zo1I627QsUiTTI40lTl24DtXX9Ysl0yWV6JEku0yNL0tb1i5WZ21def7Zyux+p3O5Hyrajqq9aF1vKFg5WyIrUq6psqarKlkoyFMj8UdMytj7yp3dt8ywkx44qakelSL1Ml1umy6+0jO4KBsvlMr7/dkh1QNNRy+AAAAAAAMCOERq1k+33BXJ7MxWO1Gvj6ndlWWF5fJnNnmuaboVDVXH3ME23Mrr0VkaX3pJOVrih4vu9kKrXybGjqq9Zr/qa9dpc8qHcnvTYMrb0nCK53L42VOzItiKyrYhyuh2uzWsXKBKul2OHZdu2TNOlwgPP3L03ZTd01DI4AAAAAACwY4RG7WT7fYEMGXKZHtmmS4pasu1obKaRJNl2VF5fdsJ7etO6KC/tKOX96CjZVkR1VSWxpWyRUJW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+ "text/plain": [ + "<Figure size 1152x864 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "region = sns.lmplot(x=\"Worry Index\", y=\"Ladder score\",col='Regional indicator', hue=\"Regional indicator\", data=df, col_wrap=4, height=4)" ] @@ -2264,9 +5759,22 @@ } ], "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "pygments_lexer": "ipython3" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" } }, "nbformat": 4, -- GitLab