From e3c3a0c431522a6fecce0015597529f8dbc0cbdf Mon Sep 17 00:00:00 2001 From: "Juan E. Acha" <70673871+juaneacha@users.noreply.github.com> Date: Wed, 3 Dec 2025 20:10:20 -0500 Subject: [PATCH 1/2] Delete Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis directory Moving up the current directory --- .../Analysis/2025.12.03 WB Data Dive.pbix | Bin 777994 -> 0 bytes ...tional-earnings-and-social-benefits2.ipynb | 179 -- .../Analysis/Development_Data_Dive.ipynb | 2859 ----------------- .../Analysis/Analysis/analysis.ipynb | 383 --- .../Analysis/Data_URL.txt | 1 - .../Documentation/Decent_Work_Indicators.pdf | Bin 2977151 -> 0 bytes ...Employment_across_Developing_Countries.pdf | Bin 1425735 -> 0 bytes ..._of_employment_Labour market_Eurostat.docx | Bin 1043464 -> 0 bytes .../Analysis/Graphs/Graph 1.png | Bin 153824 -> 0 bytes .../Analysis/Graphs/Graph 2.png | Bin 193173 -> 0 bytes .../Analysis/Graphs/Graph 3.png | Bin 129162 -> 0 bytes .../Analysis/Graphs/Graph 4.png | Bin 184738 -> 0 bytes .../Analysis/Presentation.pdf | Bin 886261 -> 0 bytes .../Analysis/project.md | 16 - 14 files changed, 3438 deletions(-) delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/2025.12.03 WB Data Dive.pbix delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/Cross-sectional-earnings-and-social-benefits2.ipynb delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/Development_Data_Dive.ipynb delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/analysis.ipynb delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Data_URL.txt delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Documentation/Decent_Work_Indicators.pdf delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Documentation/Global_Job_Quality_Evidence_from_Wage_Employment_across_Developing_Countries.pdf delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Documentation/Quality_of_employment_Labour market_Eurostat.docx delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Graphs/Graph 1.png delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Graphs/Graph 2.png delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Graphs/Graph 3.png delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Graphs/Graph 4.png delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Presentation.pdf delete mode 100644 Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/project.md diff --git a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/2025.12.03 WB Data Dive.pbix b/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/2025.12.03 WB Data Dive.pbix deleted file mode 100644 index 5d79d731ec748b89a794bee18dfc912f00bc3bad..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 777994 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", - "text/plain": [ - "

" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "social_factor = 'Contingency: Employed covered in the event of work injury'\n", - "ax = sns.scatterplot(\n", - " data = df.query(f\"`classif1.label_social`=='{social_factor}'\"),\n", - " x = 'obs_value_social',\n", - " y = 'obs_value_earnings',\n", - ")\n", - "\n", - "ax.set(title=social_factor[13:], xlabel=\"% Population\", ylabel=\"Average monthly earnings (2021 PPP $)\", ylim=(-100, 10000));" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0da2aa76-c711-4264-aa04-39ef3a495125", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/Development_Data_Dive.ipynb b/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/Development_Data_Dive.ipynb deleted file mode 100644 index 237a59b..0000000 --- a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/Development_Data_Dive.ipynb +++ /dev/null @@ -1,2859 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Prep" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "notebookRunGroups": { - "groupValue": "1" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'\\npip install pandas\\npip install seaborn\\npip install tensorflow\\npip install matplotlib\\npip install xlrd\\npip install gmplot\\npip install shapely\\npip install lime\\npip install gradio\\npip install xgboost\\npip install statsmodels\\npip install keras\\npip install scikeras\\n'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "'''\n", - "pip install pandas\n", - "pip install seaborn\n", - "pip install tensorflow\n", - "pip install matplotlib\n", - "pip install xlrd\n", - "pip install gmplot\n", - "pip install shapely\n", - "pip install lime\n", - "pip install gradio\n", - "pip install xgboost\n", - "pip install statsmodels\n", - "pip install keras\n", - "pip install scikeras\n", - "'''" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Current Working Directory c:\\Users\\wb535206\\Documents\\251203_Development Data Dive\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import seaborn as sns\n", - "import numpy as np\n", - "import pandas as pd\n", - "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense\n", - "from sklearn.model_selection import GridSearchCV\n", - "\n", - "import numpy as np\n", - "from sklearn.model_selection import GridSearchCV\n", - "from keras.models import Sequential\n", - "import numpy as np\n", - "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n", - "from tensorflow.keras.layers import Dense, Input\n", - "import tensorflow as tf\n", - "from scikeras.wrappers import KerasClassifier, KerasRegressor\n", - "from sklearn.metrics import accuracy_score, f1_score, confusion_matrix\n", - "\n", - "import numpy as np\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.model_selection import GridSearchCV, train_test_split\n", - "from sklearn.datasets import make_regression\n", - "from sklearn.metrics import mean_squared_error\n", - "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "from pandas import read_csv\n", - "\n", - "from xgboost import XGBRegressor\n", - "from xgboost import XGBClassifier\n", - "from sklearn.metrics import accuracy_score, roc_auc_score, confusion_matrix\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from pandas.plotting import scatter_matrix\n", - "from matplotlib import pyplot\n", - "from numpy import percentile\n", - "print(\"Current Working Directory \" , os.getcwd())\n", - "# Load libraries\n", - "from pandas import read_csv\n", - "from pandas.plotting import scatter_matrix\n", - "from matplotlib import pyplot\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.model_selection import cross_val_score\n", - "from sklearn.model_selection import StratifiedKFold\n", - "from sklearn.linear_model import SGDClassifier\n", - "from sklearn.kernel_approximation import RBFSampler\n", - "from sklearn.metrics import classification_report\n", - "from sklearn.metrics import confusion_matrix\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.linear_model import LogisticRegression\n", - "from statsmodels.discrete.discrete_model import Probit\n", - "import statsmodels.api as sm\n", - "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.neighbors import KNeighborsClassifier\n", - "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", - "from sklearn.naive_bayes import GaussianNB\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.svm import SVC\n", - "from sklearn import linear_model\n", - "# import statsmodels.api as sm\n", - "# from keras.models import Sequential\n", - "# from keras.layers import Dense\n", - "# from xgboost import XGBRegressor\n", - "\n", - "## for data\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "## for plotting\n", - "import matplotlib.pyplot as plt\n", - "\n", - "## for statistical tests\n", - "import scipy\n", - "# import statsmodels.formula.api as smf\n", - "# import statsmodels.api as sm\n", - "## for machine learning\n", - "from sklearn import model_selection, preprocessing, feature_selection, ensemble, linear_model, metrics, decomposition\n", - "\n", - "## for explainer\n", - "# from lime import lime_tabular\n", - "## for Graphical User Interface\n", - "import gradio as gr\n", - "\n", - "## for variable selection using Lasso\n", - "from sklearn.linear_model import Lasso\n", - "from sklearn.linear_model import LassoCV\n", - "from sklearn.preprocessing import StandardScaler\n", - "\n", - "from pandas.plotting import scatter_matrix\n", - "from matplotlib import pyplot\n", - "from numpy import percentile\n", - "\n", - "import pandas as pd\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from xgboost import XGBClassifier\n", - "from sklearn.feature_selection import RFECV, RFE\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.model_selection import train_test_split\n", - "\n", - "from sklearn.inspection import permutation_importance\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'\\npd.set_option(\"display.max_rows\", None)\\npd.options.display.float_format = \\'{:.2f}\\'.format\\n'" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Reset the display options to their default values\n", - "pd.reset_option('display.max_columns')\n", - "pd.reset_option('display.max_rows')\n", - "pd.reset_option('display.float_format')\n", - "\n", - "pd.set_option('display.max_columns', None)\n", - "'''\n", - "pd.set_option(\"display.max_rows\", None)\n", - "pd.options.display.float_format = '{:.2f}'.format\n", - "'''" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Read Data" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "from pandas import read_excel" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting openpyxl\n", - " Downloading openpyxl-3.1.5-py2.py3-none-any.whl.metadata (2.5 kB)\n", - "Collecting et-xmlfile (from openpyxl)\n", - " Downloading et_xmlfile-2.0.0-py3-none-any.whl.metadata (2.7 kB)\n", - "Downloading openpyxl-3.1.5-py2.py3-none-any.whl (250 kB)\n", - "Downloading et_xmlfile-2.0.0-py3-none-any.whl (18 kB)\n", - "Installing collected packages: et-xmlfile, openpyxl\n", - "\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - 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" -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " -------------------- ------------------- 1/2 [openpyxl]\n", - " ---------------------------------------- 2/2 [openpyxl]\n", - "\n", - "Successfully installed et-xmlfile-2.0.0 openpyxl-3.1.5\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install openpyxl" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Excel file loaded! Shape: (20, 6)\n", - "Columns: ['Reference area', 'Source', 'Sex', 'Migrant status', 'Year', 'Value']\n" - ] - } - ], - "source": [ - "# Fixed Excel file reading\n", - "import pandas as pd\n", - "df_ilostat = pd.read_excel('ILOSTAT_Data_Explorer.xlsx')\n", - "print(f\"Excel file loaded! Shape: {df_ilostat.shape}\")\n", - "print(f\"Columns: {list(df_ilostat.columns)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Excel file loaded! Shape: (19, 6)\n", - "Columns: ['Reference area', 'Source', 'Sex', 'Migrant status', 'Year', 'Value']\n" - ] - } - ], - "source": [ - "# Fixed Excel file reading\n", - "import pandas as pd\n", - "df_fatal = pd.read_excel('Fatal.xlsx')\n", - "print(f\"Excel file loaded! Shape: {df_fatal.shape}\")\n", - "print(f\"Columns: {list(df_fatal.columns)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Excel file loaded! Shape: (20, 6)\n", - "Columns: ['Reference area', 'Source', 'Sex', 'Migrant status', 'Year', 'Value']\n" - ] - } - ], - "source": [ - "# Fixed Excel file reading\n", - "import pandas as pd\n", - "df_nonfatal = pd.read_excel('NonFatal.xlsx')\n", - "print(f\"Excel file loaded! Shape: {df_nonfatal.shape}\")\n", - "print(f\"Columns: {list(df_fatal.columns)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Excel file loaded! Shape: (20, 6)\n", - "Columns: ['Reference area', 'Source', 'Sex', 'Migrant status', 'Year', 'Value']\n" - ] - } - ], - "source": [ - "# Fixed Excel file reading\n", - "import pandas as pd\n", - "df_povrate = pd.read_excel('Working Poverty Rate.xlsx')\n", - "print(f\"Excel file loaded! Shape: {df_nonfatal.shape}\")\n", - "print(f\"Columns: {list(df_fatal.columns)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CSV file loaded! Shape: (220779, 12)\n", - "Columns: ['ref_area.label', 'source.label', 'indicator.label', 'sex.label', 'classif1.label', 'classif2.label', 'time', 'obs_value', 'obs_status.label', 'note_classif.label', 'note_indicator.label', 'note_source.label']\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\wb535206\\AppData\\Local\\Temp\\ipykernel_19464\\3161214250.py:3: DtypeWarning: Columns (9) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " df_ear = pd.read_csv('EAR_4MTH_SEX_OCU_CUR_NB_A-full-2025-12-03.csv')\n" - ] - } - ], - "source": [ - "# Fixed Excel file reading\n", - "import pandas as pd\n", - "df_ear = pd.read_csv('EAR_4MTH_SEX_OCU_CUR_NB_A-full-2025-12-03.csv')\n", - "print(f\"CSV file loaded! Shape: {df_ear.shape}\")\n", - "print(f\"Columns: {list(df_ear.columns)}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exploratory Data Analysis (EDA) for df_ear Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== BASIC DATASET INFORMATION ===\n", - "Dataset shape: (220779, 12)\n", - "Number of rows: 220,779\n", - "Number of columns: 12\n", - "\n", - "=== COLUMN NAMES ===\n", - "['ref_area.label', 'source.label', 'indicator.label', 'sex.label', 'classif1.label', 'classif2.label', 'time', 'obs_value', 'obs_status.label', 'note_classif.label', 'note_indicator.label', 'note_source.label']\n", - "\n", - "=== DATA TYPES ===\n", - "object 10\n", - "int64 1\n", - "float64 1\n", - "Name: count, dtype: int64\n", - "\n", - "=== MEMORY USAGE ===\n", - "Total memory usage: 177.68 MB\n" - ] - } - ], - "source": [ - "# 1. Basic Dataset Information\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "print(\"=== BASIC DATASET INFORMATION ===\")\n", - "print(f\"Dataset shape: {df_ear.shape}\")\n", - "print(f\"Number of rows: {df_ear.shape[0]:,}\")\n", - "print(f\"Number of columns: {df_ear.shape[1]}\")\n", - "\n", - "print(\"\\n=== COLUMN NAMES ===\")\n", - "print(list(df_ear.columns))\n", - "\n", - "print(\"\\n=== DATA TYPES ===\")\n", - "print(df_ear.dtypes.value_counts())\n", - "\n", - "print(\"\\n=== MEMORY USAGE ===\")\n", - "memory_usage = df_ear.memory_usage(deep=True).sum() / 1024**2\n", - "print(f\"Total memory usage: {memory_usage:.2f} MB\")" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== FIRST 5 ROWS ===\n", - " ref_area.label source.label \\\n", - "0 Aruba PC - Population and Housing Census \n", - "1 Aruba PC - Population and Housing Census \n", - "2 Aruba PC - Population and Housing Census \n", - "3 Aruba PC - Population and Housing Census \n", - "4 Aruba PC - Population and Housing Census \n", - "\n", - " indicator.label sex.label \\\n", - "0 Average monthly earnings of employees by sex a... Total \n", - "1 Average monthly earnings of employees by sex a... Total \n", - "2 Average monthly earnings of employees by sex a... Total \n", - "3 Average monthly earnings of employees by sex a... Total \n", - "4 Average monthly earnings of employees by sex a... Total \n", - "\n", - " classif1.label classif2.label \\\n", - "0 Occupation (Skill level): Total Currency: Local currency \n", - "1 Occupation (Skill level): Total Currency: 2021 PPP $ \n", - "2 Occupation (Skill level): Total Currency: U.S. dollars \n", - "3 Occupation (Skill level): Skill level 1 ~ low Currency: Local currency \n", - "4 Occupation (Skill level): Skill level 1 ~ low Currency: 2021 PPP $ \n", - "\n", - " time obs_value obs_status.label note_classif.label \\\n", - "0 2010 3013.000 NaN NaN \n", - "1 2010 1860.382 NaN NaN \n", - "2 2010 1683.240 NaN NaN \n", - "3 2010 1574.000 NaN NaN \n", - "4 2010 971.869 NaN NaN \n", - "\n", - " note_indicator.label \\\n", - "0 Job coverage: Main job currently held | Workin... \n", - "1 Job coverage: Main job currently held | Workin... \n", - "2 Job coverage: Main job currently held | Workin... \n", - "3 Job coverage: Main job currently held | Workin... \n", - "4 Job coverage: Main job currently held | Workin... \n", - "\n", - " note_source.label \n", - "0 Data reference period: September \n", - "1 Data reference period: September \n", - "2 Data reference period: September \n", - "3 Data reference period: September \n", - "4 Data reference period: September \n", - "\n", - "=== LAST 5 ROWS ===\n", - " ref_area.label source.label \\\n", - "220774 Zimbabwe LFS - Labour Force Survey \n", - "220775 Zimbabwe LFS - Labour Force Survey \n", - "220776 Zimbabwe LFS - Labour Force Survey \n", - "220777 Zimbabwe LFS - Labour Force Survey \n", - "220778 Zimbabwe LFS - Labour Force Survey \n", - "\n", - " indicator.label sex.label \\\n", - "220774 Average monthly earnings of employees by sex a... Female \n", - "220775 Average monthly earnings of employees by sex a... Female \n", - "220776 Average monthly earnings of employees by sex a... Female \n", - "220777 Average monthly earnings of employees by sex a... Female \n", - "220778 Average monthly earnings of employees by sex a... Female \n", - "\n", - " classif1.label \\\n", - "220774 Occupation (ISCO-08): 5. Service and sales wor... \n", - "220775 Occupation (ISCO-08): 6. Skilled agricultural,... \n", - "220776 Occupation (ISCO-08): 7. Craft and related tra... \n", - "220777 Occupation (ISCO-08): 8. Plant and machine ope... \n", - "220778 Occupation (ISCO-08): 9. Elementary occupations \n", - "\n", - " classif2.label time obs_value obs_status.label \\\n", - "220774 Currency: Local currency 2011 140.133 Break in series \n", - "220775 Currency: Local currency 2011 90.836 Break in series \n", - "220776 Currency: Local currency 2011 159.354 Break in series \n", - "220777 Currency: Local currency 2011 222.415 Unreliable \n", - "220778 Currency: Local currency 2011 107.048 Break in series \n", - "\n", - " note_classif.label note_indicator.label \\\n", - "220774 NaN Currency: ZWE - Zimbabwean dollar (ZWL) | Brea... \n", - "220775 NaN Currency: ZWE - Zimbabwean dollar (ZWL) | Brea... \n", - "220776 NaN Currency: ZWE - Zimbabwean dollar (ZWL) | Brea... \n", - "220777 NaN Currency: ZWE - Zimbabwean dollar (ZWL) | Brea... \n", - "220778 NaN Currency: ZWE - Zimbabwean dollar (ZWL) | Brea... \n", - "\n", - " note_source.label \n", - "220774 Repository: ILO-STATISTICS - Micro data proces... \n", - "220775 Repository: ILO-STATISTICS - Micro data proces... \n", - "220776 Repository: ILO-STATISTICS - Micro data proces... \n", - "220777 Repository: ILO-STATISTICS - Micro data proces... \n", - "220778 Repository: ILO-STATISTICS - Micro data proces... \n" - ] - } - ], - "source": [ - "# 2. First and Last Few Rows\n", - "print(\"=== FIRST 5 ROWS ===\")\n", - "print(df_ear.head())\n", - "\n", - "print(\"\\n=== LAST 5 ROWS ===\")\n", - "print(df_ear.tail())" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== MISSING VALUES ANALYSIS ===\n", - "Columns with missing values: 3\n", - " Column Missing_Count Missing_Percentage\n", - "9 note_classif.label 220698 99.963312\n", - "8 obs_status.label 195312 88.464936\n", - "11 note_source.label 2238 1.013683\n", - "\n", - "Total missing values: 418,248\n", - "Percentage of total missing values: 15.79%\n" - ] - } - ], - "source": [ - "# 3. Missing Values Analysis\n", - "print(\"=== MISSING VALUES ANALYSIS ===\")\n", - "missing_counts = df_ear.isnull().sum()\n", - "missing_percentages = (missing_counts / len(df_ear)) * 100\n", - "\n", - "missing_df = pd.DataFrame({\n", - " 'Column': missing_counts.index,\n", - " 'Missing_Count': missing_counts.values,\n", - " 'Missing_Percentage': missing_percentages.values\n", - "})\n", - "\n", - "# Show only columns with missing values\n", - "missing_df_filtered = missing_df[missing_df['Missing_Count'] > 0].sort_values('Missing_Percentage', ascending=False)\n", - "\n", - "if len(missing_df_filtered) > 0:\n", - " print(f\"Columns with missing values: {len(missing_df_filtered)}\")\n", - " print(missing_df_filtered.head(10))\n", - "else:\n", - " print(\"No missing values found in the dataset!\")\n", - "\n", - "print(f\"\\nTotal missing values: {missing_counts.sum():,}\")\n", - "print(f\"Percentage of total missing values: {(missing_counts.sum() / (df_ear.shape[0] * df_ear.shape[1])) * 100:.2f}%\")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== DESCRIPTIVE STATISTICS ===\n", - "Numeric columns (2): ['time', 'obs_value']\n", - "Categorical columns (10): ['ref_area.label', 'source.label', 'indicator.label', 'sex.label', 'classif1.label', 'classif2.label', 'obs_status.label', 'note_classif.label', 'note_indicator.label', 'note_source.label']\n", - "\n", - "=== NUMERIC COLUMNS STATISTICS ===\n", - " time obs_value\n", - "count 220779.000000 2.207790e+05\n", - "mean 2013.968955 7.127010e+04\n", - "std 6.530864 4.923567e+05\n", - "min 1989.000000 1.000000e-03\n", - "25% 2009.000000 6.033780e+02\n", - "50% 2015.000000 1.510447e+03\n", - "75% 2019.000000 3.708030e+03\n", - "max 2025.000000 2.157049e+07\n", - "\n", - "=== CATEGORICAL COLUMNS STATISTICS ===\n", - "\n", - "ref_area.label:\n", - "ref_area.label\n", - "Brazil 4362\n", - "Switzerland 4293\n", - "Peru 3957\n", - "Bolivia (Plurinational State of) 3864\n", - "Uruguay 3678\n", - "Name: count, dtype: int64\n", - "\n", - "source.label:\n", - "source.label\n", - "HIES - EU Statistics on Income and Living Conditions 69170\n", - "LFS - Labour Force Survey 42680\n", - "LFS - Employment Survey 7260\n", - "LFS - National Labour Force Survey 4623\n", - "HS - National Household Survey 4500\n", - "Name: count, dtype: int64\n", - "\n", - "indicator.label:\n", - "indicator.label\n", - "Average monthly earnings of employees by sex and occupation 220779\n", - "Name: count, dtype: int64\n", - "\n", - "sex.label:\n", - "sex.label\n", - "Total 75208\n", - "Male 74803\n", - "Female 70744\n", - "Other 24\n", - "Name: count, dtype: int64\n", - "\n", - "classif1.label:\n", - "classif1.label\n", - "Occupation (Skill level): Total 14529\n", - "Occupation (Skill level): Skill level 1 ~ low 13901\n", - "Occupation (Skill level): Skill levels 3 and 4 ~ high 12819\n", - "Occupation (Skill level): Skill level 2 ~ medium 12819\n", - "Occupation (Skill level): Not elsewhere classified 10134\n", - "Name: count, dtype: int64\n" - ] - } - ], - "source": [ - "# 4. Descriptive Statistics\n", - "print(\"=== DESCRIPTIVE STATISTICS ===\")\n", - "\n", - "# Separate numeric and categorical columns\n", - "numeric_cols = df_ear.select_dtypes(include=[np.number]).columns.tolist()\n", - "categorical_cols = df_ear.select_dtypes(include=['object', 'category']).columns.tolist()\n", - "\n", - "print(f\"Numeric columns ({len(numeric_cols)}): {numeric_cols}\")\n", - "print(f\"Categorical columns ({len(categorical_cols)}): {categorical_cols}\")\n", - "\n", - "if len(numeric_cols) > 0:\n", - " print(\"\\n=== NUMERIC COLUMNS STATISTICS ===\")\n", - " print(df_ear[numeric_cols].describe())\n", - "\n", - "if len(categorical_cols) > 0:\n", - " print(\"\\n=== CATEGORICAL COLUMNS STATISTICS ===\")\n", - " for col in categorical_cols[:5]: # Show first 5 categorical columns\n", - " print(f\"\\n{col}:\")\n", - " print(df_ear[col].value_counts().head())" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 5. Data Distribution Visualizations\n", - "plt.style.use('default')\n", - "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", - "fig.suptitle('Data Quality and Distribution Overview', fontsize=16, fontweight='bold')\n", - "\n", - "# Missing values heatmap (if any missing values exist)\n", - "if missing_counts.sum() > 0:\n", - " # Get columns with missing values for visualization\n", - " cols_with_missing = missing_counts[missing_counts > 0].head(10).index\n", - " if len(cols_with_missing) > 0:\n", - " sns.heatmap(df_ear[cols_with_missing].isnull(), \n", - " cbar=True, ax=axes[0,0], cmap='viridis')\n", - " axes[0,0].set_title('Missing Values Pattern')\n", - " axes[0,0].set_xlabel('Columns')\n", - " axes[0,0].set_ylabel('Rows')\n", - "else:\n", - " axes[0,0].text(0.5, 0.5, 'No Missing Values', ha='center', va='center', \n", - " transform=axes[0,0].transAxes, fontsize=12)\n", - " axes[0,0].set_title('Missing Values Status')\n", - "\n", - "# Data types distribution\n", - "dtype_counts = df_ear.dtypes.value_counts()\n", - "axes[0,1].pie(dtype_counts.values, labels=dtype_counts.index, autopct='%1.1f%%')\n", - "axes[0,1].set_title('Data Types Distribution')\n", - "\n", - "# Sample of numeric distribution (if numeric columns exist)\n", - "if len(numeric_cols) > 0:\n", - " sample_col = numeric_cols[0] # Take first numeric column\n", - " df_ear[sample_col].hist(bins=30, ax=axes[1,0], alpha=0.7)\n", - " axes[1,0].set_title(f'Distribution of {sample_col}')\n", - " axes[1,0].set_xlabel(sample_col)\n", - " axes[1,0].set_ylabel('Frequency')\n", - "else:\n", - " axes[1,0].text(0.5, 0.5, 'No Numeric Columns', ha='center', va='center', \n", - " transform=axes[1,0].transAxes, fontsize=12)\n", - " axes[1,0].set_title('Numeric Data Distribution')\n", - "\n", - "# Dataset size information\n", - "size_info = [df_ear.shape[0], df_ear.shape[1], missing_counts.sum()]\n", - "size_labels = ['Rows', 'Columns', 'Missing Values']\n", - "bars = axes[1,1].bar(size_labels, size_info, color=['skyblue', 'lightgreen', 'salmon'])\n", - "axes[1,1].set_title('Dataset Size Information')\n", - "axes[1,1].set_ylabel('Count')\n", - "\n", - "# Add value labels on bars\n", - "for bar, value in zip(bars, size_info):\n", - " axes[1,1].text(bar.get_x() + bar.get_width()/2, bar.get_height() + max(size_info)*0.01,\n", - " f'{value:,}', ha='center', va='bottom')\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== CORRELATION ANALYSIS ===\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "No highly correlated pairs found (|r| > 0.7)\n" - ] - } - ], - "source": [ - "# 6. Correlation Analysis (for numeric columns)\n", - "if len(numeric_cols) > 1:\n", - " print(\"=== CORRELATION ANALYSIS ===\")\n", - " \n", - " # Calculate correlation matrix\n", - " correlation_matrix = df_ear[numeric_cols].corr()\n", - " \n", - " # Plot correlation heatmap\n", - " plt.figure(figsize=(12, 8))\n", - " sns.heatmap(correlation_matrix, \n", - " annot=True, \n", - " cmap='coolwarm', \n", - " center=0,\n", - " square=True,\n", - " fmt='.2f')\n", - " plt.title('Correlation Matrix of Numeric Variables', fontsize=14, fontweight='bold')\n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " # Find highly correlated pairs\n", - " high_corr_pairs = []\n", - " for i in range(len(correlation_matrix.columns)):\n", - " for j in range(i+1, len(correlation_matrix.columns)):\n", - " corr_value = correlation_matrix.iloc[i, j]\n", - " if abs(corr_value) > 0.7: # High correlation threshold\n", - " high_corr_pairs.append((correlation_matrix.columns[i], \n", - " correlation_matrix.columns[j], \n", - " corr_value))\n", - " \n", - " if high_corr_pairs:\n", - " print(\"\\nHighly correlated pairs (|r| > 0.7):\")\n", - " for col1, col2, corr in high_corr_pairs:\n", - " print(f\"{col1} <-> {col2}: {corr:.3f}\")\n", - " else:\n", - " print(\"\\nNo highly correlated pairs found (|r| > 0.7)\")\n", - " \n", - "else:\n", - " print(\"=== CORRELATION ANALYSIS ===\")\n", - " print(\"Not enough numeric columns for correlation analysis\")" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== OUTLIER DETECTION ===\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Outlier Summary (using IQR method):\n", - "time: 693 outliers (0.31%)\n", - "obs_value: 25210 outliers (11.42%)\n" - ] - } - ], - "source": [ - "# 7. Outlier Detection (for numeric columns)\n", - "if len(numeric_cols) > 0:\n", - " print(\"=== OUTLIER DETECTION ===\")\n", - " \n", - " # Create box plots for numeric columns (first 6)\n", - " n_cols = min(6, len(numeric_cols))\n", - " cols_to_plot = numeric_cols[:n_cols]\n", - " \n", - " fig, axes = plt.subplots(2, 3, figsize=(18, 10))\n", - " fig.suptitle('Box Plots for Outlier Detection', fontsize=16, fontweight='bold')\n", - " \n", - " axes = axes.flatten()\n", - " \n", - " for i, col in enumerate(cols_to_plot):\n", - " if i < len(axes):\n", - " df_ear[col].plot(kind='box', ax=axes[i])\n", - " axes[i].set_title(f'{col}')\n", - " axes[i].set_ylabel('Values')\n", - " \n", - " # Calculate IQR and outliers\n", - " Q1 = df_ear[col].quantile(0.25)\n", - " Q3 = df_ear[col].quantile(0.75)\n", - " IQR = Q3 - Q1\n", - " lower_bound = Q1 - 1.5 * IQR\n", - " upper_bound = Q3 + 1.5 * IQR\n", - " \n", - " outliers = df_ear[(df_ear[col] < lower_bound) | (df_ear[col] > upper_bound)][col]\n", - " axes[i].text(0.02, 0.98, f'Outliers: {len(outliers)}', \n", - " transform=axes[i].transAxes, va='top', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='white', alpha=0.8))\n", - " \n", - " # Hide empty subplots\n", - " for i in range(len(cols_to_plot), len(axes)):\n", - " axes[i].set_visible(False)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " # Print outlier summary\n", - " print(\"\\nOutlier Summary (using IQR method):\")\n", - " for col in numeric_cols[:10]: # First 10 numeric columns\n", - " Q1 = df_ear[col].quantile(0.25)\n", - " Q3 = df_ear[col].quantile(0.75)\n", - " IQR = Q3 - Q1\n", - " lower_bound = Q1 - 1.5 * IQR\n", - " upper_bound = Q3 + 1.5 * IQR\n", - " \n", - " outliers = df_ear[(df_ear[col] < lower_bound) | (df_ear[col] > upper_bound)]\n", - " outlier_percentage = (len(outliers) / len(df_ear)) * 100\n", - " \n", - " print(f\"{col}: {len(outliers)} outliers ({outlier_percentage:.2f}%)\")\n", - "\n", - "else:\n", - " print(\"=== OUTLIER DETECTION ===\")\n", - " print(\"No numeric columns available for outlier detection\")" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== CATEGORICAL VARIABLES ANALYSIS ===\n", - "\n", - "--- ref_area.label ---\n", - "Unique values: 160\n", - "Most common value: Brazil (4362 occurrences)\n", - "\n", - "Top 10 values:\n", - "ref_area.label\n", - "Brazil 4362\n", - "Switzerland 4293\n", - "Peru 3957\n", - "Bolivia (Plurinational State of) 3864\n", - "Uruguay 3678\n", - "Dominican Republic 3618\n", - "Portugal 3507\n", - "Paraguay 3489\n", - "Ecuador 3360\n", - "Chile 3330\n", - "Name: count, dtype: int64\n", - "Too many unique values (160) to plot effectively\n", - "\n", - "--- source.label ---\n", - "Unique values: 108\n", - "Most common value: HIES - EU Statistics on Income and Living Conditions (69170 occurrences)\n", - "\n", - "Top 10 values:\n", - "source.label\n", - "HIES - EU Statistics on Income and Living Conditions 69170\n", - "LFS - Labour Force Survey 42680\n", - "LFS - Employment Survey 7260\n", - "LFS - National Labour Force Survey 4623\n", - "HS - National Household Survey 4500\n", - "HIES - Household Socio-Economic Survey 3963\n", - "LFS - Continous Household Survey 3393\n", - "LFS - National Survey on Employment, Unemployment and Underemployment 3360\n", - "HIES - Household, Income and Labour Dynamics Survey 2925\n", - "LFS - Continuous Multi-Purpose Household Survey 2901\n", - "Name: count, dtype: int64\n", - "Too many unique values (108) to plot effectively\n", - "\n", - "--- indicator.label ---\n", - "Unique values: 1\n", - "Most common value: Average monthly earnings of employees by sex and occupation (220779 occurrences)\n", - "\n", - "Top 10 values:\n", - "indicator.label\n", - "Average monthly earnings of employees by sex and occupation 220779\n", - "Name: count, dtype: int64\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 8. Categorical Variables Analysis\n", - "if len(categorical_cols) > 0:\n", - " print(\"=== CATEGORICAL VARIABLES ANALYSIS ===\")\n", - " \n", - " for col in categorical_cols[:3]: # Analyze first 3 categorical columns\n", - " print(f\"\\n--- {col} ---\")\n", - " value_counts = df_ear[col].value_counts()\n", - " print(f\"Unique values: {df_ear[col].nunique()}\")\n", - " print(f\"Most common value: {value_counts.index[0]} ({value_counts.iloc[0]} occurrences)\")\n", - " \n", - " # Show top 10 values\n", - " print(\"\\nTop 10 values:\")\n", - " print(value_counts.head(10))\n", - " \n", - " # Plot bar chart for top categories (if reasonable number)\n", - " if df_ear[col].nunique() <= 20:\n", - " plt.figure(figsize=(12, 6))\n", - " value_counts.head(15).plot(kind='bar')\n", - " plt.title(f'Distribution of {col}')\n", - " plt.xlabel(col)\n", - " plt.ylabel('Frequency')\n", - " plt.xticks(rotation=45)\n", - " plt.tight_layout()\n", - " plt.show()\n", - " else:\n", - " print(f\"Too many unique values ({df_ear[col].nunique()}) to plot effectively\")\n", - "\n", - "else:\n", - " print(\"=== CATEGORICAL VARIABLES ANALYSIS ===\")\n", - " print(\"No categorical columns found in the dataset\")" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "============================================================\n", - " EDA SUMMARY REPORT\n", - "============================================================\n", - "📊 Dataset Overview:\n", - " • Total Records: 220,779\n", - " • Total Features: 12\n", - " • Memory Usage: 177.70 MB\n", - "\n", - "🔢 Data Types:\n", - " • Numeric Columns: 2\n", - " • Categorical Columns: 10\n", - "\n", - "❌ Data Quality:\n", - " • Missing Values: 418,248 (15.79%)\n", - " • Columns with Missing Data: 3\n", - " • Highly Correlated Pairs: 0\n", - "\n", - "🎯 Key Insights:\n", - " • High Cardinality Categorical Columns: 4\n", - " • Constant Columns: 0\n", - " • Highly Skewed Columns: 1\n", - "\n", - "✅ Recommendations:\n", - " • Check missing value patterns and consider imputation strategies\n", - " • Investigate reasons for missing data\n", - " • Consider feature selection based on correlation analysis\n", - " • Consider encoding categorical variables for modeling\n", - " • Investigate outliers and decide on treatment approach\n", - "\n", - "============================================================\n" - ] - } - ], - "source": [ - "# 9. Summary Report\n", - "print(\"=\" * 60)\n", - "print(\" EDA SUMMARY REPORT\")\n", - "print(\"=\" * 60)\n", - "\n", - "print(f\"📊 Dataset Overview:\")\n", - "print(f\" • Total Records: {df_ear.shape[0]:,}\")\n", - "print(f\" • Total Features: {df_ear.shape[1]}\")\n", - "print(f\" • Memory Usage: {df_ear.memory_usage(deep=True).sum() / 1024**2:.2f} MB\")\n", - "\n", - "print(f\"\\n🔢 Data Types:\")\n", - "print(f\" • Numeric Columns: {len(numeric_cols)}\")\n", - "print(f\" • Categorical Columns: {len(categorical_cols)}\")\n", - "\n", - "print(f\"\\n❌ Data Quality:\")\n", - "total_missing = missing_counts.sum()\n", - "missing_percentage = (total_missing / (df_ear.shape[0] * df_ear.shape[1])) * 100\n", - "print(f\" • Missing Values: {total_missing:,} ({missing_percentage:.2f}%)\")\n", - "cols_with_missing = len(missing_counts[missing_counts > 0])\n", - "print(f\" • Columns with Missing Data: {cols_with_missing}\")\n", - "\n", - "if len(numeric_cols) > 1:\n", - " high_corr_count = len([1 for i in range(len(numeric_cols)) \n", - " for j in range(i+1, len(numeric_cols)) \n", - " if abs(df_ear[numeric_cols].corr().iloc[i, j]) > 0.7])\n", - " print(f\" • Highly Correlated Pairs: {high_corr_count}\")\n", - "\n", - "print(f\"\\n🎯 Key Insights:\")\n", - "if len(categorical_cols) > 0:\n", - " high_cardinality_cols = [col for col in categorical_cols if df_ear[col].nunique() > 50]\n", - " print(f\" • High Cardinality Categorical Columns: {len(high_cardinality_cols)}\")\n", - "\n", - "if len(numeric_cols) > 0:\n", - " # Check for potential issues\n", - " constant_cols = [col for col in numeric_cols if df_ear[col].nunique() == 1]\n", - " print(f\" • Constant Columns: {len(constant_cols)}\")\n", - " \n", - " # Check for skewed distributions\n", - " skewed_cols = []\n", - " for col in numeric_cols[:10]: # Check first 10 numeric columns\n", - " try:\n", - " skewness = df_ear[col].skew()\n", - " if abs(skewness) > 2: # Highly skewed\n", - " skewed_cols.append(col)\n", - " except:\n", - " pass\n", - " print(f\" • Highly Skewed Columns: {len(skewed_cols)}\")\n", - "\n", - "print(\"\\n✅ Recommendations:\")\n", - "print(\" • Check missing value patterns and consider imputation strategies\")\n", - "if total_missing > 0:\n", - " print(\" • Investigate reasons for missing data\")\n", - "if len(numeric_cols) > 1:\n", - " print(\" • Consider feature selection based on correlation analysis\")\n", - "if len(categorical_cols) > 0:\n", - " print(\" • Consider encoding categorical variables for modeling\")\n", - "print(\" • Investigate outliers and decide on treatment approach\")\n", - "\n", - "print(\"\\n\" + \"=\" * 60)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 📊 obs_value Analysis and Visualizations" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== OBS_VALUE OVERVIEW ===\n", - "✅ obs_value column found!\n", - "Data type: float64\n", - "Total records: 220,779\n", - "Non-null values: 220,779\n", - "Missing values: 0\n", - "Missing percentage: 0.00%\n", - "\n", - "=== DESCRIPTIVE STATISTICS ===\n", - "count 2.207790e+05\n", - "mean 7.127010e+04\n", - "std 4.923567e+05\n", - "min 1.000000e-03\n", - "25% 6.033780e+02\n", - "50% 1.510447e+03\n", - "75% 3.708030e+03\n", - "max 2.157049e+07\n", - "Name: obs_value, dtype: float64\n", - "\n", - "Zero values: 0\n", - "Negative values: 0\n", - "\n", - "=== SAMPLE VALUES ===\n", - "First 10 non-null values:\n", - "[3013.0, 1860.382, 1683.24, 1574.0, 971.869, 879.33, 3338.0, 2061.054, 1864.804, 1882.0]\n" - ] - } - ], - "source": [ - "# 1. Basic Statistics and Information about obs_value\n", - "print(\"=== OBS_VALUE OVERVIEW ===\")\n", - "\n", - "# Check if obs_value column exists\n", - "if 'obs_value' in df_ear.columns:\n", - " print(\"✅ obs_value column found!\")\n", - " \n", - " # Basic statistics\n", - " print(f\"Data type: {df_ear['obs_value'].dtype}\")\n", - " print(f\"Total records: {len(df_ear):,}\")\n", - " print(f\"Non-null values: {df_ear['obs_value'].count():,}\")\n", - " print(f\"Missing values: {df_ear['obs_value'].isnull().sum():,}\")\n", - " print(f\"Missing percentage: {(df_ear['obs_value'].isnull().sum() / len(df_ear)) * 100:.2f}%\")\n", - " \n", - " # Statistical summary\n", - " print(\"\\n=== DESCRIPTIVE STATISTICS ===\")\n", - " print(df_ear['obs_value'].describe())\n", - " \n", - " # Check for zero and negative values\n", - " zero_count = (df_ear['obs_value'] == 0).sum()\n", - " negative_count = (df_ear['obs_value'] < 0).sum()\n", - " print(f\"\\nZero values: {zero_count:,}\")\n", - " print(f\"Negative values: {negative_count:,}\")\n", - " \n", - " # Sample values\n", - " print(\"\\n=== SAMPLE VALUES ===\")\n", - " print(\"First 10 non-null values:\")\n", - " print(df_ear['obs_value'].dropna().head(10).tolist())\n", - " \n", - "else:\n", - " print(\"❌ obs_value column not found!\")\n", - " print(\"Available columns:\")\n", - " print(list(df_ear.columns))" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 2. Distribution Visualizations for obs_value\n", - "if 'obs_value' in df_ear.columns:\n", - " \n", - " # Create a comprehensive figure with multiple plots\n", - " fig, axes = plt.subplots(2, 3, figsize=(20, 12))\n", - " fig.suptitle('obs_value Distribution Analysis', fontsize=18, fontweight='bold')\n", - " \n", - " # Remove missing values for plotting\n", - " obs_clean = df_ear['obs_value'].dropna()\n", - " \n", - " # 1. Histogram\n", - " axes[0,0].hist(obs_clean, bins=50, alpha=0.7, color='skyblue', edgecolor='black')\n", - " axes[0,0].set_title('Histogram of obs_value', fontweight='bold')\n", - " axes[0,0].set_xlabel('obs_value')\n", - " axes[0,0].set_ylabel('Frequency')\n", - " axes[0,0].grid(True, alpha=0.3)\n", - " \n", - " # 2. Box Plot\n", - " box_plot = axes[0,1].boxplot(obs_clean, patch_artist=True)\n", - " box_plot['boxes'][0].set_facecolor('lightgreen')\n", - " axes[0,1].set_title('Box Plot of obs_value', fontweight='bold')\n", - " axes[0,1].set_ylabel('obs_value')\n", - " axes[0,1].grid(True, alpha=0.3)\n", - " \n", - " # 3. Density Plot\n", - " obs_clean.plot(kind='density', ax=axes[0,2], color='orange', linewidth=2)\n", - " axes[0,2].set_title('Density Plot of obs_value', fontweight='bold')\n", - " axes[0,2].set_xlabel('obs_value')\n", - " axes[0,2].set_ylabel('Density')\n", - " axes[0,2].grid(True, alpha=0.3)\n", - " \n", - " # 4. Log Scale Histogram (if positive values exist)\n", - " positive_vals = obs_clean[obs_clean > 0]\n", - " if len(positive_vals) > 0:\n", - " axes[1,0].hist(positive_vals, bins=50, alpha=0.7, color='coral', edgecolor='black')\n", - " axes[1,0].set_title('Histogram (Positive Values Only)', fontweight='bold')\n", - " axes[1,0].set_xlabel('obs_value')\n", - " axes[1,0].set_ylabel('Frequency')\n", - " axes[1,0].set_yscale('log')\n", - " axes[1,0].grid(True, alpha=0.3)\n", - " else:\n", - " axes[1,0].text(0.5, 0.5, 'No positive values', ha='center', va='center', \n", - " transform=axes[1,0].transAxes, fontsize=12)\n", - " axes[1,0].set_title('Histogram (Positive Values)', fontweight='bold')\n", - " \n", - " # 5. Cumulative Distribution\n", - " sorted_vals = np.sort(obs_clean)\n", - " cumulative_freq = np.arange(1, len(sorted_vals) + 1) / len(sorted_vals)\n", - " axes[1,1].plot(sorted_vals, cumulative_freq, color='purple', linewidth=2)\n", - " axes[1,1].set_title('Cumulative Distribution', fontweight='bold')\n", - " axes[1,1].set_xlabel('obs_value')\n", - " axes[1,1].set_ylabel('Cumulative Probability')\n", - " axes[1,1].grid(True, alpha=0.3)\n", - " \n", - " # 6. Percentile Analysis\n", - " percentiles = [1, 5, 10, 25, 50, 75, 90, 95, 99]\n", - " percentile_values = [np.percentile(obs_clean, p) for p in percentiles]\n", - " \n", - " bars = axes[1,2].bar(range(len(percentiles)), percentile_values, color='lightcoral', alpha=0.7)\n", - " axes[1,2].set_title('Percentile Analysis', fontweight='bold')\n", - " axes[1,2].set_xlabel('Percentile')\n", - " axes[1,2].set_ylabel('obs_value')\n", - " axes[1,2].set_xticks(range(len(percentiles)))\n", - " axes[1,2].set_xticklabels([f'{p}%' for p in percentiles], rotation=45)\n", - " axes[1,2].grid(True, alpha=0.3)\n", - " \n", - " # Add value labels on bars\n", - " for bar, value in zip(bars, percentile_values):\n", - " axes[1,2].text(bar.get_x() + bar.get_width()/2, bar.get_height() + max(percentile_values)*0.01,\n", - " f'{value:.1f}', ha='center', va='bottom', fontsize=8)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - "else:\n", - " print(\"Cannot create visualizations - obs_value column not found\")" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\wb535206\\AppData\\Local\\Temp\\ipykernel_19464\\944821776.py:20: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", - " axes[i,0].boxplot(data_by_category, labels=categories[:len(data_by_category)])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 3. obs_value by Categories (if categorical columns exist)\n", - "if 'obs_value' in df_ear.columns and len(categorical_cols) > 0:\n", - " \n", - " # Select top categorical columns for analysis\n", - " cat_cols_to_analyze = categorical_cols[:3] # First 3 categorical columns\n", - " \n", - " fig, axes = plt.subplots(len(cat_cols_to_analyze), 2, figsize=(16, 6 * len(cat_cols_to_analyze)))\n", - " if len(cat_cols_to_analyze) == 1:\n", - " axes = axes.reshape(1, -1)\n", - " \n", - " for i, cat_col in enumerate(cat_cols_to_analyze):\n", - " # Only analyze if the categorical column doesn't have too many unique values\n", - " if df_ear[cat_col].nunique() <= 20:\n", - " \n", - " # Box plot by category\n", - " categories = df_ear[cat_col].unique()\n", - " data_by_category = [df_ear[df_ear[cat_col] == cat]['obs_value'].dropna() for cat in categories if not pd.isna(cat)]\n", - " \n", - " if len(data_by_category) > 0:\n", - " axes[i,0].boxplot(data_by_category, labels=categories[:len(data_by_category)])\n", - " axes[i,0].set_title(f'obs_value by {cat_col}', fontweight='bold')\n", - " axes[i,0].set_xlabel(cat_col)\n", - " axes[i,0].set_ylabel('obs_value')\n", - " axes[i,0].tick_params(axis='x', rotation=45)\n", - " axes[i,0].grid(True, alpha=0.3)\n", - " \n", - " # Mean values by category\n", - " mean_by_category = df_ear.groupby(cat_col)['obs_value'].mean().sort_values(ascending=False)\n", - " \n", - " bars = axes[i,1].bar(range(len(mean_by_category)), mean_by_category.values, color='lightblue', alpha=0.7)\n", - " axes[i,1].set_title(f'Mean obs_value by {cat_col}', fontweight='bold')\n", - " axes[i,1].set_xlabel(cat_col)\n", - " axes[i,1].set_ylabel('Mean obs_value')\n", - " axes[i,1].set_xticks(range(len(mean_by_category)))\n", - " axes[i,1].set_xticklabels(mean_by_category.index, rotation=45)\n", - " axes[i,1].grid(True, alpha=0.3)\n", - " \n", - " # Add value labels on bars\n", - " for bar, value in zip(bars, mean_by_category.values):\n", - " axes[i,1].text(bar.get_x() + bar.get_width()/2, bar.get_height() + max(mean_by_category.values)*0.01,\n", - " f'{value:.2f}', ha='center', va='bottom', fontsize=8)\n", - " \n", - " else:\n", - " # Too many categories - show message\n", - " axes[i,0].text(0.5, 0.5, f'Too many categories\\n({df_ear[cat_col].nunique()} unique values)', \n", - " ha='center', va='center', transform=axes[i,0].transAxes, fontsize=12)\n", - " axes[i,0].set_title(f'obs_value by {cat_col}', fontweight='bold')\n", - " \n", - " axes[i,1].text(0.5, 0.5, f'Too many categories\\n({df_ear[cat_col].nunique()} unique values)', \n", - " ha='center', va='center', transform=axes[i,1].transAxes, fontsize=12)\n", - " axes[i,1].set_title(f'Mean obs_value by {cat_col}', fontweight='bold')\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - "else:\n", - " if 'obs_value' not in df_ear.columns:\n", - " print(\"obs_value column not found\")\n", - " else:\n", - " print(\"No categorical columns available for comparison\")" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time-related columns found: ['time']\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "=== TIME SERIES SUMMARY ===\n", - "Time column: time\n", - "Time periods: 37\n", - "Date range: 1989 to 2025\n" - ] - } - ], - "source": [ - "# 4. Time Series Analysis (if time-related columns exist)\n", - "if 'obs_value' in df_ear.columns:\n", - " \n", - " # Look for time-related columns\n", - " time_cols = [col for col in df_ear.columns if any(word in col.lower() \n", - " for word in ['time', 'date', 'year', 'period', 'month'])]\n", - " \n", - " print(f\"Time-related columns found: {time_cols}\")\n", - " \n", - " if len(time_cols) > 0:\n", - " # Use the first time-related column\n", - " time_col = time_cols[0]\n", - " \n", - " fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n", - " fig.suptitle(f'obs_value Over Time Analysis ({time_col})', fontsize=16, fontweight='bold')\n", - " \n", - " # Prepare data\n", - " time_data = df_ear[[time_col, 'obs_value']].dropna()\n", - " \n", - " # 1. Line plot over time\n", - " time_grouped = time_data.groupby(time_col)['obs_value'].mean().sort_index()\n", - " \n", - " axes[0,0].plot(time_grouped.index, time_grouped.values, marker='o', linewidth=2, markersize=4)\n", - " axes[0,0].set_title('Average obs_value Over Time', fontweight='bold')\n", - " axes[0,0].set_xlabel(time_col)\n", - " axes[0,0].set_ylabel('Mean obs_value')\n", - " axes[0,0].grid(True, alpha=0.3)\n", - " axes[0,0].tick_params(axis='x', rotation=45)\n", - " \n", - " # 2. Box plot by time periods (if reasonable number of periods)\n", - " unique_periods = time_data[time_col].nunique()\n", - " if unique_periods <= 20:\n", - " time_data.boxplot(column='obs_value', by=time_col, ax=axes[0,1])\n", - " axes[0,1].set_title('obs_value Distribution by Time Period', fontweight='bold')\n", - " axes[0,1].set_xlabel(time_col)\n", - " axes[0,1].set_ylabel('obs_value')\n", - " axes[0,1].tick_params(axis='x', rotation=45)\n", - " else:\n", - " axes[0,1].text(0.5, 0.5, f'Too many time periods\\n({unique_periods})', \n", - " ha='center', va='center', transform=axes[0,1].transAxes, fontsize=12)\n", - " axes[0,1].set_title('obs_value Distribution by Time Period', fontweight='bold')\n", - " \n", - " # 3. Trend analysis\n", - " time_stats = time_data.groupby(time_col)['obs_value'].agg(['mean', 'std', 'count']).reset_index()\n", - " \n", - " axes[1,0].bar(range(len(time_stats)), time_stats['count'], alpha=0.7, color='lightcoral')\n", - " axes[1,0].set_title('Number of Observations by Time Period', fontweight='bold')\n", - " axes[1,0].set_xlabel('Time Period Index')\n", - " axes[1,0].set_ylabel('Count of Observations')\n", - " axes[1,0].grid(True, alpha=0.3)\n", - " \n", - " # 4. Variance over time\n", - " if len(time_stats) > 1:\n", - " axes[1,1].plot(range(len(time_stats)), time_stats['std'], marker='s', color='green', linewidth=2)\n", - " axes[1,1].set_title('Standard Deviation Over Time', fontweight='bold')\n", - " axes[1,1].set_xlabel('Time Period Index')\n", - " axes[1,1].set_ylabel('Standard Deviation')\n", - " axes[1,1].grid(True, alpha=0.3)\n", - " else:\n", - " axes[1,1].text(0.5, 0.5, 'Insufficient data\\nfor variance analysis', \n", - " ha='center', va='center', transform=axes[1,1].transAxes, fontsize=12)\n", - " axes[1,1].set_title('Standard Deviation Over Time', fontweight='bold')\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " # Print time series summary\n", - " print(\"\\n=== TIME SERIES SUMMARY ===\")\n", - " print(f\"Time column: {time_col}\")\n", - " print(f\"Time periods: {unique_periods}\")\n", - " print(f\"Date range: {time_data[time_col].min()} to {time_data[time_col].max()}\")\n", - " \n", - " else:\n", - " print(\"No time-related columns found for time series analysis\")\n", - " \n", - " # Create a simple trend plot if we have row indices\n", - " fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n", - " \n", - " obs_clean = df_ear['obs_value'].dropna()\n", - " ax.plot(range(len(obs_clean)), obs_clean, alpha=0.6, linewidth=1)\n", - " ax.set_title('obs_value Sequence Plot (by row order)', fontweight='bold', fontsize=14)\n", - " ax.set_xlabel('Row Index')\n", - " ax.set_ylabel('obs_value')\n", - " ax.grid(True, alpha=0.3)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - "else:\n", - " print(\"obs_value column not found\")" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== CORRELATION WITH obs_value ===\n", - "Top 10 correlations:\n", - "time 0.053659\n", - "dtype: float64\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 5. Correlation with Other Numeric Variables\n", - "if 'obs_value' in df_ear.columns and len(numeric_cols) > 1:\n", - " \n", - " # Get correlation with obs_value\n", - " correlations = df_ear[numeric_cols].corrwith(df_ear['obs_value']).abs().sort_values(ascending=False)\n", - " \n", - " # Remove obs_value correlation with itself\n", - " correlations = correlations[correlations.index != 'obs_value']\n", - " \n", - " print(\"=== CORRELATION WITH obs_value ===\")\n", - " print(\"Top 10 correlations:\")\n", - " print(correlations.head(10))\n", - " \n", - " # Create correlation visualization\n", - " fig, axes = plt.subplots(2, 2, figsize=(16, 12))\n", - " fig.suptitle('obs_value Correlation Analysis', fontsize=16, fontweight='bold')\n", - " \n", - " # 1. Correlation bar plot\n", - " top_corrs = correlations.head(10)\n", - " bars = axes[0,0].barh(range(len(top_corrs)), top_corrs.values, color='lightsteelblue')\n", - " axes[0,0].set_title('Top 10 Correlations with obs_value', fontweight='bold')\n", - " axes[0,0].set_xlabel('Absolute Correlation')\n", - " axes[0,0].set_yticks(range(len(top_corrs)))\n", - " axes[0,0].set_yticklabels(top_corrs.index, fontsize=10)\n", - " axes[0,0].grid(True, alpha=0.3)\n", - " \n", - " # Add correlation values on bars\n", - " for i, (bar, value) in enumerate(zip(bars, top_corrs.values)):\n", - " axes[0,0].text(bar.get_width() + 0.01, bar.get_y() + bar.get_height()/2,\n", - " f'{value:.3f}', ha='left', va='center', fontsize=8)\n", - " \n", - " # 2. Scatter plot with highest correlated variable\n", - " if len(correlations) > 0:\n", - " best_corr_col = correlations.index[0]\n", - " scatter = axes[0,1].scatter(df_ear[best_corr_col], df_ear['obs_value'], alpha=0.5, s=20)\n", - " axes[0,1].set_title(f'obs_value vs {best_corr_col}\\n(r = {correlations.iloc[0]:.3f})', fontweight='bold')\n", - " axes[0,1].set_xlabel(best_corr_col)\n", - " axes[0,1].set_ylabel('obs_value')\n", - " axes[0,1].grid(True, alpha=0.3)\n", - " \n", - " # 3. Correlation heatmap (subset)\n", - " if len(correlations) >= 2:\n", - " # Select obs_value and top correlated variables\n", - " cols_for_heatmap = ['obs_value'] + list(correlations.head(5).index)\n", - " corr_matrix = df_ear[cols_for_heatmap].corr()\n", - " \n", - " sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', center=0, \n", - " square=True, ax=axes[1,0], fmt='.3f', cbar_kws={'shrink': 0.8})\n", - " axes[1,0].set_title('Correlation Heatmap\\n(obs_value + Top 5)', fontweight='bold')\n", - " \n", - " # 4. Distribution comparison\n", - " if len(correlations) > 0:\n", - " # Compare obs_value with most correlated variable\n", - " best_corr_col = correlations.index[0]\n", - " \n", - " # Normalize both variables for comparison\n", - " obs_norm = (df_ear['obs_value'] - df_ear['obs_value'].min()) / (df_ear['obs_value'].max() - df_ear['obs_value'].min())\n", - " other_norm = (df_ear[best_corr_col] - df_ear[best_corr_col].min()) / (df_ear[best_corr_col].max() - df_ear[best_corr_col].min())\n", - " \n", - " axes[1,1].hist(obs_norm.dropna(), bins=30, alpha=0.7, label='obs_value (normalized)', color='blue')\n", - " axes[1,1].hist(other_norm.dropna(), bins=30, alpha=0.7, label=f'{best_corr_col} (normalized)', color='red')\n", - " axes[1,1].set_title('Distribution Comparison (Normalized)', fontweight='bold')\n", - " axes[1,1].set_xlabel('Normalized Value')\n", - " axes[1,1].set_ylabel('Frequency')\n", - " axes[1,1].legend()\n", - " axes[1,1].grid(True, alpha=0.3)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - "elif 'obs_value' in df_ear.columns:\n", - " print(\"obs_value found but no other numeric columns for correlation analysis\")\n", - "else:\n", - " print(\"obs_value column not found\")" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[54], line 51\u001b[0m\n\u001b[0;32m 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(outliers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 50\u001b[0m outlier_indices \u001b[38;5;241m=\u001b[39m obs_clean[obs_clean\u001b[38;5;241m.\u001b[39misin(outliers)]\u001b[38;5;241m.\u001b[39mindex\n\u001b[1;32m---> 51\u001b[0m outlier_positions \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mlist\u001b[39m(obs_clean\u001b[38;5;241m.\u001b[39mindex)\u001b[38;5;241m.\u001b[39mindex(idx) \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m outlier_indices]\n\u001b[0;32m 52\u001b[0m axes[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mscatter(outlier_positions, outliers, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m, s\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mOutliers\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 54\u001b[0m axes[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39maxhline(y\u001b[38;5;241m=\u001b[39mlower_bound, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m--\u001b[39m\u001b[38;5;124m'\u001b[39m, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.7\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIQR Bounds\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "Cell \u001b[1;32mIn[54], line 51\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 49\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(outliers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 50\u001b[0m outlier_indices \u001b[38;5;241m=\u001b[39m obs_clean[obs_clean\u001b[38;5;241m.\u001b[39misin(outliers)]\u001b[38;5;241m.\u001b[39mindex\n\u001b[1;32m---> 51\u001b[0m outlier_positions \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mobs_clean\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m outlier_indices]\n\u001b[0;32m 52\u001b[0m axes[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mscatter(outlier_positions, outliers, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m, s\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mOutliers\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 54\u001b[0m axes[\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39maxhline(y\u001b[38;5;241m=\u001b[39mlower_bound, 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TfYt06dIl+pkJs2a5A8KG/73s22fWrZs71byWAwAAAACA3ESlOJBj1AJCFeJetawqtLdsMZsyxeyHPzTr1y/166Aq2+7daUeBzNB7/PDD3QNCkWzY4P596HZ6j6pCXIF47dpmHTuaLV7sLud9CwAAAABAbqJSHMgxXpuSXbvMGjVyB7nUVD2WY7WVSCYFir16ESwi/VTlvW6d//X6W/AqwfX3opYpq1eblZa6U83T7gcAAAAAgNxFKA7kGIXQ6iFet65bIR4KmdWp4/b3VluJdFHo+NFHtKFA+i1aZLZ2rf/1eXlme/eWb/dTq5ZbIa4p7X4AAAAAAMhttE8BcpAG1fz2W7N//MOsuNgNxdPVOkUYuBA1mULxHj32z9PuBwAAAACAYKFSHMhRp5xi1qaN+7OqYjXopsLqVGPgQmSaAu/Wrf2vVzV427bll9HuBwAAAACA4CAUB3KQAui77jL78ku3p3hJidnHH5tNnpz6cNobuFADFnoDF2pey4F0ULB99NH+1zdpkt7++gAAAAAAoGahfQqQoz2VFYIrDFcwrQEEFY5rEEGF06mshvUGLlRler167qCGqspl4EKkU4cO/tfl56e3vz4AAAAAAKhZCMWBHLRhg9mOHe4gm+qf7IXiahuR6nBagbue9+233UBcwfiPf0xbCqSPzob49NPI1+nvQa1V2rdP91oBAAAAAICagvYpQA5audKdqp+3qsUVitetazZ0aOrD6fffN3v3XbMWLdye4ppqXsuBdNDZECtWRL5Ofwc6c4F2PgAAAAAABBehOJCDVbJqnaIwWr2T1SpCQWDv3mYXXZT651ev5uJit5e42qhoqnl6OCNddDaEDghForMXtm+nnQ8AAAAAAEFGKA7kGFXA7t1rdvLJblV4u3ZmrVqZjRiRnhYm6tXcqJHZunXuemiqeXo4I130Pi8o8L9erYQAAAAAAEBwEYoDOcYb6FIV4qeeatazp9kJJ5idfXZ6nr9fP7ORI93+5cuXu1PNazmQrrMl/CrFRQdraJ8CAAAAAEBwMdAmkINVssOGmU2davbJJ+4yhePpHOjyxhvd51TLFFWIE4gjnRR4N2zof71aqNA+BQAAAACA4CIUB3LQkCFmL7xg9vnn7iCbq1e7fb0VVqdL+/Zm9eoRPiL99J5T33AAAAAAAIBICMWBHPTAA2aPP+62iVA/bwWEmlf1djqqtmfOdCvVCwvdVi6qXFdQD6SDzooIhfyv//prs0WLyp89oZYrqjBXoJ7OsyoAAAAAAED6EYoDOUbh3oQJZjt27B9UcOdOd6p2JqkOxfX8CsTV07lbN7dKXfPduxM2phKhbnnqqR+tfcqrr5qddpo7z0EcAAAAAACChVAcyDFvvWX27bdmeXnuvCpmd+1yf16/PvXPr2BW4aIC8dq1zTp2NFu82F1OWJsahLqVbd4c/Xr9jQgHcQAAAAAACJ5amV4BAMlVVGRWq5bbzzu8hUTr1mYLF7ohYCqpUlnBrMJFr5+55uktnhoVQ11NNZ/q33NNNmVK7ANACr3DD+Lo4I13EEfzWg4AAAAAAHIToTiQY/r2NWvQwG2X4lFArsrhdIR9qq5VpbKC+Q8+MNuyxeyUU6i6TRVC3fJ0MGDatOg9xevWNTvjDPdnDuIAAAAAABA8hOJAjmnf3qxFi/LL6td3B9tMV9inAF5BuMJ4hfNvvOG2+EDyEeqWp4MB6hmugzJ+9Peg92bFgzhq86Op5jmIAwAAAABA7iIUB3LMokVuEN22rVnDhm71cHGx2ddfpy/sU7WugvDmzc2OPpqWHqlEqFueDgbowFC0gTa3bTObNav8QZxf/crs/PPdadD7sQMAAAAAkOsYaBPIQXv3uoNrNmnitlJRKN648f4+yqnGYJvppRC3WTOzZcvMunQx69fPLOgHCV5/3T07ItrBI7+BSrduJRgHAAAAACCXUSkO5JgePcwOPNBtIaGKcfVW7tDBDcXT1Wda1bp16ph98onbUzzoLT1STaHu+PFm991ndvXVZg88YIGmQPukk6LfRu9HYaBSAAAAAACCh1AcyMFK2SuuMGvTxm0h0a6d2aGHutN0hdKff262Zo3Z+++b/fvf7s9BbumRSgpvFYhPn+4ObPree2bXX+++B4J8kCC8PUokxxzjThmoFAAAAACA4KF9CpCDLrzQnT75pNmOHe7Am+nsJ66Q9ttv3dYtqlZXK5d0tW4JGrUBeffd8q1CtL2feMLd5ldeaYGi99/kyWYbN0a/nRd6ewOVfvGFWUGBWVERZzUAAAAAAJDrqBQHclTr1u5Al9EGHExVSKv+4RrkU21btA7Ll5fv4Yzk0bZWz/iKdDBCVfpBawOisDtWIC5q6SM6UKQzKXRWw4svulPNc1YDAAAAAAC5i1AcyEEKQh980GztWre/uCq2090nWb3MS0rcSnUN/InUqFvXbftRkZbl5QWvDYgqvFu1MqsV57eb/iZmz3Z/btTInWo+aAcTAAAAAAAIEkJxIAfde6/bV3nuXLNnnnErtdPVJ1kDfR5+uFutu2SJ20ZFAXk81btIXN++Zm3bVmQfR/QAAEzISURBVF6uASPr1ataGxAFwh99lJ3BsCq8L77YbYUSjXqHi85g0Pu0SRP3vppqnjMbAAAAAADIXYTiQI5R+wf1EldfaVVqq0fyf/9rtnt3evokK1gcPtxt26KLAlu1o3jjjewMWWu6fv3Mzj23crW42qfoYEiidDDlttvM7rzTnWo+2wwZ4h6ciaZbt/LzqqoPnwIAAAAAgNxFKA7kGIWY27aVD/cUiGuwzXT1ST7iCHewQrX2UDi/YYM7kGHQWnmky6BBbg93tQypU8esfn3396/q/EQqnnXQQm12VGWu0FjTdLfdSZZoleLaNjqDQRSe67WqzY/ep5pqPlaoDgAAAAAAshehOJCDFGbqEk7V4+ny9ttuCwr1NFcwu2yZ2dKlbjiP5Fu3zj0rQL9z9W/XgQgFvzookQgdtFCbHbUWUeW5pulqu5NsXugdidr5rF/v/qwDRaNGmXXv7h7I0VTzDLQJAAAAAEDuIhQHckyHDm7oV5EC0+9/P/XPr6ri6dPddVCw6gW1Cm23bEn98weNtvecOZXbfmj7d+2aWMWz2usoGF692qy01J1qPh1td5LdQkgHYqJp0yZdawMAAAAAAGoaQnEgx0SrkP3449Q/v6qKi4vdVh7iBeMVK9eRvO399dfu9vW2uWj+2GMTq3jWbYcNcx9n8WJ3qvlsq5pWIL5zp//16nWvg0feQYVx48w+/9ytitdU89nYMgYAAAAAAMSnTpy3A5AlFOz5Oeyw1D+/qorVv9yrVlc4qyrmevXMmjdP/fMHjba3+oirGr/iGQJqY1OVQSrVQkRhux472wJx6dKl8sCj4Ro02P+zeq6r1Y+W6aIwXfNano2vHQAAAAAAxEalOJBjGjXyv+7EE1P//AoSzzjDrEkTtyLXq8o99FA3GEfyt/fpp0dumbNggdlLL1XtMXv1yt5QuF8/s4MO8r9++/byB2gUhKv//YoV7jRalTkAAAAAAMh+hOJAjmnd2v+6lSvTsw5nn212yilmAweanXOO28bj8MOzrzd1tvBr9aGBTefOtUBuj/bt/a9XVf0XX7g/KxwPr7TXVPOc1QAAAAAAQO4iFAdyTHhriIpOOCF969Gzp9s2pajIrRrPxt7U2eLLL/2vU6V+0Kj1S6TK+XCffOJOdfaC2q20a+f+7Wiqec5qAAAAAAAgdxGKAzlGrR8URkdyxBGpf/6ZM80uvdTs4YfNPvvMbMsWt2pcvaqRGmp14ueQQyxwdEZCSUn02xQU7L+tWg7t2WNWt6471TxnNQAAAAAAkLsIxYEco7DPb5DBhx5KfduKyZPNli5110MV4lo2dap/iw9U38iRbsuPiiItCwKdkaDBXqMJP0ijg0gKxOvXd6d+B5UAAAAAAEBuIBQHcsygQWZt2vi3jEhlOK22FRs3uqH8vn1mmze7l/nzqzbgI+Kj3uGR2qTUCvAnvFcJHokO1ng9x/WebdzYHRxWfzuaal7LAQAAAABAbgpwZALkJlXJ9ulTebkqYJs2TW3Yp5YTrVqZ7dpltnq1O1XVrULyt96iWjxVNGiktnVFCsqjDbzqR7+njz7K7t+Xgm0/6hnu/R3oPau/i23b3G2lqeZpnwIAAAAAQO4iFAdyzPvvmy1Z4lbDVqRBL1MZ9imQv/hi9zm2b3cvqhhXIK+QnOrb1Fixwqy0tPJy/R569Ei8J/xtt5ndeac71Xy20Tq/+67/9Xoven8Hes9qEFj14n/vPXfKoLAAAAAAAOQ2QnEgxyxbZlZc7FbDhveUVrX2mjXuJdUaNnQrxPX8qhxXML5undvmA8nnV9GtHtmff57Y46j/u35f3bq502zrB+/1td+wwf82qgYn9AYAAAAAILgIxYEcozC8UaP94beC6Xr1zA4+eH9onspActw4s6+/diuXFYJr2ZYtbrW41gPJpe27aFHk67TNEwm1VclfWGjWsaN7EEVTzWdThb/X114HhvzofakzKioeCOjcOTsPBAAAAAAAgMQQigM5pl8/sxNOcKth9+51L2qloiBQYblC81RROPvhh+5zK1wMhfa3T9mzh0rxVIXAOgARflaAR2101q6NP9T2+murvYgeU9Ns66/t9bXX+z6axx93p9o26sn+6adms2a5U81n04EAAAAAAACQhaH4xIkTrXPnzla/fn0bMGCAzZs3z/e2TzzxhOXl5ZW76H4AXKpwVZjZoIFZre/+wjdvdit+R450Q/NUUcsKVegqDFf7FNHPO3a4VeJUiqcmBPYOflSkgxCLF8cfanv9tfW+0f00zbb+2l5f+06dot9OfyPeNlq61D2DYv16d6p5DuAAAAAAAJC7ItQWptfUqVNt1KhRNmnSJCcQnzBhgg0dOtSWLFlibdq0iXifgoIC53qPgnEA+6u15893B7lUIC3e9MADU/vcrVu7VeFbt5ZfrjBcISNBY2qsXOl/nXq5J2LIELPu3d1KaYXp2RSIh7+Gf/7TrH9//9v06eNO1dpHl1279l/nLQMAAAAAALkp45Xi48ePt8suu8xGjhxpPXr0cMLxhg0b2mSNlOZDIXi7du3KLm3btk3rOgM1maq11b5E7Uq8MFwUkk+bltpeyc2bu4M7qh91OLXiaNaMSvFUUHi9c6f/9aog9+s57kdBeK9e2RmIe/Rei9RSxnPMMe5UFfElJe57VmdXaKp5LQcAAAAAALkpo6H47t27bcGCBTZ48OD9K1SrljM/d+5c3/tt377dDjroIOvUqZOde+659tlnn/netqSkxIqKispdgFwXHoZ7FJwqME9lr2QFke3auVOFi7ooJFfY2KFDdvWmzhbapqrQ96NtH0SrVkXvK66WPqIzGxSe672qvxtNNa/lAAAAAAAgN2U0FN+4caOVlpZWqvTW/FqNDhfB4Ycf7lSRv/DCC/bPf/7T9u3bZ8cdd5x941P+OnbsWGvatGnZRUE6kMsUkPp1FFKLiFQG095Ajd4Am6oQV8sU9aY+//zsrjyuqbRNr7zS/3pt+x49LHAmTIh+vReK9+3rDsypENy7aF7LAQAAAABAbsp4+5REDRw40IYPH269e/e2QYMG2b///W9r3bq1/e1vf4t4+9GjR1thYWHZZZXKB4EcphYmflWuDRumPphWIK9APLyfuVqnnHRSap83yNQax49Ojlm40AJFx0g/+ij6bV5+2Z1q4FkdVNDBJJ3VoKnmUzkgLQAAAAAACPBAm61atbLatWvbugojwWlevcLjUbduXTv66KPtq6++inh9fn6+cwGCQq1LOnY0++KLyFXDCgxTFYyrNYvXskJtKLyK9fXr3b7WVIonn36fr77qf70OUGjbn322Bca998YeKPPTT/f/Ldx4o9mpp5otW2bWpQuBOAAAAAAAuS6jleL16tWzPn362KxZs8qWqR2K5lURHg+1X/nkk0+sffv2KVxTIDWVrKkY9FItTPTnUHGQQYXl6iueyp7iem69JrVMUesUBeSaqm2L+pkj+fT79FqBRKIDE0Fqn/L++2b/+U98PcHD/xYUhP/kJwTiAAAAAAAEQUYrxWXUqFE2YsQI69u3r/Xv398mTJhgxcXFNnLkSOd6tUrp2LGj0xtc/vjHP9qxxx5rhx56qG3dutXuvfdeW7FihV166aUZfiVAfGbONJs61ayw0O2/PWyY2ZAhyX0ODa6oULDiQIOrV7uBdaqsWVM5dFf7FAXj0QaDRPUORLRoEf363r0tMFTtrfe4/gZ0MMbPtm3l++vrYI7eu1rGGQ0AAAAAAOS2jIfiw4YNsw0bNtiYMWOcwTXVK3zGjBllg2+uXLnSaqnnw3e2bNlil112mXPb5s2bO5Xmc+bMsR5BKoVE1lLwpkBcLS26dXNDas137568IE7BnoJBVYWH27PHDQljtZWojvnzzUpKKi9XSPm//5mddlrqnjuo9L457jiz117b38c9XNeu7nsiKEGv2p/orIhYZyaoq5a3TdJxoAoAAAAAANQcGQ/F5corr3QukcyePbvc/P333+9cgGykcFLBmwJx9dxW7+/Fi5MbWmos2RUrKi9XYOr1+E6VggI38I/03G++aaYTQIISzqaT3k8KeSNVRmvwyPCK6Fyn9ic9e5otXx79docdVv5AlYa20NkVmib7QBUAAAAAAKhZakQoDgSFwklVoqpCXIG4pppPZmip/tJhJ1eU06ZNavtLqypZIez27ZWv+/rrYFUsp5OC3IqtcsID8yBtc4Xcap2i93qFMZzL6dXLneo9qbMYdHaFzqZQMK5qc96rAAAAAADkrowOtAkEjUI2tWZQaK0KcU01n8zwTYFepFBcVeI//Wlqgz61rfAb4FAho6rYkfwQeM4ct297JH5hea7S+0yvWQcDovn2W3eq9+Tnn5sVF7ttfjTVPO9VAAAAAAByF5XiQJqpV7FaM6RyUD+1ZqlIz/X971tKffihf8/yOnXcKnYkl95HCnEj9RPXwZGlS93gPChVz97ZGBs3Rr/dokXudnnnncoHFDSv5WefndJVBQAAAAAAGUKlONLm/ffNnn7anQadAkq1b0hFUKk2EKrYrtg/XANvqhI2lRYs8L9OLS1UxY7kh8CRAnFRKxsdjFBwHrSzMdavj347r52P3+1i3R8AAAAAAGQvQnGkxd13m51zjtnFF7tTzSM1vPYpFYNSVWl/8UVqn9trSeE3sKEGQUTyQ+ABAyJfV1Ji1qRJsAba9A7OrFkT/TbbtrktUlq0iHy933IAAAAAAJD9CMWRcqoM/+Mf3UHv1K9X09tuo2I8VRQ8t25deblC8o8/Tu1zFxT4X9euXWqfO8g6d468XG1AZswITusU0efK449XPlMi0rbRgSK/AwZBO5AAAAAAAECQEIojqdSj97XX3It+FgVUat1RsYL1qqsysoo5T9vdr/VDrKCwuqK1R9HAot57AumzdavZmDGW9fTe+eij2O8htQ9SWxS/ljLhFIofdJDbZkZnV6jVjKaa13IAAAAAAJCbGGgTSTNzptm4cWZLlrjz3bqZjRpl9uWXkW+vqmVVddJSI7neests8+bI1+3Zk9rnPuQQ/+t0hoAGNwxS1XK6xOoZPn++Zf1ny9SpZoWF7iCa6hmuAWsjadjQfZ+rElwHgaKF47rtcceZHXmk2Wefme3da5afb3bEEWaDBqXs5QAAAAAAgAyjUhxJoerNyZPNli51W2gouNJAdlrWvn3k+yiwUlUnkquoyA0EI/ELy5Ml2uNv2ZLa5w7y397s2dFv07evZf1ni/p/awBZ9QJXQO5XMd6pk9mBB7q3rVs3+mMrFNdBmp493XkvQNc8B28AAAAAAMhdhOJISisDVapu3GhWu7YbiCsY189aNnSoW30ZqWdvtHYbqBoFoGr/EMncual9brWf0O89ElXvRhuIE1Wjvz21I/LTrJnb0z9bvfSS2Ztvmr33ntn06W7VuwaM9auO1+eKBh49/ni3CjwaHcTT2Sqvvuq2TVFIrqnmGfMAAAAAAIDcRSiOKrUy0ECZd97pTjWvIKpVKzecW77cDZs0qKaWqQ3BySeXfwyFT7/5Da1TUkHb9PDDI1+nynyFjKkM5P1CcfFrpYOq099ehw7+1+sgVbb2ctd6v/KK2/tbYbUOrm3Y4C7fvTvyfVThrfYqjRubrVkT/fHV0kchu85iUFW5d9F8trecAQAAAAAA/gjFkRCFUWpdsG+f2zNcU81Lr15uZbjaHKxebbZ2rRt+K5hSGNu6tRvgNWniTk89NdOvJjdFCwzVVkV9vVMpWt/ySGcMoHoUAh96qP/1+jtUn/lspGpwBeIK9vXe0ftX4biq39UeJRp97ij0jkYHcHRWi96z6leu9j+aal7LAQAAAABAbiIUR8IhlUKjjh3dQElTzStoVWsOVYortNJ1CszV7kCV5Aqo1AtYFwVOW7fSTzxV9LtYuTLydQoVo7XaqK5nnvEf2FA95I89NnXPHWTR+rVr8Ej1ma9Oe6RM8c5AadDArHlzd15TnQmhn6P1INdZCX699cO3mwL38AE5NdW8lqOyiRMnWufOna1+/fo2YMAAmzdvnu9tH3nkETvxxBOtefPmzmXw4MFRbw8AAJKD72sAAGIjFEdCFEQpLFIluAInTb3w6NNP3Qrl8FBUgfnixWY7d7phuK5TKKvWKqoARfJ529vPO++kLuxcv97/OrWlUKCJ5NLvUgerFORGor9TDT5ZnfZImayCv/his4MPNtu1y/180RkqWuY3EKa2hbaJDsDpgEA0+nzS55Cq0PX+1AE9TTXP51NlU6dOtVGjRtmtt95qH3zwgfXq1cuGDh1q633+8GfPnm0XXHCBvfnmmzZ37lzr1KmTnXbaabZaXxwAACAl+L4GACA+hOJIiNevV+GRwldNNa+w06tWVfCtIE4Xr+JSt9O8F4yrivy11zL9anKTQr1oVAHsN0hhdUUbSFOBZrSKZlSNfpfe4LZ+nn66eu2RMlkxPmSI2aOPmv3tb+7lkUfcZdEO3CnQ3r49+sEhUd9xtXjS55TObmnUyJ1qXstR3vjx4+2yyy6zkSNHWo8ePWzSpEnWsGFDm6zS/Aj+9a9/2W9+8xvr3bu3devWzR599FHbt2+fzZo1K+3rDgBAUPB9DQBAfOrEeTugjAKp7t3dME4BlIJyBdyq5KxI13XpErli88UXzd5/n8E2k01VwQr2/FpHqJWGX8/x6oo1sKEOpJx2WmqeO6j0N1inTvSq6Pfec4Ntv+rqiu2RFIh77ZH0O9PyWPdNJT23Ll5VvLfMj0JxvzY+4TS+gf5e6td3K8v1GaZAXAcYEqmuD4Ldu3fbggULbPTo0WXLatWq5ZxiraqyeOzYscP27NljLVq08L1NSUmJc/EUJdr7BwCAAOP7GgCA+FEpjipRIKWBNb1gyq9lx+DB7m0UsFWkFiqZbM2QqzQAYbRqcVX/pqpiO9bgh7Gq2JE4/X317Bk9FFdoHs/ZAX7tkfz6d6fTlClmV11l9oc/RG/rop762i+L9V4UVYZrYGCF4XpvKhzXVPNajv02btxopaWl1rZt23LLNb9Wo7nG4YYbbrAOHTo4O+Z+xo4da02bNi276BRuAAAQH76vAQCIH6E4kmL+/MjLv/jCrRT363ec6YH8MiWVAxlu2BB9gEEFpKnSo0f06zVgIpKvTx830I1Ef3vt2sUXbPu1R8pklbgXiN9+u9mHH7pBvQLraG1ddOAnHto3VFW51688fEpP8eS6++677amnnrLnnnvOGfTLjyrbCgsLyy6rODoBAEDa8H0NAAgS2qcgKfwKDz7/3GzdOv+QNtNhWyaowlWBntpUqApXoWO0HsmJat06enuU9u1jh9dVpceuas9xVJ16+uvMC7+DID/8Yfx/a5HaI2WSgu9p09wBerUuep0aJ0oV3ZHauui9rQNxGzfGfmyd3aLH11gH4rUd0nxQD9j5adWqldWuXdvW6QM9jObb6ahLFPfdd5+zk/36669bT53WEEV+fr5zAQAAieP7GgCA+FEpjqQ49NDIy1Vg8Oqr/qF4hw4WKN5Ahvp/qqpZNU32QIYKxKNVyl5zTeqCzmgV6qIDAUg+nZHh1z5FvbUPP7x67ZEyScG33tPNmrmBuFqeqP2PQvFI1e9aZ7VOidZOxuONd+ANtKlt5Q20Gc/9g6RevXrWp0+fcoNueYNwDRw40Pd+f/7zn+2OO+6wGTNmWN++fdO0tgAABBPf1wAAxI9KcSRF//5mf/1r5JC0YUM3ZKo48J1CLV0XJAr4/vc/twWEQjdV8Woww2QOZBjr7MV58yxlYlXnbt2auucOsocf9r9O77N773Wrv2tCyJ0oBd86A0GvQweRdABJhUnnnx/59bz0ktk778RfYa9gvHFjtzpc7X1UPa7PplSdTZHNRo0aZSNGjHB2lvv3728TJkyw4uJiGzlypHP98OHDrWPHjk6fUbnnnntszJgxNmXKFOvcuXNZL9PGjRs7FwAAkHx8XwMAEB9CcSSFwm1VZ1Zs27FmjRvGNWniDn4XTmfwKZAKEgXWK1e6BwjUOkWV05rXclXmJsPXX0e/XoUjChZTEZDG6uVM9W3yvf++2YIF0W+j91giB170/qgp7VO8Puc6o0IHkfSZoUD8wgsj3/7JJ+PvKb5tm9nZZ5v9+Mdmzzzj9hHX55jmtRzlDRs2zDZs2ODsOGuHuXfv3k5FmTeY18qVK62WGtF/569//avt3r3bfqwNGubWW2+12zRaKgAASDq+rwEAiA+hOJIWikcKohSSa8C+0aPN7rrLbPt2t2pcFZq/+Y1Zv34WKArdVIWqFg0azE+VqaqmT+agfuq9HOv6ZFamJ9JTHKkZ5DbW+0cHYeIZaDMdPe+rQgfWfvIT92dVcEd77/qNbxDJQQe508ceM/vBD8wWLXIfn0Dc35VXXulcIpk9e3a5+eXLl6dprQAAQDi+rwEAiI1QHEnRqZPbgiBSewwF4Xff7VaGz5hh1qKFmc7eC1ogLqpyVTjp9UjW9lJlajIr5vV40ei5ow3EWR1qBRONzhhAcqntR8XWRBWpGCiegyBez3sd4OrWzW3zo/lMtl7xQnqddaL3drQqcW+g2Xhom3Ttun9eQThhOAAAAAAAwcBAm0gKBb3hAVO4gw92Q3G1rXvjDbPnnzd74gkLJB0I0AEBhXsbNrjTZB8g8Bv01KOeyRqYMRUUpMZqV4Hk0pkX8YTdarMSi84gUIW4Dm7obAZNNa/lmeCF9GovpID+ww/Nbr/dbMoU//v06RPfY+v1hR9A0vZ5+un4thMAAAAAAMhuVIojKVRFWr9+5OsWLnQHl1SlpwJZVaFqYECFeQ8+aIFz441mp55qtmyZWyGe7Ip5bedYfb0r9ndPllRVoMOf+mzHolY9L7wQ+72mg1tqmaIAWoG4ppqPt/VKsimM1/tZA2zq80KfMwrKp00zO+mkyNXravVyxx3ua45G1fXe+1UH7fSZVFxs1qiR2S9/6f6dAgAAAACA3ESlOJJCQdXnn0e+bv1693pVCSuQVSiu6bPPBrcqU+GkeiSnooVMPIG3epmngip6o8lUxXGuty6KRYHyJ5+4f4fxDGqp1iIaC0BTzWeqdYrCeFVzq82QwmqF1hqPQC1jor2XYrUQEn0Obdnifgbp4JzO3FCQrqnmg/rZBAAAAABAEFApjqR46y3/kEoBVaSqTS1TtXQQe4unUkFB7NuoYj8Tz53MAUWx/+9L1eI60ORHgbIGdI1ngFVVWquHuG6rUDpTgbjoudVDXANgagwojVvQtq07PoFf9bo+U+I5Y0GV4kuWuNtu40Y3JNdBAE01rwFM+WwCAAAAACA3USmOpFixwg2TIlFAFanvsdqtJHOASbjat49+fd268QXnVaEK3upUkqNqYg20qev1e89UG5Tq0KCaP/yh2wNc/c3XrnX75vuF9TrwEqt1irdNFIjrPetdSkrKzwMAAAAAgNxEpTiS4qCD/K9T+xRVqVZ0/PFUYqbCO+9Ev75ZM7NBg1Lz3PpdR5OqXuZBpoNOkf6+wql1kQZBjafqe+ZMd3BLBdDqJ672KaoezxS1fFFLk2OPdQ/m6D301Vfu8kivp2FDN0CPtU28NkJ6zIoH9DSfjQcQAAAAAABAfKgUR1J07eo/4J9fpfgxx6R8tQJJ7SOiURVtrME4q0rtKDLRtiXI4qm+V8g7e3bsnuK6XoG4bq8QXVPNx7pfKqmNiwJ6fcZo8E9NNe/Xrklnn6hdTDz+8x//x6H/PQAAAAAAuYtQHEnra9yqVeTrVLnpheLq2Rs+RfLF6tutFhGxgvOq+vrr2KF4JgPWXBRvK5xPP3V7c8cTQCt8VrW1ptEC6HRQxbYq1levdqu/NdW8XyW3zj5RVXk81KdcA4pG4rccAAAAAABkP6JJJIUCKrXliKR37/1V5F6bAs337GmBpWD4o49SExC3aRP9elXu60BFKmzfHjuQpwI3uVQ5HY942ol4AfQXX5h9+607jRZAp4NapKiFiw6kffCB2ZYtZqecEr0VzMKF8T12nz5mK1dGvs5vOQAAAAAAyH6E4kj5YH8tWpgddphZkybu4Jqaar5TJwsk9Wy+7TazO+90p5pPpniq8N9801IiUpuciujVnPyzNOL9++zRI/ptFDRrEEv1pX/qKXcabVDLdFFPcx1c05kG6in+xhv+fzdPPBG7t73nuOOSupoAAAAAACBLEIojKVT9u2dP5eV167rtHdTOoH9/N4TSVPNBDEfT0bNZ1djVbXNSVbEq0PVeyHTAmmvi/TtSL/nHH49+G70PJ092Q2VV/Wuq+Uy3vJkyxeyBB8yWLjXbvNnto+73d/Pqq/E/7pdfmh1xROTr/JYDAAAAAIDsRyiOhL3/vtnTT5u99NL+FiBqybFtW+XbqvWCqjxVIf7JJ2YffugGWzWh+jQT0tGz+cADY98mVa1rzj03+vUaADHTAWuu0d+R/r7i8eST0bf/v//tHjBRqxVV/WuqeS3PFK3vtGnuwR7vM0Nh/dq1kf9umjeP/7F1oODHP3bPXgmneS0HAAAAAAC5iVAcCbn7bre/76WXmv3kJ+7PagHy+utu247wVg4K1c45xw3UVKG6caPb+kA9gd96K5jhaDp6NnfuHP169XP/0Y8sJdQqJxpV+dJTPLn0dxRP2xrR2RzRtr8qp72+/+FTLc8Ura8OumnMguJi98CKPkN0FkqkvxudiRIv9SjXwJw33WTWvr0bhmuqeS0HAAAAAAC56bvhD4H4KsQffNANtxVSqUexwjJVZiqY27vXrEEDNxhXhWl+vtsH+J573IpMhea6jyrKFUYtWhS8anGvZ/NDD7ntKRo3NvvNb5K7HeIJMPX7S4Xnnot+vd4jQWybk+rQOJ5BNEWhb7Tt37p1YsvTQeuroFrvHX3OrFvnVsaff37kvxu18FFwrgA9lsWL3emNN5qdeqrZsmVmXboQiAMAAAAAkOuoFEfc5s/f3zvcG1TTqyJV0K3QW/OqRFblqoIrBb+q6tRyhVoK73TRsgULLHAU6j37rLsdd+xwp5pPZtV8rPYR+j3MnWspod93NHpfBO1ASDpCY79BbhPtN69e/zqYFU7zWp4per/ojBStu3cA4KCD/IN6hdrxDj4aPiitgnCd/UIgDgAAAABA7iMUR9w0SKICKa+tgkeBuEI5hVEKZL0qZIWvqsT0C+Leey94LVTUNubTT/dvI001r+XJEk8gqGrbVDj88OjX6z2B5It3u6p9kc7Q8KO/X5294LVj0VTzifTpToUNG8xWrnRD7Fat3Pe430CbCrUPOSS+x423FzsAAAAAAMgthOKIW9eukUMkBVUnnWR28MFuAO5VX6pliqrLw6sxw1sceJXSQbJihbuNdHBBgbimmtfyZNFgprHE01qiKtQ+JxodPNEArZmkINUbIDYXKOSOt1I8VniuMzj0d+s9nqaa1/JMD7Spg3H6jFEgHm2gTVElebwHCQAAAAAAQPAQiiNuCqM6dKg8qJ8GvOvZ070UFrpht4Jerwdwxcpyr82G2rAErb+0ejoraKx40fJkUfua6rY5qaolS2Lf5sknLWNmzjS74gqzX/3KnWo+SPRei1b1rTM7Kh4w0bzXeztTob/GMVCfcIXhO3e6gbjfQJsa+2D27PgemzMXAAAAAAAIJgbaRNxU2ayLwqjwvuIKydXKYPBgN2TyQnBVQet2CmkrDuyo65JZHZ0tWrTY33vdo3ktTxYNbvrGG9Fvo5AxFeKpvFW7mEzQAZqbbnKfX+9TvS+//dase/fs7nPeo4d7wCqewVP1txqtvY5fGx8t/+1vLe100OLxx93fnVqoeFXs+ptRr/NIvzfdZ/Nm97XGqqAP70uu51DluYL2bH4/AAAAAACA2KgUR9wUpjVtWjlsUk/xd991LxUrLxV++7XUUI/gZPbSzgYK3SpWzms+mW1kVEkbi8LgVLQj8Rv8MJyqfTNB7zUN7qpgVe9TTTWf7e9BBbjq+x0P/d1GC8/92uqkqt1OtLY2mupgmz4/dNBIZ6Do80SBuF6v2gSpKrwina3inYERi9d7XEH6bbeZ3XmnOw3aGQQAAAAAAAQNleJJEoQqQ7029RSvOHCm13f4f/+LfL/atSMvVxj88cdmP/uZBYZ6rCeyvCr8tncq2kYoPJw82a081wCI8bRu0XslE159tXJQqnktz+b3oIJhBcHx0EGLaJXiHTsmtjxZ9D5SAK7XoQNvw4aZtWnjzqtlkz5bFYbrgJzGI9Br0FkJy5a5A2uGU5uVeOkAgRe+6/OoWzez1avd+Ww/gwAAAAAAAPgjFE9RoDNkiOUk9fKNRIGSwqREq0yXL7dA8evNnMyezdF6Rnv69q3+8yhMHDfO7Isv3HD566/ja+ERT3CeCmrlk8jybKFgOF6qsI7Wx79t28SWJ4NfKK2+7/o8VZslr0rc+zzRgZV27cy6dKne+0ttVhS467Nbz60DSjoAoL9HLScUBwAAAAAgN9E+JcmBjqaa91oAVKVtQE2lAe+2bo1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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 6. Advanced Statistical Graphics for obs_value\n", - "if 'obs_value' in df_ear.columns:\n", - " \n", - " obs_clean = df_ear['obs_value'].dropna()\n", - " \n", - " if len(obs_clean) > 0:\n", - " fig, axes = plt.subplots(2, 3, figsize=(18, 12))\n", - " fig.suptitle('Advanced Statistical Analysis of obs_value', fontsize=16, fontweight='bold')\n", - " \n", - " # 1. Q-Q Plot (Quantile-Quantile)\n", - " from scipy import stats\n", - " stats.probplot(obs_clean, dist=\"norm\", plot=axes[0,0])\n", - " axes[0,0].set_title('Q-Q Plot (Normal Distribution)', fontweight='bold')\n", - " axes[0,0].grid(True, alpha=0.3)\n", - " \n", - " # 2. Violin Plot\n", - " parts = axes[0,1].violinplot([obs_clean], positions=[1], widths=0.7, showmeans=True, showmedians=True)\n", - " axes[0,1].set_title('Violin Plot of obs_value', fontweight='bold')\n", - " axes[0,1].set_ylabel('obs_value')\n", - " axes[0,1].set_xticks([1])\n", - " axes[0,1].set_xticklabels(['obs_value'])\n", - " axes[0,1].grid(True, alpha=0.3)\n", - " \n", - " # 3. Log-scale distribution (if positive values)\n", - " positive_vals = obs_clean[obs_clean > 0]\n", - " if len(positive_vals) > 10:\n", - " log_vals = np.log10(positive_vals)\n", - " axes[0,2].hist(log_vals, bins=30, alpha=0.7, color='gold', edgecolor='black')\n", - " axes[0,2].set_title('Log10 Distribution\\n(Positive Values Only)', fontweight='bold')\n", - " axes[0,2].set_xlabel('log10(obs_value)')\n", - " axes[0,2].set_ylabel('Frequency')\n", - " axes[0,2].grid(True, alpha=0.3)\n", - " else:\n", - " axes[0,2].text(0.5, 0.5, 'Insufficient positive\\nvalues for log analysis', \n", - " ha='center', va='center', transform=axes[0,2].transAxes, fontsize=12)\n", - " axes[0,2].set_title('Log Distribution', fontweight='bold')\n", - " \n", - " # 4. Outlier Analysis\n", - " Q1 = obs_clean.quantile(0.25)\n", - " Q3 = obs_clean.quantile(0.75)\n", - " IQR = Q3 - Q1\n", - " lower_bound = Q1 - 1.5 * IQR\n", - " upper_bound = Q3 + 1.5 * IQR\n", - " \n", - " outliers = obs_clean[(obs_clean < lower_bound) | (obs_clean > upper_bound)]\n", - " \n", - " # Create outlier visualization\n", - " axes[1,0].scatter(range(len(obs_clean)), obs_clean, alpha=0.5, s=10, color='blue', label='Normal')\n", - " if len(outliers) > 0:\n", - " outlier_indices = obs_clean[obs_clean.isin(outliers)].index\n", - " outlier_positions = [list(obs_clean.index).index(idx) for idx in outlier_indices]\n", - " axes[1,0].scatter(outlier_positions, outliers, color='red', s=20, label='Outliers')\n", - " \n", - " axes[1,0].axhline(y=lower_bound, color='red', linestyle='--', alpha=0.7, label='IQR Bounds')\n", - " axes[1,0].axhline(y=upper_bound, color='red', linestyle='--', alpha=0.7)\n", - " axes[1,0].set_title(f'Outlier Detection\\n({len(outliers)} outliers found)', fontweight='bold')\n", - " axes[1,0].set_xlabel('Data Point Index')\n", - " axes[1,0].set_ylabel('obs_value')\n", - " axes[1,0].legend()\n", - " axes[1,0].grid(True, alpha=0.3)\n", - " \n", - " # 5. Statistical summary visualization\n", - " stats_data = {\n", - " 'Mean': obs_clean.mean(),\n", - " 'Median': obs_clean.median(),\n", - " 'Mode': obs_clean.mode().iloc[0] if len(obs_clean.mode()) > 0 else obs_clean.median(),\n", - " 'Std Dev': obs_clean.std(),\n", - " 'Min': obs_clean.min(),\n", - " 'Max': obs_clean.max(),\n", - " 'Range': obs_clean.max() - obs_clean.min(),\n", - " 'IQR': IQR\n", - " }\n", - " \n", - " bars = axes[1,1].bar(range(len(stats_data)), list(stats_data.values()), color='lightseagreen', alpha=0.7)\n", - " axes[1,1].set_title('Statistical Summary', fontweight='bold')\n", - " axes[1,1].set_ylabel('Value')\n", - " axes[1,1].set_xticks(range(len(stats_data)))\n", - " axes[1,1].set_xticklabels(list(stats_data.keys()), rotation=45)\n", - " axes[1,1].grid(True, alpha=0.3)\n", - " \n", - " # Add value labels on bars\n", - " for bar, value in zip(bars, stats_data.values()):\n", - " axes[1,1].text(bar.get_x() + bar.get_width()/2, bar.get_height() + max(stats_data.values())*0.01,\n", - " f'{value:.2f}', ha='center', va='bottom', fontsize=8, rotation=90)\n", - " \n", - " # 6. Skewness and Kurtosis visualization\n", - " skewness = stats.skew(obs_clean)\n", - " kurtosis_val = stats.kurtosis(obs_clean)\n", - " \n", - " metrics = ['Skewness', 'Kurtosis']\n", - " values = [skewness, kurtosis_val]\n", - " colors = ['orange' if abs(skewness) > 1 else 'lightblue', \n", - " 'red' if abs(kurtosis_val) > 3 else 'lightgreen']\n", - " \n", - " bars = axes[1,2].bar(metrics, values, color=colors, alpha=0.7)\n", - " axes[1,2].set_title('Distribution Shape Metrics', fontweight='bold')\n", - " axes[1,2].set_ylabel('Value')\n", - " axes[1,2].axhline(y=0, color='black', linestyle='-', alpha=0.3)\n", - " axes[1,2].grid(True, alpha=0.3)\n", - " \n", - " # Add interpretation text\n", - " skew_interp = \"Right-skewed\" if skewness > 1 else \"Left-skewed\" if skewness < -1 else \"Symmetric\"\n", - " kurt_interp = \"Heavy-tailed\" if kurtosis_val > 3 else \"Light-tailed\" if kurtosis_val < -1 else \"Normal-tailed\"\n", - " \n", - " axes[1,2].text(0, skewness + max(abs(skewness), abs(kurtosis_val))*0.1, skew_interp, ha='center', va='bottom')\n", - " axes[1,2].text(1, kurtosis_val + max(abs(skewness), abs(kurtosis_val))*0.1, kurt_interp, ha='center', va='bottom')\n", - " \n", - " # Add value labels\n", - " for bar, value in zip(bars, values):\n", - " axes[1,2].text(bar.get_x() + bar.get_width()/2, \n", - " bar.get_height() + max(abs(skewness), abs(kurtosis_val))*0.02 if value >= 0 else value - max(abs(skewness), abs(kurtosis_val))*0.02,\n", - " f'{value:.3f}', ha='center', va='bottom' if value >= 0 else 'top', fontweight='bold')\n", - " \n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " # Print summary statistics\n", - " print(\"\\n=== ADVANCED STATISTICS SUMMARY ===\")\n", - " print(f\"Skewness: {skewness:.3f} ({skew_interp})\")\n", - " print(f\"Kurtosis: {kurtosis_val:.3f} ({kurt_interp})\")\n", - " print(f\"Outliers (IQR method): {len(outliers)} ({len(outliers)/len(obs_clean)*100:.1f}%)\")\n", - " print(f\"Coefficient of Variation: {(obs_clean.std() / obs_clean.mean())*100:.1f}%\")\n", - " \n", - " else:\n", - " print(\"No valid obs_value data available for analysis\")\n", - " \n", - "else:\n", - " print(\"obs_value column not found\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "All columns in df_ear:\n", - "['ref_area.label', 'source.label', 'indicator.label', 'sex.label', 'classif1.label', 'classif2.label', 'time', 'obs_value', 'obs_status.label', 'note_classif.label', 'note_indicator.label', 'note_source.label']\n", - "\n", - "==================================================\n", - "Country-related columns: ['ref_area.label']\n", - "Time-related columns: ['time']\n", - "\n", - "Unique values in ref_area.label:\n", - "['Aruba' 'Afghanistan' 'Angola' 'Albania' 'United Arab Emirates'\n", - " 'Argentina' 'Armenia' 'Australia' 'Austria' 'Burundi' 'Belgium' 'Benin'\n", - " 'Burkina Faso' 'Bangladesh' 'Bulgaria' 'Bahamas' 'Bosnia and Herzegovina'\n", - " 'Belize' 'Bermuda' 'Bolivia (Plurinational State of)']\n", - "\n", - "Unique values in time:\n", - "[np.int64(1989), np.int64(1990), np.int64(1991), np.int64(1992), np.int64(1993), np.int64(1994), np.int64(1995), np.int64(1996), np.int64(1997), np.int64(1998), np.int64(1999), np.int64(2000), np.int64(2001), np.int64(2002), np.int64(2003), np.int64(2004), np.int64(2005), np.int64(2006), np.int64(2007), np.int64(2008), np.int64(2009), np.int64(2010), np.int64(2011), np.int64(2012), np.int64(2013), np.int64(2014), np.int64(2015), np.int64(2016), np.int64(2017), np.int64(2018), np.int64(2019), np.int64(2020), np.int64(2021), np.int64(2022), np.int64(2023), np.int64(2024), np.int64(2025)]\n", - "\n", - "First few rows:\n", - " ref_area.label source.label \\\n", - "0 Aruba PC - Population and Housing Census \n", - "1 Aruba PC - Population and Housing Census \n", - "2 Aruba PC - Population and Housing Census \n", - "3 Aruba PC - Population and Housing Census \n", - "4 Aruba PC - Population and Housing Census \n", - "\n", - " indicator.label sex.label \\\n", - "0 Average monthly earnings of employees by sex a... Total \n", - "1 Average monthly earnings of employees by sex a... Total \n", - "2 Average monthly earnings of employees by sex a... Total \n", - "3 Average monthly earnings of employees by sex a... Total \n", - "4 Average monthly earnings of employees by sex a... Total \n", - "\n", - " classif1.label classif2.label \\\n", - "0 Occupation (Skill level): Total Currency: Local currency \n", - "1 Occupation (Skill level): Total Currency: 2021 PPP $ \n", - "2 Occupation (Skill level): Total Currency: U.S. dollars \n", - "3 Occupation (Skill level): Skill level 1 ~ low Currency: Local currency \n", - "4 Occupation (Skill level): Skill level 1 ~ low Currency: 2021 PPP $ \n", - "\n", - " time obs_value obs_status.label note_classif.label \\\n", - "0 2010 3013.000 NaN NaN \n", - "1 2010 1860.382 NaN NaN \n", - "2 2010 1683.240 NaN NaN \n", - "3 2010 1574.000 NaN NaN \n", - "4 2010 971.869 NaN NaN \n", - "\n", - " note_indicator.label \\\n", - "0 Job coverage: Main job currently held | Workin... \n", - "1 Job coverage: Main job currently held | Workin... \n", - "2 Job coverage: Main job currently held | Workin... \n", - "3 Job coverage: Main job currently held | Workin... \n", - "4 Job coverage: Main job currently held | Workin... \n", - "\n", - " note_source.label \n", - "0 Data reference period: September \n", - "1 Data reference period: September \n", - "2 Data reference period: September \n", - "3 Data reference period: September \n", - "4 Data reference period: September \n" - ] - } - ], - "source": [ - "# Examine data structure for country and time columns\n", - "print(\"All columns in df_ear:\")\n", - "print(list(df_ear.columns))\n", - "\n", - "print(\"\\n\" + \"=\"*50)\n", - "\n", - "# Look for country-related columns\n", - "country_cols = [col for col in df_ear.columns if any(word in col.lower() \n", - " for word in ['country', 'nation', 'ref_area', 'area', 'geo'])]\n", - "print(f\"Country-related columns: {country_cols}\")\n", - "\n", - "# Look for time-related columns \n", - "time_cols = [col for col in df_ear.columns if any(word in col.lower() \n", - " for word in ['time', 'date', 'year', 'period', 'month'])]\n", - "print(f\"Time-related columns: {time_cols}\")\n", - "\n", - "# Check unique values in potential columns\n", - "if len(country_cols) > 0:\n", - " print(f\"\\nUnique values in {country_cols[0]}:\")\n", - " print(df_ear[country_cols[0]].unique()[:20]) # Show first 20\n", - "\n", - "if len(time_cols) > 0:\n", - " print(f\"\\nUnique values in {time_cols[0]}:\")\n", - " print(sorted(df_ear[time_cols[0]].unique()))\n", - "\n", - "print(\"\\nFirst few rows:\")\n", - "print(df_ear.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== FILTERING FOR MOST RECENT DATA BY COUNTRY ===\n", - "Overall most recent year in dataset: 2025\n", - "Total countries: 160\n", - "\n", - "Most recent year available by country (top 10):\n", - "ref_area.label\n", - "Pakistan 2025\n", - "Argentina 2024\n", - "Belgium 2024\n", - "Austria 2024\n", - "Bhutan 2024\n", - "Botswana 2024\n", - "Bosnia and Herzegovina 2024\n", - "Bangladesh 2024\n", - "Colombia 2024\n", - "Chile 2024\n", - "Name: time, dtype: int64\n", - "\n", - "Countries with data from 2020 or later: 113\n", - "\n", - "Final dataset for visualization: 113 countries\n", - "Year range in visualization data: 2020 - 2025\n", - "\n", - "Visualization dataset summary:\n", - "Mean obs_value: 341088.39\n", - "Median obs_value: 6240.79\n", - "Min obs_value: 1.00\n", - "Max obs_value: 7853534.47\n", - "\n", - "First 10 rows of visualization data:\n", - " ref_area.label time obs_value\n", - "126 Afghanistan 2020 13202.245\n", - "417 Angola 2021 90678.796\n", - "696 Albania 2022 61898.000\n", - "1779 Argentina 2024 592570.714\n", - "4299 Australia 2021 5905.537\n", - "7224 Austria 2024 4922.564\n", - "10431 Burundi 2020 433782.570\n", - "10566 Belgium 2024 6240.786\n", - "13515 Benin 2022 84524.927\n", - "13650 Burkina Faso 2024 102930.888\n" - ] - } - ], - "source": [ - "# Create histogram of obs_value by country using most recent data\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "# Get the most recent year for each country\n", - "print(\"=== FILTERING FOR MOST RECENT DATA BY COUNTRY ===\")\n", - "most_recent_year = df_ear['time'].max()\n", - "print(f\"Overall most recent year in dataset: {most_recent_year}\")\n", - "\n", - "print(f\"Total countries: {df_ear['ref_area.label'].nunique()}\")\n", - "\n", - "# Show the years for each country's most recent data\n", - "country_latest_years = df_ear.groupby('ref_area.label')['time'].max().sort_values(ascending=False)\n", - "print(f\"\\nMost recent year available by country (top 10):\")\n", - "print(country_latest_years.head(10))\n", - "\n", - "# Filter for countries that have data in recent years (2020 or later)\n", - "recent_threshold = 2020\n", - "countries_with_recent_data = country_latest_years[country_latest_years >= recent_threshold]\n", - "print(f\"\\nCountries with data from {recent_threshold} or later: {len(countries_with_recent_data)}\")\n", - "\n", - "# Create the final dataset for visualization using a simpler approach\n", - "# For each country, get their most recent year's data\n", - "viz_data_list = []\n", - "for country in df_ear['ref_area.label'].unique():\n", - " country_data = df_ear[df_ear['ref_area.label'] == country]\n", - " if len(country_data) > 0:\n", - " # Get most recent year for this country\n", - " latest_year = country_data['time'].max()\n", - " # Filter for recent data (2020 or later) if available, otherwise use most recent\n", - " if latest_year >= recent_threshold:\n", - " latest_country_data = country_data[country_data['time'] == latest_year]\n", - " # If multiple rows for same country-year, take the first one\n", - " if len(latest_country_data) > 0:\n", - " viz_data_list.append(latest_country_data.iloc[0])\n", - "\n", - "# Convert to DataFrame\n", - "viz_data = pd.DataFrame(viz_data_list)\n", - "\n", - "print(f\"\\nFinal dataset for visualization: {len(viz_data)} countries\")\n", - "if len(viz_data) > 0:\n", - " print(f\"Year range in visualization data: {viz_data['time'].min()} - {viz_data['time'].max()}\")\n", - "\n", - " # Display summary of the visualization dataset\n", - " print(\"\\nVisualization dataset summary:\")\n", - " print(f\"Mean obs_value: {viz_data['obs_value'].mean():.2f}\")\n", - " print(f\"Median obs_value: {viz_data['obs_value'].median():.2f}\")\n", - " print(f\"Min obs_value: {viz_data['obs_value'].min():.2f}\")\n", - " print(f\"Max obs_value: {viz_data['obs_value'].max():.2f}\")\n", - "\n", - " print(\"\\nFirst 10 rows of visualization data:\")\n", - " print(viz_data[['ref_area.label', 'time', 'obs_value']].head(10))\n", - "else:\n", - " print(\"No data available for visualization\")" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "======================================================================\n", - " COUNTRY ANALYSIS SUMMARY\n", - "======================================================================\n", - "📊 Dataset Overview:\n", - " • Total Countries Analyzed: 113\n", - " • Data Years: 2020 - 2025\n", - " • Countries with 2024-2025 data: 61\n", - "\n", - "📈 obs_value Statistics:\n", - " • Highest: 7,853,534.47 (Viet Nam)\n", - " • Lowest: 1.00 (Rwanda)\n", - " • Average: 341,088.39\n", - " • Median: 6,240.79\n", - "\n", - "🏆 Top 5 Countries:\n", - " 1. Viet Nam: 7,853,534 (2023)\n", - " 2. Uzbekistan: 4,229,434 (2022)\n", - " 3. Republic of Korea: 4,091,000 (2022)\n", - " 4. Paraguay: 3,149,022 (2024)\n", - " 5. Venezuela (Bolivarian Republic of): 2,942,239 (2020)\n", - "\n", - "📉 Bottom 5 Countries:\n", - " 1. Rwanda: 1.00 (2024)\n", - " 2. Timor-Leste: 257.59 (2021)\n", - " 3. Jordan: 341.40 (2023)\n", - " 4. El Salvador: 450.14 (2023)\n", - " 5. Ecuador: 525.09 (2024)\n", - "\n", - "======================================================================\n" - ] - } - ], - "source": [ - "# Create histogram visualization of obs_value by country\n", - "plt.style.use('default')\n", - "\n", - "# Create a comprehensive histogram visualization\n", - "fig, axes = plt.subplots(2, 2, figsize=(20, 16))\n", - "fig.suptitle('obs_value Distribution by Country (Most Recent Data: 2020-2025)', \n", - " fontsize=18, fontweight='bold', y=0.98)\n", - "\n", - "# 1. Main histogram - obs_value distribution across all countries\n", - "axes[0,0].hist(viz_data['obs_value'], bins=50, alpha=0.7, color='skyblue', edgecolor='black')\n", - "axes[0,0].set_title('Distribution of obs_value Across Countries\\n(Most Recent Data)', \n", - " fontweight='bold', fontsize=14)\n", - "axes[0,0].set_xlabel('obs_value')\n", - "axes[0,0].set_ylabel('Number of Countries')\n", - "axes[0,0].grid(True, alpha=0.3)\n", - "\n", - "# Add statistics text\n", - "mean_val = viz_data['obs_value'].mean()\n", - "median_val = viz_data['obs_value'].median()\n", - "std_val = viz_data['obs_value'].std()\n", - "stats_text = f'Mean: {mean_val:,.0f}\\nMedian: {median_val:,.0f}\\nStd: {std_val:,.0f}'\n", - "axes[0,0].text(0.7, 0.8, stats_text, transform=axes[0,0].transAxes, \n", - " bbox=dict(boxstyle='round', facecolor='white', alpha=0.8),\n", - " fontsize=10, verticalalignment='top')\n", - "\n", - "# 2. Log scale histogram (to better show the distribution)\n", - "log_values = np.log10(viz_data['obs_value'][viz_data['obs_value'] > 0])\n", - "axes[0,1].hist(log_values, bins=30, alpha=0.7, color='lightgreen', edgecolor='black')\n", - "axes[0,1].set_title('Log₁₀ Distribution of obs_value\\n(Better View of Range)', \n", - " fontweight='bold', fontsize=14)\n", - "axes[0,1].set_xlabel('log₁₀(obs_value)')\n", - "axes[0,1].set_ylabel('Number of Countries')\n", - "axes[0,1].grid(True, alpha=0.3)\n", - "\n", - "# 3. Top 20 countries by obs_value\n", - "top_20 = viz_data.nlargest(20, 'obs_value')\n", - "y_pos = np.arange(len(top_20))\n", - "\n", - "bars = axes[1,0].barh(y_pos, top_20['obs_value'], color='coral', alpha=0.7)\n", - "axes[1,0].set_title('Top 20 Countries by obs_value\\n(Most Recent Data)', \n", - " fontweight='bold', fontsize=14)\n", - "axes[1,0].set_xlabel('obs_value')\n", - "axes[1,0].set_ylabel('Country')\n", - "axes[1,0].set_yticks(y_pos)\n", - "axes[1,0].set_yticklabels(top_20['ref_area.label'], fontsize=8)\n", - "axes[1,0].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels for top countries\n", - "for i, (bar, value) in enumerate(zip(bars, top_20['obs_value'])):\n", - " axes[1,0].text(bar.get_width() + max(top_20['obs_value'])*0.01, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'{value:,.0f}', ha='left', va='center', fontsize=7)\n", - "\n", - "# 4. Bottom 20 countries by obs_value \n", - "bottom_20 = viz_data.nsmallest(20, 'obs_value')\n", - "y_pos_bottom = np.arange(len(bottom_20))\n", - "\n", - "bars_bottom = axes[1,1].barh(y_pos_bottom, bottom_20['obs_value'], \n", - " color='lightsteelblue', alpha=0.7)\n", - "axes[1,1].set_title('Bottom 20 Countries by obs_value\\n(Most Recent Data)', \n", - " fontweight='bold', fontsize=14)\n", - "axes[1,1].set_xlabel('obs_value')\n", - "axes[1,1].set_ylabel('Country')\n", - "axes[1,1].set_yticks(y_pos_bottom)\n", - "axes[1,1].set_yticklabels(bottom_20['ref_area.label'], fontsize=8)\n", - "axes[1,1].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels for bottom countries\n", - "for i, (bar, value) in enumerate(zip(bars_bottom, bottom_20['obs_value'])):\n", - " axes[1,1].text(bar.get_width() + max(bottom_20['obs_value'])*0.01, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'{value:,.1f}', ha='left', va='center', fontsize=7)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Print summary statistics\n", - "print(\"\\n\" + \"=\"*70)\n", - "print(\" COUNTRY ANALYSIS SUMMARY\")\n", - "print(\"=\"*70)\n", - "print(f\"📊 Dataset Overview:\")\n", - "print(f\" • Total Countries Analyzed: {len(viz_data)}\")\n", - "print(f\" • Data Years: {viz_data['time'].min()} - {viz_data['time'].max()}\")\n", - "print(f\" • Countries with 2024-2025 data: {len(viz_data[viz_data['time'] >= 2024])}\")\n", - "\n", - "print(f\"\\n📈 obs_value Statistics:\")\n", - "print(f\" • Highest: {viz_data['obs_value'].max():,.2f} ({top_20.iloc[0]['ref_area.label']})\")\n", - "print(f\" • Lowest: {viz_data['obs_value'].min():,.2f} ({bottom_20.iloc[0]['ref_area.label']})\")\n", - "print(f\" • Average: {viz_data['obs_value'].mean():,.2f}\")\n", - "print(f\" • Median: {viz_data['obs_value'].median():,.2f}\")\n", - "\n", - "print(f\"\\n🏆 Top 5 Countries:\")\n", - "for i, (_, row) in enumerate(top_20.head().iterrows()):\n", - " print(f\" {i+1}. {row['ref_area.label']}: {row['obs_value']:,.0f} ({int(row['time'])})\")\n", - "\n", - "print(f\"\\n📉 Bottom 5 Countries:\")\n", - "for i, (_, row) in enumerate(bottom_20.head().iterrows()):\n", - " print(f\" {i+1}. {row['ref_area.label']}: {row['obs_value']:,.2f} ({int(row['time'])})\")\n", - "\n", - "print(\"\\n\" + \"=\"*70)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Year Distribution in Analysis:\n", - " 2020: 11 countries\n", - " 2021: 10 countries\n", - " 2022: 16 countries\n", - " 2023: 15 countries\n", - " 2024: 60 countries\n", - " 2025: 1 countries\n", - "\n", - "Additional Insights:\n", - " • Countries above median (6,241): 56\n", - " • Countries above mean (341,088): 17\n", - " • Countries with obs_value > 1,000,000: 10\n", - " • Countries with obs_value < 1,000: 8\n", - " • Coefficient of Variation: 311.3% (High variability)\n" - ] - } - ], - "source": [ - "# Create an additional focused histogram with country labels\n", - "# This will show a more detailed view of the distribution\n", - "\n", - "fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", - "fig.suptitle('Detailed obs_value Analysis by Country (Most Recent Data)', \n", - " fontsize=16, fontweight='bold')\n", - "\n", - "# 1. Histogram with percentile annotations\n", - "hist_data = viz_data['obs_value']\n", - "n, bins, patches = axes[0].hist(hist_data, bins=40, alpha=0.7, color='steelblue', edgecolor='black')\n", - "\n", - "# Add percentile lines\n", - "percentiles = [25, 50, 75, 90, 95, 99]\n", - "colors = ['green', 'orange', 'red', 'purple', 'brown', 'pink']\n", - "\n", - "for i, (p, color) in enumerate(zip(percentiles, colors)):\n", - " pval = np.percentile(hist_data, p)\n", - " axes[0].axvline(pval, color=color, linestyle='--', linewidth=2, alpha=0.7)\n", - " axes[0].text(pval, max(n) * (0.9 - i*0.1), f'{p}th: {pval:,.0f}', \n", - " rotation=90, ha='right', va='top', color=color, fontweight='bold', fontsize=9)\n", - "\n", - "axes[0].set_title('Distribution with Percentiles\\n(Most Recent Data by Country)', fontweight='bold')\n", - "axes[0].set_xlabel('obs_value')\n", - "axes[0].set_ylabel('Number of Countries')\n", - "axes[0].grid(True, alpha=0.3)\n", - "\n", - "# Add overall statistics\n", - "total_countries = len(viz_data)\n", - "axes[0].text(0.02, 0.98, f'Total Countries: {total_countries}\\n' + \n", - " f'Mean: {hist_data.mean():,.0f}\\n' +\n", - " f'Std: {hist_data.std():,.0f}\\n' +\n", - " f'Range: {hist_data.min():,.0f} - {hist_data.max():,.0f}',\n", - " transform=axes[0].transAxes, va='top', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='lightyellow', alpha=0.8),\n", - " fontsize=10)\n", - "\n", - "# 2. Country scatter plot (sorted by obs_value)\n", - "viz_data_sorted = viz_data.sort_values('obs_value', ascending=True)\n", - "country_indices = np.arange(len(viz_data_sorted))\n", - "\n", - "scatter = axes[1].scatter(viz_data_sorted['obs_value'], country_indices, \n", - " c=viz_data_sorted['time'], cmap='viridis', \n", - " alpha=0.7, s=50)\n", - "\n", - "# Add colorbar for years\n", - "cbar = plt.colorbar(scatter, ax=axes[1])\n", - "cbar.set_label('Year', rotation=270, labelpad=15)\n", - "\n", - "axes[1].set_title('Countries Ranked by obs_value\\n(Color = Year of Data)', fontweight='bold')\n", - "axes[1].set_xlabel('obs_value')\n", - "axes[1].set_ylabel('Country Rank (0 = Lowest)')\n", - "axes[1].grid(True, alpha=0.3)\n", - "\n", - "# Label some extreme countries\n", - "# Highest countries\n", - "for i in range(min(3, len(viz_data_sorted))):\n", - " idx = len(viz_data_sorted) - 1 - i\n", - " country = viz_data_sorted.iloc[idx]['ref_area.label']\n", - " value = viz_data_sorted.iloc[idx]['obs_value']\n", - " axes[1].annotate(f'{country}\\n{value:,.0f}', \n", - " (value, idx), \n", - " xytext=(10, 0), textcoords='offset points',\n", - " ha='left', va='center', fontsize=8,\n", - " bbox=dict(boxstyle='round,pad=0.3', facecolor='yellow', alpha=0.7))\n", - "\n", - "# Lowest countries \n", - "for i in range(min(3, len(viz_data_sorted))):\n", - " country = viz_data_sorted.iloc[i]['ref_area.label']\n", - " value = viz_data_sorted.iloc[i]['obs_value']\n", - " axes[1].annotate(f'{country}\\n{value:,.1f}', \n", - " (value, i), \n", - " xytext=(10, 0), textcoords='offset points',\n", - " ha='left', va='center', fontsize=8,\n", - " bbox=dict(boxstyle='round,pad=0.3', facecolor='lightblue', alpha=0.7))\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Print year distribution\n", - "print(\"\\nYear Distribution in Analysis:\")\n", - "year_counts = viz_data['time'].value_counts().sort_index()\n", - "for year, count in year_counts.items():\n", - " print(f\" {year}: {count} countries\")\n", - "\n", - "# Print some additional insights\n", - "print(f\"\\nAdditional Insights:\")\n", - "print(f\" • Countries above median ({viz_data['obs_value'].median():,.0f}): {len(viz_data[viz_data['obs_value'] > viz_data['obs_value'].median()])}\")\n", - "print(f\" • Countries above mean ({viz_data['obs_value'].mean():,.0f}): {len(viz_data[viz_data['obs_value'] > viz_data['obs_value'].mean()])}\")\n", - "print(f\" • Countries with obs_value > 1,000,000: {len(viz_data[viz_data['obs_value'] > 1000000])}\")\n", - "print(f\" • Countries with obs_value < 1,000: {len(viz_data[viz_data['obs_value'] < 1000])}\")\n", - "\n", - "# Show coefficient of variation\n", - "cv = (viz_data['obs_value'].std() / viz_data['obs_value'].mean()) * 100\n", - "print(f\" • Coefficient of Variation: {cv:.1f}% (High variability)\")" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== FILTERING DATA FOR SPECIFIC CONDITIONS ===\n", - "Rows after filtering: 1,574\n", - "Countries after filtering: 150\n", - "Final countries for visualization: 150\n", - "Year range: 2000 - 2025\n", - "Data statistics:\n", - " Mean obs_value: 30,611.14\n", - " Median obs_value: 1,188.69\n", - " Min obs_value: 0.00\n", - " Max obs_value: 4,277,568.96\n", - "\n", - "Top 10 countries by obs_value:\n", - " 1. Zimbabwe: 4,277,568.96 (2023)\n", - " 2. Puerto Rico: 28,577.37 (2020)\n", - " 3. Luxembourg: 8,885.83 (2024)\n", - " 4. Belgium: 8,038.13 (2024)\n", - " 5. Netherlands: 6,965.22 (2024)\n", - " 6. Austria: 6,546.98 (2024)\n", - " 7. Germany: 6,039.39 (2022)\n", - " 8. Finland: 5,992.13 (2024)\n", - " 9. United States of America: 5,985.29 (2024)\n", - " 10. Norway: 5,860.57 (2024)\n" - ] - } - ], - "source": [ - "# Filter data for specific conditions and create bar graph (excluding Vietnam outlier)\n", - "print(\"=== FILTERING DATA FOR SPECIFIC CONDITIONS ===\")\n", - "\n", - "# Apply filters:\n", - "# 1. Currency: 2021 PPP $\n", - "# 2. Occupation (Skill level): Total \n", - "# 3. Sex: Total\n", - "# 4. Exclude Vietnam (outlier)\n", - "# 5. Use most recent data by country\n", - "\n", - "filtered_data = df_ear[\n", - " (df_ear['classif2.label'] == 'Currency: 2021 PPP $') &\n", - " (df_ear['classif1.label'] == 'Occupation (Skill level): Total') &\n", - " (df_ear['sex.label'] == 'Total') &\n", - " (df_ear['ref_area.label'] != 'Viet Nam') # Exclude Vietnam outlier\n", - "].copy()\n", - "\n", - "print(f\"Rows after filtering: {len(filtered_data):,}\")\n", - "print(f\"Countries after filtering: {filtered_data['ref_area.label'].nunique()}\")\n", - "\n", - "# Get the most recent data for each country\n", - "if len(filtered_data) > 0:\n", - " # Get most recent year's data for each country\n", - " filtered_viz_data_list = []\n", - " for country in filtered_data['ref_area.label'].unique():\n", - " country_data = filtered_data[filtered_data['ref_area.label'] == country]\n", - " if len(country_data) > 0:\n", - " # Get most recent year for this country\n", - " latest_year = country_data['time'].max()\n", - " latest_country_data = country_data[country_data['time'] == latest_year]\n", - " # If multiple rows for same country-year, take the first one\n", - " if len(latest_country_data) > 0:\n", - " filtered_viz_data_list.append(latest_country_data.iloc[0])\n", - " \n", - " # Convert to DataFrame\n", - " filtered_viz_data = pd.DataFrame(filtered_viz_data_list)\n", - " \n", - " print(f\"Final countries for visualization: {len(filtered_viz_data)}\")\n", - " print(f\"Year range: {filtered_viz_data['time'].min()} - {filtered_viz_data['time'].max()}\")\n", - " print(f\"Data statistics:\")\n", - " print(f\" Mean obs_value: {filtered_viz_data['obs_value'].mean():,.2f}\")\n", - " print(f\" Median obs_value: {filtered_viz_data['obs_value'].median():,.2f}\")\n", - " print(f\" Min obs_value: {filtered_viz_data['obs_value'].min():,.2f}\")\n", - " print(f\" Max obs_value: {filtered_viz_data['obs_value'].max():,.2f}\")\n", - " \n", - " print(f\"\\nTop 10 countries by obs_value:\")\n", - " top_countries = filtered_viz_data.nlargest(10, 'obs_value')\n", - " for i, (_, row) in enumerate(top_countries.iterrows()):\n", - " print(f\" {i+1}. {row['ref_area.label']}: {row['obs_value']:,.2f} ({int(row['time'])})\")\n", - " \n", - "else:\n", - " print(\"No data available after filtering\")" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "================================================================================\n", - " FILTERED DATA ANALYSIS SUMMARY\n", - "================================================================================\n", - "📋 Filter Criteria Applied:\n", - " • Currency: 2021 PPP $ (Purchasing Power Parity)\n", - " • Occupation: Total (all skill levels)\n", - " • Sex: Total (all genders)\n", - " • Vietnam excluded (outlier)\n", - " • Most recent data by country\n", - "\n", - "📊 Dataset Overview:\n", - " • Countries analyzed: 150\n", - " • Data years: 2000 - 2025\n", - "\n", - "💰 Earnings Statistics (excluding Zimbabwe):\n", - " • Mean: $2,108.07\n", - " • Median: $1,175.77\n", - " • Highest (excl. Zimbabwe): Puerto Rico: $28,577.37\n", - " • Lowest: Rwanda: $0.00\n", - "\n", - "⚠️ Outlier Analysis:\n", - " • Zimbabwe: $4,277,568.96 (excluded from main analysis)\n", - " • Zimbabwe is 149.7x higher than next highest country\n", - "\n", - "🌍 Regional Summary:\n", - " • Europe: $4,665 average (28 countries)\n", - " • Americas: $2,881 average (20 countries)\n", - " • Asia: $1,488 average (13 countries)\n", - " • Other/Africa: $1,211 average (88 countries)\n", - "\n", - "================================================================================\n" - ] - } - ], - "source": [ - "# Create comprehensive bar graph visualization (excluding Vietnam outlier)\n", - "plt.style.use('default')\n", - "\n", - "# Create figure with multiple visualizations\n", - "fig, axes = plt.subplots(2, 2, figsize=(24, 16))\n", - "fig.suptitle('Average Monthly Earnings by Country\\n(Currency: 2021 PPP $, Total Occupation & Sex, Most Recent Data, Vietnam Excluded)', \n", - " fontsize=16, fontweight='bold', y=0.98)\n", - "\n", - "# 1. Top 25 countries - horizontal bar chart\n", - "top_25 = filtered_viz_data.nlargest(25, 'obs_value')\n", - "\n", - "# Handle Zimbabwe outlier separately for better visualization\n", - "zimbabwe_data = top_25[top_25['ref_area.label'] == 'Zimbabwe']\n", - "other_top_24 = top_25[top_25['ref_area.label'] != 'Zimbabwe'].head(24)\n", - "\n", - "y_pos = np.arange(len(other_top_24))\n", - "bars = axes[0,0].barh(y_pos, other_top_24['obs_value'], color='steelblue', alpha=0.8)\n", - "axes[0,0].set_title('Top 24 Countries by Average Earnings\\n(Zimbabwe excluded - see note)', fontweight='bold', fontsize=14)\n", - "axes[0,0].set_xlabel('Average Monthly Earnings (2021 PPP $)')\n", - "axes[0,0].set_ylabel('Country')\n", - "axes[0,0].set_yticks(y_pos)\n", - "axes[0,0].set_yticklabels(other_top_24['ref_area.label'], fontsize=10)\n", - "axes[0,0].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels\n", - "for i, (bar, value) in enumerate(zip(bars, other_top_24['obs_value'])):\n", - " axes[0,0].text(bar.get_width() + max(other_top_24['obs_value'])*0.01, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'{value:,.0f}', ha='left', va='center', fontsize=9)\n", - "\n", - "# Add note about Zimbabwe\n", - "if len(zimbabwe_data) > 0:\n", - " zim_value = zimbabwe_data.iloc[0]['obs_value']\n", - " axes[0,0].text(0.02, 0.98, f'Note: Zimbabwe = {zim_value:,.0f} (excluded as outlier)', \n", - " transform=axes[0,0].transAxes, va='top', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='yellow', alpha=0.8),\n", - " fontsize=10, fontweight='bold')\n", - "\n", - "# 2. Distribution histogram (excluding Zimbabwe)\n", - "filtered_no_zimbabwe = filtered_viz_data[filtered_viz_data['ref_area.label'] != 'Zimbabwe']\n", - "axes[0,1].hist(filtered_no_zimbabwe['obs_value'], bins=30, alpha=0.7, color='lightgreen', edgecolor='black')\n", - "axes[0,1].set_title('Distribution of Average Earnings\\n(Zimbabwe excluded)', fontweight='bold', fontsize=14)\n", - "axes[0,1].set_xlabel('Average Monthly Earnings (2021 PPP $)')\n", - "axes[0,1].set_ylabel('Number of Countries')\n", - "axes[0,1].grid(True, alpha=0.3)\n", - "\n", - "# Add statistics\n", - "mean_no_zim = filtered_no_zimbabwe['obs_value'].mean()\n", - "median_no_zim = filtered_no_zimbabwe['obs_value'].median()\n", - "stats_text = f'Mean: ${mean_no_zim:,.0f}\\nMedian: ${median_no_zim:,.0f}\\nCountries: {len(filtered_no_zimbabwe)}'\n", - "axes[0,1].text(0.7, 0.8, stats_text, transform=axes[0,1].transAxes, \n", - " bbox=dict(boxstyle='round', facecolor='white', alpha=0.8),\n", - " fontsize=11, verticalalignment='top')\n", - "\n", - "# 3. Regional comparison (group by continent/region - simplified approach)\n", - "# Create regional groupings based on country names (simplified)\n", - "def get_region(country):\n", - " european_countries = ['Luxembourg', 'Belgium', 'Netherlands', 'Austria', 'Germany', 'Finland', \n", - " 'Norway', 'Denmark', 'Sweden', 'Switzerland', 'France', 'United Kingdom',\n", - " 'Ireland', 'Italy', 'Spain', 'Portugal', 'Poland', 'Czech Republic',\n", - " 'Slovenia', 'Estonia', 'Latvia', 'Lithuania', 'Slovakia', 'Hungary',\n", - " 'Romania', 'Bulgaria', 'Croatia', 'Greece', 'Cyprus', 'Malta']\n", - " \n", - " asian_countries = ['Japan', 'Republic of Korea', 'Singapore', 'Hong Kong', 'Taiwan', 'China',\n", - " 'Malaysia', 'Thailand', 'Philippines', 'Indonesia', 'India', 'Pakistan',\n", - " 'Bangladesh', 'Sri Lanka', 'Myanmar', 'Cambodia', 'Laos', 'Mongolia']\n", - " \n", - " american_countries = ['United States of America', 'Canada', 'Mexico', 'Brazil', 'Argentina',\n", - " 'Chile', 'Colombia', 'Peru', 'Venezuela', 'Ecuador', 'Uruguay', 'Paraguay',\n", - " 'Bolivia', 'Costa Rica', 'Panama', 'Guatemala', 'Honduras', 'El Salvador',\n", - " 'Nicaragua', 'Dominican Republic', 'Jamaica', 'Puerto Rico']\n", - " \n", - " if country in european_countries:\n", - " return 'Europe'\n", - " elif country in asian_countries:\n", - " return 'Asia'\n", - " elif country in american_countries:\n", - " return 'Americas'\n", - " else:\n", - " return 'Other/Africa'\n", - "\n", - "# Apply regional classification (excluding Zimbabwe)\n", - "filtered_no_zimbabwe_copy = filtered_no_zimbabwe.copy()\n", - "filtered_no_zimbabwe_copy['region'] = filtered_no_zimbabwe_copy['ref_area.label'].apply(get_region)\n", - "\n", - "# Calculate regional averages\n", - "regional_stats = filtered_no_zimbabwe_copy.groupby('region')['obs_value'].agg(['mean', 'count']).reset_index()\n", - "regional_stats = regional_stats.sort_values('mean', ascending=False)\n", - "\n", - "bars_region = axes[1,0].bar(range(len(regional_stats)), regional_stats['mean'], \n", - " color=['darkblue', 'darkgreen', 'darkred', 'darkorange'][:len(regional_stats)], \n", - " alpha=0.8)\n", - "axes[1,0].set_title('Average Earnings by Region\\n(Zimbabwe excluded)', fontweight='bold', fontsize=14)\n", - "axes[1,0].set_xlabel('Region')\n", - "axes[1,0].set_ylabel('Average Monthly Earnings (2021 PPP $)')\n", - "axes[1,0].set_xticks(range(len(regional_stats)))\n", - "axes[1,0].set_xticklabels(regional_stats['region'], rotation=45)\n", - "axes[1,0].grid(True, alpha=0.3)\n", - "\n", - "# Add value labels and country counts\n", - "for i, (bar, mean_val, count) in enumerate(zip(bars_region, regional_stats['mean'], regional_stats['count'])):\n", - " axes[1,0].text(bar.get_x() + bar.get_width()/2, bar.get_height() + max(regional_stats['mean'])*0.01,\n", - " f'${mean_val:,.0f}\\n({count} countries)', ha='center', va='bottom', fontsize=10, fontweight='bold')\n", - "\n", - "# 4. Bottom 20 countries\n", - "bottom_20 = filtered_viz_data.nsmallest(20, 'obs_value')\n", - "y_pos_bottom = np.arange(len(bottom_20))\n", - "\n", - "bars_bottom = axes[1,1].barh(y_pos_bottom, bottom_20['obs_value'], \n", - " color='lightcoral', alpha=0.8)\n", - "axes[1,1].set_title('Bottom 20 Countries by Average Earnings', fontweight='bold', fontsize=14)\n", - "axes[1,1].set_xlabel('Average Monthly Earnings (2021 PPP $)')\n", - "axes[1,1].set_ylabel('Country')\n", - "axes[1,1].set_yticks(y_pos_bottom)\n", - "axes[1,1].set_yticklabels(bottom_20['ref_area.label'], fontsize=10)\n", - "axes[1,1].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels for bottom countries\n", - "for i, (bar, value) in enumerate(zip(bars_bottom, bottom_20['obs_value'])):\n", - " axes[1,1].text(bar.get_width() + max(bottom_20['obs_value'])*0.05, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'{value:,.0f}', ha='left', va='center', fontsize=9)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Print comprehensive summary\n", - "print(\"\\n\" + \"=\"*80)\n", - "print(\" FILTERED DATA ANALYSIS SUMMARY\")\n", - "print(\"=\"*80)\n", - "print(\"📋 Filter Criteria Applied:\")\n", - "print(\" • Currency: 2021 PPP $ (Purchasing Power Parity)\")\n", - "print(\" • Occupation: Total (all skill levels)\")\n", - "print(\" • Sex: Total (all genders)\")\n", - "print(\" • Vietnam excluded (outlier)\")\n", - "print(\" • Most recent data by country\")\n", - "\n", - "print(f\"\\n📊 Dataset Overview:\")\n", - "print(f\" • Countries analyzed: {len(filtered_viz_data)}\")\n", - "print(f\" • Data years: {filtered_viz_data['time'].min()} - {filtered_viz_data['time'].max()}\")\n", - "\n", - "print(f\"\\n💰 Earnings Statistics (excluding Zimbabwe):\")\n", - "print(f\" • Mean: ${mean_no_zim:,.2f}\")\n", - "print(f\" • Median: ${median_no_zim:,.2f}\")\n", - "print(f\" • Highest (excl. Zimbabwe): {other_top_24.iloc[0]['ref_area.label']}: ${other_top_24.iloc[0]['obs_value']:,.2f}\")\n", - "print(f\" • Lowest: {bottom_20.iloc[0]['ref_area.label']}: ${bottom_20.iloc[0]['obs_value']:,.2f}\")\n", - "\n", - "if len(zimbabwe_data) > 0:\n", - " print(f\"\\n⚠️ Outlier Analysis:\")\n", - " print(f\" • Zimbabwe: ${zimbabwe_data.iloc[0]['obs_value']:,.2f} (excluded from main analysis)\")\n", - " print(f\" • Zimbabwe is {zimbabwe_data.iloc[0]['obs_value'] / other_top_24.iloc[0]['obs_value']:.1f}x higher than next highest country\")\n", - "\n", - "print(f\"\\n🌍 Regional Summary:\")\n", - "for _, row in regional_stats.iterrows():\n", - " print(f\" • {row['region']}: ${row['mean']:,.0f} average ({row['count']} countries)\")\n", - "\n", - "print(\"\\n\" + \"=\"*80)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== CREATING TOP 20 AND BOTTOM 20 COUNTRIES VISUALIZATION ===\n", - "Countries after excluding outliers: 147\n", - "Excluded outliers: Viet Nam, Zimbabwe, Puerto Rico, Rwanda\n", - "\n", - "Data statistics (after excluding outliers):\n", - " Mean obs_value: $1,942.34\n", - " Median obs_value: $1,175.77\n", - " Highest: Luxembourg: $8,885.83\n", - " Lowest: Congo, Democratic Republic of the: $156.98\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "====================================================================================================\n", - " TOP 20 vs BOTTOM 20 COUNTRIES ANALYSIS\n", - "====================================================================================================\n", - "📋 Filters Applied:\n", - " • Currency: 2021 PPP $ (Purchasing Power Parity)\n", - " • Occupation: Total (all skill levels)\n", - " • Sex: Total (all genders)\n", - " • Excluded outliers: Viet Nam, Zimbabwe, Puerto Rico, Rwanda\n", - " • Most recent data by country\n", - "\n", - "🏆 TOP 20 COUNTRIES:\n", - " 1. Luxembourg $ 8,886 (2024)\n", - " 2. Belgium $ 8,038 (2024)\n", - " 3. Netherlands $ 6,965 (2024)\n", - " 4. Austria $ 6,547 (2024)\n", - " 5. Germany $ 6,039 (2022)\n", - " 6. Finland $ 5,992 (2024)\n", - " 7. United States of America $ 5,985 (2024)\n", - " 8. Norway $ 5,861 (2024)\n", - " 9. France $ 5,798 (2024)\n", - " 10. Denmark $ 5,332 (2024)\n", - " 11. Ireland $ 5,224 (2024)\n", - " 12. Italy $ 5,125 (2024)\n", - " 13. Slovenia $ 5,080 (2024)\n", - " 14. Spain $ 5,018 (2024)\n", - " 15. Switzerland $ 4,683 (2024)\n", - " 16. Sweden $ 4,501 (2024)\n", - " 17. Iceland $ 4,463 (2020)\n", - " 18. Singapore $ 4,420 (2021)\n", - " 19. Republic of Korea $ 4,384 (2022)\n", - " 20. Cyprus $ 4,364 (2024)\n", - "\n", - "📉 BOTTOM 20 COUNTRIES:\n", - " 1. Congo, Democratic Republic of the $ 157 (2012)\n", - " 2. Malawi $ 177 (2013)\n", - " 3. Tajikistan $ 237 (2009)\n", - " 4. Madagascar $ 248 (2015)\n", - " 5. Gambia $ 268 (2018)\n", - " 6. Ethiopia $ 312 (2021)\n", - " 7. Kenya $ 322 (2019)\n", - " 8. Congo $ 324 (2009)\n", - " 9. Vanuatu $ 342 (2010)\n", - " 10. Nigeria $ 344 (2019)\n", - " 11. Niger $ 369 (2022)\n", - " 12. Togo $ 389 (2022)\n", - " 13. Guinea-Bissau $ 398 (2022)\n", - " 14. Lesotho $ 406 (2024)\n", - " 15. Benin $ 411 (2022)\n", - " 16. Myanmar $ 431 (2020)\n", - " 17. Uganda $ 439 (2021)\n", - " 18. Angola $ 445 (2021)\n", - " 19. Comoros $ 462 (2021)\n", - " 20. Bangladesh $ 470 (2024)\n", - "\n", - "📊 COMPARISON STATISTICS:\n", - " • Top 20 Average: $5,635\n", - " • Bottom 20 Average: $348\n", - " • Ratio (Top/Bottom): 16.2x\n", - " • Highest vs Lowest: 18.9x\n", - "\n", - "⚠️ EXCLUDED OUTLIERS:\n", - " • Viet Nam: $7,853,535\n", - " • Zimbabwe: $4,277,569\n", - " • Puerto Rico: $28,577\n", - " • Rwanda: $0\n", - "\n", - "====================================================================================================\n" - ] - } - ], - "source": [ - "# Create simplified bar graphs: Top 20 and Bottom 20 countries (excluding outliers)\n", - "print(\"=== CREATING TOP 20 AND BOTTOM 20 COUNTRIES VISUALIZATION ===\")\n", - "\n", - "# Exclude all outliers: Vietnam, Zimbabwe, Puerto Rico, Rwanda\n", - "outliers_to_exclude = ['Viet Nam', 'Zimbabwe', 'Puerto Rico', 'Rwanda']\n", - "clean_data = filtered_viz_data[~filtered_viz_data['ref_area.label'].isin(outliers_to_exclude)].copy()\n", - "\n", - "print(f\"Countries after excluding outliers: {len(clean_data)}\")\n", - "print(f\"Excluded outliers: {', '.join(outliers_to_exclude)}\")\n", - "\n", - "# Get top 20 and bottom 20\n", - "top_20_clean = clean_data.nlargest(20, 'obs_value')\n", - "bottom_20_clean = clean_data.nsmallest(20, 'obs_value')\n", - "\n", - "print(f\"\\nData statistics (after excluding outliers):\")\n", - "print(f\" Mean obs_value: ${clean_data['obs_value'].mean():,.2f}\")\n", - "print(f\" Median obs_value: ${clean_data['obs_value'].median():,.2f}\")\n", - "print(f\" Highest: {top_20_clean.iloc[0]['ref_area.label']}: ${top_20_clean.iloc[0]['obs_value']:,.2f}\")\n", - "print(f\" Lowest: {bottom_20_clean.iloc[0]['ref_area.label']}: ${bottom_20_clean.iloc[0]['obs_value']:,.2f}\")\n", - "\n", - "# Create the visualization\n", - "plt.style.use('default')\n", - "fig, axes = plt.subplots(1, 2, figsize=(24, 12))\n", - "fig.suptitle('Top 20 vs Bottom 20 Countries by Average Monthly Earnings\\n(Currency: 2021 PPP $, Outliers Excluded)', \n", - " fontsize=18, fontweight='bold', y=0.98)\n", - "\n", - "# 1. Top 20 countries\n", - "y_pos_top = np.arange(len(top_20_clean))\n", - "bars_top = axes[0].barh(y_pos_top, top_20_clean['obs_value'], color='darkgreen', alpha=0.8)\n", - "axes[0].set_title('Top 20 Countries by Average Earnings\\n(Outliers Excluded)', fontweight='bold', fontsize=16)\n", - "axes[0].set_xlabel('Average Monthly Earnings (2021 PPP $)', fontsize=14)\n", - "axes[0].set_ylabel('Country', fontsize=14)\n", - "axes[0].set_yticks(y_pos_top)\n", - "axes[0].set_yticklabels(top_20_clean['ref_area.label'], fontsize=12)\n", - "axes[0].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels for top countries\n", - "for i, (bar, value) in enumerate(zip(bars_top, top_20_clean['obs_value'])):\n", - " axes[0].text(bar.get_width() + max(top_20_clean['obs_value'])*0.01, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'${value:,.0f}', ha='left', va='center', fontsize=11, fontweight='bold')\n", - "\n", - "# Add statistics box for top 20\n", - "top_stats = f'Top 20 Statistics:\\nMean: ${top_20_clean[\"obs_value\"].mean():,.0f}\\nMedian: ${top_20_clean[\"obs_value\"].median():,.0f}\\nRange: ${top_20_clean[\"obs_value\"].min():,.0f} - ${top_20_clean[\"obs_value\"].max():,.0f}'\n", - "axes[0].text(0.02, 0.98, top_stats, \n", - " transform=axes[0].transAxes, va='top', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='lightgreen', alpha=0.8),\n", - " fontsize=10, fontweight='bold')\n", - "\n", - "# 2. Bottom 20 countries\n", - "y_pos_bottom = np.arange(len(bottom_20_clean))\n", - "bars_bottom = axes[1].barh(y_pos_bottom, bottom_20_clean['obs_value'], color='darkred', alpha=0.8)\n", - "axes[1].set_title('Bottom 20 Countries by Average Earnings\\n(Outliers Excluded)', fontweight='bold', fontsize=16)\n", - "axes[1].set_xlabel('Average Monthly Earnings (2021 PPP $)', fontsize=14)\n", - "axes[1].set_ylabel('Country', fontsize=14)\n", - "axes[1].set_yticks(y_pos_bottom)\n", - "axes[1].set_yticklabels(bottom_20_clean['ref_area.label'], fontsize=12)\n", - "axes[1].grid(True, alpha=0.3, axis='x')\n", - "\n", - "# Add value labels for bottom countries\n", - "for i, (bar, value) in enumerate(zip(bars_bottom, bottom_20_clean['obs_value'])):\n", - " axes[1].text(bar.get_width() + max(bottom_20_clean['obs_value'])*0.02, \n", - " bar.get_y() + bar.get_height()/2,\n", - " f'${value:,.0f}', ha='left', va='center', fontsize=11, fontweight='bold')\n", - "\n", - "# Add statistics box for bottom 20\n", - "bottom_stats = f'Bottom 20 Statistics:\\nMean: ${bottom_20_clean[\"obs_value\"].mean():,.0f}\\nMedian: ${bottom_20_clean[\"obs_value\"].median():,.0f}\\nRange: ${bottom_20_clean[\"obs_value\"].min():,.0f} - ${bottom_20_clean[\"obs_value\"].max():,.0f}'\n", - "axes[1].text(0.02, 0.98, bottom_stats, \n", - " transform=axes[1].transAxes, va='top', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='lightcoral', alpha=0.8),\n", - " fontsize=10, fontweight='bold')\n", - "\n", - "# Add excluded outliers note\n", - "outlier_note = f'Excluded Outliers:\\n• Vietnam: $7,853,535\\n• Zimbabwe: $4,277,569\\n• Puerto Rico: $28,577\\n• Rwanda: $0'\n", - "axes[1].text(0.02, 0.02, outlier_note, \n", - " transform=axes[1].transAxes, va='bottom', ha='left',\n", - " bbox=dict(boxstyle='round', facecolor='yellow', alpha=0.8),\n", - " fontsize=9, fontweight='bold')\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Print detailed comparison\n", - "print(\"\\n\" + \"=\"*100)\n", - "print(\" TOP 20 vs BOTTOM 20 COUNTRIES ANALYSIS\")\n", - "print(\"=\"*100)\n", - "\n", - "print(\"📋 Filters Applied:\")\n", - "print(\" • Currency: 2021 PPP $ (Purchasing Power Parity)\")\n", - "print(\" • Occupation: Total (all skill levels)\")\n", - "print(\" • Sex: Total (all genders)\")\n", - "print(f\" • Excluded outliers: {', '.join(outliers_to_exclude)}\")\n", - "print(\" • Most recent data by country\")\n", - "\n", - "print(f\"\\n🏆 TOP 20 COUNTRIES:\")\n", - "for i, (_, row) in enumerate(top_20_clean.iterrows()):\n", - " print(f\" {i+1:2d}. {row['ref_area.label']:<25} ${row['obs_value']:>7,.0f} ({int(row['time'])})\")\n", - "\n", - "print(f\"\\n📉 BOTTOM 20 COUNTRIES:\")\n", - "for i, (_, row) in enumerate(bottom_20_clean.iterrows()):\n", - " print(f\" {i+1:2d}. {row['ref_area.label']:<25} ${row['obs_value']:>7,.0f} ({int(row['time'])})\")\n", - "\n", - "print(f\"\\n📊 COMPARISON STATISTICS:\")\n", - "print(f\" • Top 20 Average: ${top_20_clean['obs_value'].mean():,.0f}\")\n", - "print(f\" • Bottom 20 Average: ${bottom_20_clean['obs_value'].mean():,.0f}\")\n", - "print(f\" • Ratio (Top/Bottom): {top_20_clean['obs_value'].mean() / bottom_20_clean['obs_value'].mean():.1f}x\")\n", - "print(f\" • Highest vs Lowest: {top_20_clean['obs_value'].max() / bottom_20_clean['obs_value'].max():.1f}x\")\n", - "\n", - "print(f\"\\n⚠️ EXCLUDED OUTLIERS:\")\n", - "outlier_values = {\n", - " 'Viet Nam': 7853535,\n", - " 'Zimbabwe': 4277569, \n", - " 'Puerto Rico': 28577,\n", - " 'Rwanda': 0\n", - "}\n", - "for country, value in outlier_values.items():\n", - " print(f\" • {country}: ${value:,.0f}\")\n", - "\n", - "print(\"\\n\" + \"=\"*100)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/analysis.ipynb b/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/analysis.ipynb deleted file mode 100644 index 27b7df2..0000000 --- a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Analysis/analysis.ipynb +++ /dev/null @@ -1,383 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 65, - "id": "db45e428", - "metadata": {}, - "outputs": [], - "source": [ - "import polars as pl" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "de43d69b", - "metadata": {}, - "outputs": [], - "source": [ - "df = pl.read_csv(\"average_monthly_earnings_sex_occupation_annual.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "56d97d0f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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"ABW""Aruba""AA:22""PC - Population and Housing Ce…"EAR_4MTH_SEX_OCU_CUR_NB""Average monthly earnings of em…"SEX_T""Total""OCU_SKILL_TOTAL""Occupation (Skill level): Tota…"CUR_TYPE_PPP""Currency: 2021 PPP $"20101860.382nullnullnullnull"T11:142_T12:145_T33:396_T30:62""Job coverage: Main job current…"S3:20""Data reference period: Septemb…
"ABW""Aruba""AA:22""PC - Population and Housing Ce…"EAR_4MTH_SEX_OCU_CUR_NB""Average monthly earnings of em…"SEX_T""Total""OCU_SKILL_TOTAL""Occupation (Skill level): Tota…"CUR_TYPE_USD""Currency: U.S. dollars"20101683.24nullnullnullnull"T11:142_T12:145_T33:396_T30:62""Job coverage: Main job current…"S3:20""Data reference period: Septemb…
" - ], - "text/plain": [ - "shape: (3, 22)\n", - "┌──────────┬────────────┬────────┬────────────┬───┬────────────┬───────────┬───────────┬───────────┐\n", - "│ ref_area ┆ ref_area.l ┆ source ┆ source.lab ┆ … ┆ note_indic ┆ note_indi ┆ note_sour ┆ note_sour │\n", - "│ --- ┆ abel ┆ --- ┆ el ┆ ┆ ator ┆ cator.lab ┆ ce ┆ ce.label │\n", - "│ str ┆ --- ┆ str ┆ --- ┆ ┆ --- ┆ el ┆ --- ┆ --- │\n", - "│ ┆ str ┆ ┆ str ┆ ┆ str ┆ --- ┆ str ┆ str │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ str ┆ ┆ │\n", - "╞══════════╪════════════╪════════╪════════════╪═══╪════════════╪═══════════╪═══════════╪═══════════╡\n", - "│ ABW ┆ Aruba ┆ AA:22 ┆ PC - ┆ … ┆ T11:142_T1 ┆ Job ┆ S3:20 ┆ Data │\n", - "│ ┆ ┆ ┆ Population ┆ ┆ 2:145_T33: ┆ coverage: ┆ ┆ reference │\n", - "│ ┆ ┆ ┆ and ┆ ┆ 396_T30:62 ┆ Main job ┆ ┆ period: │\n", - "│ ┆ ┆ ┆ Housing ┆ ┆ ┆ current… ┆ ┆ Septemb… │\n", - "│ ┆ ┆ ┆ Ce… ┆ ┆ ┆ ┆ ┆ │\n", - "│ ABW ┆ Aruba ┆ AA:22 ┆ PC - ┆ … ┆ T11:142_T1 ┆ Job ┆ S3:20 ┆ Data │\n", - "│ ┆ ┆ ┆ Population ┆ ┆ 2:145_T33: ┆ coverage: ┆ ┆ reference │\n", - "│ ┆ ┆ ┆ and ┆ ┆ 396_T30:62 ┆ Main job ┆ ┆ period: │\n", - "│ ┆ ┆ ┆ Housing ┆ ┆ ┆ current… ┆ ┆ Septemb… │\n", - "│ ┆ ┆ ┆ Ce… ┆ ┆ ┆ ┆ ┆ │\n", - "│ ABW ┆ Aruba ┆ AA:22 ┆ PC - ┆ … ┆ T11:142_T1 ┆ Job ┆ S3:20 ┆ Data │\n", - "│ ┆ ┆ ┆ Population ┆ ┆ 2:145_T33: ┆ coverage: ┆ ┆ reference │\n", - "│ ┆ ┆ ┆ and ┆ ┆ 396_T30:62 ┆ Main job ┆ ┆ period: │\n", - "│ ┆ ┆ ┆ Housing ┆ ┆ ┆ current… ┆ ┆ Septemb… │\n", - "│ ┆ ┆ ┆ Ce… ┆ ┆ ┆ ┆ ┆ │\n", - "└──────────┴────────────┴────────┴────────────┴───┴────────────┴───────────┴───────────┴───────────┘" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.columns\n", - "df.head(3)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "03e97a6b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Unique values in classif1: shape: (29, 1)\n", - "┌─────────────────────────────────┐\n", - "│ classif1.label │\n", - "│ --- │\n", - "│ str │\n", - "╞═════════════════════════════════╡\n", - "│ Occupation (ISCO-88): 1. Legis… │\n", - "│ Occupation (ISCO-08): Total │\n", - "│ Occupation (ISCO-08): X. Not e… │\n", - "│ Occupation (Skill level): Skil… │\n", - "│ Occupation (ISCO-88): 9. Eleme… │\n", - "│ … │\n", - "│ Occupation (ISCO-88): X. Not e… │\n", - "│ Occupation (Skill level): Tota… │\n", - "│ Occupation (ISCO-08): 1. Manag… │\n", - "│ Occupation (Skill level): Skil… │\n", - "│ Occupation (ISCO-08): 3. Techn… │\n", - "└─────────────────────────────────┘\n", - "Unique values in classif2: shape: (3, 1)\n", - "┌──────────────────────────┐\n", - "│ classif2.label │\n", - "│ --- │\n", - "│ str │\n", - "╞══════════════════════════╡\n", - "│ Currency: U.S. dollars │\n", - "│ Currency: Local currency │\n", - "│ Currency: 2021 PPP $ │\n", - "└──────────────────────────┘\n" - ] - } - ], - "source": [ - "print(\"Unique values in classif1:\", df.select(\"classif1.label\").unique())\n", - "print(\"Unique values in classif2:\", df.select(\"classif2.label\").unique())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "738caff2", - "metadata": {}, - "outputs": [], - "source": [ - "# Filter the dataframe to only rows where the currency is \"PPP $\"\n", - "df_ppp = df.filter(pl.col(\"classif2\") == \"CUR_TYPE_PPP\")\n", - "# Filter rows where 'classif1.label' contains the words \"Skill level\"\n", - "df_ppp = df_ppp.filter(pl.col(\"classif1.label\").str.contains(\"Skill level\"))\n", - "\n", - "# Group by ref_area and aggregate obs_value to get mean_earnings\n", - "df_ppp = (\n", - " df_ppp\n", - " .group_by([\"ref_area\", \"ref_area.label\", \"time\", \"classif1\", \"classif1.label\"], maintain_order=False)\n", - " .agg(pl.col(\"obs_value\").sum().alias(\"mean_earnings\"))\n", - " .sort([\"classif1.label\", \"time\"])\n", - ")\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "59827833", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Countries with the highest earnings in 'Total' (most recent year available):\n", - "shape: (10, 4)\n", - "┌──────────┬──────────────────────────┬──────┬───────────────┐\n", - "│ ref_area ┆ ref_area.label ┆ time ┆ mean_earnings │\n", - "│ --- ┆ --- ┆ --- ┆ --- │\n", - "│ str ┆ str ┆ i64 ┆ f64 │\n", - "╞══════════╪══════════════════════════╪══════╪═══════════════╡\n", - "│ ZWE ┆ Zimbabwe ┆ 2023 ┆ 1.2744e7 │\n", - "│ PRI ┆ Puerto Rico ┆ 2020 ┆ 85729.657 │\n", - "│ LUX ┆ Luxembourg ┆ 2024 ┆ 26470.805 │\n", - "│ BEL ┆ Belgium ┆ 2024 ┆ 24130.542 │\n", - "│ NLD ┆ Netherlands ┆ 2024 ┆ 20879.007 │\n", - "│ AUT ┆ Austria ┆ 2024 ┆ 19496.658 │\n", - "│ FIN ┆ Finland ┆ 2024 ┆ 17989.152 │\n", - "│ DEU ┆ Germany ┆ 2022 ┆ 17973.217 │\n", - "│ USA ┆ United States of America ┆ 2024 ┆ 17897.991 │\n", - "│ NOR ┆ Norway ┆ 2024 ┆ 17443.176 │\n", - "└──────────┴──────────────────────────┴──────┴───────────────┘\n" - ] - } - ], - "source": [ - "# Show the countries with the highest earnings in \"Total\" (all skill levels), accounting for null values\n", - "\n", - "# Filter rows where classif1.label = \"Total\" (ignoring case) and exclude nulls in relevant columns\n", - "df_total = (\n", - " df_ppp\n", - " .filter(\n", - " pl.col(\"classif1.label\").is_not_null() & \n", - " pl.col(\"classif1.label\").str.to_lowercase().str.contains(\"total\") &\n", - " pl.col(\"mean_earnings\").is_not_null() &\n", - " pl.col(\"ref_area\").is_not_null() &\n", - " pl.col(\"time\").is_not_null()\n", - " )\n", - ")\n", - "\n", - "# For each country (\"ref_area\"), get the most recent year available (ignoring nulls for 'time')\n", - "most_recent_years = (\n", - " df_total\n", - " .group_by(\"ref_area\")\n", - " .agg(pl.col(\"time\").max().alias(\"latest_time\"))\n", - ")\n", - "\n", - "# Join to get only the rows for each country's most recent year (removing nulls for the join keys)\n", - "df_total_latest = (\n", - " df_total\n", - " .join(most_recent_years, left_on=[\"ref_area\", \"time\"], right_on=[\"ref_area\", \"latest_time\"])\n", - " .filter(pl.col(\"mean_earnings\").is_not_null())\n", - ")\n", - "\n", - "# Sort by mean_earnings descending and show the top 10, excluding any remaining null mean_earnings\n", - "df_richest = (\n", - " df_total_latest\n", - " .filter(pl.col(\"mean_earnings\").is_not_null())\n", - " .sort(\"mean_earnings\", descending=True)\n", - " .select([\"ref_area\", \"ref_area.label\", \"time\", \"mean_earnings\"])\n", - ")\n", - "\n", - "print(\"Countries with the highest earnings in 'Total' (most recent year available):\")\n", - "print(df_richest.head(10))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "id": "9ff796db", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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zSk5ORsmSJXMc493vnT3Qs2dPOJ1OLF261B7zyy+/4ODBgz51p5YvX46YmBiUKlXKZ9ZabGwsLMvymaUAAL169UJkZGSe4r9WDz30kP3/ERERqFu3LkJDQ9GnTx97e926dREREWF/P4C8P6esVKxYEf/4xz/sx2FhYRg4cCB+/vlnnD17FoBnFlBQUJDPbKm1a9fiwoULWdbOyqh8+fLYu3cvRo4cib/++gvvvPMO7r//fpQrVw7PP/88pJSZjvn444/Rt29fPPzww3j33XeLtKj5+vXrcfnyZfTv39/nHquqipYtW+K7776zx/bt2xe7du3CsWPH7G1Lly5FYGCgPZtsz549OHr0KO6//35cvHjRPl9qaio6duyI77//Pk9LLwHPDJirfwazkpaWht69eyM4OBgvv/yyz7709PQsa3V5l1devWTOH61bt8ann36KoUOH4v/+7/8wZcoU/Pjjj1AUBVOnTs31+Izvi6mpqbhw4QJat24NKSV+/vnnTOOvrqkVExPj8/Py9ddfw+l0YtSoUfY2VVXxyCOP5Pm5eVmWhXXr1qFHjx4+NZaioqJw//3344cffrDfq7yGDx8OVVUzxbp7926kpqYC8CzJvOeee9C4cWNs3rwZgGf2lKIouPPOO+3jMt6j5ORkXLhwATExMUhLS8Phw4d9rhEYGOhTRwy4tnvifb8hIiIiym8sdE5UAFq0aJFrofOVK1di5syZ2LNnj0/tlowJJq+sOvl5ValSxeex9xfVjLVsrvVYb2Lr6q5ZTqfTZwkhAEyePBnffPMNWrRogVq1aqFz5864//770aZNmxxjKFmyZK6/7Hjr4HiTU2XLlkXHjh2xbNkyPP/88wA8iQCn0+lTH+fo0aPYt29ftommP//80+dxTvc5PwUFBWWKKTw8HJUrV870/Q8PD/f5Xub1OWWlVq1ama5Tp04dAJ46WBUqVEBERATuvfdeLFmyxL7HixcvRqVKlXDXXXfleo2oqCjMnz8f8+bNw9GjR7F27Vq88sormDZtGqKionyScvHx8XjggQfQu3dvvPXWW7meu6AdPXoUALJ9nmFhYfb/9+7dGxMmTMDSpUvx5JNPQkqJ5cuX27WGMp4vpyVjiYmJfiWZMsoquZeRZVno168fDh48iNWrV6NixYo++4ODg33ee7zcbre9Pz/UqlUL3bt3x+effw7LsjIlZzJKSEjAtGnT8NVXX2V6D0tMTPR5nNXPUalSpXyOO3nyJKKiojJ1e6xbt+61Ph2cP38eaWlpWZ6jfv36EELg1KlTaNiwob09q/eWmJgYmKaJbdu2ITo6Gn/++SdiYmJw4MABn6RUgwYNfJYSHzhwAE8//TS+/fbbTMmvq+9RpUqVMjUWuJZ7IqXM8t8mIiIiouvFpBRREdi8eTP+7//+D23btsW8efMQFRUFl8uFBQsWZFnYOqdfDrP7BS+3X1iv99ir1a9fH0eOHMHKlSuxZs0afPbZZ5g3bx6mTZuWZVHyjMft2bMHCQkJmZJkXvv27QMAn9li/fr1w5AhQ7Bnzx40btwYy5YtQ8eOHX2KPAsh0KlTJzzxxBNZntebiPHKr1/Cc5Pdfffn+5HX53Q9Bg4ciOXLl2Pr1q1o1KgRvvrqK4wePTpPs5gURUGdOnVQp04ddO3aFbVr18bixYt9klJRUVGIiorC119/jZ07dxZY50p/eWctLVq0CBUqVMi0P+OswYoVKyImJgbLli3Dk08+iR9//BEJCQl45ZVXMp3vtddeQ+PGjbO85tUJgtyUKVMm18Tz8OHDsXLlSixevDjLBFtUVBTOnDmTabt329VJrOsRHR0NXdeRmprqk9TLyLIsdOrUCZcuXcLkyZNRr149hIaG4o8//sDgwYMzzSbLKblV3GT13tK8eXMEBQXh+++/R5UqVVCuXDnUqVMHMTExmDdvHjRNw+bNm31mNV6+fBnt2rVDWFgYnnvuOdSsWRNBQUHYvXs3Jk+enOke5dd72l9//ZWpgD4RERFRfmBSiqgIfPbZZwgKCsLatWt9ls8sWLCgCKPKzNt56rfffkOHDh3s7aZp4sSJE7j11lt9xoeGhqJv377o27cvdF1Hz5498cILL2Dq1KnZdlzr1q0bPv74Y3z00Ud4+umnM+1PSkrCl19+iXr16vnM2OrRowcefvhhewnfr7/+mml5UM2aNZGSkpKpQ9mNLD+e02+//ZZp5oO3qHXGGXB33303IiMjsXjxYrRs2RJpaWl48MEHr/m6NWrUQKlSpTIlQoKCgrBy5UrcdddduPvuu7Fp0yafWSaFrWbNmgCAcuXK+XWf+/bti9GjR+PIkSNYunQpQkJCcO+992Y6X1hYWL69FuvVq4fFixcjMTER4eHhmfZPmjQJCxYswKxZs9C/f/8sz+FdJiaE8Ek0/vTTTwgJCcnXBOfx48cRFBSUY/Jt//79+PXXX/Hhhx/6FDb3FuC/FlWrVsWGDRuQkpLic+0jR45c8zkjIyMREhKS5TkOHz4Mh8OB6OjoXM8TEBBgdzOtUqWKvXw6JiYGmqZh8eLFOHfunE+R840bN+LixYv4/PPPfbZnbIaQm2u5J/Hx8bjtttv8vgYRERGRv1hTiqgIqKoKRVF8WnifOHECK1asKLqgstC8eXOUKVMG7733nk9r98WLF2eapXF1d8GAgAA0aNAAUkoYhpHtNe677z40aNAAL7/8cqYOXUIIjBo1Cn/99RemT5/usy8iIgJxcXFYtmwZPvnkEwQEBKBHjx4+Y/r06YNt27Zh7dq1ma57+fLlPLerLw7y4zmdPn0aX3zxhf04KSkJH330ERo3buwzM8jpdKJ///5YtmwZFi5ciEaNGmVKRGblp59+suvkZLR9+3ZcvHgxy2VC4eHhWLt2LcqVK4dOnTr51GgqbHFxcQgLC8OLL76Y5Wv3/PnzPo979eoFVVXx8ccfY/ny5ejWrRtCQ0Pt/c2aNUPNmjXx+uuvIyUlJdfz+aNVq1aQUmLXrl2Z9r322mt4/fXX8eSTT+Kxxx7L9hz33Xcfzp07h88//9zeduHCBSxfvhz33ntvlvWmcpPVc9m7dy+++uordO7cOcdZdt6ZTxlnBkopMXv27DzH4XXPPffANE3Mnz/f3mZZ1nUtE1VVFZ07d8aXX35pd2IEgHPnzmHJkiW48847s50NdrWYmBj89NNP+O677+ykVNmyZVG/fn17tp13u/fagO890nUd8+bN8zv+vN6TxMREHDt2DK1bt/b7GkRERET+4kwpogKwevXqTAVnAU8R4Bo1aqBr16548803cffdd+P+++/Hn3/+iblz56JWrVr2UrXiICAgADNmzMAjjzyCu+66C3369MGJEyewcOFC1KxZ02emTefOnVGhQgW0adMG5cuXx6FDh/D222+ja9euORYyDwgIwKeffoqOHTvizjvvxJAhQ9C8eXNcvnwZS5Yswe7du/H444+jX79+mY7t27cvHnjgAcybNw9xcXGIiIjw2T9p0iR89dVX6NatGwYPHoxmzZohNTUV+/fvx6effooTJ07ccEtS8uM51alTB8OGDcOOHTtQvnx5/Pvf/8a5c+eynKk3cOBAzJkzB999953PkrScLFq0CIsXL8Y//vEPNGvWDAEBATh06BD+/e9/IygoCE8++WSWx5UtWxbr16/HnXfeidjYWPzwww+oVKmSX9fMq/Pnz2PmzJmZtlevXh0DBgzA/Pnz8eCDD6Jp06bo168fIiMjkZCQgFWrVqFNmzZ4++237WPKlSuHDh064M0330RycrJPsX0AcDgceP/999GlSxc0bNgQQ4YMQaVKlfDHH3/gu+++Q1hYGP773//mKf4777wTZcqUwTfffOOzNO+LL77AE088gdq1a6N+/fr4z3/+43Ncp06dUL58eQCepNQdd9yBIUOG4ODBgyhbtizmzZsHy7IyLbn9/vvv7SL658+fR2pqqn3/2rZta8/a6du3L4KDg9G6dWuUK1cOBw8exL/+9S+EhIRkKrR+tXr16qFmzZqYOHEi/vjjD4SFheGzzz7zqz5edu699160adMGU6ZMwYkTJ9CgQQN8/vnnmWov5dXMmTPt1+ro0aPhdDrx7rvvQtM0vPrqq36fJyYmBi+88AJOnTrlk3xq27Yt3n33XVSrVg2VK1e2t7du3RqlSpXCoEGD8Oijj0JRFCxatChPS67zek+++eYbSCntwv1ERERE+arwG/4R3by87b+z+8rYavuDDz6QtWvXloGBgbJevXpywYIFcvr06fLqH0sAcsyYMdlea8eOHT7bv/vuOwlAfvfdd/a2du3a+bRw945Zvny5z7He9udXtwSfM2eOrFq1qgwMDJQtWrSQW7Zskc2aNZN33323Pebdd9+Vbdu2lWXKlJGBgYGyZs2actKkSTIxMdGve/fnn3/KCRMmyFq1asnAwEAZEREhY2Nj5VdffZXtMUlJSTI4OFgCkP/5z3+yHJOcnCynTp0qa9WqJQMCAmTZsmVl69at5euvvy51Xfd53le3fffH+fPnJQA5ffr0TPuyup+DBg2SoaGhmca2a9dONmzYMNP2qlWryq5du+b5OWXHe761a9fKW2+91X79Xf1ayKhhw4bS4XDI33//Pcdze+3bt09OmjRJNm3aVJYuXVo6nU4ZFRUle/fuLXfv3p3r8/7tt99kVFSUrF+/vjx//rwd96BBg+wxWb3OBw0aJKtWrZprfO3atcv2Z7Rjx44+14iLi5Ph4eEyKChI1qxZUw4ePFju3Lkz0znfe+89CUCWLFlSpqenZ3ndn3/+Wfbs2dP+Galatars06eP3LBhgz3G+3MdHx+f6/N49NFHZa1atXy2ed9DsvvKeL+klPLSpUty2LBhskyZMjIkJES2a9cu03tKbufN+NqfPXu2bNGihc/3/YEHHpBHjx7N9flIKeXBgwdlbGysLFGihCxbtqwcPny43Lt3r98/R1m9h168eFE++OCDMiwsTIaHh8sHH3xQ/vzzz1m+110tp/eG3bt3y7i4OFmiRAkZEhIiO3ToILdu3eozJrv3aa+kpCSpqqosWbKkNE3T3v6f//xHApAPPvhgpmO2bNki77jjDhkcHCwrVqwon3jiCbl27dos3/ezek/J6z3p27evvPPOO7O7RURERETXRZHyGioaE9H/NCEEIiMj0bNnT7z33ntFHQ4VsCZNmqB06dLYsGFDUYdCGRw/fhz16tXD6tWr0bFjx6IOh25CZ8+eRfXq1fHJJ59wphQREREVCNaUIqIcud3uTEtDPvroI1y6dAnt27cvmqCo0OzcuRN79uzxKTxNxUONGjUwbNiwXJfFEV2rWbNmoVGjRkxIERERUYHhTCkiytHGjRsxfvx49O7dG2XKlMHu3bvxwQcfoH79+ti1axcCAgKKOkQqAL/88gt27dqFN954AxcuXLC7pxEREREREeUXFjonohxVq1YN0dHRmDNnDi5duoTSpUtj4MCBePnll5mQuol9+umneO6551C3bl18/PHHTEgREREREVG+40wpIiIiIiIiIiIqdKwpRUREREREREREhY5JKSIiIiIiIiIiKnSsKVWIhBA4ffo0SpYsCUVRijocIiIiIiJIKZGcnIyKFSvC4eDfrImIqPAwKVWITp8+jejo6KIOg4iIiIgok1OnTqFy5cpFHQYREf0PYVKqEJUsWRKA5x/8sLCwIo6GiIiIiAhISkpCdHS0/VmViIiosDApVYi8S/bCwsKYlCIiIiKiYoXlJYiIqLAV6aLxatWqQVGUTF9jxowBALjdbowZMwZlypRBiRIl0KtXL5w7d87nHAkJCejatStCQkJQrlw5TJo0CaZp+ozZuHEjmjZtisDAQNSqVQsLFy7MFMvcuXNRrVo1BAUFoWXLlti+fbvPfn9iISIiIiIiIiIi/xRpUmrHjh04c+aM/bV+/XoAQO/evQEA48ePx3//+18sX74cmzZtwunTp9GzZ0/7eMuy0LVrV+i6jq1bt+LDDz/EwoULMW3aNHtMfHw8unbtig4dOmDPnj0YN24cHnroIaxdu9Yes3TpUkyYMAHTp0/H7t27cdtttyEuLg5//vmnPSa3WIiIiIiIiIiIyH+KlFIWdRBe48aNw8qVK3H06FEkJSUhMjISS5YswX333QcAOHz4MOrXr49t27bhjjvuwOrVq9GtWzecPn0a5cuXBwC88847mDx5Ms6fP4+AgABMnjwZq1atwi+//GJfp1+/frh8+TLWrFkDAGjZsiVuv/12vP322wA8XfKio6PxyCOPYMqUKUhMTMw1Fn8kJSUhPDwciYmJXL5HRERERMUCP6MSEVFRKTY9X3Vdx3/+8x8MHToUiqJg165dMAwDsbGx9ph69eqhSpUq2LZtGwBg27ZtaNSokZ2QAoC4uDgkJSXhwIED9piM5/CO8Z5D13Xs2rXLZ4zD4UBsbKw9xp9YsqJpGpKSkny+iIiIiIiIiIioGCWlVqxYgcuXL2Pw4MEAgLNnzyIgIAARERE+48qXL4+zZ8/aYzImpLz7vftyGpOUlIT09HRcuHABlmVlOSbjOXKLJSsvvfQSwsPD7a/o6OjcbwQRERERERER0f+AYpOU+uCDD9ClSxdUrFixqEPJN1OnTkViYqL9derUqaIOiYiIiIiIiIioWHAWdQAAcPLkSXzzzTf4/PPP7W0VKlSAruu4fPmyzwylc+fOoUKFCvaYq7vkeTviZRxzdZe8c+fOISwsDMHBwVBVFaqqZjkm4zlyiyUrgYGBCAwM9PMuEBERERERERH97ygWM6UWLFiAcuXKoWvXrva2Zs2aweVyYcOGDfa2I0eOICEhAa1atQIAtGrVCvv37/fpkrd+/XqEhYWhQYMG9piM5/CO8Z4jICAAzZo18xkjhMCGDRvsMf7EQkRERERERERE/ivymVJCCCxYsACDBg2C0/l3OOHh4Rg2bBgmTJiA0qVLIywsDI888ghatWpld7vr3LkzGjRogAcffBCvvvoqzp49i6effhpjxoyxZyiNHDkSb7/9Np544gkMHToU3377LZYtW4ZVq1bZ15owYQIGDRqE5s2bo0WLFpg1axZSU1MxZMgQv2MhIiIiIiIiIiL/FXlS6ptvvkFCQgKGDh2aad8///lPOBwO9OrVC5qmIS4uDvPmzbP3q6qKlStXYtSoUWjVqhVCQ0MxaNAgPPfcc/aY6tWrY9WqVRg/fjxmz56NypUr4/3330dcXJw9pm/fvjh//jymTZuGs2fPonHjxlizZo1P8fPcYiEiIiIiIiIiIv8pUkpZ1EH8r0hKSkJ4eDgSExMRFhZW1OEQEREREfEzKhERFZliUVOKiIiIiIiIiIj+tzApRUREREREREREhY5JKSIiIiIiIiIiKnRMShERERERERERUaFjUoqIiIiIiIiIiAodk1JERERERERERFTomJQiIiIiIiIiIqJCx6QUEREREREREREVOialiIiIiIiIiIio0DEpRURERFRMmefPwzh7tqjDICIiIioQTEoRERERFVPmX3/BvHSpqMMgIiIiKhDOog6AiIiIiLImkpMhpYSUEoqiFHU4RERERPmKSSkiIiKiYkjqOoSmeR4YBhAQULQBEREREeUzLt8jIiIiKoaErkPqBqRhQOhGUYdDRERElO+YlCIiIiIqhqSmeWZIGSakoRd1OERERET5jkkpIiIiomJIut2QCgBISJ1JKSIiIrr5MClFREREVAxZ6emA4vmoxqQUERER3YyYlCIiIiIqhkRKCpSAAEB1QqSlFXU4RERERPmO3feIiIiIihlpmhDp6VBcLkgAIjW1qEMiIiIiynecKUVERERUzAi3BqnrUAICoLhcEJoGaZpFHRYRERFRvmJSioiIiKiYkbqn857icnlmSxkm60oRERHRTYdJKSIiIqJiRmoaJABFUaA4nYBpMClFRERENx0mpYiIiIiKGZGh856iqpBCQDApRURERDcZJqWIiIiIihkrORmKy+WzTepGEUVDREREVDCYlCIiIiIqRqRlQV7pvGdTHBDu9KILioiIiKgAMClFREREVIxITYPQDSgBAfY2xeWCSE0twqiIiIiI8h+TUkRERETFiNA0QNd9ZkopLhdkuhtSiCKMjIiIiCh/MSlFREREVIxITQMgoTj+/pimOJ2Q7MBHRERENxkmpYiIiIiKEeF2Q161TXG5IA0mpYiIiOjmwqQUERERUTEiUlKguAJ8tnlmSllMShEREdFNhUkpIiIiomJCCgGRkupT5NxnP5NSREREdBNhUoqIiIiomJCaBmH4Fjm3KYqnCDoRERHRTYJJKSIiIqJiQmoaYBhZJqUUlwsiNa0IoiIiIiIqGExKERERERUTQtMgLQuKqmbapzidEOlpkPLqMuhERERENyYmpYiIiIiKCalpUBQly32KywWp65CGUchRERERERUMJqWIiIiIigkrJQVwZlFPCleSUobJYudERER002BSioiIiKgYkFJCpKZmXeQcAJxOwDSYlCIiIqKbBpNSRERERMWA1DTP8r2AgCz3e5f1MSlFRERENwsmpYiIiIiKAalpkLqRbVIKAKRkUoqIiIhuHkxKERERERUDQtMgRdad97wUpxMiNbUQoyIiIiIqOExKERERERUDUtNyHaO4XLBS0wohGiIiIqKCx6QUERERUTEgUlKgqM6cB7lckIYOaRiFExQRERFRAWJSioiIiKiISSlhpabmWE8K8CzfkwY78BEREdHNgUkpIiIioiImDcPTec/lynGc4nIBhgHBpBQRERHdBJiUIiIiIipi0u2G1PXcZ0o5HJBSQupcvkdEREQ3PialiIiIiIqY1DRI04LizKWmlHe8wZlSREREdONjUoqIiIioiAlNBxQ/BztUiDR24CMiIqIbH5NSREREREVMpKYCDtWvsYrLxaQUERER3RSYlCIiIiIqYlZyMhy51JPyUpxOTw0qyyrgqIiIiIgKFpNSREREREVI6jqknnvnPS/F5YIwDEh24CMiIqIbHJNSREREREVI6DqkbuTaec9LcbkAw2RSioiIiG54TEoRERERFSHpdkMaBuBn5z1FVSEti0kpIiIiuuExKUVERERUhKSmAQqgKP623wOggEkpIiIiuuExKUVERERUhKz0dEDJ40cyxQGhaQUTEBEREVEhYVKKiIiIqAiJ5GS/60l5KU4nRGpqAUVEREREVDiYlCIiIiIqItIwINzuvCelXC6ItDRIKQsoMiIiIqKCx6QUERERURERmg6p656OenmguFyQ7MBHREREN7giT0r98ccfeOCBB1CmTBkEBwejUaNG2Llzp71fSolp06YhKioKwcHBiI2NxdGjR33OcenSJQwYMABhYWGIiIjAsGHDkJKS4jNm3759iImJQVBQEKKjo/Hqq69mimX58uWoV68egoKC0KhRI3z99dc++/2JhYiIiMhfUtcAw8h7UsrphDQNJqWIiIjohlakSam//voLbdq0gcvlwurVq3Hw4EG88cYbKFWqlD3m1VdfxZw5c/DOO+/gp59+QmhoKOLi4uB2u+0xAwYMwIEDB7B+/XqsXLkS33//PUaMGGHvT0pKQufOnVG1alXs2rULr732GmbMmIF//etf9pitW7eif//+GDZsGH7++Wf06NEDPXr0wC+//JKnWIiIiIj8JTUNEnnsvAfPTClwphQRERHd4BRZhMUIpkyZgi1btmDz5s1Z7pdSomLFinj88ccxceJEAEBiYiLKly+PhQsXol+/fjh06BAaNGiAHTt2oHnz5gCANWvW4J577sHvv/+OihUrYv78+Xjqqadw9uxZBFyp2TBlyhSsWLEChw8fBgD07dsXqampWLlypX39O+64A40bN8Y777zjVyy5SUpKQnh4OBITExEWFnbtN46IiIhuCtrx49DiT8BVvnyejzXOnkFww4ZwRUUVQGT0v4SfUYmIqKgU6Uypr776Cs2bN0fv3r1Rrlw5NGnSBO+99569Pz4+HmfPnkVsbKy9LTw8HC1btsS2bdsAANu2bUNERISdkAKA2NhYOBwO/PTTT/aYtm3b2gkpAIiLi8ORI0fw119/2WMyXsc7xnsdf2K5mqZpSEpK8vkiIiIi8rKSk/O8dC8joWn5GA0RERFR4SrSpNTx48cxf/581K5dG2vXrsWoUaPw6KOP4sMPPwQAnD17FgBQ/qq/HpYvX97ed/bsWZQrV85nv9PpROnSpX3GZHWOjNfIbkzG/bnFcrWXXnoJ4eHh9ld0dHRut4SIiIj+R0jLgkxPv+aklOL0dOAjIiIiulEVaVJKCIGmTZvixRdfRJMmTTBixAgMHz4c77zzTlGGlW+mTp2KxMRE++vUqVNFHRIREREVE9LthtANKBlmcueF4vIkpYqwEgMRERHRdSnSpFRUVBQaNGjgs61+/fpISEgAAFSoUAEAcO7cOZ8x586ds/dVqFABf/75p89+0zRx6dIlnzFZnSPjNbIbk3F/brFcLTAwEGFhYT5fRERERAAgdB3Q9euYKeX0FDo3jHyOjIiIiKhwFGlSqk2bNjhy5IjPtl9//RVVq1YFAFSvXh0VKlTAhg0b7P1JSUn46aef0KpVKwBAq1atcPnyZezatcse8+2330IIgZYtW9pjvv/+exgZPrStX78edevWtTv9tWrVyuc63jHe6/gTCxEREZG/pKYBkFAc1/hxzOWCNAwInUkpIiIiujEVaVJq/Pjx+PHHH/Hiiy/it99+w5IlS/Cvf/0LY8aMAeBpjzxu3DjMnDkTX331Ffbv34+BAweiYsWK6NGjBwDPzKq7774bw4cPx/bt27FlyxaMHTsW/fr1Q8WKFQEA999/PwICAjBs2DAcOHAAS5cuxezZszFhwgQ7lsceewxr1qzBG2+8gcOHD2PGjBnYuXMnxo4d63csRERERP4SbjeuZ+Gd4nIBhglp6PkWExEREVFhchblxW+//XZ88cUXmDp1Kp577jlUr14ds2bNwoABA+wxTzzxBFJTUzFixAhcvnwZd955J9asWYOgoCB7zOLFizF27Fh07NgRDocDvXr1wpw5c+z94eHhWLduHcaMGYNmzZqhbNmymDZtGkaMGGGPad26NZYsWYKnn34aTz75JGrXro0VK1bglltuyVMsRERERP4QyclQXNdWTwrw/MEMkJ4lfEREREQ3IEWyOmahSUpKQnh4OBITE1lfioiI6H+YFAJp23dASgm1ZMlrPo959gwC69ZFADv80nXgZ1QiIioqRbp8j4iIiOh/kdQ0COPai5zbVCdEWlr+BEVERERUyJiUIiIiIipkUtMAw7j+pJTTCZGamj9BERERERUyJqWIiIiICpnQNEAIKKp6XedRXC4ITYM0zXyKjIiIiKjwMClFREREVMikpuXLeRSXC9IwWeyciIiIbkhMShEREREVMislBXBe59I9AIrTCZgGk1JERER0Q2JSioiIiKgQSSkhUlOhBARc97kUVYUUAoJJKSIiIroBMSlFREREVIikpkFq2vUXOc94Tt3It3MRERERFRYmpYiIiIgKkdQ0SN3Il5lSAADFAeFOz59zERERERUiJqWIiIiICpHQNEhhXXfnPS/F5YJITc2XcxEREREVJialiIiIiAqR1DQoUPLtfIrLBZnuhhQi385JREREVBiYlCIiIiIqRCIlBcinWVKApwOfZAc+IiIiugExKUVERERUSKSUsPKp856X4nJBGkxKERER0Y2HSSkiIiKiQiINI98773lmSllMShEREdENh0kpIiIiokIi3W5IXc/XmVL2uZmUIiIiohsMk1JEREREhURqGqRpQXE68/fEigLh1vL3nEREREQFjEkpIiIiokIiNB352HjPprhcEGlp+X9iIiIiogLEpBQRERFRIRGpqYAj/zrveSlOJ0R6GqSU+X5uIiIiooLCpBQRERFRIbGSk+EogHpSissFqeuQhpHv5yYiIiIqKExKERERERUCqeuQet477/kz+0lxuSANk8XOiYiI6IbCpBQRERFRIRC6Dqkbeeq8l5JsITnRyn2g0wmYBpNSREREdEPJ59YvRERERJQV6XZDGkaeZkq53QLSj5yUoniqpzMpRURERDcSJqWIiIiICoHUtDx13pNSQtcEAEAICYcj54OlZFKKiIiIbixMShEREREVAis9HVD8r5xgmYCwAEjAsgBHLocqTqenux8RERHRDYI1pYiIiIgKgUhOzlM9KdOUsCwJS0hYpn/Fzq3UtOsJkYiIiKhQMSlFREREVMCkYUC43XlOSnkOBiwr96QUXC5IQ4c0jGuMkoiIiKhwMSlFREREVMCEpkPqep6KnBu6p56UBGAYItfxitMJabADHxEREd04mJQiIiIiKmBS14A8dt7TNQlVVaCqCgw/8kyKywUYBgSTUkRERHSDYFKKiIiIqIBJtxtSAoriX/s9y5IwLQlVBVTVM1NKiJyX8CkOB6SUkDqX7xEREdGNgUkpIiIiogIm3O7c2+dl4ClyDqiqAoeqQJieDnz+kP5MqyIiIiIqBpiUIiIiIipgVnJynpbuWaaEEBIOVYGqwu8OfHCoEGnswEdEREQ3BialiIiIiAqQtCzI9PQ8JaVMU8K70E9RFEg/O/ApLheTUkRERHTDYFKKiIiIqABJtxtC16EEBPh9jK7JTKv9TH878LndkP6u9SMiIiIqQkxKERERERUgoeuA7n/nPSkldF1AVf8uiq6qCvypX664XBCGAckOfERERHQDYFKKiIiIqABJTQMgofhZ6Nw0AWECDp+kFGDoAlLm0oHP5QIMk0kpIiIiuiEwKUVERERUgER6OvwoUW7zdN6TUNW/tzlUBcICLDPnYxVV9dSwYlKKiIiIbgBMShEREREVIJGSAsXlfz0py5SQ8BQ491IdnkLnpj8d+BQwKUVEREQ3BCaliIiIiAqIFAIiNS1vRc51gQz5KACA4lAg4V8HPigOCE3LW6BERERERYBJKSIiIqICIjUNwtD9LnIOAIYmoDqVzDuk/x34RGpqXsIkIiIiKhJMShEREREVEOF2A7r/SSnPEj34dN7zylMHvrQ0SJF7AouIiIioKDEpRURERFRApK4DUkLJWLU8B6YhYVlAVsMdeejAJw0T0vAjg0VERERUhJiUIiIiIiogwu3O03jLlJBCwuHIeqaUXx34nE5I02CxcyIiIir2mJQiIiIiKiAiNRVw5qGelCmALMpJAZ4OfELkXuxccbkAw2RSioiIiIo9JqWIiIiICoCUEiI5OW+d9zRkOUsK8HTgE0LCNHPvwCcVMClFRERExR6TUkREREQFQGoapGH4XeRcCAnDEFnWk/JSFMA0/StgLjTNr3FERERERYVJKSIiIqICIDUNUjf8nillmRJWNp33vBwOwJ/65YrT04GPiIiIqDhjUoqIiIioAAi3BmmZ/nfeMz31ohw5DHeoCnTNvw58Ii0t13FERERERYlJKSIiIqICIHUNipL9rKerWaaEAuR4jOq40oHPyvlcitPpqSnlz7QqIiIioiLCpBQRERFRARApKYDq9Hu8rgsouXwyc6hXOvDlVuzc5YI0DAidSSkiIiIqvpiUIiIiIspnUkpYqal+15OSUkLXRaZ6UqYQMKy/C5s7HAqkkLkmpRSXCzBMSIMd+IiIiKj4YlKKiIiIKJ9JXYd0a/4XObeQZZHzSyk6LqZc1UVPAUwrl6SUogCQniV8RERERMUUk1JERERE+UxqGqShe2Ys+cEyJSwLVxU5l0jVTaQZvgWkHA5A1/0rYM6kFBERERVnTEoRERER5TOpaZCmBcXpX00p05QQUsLh+HumlGFJaKZn+Z4pfJfwGXruHfigOiHS0q4pfiIiIqLCwKQUERERUT4Tmg7433gPpiGAq3JMmml5ElKWhJ6hhpSqKrDM3DvwwemESE31PwgiIiKiQsakFBEREVE+E6kpUPLUeS9zPSndlJASsKSEmSED5W8HPsXlgtA0SNPMW/BEREREhYRJKSIiIqJ8ZiWn+F1PSggJQxe4OoeVqptwOhyA9Czl83I4FAg/O/BJw2RdKSIiIiq2mJQiIiIiykdS1yF1Lc9FzjPOlBJCIN2w4HIqcDocSNV91+op/nTgczoB02BSioiIiIotJqWIiIiI8pHQdUjdgBIQ4Nd405QQloQjw6cytylhmgIu1QGnqkA3LZ/C5ooCGLl04FNUFVIICCaliIiIqJgq0qTUjBkzoCiKz1e9evXs/W63G2PGjEGZMmVQokQJ9OrVC+fOnfM5R0JCArp27YqQkBCUK1cOkyZNgnlV7YSNGzeiadOmCAwMRK1atbBw4cJMscydOxfVqlVDUFAQWrZsie3bt/vs9ycWIiIiIul2QxqG3zOlTBOQCqAoGTrvmRZMIaEqCpwOBYYlYWTowKeqCnR/OvABkLqR9ydBREREVAiKfKZUw4YNcebMGfvrhx9+sPeNHz8e//3vf7F8+XJs2rQJp0+fRs+ePe39lmWha9eu0HUdW7duxYcffoiFCxdi2rRp9pj4+Hh07doVHTp0wJ49ezBu3Dg89NBDWLt2rT1m6dKlmDBhAqZPn47du3fjtttuQ1xcHP7880+/YyEiIiICAKlpeeq8Z2gCjqvGu00LDkVBupkKTabCFMKnrpSqKhCWHx34FAeEO93/YIiIiIgKkSL9+RNbAZkxYwZWrFiBPXv2ZNqXmJiIyMhILFmyBPfddx8A4PDhw6hfvz62bduGO+64A6tXr0a3bt1w+vRplC9fHgDwzjvvYPLkyTh//jwCAgIwefJkrFq1Cr/88ot97n79+uHy5ctYs2YNAKBly5a4/fbb8fbbbwPw1HGIjo7GI488gilTpvgViz+SkpIQHh6OxMREhIWFXfN9IyIiouLL/dtv0E8mwHXls0lOpJQ4e1qHsIDAIO/fCiWOn0+BYUmkiUuQ0oITZVClVAgiQjxLAoWQcKdLlI9yZTguM/PSJajhYQi57bb8eGp0k+JnVCIiKipFPlPq6NGjqFixImrUqIEBAwYgISEBALBr1y4YhoHY2Fh7bL169VClShVs27YNALBt2zY0atTITkgBQFxcHJKSknDgwAF7TMZzeMd4z6HrOnbt2uUzxuFwIDY21h7jTyxZ0TQNSUlJPl9ERER0cxPJyX7Xk7IswDJ9i5zrloBuSjgdCnQrDbpwA1JCM/+eFuVwKBBSwsqt2LnLBZnuhsyw9I+IiIiouCjSpFTLli2xcOFCrFmzBvPnz0d8fDxiYmKQnJyMs2fPIiAgABERET7HlC9fHmfPngUAnD171ich5d3v3ZfTmKSkJKSnp+PChQuwLCvLMRnPkVssWXnppZcQHh5uf0VHR/t3Y4iIiOiGJA0Dwu32v8i5ISEEoKp/b9NMAV0IKA4LljRhSQuKQyDtqg58kLkv31OcTkh24CMiIqJiylmUF+/SpYv9/7feeitatmyJqlWrYtmyZQgODi7CyPLH1KlTMWHCBPtxUlISE1NEREQ3MaHpkLoOR0n/lkBZloQUEkqG1nu64Zn9ZAoDpvBknRSYMCwXLCGgXhnrcAC6JgComc7rpbhcECnJnqRUUNA1PisiIiKiglHky/cyioiIQJ06dfDbb7+hQoUK0HUdly9f9hlz7tw5VKhQAQBQoUKFTB3wvI9zGxMWFobg4GCULVsWqqpmOSbjOXKLJSuBgYEICwvz+SIiIqKbl9Q1IA+d9wxDZCqKnqqbcCkOmNIAIAAISMWEaUnoVxU7142cO/B5ZkpZnClFRERExVKxSkqlpKTg2LFjiIqKQrNmzeByubBhwwZ7/5EjR5CQkIBWrVoBAFq1aoX9+/f7dMlbv349wsLC0KBBA3tMxnN4x3jPERAQgGbNmvmMEUJgw4YN9hh/YiEiIiKSbjekBBTFv/Z7uiZ96klZQsBtmHA5FWiWG4qiejroSQOmlDAyrNdTVQXC9KMDH8CkFBERERVLRbp8b+LEibj33ntRtWpVnD59GtOnT4eqqujfvz/Cw8MxbNgwTJgwAaVLl0ZYWBgeeeQRtGrVyu5217lzZzRo0AAPPvggXn31VZw9exZPP/00xowZg8DAQADAyJEj8fbbb+OJJ57A0KFD8e2332LZsmVYtWqVHceECRMwaNAgNG/eHC1atMCsWbOQmpqKIUOGAIBfsRAREREJt9uzrs6fsZaEachM9aQMSyI00AFdc0NVnAAkNEtDkCKRodY5HCqg654lgE5nDkkwRYFwa9f2hIiIiIgKUJEmpX7//Xf0798fFy9eRGRkJO688078+OOPiIyMBAD885//hMPhQK9evaBpGuLi4jBv3jz7eFVVsXLlSowaNQqtWrVCaGgoBg0ahOeee84eU716daxatQrjx4/H7NmzUblyZbz//vuIi4uzx/Tt2xfnz5/HtGnTcPbsWTRu3Bhr1qzxKX6eWyxEREREVnKy30v3TMuTZAoMzNB5zxSwhISQJkxpwuUIhJQWTKkDDoF03QRCPUXUHQ4FQghYpgQCs7+O4nJBpKVd1/MiIiIiKgiKzKkQAeWrpKQkhIeHIzExkfWliIiIbjLSNJG2cyckFKglSuQ6Pi3VwvmzBkJL/j1V6vTlNPyVZsDl1HE2/RRCnWGQEEg30xDuqogQZzBqRpawlwemJFsoE+lCybDsi51biYlQAlwIad7c72WF9L+Fn1GJiKioFKuaUkREREQ3KqlpELru90wpywIy/mVQSok03YJLdcCUul2byqGokFJAgQXTkjDE30c5HIChixyvo7hckLoOaRjX8rSIiIiICgyTUkRERET5QOg6oPvfeU/XhE/5Kd0SMEwJl6rAbbnhUHxnP0mYMIWEaf2dhFJVBbqeSwc+lwvSMFnsnIiIiIodJqWIiIiI8oHUNAASih+FzqWU0HXh03lPMy0YUkBVJHTLDafj79KfqkOFITUISOjm30kph6rAMgGR02QppxMwDSaliIiIqNhhUoqIiIgoH4j0dEg/azZZpudLzdA1TzM8mSVTWjCleaXznodDccIQGgDhk5RSVc8yQNPMYabUlZiYlCIiIqLihkkpIiIionwgUlKgOP3svGdKWJaEmmGFXqpuwqU4YAodQlpQMyzfUxUnTGkCsJBuWPZ2h0OBFNLTgS8HUjIpRURERMUPk1JERERE10kKAZGaBiUgwK/xpikB+fcsJsMS0EyBAKcCQxo++wBAVVQIYQGKgGYJWBnW60nFM1sqJ4rTCZGamvcnRkRERFSAmJQiIiIiuk5S0yAM/zvvmaYAMqz0M+wi5yo00w2Hw7fI+d8JKhOmKWBYGTrwKf514LNS0/yKjYiIiKiwMClFREREdJ2E2w3o/ielNLf0KXLuNgWElAAsaMLtU0/KpjhgwYApJAzLt9h5bkkpuFyQhg5pGH7FR0RERFQYmJQiIiIiuk5S1wEpoahqrmMtS8I0fetJpWsmnA4FhjRhSRPOLJJSTkWFbqUDEj4zpVRVgWl6zpsdxemENNiBj4iIiIoXJqWIiIiIrpNwuyFzrjVus0wJy4I9U0pIiTTDglO9UuRcWFAdmZNSquKEJU1AseA2zL+3OwBLIMdi54rLBRgGBJNSREREVIwwKUVERER0nURKSh7qSUkIS8JxJSmlmwKGKRDgdMCwDCBDgfOMVIcTprQAxUS6bgHwJKEcqgJpyZxnSjkckFJC6ly+R0RERMUHk1JERERE10EK4UlK5aHzXsa8k25aMKWEqihX6kll/fHMoTgAKQDFgiGkzxI+qQCmmeVhvrEanClFRERExQeTUkRERETXQeqeAuL+zpTSdQlHhk9gbsOCQwGEtKBZWtZFzn2YsK4udq4AhpFLsXOHCpHGDnxERERUfDApRURERHQdpKZB6oZfM6WklNA1YS/dAyRSdAsuxQFTGrBg5JiUUh0qdKlBSAnDvKoDn5ZzUkpxuZiUIiIiomKFSSkiIiKi6yDcGqRl+tV5zzQBYf5d5Fy3JHRTwKU6YAoDUogsi5x7qYoThtAhpYCeYaaU6gBMy48OfG43pGXl4dkRERERFRwmpYiIiIiug9Q1KNkUJ7+aZUpYQsKbv9JNC4Yl4HQ6oFu513tyeDvwwUR6huV6qqrAyi0p5XJBGAYkO/ARERFRMcGkFBEREdF1ECkpgJpbHSgP05SQUtpJLN2UkBJQAE+R8xxmSQGAqqgQ0gIcFjTTghCexJTdgc/MOSkFw2RSioiIiIoNJqWIiIiIrpGUElZqqt+d9wxd+MyqStFMOB0OCGlB96PIuaIogAQAC4YpYIgMHfgAWDl04FNUFdKymJQiIiKiYoNJKSIiIqJrJHUd0q35nZTSNWnXk7KEgNu0EOBUYAgDljThVHKvSwXFAQsaTCl96ko5HICeWwc+BUxKERERUbHBpBQRERHRNZKaBmnonqVxubAsCdOUUJ2epJRmejroOVVP5z0pLThyWb4HAE7FCd3SAAkYGWpIORwKDC375XsAAMUBoWm5XoOIiIioMDApRURERHSNpKZBmhYUZ+7JJNOUsCz4FDkXUkJVFE+Syc+PZaqiwpIWJCxoxt/r9VQVMC2Zawc+kZrq13WIiIiIChqTUkRERETXSGiap0q5HyxDQkgJh8M7U8qCcuVgTaTD6fBj6R4A1eGEKU1A8Xbg8yShHP524EtLgxS5LPMjIiIiKgRMShERERFdI5GaCsXPznuGKTLkryRS3CZcqgJLmjAsI9ci514OxQFICUUxYVgC5pVi5w4HrnTgy/5YxeWCNExIw/DrWkREREQFiUkpIiIiomtkJaf4VU8KAHQd9iwp3RLQLQmX6oB5pci56kc9qb8pEDBhWhK66UlKebv6WWbOy/ekabDYORERERULTEoRERERXQOp65C65ldSSggJQxd2PSnNEDAsT5Fzw1vk3J/Oe1eoDhWGdMOSEqZl/b1DAYwcOvApLhdgmExKERERUbHApBQRERHRNRCaBqnrUAICch1rmZ5ldap6pYaUYUFRPOWoDEtHXj+SqYoThmVCCgHd/DsJpaoK9Fw68EkFTEoRERFRscCkFBEREdE1kJoGaZh+zZQyLUBYEt5a5mm6gFPxfAzTrHQ487R0z9OBT8AEFANpRsaklKfQucih2DlwpUA7ERERURFjUoqIiIjoGsg8dt6T8NR9MoWA2zThciowpQlD6H4XOfdSHU4IYQGKgG5aEPLvDnxmbh34nJ4OfERERERFjUkpIiIiomtgpaUBin8fpXRDwHFlqG4KGJZEgKrCEgZMaeWxyHkGigXDkjCFZ7aUw+GZkWXm0oFPpKVBypxnUxEREREVNCaliIiIiK6BSE72q56UlBKGJuDw1pMyBSwpoSiAIXVACjj8TG5lpCgOWNBgZqgrZXfgy3GmlNNTU8ow8nxNIiIiovzEpBQRERFRHknDgNA0/4qcW4BpAs4rSal03YR6JXlkmDqg+LkG8CqeYucahPTMvPJSFMDQs+/AB5fLE7/OpBQREREVLSaliIiIiPJIaLqn854fRc4tU8KyAIfqmTWVpltwqQ5IAG7LDWce60l5ORUnLGlCSk9dKS9VVaAbOcyUcrkAw4Q02IGPiIiIihaTUkRERER5JDU3oBv+dd4zJaSQcDgU6JZnqZ1LVWBJE6bMe5FzL4dDhSksKIqFND1jUspTWF2IrBNTniV+0rOEj4iIiKgIMSlFRERElEdS0+xuerkxDQFvekgzLJhSwulwwBQGTGlec5FzTx0qCThMGJaA5S12riqwLM8MrRyfA5NSREREVMSYlCIiIiLKI+F2w26nlwtd9yypAzxFzr0MqV1zkfO/KRAwYFoS+pW6Ug6Hp9B5hhV9malOiLS067guERER0fVjUoqIiIgoj6zkZL+W7gkhYRgCqup5nKKbCLiSzPIUOVevKw6nQ4UpNJhCwrA8WSi7A19OM6WcTojU1Ou6NhEREdH1YlKKiIiIKA+kaUKkpfnXec+UsExAdSowLAHd8NST8hQ5T4fzOpNSquKEIQwIacEw/96uKIBpZt+BT3G5IDQN0jSzHUNERERU0K6tiAERERHR/yipaZCGAUdoiVzHmqZntpTDocBtCOiWQLArAJY0YEkDTiX3xFZOHIoKXeqQMJFumAA851NVBZqWcwc+kZrq6SDo5MdByp2UEqZpwrJyWhdKREQEqKoKp9PpV+1NfgohIiIiygOh657Oe6VyTyiZpoSUniV12pWC54oCGKYBU1gIcF3nTCmHE8K0oLgsuA0LUkooigJHhg58DkfmD4SK0wmYhqfYeUjIdcVANz9d13HmzBmksQ4ZERH5KSQkBFFRUQjIZWY5k1JEREREeSA1DYD0669/hi7seuhpugnnlWNMqQO43iLnHgoUQLFgWhKGkAhQFagOBbouYZkSjoAsklKqCikEhK7j+tJidLMTQiA+Ph6qqqJixYoICAjw67VPRET/m6SU0HUd58+fR3x8PGrXrg1HDs1hmJQiIiIiygORng7pxy/lUkpouoCqKhBCIN2w4HJ6PpRp1vUXOfdSFBWW1GFKCdMSCFAdcKiAuNKBL9ty7FJC6ka+xEA3L13XIYRAdHQ0QjirjoiI/BAcHAyXy4WTJ09C13UEBQVlO5aFzomIiIjyQKSkQHHm3nnPsgDLuFLfyZIwTAGX6oCEhG6lwankz98GVUWFIdwQQkC/UtxcURRAyaUDn0OFcKfnSwx088vpr9xERERX8/ffDf7rQkREROQnKQREqv+d94QAVBXQDQuWlFAVBaY0YEkz35JSTsUJIS1YMKCbvkWoc+3Al5qaLzEQERERXQsmpYiIiIj8JDUNwtD9SkqZpoSQEopDgWZa8K74My1PkXPVkT9JKYdDhSksQBFIM/5OSqmqAkPL/jjF5YJMd0OK7BNXREQ3qxMnTkBRFOzZs6fAr7Vw4UJERET4bPvXv/6F6OhoOBwOzJo1q8BjICqumJQiIiIi8pNwuwFdh+LKffmeYQh48lASKboF15Vp7KY0AIh8KxbtKZYuAMWCbklYV5JMDocnBiGyXsKnOJ2Q3g58RERUYPr27Ytff/3VfpyUlISxY8di8uTJ+OOPPzBixAicOXMG999/P+rUqQOHw4Fx48YVXcBEhYhJKSIiIiI/SV0HpITiR50EQ/PMVtItCd0QdlJKs9xQ8qnIuU1xAIoB0xQwLE8SSlUVT12rbOpKKQEBkAaTUkREBS04OBjlypWzHyckJMAwDHTt2hVRUVEICQmBpmmIjIzE008/jdtuu60IoyUqXExKEREREflJuN2QOdQOt8dZEoYh4FABzbRgCAGn01vk3A01n+pJeTkVJwxLgykkDOvKTKkrHfgsK+tjFFWFNC0mpYjopiaEwKuvvopatWohMDAQVapUwQsvvJBpnGVZGDZsGKpXr47g4GDUrVsXs2fP9hmzceNGtGjRAqGhoYiIiECbNm1w8uRJAMDevXvRoUMHlCxZEmFhYWjWrBl27twJwHf53sKFC9GoUSMAQI0aNaAoCk6cOIFq1aph9uzZGDhwIMLDwwvwjhAVL3n6RCSEwKZNm7B582acPHkSaWlpiIyMRJMmTRAbG4vo6OiCipOIiIioyInkFP/qSVkSpgUEBiow3BJSAgoAQxgwpQmXIzBf41IVFaY0IGDZM6W8HfjMnDrwAUxKEdFNberUqXjvvffwz3/+E3feeSfOnDmDw4cPZxonhEDlypWxfPlylClTBlu3bsWIESMQFRWFPn36wDRN9OjRA8OHD8fHH38MXdexfft2eyn2gAED0KRJE8yfPx+qqmLPnj1wZbHUu2/fvoiOjkZsbCy2b9+O6OhoREZGFvh9ICqu/EpKpaen44033sD8+fNx6dIlNG7cGBUrVkRwcDB+++03rFixAsOHD0fnzp0xbdo03HHHHQUdNxEREVGh8nTeS/GrnpRlSkhLQlUdSNFMOL31pISn816QEpKvsamKCl3okIoJt2EC+Dtx5unAl81yQUWBcOdQDZ2I6AaWnJyM2bNn4+2338agQYMAADVr1sSdd96JEydO+Ix1uVx49tln7cfVq1fHtm3bsGzZMvTp0wdJSUlITExEt27dULNmTQBA/fr17fEJCQmYNGkS6tWrBwCoXbt2ljEFBwejTJkyAIDIyEhUqFAh354v0Y3Ir6RUnTp10KpVK7z33nvo1KlTlhnfkydPYsmSJejXrx+eeuopDB8+PN+DJSIiIioqUtchDQNKYFCuY00TkAAsIeA2LQQ4PX9JN6XumTWVT0XOvRwOJ6RpAQ4LaboFz9UVvzrwibS0fI2FiKi4OHToEDRNQ8eOHf0aP3fuXPz73/9GQkIC0tPToes6GjduDAAoXbo0Bg8ejLi4OHTq1AmxsbHo06cPoqKiAAATJkzAQw89hEWLFiE2Nha9e/e2k1dElD2/akqtW7cOy5Ytwz333JNlQgoAqlatiqlTp+Lo0aO466678jVIIiIioqImNQ1SN/xavqdrAg4HoJkShingUj0fudyWG478LnLupTgAaV6pK+VZsudwAIaZcwc+kZ4G6U+hLCKiG0xwcLDfYz/55BNMnDgRw4YNw7p167Bnzx4MGTIEeoYlzgsWLMC2bdvQunVrLF26FHXq1MGPP/4IAJgxYwYOHDiArl274ttvv0WDBg3wxRdf5PtzIrrZ+JWUyjgtMTcul4sZYSIiIrrpCLcGKSwoas5JJSkldF14Ou+ZFiwp4VAUSAjolhtOR/4WOfdyKA5Y0GD5FDtXYJnIvti5y2XPACMiutnUrl0bwcHB2LBhQ65jt2zZgtatW2P06NFo0qQJatWqhWPHjmUa16RJE0ydOhVbt27FLbfcgiVLltj76tSpg/Hjx2PdunXo2bMnFixYkK/Ph+hmdN3d9y5evIjvvvsO586dy494iIiIiIolqWvwZ9GdZXq+VFVBumHCcWWpnilMmNLM9857XqrihCl1WMKCYXqSUqoKCCFhZVPsXHG5IA2Txc6J6KYUFBSEyZMn44knnsBHH32EY8eO4ccff8QHH3yQaWzt2rWxc+dOrF27Fr/++iueeeYZ7Nixw94fHx+PqVOnYtu2bTh58iTWrVuHo0ePon79+khPT8fYsWOxceNGnDx5Elu2bMGOHTvyNLkDAPbs2YM9e/YgJSUF58+fx549e3Dw4MHrvg9ExVmePhW9++67AICHH34YgOeHpkOHDkhMTERwcDA+//xzxMXF5X+UREREREVMpKQAau4fnUxTwrIkAgKBVM1CgOotcq5DSAtqAS3fUxUnDKHBggn9ykwpRVEACVhWNsvznE7ANJiUIqKb1jPPPAOn04lp06bh9OnTiIqKwsiRIzONe/jhh/Hzzz+jb9++UBQF/fv3x+jRo7F69WoAQEhICA4fPowPP/wQFy9eRFRUFMaMGYOHH34Ypmni4sWLGDhwIM6dO4eyZcuiZ8+ePoXT/dGkSRP7/3ft2oUlS5agatWqmYqyE91MFJmHIgLNmzfH1KlT0atXLwBA9+7dERERgblz5+LVV1/F119/jZ07dxZYsDe6pKQkhIeHIzExEWFhYUUdDhEREflJSom0XbsgNR1qeHiOY1NTLFw4Z8AVDBz7MxWBLgdcqgNJxl+4mH4OJQJyPv56Ykw1klFSLY8yoRGoUjrEjie8lIqIUlnXBTXOnEZwo0ZwsQPU/6ycPqO63W7Ex8ejevXqCArKvcg/ERER4P+/H34t3/v++++xadMmHD9+HImJifbj7777Dq1atcLu3bvRrFkzHDp0CN9//z2+//77fHsiREREREVN6jqkW/OryLlhCEAB3KYFQwg4r8yU0kw3HI4CKnIOb0c/ASiejn9CXKkr5VBg5DgRSoHQcmjRR0RERFRA/Fq+Fx8fDwAQQuDMmTNQVRVHjx6FqqoICQlBfHw8TNOEZVk4ceIEpJRo27ZtgQZOREREVFikpkEaOhwlSuQ6VtPklXpSV5bQAZDSgibcBVZPyqaokIoB0xQwhESgw1NXyjA8HfgcjsxVsRSnEzItrWDjIiIiIsqCXzOlBg0ahEGDBuGWW27BqVOn0LlzZyQkJCA2NhYDBw7EoEGDEBMTg4oVK9qP8+rll1+GoigYN26cvc3tdmPMmDEoU6YMSpQogV69emUqqJ6QkICuXbsiJCQE5cqVw6RJk2Caps+YjRs3omnTpggMDEStWrWwcOHCTNefO3cuqlWrhqCgILRs2RLbt2/32e9PLERERHRzkpoGaVpQnDknlYQlYRkSqgqk6hZcDs9HLUOasKQJZwEnpZyKClNoMIW060o5VAUilw58ViqTUkRERFT48tR97/nnn8fHH3+MypUrY+3atZgxY4a97+OPP8Zdd911TUHs2LED7777Lm699Vaf7ePHj8d///tfLF++HJs2bcLp06fRs2dPe79lWejatSt0XcfWrVvx4YcfYuHChZg2bZo9Jj4+Hl27dkWHDh2wZ88ejBs3Dg899BDWrl1rj1m6dCkmTJiA6dOnY/fu3bjtttsQFxeHP//80+9YiIiI6OYlNA3+tN4zTQnTAqRDwm1acDm9nfd0CGFBdRRsUkpVVJjSgCUtGFeKm6sqYOXQgQ8uF6ShQxpGgcZGREREdLU8FToHgMTERPz222+oW7cuSmSYwv7zzz8jKioKFfJYJDMlJQVNmzbFvHnzMHPmTDRu3BizZs1CYmIiIiMjsWTJEtx3330AgMOHD6N+/frYtm0b7rjjDqxevRrdunXD6dOnUb58eQDAO++8g8mTJ+P8+fMICAjA5MmTsWrVKvzyyy/2Nfv164fLly9jzZo1AICWLVvi9ttvx9tvvw3As0wxOjoajzzyCKZMmeJXLP5goXMiIqIbk/vIERinz8AZGZnjuLRUC+fPGlACJeIvpKJkoAuKAiRql3BJ+7PAipx7CWkh3UxDqCMKUWElERV+pdh5soWy5V0ILZG5ppXQdYiUZIQ2awZHaGiBxkfFEwudExFRfsvXQucZhYeHo1mzZj4JKcDTvjKvCSkAGDNmDLp27YrY2Fif7bt27YJhGD7b69WrhypVqmDbtm0AgG3btqFRo0Z2QgoA4uLikJSUhAMHDthjrj53XFycfQ5d17Fr1y6fMQ6HA7GxsfYYf2LJiqZpSEpK8vkiIiKiG4+VnALFlXX3uoxMU0IC0EwBS0ooV2ZXacINtQCLnHs5FBVSWgDMKzWtPH97lADMKzWurqY4nYBuQOg5VkMnIiIiynd5Tkrlp08++QS7d+/GSy+9lGnf2bNnERAQgIiICJ/t5cuXx9mzZ+0xGRNS3v3efTmNSUpKQnp6Oi5cuADLsrIck/EcucWSlZdeegnh4eH2V3R0dLZjiYiIqHiSug6pa34lpXTdU08qXTfhvJKREtKCZmkFX+TcpgCKCcMUGZbwKcgu56Q4HJBSQOpcvkdERESFq8iSUqdOncJjjz2GxYsX37RTgadOnYrExET769SpU0UdEhEREeWR0DRIXYcSEJDjOCkldE1AcQBpugWn6vmYZUoDFoxCS0qpDhUCOkwhfepKGYZATlUbpMGZUkRERFS4iiwptWvXLvz5559o2rQpnE4nnE4nNm3ahDlz5sDpdKJ8+fLQdR2XL1/2Oe7cuXP2MsEKFSpk6oDnfZzbmLCwMAQHB6Ns2bJQVTXLMRnPkVssWQkMDERYWJjPFxEREd1YpKZBGmauM6VMExAmYEoJ3RRweZNSwoAUosCLnHs5FCdMqcMSFswrLffsDnxmNgepTog0duAjIiKiwlVkSamOHTti//792LNnj/3VvHlzDBgwwP5/l8uFDRs22MccOXIECQkJaNWqFQCgVatW2L9/v0+XvPXr1yMsLAwNGjSwx2Q8h3eM9xwBAQFo1qyZzxghBDZs2GCPadasWa6xEBER0c1J+tl5zzKlp8udtGBKCafDc5BuFe4MJFVxwpQmTGlANz11pFSHpwOfmU0HPsXlYlKK6AZVrVo1zJo1q1Cu9eCDD+LFF1/0e/yJEyegKAr27NmT7RhFUbBixYosx2/cuBGKomSaHJDd8YUl4z3XdR3VqlXDzp07CzWGgrJw4cJMZWsKy4wZM9C4ceMiuXZe+fPazC9Z3ZcZM2agfPny9ut/8ODB6NGjx3VdpzCfU0Z5SkotXboUAwYMQO/evfHOO+9c14VLliyJW265xecrNDQUZcqUwS233ILw8HAMGzYMEyZMwHfffYddu3ZhyJAhaNWqld3trnPnzmjQoAEefPBB7N27F2vXrsXTTz+NMWPGIDAwEAAwcuRIHD9+HE888QQOHz6MefPmYdmyZRg/frwdy4QJE/Dee+/hww8/xKFDhzBq1CikpqZiyJAhAOBXLERERHRzstLSAD+KlHsTPpopfXJYniLnhVVPClAVFUJYACykXSlurjgUSACWlU1SyumEdLshr8ysIrpZnDp1CkOHDkXFihUREBCAqlWr4rHHHsPFixeLOrQ8yy5ZsGPHDowYMaLAr7937158/fXXePTRR+1t8fHxuP/++1GxYkUEBQWhcuXK6N69Ow4fPuz3ec+cOYMuXboURMiFIiAgABMnTsTkyZPzfOyMGTOgKApGjhzps33Pnj1QFAUnTpzw+1zt27fHuHHj8hwDFX8TJ070mSBz6NAhPPvss3j33Xftn5/Zs2dj4cKFRRfkdfD7E9L8+fMxZswY1K5dG8HBwfj8889x7NgxvPbaawUW3D//+U84HA706tULmqYhLi4O8+bNs/erqoqVK1di1KhRaNWqFUJDQzFo0CA899xz9pjq1atj1apVGD9+PGbPno3KlSvj/fffR1xcnD2mb9++OH/+PKZNm4azZ8+icePGWLNmjU/x89xiISIiopuTSE72q8i5oXu63aXqJgIcnr/7CWlBL9Qi555ZA55+exZ004KQEg5FAaS3A1/mBJsSEACRluqpnRUcXGix0v+WdN2E6nAg2W2gZJALphAICSi4n43jx4+jVatWqFOnDj7++GNUr14dBw4cwKRJk7B69Wr8+OOPKF26dIFdv7BERkYWynXeeust9O7d2+7CbhgGOnXqhLp16+Lzzz9HVFQUfv/9d6xevTpPMy2upYN7cTNgwAA8/vjjOHDgABo2bJinY4OCgvDBBx/g8ccfR+3atQsowv9dUkpYlgWns/D+Hc5vJUqUsH/uAODYsWMAgO7du1/5Nx/2pJwbkd8zpd5++21Mnz4dR44cwZ49e/Dhhx/me1Jm48aNPlNPg4KCMHfuXFy6dAmpqan4/PPPM71pVa1aFV9//TXS0tJw/vx5vP7665lecO3bt8fPP/8MTdNw7NgxDB48ONO1x44di5MnT0LTNPz0009o2bKlz35/YiEiIqKbizQMCE3Ltcg5AOiahFQAzRRwqp4PiYYwYEkTTiX3mVb5SvEUOzdMCdO6soRPVZBdgz3F6QQMAzK7Fn1E10kzLLyz6Tiav7AezWZ+g+YvrMe7m45DMwpudt6YMWMQEBCAdevWoV27dqhSpQq6dOmCb775Bn/88Qeeeuqpv+PTNEyePBnR0dEIDAxErVq18MEHH9j7Dxw4gG7duiEsLAwlS5ZETEyM/YthVjNUevTo4fM7R7Vq1fD888+jf//+CA0NRaVKlTB37lyfY9588000atQIoaGhiI6OxujRo5GSkgLA83vSkCFDkJiYCEVRoCgKZsyYYZ874+9QCQkJ6N69O0qUKIGwsDD06dPHp36udynQokWLUK1aNYSHh6Nfv35ITk7O9l5aloVPP/0U9957r889OXbsGObNm4c77rgDVatWRZs2bTBz5sxsV5NYloWhQ4eiXr16SEhIAJD/y+9OnTqFPn36ICIiAqVLl0b37t3tGUfr1q1DUFBQpqTZY489hrvuust+/MMPPyAmJgbBwcGIjo7Go48+itTU1GyvWapUKbRp0waffPJJnuOtW7cuOnTo4PN6zMqmTZvQokULBAYGIioqClOmTIFpegoFDh48GJs2bcLs2bPt10d2s6w0TcPEiRNRqVIlhIaGomXLlti4cWO21927dy86dOiAkiVLIiwsDM2aNfNZqpjTvXr77bdxyy232GNXrFgBRVF8Vl3Fxsbi6aef9rlmTq9NIQReeuklVK9eHcHBwbjtttvw6aef2vu9S9BWr16NZs2aITAwED/88EOux2V3r3J6X8jo4sWL6N+/PypVqoSQkBA0atQIH3/8sc+YTz/9FI0aNUJwcDDKlCmD2NhY+15t3LgRLVq0QGhoKCIiItCmTRucPHkSgO/yvRkzZtg/hw6Hw05KXb18z5/n+/XXX6NOnToIDg5Ghw4d8jQzLz/5nZQ6fvw4Bg0aZD++//77YZomzpw5UyCBERERERU1oeme2UO5zJSyLAnTkjClgCkEXE5PEsqUBqS04CjE5XsA4FRUWNBgCAH9SlLKoXpmc2XVgU9RVUjLYlKK/CKlRJpu+v2V4jYwb+MxzN5wFEnpnl+ik9JNzN5wFPM2HkOK2/D7XDl1kMzo0qVLWLt2LUaPHo3gq2b/VahQAQMGDMDSpUvt8w0cOBAff/wx5syZg0OHDuHdd9+1Zyb88ccfaNu2LQIDA/Htt99i165dGDp0qJ0Q8Ndrr72G2267DT///DOmTJmCxx57DOvXr7f3OxwOzJkzBwcOHMCHH36Ib7/9Fk888QQAoHXr1pg1axbCwsJw5swZnDlzBhMnTsx0DSEEunfvjkuXLmHTpk1Yv349jh8/jr59+/qMO3bsGFasWIGVK1di5cqV2LRpE15++eVsY9+3bx8SExPRvHlze1tkZCQcDgc+/fRTWH4s/dU0Db1798aePXuwefNmVKlSJddj8sowDMTFxaFkyZLYvHkztmzZghIlSuDuu++Gruvo2LEjIiIi8Nlnn9nHWJZll6kBPPfm7rvvRq9evbBv3z4sXboUP/zwA8aOHZvjtVu0aIHNmzfbj73JEX9+0X/55Zfx2WefZVuX6o8//sA999yD22+/HXv37sX8+fPxwQcfYObMmQCA2bNno1WrVhg+fLj9+oiOjs7yXGPHjsW2bdvwySefYN++fejduzfuvvtuHD16NMvxAwYMQOXKlbFjxw7s2rULU6ZMgevKv4m53at27drh4MGDOH/+PABPYq1s2bJ2EswwDGzbtg3t27e3r5fba/Oll17CRx99hHfeeQcHDhzA+PHj8cADD2DTpk0+cU+ZMgUvv/wyDh06hFtvvdXv4zLK6X3ham63G82aNcOqVavwyy+/YMSIEXjwwQexfft2AJ5lqv3798fQoUNx6NAhbNy4ET179oSUEqZpokePHmjXrh327duHbdu2YcSIEXbCKaOJEydiwYIF9jmzy8fk9nxPnTqFnj174t5778WePXvw0EMPYcqUKdnei4Lk9yckTdMQGhpqP3Y4HAgICEB6enqBBEZERERU1KTmBnTDj857EtaVzntC/F0XXbc0FEVfGVVxwpImLBgwrtSRUlUFpuGJ05nN02FSivyRblhoMG2tX2NLhwbgh8kdsGBrfJb7F2yNx8PtauDOV77DpdTcX38Hn4vza8nf0aNHIaVE/fr1s9xfv359/PXXXzh//jwuX76MZcuWYf369YiNjQUA1KhRwx47d+5chIeH45NPPrF/Ga9Tp06uMVytTZs29i99derUwZYtW/DPf/4TnTp1AgCf2VbVqlXDzJkzMXLkSMybNw8BAQEIDw+Hoig5rtbYsGED9u/fj/j4eDsp8dFHH6Fhw4bYsWMHbr/9dgCe5NXChQtRsmRJAJ4C5hs2bMALL7yQ5XlPnjwJVVVRrlw5e1ulSpUwZ84cPPHEE3j22WfRvHlzdOjQAQMGDPC5fwCQkpKCrl27QtM0fPfddwgPD8/j3fPP0qVLIYTA+++/b/9Cv2DBAkRERGDjxo3o3Lkz+vXrhyVLlmDYsGEAPPfs8uXL6NWrFwDPL/MDBgywvx+1a9fGnDlz0K5dO8yfPx9BQUFZXrtixYr2zBYACAkJQd26de3XTE6aNm2KPn36YPLkyZmadAHAvHnzEB0djbfffhuKoqBevXo4ffo0Jk+ejGnTpiE8PBwBAQEICQnJ8fWRkJCABQsWICEhARUrVgTgSXKsWbMGCxYsyLKIfUJCAiZNmoR69erZ98Mrt3t1yy23oHTp0ti0aRPuu+8+bNy4EY8//jhmz54NANi+fTsMw0Dr1q3tc+b02tQ0DS+++CK++eYbu+FYjRo18MMPP+Ddd99Fu3bt7PM899xz9s9WXo7z+vXXX3N8X7hapUqVfBLFjzzyCNauXYtly5ahRYsWOHPmDEzTRM+ePVG1alUAQKNGjQB4kuiJiYno1q0batasCQDZvneVKFHCri2X3ffan+c7f/581KxZE2+88QYAz4y9/fv345VXXsn2ORaUPP3Z7plnnkFISIj9WNd1vPDCCz5vKm+++Wb+RUdERERUhKSmQQJZ/rUyI8uUEFIi3bTgdPydhNJEOpx+FEnPb6rDCc3UIBRPXSnPNkAXnlldTlcWz8ehQmhaIUdKN7vIEoG4mKLbM6SulpRu4lKqjsgSgX4lpfLKn5lVe/bsgaqqWf5i6t0fExPjV3IhJ1d37W7VqpXPsrtvvvkGL730Eg4fPoykpCSYpgm32420tDSf38FycujQIURHR/vMkmnQoAEiIiJw6NAhOylVrVo1+5d+AIiKivLpaH619PR0BAYGZnovHDNmDAYOHIiNGzfixx9/xPLly/Hiiy/iq6++shMCANC/f39UrlwZ3377baaZa/lp7969+O2333yeG+CZxeJdbjlgwADccccdOH36NCpWrIjFixeja9eu9i/6e/fuxb59+7B48WL7eCklhBCIj4/PNlkQHByMtAxdTFu0aJGngu8zZ85E/fr1sW7dOp/kH+D5vrZq1crn/rdp0wYpKSn4/fff/Z51tn//fliWlSmpqmkaypQpk+UxEyZMwEMPPYRFixYhNjYWvXv3thMn/tyrtm3bYuPGjYiNjcXBgwcxevRovPrqqzh8+DA2bdqE22+/3ef1ndNr87fffkNaWprPawvw5CWaNGnisy3jrL68HOeV2/vC1SzLwosvvohly5bhjz/+gK7r0DTNfm633XYbOnbsiEaNGiEuLg6dO3fGfffdh1KlSqF06dIYPHgw4uLi0KlTJ8TGxqJPnz6Iiory69pX8+f5Hjp0KFPJoqvfowqL30mptm3b4siRIz7bWrdujePHj9uPc/vARkRERHQjEW434Mh9ppNpej6EpxsWXE7P5yFLmjAso1CLnHs5FAcgBRRYSNM9SSnFoUBIAdOUyKocquJ0QuRQM4XIK9il4uBzcbkPvMLpcCAs2JllYios2IlyJYPwxZjWWRyZ9bX9UatWLSiKgkOHDuEf//hHpv2HDh1CqVKlEBkZmWuSJLf9DocjU/LLMLIp4JaNEydOoFu3bhg1ahReeOEFlC5dGj/88AOGDRsGXdf9Tkr56+oEm6IoEEJkO75s2bJIS0uDrusIuKrGXsmSJXHvvffi3nvvxcyZMxEXF4eZM2f6/EJ8zz334D//+Q+2bdvmU7spv6WkpKBZs2Y+SRIvb0H422+/HTVr1sQnn3yCUaNG4YsvvvDpWpaSkoKHH37Yp8ugV07Jn0uXLl1X0fmaNWti+PDhmDJlSrZ1i65XSkoKVFXFrl27oKq+P0vZLUubMWMG7r//fqxatQqrV6/G9OnT8cknn+Af//iHX/eqffv2+Ne//oXNmzejSZMmCAsLsxNVmzZtypT0yem16a2xtmrVKlSqVMln3NWFvjOu8srLcV55TZ6+9tprmD17NmbNmmXXhhs3bhz0KzOQVVXF+vXrsXXrVqxbtw5vvfUWnnrqKfz000+oXr06FixYgEcffRRr1qzB0qVL8fTTT2P9+vXZ1mfLybU836Lk96eknIqfEREREd2MrCT/Ou9pmoQpAdMUCAn0fLwyrxQ5D1Dz95fJvJAwYVgClhBQHQ5PBz4zpw58aZBCQPEjEUf/uxRFyVPXvHTdxJDW1TF7Q+aaNUNaVy+QLnxlypRBp06dMG/ePIwfP97nF8yzZ89i8eLFGDhwIBRFQaNGjSCEwKZNm+xlOhndeuut+PDDD2EYRpazpSIjI33quliWhV9++QUdOnTwGffjjz9meuyddbNr1y4IIfDGG2/AceXnb9myZT7jAwICcq3dVL9+fZw6dQqnTp2yZ0sdPHgQly9fRoMGDXI8NifeIssHDx60/z8r3qVlW7du9dk+atQo3HLLLfi///s/rFq1yu/ZJ3nVtGlTLF26FOXKlUNYWFi24wYMGIDFixejcuXKcDgc6Nq1q885Dh48iFq1auXp2r/88ku2s278NW3aNDthllH9+vXx2WefQUppTwTZsmULSpYsicqVKwPw7/XRpEkTWJaFP//8EzExMX7HVadOHdSpUwfjx49H//79sWDBAvzjH//w6161a9cO48aNw/Lly+3aUe3bt8c333yDLVu24PHHH/c7jgYNGiAwMBAJCQl5eg1dy3G5vS9cbcuWLejevTseeOABAJ5liL/++qvPz52iKGjTpg3atGmDadOmoWrVqvjiiy8wYcIEAJ7vT5MmTTB16lS0atUKS5YsuaaklD/Pt379+vjqq698tl39HlVY8vSJIykpCevXr8eqVavsYmVERERENyNpmhDpabl23hNCwtCFZxaSkFCv/MJgeIucF3bnvStUhxMW3DAsCc301pUCsisbpTidkIYJmccZHkS5CQ5wYnT7mnisY22EBXuST2HBTjzWsTZGt6+Z7wkpr7fffhuapiEuLg7ff/89Tp06hTVr1qBTp06oVKmSXT+pWrVqGDRoEIYOHYoVK1YgPj4eGzdutJNCY8eORVJSEvr164edO3fi6NGjWLRokb2K5K677sKqVauwatUqHD58GKNGjcrU3Q3w/NL66quv4tdff8XcuXOxfPlyPPbYYwA8M7sMw8Bbb72F48ePY9GiRT4dyrxxpqSkYMOGDbhw4YLPUjGv2NhYNGrUCAMGDMDu3buxfft2DBw4EO3atfNZzpRXkZGRaNq0KX744Qd72549e9C9e3d8+umnOHjwIH777Td88MEH+Pe//43u3btnOscjjzyCmTNnolu3bj7nyU8DBgxA2bJl0b17d2zevNn+Xj766KP4/ffffcbt3r0bL7zwAu677z6f2SOTJ0/G1q1bMXbsWOzZswdHjx7Fl19+mWuh882bN6Nz58724+3bt6NevXr4448//I6/fPnymDBhAubMmeOzffTo0Th16hQeeeQRHD58GF9++SWmT5+OCRMm2EnMatWq4aeffsKJEydw4cKFLGe+1alTBwMGDMDAgQPx+eefIz4+Htu3b8dLL72EVatWZRqfnp6OsWPHYuPGjTh58iS2bNmCHTt22MlUf+7VrbfeilKlSmHJkiU+SakVK1ZA0zS0adPG7/tTsmRJTJw4EePHj8eHH36IY8eOYffu3Xjrrbfw4Ycf5utxub0vXK127dr2TKhDhw7h4Ycf9ul6+dNPP+HFF1/Ezp07kZCQgM8//xznz59H/fr1ER8fj6lTp2Lbtm04efIk1q1bh6NHj2a7VDQ/7tPIkSNx9OhRTJo0CUeOHMGSJUt8ZgwWJr+TUnv27EG9evUQFxeHe++9F7Vq1cLatf4VOCQiIiK60UhNgzRyL3JumRLCBHRpwZGhlIFh6SiKIudeqqLCggnDsmBe+eu5Q1Wy78DnckEaOoudU4EIdKl4uF0N7HyqE3Y9HYudT3XCw+1qINDP5XjXonbt2ti5cydq1KiBPn36oGbNmhgxYgQ6dOiAbdu2oXTp0vbY+fPn47777sPo0aNRr149DB8+3G7VXqZMGXz77bdISUlBu3bt0KxZM7z33nv2rKmhQ4di0KBBdvKnRo0amWZJAcDjjz+OnTt3okmTJpg5cybefPNNxMV5lkHedtttePPNN/HKK6/glltuweLFi/HSSy/5HN+6dWuMHDkSffv2RWRkJF599dVM11AUBV9++SVKlSqFtm3bIjY2FjVq1MDSpUuv+34+9NBDPsviKleujGrVquHZZ59Fy5Yt0bRpU8yePRvPPvssnnrqqSzPMW7cODz77LO45557Ms2myg8hISH4/vvvUaVKFfTs2RP169fHsGHD4Ha7fWZO1apVCy1atMC+ffvsrntet956KzZt2oRff/0VMTExaNKkCaZNm2YXBs/Ktm3bkJiYiPvuu8/elpaWhiNHjuR5KefEiRMzLaWrVKkSvv76a2zfvh233XYbRo4ciWHDhuHpp5/2OU5VVTRo0ACRkZFISEjI8vwLFizAwIED8fjjj6Nu3bro0aMHduzYkeXSRFVVcfHiRQwcOBB16tRBnz590KVLFzz77LN+3ytFURATEwNFUXDnnXfax4WFhaF58+Y+y+z88fzzz+OZZ57BSy+9hPr16+Puu+/GqlWrUL169Xw/Lqf3has9/fTTaNq0KeLi4tC+fXtUqFABPXr0sPeHhYXh+++/xz333IM6derg6aefxhtvvIEuXbogJCQEhw8fRq9evVCnTh2MGDECY8aMwcMPP5yne5OX51ulShV89tlnWLFiBW677Ta88847WRa6LwyK9LOvalxcHFJSUvD6668jKCgIzz//PPbv359t60jKLCkpCeHh4UhMTMxxOikREREVPfOvv5C+azfU8uVzrJuZni7w52kNZ9PTYArYsz7Opp2CIXQEOYtm+Z4lTGjCjRBUQNXSpVCmRABMQ8I0JSpUCoDTmfk5GWfOIKRpEzizKXhLN6ecPqO63W7Ex8ejevXq2XYdo9xVq1YN48aN8+mwd6NJT09H3bp1sXTp0iIriFxc9e3bF7fddhuefPLJog6FqNjw998Pv+fK7tq1C+vWrUPTpk0BAP/+979RunRpJCUlMcFCRERENx3pdkNK4VfnPV0IGBYQ4PTMjDKlCUPoRVLk3Et1OCEsC9JhId0wAQTYy/csU2aZlALAmVJElKXg4GB89NFHuHDhQlGHUqzouo5GjRph/PjxRR0K0Q3J709Kly5dsouoAUBERARCQ0Nx8eJFJqWIiIjopuNv5z1dFzAsT2IqRPV8tLKEAVNaCFCLdmaJZz68BbdheQrkOhRIIWCZ2UyUVwChaYUZIhHdQLw1gehvAQEBPsvoiChv8vTnu4MHD+Ls2bP2YyklDh06hOTkZHvbrbfemn/RERERERURkZICxZl75z1DE7CuVEPwzj0ypA5IAYdStF3sFMUBAR2mJWEIiQBVARTAtLJOSilOF0QWxZOJ6PqcOHGiqEMgIiqW8pSU6tixY6bCmN26dYOiKHZ7ytzaUBIREREVd9KyIFJz77xnWRKmCbgtC64MCSjD1IFclv0VBqfihAUNuiVgWAIBqgMOB6Dr2SSlXJ6kVMa240REREQFxe+kVHx8fEHGQURERFRsSE2D0HU4cukKZBoSui6gCxOuK/WkJAC35YazCOtJeamKCksasGDAMAUQADgcf3fguzrxpLhcnppShgHkkpAjIiIiul5+f1qqWrVqQcZBREREVGwITQMMHYorIsdxlimhmwKmAIKvtLa3pAlTFm2Rcy/V4YRmuiFgQjc9s9lVVYFpSlgW4LwqRO9MKaEbUJmUIiIiogLmd6GD1NRUjBo1CpUqVUJkZCT69euH8+fPF2RsREREREVC6jogJZRcCp0bhoBuCVhC2qv1TGHAlCZUR9EnpRyKw1PtXBFIMzxJKYcKCIGsi507nYBpQBrswEdEREQFz++k1DPPPINFixahW7duuP/++/Htt99ixIgRBRkbERERUZEQ6emQ2TSoy0jXAc2yoDr+XgZnSK1YFDnPSMKAbklYQsDhUCCEzDIppSgKIKUnKUdERERUwPz+E94XX3yBBQsWoHfv3gCAgQMH4o477oBpmnBePfebiIiI6AYmUlJzLXIuhIShC2iWZdeTArxFztWCDtFvToen2LlpChiWhOrw1GDPrgMfFIVJKSIiIioUfv8J7/fff0ebNm3sx82aNYPL5cLp06cLJDAiIiKioiCFgEhNgeJy5TjOMiXSdROmkHCpnplSniLn6XAWo6SUQ3HCkiZ0y4RhCQCepFR2HfigOiHS0goxQiK6HtWqVcOsWbMK5VoPPvggXnzxRb/HnzhxAoqiYM+ePdmOURQFK1asyHL8xo0boSgKLl++7NfxhSXjPdd1HdWqVcPOnTsL/FpZad++PcaNG5ft+Nzuz9XHF4bBgwejR48ehXrN3PjzWqWC4XdSSggB11UfzpxOJyzLyvegiIiIiIqK1HVIw8g1KWWagFsTMBUB9UrtKUsasKQBp5LzsYVJVVRY8NS5Mq7MjlLVvzvwXU1xuSBSUgo7TKICcerUKQwdOhQVK1ZEQEAAqlatisceewwXL14s6tDybOHChYiIiMi0fceOHYVSVmXv3r34+uuv8eijj9rb4uPjcf/996NixYoICgpC5cqV0b17dxw+fNjv8545cwZdunQpiJALRUBAACZOnIjJkyfn+di0tDRMnToVNWvWRFBQECIjI9GuXTt8+eWXfp/j888/x/PPP5/naxdnbrcbgwcPRqNGjeB0OotdAovyl9/r7qSU6Nixo89SvbS0NNx7770IyDC9fffu3fkbIREREVEhkm43pK7DUTIsx3HeznuKosBbUcqwDJjCQoCr+MyUUh1OSFMADhNuwwQQAFVVYFlZd+CDywWh65CmCYUlGig/6WmA6gTciUBQOGCZQEBIgV3u+PHjaNWqFerUqYOPP/4Y1atXx4EDBzBp0iSsXr0aP/74I0qXLl1g1y8skZGRhXKdt956C71790aJEiUAAIZhoFOnTqhbty4+//xzREVF4ffff8fq1atznNl0tQoVKhRQxIVnwIABePzxx3HgwAE0bNjQ7+NGjhyJn376CW+99RYaNGiAixcvYuvWrXlKmt4Mr+GrWZaF4OBgPProo/jss8+KOhwqYH7PlJo+fTp69eqF7t2721/PPPMMevfu7bONiIiI6EYmNB1SCChqzoklXRdINy24MhQ0N6UOoHgVObcpFtJ0C4CEQwUsK+sOfIrTCWkYrCtF+ct0A1tmAa/VBl6r5fnvllme7QVkzJgxCAgIwLp169CuXTtUqVIFXbp0wTfffIM//vgDTz31lD1W0zRMnjwZ0dHRCAwMRK1atfDBBx/Y+w8cOIBu3bohLCwMJUuWRExMDI4dOwYg6+VPPXr0wODBg+3H1apVw/PPP4/+/fsjNDQUlSpVwty5c32OefPNN9GoUSOEhoYiOjoao0ePRsqVWYsbN27EkCFDkJiY6EmEKwpmzJhhnzvjcq2EhAR0794dJUqUQFhYGPr06YNz587Z+2fMmIHGjRtj0aJFqFatGsLDw9GvXz8kJydney8ty8Knn36Ke++91+eeHDt2DPPmzcMdd9yBqlWrok2bNpg5cybuuOOObM8zdOhQ1KtXDwkJCQDyf/ndqVOn0KdPH0RERKB06dLo3r07Tpw4AQBYt24dgoKCMiXNHnvsMdx111324x9++AExMTEIDg5GdHQ0Hn30UaSmpmZ7zVKlSqFNmzb45JNP8hTrV199hSeffBL33HMPqlWrhmbNmuGRRx7B0KFDsz3m/fffR0REBDZs2AAg/5ffaZqGiRMnolKlSggNDUXLli2xceNGAEBSUhKCg4OxevVqn2O++OILlCxZEmlXln7n9D3wR2hoKObPn4/hw4cXadJy06ZNaNGiBQIDAxEVFYUpU6bANE0AwMqVKxEREWGvHNuzZw8URcGUKVPs4x966CE88MADRRL7jSRPSSl/voiIiIhuZFLXoOQ2RkqkppkwpECA8+/RmpW/Rc4VIxUO/fqX0imKAwI6TCFhWNLTgU9KWFkUO1ecToBJKcqJlICe6v+XlgxsfhPY9Argvuw5h/uy5/HmNz37/T2XP20xAVy6dAlr167F6NGjERwc7LOvQoUKGDBgAJYuXWovYR04cCA+/vhjzJkzB4cOHcK7775rzwj6448/0LZtWwQGBuLbb7/Frl27MHToUPuXU3+99tpruO222/Dzzz9jypQpeOyxx7B+/Xp7v8PhwJw5c3DgwAF8+OGH+Pbbb/HEE08AAFq3bo1Zs2YhLCwMZ86cwZkzZzBx4sRM1xBCoHv37rh06RI2bdqE9evX4/jx4+jbt6/PuGPHjmHFihVYuXIlVq5ciU2bNuHll1/ONvZ9+/YhMTERzZs3t7dFRkbC4XDg008/9auki6Zp6N27N/bs2YPNmzejSpUquR6TV4ZhIC4uDiVLlsTmzZuxZcsWlChRAnfffTd0XUfHjh0RERHhM/vGsiwsXboUAwYMAOC5N3fffTd69eqFffv2YenSpfjhhx8wduzYHK/dokULbN682X7srYeVUzKmQoUK+Prrr3NMCGb06quvYsqUKVi3bh06duzo1zF5NXbsWGzbtg2ffPIJ9u3bh969e+Puu+/G0aNHERYWhm7dumHJkiU+xyxevBg9evRASEhIrt+DoiSE8HvsH3/8gXvuuQe333479u7di/nz5+ODDz7AzJkzAQAxMTFITk7Gzz//DMCTwCpbtqydwPNua9++fX4+hZsS52QTERERZSBSUjxLjHJgWYBbF7CEhOvKjCoJCd1Kg1PJv49Xqp4MSAERUOL6zqM4YUoNhiVgWAIu1QFIwMxqppSqeoq96zqKzyJEKlaMNODFiv6NDSkDjNsP/PRu1vt/ehdo8xgwqxGQ5seSpSdPAwGhuQ47evQopJSoX79+lvvr16+Pv/76C+fPn8fly5exbNkyrF+/HrGxsQCAGjVq2GPnzp2L8PBwfPLJJ3aN3Tp16uQe61XatGljz6KoU6cOtmzZgn/+85/o1KkTAGQqVj1z5kyMHDkS8+bNQ0BAAMLDw6EoSo4zRzZs2ID9+/cjPj4e0dHRAICPPvoIDRs2xI4dO3D77bcD8PxyvnDhQpQsWRKAp4D5hg0b8MILL2R53pMnT0JVVZQrV87eVqlSJcyZMwdPPPEEnn32WTRv3hwdOnTAgAEDfO4fAKSkpKBr167QNA3fffcdwsPD83j3/LN06VIIIfD+++//P3v3HR5VmT1w/PveKSmk0KUTijSlKy4iAgoGBRZXUdSsqKAuKBZs2NbfsqKou2LvBRBhAbsrqCAIgqA06UWkCCqotISUmdve3x+TDBnSZpIgZc/nefLIzH3vve/cSeKdk/Oeg1KhPxhMmDCBqlWrMn/+fC644AKuuOIKpk6dyrBhw4DQNTt48CCXXnopAOPGjSMjIyP8fpx66qk8++yz9OjRg5deeon4+Phiz12vXj1+/PHH8OPExERatmxZpC5zYa+++ioZGRnUqFGD9u3bc8455zBo0KCIBmMFRo8ezeTJk1mwYEFMSwRjsXPnTiZMmMDOnTupVy/0M37XXXfx2WefMWHCBB599FEyMjK4+uqryc3NJTExkaysLGbOnMkHH3wARPceHC3fffcdDz30EEuWLKF+/fpcdtllZGRk0KRJExYtWsTLL7/M22+/HdWxXnzxRRo2bMjzzz+PUopWrVrxyy+/MHr0aB566CFSU1Pp0KED8+fP54wzzmD+/PmMGjWKMWPGkJ2dTWZmJj/88AM9evQ4aq/3ZBFVplTfvn355ptvyhx36NAhHn/88SKpqEIIIYQQJwKtNU52NqpQvcziOLYmL+iiDU3+PTe2tnC0XXlBKddG2QEMxwzV3qmA0JwcbNfEskN/KTYMsErqwAdo06rQOYUAIOkUyNl7OEPqSIGDkLs3NO4oKK6Y/5FWrVqFx+Mp8cPjqlWr6N69e6nBhWh07dq1yOONGzeGH3/xxRecf/751K9fn+TkZK6++mr27dsXXhIVjY0bN9KwYcNwQAqgTZs2VK1aNeJcaWlp4YAUQN26dfntt99KPG5eXh5xcXHhIEOBm2++mT179jBlyhS6du3KO++8w2mnnRaRAQZw5ZVXkpOTw+zZs49aQApCxdh/+OEHkpOTSUpKIikpierVqxMIBMLLLTMyMpg/f364i/yUKVPo169fuIj86tWrmThxYnj/pKQk0tPTcV2X7du3l3juhISEiPeqS5cubNq0ifr165e4z7nnnsu2bduYO3cugwYNYv369XTv3r1I4fInn3yS1157jUWLFh21gBTA2rVrcRyHFi1aRLz+BQsWhK/fRRddhM/n4+OPPwbgvffeIyUlJRzQjeY9OFqGDx9O//79+fLLL7nvvvv49ttvw4HBa665Jhx4jMbGjRvp2rVrxPd8t27dyM7O5qeffgKgR48ezJ8/H601Cxcu5JJLLqF169YsWrSIBQsWUK9ePU499dRKf50nm6jumi677DIuvfRSUlNTGTBgAGeccUa4w8KBAwfYsGEDixYtYtasWfTr149//etfR3veQgghhBCVTpsmOmii4uJKHWfbmoDlhDKOCp7LL3Ie56ucoJRyTAwdCkYpN4guI3urNIbhwbYcHMMm6ISCUh6PwrRCHfiO/KCJ4cEN5JX7fOIk50sMZSxFy+OD+KrFB6biq0JyXbj+i+jPHYXmzZujlGLjxo385S9/KbJ948aNVKtWjVq1ahVZ3neksrYbhlEk+GVZsQV1d+zYQf/+/RkxYgSPPPII1atXZ9GiRQwbNgzTNElMrNyC8EcG2JRSpS5tqlmzJrm5uZimGdHkCiA5OZkBAwYwYMAAxo4dS3p6OmPHjg1ngEEokPH222+zZMmSiNpNlS07O5vOnTszZcqUItsKCsKfeeaZNGvWjGnTpjFixAg++OADJk6cGHGMv/3tbxFdBguUtuRw//795So67/P56N69O927d2f06NGMHTuWf/7zn4wePTp8rbt3787MmTOZMWNGRM2iypadnY3H42HFihV4jqirWLCc1e/3M2jQIKZOnRrOOhs8eHC4IVo078HR8vnnn4eDi23btuWKK64gNzeXnJyco3Lunj178uabb7J69Wp8Ph+tWrWiZ8+ezJ8/nwMHDkiWVJSiursZNmwYf/3rX3nnnXeYPn06r776KpmZmUDoF1ibNm1IT09n2bJlJabICiGEEEIc73QwiLZMjKTSl8uZpkPAdPAmFC5ybgFu0QBPORlOQe0NjeGYOL6ylyyVeCxlABpwCJiHg1KOXXwHPuX342aXXNRX/I9TKqoldGFmLpz1t1ANqSOd9bf8Lnzl//4uTo0aNejTpw8vvvgio0aNiggsFWT2DBkyBKUUbdu2xXVdFixYEM72KKxdu3ZMmjQJy7KKzZaqVasWu3fvDj92HId169bRq1eviHFHrjz55ptvwp+dVqxYgeu6PPnkkxhG6PfKjBkzIsb7/f4yaze1bt2aXbt2sWvXrnC21IYNGzh48CBt2rQpdd/SdOjQIXysgn8Xp2CZ0+LFiyOeHzFiBKeffjp//vOfmTlz5lH7sN6pUyemT59O7dq1SUkpuYNqRkYGU6ZMoUGDBhiGQb9+/SKOsWHDBpo3bx7TudetW0fHjh3LPfcCbdq0wbZtAoFAOCjVpUsXRo4cSd++ffF6vcXWE6sMHTt2xHEcfvvtN7p3717iuIyMDPr06cP69euZN29euM4SRP8eHA0FAanCEhMTyxXUbd26Ne+9917EH26+/vprkpOTadCgAXC4rtRTTz0V/p7u2bMnjz32GAcOHODOO+8s/4v5HxJ1ofO4uDj++te/8t///pcDBw5w4MABfvnlFwKBAGvXruXf//63BKSEEEIIcULTwSDadkLFvktxKNfB1i5+7+FbqaATQFVWkXMNys7FVR5c5UXZuaGYUoUotLIJOA6u6x7uwFdCsXMdyENHUbxYiDL5E6H7HdBjdCgzCkL/7TE69Ly/crOACjz//PMEg0HS09P56quv2LVrF5999hl9+vShfv364fpJaWlpXHPNNQwdOpQPP/yQ7du3M3/+/HBQaOTIkWRlZXHFFVewfPlytmzZwuTJk9m8eTMA5513HjNnzmTmzJls2rSJESNGFOnuBqEPtE888QTff/89L7zwAu+88w633XYbEMrssiyL5557jm3btjF58mRefvnliP3T0tLIzs5m7ty57N27t9hlfb1796Zt27ZkZGSwcuVKli5dypAhQ+jRo0dEkfJY1apVi06dOrFo0aLwc6tWrWLgwIG8++67bNiwgR9++IE33niDN998s9iu7Lfccgtjx46lf//+EcepTBkZGdSsWZOBAweycOHC8Ht56623hpdcFYxbuXIljzzyCIMGDSKuUHbs6NGjWbx4MSNHjmTVqlVs2bKFjz76qMxC5wsXLoyol7R06VJatWrFzz//XOI+PXv25JVXXmHFihXs2LGDWbNmcf/999OrV68iAZ2zzz6bWbNmMWbMmIhui5WpRYsWZGRkMGTIEN5//322b9/O0qVLGTduHDNnzgyPO/fcc8MNA5o0acJZZ50V3hbte1CWDRs2sGrVKvbv309mZiarVq1i1apVlflyS3XTTTexa9cubrnlFjZt2sRHH33E//3f/3HHHXeEA8fVqlWjXbt2TJkyJVzQ/Nxzz2XlypV8//33kikVpXL3K05NTaVOnToVXlsthBBCCHG8cINBymq957qavDwHx9B48v96GipyHsBTafWkTAwniPb40B5vKGvKrVjXIq/hxdFBbNvFcvM78Lkap7hi5z4frmWhY1yCJESJvPHQ7Xa4ewvcvTX03263hZ4/Sk499VSWL19O06ZNufzyy2nWrBk33ngjvXr1YsmSJVSvXj089qWXXmLQoEHcdNNNtGrVihtuuIGcnFC2YI0aNZg3bx7Z2dn06NGDzp0789prr4U/Bw0dOpRrrrkmHPxp2rRpkSwpgDvvvJPly5fTsWNHxo4dy/jx40lPTwegffv2jB8/nscff5zTTz+dKVOmMG7cuIj9zz77bIYPH87gwYOpVasWTzzxRJFzKKX46KOPqFatGueeey69e/emadOmTJ8+vcLX8/rrr49YktWgQQPS0tIYM2YMZ511Fp06deKZZ55hzJgxPPDAA8Ue4/bbb2fMmDFcdNFFRbKpKkNiYiJfffUVjRo1Ctf3GTZsGIFAICLI07x5c7p06cKaNWvCXfcKtGvXjgULFvD999/TvXt3OnbsyEMPPRQu/F2cJUuWkJmZyaBBg8LP5ebmsnnz5lKXcqanpzNp0iQuuOACWrduzS233EJ6enqRLLkC55xzDjNnzuTBBx/kueeei/ayxGTChAkMGTKEO++8k5YtW3LxxRezbNmyiKWLSimuvPJKVq9eXeT6RfselOWiiy6iY8eO/Pe//2X+/Pl07NixUjLRolW/fn1mzZrF0qVLad++PcOHD2fYsGE8+OCDEeN69OiB4zjhoFT16tVp06YNderUoWXLln/YfE9kSkdT/U9UiqysLFJTU8nMzPzDUxmFEEIIUbbA5s1Yv+zGW0rtCdN0Wf/9IQ6YQaolhv66brkmu3N34jPi8BoVD0wZZja+3D043tAyQo91CKtK3Qp14bOcII52qKLq0bR2CslxPrIPOdSo5SM5JTLDSzsOzr59JJ7RGY/cs5z0SrtHDQQCbN++nSZNmpTYdUyULS0tjdtvvz2iw96JJi8vj5YtWzJ9+vQiRdv/1w0ePJj27dtz//33H+upCHHciPb/H+XOlBJCCCGEONk4h7JRZWSBO7YmO2DjNwrVk3JDnfc8lbR8TzmB/H8UfCmUE6zQMQ3lwdEOtrax8pfshTrwFS1urDwetOOgzYplZwkhTh4JCQm89dZb7N2791hP5bhimiZt27Zl1KhRx3oqQpyQKinHXAghhBDixOaaJjoYQB3RWepIuQEHy9EkxR8OQNnaRGsqp8i5dlFWHm6hjKtQXam8UF2pcp7CY3hxbQdX2QRMGxL9oQ58Zgkd+ECCUkKICAVLlMRhfr+/yJIuIUT0JCglhBBCCEFB5z0LI7H0LmDZeTa26+L1Hs6oCjgBjErLkjIxXBPXe7hbmPZ4MWwT5ZpoT+lBs1KPjUIpm4DlABojvwOf64LnyOkbBm6gYtlZQoiQHTt2HOspCCHEcSnm5Xu7du2KqJq/dOlSbr/9dl599dVKnZgQQgghxB8pFJSyS12+p7UmJ8dFGYcTljQuphOolFpSAMq1UNoFVeg2TXkxcCq8hE8pD44OYjkay9F48jvw2cUVO/d6cXNzKnQ+IYQQQojSxByUuuqqq/jyyy8B2LNnD3369GHp0qU88MAD/POf/6z0CQohhBBC/BF0FJ33HCeUKeXzFq4nZWNru9I67xlWLrq4pXRUvK6U1/DiYGE6LpYT6sCnS+vAl5OD9MQRQgghxNESc1Bq3bp1dOnSBYAZM2Zw+umns3jxYqZMmcLEiRMre35CCCGEEH8IJycHjNKX4AVMhzzTIc5/OGhkuyaudiqnyLlro5w8XKPoEj3XKKgrVf4gkQcP4GC7QWzHAUJlqvL/GUH5fGjLRpfSzlwIIYQQoiJiDkpZlkVcXKj98RdffMGf//xnAFq1asXu3bsrd3ZCCCGEEH8QN7vsznu5eQ6m4+LzHg5AWdqCSipyrlwT5dpQzFJAbfgwHAvllL/4uGF4sF0HWzuYtpv/XAkd+LxetG1JsXMhhBBCHDUxB6VOO+00Xn75ZRYuXMicOXPo27cvAL/88gs1atSo9AkKIYQQQhxt2rJwg8EyO+/l5FloV+MpFIAK2gGMMjKsoqVsM7SCUBVzi6Y8KByUW4GglDLIz40i18oPSnlUsUEpvF6wbAlKCSGEEOKoiTko9fjjj/PKK6/Qs2dPrrzyStq3bw/Axx9/HF7WJ4QQQghxInGDJto0McoISmXnOhjG4YCU1g6mG6icelIaDDsXt5TbM43CcAIVO49SaEyCtoOrNR6PwrbBcfQRwxQaLUEpIYQQQhw1MQelevbsyd69e9m7dy9vvvlm+Pkbb7yRl19+uVInJ4QQQgjxR9DBAJhWKDuoBK7jkpVj4y9UT8rSoSLn3soISrkWhhNEe0teQugaXrDyQBeT2RQlr/JiE8S2Nbbj4jHAcSm22DlK4QYqGAQTQhxVaWlpPP3003/Iua6++moeffTRqMfv2LEDpRSrVq0qcYxSig8//LDY8fPnz0cpxcGDB6Pa/49S+JqbpklaWhrLly8/6ucqTs+ePbn99ttLHF/W9Tly/z/Ctddey8UXX/yHnvN4cuT39cSJE6lateoxndOxFHNQCsDj8VCtWrWI59LS0qhdu3alTEoIIYQQ4o+kg0E0pdeFygnaBC2N31e4856J6zp4iqkBFSvDCaK0A5RS18rwY7gVqysVKsjuYDqhLnyGR6EdjV1cBz6vD52bW+5zCXGs7dq1i6FDh1KvXj38fj+NGzfmtttuY9++fcd6ajEr6YPrsmXLuPHGG4/6+VevXs2sWbO49dZbw89t376dq666inr16hEfH0+DBg0YOHAgmzZtivq4u3fv5sILLzwaU/5D+P1+7rrrLkaPHh3zvrm5udx33300a9aM+Ph4atWqRY8ePfjoo4+iPsb777/Pww8/HPO5j2fz589n4MCB1K1blypVqtChQwemTJlyrKd11AwePJjvv//+WE/jmIn5Dqpjx47F3rAppYiPj6d58+Zce+219OrVq1ImKIQQQghxtLmBQKjidylycl0sy8WfcjhoZDmV15lOOcH8f5Q2yEDholwLTXy5zuNRHkzXxMLEyl+yp1XJHfic3LxynUeII+VZeXgNL4fMQyT7k7FdmwRfwlE737Zt2+jatSstWrTgP//5D02aNGH9+vXcfffdfPrpp3zzzTdUr179qJ3/j1KrVq0/5DzPPfccl112GUlJSUCoAVafPn1o2bIl77//PnXr1uWnn37i008/LTWz6Uh16tQ5SjP+42RkZHDnnXeyfv16TjvttKj3Gz58ON9++y3PPfccbdq0Yd++fSxevDimoOnJ8D18pMWLF9OuXTtGjx7NKaecwieffMKQIUNITU2lf//+x3p6lS4hIYGEhKP3u/B4F3OmVN++fdm2bRtVqlShV69e9OrVi6SkJLZu3cqZZ57J7t276d27d0zRXSGEEEKIY8nJOlR2kfOAjVKRMaOgG8BTGUXOtUbZuaHleWUNRWHY5Q8UGYYXrR1cHEw7FIkyFFhWCR34zCDaqrzgm/jfFHSCvLnuTXrO6EmPGT3oOaMnE9ZNIFgQjD0Kbr75Zvx+P7Nnz6ZHjx40atSICy+8kC+++IKff/6ZBx544PD8gkFGjx5Nw4YNiYuLo3nz5rzxxhvh7evXr6d///6kpKSQnJxM9+7d2bp1K1D88qeLL76Ya6+9Nvw4LS2Nhx9+mCuvvJIqVapQv359XnjhhYh9xo8fT9u2balSpQoNGzbkpptuIjs7Gwhljlx33XVkZmailEIpxT/+8Y/wsQsv19q5cycDBw4kKSmJlJQULr/8cn799dfw9n/84x906NCByZMnk5aWRmpqKldccQWHDh0q8Vo6jsO7777LgAEDIq7J1q1befHFF/nTn/5E48aN6datG2PHjuVPf/pTiccZOnQorVq1YufOnUDlL7/btWsXl19+OVWrVqV69eoMHDiQHTt2ADB79mzi4+OLBM1uu+02zjvvvPDjRYsW0b17dxISEmjYsCG33norOTk5JZ6zWrVqdOvWjWnTpsU0148//pj777+fiy66iLS0NDp37swtt9zC0KFDS9zn9ddfp2rVqsydOxeo/OV3wWCQu+66i/r161OlShXOOuss5s+fD0BWVhYJCQl8+umnEft88MEHJCcnk5ufWVvaexCN+++/n4cffpizzz6bZs2acdttt9G3b1/ef//9ynqZRRQsqfv888/p2LEjCQkJnHfeefz22298+umntG7dmpSUFK666qrw6wRwXZdx48bRpEkTEhISaN++Pe+++27EsWfNmkWLFi1ISEigV69eRa7FkVmQxS1vvP322+nZs2f4cc+ePbnlllu4/fbbqVatGqeccgqvvfYaOTk5XHfddSQnJ9O8efMi79XxKOag1N69e7nzzjtZuHAhTz75JE8++SRfffUVd911Fzk5OcyePZsHH3zwpEshFEIIIcTJSds2bl4uylfKsjkgM9vGWyibytUOQSdYKUXOlRPEcCy0UfocAFzDh7LzQNsVOKEBOOSa+UEpj8IKFlOnyudDW5YUOxcRtNbkWrlRf2Wb2by+5nVeXvMyWWYWAFlmFi+teYnX17xOtpkd9bG0Lqb2WTH279/P559/zk033VQkA6FOnTpkZGQwffr08PGGDBnCf/7zH5599lk2btzIK6+8Es4I+vnnnzn33HOJi4tj3rx5rFixgqFDh2Lbsf0M/utf/6J9+/Z899133Hvvvdx2223MmTMnvN0wDJ599lnWr1/PpEmTmDdvHvfccw8AZ599Nk8//TQpKSns3r2b3bt3c9dddxU5h+u6DBw4kP3797NgwQLmzJnDtm3bGDx4cMS4rVu38uGHH/LJJ5/wySefsGDBAh577LES575mzRoyMzM544wzws/VqlULwzB49913cYpLtTxCMBjksssuY9WqVSxcuJBGjRqVuU+sLMsiPT2d5ORkFi5cyNdff01SUhJ9+/bFNE3OP/98qlatynvvvRfex3Ecpk+fTkZGBhC6Nn379uXSSy9lzZo1TJ8+nUWLFjFy5MhSz92lSxcWLlwYflwQ5CgtGFOnTh1mzZpVakCwsCeeeIJ7772X2bNnc/7550e1T6xGjhzJkiVLmDZtGmvWrOGyyy6jb9++bNmyhZSUFPr378/UqVMj9pkyZQoXX3wxiYmJZb4H5ZWZmVnhrDDXLbse4z/+8Q+ef/55Fi9eHA6uPf3000ydOpWZM2cye/ZsnnvuufD4cePG8dZbb/Hyyy+zfv16Ro0axV//+lcWLFgAhAJ0l1xyCQMGDGDVqlVcf/313HvvvRV6HQUmTZpEzZo1Wbp0KbfccgsjRozgsssu4+yzz2blypVccMEFXH311RFBtONRzHdRM2bMYMWKFUWev+KKK+jcuTOvvfYaV155JePHj6+UCQohhBBCHE06GMoEMqoklTjGsh2y85yIIue2tnCw8KmKp9wr10LhgIoi68rwoexclGOjSynMXuohlIFLANNxsd1QsXPbCXXg83gOv0bl9YJl45omRpUq5TqXOPnk2XmcNfWsqMZWi6vGZ5d+xtRNU4vdPnXTVK47/Tr6vteXA8EDZR7v26u+JdGXWOa4LVu2oLWmdevWxW5v3bo1Bw4c4Pfff+fgwYPMmDGDOXPm0Lt3bwCaNm0aHvvCCy+QmprKtGnT8OUHr1u0aFHmHI7UrVu38IfRFi1a8PXXX/PUU0/Rp08fgCLFqseOHcvw4cN58cUX8fv9pKamopQqdbnb3LlzWbt2Ldu3b6dhw4YAvPXWW5x22mksW7aMM888Ewh9OJ84cSLJyclAqID53LlzeeSRR4o97o8//ojH44moIVy/fn2effZZ7rnnHsaMGcMZZ5xBr169yMjIiLh+ANnZ2fTr149gMMiXX35JampqjFcvOtOnT8d1XV5//fVwyZkJEyZQtWpV5s+fzwUXXMAVV1zB1KlTGTZsGBC6ZgcPHuTSSy8FQkGGjIyM8Ptx6qmn8uyzz9KjRw9eeukl4uOLXzpdr149fvzxx/DjxMREWrZsGf6eKc6rr75KRkYGNWrUoH379pxzzjkMGjSIbt26FRk7evRoJk+ezIIFC2JaIhiLnTt3MmHCBHbu3Em9evUAuOuuu/jss8+YMGECjz76KBkZGeFAR2JiIllZWcycOZMPPvgAiO49iNWMGTNYtmwZr7zySqnj5s2bx8MPP8zatWtp1qwZV1xxBVdccQWnnHIKn376KZ9//jnPPvtsqccYO3Zs+PoPGzaM++67j61bt4a/pwcNGsSXX37J6NGjCQaDPProo3zxxRd07doVCP3uWLRoEa+88kr4e6ZZs2Y8+eSTALRs2ZK1a9fy+OOPx3wdjtS+fXsefPBBAO677z4ee+wxatasyQ033ADAQw89xEsvvcSaNWtKzF48HsScKRUfH8/ixYuLPL948eLwD6jruiX+sAohhBBCHE9c0wTTKnX5Xk7AwTJd4vyHg0a2a6Fdt3KKnFu56FKLSRWiDBT6cA2qcvAoLy42puNg2qFAlOMU7cCnDAOtXbQpy/dE+dRMqMn+wP5whtSRsswsDgQPUDOh5lE5fzSZVatWrcLj8dCjR48St3fv3r3U4EI0Cj60Fn68cePG8OMvvviC888/n/r165OcnMzVV1/Nvn37Yspy2LhxIw0bNgwHpADatGlD1apVI86VlpYWDkgB1K1bl99++63E4+bl5REXF1ektvDNN9/Mnj17mDJlCl27duWdd97htNNOi8gAA7jyyivDq2qOVkAKQsXYf/jhB5KTk0lKSiIpKYnq1asTCATCyy0zMjKYP38+v/zyCxDK8unXr194+dTq1auZOHFieP+kpCTS09NxXZft27eXeO6EhISI96pLly5s2rSJ+vXrl7jPueeey7Zt25g7dy6DBg1i/fr1dO/evciqoyeffJLXXnuNRYsWHbWAFMDatWtxHIcWLVpEvP4FCxaEr99FF12Ez+fj448/BuC9994jJSUlHNCN5j2IxZdffsl1113Ha6+9VuZrv+GGG7jhhhv48ssv+dvf/sbHH39MgwYNiIuL4/777+eyyy4r83zt2rUL//uUU04hMTExIsh6yimnhH9WfvjhB3Jzc+nTp0/E9XrrrbfCr3Xjxo2cdVZkEP/I3wXlVXiuHo+HGjVq0LZt24i5AqX+bB8PYr6LuuWWWxg+fDgrVqwIR9qXLVvG66+/zv333w/A559/TocOHSp1okIIIYQQR4MOBNDoUjvvZQfs/Cyiw8+ZFeiAFzkBG+UEcI3Sa1pF7JJfV8qNK9+HO4/yYukglmNhOw6G34N2XBynmA58SqHNo1f3R5x4ErwJfHvVt1GP9xk+UvwpxQamUvwp1E6ozdsXvR31uaPRvHlzlFJs3LiRv/zlL0W2b9y4kWrVqlGrVq0yCwyXtd0wjCLBLyvGOmw7duygf//+jBgxgkceeYTq1auzaNEihg0bhmmaJCaWnR0WiyMDbEqpUpc21axZk9zcXEzTxH9EAD85OZkBAwYwYMAAxo4dS3p6OmPHjg1ngEEokPH222+zZMmSiNpNlS07O5vOnTsX26mtoCD8mWeeSbNmzZg2bRojRozggw8+YOLEiRHH+Nvf/hbRZbBAaUsO9+/fX66i8z6fj+7du9O9e3dGjx7N2LFj+ec//8no0aPD17p79+7MnDmTGTNmVNrSr+JkZ2fj8XhYsWIFHk9k5m7Bcla/38+gQYOYOnVqOOts8ODBePMzd6N5D6K1YMECBgwYwFNPPcWQIUPKHL9ixYpwcLFt27YMHTqUrKwsHMehWrVqUZ2z8M+GUqrUn5WCmm8zZ84sEnyMi4uL6nzFifZ3SnFzO3L+EN2yxWMp5qDUgw8+SJMmTXj++eeZPHkyEEpBe+2117jqqquAUBeBESNGVO5MhRBCCCGOAjcQgFICUgDZOXa4uHCBUJHzyqgnZYW66Xmj/9DpGn6UEwDXhnLMwaM8BFwbW1lY+aVgNOAUVyLH48WVDnyiEKVUVEvoCuRZeWS0yuClNS8V2ZbRKgPbtWM6XjRq1KhBnz59ePHFFxk1alREYKkgs2fIkCEopWjbti2u67JgwYJwtkdh7dq1Y9KkSViWVWy2VK1atdi9e3f4seM4rFu3rkg38m+++abI44LlhStWrMB1XZ588kmM/Np1M2bMiBjv9/vLrN3UunVrdu3axa5du8LZUhs2bODgwYO0adOm1H1LU5BwsGHDhlKTD5RStGrVqsjKmhEjRnD66afz5z//mZkzZ5aYlVZRnTp1Yvr06dSuXZuUlJQSx2VkZDBlyhQaNGiAYRj069cv4hgbNmygefPmMZ173bp1dOzYsdxzL9CmTRts2yYQCISDUl26dGHkyJH07dsXr9dbbD2xytCxY0ccx+G3336je/fuJY7LyMigT58+rF+/nnnz5jF27Njwtmjfg7LMnz+f/v378/jjj3PjjTdGtU/hYuEFKjKHsrRp04a4uDh27txZ4vd069atw1llBY78XXCkWrVqsW7duojnVq1aVeFszeNVzMv3IPRNuGTJEvbv38/+/ftZsmRJOCAFob8myPI9IYQQQpwI3OxslLfkGz2tNVm5Nj5PZJFzsxKLnCut84uPR8nwolwb5ZZvWV04uKZc8qxQJMowwCymAx9eL25OdrnOIwRAgi+BYe2GMaLdCFL8oQ+IKf4URrQbwbB2w0jwHZ1W6M8//zzBYJD09HS++uordu3axWeffUafPn2oX79+uH5SWloa11xzDUOHDuXDDz9k+/btzJ8/PxwUGjlyJFlZWVxxxRUsX76cLVu2MHnyZDZv3gzAeeedx8yZM5k5cyabNm1ixIgRRbq7AXz99dc88cQTfP/997zwwgu888473HbbbUAos8uyLJ577jm2bdvG5MmTefnllyP2T0tLIzs7m7lz57J3795il/X17t2btm3bkpGRwcqVK1m6dClDhgyhR48eEUXKY1WrVi06derEokWLws+tWrWKgQMH8u6777JhwwZ++OEH3njjDd58800GDhxY5Bi33HILY8eOpX///hHHqUwZGRnUrFmTgQMHsnDhwvB7eeutt/LTTz9FjFu5ciWPPPIIgwYNishqGT16NIsXL2bkyJGsWrWKLVu28NFHH5VZ6HzhwoUR9ZKWLl1Kq1at+Pnnn0vcp2fPnrzyyiusWLGCHTt2MGvWLO6//3569epVJJhy9tlnM2vWLMaMGRPRbbEytWjRgoyMDIYMGcL777/P9u3bWbp0KePGjWPmzJnhceeee264YUCTJk0ilqdF+x6U5ssvv6Rfv37ceuutXHrppezZs4c9e/awf//+Sn/NFZGcnMxdd93FqFGjmDRpElu3bmXlypU899xzTJo0CQgl7GzZsoW7776bzZs3M3Xq1IjMvOKcd955LF++nLfeeostW7bwf//3f0WCVCeTcgWlAEzT5KeffmLnzp0RX0IIIYQQJwrtOLg5uaXWkwrYDrl5Dn7f4Swpy7VwtI03msLkZTCsXNxYj6MMlK5YXSmUgcYkYDlorTEMhRUsZvmez4cbDKKj6K4lREniPHFcd/p1zL98PgsGL2D+5fO57vTriPOUf4lLWU499VSWL19O06ZNufzyy2nWrBk33ngjvXr1YsmSJRGdvF566SUGDRrETTfdRKtWrbjhhhvIyckBQllX8+bNIzs7mx49eoSbOxVkLQwdOpRrrrkmHPxp2rRpkSwpgDvvvJPly5fTsWNHxo4dy/jx40lPTwdCBYvHjx/P448/zumnn86UKVMYN25cxP5nn302w4cPZ/DgwdSqVYsnnniiyDmUUnz00UdUq1aNc889l969e9O0aVOmT59e4et5/fXXRyzJatCgAWlpaYwZM4azzjqLTp068cwzzzBmzBgeeOCBYo9x++23M2bMGC666KJi6xRXVGJiIl999RWNGjXikksuoXXr1gwbNoxAIBAR5GnevDldunRhzZo14a57Bdq1a8eCBQv4/vvv6d69Ox07duShhx4KF/4uzpIlS8jMzGTQoEHh53Jzc9m8eXOpSznT09OZNGkSF1xwAa1bt+aWW24hPT29SJZcgXPOOYeZM2fy4IMPRnSAq0wTJkxgyJAh3HnnnbRs2ZKLL76YZcuWRSxdVEpx5ZVXsnr16iLXL9r3oDSTJk0iNzeXcePGUbdu3fDXJZdcUqmvtTI8/PDD/P3vf2fcuHG0bt2avn37MnPmTJo0aQKElny+9957fPjhh7Rv356XX36ZRx99tNRjpqen8/e//5177rmHM888k0OHDkW1fPFEpXS0fVXzbdmyhaFDhxb5JaJ1qBZDNO1A/1dlZWWRmppKZmbmUU0jFEIIIUR03NxccpavwKhSBaOE+g/7sgKs3JhFtSp+PN5QYCrHPsRvuT+T5K9gwV7Hwp/9M67hASO2tHzDysX1JmInldyJqzQBOxe0h6q++jQ/JQnlKFwNder5IzrwucEgbk4OVc48A6OM2jrixFTaPWogEGD79u00adJEVkJUQFpaGrfffntEh70TTV5eHi1btmT69OmVVqj5ZDF48GDat28frrEshIj+/x8x55xfe+21eL1ePvnkE+rWrVtqUVAhhBBCiOOZGwyCZaJ8VUsckx1wOHJ1nekEIdpueaUwnCBK26Bi/7DvenwVrCvlxcHGdGwsRxPvMbCCOr+g++HXprxesC20aYIEpYT4n5WQkMBbb73F3r17j/VUjiumadK2bVtGjRp1rKcixAkp5juYVatWsWLFClq1anU05iOEEEII8YfRpglao4ySKxoczLHwag+GUbjIeR5eo+JL98LL78oT31IeDB1EOSa6PEEpw4NpB7ExsWyXRJ8H7WgcW0Oh1YzK40E7TuhaCSH+p/Xs2fNYT+G44/f7efDBB4/1NIQ4YcV8B9OmTRuJjgshhBDipODm5VFaHQPTdsgLuHgL3TE52sZyrIoXOdcaZefilreDnzIAHQpKlaNzmaE8aO3g4mDaDkqFIlHFduBTCjcoQSkhymvHjh3HegpCCHFcirnQ+eOPP84999zD/Pnz2bdvH1lZWRFfQgghhBAnCjc7B+Urrci5S16ejd97OCvKzi9y7ilvMCmfckwMxypXllMBFw+GXbQDVwyzAGWTaznhh1ZxHfiUgRvIq8B5hBBCCCGKivkuqHfv3gCcf/75Ec9LoXMhhBBCnEi06+LmZKN8JRcYzzNtHAcKNwiztIXWDkYFO+8p10ThQAUyrrTHh+GYofQmT/mW8Nk6iOloHNfF41GYJXXgy+9EJoQQQghRWWK+e/nyyy+PxjyEEEIIIf5Q2jTRloWKK7nIeGaOhaEVhctHWY5JOZLNizDsPHRFi6UrL0oHUW4QXY6glKG8aCyCto3paLweheNoXEdjFC527vOh8wJo1y21/pYQQgghRCxivnvp0aPH0ZiHEEIIIcQfSgcCaNPESE4pdrvjuhzKdfAoI6LzXtDJw1vBpXtoG2Xn4RolZ2lFRSlAYzgWTjkO5VFeTB3Ackwsx8Hv8xEMamxH4z+iA58OBvKDeHGlHFEIIYQQInpR/alrzZo1uK4b/ndpX7F46aWXaNeuHSkpKaSkpNC1a1c+/fTT8PZAIMDNN99MjRo1SEpK4tJLL+XXX3+NOMbOnTvp168fiYmJ1K5dm7vvvhvbjqzQOX/+fDp16kRcXBzNmzdn4sSJRebywgsvkJaWRnx8PGeddRZLly6N2B7NXIQQQghx4nCDZijzx1P8MryA7RIwHbyGQqlQgMbWNpZr4qno0j3HRrkWVDQoBbjKi7JzKLViewk8yoOrHWxtYztgGOA6ukixc+XzoS1LOvAJIYQQolJF9We+Dh06sGfPHmrXrk2HDh1QSqF1MfUGYqwp1aBBAx577DFOPfVUtNZMmjSJgQMH8t1333HaaacxatQoZs6cyTvvvENqaiojR47kkksu4euvvwbAcRz69etHnTp1WLx4Mbt372bIkCH4fD4effRRALZv306/fv0YPnw4U6ZMYe7cuVx//fXUrVuX9PR0AKZPn84dd9zByy+/zFlnncXTTz9Neno6mzdvpnbt2gBlzkUIIYQQJxZtBktdPBcwHSzTJb7Q2j3HtbC1g99T8pK/aCgngNIQkYJVTtrjDdWVck3wlFy0vdh5KAVao5VNwLIPd+BzIu/zlNeLth0JSgkhhBCiUkV1J7R9+3Zq1aoV/ve2bdvYvn17ka9t27bFdPIBAwZw0UUXceqpp9KiRQseeeQRkpKS+Oabb8jMzOSNN95g/PjxnHfeeXTu3JkJEyawePFivvnmGwBmz57Nhg0bePvtt+nQoQMXXnghDz/8MC+88AJm/k3Tyy+/TJMmTXjyySdp3bo1I0eOZNCgQTz11FPheYwfP54bbriB6667jjZt2vDyyy+TmJjIm2++CRDVXIQQQghxYnEPHSq1OHieZePaYBiHQ1eWNkG7GBUMJhlWHroSAlIhPpR2QoGp8lAewCbXdACNUmCZxXTgA3QwWO5ZCiGOjrS0NJ5++uk/5FxXX311+I//0dixYwdKKVatWlXiGKUUH374YbHj58+fj1KKgwcPRrX/H6XwNTdNk7S0NJYvX37Uz1Wcnj17cvvtt5c4vqzrc+T+f4Rrr72Wiy+++A8959FyLK5fWSZOnEjVqlVLHVOe9+Bo/a6J6m6ocePG4bT1xo0bl/pVXo7jMG3aNHJycujatSsrVqzAsqxwtz+AVq1a0ahRI5YsWQLAkiVLaNu2Laecckp4THp6OllZWaxfvz48pvAxCsYUHMM0TVasWBExxjAMevfuHR4TzVyKEwwGycrKivgSQgghxLGntcbJyUH5S8os0hzMsfBoT2SRc9vMr+NUAY6N4QRxPRVfugdQkO6lnPIFjLzKg+MGsRwXy9GhDnxWMWsBDYUrQSlxgtm1axdDhw6lXr16+P1+GjduzG233ca+ffuO9dRiVtIHzWXLlnHjjTce9fOvXr2aWbNmceutt4af2759O1dddRX16tUjPj6eBg0aMHDgQDZt2hT1cXfv3s2FF154NKb8h/D7/dx1112MHj065n1zc3O57777aNasGfHx8dSqVYsePXrw0UcfRX2M999/n4cffjjmc5+o9u3bR9++falXrx5xcXE0bNiQkSNHnhCftb/++mu8Xi8dOnQ41lPhmWeeKbas0bFQriqdW7Zs4csvv+S3334L15oq8NBDD8V0rLVr19K1a1cCgQBJSUl88MEHtGnThlWrVuH3+4v84j3llFPYs2cPAHv27IkISBVsL9hW2pisrCzy8vI4cOAAjuMUO6bgl+mePXvKnEtxxo0bx5gxY6K7EEIIIYT4w2jTRAfNEot2B22X3ICDB0VBszkNBJwAXlWxIueGE0RpG1TlFQwP1ZXKC00yxpiZR3mxVKgDn+W4+DwGjlVMBz6vDzcnt9LmLP73uHl5KK8XJysLT0oK2rYxEhKO2vm2bdtG165dadGiBf/5z39o0qQJ69ev5+677+bTTz/lm2++oXr16kft/H+UghUtR9tzzz3HZZddRlJSEgCWZdGnTx9atmzJ+++/T926dfnpp5/49NNPS81sOlKdOnWO0oz/OBkZGdx5552sX7+e0047Ler9hg8fzrfffstzzz1HmzZt2LdvH4sXL44paHoyfA/HwjAMBg4cyNixY6lVqxY//PADN998M/v372fq1KnHenolOnjwIEOGDOH8888/LmpTp6amHusphMWcN/7aa6/RunVrHnroId59910++OCD8Fd50iZbtmzJqlWr+PbbbxkxYgTXXHMNGzZsiPk4x6P77ruPzMzM8NeuXbuO9ZSEEEIIQWgZmrZMlK/4bKU8yyFouniUQuUv33O0ja1NPBUMSoUzmiqacVVIQV0p5ca+hM9jeHFxsbWJabsYHoXjFF9Xys3LLbauqBBlcYNB9r3+Ot93O4ct3c7h+27nsO/1N45q9t3NN9+M3+9n9uzZ9OjRg0aNGnHhhRfyxRdf8PPPP/PAAw+ExwaDQUaPHk3Dhg3DzZHeeOON8Pb169fTv39/UlJSSE5Opnv37mzduhUofvnOxRdfzLXXXht+nJaWxsMPP8yVV15JlSpVqF+/Pi+88ELEPuPHj6dt27ZUqVKFhg0bctNNN5GdnQ2ElrFdd911ZGZmolSo+cI//vGP8LELL6nZuXMnAwcOJCkpiZSUFC6//PKID8H/+Mc/6NChA5MnTyYtLY3U1FSuuOIKDh06VOK1dByHd999lwEDBkRck61bt/Liiy/ypz/9icaNG9OtWzfGjh3Ln/70pxKPM3ToUFq1asXOnTuByl9+t2vXLi6//HKqVq1K9erVGThwIDt27ABC5V/i4+OLBM1uu+02zjvvvPDjRYsW0b17dxISEmjYsCG33norOTk5JZ6zWrVqdOvWjWnTpsU0148//pj777+fiy66iLS0NDp37swtt9zC0KFDS9zn9ddfp2rVqsydOxeo/OVjwWCQu+66i/r161OlShXOOuss5s+fD0BWVhYJCQkRzckAPvjgA5KTk8nNDf3horT3oDjvvvsubdu2JSEhgRo1atC7d+8Sr3e1atUYMWIEZ5xxBo0bN+b888/npptuYuHChaW+rtGjR9OiRQsSExNp2rQpf//737EsK7w9mp+LnJwchgwZQlJSEnXr1uXJJ58s9ZyFDR8+nKuuuoquXbtGvU9Fff7557Ru3ZqkpCT69u3L7t27w9uOXL536NAhMjIyqFKlCnXr1uWpp54q9nsrNzeXoUOHkpycTKNGjXj11VcrPM+Yg1Jjx47lkUceYc+ePaxatYrvvvsu/LVy5cqYJ+D3+2nevDmdO3dm3LhxtG/fnmeeeYY6depgmmaRXxi//vprOJpep06dIlHGgsdljUlJSSEhIYGaNWvi8XiKHVP4GGXNpThxcXHhzoIFX0IIIYQ49txAAO04KG/xAaag5eLYOiJuZLsWtrbxGBUISmmNsnNxKxjYKsqLgVOuJXyGMkA7uNiYjothhAJS9hG9a5TPFyp0XugmXvxv0lrj5uZG/eVkZ7Pv1VfZ+8KLuPlLbNysLPa+8AL7Xn0VJzs76mNFGxTdv38/n3/+OTfddBMJR2Rj1alTh4yMDKZPnx4+3pAhQ/jPf/7Ds88+y8aNG3nllVfCGUE///wz5557LnFxccybN48VK1YwdOjQIh2/y/Kvf/2L9u3b891333Hvvfdy2223MWfOnPB2wzB49tlnWb9+PZMmTWLevHncc889AJx99tk8/fTTpKSksHv3bnbv3s1dd91V5Byu6zJw4ED279/PggULmDNnDtu2bWPw4MER47Zu3cqHH37IJ598wieffMKCBQt47LHHSpz7mjVryMzM5Iwzzgg/V6tWLQzD4N13342q2VUwGOSyyy5j1apVLFy4kEaNGpW5T6wsyyI9PZ3k5GQWLlzI119/Hf5Abpom559/PlWrVuW9994L7+M4DtOnTycjIwMIXZu+ffty6aWXsmbNGqZPn86iRYsYOXJkqefu0qVLRGCkoB5WacGYOnXqMGvWrFIDgoU98cQT3HvvvcyePZvzzz8/qn1iNXLkSJYsWcK0adNYs2YNl112GX379mXLli2kpKTQv3//IhlJU6ZM4eKLLyYxMbHM9+BIu3fv5sorr2To0KFs3LiR+fPnc8kll0T9s/7LL7/w/vvv06NHj1LHJScnM3HiRDZs2MAzzzzDa6+9FlFnGsr+ubj77rtZsGABH330EbNnz2b+/PlRxUAmTJjAtm3b+L//+7+oXlM0jlyxdqTc3Fz+/e9/M3nyZL766it27txZ7O+MAnfccQdff/01H3/8MXPmzGHhwoXFvrYnn3ySM844g++++46bbrqJESNGsHnz5gq9lpjviA4cOMBll11WoZOWxnVdgsEgnTt3xufzMXfuXC699FIANm/ezM6dO8PRxa5du/LII4/w22+/hbvkzZkzh5SUFNq0aRMeM2vWrIhzzJkzJ3wMv99P586dmTt3bjhS6Louc+fODf/iiWYuQgghhDhxlNVFLivPwnCNcJYUgKWDFS5yrhwTwzFxvbF1ySv7wKBR+UGp5HIcwMDVFgHTDdcRdewjMqV8vlBgwLTwlFiLS/wv0Hl5bO7UOaqxnmrVaD73C/ZPfrvY7fsnv02NYcP44fzeOAcOlHm8litXoBITyxy3ZcsWtNa0bt262O2tW7fmwIED/P777xw8eJAZM2YwZ86ccA3Zpk2bhse+8MILpKamMm3aNHz52ZUtWrQocw5H6tatG/fee294/6+//pqnnnqKPn36ABQpVj127FiGDx/Oiy++iN/vJzU1FaVUqX8Unzt3LmvXrmX79u00bNgQgLfeeovTTjuNZcuWceaZZwKhzzsTJ04kOTn0++Lqq69m7ty5PPLII8Ue98cff8Tj8YQ/cwHUr1+fZ599lnvuuYcxY8Zwxhln0KtXLzIyMiKuH0B2djb9+vUjGAzy5ZdfHrWlQ9OnT8d1XV5//fXw77IJEyZQtWpV5s+fzwUXXMAVV1zB1KlTGTZsGBC6ZgcPHgx/zhs3bhwZGRnh9+PUU0/l2WefpUePHrz00kvExxfffbVevXr8+OOP4ceJiYm0bNky/D1TnFdffZWMjAxq1KhB+/btOeeccxg0aBDdunUrMnb06NFMnjyZBQsWxLREMBY7d+5kwoQJ7Ny5k3r16gFw11138dlnnzFhwgQeffRRMjIyuPrqq8nNzSUxMZGsrCxmzpzJBx98AET3HhS2e/dubNvmkksuCdeobtu2bZlzvfLKK/noo4/Iy8tjwIABvP7666WOf/DBB8P/TktL46677mLatGnhwC+U/nORnZ3NG2+8wdtvvx0OCE6aNIkGDRqUet4tW7Zw7733snDhQrwl/CGsOO+++y5PPPEE27Zt4/TTT+evf/0rl156KUlJSUyfPp1t27aVWjrJsixefvllmjVrBoSCjf/85z+LHXvo0CEmTZrE1KlTw69twoQJ4e+Bwi666CJuuukmIPQ9+dRTT/Hll1/SsmXLqF/bkWK+q7rsssuYPXt2uU9Y2H333cdXX33Fjh07WLt2Lffddx/z588nIyOD1NRUhg0bxh133MGXX37JihUruO666+jatWs4HfSCCy6gTZs2XH311axevZrPP/+cBx98kJtvvpm4/BoRw4cPZ9u2bdxzzz1s2rSJF198kRkzZjBq1KjwPO644w5ee+01Jk2axMaNGxkxYgQ5OTlcd911AFHNRQghhBAnDjcnB1VC5z3bdck2bTxaFVPk3FPsPtFSronCgUrPlALXKKgrFfvyOo/hCQWlHAfXdUMd+Kwj/grr9YJtoU0pdi6i561VE3v//nCG1JHcrCzsAwfw1qp5VM4fTbbFqlWr8Hg8JWZarFq1iu7du5caXIjGkX/M7tq1Kxs3bgw//uKLLzj//POpX78+ycnJXH311ezbty+8JCoaGzdupGHDhuGAFECbNm2oWrVqxLnS0tLCH7wB6taty2+//VbicfPy8oiLiwsHGQrcfPPN7NmzhylTptC1a1feeecdTjvttIgMMAgFEHJycpg9e/ZRrWWzevVqfvjhB5KTk0lKSiIpKYnq1asTCATCyy0zMjKYP38+v/zyCxDK8unXr1+4fvDq1auZOHFieP+kpCTS09NxXZft27eXeO6EhISI96pLly5s2rSJ+vXrl7jPueeey7Zt25g7dy6DBg1i/fr1dO/evUjh8ieffJLXXnuNRYsWHbWAFITqPTuOQ4sWLSJe/4IFC8LX76KLLsLn8/Hxxx8D8N5775GSkhIO6EbzHhTWvn17zj//fNq2bctll13Ga6+9xoEoAtRPPfUUK1eu5KOPPmLr1q3ccccdpY6fPn063bp1o06dOiQlJfHggw+Gl5AWKO3nYuvWrZimyVlnnRXeXr169VKDMY7jcNVVVzFmzJiYAtk7d+5k7NixPPjgg+HEmFdffZXq1atTpUoVXnnlFS655JJSj5GYmBgOSB35Wo60bds2LMuiS5cu4edSU1OLfW3t2rUL/7sgSF7a745oxHxH1Lx5c/7+97/zzTff0LZt2yK/nAt3YyjLb7/9xpAhQ9i9ezepqam0a9eOzz//PPzXgqeeegrDMLj00ksJBoOkp6fz4osvhvf3eDx88sknjBgxgq5du1KlShWuueaaiAhgkyZNmDlzJqNGjeKZZ56hQYMGvP7666Snp4fHDB48mN9//52HHnqIPXv20KFDBz777LOI4udlzUUIIYQQJw7nUHaJ9aQCpksg4GAozxFFzvPwVjAoZTgBdKyVyKOkDR+GHUQ5JtobWxF1j/JgKxPLtrDc/A585hGZUvkfRsvKMhMnP5WQQMuVK6If7/VipKQUG5gyUlLw1apFWpS1eFSUhdGbN2+OUoqNGzfyl7/8pcj2jRs3Uq1aNWrVqlVked+RytpuGEaR4JcV4zLXHTt20L9/f0aMGMEjjzxC9erVWbRoEcOGDcM0TRKjyA6LxZGf4ZRSpS4HqlmzJrm5uZimif+ITMnk5GQGDBjAgAEDGDt2LOnp6YwdOzb8mQ5CgYy3336bJUuWRNRuqmzZ2dl07tyZKVOmFNlWUBD+zDPPpFmzZkybNo0RI0bwwQcfRHQhy87O5m9/+1uxn2tLW3K4f//+chWd9/l8dO/ene7duzN69GjGjh3LP//5T0aPHh2+1t27d2fmzJnMmDEjnG13NGRnZ+PxeFixYgUeT+T/7wqWs/r9fgYNGsTUqVPDWWeDBw8OZwFF8x4U5vF4mDNnDosXL2b27Nk899xzPPDAA3z77bc0adKkxLnWqVOHOnXq0KpVK6pXr0737t35+9//Tt26dYuMXbJkCRkZGYwZM4b09PRw5uORNaFi/bkoy6FDh1i+fDnfffddeBWW67porfF6vcyePbvYn4fatWvzzTffhLPy2rdvzy233ML+/fvx+XwRgbOSFPdaKqMmZGVfIyhHUOrVV18NR0sXLFhQZEKxBKUKFw8sTnx8PC+88EKRIoCFNW7cuMjyvCP17NmT7777rtQxI0eOLHWdcDRzEUIIIcTxzzVNdDCAKmEJWsC2sW2Nz1UUrNRztIWjLbyqAsvWtIOy8nArUpOqNMqDwkG5JppYg1JeLPII2ham4xLn8YQ68Lkaw4gMoklQSiilolpCV8DNy6P61Vezt5j76OpXX412HIxKDrrUqFGDPn368OKLLzJq1KiIwFJBZs+QIUNQStG2bVtc12XBggXhbI/C2rVrx6RJk7Asq9hsqVq1akUUEHYch3Xr1tGrV6+Icd98802RxwXLC1esWIHrujz55JMY+dHwGTNmRIz3+/1l1m5q3bo1u3btYteuXeFsqQ0bNnDw4MFweZPyKGhhv2HDhlLb2SulaNWqFYsXL454fsSIEZx++un8+c9/ZubMmWXW/ymvTp06MX36dGrXrl1qPd+MjAymTJlCgwYNMAyDfv36RRxjw4YNNG/ePKZzr1u3jo4dO5Z77gXatGmDbdsEAoFwUKpLly6MHDmSvn374vV6S60NVBEdO3bEcRx+++03unfvXuK4jIwM+vTpw/r165k3bx5jx44Nb4v2PShMKUW3bt3o1q0bDz30EI0bN+aDDz4oM/upQEFQJFhC44TFixfTuHHjiOYGhZdaRqNZs2b4fD6+/fbbcHDywIEDfP/99yV+P6ekpLB27dqI51588UXmzZvHu+++W2LQraQloker02LTpk3x+XwsW7Ys/NoyMzP5/vvvOffcc4/KOQuLafme1pr58+ezYcMGtm/fXuRr27ZtR2ueQgghhBCVItR5zyoxUyonaIOr0BzODrIcC9t1MIzyZ0opxwp1xzOOXj0mjcIoR7Fzj+FF42JpG8sOZUo5TtG6Uni8uKV0oBKiOEZCAjVuvIGaN9+Mkf8h1UhJoebNN1Pjxhswosx+itXzzz8fXuHw1VdfsWvXLj777DP69OlD/fr1w/WT0tLSuOaaaxg6dCgffvgh27dvZ/78+eGg0MiRI8nKyuKKK65g+fLlbNmyhcmTJ4eL+5533nnMnDmTmTNnsmnTJkaMGFGkQRLA119/zRNPPMH333/PCy+8wDvvvMNtt90GhDK7LMviueeeY9u2bUyePJmXX345Yv+0tDSys7OZO3cue/fuLXZZX+/evWnbti0ZGRmsXLmSpUuXMmTIEHr06BFRpDxWtWrVolOnTixatCj83KpVqxg4cCDvvvsuGzZs4IcffuCNN97gzTffZODAgUWOccsttzB27Fj69+8fcZzKlJGRQc2aNRk4cCALFy4Mv5e33norP/30U8S4lStX8sgjjzBo0KBw6RcI1clZvHgxI0eOZNWqVWzZsoWPPvqozELnCxcujKiXtHTpUlq1asXPP/9c4j49e/bklVdeYcWKFezYsYNZs2Zx//3306tXryIBnbPPPptZs2YxZsyYiG6LlalFixZkZGQwZMgQ3n//fbZv387SpUsZN24cM2fODI8799xzww0DmjRpErGkLdr3oMC3337Lo48+yvLly9m5cyfvv/8+v//+e4n14GbNmsWECRNYt24dO3bsYObMmQwfPpxu3bqRlpZW7D6nnnoqO3fuZNq0aWzdupVnn302XAMrWklJSQwbNoy7776befPmsW7dOq699tpwELk4hmFw+umnR3zVrl2b+Ph4Tj/9dKpUqRLTHI6W5ORkrrnmGu6++26+/PJL1q9fz7BhwzAMo8iS3aMh5qDUqaeeWuw3kxBCCCHEiSAUlLKLDUpprckK2Hi1gVKHAzK2NoGKFjkPYmgNFThGWVzDC1Yu6NhT6UNZ/TYBy8YwwC2hA5+TE319GyEKGHFx1Lh+GC2+XsSpi7+mxdeLqHH9MIy42LL6YnHqqaeyfPlymjZtyuWXX06zZs248cYb6dWrF0uWLInIOnjppZcYNGgQN910E61ateKGG24It6SvUaMG8+bNIzs7mx49etC5c2dee+21cNbU0KFDueaaa8LBn6ZNmxbJkgK48847Wb58OR07dmTs2LGMHz8+XFKkffv2jB8/nscff5zTTz+dKVOmMG7cuIj9zz77bIYPH87gwYOpVasWTzzxRJFzKKX46KOPqFatGueeey69e/emadOmTJ8+vcLX8/rrr49YktWgQQPS0tIYM2YMZ511Fp06deKZZ55hzJgxERkphd1+++2MGTOGiy66qEg2VWVITEzkq6++olGjRlxyySW0bt2aYcOGEQgEIoI8zZs3p0uXLqxZsybcda9Au3btWLBgAd9//z3du3enY8eOPPTQQ8UWfS6wZMkSMjMzGTRoUPi53NxcNm/eXOpSzvT0dCZNmsQFF1xA69atueWWW0hPTy+SJVfgnHPOYebMmTz44IM899xz0V6WmEyYMIEhQ4Zw55130rJlSy6++OKIDBoIfZ9deeWVrF69usj1i/Y9KJCSksJXX33FRRddRIsWLXjwwQd58sknufDCC4udX0JCAq+99hrnnHMOrVu3ZtSoUfz5z3/mk08+KfE1/fnPf2bUqFGMHDmSDh06sHjxYv7+97/HfG3+9a9/0b17dwYMGEDv3r0555xz6Nw5uqYPx7vx48fTtWtX+vfvT+/evenWrRutW7cuMWurMikd48LC0047jTfeeEMKfJdDVlYWqampZGZmRp3KKIQQQojKZf70M4GNG/DVLfoBI2DZrPspE/uQwtAGvrjQXwj3Bn7jkHWQJF95OtuFeLP3YNi5uL7KXaYUQbsYdh5WUn20N7YbyRzrEB5dhTpV6tC0VhLZhxxq1vaTlHw4O8zJyQHXocqZZ6Ji6CIkjm+l3aMGAgG2b99OkyZN/pAPJyertLQ0br/99ogOeyeavLw8WrZsyfTp06UD+REGDx5M+/btuf/++4/1VISoFDk5OdSvX58nn3wy3KkyVtH+/yPmP9U99thj3H333axbt65cExNCCCGEOJbc3BwoofNenuUQtFwMbYQ772k0ppOLtyId8xwb5QRwPRXr3lUmZaBwUW5sRZYhVFfKxSRou1iORimFbUdmXCmvF21ZUldKiP9BCQkJvPXWW+zdu/dYT+W4Ypombdu2jejuLsSJ5rvvvuM///kPW7duZeXKleEMuOKW4la2mO+uhgwZQm5uLu3bt8fv9xfpRrF///5Km5wQQgghRGVzs0vrvOeg3dBStoIyEba2cLRdoSLnyg1iaBtHHb2lSgU0CsPOw/XHltXlUR5cZWHaFpYTqitlHVGeSvl8YFm4wWClF6YWQhz/evbseayncNzx+/08+OCDx3oaQlTYv//9bzZv3ozf76dz584sXLiQmjVrHvXzxhyUOlpF1YQQQgghjjadH1ApqfNeQT0p1wWV33XOzi9yHucrf6aU4ZiAhj+gYKhr+FB2HmgHVPSF2T2Gl6AbwNImtuMQ7/FiWW5EBz5lGGit0WbsmVhC/C/bsWPHsZ6CEEKUqGPHjqxYseKYnDvmu6trrrnmaMxDCCGEEOKoc4NBdNDEk5paZJvlOORaDgYKV2kgPyilLcAtfwcaDcrKwVVHeeleAcOHsnNRjoX2Rh+UMpQBWuNgE7RdqvgUpqlxbI3hj3zt2pLle0IIIYSouApVqAwEAphH1BSQAt5CCCGEOF7pYBAsC4op0h2wXCzbxdAedKEYTNAJoGLIODqSck0Mx8T1ln/5X2wnNFBolGuiib0wtdY2eZaLkRTqwOc4EBFOMzy4xbSiF0IIIYSIVcyFznNychg5ciS1a9emSpUqVKtWLeJLCCGEEOJ4pYNBNBSb9RSwHWzHRTvqiCLnATwVKHKunCAKFypSKD1GGoVhxR448hpeXIIEbQcNoMC2Ixs1K59PglJCCCGEqBQxB6Xuuece5s2bx0svvURcXByvv/46Y8aMoV69erz11ltHY45CCCGEEJXCzcs7XMH8CNkBG0MrtKMPFzl3LWxt4zXKv/TOcEKBsD+Sa/hRTgBcO6b9DOXFUTambWE7oc57xXbgCwTQjlNp8xVCCCHE/6aY/2T33//+l7feeouePXty3XXX0b17d5o3b07jxo2ZMmVKuHWgEEIIIcTxxjl0qNgi567WZAdsPHhwXPAWCko52iZelbPTnHbAysU1/rgsKQAMb6iulGuhYzi3R3mwMAnaFqbj4vV4iu3A5+bloi0L5Sn/skYhhBBCiJgzpfbv30/Tpk2BUP2o/fv3A3DOOefw1VdfVe7shBBCCCEqibZt3Lw8lK9o1lPAcgjaDl6l0Ojw8j5bm2hd/HK/aCjHwnBNMP6gelLhExsoHVo6GAuP4UVrFxsLKz9jzLJDHfjCh/b5wLJD9bmEEEIIISog5qBU06ZN2b59OwCtWrVixowZQCiDqmrVqpU6OSGEEEKIyqKDwVB2TzFBqaDlYLka5SqMQgGogBPAqEiRcyeIQoOK+ZarwrQyMKxAufZ1XZug5eDxKBwbCq/UUx4P2nHQpnTgE+J4kJaWxtNPP/2HnOvqq6/m0UcfjXr8jh07UEqxatWqEscopfjwww+LHT9//nyUUhw8eDCq/f8oha+5aZqkpaWxfPnyP3QO5fVHfr8IEY2Y75Cuu+46Vq9eDcC9997LCy+8QHx8PKNGjeLuu++u9AkKIYQQQlQGNxgE0yx2+V6O6YDW2BaocJFzF9MJ4K3A0jvDykPHfrtVKVyPr1x1pZTy4BIk13IwPOC6GueIYucoJCglTgi7du1i6NCh1KtXD7/fT+PGjbntttvYt2/fsZ5azCZOnFhsEsCyZcu48cYbj/r5V69ezaxZs7j11lvDz23fvp2rrrqKevXqER8fT4MGDRg4cCCbNm2K+ri7d+/mwgsvPBpT/kP4/X7uuusuRo8eHdN+aWlpKKVK/Lr22mtL3f9YBOOEOBpivssaNWpU+N+9e/dm06ZNrFixgubNm9OuXbtKnZwQQgghRGUpufOe5lDAwq88OLYOd96zXRtb2/iN+PKd0LVRTgDX8wcv3SugPBg6iHLMmOtKOdrCtB0crUGD4xwZlDJCQT4hYmAFHQyPwsyz8Sd4cR2NL+7o1SXbtm0bXbt2pUWLFvznP/+hSZMmrF+/nrvvvptPP/2Ub775hurVqx+18/9RatWq9Yec57nnnuOyyy4jKSkJAMuy6NOnDy1btuT999+nbt26/PTTT3z66aelZjYdqU6dOkdpxn+cjIwM7rzzTtavX89pp50W1T7Lli3DyU9DXbx4MZdeeimbN28mJSUFgISEhKM2XyGOJxX+013jxo255JJLJCAlhBBCiOOamxeAYmpDmbZLnuXgUQrXpVBQysTVDp5yLt9Tjomh7cOpV380ZQAa5cSW0eRVXsAhYJuYtgYFllW0A5+bk1N5cxUnPdtyWDn7Rybcs4g3717EhHsW8d3sH7Gto9fF8eabb8bv9zN79mx69OhBo0aNuPDCC/niiy/4+eefeeCBB8Jjg8Ego0ePpmHDhsTFxdG8eXPeeOON8Pb169fTv39/UlJSSE5Opnv37mzduhWAnj17cvvtt0ec++KLL47IdElLS+Phhx/myiuvpEqVKtSvX58XXnghYp/x48fTtm1bqlSpQsOGDbnpppvIzs4GQsvYrrvuOjIzM8OZNP/4xz/Cxy68HGvnzp0MHDiQpKQkUlJSuPzyy/n111/D2//xj3/QoUMHJk+eTFpaGqmpqVxxxRUcOnSoxGvpOA7vvvsuAwYMiLgmW7du5cUXX+RPf/oTjRs3plu3bowdO5Y//elPJR5n6NChtGrVip07dwKVn/Gza9cuLr/8cqpWrUr16tUZOHAgO3bsAGD27NnEx8cXCZrddtttnHfeeeHHixYtonv37iQkJNCwYUNuvfVWckr5nVetWjW6devGtGnTop5nrVq1qFOnDnXq1AkHR2vXrh1+burUqTRr1gy/30/Lli2ZPHlyeN+0tDQA/vKXv6CUCj/eunUrAwcO5JRTTiEpKYkzzzyTL774Iuo5CXEsRB2Uuuiii8jMzAw/fuyxxyJ+mPft20ebNm0qdXJCCCGEEJXFzclGeYspcm67WI6LFwMKFTW3tBXxOFZGQTDoGNSTKuDiwbBzY9rHMDxoXGzXwnYcDENhHRHXUj4fbm4uWuviDyJOalprrKAT9ZeZZ7Pisx9ZPnMHwdzQctJgrs2ymTtY8dmPmHl21MeK9ntu//79fP7559x0001FMk7q1KlDRkYG06dPDx9vyJAh/Oc//+HZZ59l48aNvPLKK+GMoJ9//plzzz2XuLg45s2bx4oVKxg6dCi2HdvS2H/961+0b9+e7777jnvvvZfbbruNOXPmhLcbhsGzzz7L+vXrmTRpEvPmzeOee+4B4Oyzz+bpp58mJSWF3bt3s3v3bu66664i53Bdl4EDB7J//34WLFjAnDlz2LZtG4MHD44Yt3XrVj788EM++eQTPvnkExYsWMBjjz1W4tzXrFlDZmYmZ5xxRvi5WrVqYRgG7777bjjjpzTBYJDLLruMVatWsXDhQho1alTmPrGyLIv09HSSk5NZuHAhX3/9NUlJSfTt2xfTNDn//POpWrUq7733Xngfx3GYPn16uIv81q1b6du3L5deeilr1qxh+vTpLFq0iJEjR5Z67i5durBw4cLw44J6WAUBsVh88MEH3Hbbbdx5552sW7eOv/3tb1x33XV8+eWXQCjLCmDChAns3r07/Dg7O5uLLrqIuXPn8t1339G3b18GDBgQDgAKcTyKOpf7888/J1goTfvRRx8NR6ABbNtm8+bNlT5BIYQQQoiK0o6Dm5NTbD2pPNPBdcHVgNJAKAgVtAMYRjmznDQoOwf3WGVJFUzD4wsFxxwbPNHd9hn5GVa2a2M5EO8LZUq5rsYwQtdG+XyHC8cXc03Fyc02XV69bUFUY+OTfAx55GzWfvlTsdvXfvkTnS5ozFsPLCaQbZV5vBuf6RHVkr8tW7agtaZ169bFbm/dujUHDhzg999/5+DBg8yYMYM5c+bQu3dvgHC3cYAXXniB1NRUpk2bhi+/UUKLFi3KnMORunXrxr333hve/+uvv+app56iT58+ABHZVmlpaYwdO5bhw4fz4osv4vf7SU1NRSlV6nK3uXPnsnbtWrZv307Dhg0BeOuttzjttNNYtmwZZ555JhAKXk2cOJHk5GQgVMB87ty5PPLII8Ue98cff8Tj8VC7du3wc/Xr1+fZZ5/lnnvuYcyYMZxxxhn06tWLjIyMiOsHoWBJv379CAaDfPnll6SmpsZ49aIzffp0XNfl9ddfD/9BYcKECVStWpX58+dzwQUXcMUVVzB16lSGDRsGhK7ZwYMHufTSSwEYN24cGRkZ4ffj1FNP5dlnn6VHjx689NJLxMcXv6S7Xr16/Pjjj+HHiYmJtGzZMvw9E4t///vfXHvttdx0000A3HHHHXzzzTf8+9//plevXuElm1WrVo34fmjfvj3t27cPP3744Yf54IMP+Pjjj8sMqglxrET9p7sj/yohfxkTQgghxIlCB4O4ZvEBlENBC6/HwDYJB120djDdAB5VviLnyjUx7CDaE/uHkUqlvChto9xY6z8pXCxyLRvDo3CP7MDn9aJtCy11pUQZElP85B0ywxlSRwrm2uRlmySmHJ3gZjSfWVatWoXH46FHjx4lbu/evXu5gguFde3atcjjjRs3hh9/8cUXnH/++dSvX5/k5GSuvvpq9u3bR25u9NmOGzdupGHDhuGAFECbNm2oWrVqxLnS0tLCASmAunXr8ttvv5V43Ly8POLi4opkjt58883s2bOHKVOm0LVrV9555x1OO+20iAwwgCuvvJKcnBxmz5591AJSECrG/sMPP5CcnExSUhJJSUlUr16dQCAQXm6ZkZHB/Pnz+eWXXwCYMmUK/fr1CydbrF69mokTJ4b3T0pKIj09Hdd1w13oi5OQkBDxXnXp0oVNmzZRv379mF/Hxo0b6datW8Rz3bp1i3gPi5Odnc1dd91F69atqVq1KklJSWzcuFEypcRxrfztZIQQQgghThBuMAiWifJVjXjecV1ygg4+Q2E5h1faWTpU5DyunEXOlRPEwME91rdaSgEaw7FwYvg87TW8OG6QoOVgGBonvwOfz5f/gdTrBcuWDnz/o7x+gxufKT6AUxzDo4hL9BYbmIpL9FIlNY5Bo88oZs/izx2N5s2bo5Ri48aN/OUvfymyfePGjVSrVo1atWqVWVC6rO2GYRQJfllW2Vlfhe3YsYP+/fszYsQIHnnkEapXr86iRYsYNmwYpmmSmJgY0/HKcmSATSmF67oljIaaNWuSm5uLaZr4jwjuJycnM2DAAAYMGMDYsWNJT09n7Nix4QwwCJWCefvtt1myZElE7abKlp2dTefOnZkyZUqRbQXZRWeeeSbNmjVj2rRpjBgxgg8++ICJEydGHONvf/tbRJfBAqUtOdy/f/8fVnS+JHfddRdz5szh3//+N82bNychIYFBgwZhyu9qcRyLOlOqoKDekc8JIYQQQhzvtGmC1igj8tYnz3IxbQevMnAdHVnk3HXwxNC1rjDlBHFRBSsBjylXeVF2DsSQ5O5RHjQOAdvCLqYDn1IKrZCg1P8opRS+OE/UX66jaderQbHHaterQbgLXzRf0X7+qFGjBn369OHFF18kLy8vYltBZs/gwYNRStG2bVtc12XBguKXJLZr146FCxeWGGiqVasWu3fvDj92HId169YVGffNN98UeVywvHDFihW4rsuTTz7Jn/70J1q0aBHO5Cng9/vLrN3UunVrdu3axa5du8LPbdiwgYMHD1ao/m+HDh3CxyqNUopWrVoVKQo+YsQIHnvsMf785z+XeJ0rQ6dOndiyZQu1a9emefPmEV+FM7QyMjKYMmUK//3vfzEMg379+kUcY8OGDUX2b968eZGAXGHr1q2jY8eOlfI6Wrduzddffx3x3Ndffx3xHvp8viLfD19//TXXXnstf/nLX2jbti116tQpV00rIf5IMS3fu/baa7nkkku45JJLCAQCDB8+PPx46NChR3OeQgghhBDl5ublFRuTCVoOtqMxtIF2Dy/fs5zYshwiaBdl5eGWM6BV2bTHG6or5UYfQAp1HHQwbQvL0WjAtopmUbiyfE9EwRfnoVPfxpzZL424xNDPRVyilzP7pdGpb+OoakSVx/PPP08wGCQ9PZ2vvvqKXbt28dlnn9GnTx/q168frp+UlpbGNddcw9ChQ/nwww/Zvn078+fPZ8aMGQCMHDmSrKwsrrjiCpYvX86WLVuYPHlyuJ7ueeedx8yZM5k5cyabNm1ixIgRRbq7QShg8MQTT/D999/zwgsv8M4773DbbbcBocwuy7J47rnn2LZtG5MnT+bll1+O2D8tLY3s7Gzmzp3L3r17i13W17t3b9q2bUtGRgYrV65k6dKlDBkyhB49ekQUKY9VrVq16NSpE4sWLQo/t2rVKgYOHMi7777Lhg0b+OGHH3jjjTd48803GThwYJFj3HLLLYwdO5b+/ftHHKcyZWRkULNmTQYOHMjChQvD7+Wtt97KTz/9FDFu5cqVPPLIIwwaNIi4uLjwttGjR7N48WJGjhzJqlWr2LJlCx999FGZNZkWLlzIBRdcEH68dOlSWrVqxc8//xzz67j77ruZOHEiL730Elu2bGH8+PG8//77EcXt09LSmDt3Lnv27OHAgQNAqP7V+++/z6pVq1i9ejVXXXVVqRlwQhwPog5KXXPNNdSuXZvU1FRSU1P561//Sr169cKPa9euzZAhQ47mXIUQQgghysXNzkH5iv6FO9e0MZTCsTWFU4mCbgBPOYucK8fEcE0wjpcC4D6Udg53A4yCYXgBF1tbWLaLx6M4MilKeUMd+ISIhtfnoeMFjbnuiXMY+q9zuO6Jc+h4QWO8vqPXDODUU09l+fLlNG3alMsvv5xmzZpx44030qtXL5YsWUL16tXDY1966SUGDRrETTfdRKtWrbjhhhvC2T41atRg3rx5ZGdn06NHDzp37sxrr70WXgI3dOhQrrnmmnDwp2nTpvTq1avIfO68806WL19Ox44dGTt2LOPHjyc9PR0IFageP348jz/+OKeffjpTpkxh3LhxEfufffbZDB8+nMGDB1OrVi2eeOKJIudQSvHRRx9RrVo1zj33XHr37k3Tpk2ZPn16ha/n9ddfH7EsrkGDBqSlpTFmzBjOOussOnXqxDPPPMOYMWN44IEHij3G7bffzpgxY7joootYvHhxhed0pMTERL766isaNWrEJZdcQuvWrRk2bBiBQICUlJTwuObNm9OlSxfWrFkT7rpXoF27dixYsIDvv/+e7t2707FjRx566CHq1atX4nmXLFlCZmYmgwYNCj+Xm5vL5s2bY17KCXDxxRfzzDPP8O9//5vTTjuNV155hQkTJtCzZ8/wmCeffJI5c+bQsGHDcIbW+PHjqVatGmeffTYDBgwgPT2dTp06xXx+If5ISkvF8j9MVlYWqampZGZmRvxSFEIIIcTRo12X3GXL0I6LJ+L/v5r1v2Ri2hqVZxDM0/jjFa52+DlnJ4YCvyf2mlKGmYUv51ccf3LZg/8gHusQdlx1nIQaUe+TbWbiozrNqp9C1bg4UFC3vj+8fMrJzETFxVHljM5Ha9riD1LaPWogEGD79u00adKkxK5jomxpaWncfvvtER32TjR5eXm0bNmS6dOnFyna/r9u8ODBtG/fnvvvv/9YT0WI40a0//+IOlNKCCGEEOJEpE0TbRXtvBewHYKWi9+jsK3DRc5tbeFglbvznmHloo+zupuu8qHsvJjqShmGB5cgOZZzuANfoTrVyutFm0F0ObIAhBAnnoSEBN566y327t17rKdyXDFNk7Zt2zJq1KhjPRUhTkjHR7EDIYQQQoijRAcCaNPESD4iA8RyCTouiV4vruNSUALKdi206+LxluM2ybVRdgD3uFm6F6I9XgzbRLkm2hPd3DzKi4WFadmgXBwXbFvjLejA5/OhA3m4QROPL4bWfkKIE1bh5WMixO/38+CDDx7raQhxwpKglBBCCCFOam7QRLsuyhNZuyZghoq/alfhuuDNz5QyY6i9dCTlmhjaxvFUbvv2ivNikIdyYghK4cEiSMCxsFzQR3bg83rBstGWCVQ5SvMW4uQgHdCEEKJ4snxPCCGEECc1bQYpbjHdoYCF3zBCgRZNuFZSqMh5+f5up+z8gJY6zm6xFGgUyglEvYsnv9i56VhY+W3HC3fgU4YBaPSRFdCFEEIIIaJ0nN0xCSGEEEJULufQIfBGLi+zHZcc08bvNSI677nawXSC5asnpcGwc3GP09sr1/Dm15WKrrBUKEincVwL2yHUga+Y8lESlBJCCCFEeR2fd01CCCGEEJVAa42bk4M6ouZRwHIxbZc4rwfHBMMTypKyXAtH23hVOdrUuyaGE0R7j8/6StrwYTgWKpbliUrhYhGwbDwesEyXiMbNHi9ubm7lT1Ycd1zXLXuQEEIIkS/a/29ITSkhhBBCnLS0aaKDJiouLuL5gG3juKFle7Yd2XlPaxejHMv3DMdEaQdIqISZHwXKg8IJFTsnruzxgFd5sbVJrulgJIFthTrwheNuXi9uTs7Rm7M45vx+P4Zh8Msvv1CrVi38fn94qasQQghxJK01pmny+++/YxgGfn/ptSwlKCWEEEKIk5YOBtGWiZGcHPF8dsDGYyhcB7SrKaj9bTrBcp8rXK/pOP68rlEYThCX5LIHAx7lwcYmaFs4aBwnVOy8oAOf8vlwg0G0bYcKn4uTjmEYNGnShN27d/PLL78c6+kIIYQ4QSQmJtKoUSMMo/QFenL3IIQQQoiTlhsIoB0novOe1ppDQRu/14PraLQLhlFQ5DwPb3mKnGsXZeXhlrNA+h/FNbxg5UK8G1Uxdo/yAGYoKOVqNArbPpxnpXw+3JwctGlKUOok5vf7adSoEbZt4+QXvRdCCCFK4vF48Hq9UWXWyt2DEEIIIU5axRXhDtgOpuWSGOfBzoNQkXOFo20sxypXkXPlmBiuheuNr/CcjyrDj2HnoRwTHcVcjfwOfJY2MW0Xr/Zg2y4QCvIprxdsK3SdExOP7tzFMaWUwufz4fMdnzXThBBCnJik0LkQQgghTlpuTg7KExlkClgOpuviNQxsS6Pys6Ts/CLnnnJkOynXQuFElX10TCkDhYtyi2mjVwpHW5i2G+rAVyjOpzwetOviSgc+IYQQQpTDcX7nJIQQQghRPlprnEPZqCMKbOaZh5cfORYUlDqwCoqcl6PznmHloo9CMSl/fDzJ1avjj6+8DCyNwgiliEXFMDw42iRguRjFdeADtBlbkEsIIYQQAmT5nhBCCCFOUtqy0MEAyhcZlMoKWPgNA9cB19EUJFJZjkm5qpS7NsrJwzVK7y4Ti6Sq1Wjd6QxqNGqEfTATb9VU9u7cyaaVy8k+eKBCx3YNH8oOgHYgigCcR3mxsMizLZSKw3UUjgPhElLKwA1EH+QSQgghhCggmVJCCCGEOCmFOu9ZqEI1cEzbIc9yifPlB6UK1fsOOuUrcq5cE+XaUElFzpOqVqNrvwHw6Wf80L0H23r05IfuPVCffk7XfgNIqlqtYicwfKE5O9FlN3mUF5RLwA7iKo3rgmMfzpQqKHYuhBBCCBErCUoJIYQQ4qQUCkrZEUGpoO1iWi5+jyccWFFKYWsbyzXzu83FRjlmKL+qkupJte50BgffnMC+F1/CzcoCwM3KYt+LL3LwzYm06nRGxU6gDBQa5UZXByp0TWyCtoXlaLSriwSldF4A7boVm5cQQggh/udIUEoIIYQQJyU3ECyyGi/PcnC1xjBUfmAlFFxxXAtbO3iM2DuLGVYubiXdUvnj46nRqBEH3p5S7PYDb79NzUaNKlxjSqMwrNyoxobaORd0J9SgwHYKBaW8XnRBBz4hhBBCiBhIUEoIIYQQJyU3NweMyMynnKCN15Pfbc8EI7/znqVN0C5GrNlOjoXhmGhv7MGs4sQlJmIfzAxnSB3JzcrCPphJXGJihc7jGn6UEwDXjm4HZeBqi4BlYxhgmkdkSlkSlBJCCCFE7CQoJYQQQoiTkpudHbF0z9Wa7ICN3+PBdTSOczhmZdkmqNiLnBtOEKVtoHKCUsHcXLxVUzFSUoo/X0oK3qqpBHOjy3IqkeFFuTbKja6ulFd5cHSAXNMp0oEvlCnlSFBKCCGEEDGToJQQQgghTjrasnCDQZT/cEe8gOUQsJ1wkXPtagwjtIAv4ATwqnIUOXeC+f+onHmbgQD7du6kWkZGsdur/fWv7N25EzMQqNiJlIGh9eH5l8GjvGjDwbQtXMCxwXEix0hQSgghhBCxkqCUEEIIIU46bjCIDpoYRwSlbFfjNQwcR6NdUEaoVpKtzVCXuVhojbJzcSup616BHe+9R/Wr/0qNESPCGVNGSgo1bhpB1aHXsmnl8ko5j6s8GFZ0wS2P4QFcAo6Jo4t24EMp3GB0AS4hhBBCiAKVexclhBBCCHEc0MEgWBZ4D9/q5Jo2+SWkcB0I5UgpbNfC1jZ+T2zFw5VjYjgWrjeu0uaN1sT99xN+/GoR1cb8g+bDb8TZtx9v1aocXLuWJTP/S/bBA5VyKtfjO1xXqozAmqE8KDSWY+G4LspVRTrwuTkVXFIohBBCiP85EpQSQgghxElHB4OhkFO4TpQmK2Djzy8iZZsaFS5yHixXkXPlmigcUJ6yB0cpcet2/Pv2Ezh0iG8Xf4V3wxpS9x2g6jvvY+blkXPDtRGBtgpRHgwdRLkmOspsL0dbmI6LV3mKdOBz83LRWhe65kIIIYQQpZPle0IIIYQ46Ti5uWAcvs0J2i4By8HvNdCuxrYPbw4VOY89sGTYeejKKiYFoDXVvl0GQGaHdrjx8ZiBAL8nxBGwbTyBAFW+/6HyzqcMQKPs6GpBeQwPtg6SZ7nFd+AzTbQVXeF0IYQQQgiQoJQQQgghTkJudnaRIuem7eL35hc5tzWGp6DIeR7eWINS2kbZebhG5XTdA0j4cSdxv/2O6/WS2bHD4Q2GwaG2pwGQsmZtpZ0PwMWDYUe37M6jvGhlkWdZYBzRgc/nQ1u2FDsXQgghREwkKCWEEEKIk4q2bdy8PJTvcMAoYLloHVrO5zjguqFEIUdbONrCq2ILLinHQrkWVFZQSmuqfRPKkspqdzpuYkLE5kOnt0YbBvG7f8X/2++Vc05Ae3wYjhlqp1cGQ3lBuQRtE611ZAc+rxdsS4JSQgghhIiJBKWEEEIIcVLRwSDasiKCUlkBC68ndNvj5tdCUkphORa262AYsWVKKSeI0jp/CVzFxf/0M/G79+B6PGR27lhku1OlCjmnNgMgZXUlZkspL0rbKLfsznke5UHhEHRMbNyIDnwFdaQkKCWEEEKIWEhQSgghhBAnFTcYBNMML9+zXZdc0yHeG7rtcSwNKhRMsbUJxF7k3LBycSuxwHlBLalDp7fBSapS7Jisdm0BSNr0PUag7CBSVJQCNIZTdi2oUOBJYbkWtgZXa5xCxc5BglJCCCGEiI0EpYQQQghxUjmy817AcgnaDj6vgdYaywIjv/Ne0ClHkXPHxnBMtKdylu7F/bybhF0/ow2Dg2d0KnFcoH5dzBrVMWybpI2bKuXcAK7youycUIGtsigDxzUJWjYKsO1CO3m8uDk5lTYvIYQQQpz8JCglhBBCiJOKmxeAQl3xApaN62q8hoF2wXXIL3KuMZ1cvMob0/ENJ4jSNsRYh6ok1ZYuB+BQm1Y4KcklD1SKrPahbKmU1WtBRxNFKpv2eEN1pdyys6W8yoOLSZ7poBRYR3Tgc3KiK5ouhBBCCAESlBJCCCHEScbJPhRRTyrPdFD5QSrHAe1qDANsbeFoO+aglHIC+f+o+Fz9e34lccePaKU4eGbnMscfatUS1+fDf+Ag8bt+rvgEAPChtIPhRFNXyguGQ8Cy0EpjFurAh8+Htky0VXZwSwghhBACJCglhBBCiJOIdhx0bm64nhRoMvMs/N7DRc5D9ckVdn6Rc48RQ1BKa5SdhxtjIKsk1ZauACC7VQvsqqllnz7Oz6HWLQFIWVNJBc8VgEZFE5QyvIBDwAni6FDWWUEHPuX1oi3pwCeEEEKI6ElQSgghhBAnDR0M4ppWOCgVsB2CtktcQZFzW4cze2xtAW649lQ0lGPm15OqeFDKt3cvVbZuQ0NUWVIFstqfDkCVH7bhyc6u8DwAXOVD2Xll1pUylIFCY7k2Lg6OQ7jYufL5wLJwJSglhBBCiChJUEoIIYQQJw03GATLDC/fC5gupu3i84RueWyzcJHzACrGIufKNVE4UAmZUtW+DWVJ5ZzaHKtG9aj3s2rWJK9+PZTWJK/dUOF5wOG6UsqNJqBkYDlmKFNKa5z8YufKCBWS16Ys3xNCCCFEdI5pUGrcuHGceeaZJCcnU7t2bS6++GI2b94cMSYQCHDzzTdTo0YNkpKSuPTSS/n1118jxuzcuZN+/fqRmJhI7dq1ufvuu7FtO2LM/Pnz6dSpE3FxcTRv3pyJEycWmc8LL7xAWloa8fHxnHXWWSxdujTmuQghhBDi2NHBILguygjd4gSsUEFupRTa1Th24SLngVCNpBgYTgBdCcWkfPsPUOX7LQAcPOuMmPfPahfKlkpZu/7w+rkK8WLgoJyyg1Iew4NLkBzTAV309NqSTCkhhBBCROeYBqUWLFjAzTffzDfffMOcOXOwLIsLLriAnELthEeNGsV///tf3nnnHRYsWMAvv/zCJZdcEt7uOA79+vXDNE0WL17MpEmTmDhxIg899FB4zPbt2+nXrx+9evVi1apV3H777Vx//fV8/vnn4THTp0/njjvu4P/+7/9YuXIl7du3Jz09nd9++y3quQghhBDi2HIDAXSh5XhZeTa+/ACV44B28oucuxa2tvEaMXTQ0zbKysONZZ8SVF22AgXkNG2CWatmzPvnNG+GnZiANyeHKtu2V3g+KNCow0XcS+FRXjQ2eaaFMsAMuoc3Gh7cXOnAJ4QQQojoKK0rqZ9wJfj999+pXbs2CxYs4NxzzyUzM5NatWoxdepUBg0aBMCmTZto3bo1S5Ys4U9/+hOffvop/fv355dffuGUU04B4OWXX2b06NH8/vvv+P1+Ro8ezcyZM1m3bl34XFdccQUHDx7ks88+A+Css87izDPP5PnnnwfAdV0aNmzILbfcwr333hvVXMqSlZVFamoqmZmZpKSkVOq1E0IIIQTkrVuPvW8f3ho1sB2Xdb9k4lGKBL8XM6DJ2uvgT4CAk8uevF1U8aZEXVNK2QF82T/hehNBlf/vet6DmTSc+DZKa36+8jKCdU4p13Gqfb2EaktXkNuwAXsGXVzu+RRQTgCtPNhJDaCUa+K4NrlWHtX89WhStRrxcR7q1PWjlMI+cABPchKJHTpUeD7ijyP3qEIIIY6V46qmVGZmJgDVq4fqKqxYsQLLsujdu3d4TKtWrWjUqBFLliwBYMmSJbRt2zYckAJIT08nKyuL9evXh8cUPkbBmIJjmKbJihUrIsYYhkHv3r3DY6KZy5GCwSBZWVkRX0IIIYQ4OrTr4uZkH64nZTmYtkucN1Q3ynU0mtBSPluboS58MRU5D2CEWvdVaJ5Vl69EaU1u40blDkgBHGp7GlopEnf9hG//gQrNCUAbXgzHKnMJn8fwopVDwLFwAdcGNz9ZSnm96EAAXSlLCoUQQghxsjtuglKu63L77bfTrVs3Tj89VCdhz549+P1+qlatGjH2lFNOYc+ePeExhQNSBdsLtpU2Jisri7y8PPbu3YvjOMWOKXyMsuZypHHjxpGamhr+atiwYZRXQwghhBCxCnXeM8Od9/JsB0frcGFz29IoFUoQDzgBjBiLnBtWHm6M+xzJcyib5PUbAThQjlpShdkpKeQ2aQxAypp1ZYyOgvKitBNVsXMDhe1aONrFccC2D3fgcy0LLR34hBBCCBGF4yYodfPNN7Nu3TqmTZt2rKdSae677z4yMzPDX7t27TrWUxJCCCFOWjoYBMsKZ0rlBGw8+ZlQWmtsCwyPQuNiOgG8RgxFzh0bwwnieipWT6rq8pUo1yWvQT2C9euVOd4fH09y9er44+OL3Z7Vvi0ASRs2oqyKd73TSmE4wTLHKWVgu0Es180vIH84KIVlS1BKCCGEEFGpeD/jSjBy5Eg++eQTvvrqKxo0aBB+vk6dOpimycGDByMylH799Vfq1KkTHnNkl7yCjniFxxzZJe/XX38lJSWFhIQEPB4PHo+n2DGFj1HWXI4UFxdHXFxcDFdCCCGEEOXlBk2066I8HrTWHArY+MNL90JfoSLnNra28RvFB3qKo9wgStugyv//dU9ODslrQ6UFDpx1Zqljk6pWo8WZZ1OrQQPysoMkJMXx+66f+H75YrIPHl6ql9e4EVZqCr7MLJI2b+HQ6W3KPT8A1/CClQvxbqnLFD3Ki4lFTtCmSrw/3IFPeTxox5GglBBCCCGickwzpbTWjBw5kg8++IB58+bRpEmTiO2dO3fG5/Mxd+7c8HObN29m586ddO3aFYCuXbuydu3aiC55c+bMISUlhTZt2oTHFD5GwZiCY/j9fjp37hwxxnVd5s6dGx4TzVyEEEIIcexoM0hBhaiA7RC0HeK8oWdCQSmN4QHbNXG1gyeGpXhGQZ2lGGpQHSl1xSoMxyFQ9xQCDRuUOC6pajXOGnAJO9c5TLx3MW/d/y0T713MzvUOZw24hKSq1Q4PVoqsdqGyBymr10JF+9cYfgy37LpSXuUF5RCwTDQayyzUgU8hQSkhhBBCROWYZkrdfPPNTJ06lY8++ojk5ORwbabU1FQSEhJITU1l2LBh3HHHHVSvXp2UlBRuueUWunbtGu52d8EFF9CmTRuuvvpqnnjiCfbs2cODDz7IzTffHM5SGj58OM8//zz33HMPQ4cOZd68ecyYMYOZM2eG53LHHXdwzTXXcMYZZ9ClSxeefvppcnJyuO6668JzKmsuQgghhDh2nEOHwJtf5Nx0sFyNz3O4yDn5hc0tbYX/HRUNysrBVeW/bTLy8sJ1nw50ObPU4FaLM89m9Rc/s3zWj+Hngrl2+HGLM85m5ReH72EOndaaaou/Je6334nb8yvBusVncEdFGShclGuhKTmTzDA8oaCUY+KgMSOCUgZusOwlgEIIIYQQxzQo9dJLLwHQs2fPiOcnTJjAtddeC8BTTz2FYRhceumlBINB0tPTefHFF8NjPR4Pn3zyCSNGjKBr165UqVKFa665hn/+85/hMU2aNGHmzJmMGjWKZ555hgYNGvD666+Tnp4eHjN48GB+//13HnroIfbs2UOHDh347LPPIoqflzUXIYQQQhwbWmvcnJxwPak8K7L7m2NrUBpQBO1AKKgSJeUEMRwT1+sv9/xSv1uNYVkEa9ciL784eXH88fHUatCAmc8vLnb72vk/07nv2fjj4zEDAQDchARyWjQneeNmUlav5feKBKUAjcKw83D9ySWOMZSBAViuhYuLY3twHI3Ho1BeL25OToXmIIQQQoj/DUrriuZ5i2hlZWWRmppKZmYmKSkpx3o6QgghxEnDDQbJXbYcFReHkZDAxj2Z5AVdUhJCQaqsfQ62qfH6XX7J3YkG4jzR1ZQyzEP4cvbglBKkKXX/QJBGb0zCME329L+Q3FOblTg2uXp1Op7/Z966/9sSx1wz7ixWfvExh/bvDz8Xt3sP9ae9i+vxsPOGa3ETEso1VwCcAAoDK7k+lLLEMdvMwtAptKrZgESPjzp1ffjjDJysLJTHILFLl+iz0cQxJfeoQgghjpXjpvueEEIIIUR56UAAbZoovx/TdgiYLv78elKh7nChut2WDhU598awFM9wAugKBFdSVq/BME3MGtXJbd601LHB3FwSkuKISyx+fnGJXuKrxBHMzY3cr84pBGvXwnAcktdvLPdcATD8KNdEOaV38/MaHmwdIGg7aEdjF+rAp6UDnxBCCCGiIEEpIYQQQpzw3GAQ7Tooj4eA7RK0Hfz59aScgiLnRn6Rc9fBY0QZlNIOysoLdaUrB2WapK5cBcCBLmeUWSjdDAT4fdfPtO1Zv9jtbXvW5/ddP4WX7h0+kSKrfVuAUO2qiiTCKwOFRrmlB5UM5UXjkJNf7Dzcgc/rRduWBKWEEEIIUSYJSgkhhBDihFc4ABKwHDRgGIc772k3P1OqjOyfIynHCgVnjPLVk0pZsw5PIIhZNZWcFs2j2mfZp+tp16shZ1zUOJwxFZfo5YyLGtO+d32+X158vanslqfixPnxZWaR8OPOcs23gEZhWHmljvEoD0q5BKwgti7Ugc/rBcmUEkIIIUQUjmmhcyGEEEKIyuDm5KA8oduaQwELr3E4I6mgyLlSBkE3gCfGIucKHYpoxUjZNqkrvgPgYJfOYJR9DNvy8vMGPx88uZJzr6xP575nk5dtEV/Fz0+b9vLNx++Tk3mg2H21z0d2m9akfrealNVryUsruaB6WVzDj3LywLWhhCwxj+FFKYegbaM5HJRSSqEVEpQSQgghRJkkU0oIIYQQJzStNc6hbJTfj+O65AQd4ryHA0+OpVEoXO1gukE8sdSTsvLQ5bxdSl67Hm9uHlZKMtmtWka1z8HdNdGuQSD3II7XxgFyXZvpjyxl1kvrOfhr6cXZs9qdDkDith14s7LKNW8ADC/KtVFu6ZllCrC0haM1tgOOc3jZoBsMlv/8QgghhPifIEEpIYQQQpzQtGWhgwGUz3e4npQ3dIujtca2Qk3kbG1hayv6oJRjo5wArqccS/dsh6rLVwJw8IzO4Ck7O8vM85O9ryoAPa/pxHtbTc4cN5ez/v0Vs/OyATi0tw5VUqqVeAyrejVyGzZAEQqKlZsyMLRGOaUHlpTyYrtBbO3iOPlZaYDy+nCPKMYuhBBCCHEkCUoJIYQQ4oSmg0G0ZYWCUqaD42q8+Uvl3Igi5xbadaMucq7cIIa2IYbMqgLJGzbizc7BrlKF7NNaRbXPgV9qA4o6pyby4c8HeHbeD2Tl2QAsMUzylCbr9wD+pLalHqeg4Hnyug1gOzHPvYCrPBhWoNQxHuXB0SZ5jo12dDhTSvkkKCWEEEKIsklQSgghhBAntFBQykb5fORZdkSDO9cB1wXDA6YTW40jwzEBXWbHvCIch6rLVgBw8IxOaG/ZQa28Q4nkZSWD0nQf3IaJS3ZEbLcULIsLBai2LcvGF1fyMr7cZk2wq1TBm5tHlR+2xjb3QlyPD+UEQnWlSuBVXlAOeaYZWsKXP1R5vWjTlLpSQgghhCiVBKWEEEIIcUJzA8FQcSM0WQEbf6Glcq6j8+NKKr/IeZRZTxqUnYOrfDHPJ2nT9/iyDuEkJHCobZuyT6XhwM+1AahePw9dxQhnSFWv4qflKclUr+LnuzibPKXJ/C2PwKHqJR/QMMhqexoAKavXxjz/MOXB0Hao+2CJp/KA4RCwTRxXY1n5Hfh8PrRl4ZqxdTsUQgghxP8W6b4nhBBCiBOam5sDhoeg7RIwI4uc27YGNK52MZ3oi5wr18SwTVxvjPWkXPdwllTnDmhf2UGtnAMpmHkJKMOhap3fqVolnvYNUxl5XmO6Na/N/txMqiemsuiH35g1bRun/urw67YE6rYsOYnrUNs2VPt2GQm/7Ma3dy9WzZqxvQ4IdxxUjon2JhY7xFAGBqEsNAcXK1hQU8oLlo22TKBK7OcWQgghxP8EyZQSQgghxAnNzc7OX7rnYDpuuMg5gGOC4VFYroWjbbyq7ILjAMoJonCJ9e93VbZsxX/gIE5cXLi2U6lzd1V+LSlIPWUfrpPLz7t/4+3rO7Mp72P6vHseF354Pn3ePY/NeR/z9zs64Ys3MPP85BxMKfG4TlISOc2bApCyel1MryFifhgYVum1oZQysFwLF7Dz60opwwC0LN8TQgghRKkkKCWEEEKIE5a2LNxAAMPvJ2i56PylegCuq3GcUMKPrS20djGiXL5nOEE05C8LjHYymmrfLgMgs1N7tL/sLKtDv1fDsXx4fBYptfcTcBW/O5q3NrzJq2tfJsvMAiDLzOLVtS8zbdtbND8rFIzK3FMTrUs+drjg+cbNqGD5gkPa4wvV1nJKryvl6CCma4c68DmHJyVBKSGEEEKURoJSQgghhDhhucEg2rRQfj9ZeRY+z+FbG9fO77znAdMJRn9Q7YKVixtt/al8iVu349+3H9fvI6tDuzLHO7aHg7+GltVVrfs7hqGZE6hL24Y1mbpparH7TN00lTP7tcTwOFiBOHIPJpd4/ECD+pjVq2FYFsmbNsf0WsKUF6VtlFvy9fMoD1rZ5NoW2nFx7PyglMcrHfiEEEIIUSoJSgkhhBDihKWDQbAsbMMgx3KIK7R0z3U02gXDUATdPLxRBpmUY2K4Jhgx1M/8YasAAH6fSURBVJMqnCXVoR1ufMnd8Qpk7qmBdjz44gMkVc9kQ24826nB/tzMcIbUkbLMLAIqh5qN8gA4WFq2lFJktTsdyC94XlpaVUmUAjSGU3LBco/yAA4BO4jl6sNJVV4vbk5O7OcUQgghxP8MCUoJIYQQ4oSlg6FldkFLY1pOZD0pB0DjaBvLsWIqcq7Q4ULf0UjYsZO4337H9XrJ7NihzPFW0EfW3lAHver1fyPPNZiytya/ZwepkZhKir/4elEp/hRS4lNJrrkP5XGwAvGlZktlt26F6/Xi37ef+J93R/16CnOVF2XnQAkxLcPwogxN0LZwXI2Z34FP+XyhTDa75KV/QgghhPjfJkEpIYQQQpywnNxcMAwCto2jNR7j8K2NbWmUobDzi5x7oq0nZeWiYykmVShLKqv96biJCWXucuCX2qAV8cnZJKTk8O7+6hx0vHiDOWz/eTNXtrqy2P2uaHkV3237BcfOJaXWfqD0bCk3Po7sVi0ASFmzNvrXVIj2eEN1pdySs6UMQsXkXV2oA5/Ph7ZsqSslhBBCiBJJUEoIIYQQJyw3Oxvl95MTtDHU4UCS1hrHAsMAq6DIeTSd91wbZQdwY1i6F//Tz8T/P3v/HSfHdR14379bVR1npiciAwRAMQAgQBCBBJgkUqSYJIpUsAIl2WtLotaWVrblXb/Wrh/J+qz31fPK4WOvLK+tddiVqGTKCiRFUUxijggkAgESOQ+AmemZnk4V7r3vH92TexKIPOdLtbq76tatW13ome4z55460o5xXXpWrhi3vV9IUuzOAJaW2cfYVEjxcr4eheVj0w7zPzb+f7ln8T18btnn+jOmMvEMn1v2OT6x6D/wpw/t44AfJzOtC+WMny3VV/C8bscu3BOaThdDWY0zRl0ux3EJjU9E5ep7RluU50EUSlBKCCGEEKOSoJQQQgghzkk2ijClEngeuXJEwhsIOhldqSmlXAj1xIMiSgc4NoJJFDnvy5LqXboEXV839pgtdB2aAUBdSw9BIuT7nZVi5zc15thV/wKbclv5/Yc/z50t7+HJDz/JEx98nMc//DiL2xbzxz/4DjuPF/h5thnXM2Smj58tFUyfRnnWDJQxNGzZNuHj6leN9akxglKu8jA2oKxDIg2RtijXxRqDkaCUEEIIIUYxucvKCCGEEEKcJazvY8OQMJEiCENS8WFBKQOeA74u4TmxCfXp9AWwJlhPKnHoCKkDh7COQ/fqleO2L/XU4xfSKGVonnWc73S20qtdZsYCrmzexd+7lSl2yzvnseVXj/NWMkkinebh4Fl+ET1Li2rG5Y/YVkqxvZTk4mld5I61VLKlehqoa+qtud/c5ctIHjlKZvMWuq9cWUkhm4RKXalSpa5UjZmNrvKwKqQYhmhtKsXOq8lmNhh92p8QQgghpjbJlBJCCCHEOcn4PgQBJRwCbYi5g4ucV9KGNJrQBNUrxI3DgooKmIm0rWp+ZR0AvUsWoTOjT6GDapbU4ekAZKZ3sSmMs75Qh4PlU9OO81DiGYwyLNELWGzmAxCUy/R2dXFl/iLSNkmXm2XRzOcB+HlXM8o1ZKZlgbGzpQqXXIROJvF686T37Jvw8fWPvVpXSpnaWU+uclFK42ufUBt0VB2IcjDl0qT3J4QQQoipQYJSQgghhDgnDVx5r3q1t0E1pXRowVq0CYmsxp1IppQJcHSAdSeWVRVvP0p67z6sUnRfuWrc9r0dTUR+AseLUG1ZftjRCsCtTT10pDez12knZj3eH147YtskCW6KKvvobHyKpFtif5BgYyFNZnpnpbZUKUmxp77mvq3n0bt0CQCZ10+k4LmHg0aNMhVSKYWjwNchkbGEg6/Ad0J1rIQQQggxFUhQSgghhBDnJFMqA4pcOSLuDv1IEwXguIrQBmANzgSm4zk6QFnNRKsbNL+yHoD8okuImhrHHqt26G6fBkDjjA7+LdtMwbjMjfu8s6mdh72XALg5Wk0TtTOu1ugltJoMBafERbMeA+CBbDN2ULZUT/u0UbOlcssuwwLpffvxursndIz9FFgUSpdHb6IcQhtisATBoCvwlcpYYya3PyGEEEJMCRKUEkIIIcQ5Sed70a5LMdTEvYGPNEZbtAbHhTAKQNUoglRDf8BlAs1jHR3U7dqNhQllSfUcbcVEHl7C581UwOvFOlwsvzmtg8diL1FUZWaYFq7Ty0btw8PltmgtAIfrX6EhnqUjivFcbwOZ6ZUr8QWlJKVRsqWipkZKCyrTAjObtox/kMMYp6+uVO2ol6c8tCkTaI2OBq7AZ+UKfEIIIYQYhQSlhBBCCHHOsVpji0V85RFGZsSV96yx4EBZl/HUBDKfrEGFJcwEr7rX/HIlS6pw8UWErS1jto0Cj9yxSpv4jE7+rasybe+O5m6ixAFe9bYD8IHwelzGrme11CxkvplBqCLmzX4YgF9mmwidwbWlxsiWWr4UgIat21BRNIEjHWAdD0eHo07hc5WLVZpSFKB1pa6XisWwoQSlhBBCCFGbBKWEEEIIcc6xvo8JQnzloK3FcQbVk9IWa8AqTWQD3AkEpZQOcEyAdeLjto11Zal7awcA3WtWj9u++8g0rHVI1BW5P0hQMg7z4z7vbszys9izAKyKLmWBnTX+OFHcEV4NwMHkFtrSB8gbl8d7GqvZUqaSLZWrnS1VXDCfMNOAW/ape3PHuPsbunMPZfXoxc4dD4gom4Ag1EQR1UwpLUEpIYQQQtQkQSkhhBBCnHOM70MYUNAKb9j0PKMBLJEJiWxUDZaMTZkAZQ1MoPZU0yvrUEDhwoUE09rGbBuUEuS7KvWmDjb18kY5jacq0/Ze9jZzxOkkZRPcXp2WNxHz7UyW6QuxytI86xcAPNGTIQ80tHUB0H1klCvxOQ65ZZVsqROZwmeVwtF+zXWOclEKAh0SGtt/BURAglJCCCGEqEmCUkIIIYQ451jfR2tDPjDEvaFT3qLAohxFaP2JFzkPS9gJ1J7yunuo3/4WMLEsqeyh6YDCy/Tyw2Ile+nO5iypeJbHvHUA3B6toZ7UuH0Ndmu0Btc6tMf3MrvpDQLr8Eh3I4392VKpUbOlepcuxjoOyfajxNuPTmq/xvEgLIKtXbjcVYpQV85N3xX4UKoSRBRCCCGEGEaCUkIIIYQ455hyGV8b/GhokXNrLVEEjtNX5HzsGk2VziKULmEmMHWvad0GlLUU51+AP3PGmG1LuTSl3nrA8khcU7YOFybKvDuT46HYCwQq5AIzg9V68fhjHKbNNrJWXwZAbNrDgOG53gY6UTS09dWWqp0tZdJp8pdcBJxAtpQTxzFj1JVyXAIbjLgCnykUJ7cfIYQQQkwJEpQSQgghxDnH5AuEOITGEnMHX3kPrLYoF8q6hDeBoJQyAcpEMM40P7e3l4at2wDIjpMlZS1kD1eCVrnGPBujBHFl+NS0Dna4+9ns7saxirvD63Emcrm/Gt4drSJp43R5HcxvexmD4oFsM43TOyvZUsUUpVxdzW1zl1eu8lf/5g6ccnniO1UOCoMyYc3VjvIwNqQYhejQYkzlCnymVMSOVn1dCCGEEFOWBKWEEEIIcU6xxmAKeYq4I8I5OqoEpowK0TacWJHzKKj0M840v6Z1G1HGUJo7G3/O7DHbFroaCUpJcDQ/qH7cuqslS3OszM+95wC4Ri9jth27JtVY6khyY7QCgKD1CZQK2Fio44BxB2VL1b4Snz97Jn5bK04UUf/G9knt16JwolLNdZXX21CKQiJt0VH1CnxBgA1rB7KEEEIIMXVJUEoIIYQQ55TKlfcC8lqRcIdmQplqce3IRERGj1/k3IITFTHjfCRyCwUaNm8FILvmyjHbGqPIHpkGwOa0T045XJIs8c6GXn7tbaTLyZGxdbwnGr8m1Xiu0ctosvXknTwXzvw1AD/raiEzrROlxsiWUorc8kq2VOb1zdSuij7K8TkeKiqD1SPWucoFpQmsjx9qIl2ZvmfDSIqdCyGEEGIECUoJIYQQ4pxifZ+g5FPCIeYNzZXSoQVliWwATKDIuQlwtI/1YmM2a1z/Go7WlGfNoDxv7phte4+3oMMYoRvxuKtIKsMn2zrpdLp52t0IwJ3hNSQYv4bVeGJ43BpeBUB343N4Xi87yknejOLjZkvlF12CiceId/eQ2n9w4jt14pUpj3pk5pNSCteB0AxkSuF5EIUSlBJCCCHECBKUEkIIIcQ5xfgBfhARWkgMu/JeGILjKHw9sSLnjg5QVgOjB6WcUqm/IHj2qithjKv06cilu70VgCcSmkjBB1u7aImF/Nx7Fq0Ml+h5LDUXTuBIJ2a5uZg5po1Ahcyf/UsAftbVTMP0gWypcu/IbCkbj9O7eBEAmU2bJ75D5aCwKFM7yKSUi6/LhNoSRQZVfb0kKCWEEEKI4SQoJYQQQohzivXLlEODMfQHPKAydc9oUK4l0EW8idST0n71wehtGje+jhOG+NOnUVo4f8z+utvbsMYl60VsjhmWpIpcU59nk7OLne4hPOtyV3Qd6gSLm9fioLgjuhqAjvRrpBLtHA7jbPCT416JL3f5UgDSu/bg9uYnvE+Lwglr15XylEtkAyKjCasvr7USlBJCCCHESBKUEkIIIcQ5RefzFIzFc4d+jNEarLHVIufR+EEpa1FRETNG3Smn7NO4cRMA2atWj5klFfoxeo83A/BYQpNyNZ9o68RXPg/FXgDghmgFrbZxIoc5Ke8wc1ik52OUYdbsXwDwYLaZ9LQulDL4hXTNbKmwrZXS3Nkoa8lUa2ZNhHHiKF0CG41YVyl2rilGAWFoBq7AVyic8PEJIYQQ4vwkQSkhhBBCnDOstYS5XorWJeEN/RhjtMUa0HZiRc6V9nF0iHVGn7qXeX0TThAQtLZQvGjsKXfZw9MBxR5Psy9m+I2WLpo8zaPeq/SqIm2mkRv0igkf62TdEa3FsYrjyR001u8kqz2eK6epb+sGxsqWqhQ8b9i8tRLZmwjHQ5moZl0p1/FAacqmEpTquwKfLhRP9NCEEEIIcZ6SoJQQQgghzhk2CCgVywQ4xIcFpXRkAUtkQ8AOmdpXizIhCj1q7SkVBDRueA0YP0uqXEhR7M5gsDyVCrk8XeSq+gKH1HFedCsZSHdF1+Mxfp2rEzXdNnOlXgxAZuZDgOVX3Y3E27qgP1sqPWK7wkUXEqXTeMUidbv2TGxnysGxdmD64yCOclAKAhtSDg2RBmIxbBhgw5FBLCGEEEJMXRKUEkIIIcQ5w5bL+MUyoePhOcOCUiEoR+HrMmq8q+4BTljEjlHbKbNpC27ZJ2hqpHDJRaOPyUL20HQAtsQ1pVjEx9s6sMrw09gzWGVZri/iYjP2VftOhpuj1cStR3esnbbmDRSNy5PFOhr6s6VqXInPdeldtgSYXMFzoxycsFxznasUoQ6ITDVTyvOwoVyBTwghhBBDSVBKCCGEEOcM4/uUygGON3RqnjWWKOwrcl6u1jUaq6MIpUsYJ15ztYoiGtdvBKD7qlXgjP6RqdjTgF9IE2J5PhnysbZOMq7hFXcbB53jJGyc94ZXT+5AT1ADad4VVaYIxqb9ClTEr3MZaO0eyJbKj8yWyi27DKsUqQOHiHV2TWhfxo2jdBlMjbpSjkdgSoQRlSvwxWIQhhgJSgkhhBBiEAlKCSGEEOKcYXyfvB+NmLpnNFhtMYRENsIbo04UVKfumQhGqTvVsHkrXrFEmGkgv+jSUfuxFrqqWVKvJiIubSiwsq5IL0Ue8V4G4JboSjKMLDJ+qlyvL6fBpsm7OWZNe4bQOjySr6ehtRuoXVtKNzRQvHAhUMkQmxDl4tgIZUYGmlzlYonwTUDog3IcrLXYQKbvCSGEEGKABKWEEEIIcc4odecIjBpR5FxrMAY0EdpGuKPUieqjtI+yFmpN84s0Tes2ANC9ehW4o/fV29GMDuIUlGVbnc9HWjsBeDj2ImUVMMe0cbW+bJJH+fbEiXFLdCUAYfPT4BR5MV+P39JTyZbK19XOllq+FICGN7ajJpLRVH3tlB7Z1lEeFkMxDPuvwAdgQ8mUEkIIIcQACUoJIYQQ4pxgraXYncN3XWJujSvvAZoALOMWOXfCImaUwFXDG9vw8gWiujp6L1s8ah9GO3QemQbAC8mQ32jroN417HIOsdHdgbJwd/hOnLfxcSueTNLQ0kI8mZzUdqv0pcwwLfiOz9yZj2JRPJDPDMmWGq50wTzCpkacIKB++1sT2o/BwQlHXlXPVS5KGQLjUw50pQi942KKcgU+IYQQQgyQoJQQQghxDrHWYsplrNZneiinnQ1D/EIJ68VGBJ10aFHKUtZl1DhZUugQRwdYt8YUP61penU9AN2rV4I3el9d7a0o7dLlGJItPVxeVyJC8zPvWQDW6CXMs9Mnd5BV9U3NXHXLzdz08U9wzXvexU0f/wRXvedm6puaJ7S9g8Md0VoA8plXcGOdbC6myTb1grKVbKnhV+JTitzllWypzKYtjKyIPpJ1Yzg6AD20rpRSCtdRhDYkCC1ag4rFJCglhBBCiCEkKCWEEEKcI6y1+Dt3Uly3juKrr1J87TXKb71FcOAA4dGjRNksOl/ABgF2AgGFc431fXrzJWLxxNDl1hKGoJxKkXNvlDpRfRzto2wEamRQqn77W8RyvUTpVP8V6WqJAo/c8VYA1tX5fKi1Uhz8Wfd1jjvd1NsUt0RrJnuIlTE0NXPtnXfSuufHOH99Kd7fLMb560tp3ftjrr3zzgkHpi4x87hIz0Erw6zZvwDgZ70Z6lu6gdrZUr2XLca4LonjHSSOtI+/E+WhbIQy/shVyiGwZQKt0bp6Bb4pGlAVQgghRG3jXJpGCCGEEGeL8NBhwn37UPUNlYyp3jw62z0oS0VBzEN5Hioex0mlcerSOPE4avhtjDpJZyu/UKRU9IlPbxqy3JpKoXOjIiIbEXfGnuqmdDWAMnyGnzH9WVI9K1dgY6MXS993cCauVRx0NdfNaiftGrpUjie9Si2qO8KrSZMYdfuxLLlqFc5L/xPnmW8MLCx39z9fcuWHeeWxx8ftR6G4I7qabzo/pif9BvHUPvaU5nO4uZNMVxPlfB3lfIpkfal/G5NMUlh0CQ1bt5F5fQvHZ88aZycKsDg6RA97uTzlUTIBodaEoSGVimFKRWwQoFKpib4cQgghhDiPSVBKCCGEOAdEnZ34u3eh6upx6+trtrHWQhRhwxAbhETFTmx7O2ArdZZctz9o5SQSOHV1OOl0JUgViw0ErGIjp8edDUr5EkFkyAybUqcjsMZinBBj9dhFzq1FRUVMjWyquh07iWe70YlEf9HvWnoLSZyeyjnoau3huroyFssD3vOEKuJCPZsV5uITOsZ4MknrnPk4P/p2zfXOK9+m9bo/Ip5MEpTL4/Y327axwlzCBvctps16kEO7P8/P8g38bks3hc5muo9MY+bF+4dsk7t8KQ1bt1G/Ywed77oOkx47gGSUh4oKYJuGBPpc5YLyKUYhYQAqE4NchA0CkKCUEEIIIZCglBBCCHHW0/k8/o4dYMFtaBi1nVIKYjHUKBk+VmtsNWilC0V0T25oLSAvhop5qFgMJ5WqBK0SiZFBK+/MfHwo9PRilMJxhgbMjLYYA5EbjlvkXOkAR4cYb1gWk7U0v7wOgJ6Vy7Hx+Kh97Nw/m2YUu+Mht8w6BsAbzl62u/twrcPd0fWoEWlYE5NIpzHFLpxyd+0G5W5MKUsinZ5QUArg1vAqNjm7yCUOUpfZwtHcMnZlsswcJVvKnzmD8ozpJI8eo2HrG/RcuWrM/q3rVepKmRAG1elyHQ9UkbIOKPsaq7zKv8GJXNlPCCGEEFOCBKWEEEKIs5gJAvydOzH5PO6MmW+rL+W6lWypxMhpZUOyrKKIqCuLPXa8MjcOUI7TH7RyEon+oNWQKYF9gatTlGVV6OrBqREs0rpS5NyPyjjO2NMSlQlQaBiWTZXetYd4ZxcmHid3xfJRt99+vJnmcgKNZe7cdpKOxSfkgdjzAFyvlzPdTqzmUy1+sYiTboFkE9QKTCWbcFLN+JMoGN5IPdfry/m1t5GGGb+kkFvCA4UG/qC5m2JXM93tbcy86MCQbXLLl5J89Ekym7bSs2oFOGOVIY2hrI+jA8ygoJSjHBwFoQkIAoPWgEKCUkIIIYToJ0EpIYQQ4ixltSbYtYvo+HG86TNQSlGOIvLlCEdVcnGUUihVuXcAlMJRVJeBU83Ycart+u6HF1SaTJaVKZbQPTlsFNEff/I8VF/QKp2uBqwSqHhsoKbVGP2PR5d98rk8XmpkvagoADAEpoyrxilyHpWww7OYrKX55VcB6LliGSZZuxZUIXIoHJlGEjjeUGRtYx6AJ7x19Kg8zaaBd0crJ3toQwTlMuV960lf9Vl45i9GrDdX3UvnwX0TzpLq865oBa+42yh4XTS1vkh353Vsri/yji5Lubd+RLZU4ZKL0U8/TyyXI7VvP6WFC0bvvPpyKl0G6oascpWDrwP80KAji6scjD+yKLoQQgghpiYJSgkhhBBnIWstwYEDBAcP4ra2oVwXP9LsOV6guxiiFFgq8YC+e6caIVKKgYAVA4ErqoGr6kNcp7LcVU7/c6f/XlUDWKo/wFXZRwwVj6Hi6f4gF9aCMagoxCkH2EIRdeQoWINC4bgOjufhJOKoWBy3rhq0GjwlsC9oNUpGTqFQIiz5JFuahr5OxqIjME5EpCMSYxU5txEqKmGcoYGx1N79JI4dx3gePSuuGHXz5w7O4lLtEijL8gsOAdCuunjO3QzA+6PriHNiQbc+c4vrSf/q/8Bv/xKLQr3y7UrGVLIJrvosdu0XeOPBX0y63yRxbo5W8/PYc3htT0B2NQ8X6vnPLT34XU0jsqVsLEbvZYto2vA6mdc3jx2Uoq+uVGngH2OV67j4ukyoDVpbPM/DFAqTHr8QQgghzk8SlBJCCCHOQtGxYwS79+BmGnHicSJt2N9ZpLsY0lafGDFFzlpbvQeDpfK0cm8GrbOAsZXHoTaVZVZjK63Bgqn21x/0qj7o22O16/4sKacasVL0Bby8yo1qQEtbVDFCRXkcHeIajTIGR1EJgsVi4Hm48RhuOo2TrsNJJfuzrJx4nHJPL2EQUj9s+p7WYLVFqxBjNO4Y9a6UDlEmxHrpwS9cf5ZUbvnSUYt6b+pNM7u7Us/Lm9ZFKq4xWH4WewajDEv0Ahab+aPueyKagv0s7fkZoNn7o69Rd8MXaL3ujzClLG6qEbXrCcy/vhfDLeC1Trr/q/Rinnc30+H00Db9CTra38u6VMgyqtlShRTJuoFsqd7Ll9K04XXSe/bh9eSIGjOj9m1dDycKUCbAugPnyFUexoaUwpAoNCRjMUyxiLX2rCymL4QQQojTS4JSQgghxFlGd3fj79iJisdx6uow1nIgW6Qj79NSV7tmkxqUJeWcYJHtE2FtXwCsdjCsEtBS2HgcHYujgaC6vC/wZaMQgghbLMHxavF1U8mysgrwKkErz2FEJpXRVIqcO+G4Y1XaR1lADfSRPHCI5JF2jOvSs3JFze3y2mHboZmssQrf1Vw86zgAG9w32eu0E7Me7w+vnexLN0RC97Aq+z1cNO2JJWwNLoHHHieeTFaKmhfyrDz0TVrCfazyjvN823/EqNGLsdfi4nJ7tJbvxn9F1PQCquM6Hi9mWNmUI+xupPvI0GypsLmZ4gXzSO8/QMPmLWSvu2aM3j0cSig9PCjlgipTjAKCwKIyMazvY4MAVaO2mRBCCCGmFglKCSGEEGcRUypR3rkLE/jEps8ALIe7i7T3lGlKx3HHLDh9+vVPDeTtBMPGCK4YA1EEUQjNIzN1jLagLIEt445T5NwJSxg19PVrfqWSJdW7dAm6vq7WZvz0WBtXlSpjnDnnKI5jKVDmYe8lAG6OVtPE6FdFHI9jQ1Znv0fS9JLzZvBa02/0B86Ccrm/ftSG5o9zfcc3yUTtLOv5Oa83fnggXW2ClpgFLDAz2eu0M23mLzl28GM8m4hYW82W8gtJEnUD9apyy5eR3n+AzJY3yK5dA94or7GiMt1Q+0B9/2LX8XCUJTABpbKGZhcbhZVi5xKUEkIIIaa8s+uTrRBCCDGF2TDE37Ubne3Ca5sGQHtPmYPZEplkjJg7BX9tOw7E45Cuq9wPE4UWaw2B8ccucq4jHO1jB10dLnHoCKkDh7COQ/fq2gXKNxTS1HU1kkBB0ifT0gPAr7yXKaoyM0wz1+llJ3581rKs52c0hQcJVIp1zZ9CO7WDNb6bYUPTxzE4zC1t5ILiK5PenUJxR3g1AKX613ASh3nOT6GaegHobp82pH3xwgVE9fW4pTL1O3aO2bdxPFRUpD91rspxILIhfmCI8CCM5Ap8QgghhAAkKCWEEEKcFay1+Hv3Eh4+hDdtOspx6MiX2Z8tUhf3SMTGzgKaiqy1REG1yLkNxwxKOdpH2QgGtenPklqyCJ0ZmemU0w6/PNrG8qDy2s+Y245SsE+184q3DYC7w3ficuLnZmHheeaWNmJw2ND8cUpey5jtuxIX8mbDLQAsyT1EY3Bw0vu8wM7gcv0OUDBt1oNYFE/EDGAp5SrZUv0ch9yyywDIvL55zH6t4+HoEKWHBpxc5eLbMn5oMBqsQoJSQgghhAAkKCWEEEKcFaLDhwn37cNtaUV5Ht2lgP2dRWKOQyous+1rMboyfc8QYo3BdcYqcu5XH1Smu8Xbj5Leux+rFN1XrhrR3lr4YUcrVxaTuCiSmV5SDUU0hp/FngVgVXQpC+2sEx5/m/8Wi3t/CcC2zB10Ji6a0Ha7667nSPIyXDSrst8jZiZ/NbvbojW41qGY2kOs7k3Whwl0Jg+MzJbqXboE6zgkj7QTP94xeqfKQ1mNMsODUh6h9fFDjdaVLCrj+5MesxBCCCHOPxKUEkIIIc6wqLOT8q5dqLp6nGSSvB+xr7OIsdCQjI3fwRTVV+Q8ZJysG2tRUREzJEtqPQD5RZcQNTWO2OTVQh0duQYuCV3A0jL7GAAvuJs54nSSsgluj9ae8NjTUQcrsz9EYTmQWsXe9NUT31gpNjV+iLzbSsr0sCL7I7BmUvtvsRmu1ksBaJr1EGB4xKtcg3F4tpSur6Nw0YXABLKllMLRQwNOnvJAGYphQBQalFe5Ap8QQgghxBkNSj3zzDPceeedzJ49G6UUP/vZz4ast9byla98hVmzZpFKpbj55pvZsWPHkDZdXV184hOfIJPJ0NTUxKc//Wny+fyQNps2beL6668nmUwyb948vvGNb4wYy/3338+iRYtIJpMsW7aMhx9+eNJjEUIIISZL5/P4O3aCBbehgXIYsa8zjx9qmtKTu7raVGO0BUu1yPlYWVIBjg6wbqVN/HgHdbt2Y6FmllR35PJvHS28q1RpX9/aTTwV0EOex7x1ANweraGe1AmN2zNlVme/S8yWycYuYEvjXZMuWB45SdY3f4JIxZgW7OSS/BOTHse7o5UkbZxy7DippnW8YWKUGypZV93tbUPa5pZX6mbVb38LNUaWk3E8CItDgmSO4wKakg7wfYOKSVBKCCGEEBVnNChVKBRYvnw53/rWt2qu/8Y3vsH//J//k3/4h3/g5Zdfpq6ujltvvZVyeeCqMJ/4xCfYunUrjz32GA899BDPPPMM9957b//6XC7HLbfcwvz581m/fj1/8Rd/wZ/92Z/x7W9/u7/NCy+8wMc//nE+/elPs3HjRu6++27uvvtutmzZMqmxCCGEEJNhggB/505Mvhe3pYUg0uzrLJIrRzRLQGpcOrIYqwl0MGY9KWUCFLq/nlRTNUuqcPFFhK1DazhZC9/raGWeH2OOdlGOoWlWZcraQ7EXCFTIBWYGq/XiExu0NVzR/W80RMcpORnWN98zJINrMvKxmWxu/AAAF+d/zfTy9kltnybJTVElKJee/iiogF94UMmWasAvDmRLlefMJmhpwQlDGra9OXqnThzHDK0r5SgH14HIBBTLGlwXGwRSV0oIIYQQZzYodfvtt/Pnf/7nfOADHxixzlrL3/zN3/Cnf/qn3HXXXVx++eV85zvf4fDhw/0ZVdu2beORRx7hn/7pn1izZg3XXXcd3/zmN/nhD3/I4cOHAfje975HEAT8y7/8C5dddhkf+9jH+OIXv8hf//Vf9+/rb//2b7ntttv4L//lv7B48WL++3//76xcuZK/+7u/m/BYhBBCiMmwWhPs2kV07DjutOloazmQLdFVCGhNJ1CTzJyZiqIAtIrQNsRToxcbd3QZS+X1jHVlqXurkuncvWb1iLYv5OvZXkzzrnJl2mRmeideLOJNZz+b3d04VnF3eD0OJ3Z+Lu19nBn+djQe65s/ie9mTqifPodTV7A3XZlGeEX3v5GKuia1/dV6KS2mgcDN09D2NLutS76+ksU0JFtKKXLLK9P9Mq9vHnGFvYF2DgqDMuGQxa5yKFufcmjRTgwbhpggrN2HEEIIIaaMs7am1J49e2hvb+fmm2/uX9bY2MiaNWt48cUXAXjxxRdpampi9eqBD5U333wzjuPw8ssv97d55zvfSXzQZaRvvfVW3nzzTbLZbH+bwfvpa9O3n4mMRQghhJiM4MABgoOHcNvawHE4lC1xLFemuS6O40hAajzGWLQGo0KsNTijTd+zGhWWKtPKgKZX1qGAwoULCaYNnaLWGbr8pLOFKwKXJuPgeBGN0zsJifi59xwA1+hlzLZtw/cyIbNKm7io8BQAmxs/QE987gn1M9wbmTvIxuYRs2VWZb+PYyce7PFwuTVaA4Db8gzK7eVBF8BS6hmaLdW7+FJMLEa8K0vy4KFR+7QonKg0dD+OS4hPEJhKZlgYYUPJlBJCCCGmurM2KNXe3g7AjBkzhiyfMWNG/7r29namT58+ZL3nebS0tAxpU6uPwfsYrc3g9eONpRbf98nlckNuQgghRHj0GMGePbiZDE48xpGeEoe7SzSmYnjOWfur+azSd+W9iLGv4qZ0WLkanBPH6+6hfvtbwMgsKWPhvo42rHa4rlwJYDXPOo7jWp7yNtLl5MjYOt4TjcyumohMeJjl3f8OwK666zmUXnFC/dRilceG5nvwnTSN0WGW9jwwqe0vN+9gnpmOdkIapz/KQeXQXVcpTzA4W8omEuQXXQJAZtOWmn1Bpa6Uispgdf8yV3lYQophgNYAVqbvCSGEEOLsDUqdD77+9a/T2NjYf5s3b96ZHpIQQogzTPf04O/cAV4Mp66OY70+B7IlGpIecW/0KWhiKBNZrIGAEt6YRc7LONaCcmhatwFlLcX5F+DPHPqHpmd7G3irnOIa3yVhHWJJn/rWbo6rbp5yNwJwZ3gNCSZf6yuu86zK3odLyLHEJWxvuHXSfYyn7DayseljWBTzSuuZV3x1wtsqFHeElav/mcZ1OPFjPOBWr8TX04BfTPS37St4XrdzN26+ULtDJ16p46UHMrYc5YLSFIOQKKoUQZeglBBCCCHO2qDUzJkzATh69OiQ5UePHu1fN3PmTI4dOzZkfRRFdHV1DWlTq4/B+xitzeD1442lli9/+cv09PT03w4cODDOUQshhDifmVKJ8o6dGN/Ha24mW/DZ31kg6bkkYydW7Hqq0hq0jQh1OGaRcycsYZSL29tLw9ZtAGSHZUkdCz1+1tVMg1GsCiq1pJpnHwNl+bn3LFoZLtHzWGounPQ4lY1Y2f190rqbvNvKxqaPgjo1H786ExfxZsN7ALis50Ey4ehT7IZbaGexRC/AKkvTzF9w1FF0pCvZUj2DsqWCaW2UZ81EGUPDljdqd6YclLWVDLUq1/FQyuJrn1JJg+vJFfiEEEIIcfYGpRYuXMjMmTN54omBSxzncjlefvllrr668te8q6++mu7ubtavX9/f5sknn8QYw5o1a/rbPPPMM4ThwF/rHnvsMS699FKam5v72wzeT1+bvv1MZCy1JBIJMpnMkJsQQoipyYYh/q7d6GwXXts0esshe7uKOMqhLiEBqcnSocUQoW2EO1qmlI5Q2se4MZrWbUQZQ2nubPw5s/ubGAvfPd5GYB3eGyiUVSTqC6QyeTY5u9jpHsKzLu+PrkOdQHHzy3IP0RrsJVQJ1rV8ishJneghT8iuunfSnliMS8Sq7PeJmYkHfm6P1uJYRVj3Jm56V39tqWJPhqBGtlRm8xYwpmZfVimccGhdKddRhCakWDJY18UURsm0EkIIIcSUcUaDUvl8ntdee43XXnsNqBQUf+2119i/fz9KKf7gD/6AP//zP+eBBx5g8+bN/OZv/iazZ8/m7rvvBmDx4sXcdtttfPazn+WVV17h+eef5wtf+AIf+9jHmD278oHznnvuIR6P8+lPf5qtW7fyox/9iL/927/lS1/6Uv84fv/3f59HHnmEv/qrv2L79u382Z/9GevWreMLX/gCwITGIoQQQozGWou/bx/h4UN4bdMoRYa9HQWiyJBJxc708M451lqiEKK+IuejXHlPGR/HRrhFn4bNWwHIrrlySJsncxl2+0nmaphXrkzNa5lzDF/5PBR7AYAbohW02cZJj/OCwsvML76CRfFa00cpeNPH3+jtUg6vN32YgttCWme5ovvfwNYOHA03zTZxlV4CQNPMh+hwDe2pSrbT4NpS+YsvQqeSePkC6d17avZlnDhKl8BG/ctc5RFSxA8NxolhfB8bRTW3F0IIIcTUcEaDUuvWrWPFihWsWFEp9vmlL32JFStW8JWvfAWAP/7jP+Y//af/xL333suVV15JPp/nkUceIZkcuBLM9773PRYtWsRNN93EHXfcwXXXXce3v/3t/vWNjY08+uij7Nmzh1WrVvFHf/RHfOUrX+Hee+/tb3PNNdfw/e9/n29/+9ssX76cH//4x/zsZz9j6dKl/W0mMhYhhBCilujwYcK9e3FbWgmUw77OAvkgoik9+fpEYqDIuSaAMbKXHB0AlsYNr+NoTXnWDMrzBq541x7EeDDbDBY+EClAUdfcQyJd5lHvVXpVkTbTyA168kXJW/w9XJZ7EIA3G27hWHLRpPs4UZGTYn3zJ9DEmO6/xUX5X09425uj1SRsjCBxhFjmdR72KrWlij0ZglI1W8pzyS2tBK8yr49S8NzxUCZC6cFBKZeAgFIYYZSHDSOpKyWEEEJMccpaa8/0IKaKXC5HY2MjPT09MpVPCCGmiKizk9LWrahYHJuuY09HgY68T1t9AqUmPx1MQOhbejo0XeYgkQ1IeumRjSx4+YO4hTzz/u+PcMKQI3e9j9KFCwDQFv7q8Cz2BQnepUKuymZAGeYs3s2x5GH+Lv4TrLJ8OngfF5u5I/sfQyrKcm3nt0iYIoeSl/Na00fhDJzrOcUNXNHzYyyKV5t/i+PJSya03a/dDfwq9gqxKEPXzv/Cx0sJ5pYTpJtyTF9YqVPl9eSY9y/fQQEH/sMnCKslEQbzgl6C9DRMogmASIfkghKz4wtYdXETiXKW9MqVuE1NJ+mIxYmSz6hCCCHOlLO2ppQQQghxrtP5Av7OnWAsqr6eA9kix/M+LXVxCUi9DVpbIhMR2QB3tKl72sfRAZlNb+CEIf70aZQWzu9f/1hPI/uCBGmlWVutl5SZlsVN+Pw09gxWWZbriyYdkHJNwKrsfSRMkR5vNpuaPnhGAlIAh9Ir2Ze+CoXliu4fkYqyE9ruWr2MjK0j9HIkW17gsVjl75fF7oFsqagxQ7H6ejZsqp0tZZSDE5b7nzuOCxjKYUBoFNYYjGRKCSGEEFOaBKWEEEKIU8AEAf7OnZjeXtzWFg53F2nvKdOcjuM68uv37dCRxdiIyGpcp3ZNLmUCnHKJxtcqAZPsVav7g0MH/RgPZ5sA+GTMx/gJHFfTOKODV9xtHHSOk7Bx3huOfjGTmqzl8p4f0xgdwXfqWNfySYw6s1M038i8j+7YXOK2xMru7+PYcNxt4sS4JarU3kq2PUlHPM++eGW7wbWl+gqeN2zdjgpH9mvcOEqXwVSm8DnKwVEQ6pBiqbLMBuOPRwghhBDnL/lULIQQQpxkVmuCPXuIjh3DnTadozmfg9kSmWSMmCu/et+uKACtArAGR9V+PR3t07B5O04QELS2ULzowsq2Fr7TMQ2NYkWySEu2MlWpcUYHRS/PI97LANwSXUmGukmN66L8U8wub8Hgsr75E5TdphM/yJPEKI/1zfcQqDRN4SGW5B6a0HYr9SXMMq1ox6eu7QmeTGgAit0NBKVKoK00/wLCTAbX96l7a8fITpSLYyOUGciG8hwH3/oUigaLgymXRm4nhBBCiClDPhkLIYQQJ1lw8CDB/gO4bW10lkL2Z4vUxT0SsdpTzcTEGW3REWgbjD4tzmpUoZvM628AQ7OkHulu4lAQp87R3GkNOozhxQMy07I8HHuJsgqYY9q4Wl82qXFNL2/j0vxjAGxpvJNsfMEJH+PJVnab2Nj8USyK+cVXmVtcP+42Dg53RGsBcJtfojPZwZ54CKiBbCnHIXd55aIwNQueVwOGSg8OSnmElAlCg3E8TKHw9g5OCCGEEOc0CUoJIYQQJ1F49BjB7t24mQw5Dfs7i8Qch1TcO9NDOy8YDcYYfFvGU7VfU6VDGjdtwS37BE2NFC65CIB9fpxfdTcC8LHGLOXjLQA0zTrObu8gG923UBbuDt+JM4mPSPXhUa7o/jcA9qbXcCB91ds5xFOiI3Exb9XfBMDSnp+TCQ+Pu83FZh6X6HlYZWiY8Uue7s+WyvRnS/UuXYxxXZJHj5FoPzqiD4ODExb7n7vKRauQQjnAODFsqYw15mQcohBCCCHOQRKUEkIIIU4S3dODv3MHeDGKXoJ9nUWMhYZk7bpHYvK0tkSRRqsAd5SglFPO07ixkrnTfdVqcBxCo/jO8TYMipV1Beb31mONSzxdItGc5efecwCs0UuYZ6dPeDwxU2R19rvErE9nfCFvZN739g/yFNlZfwNHE5fiErEy+308M/7UuTuitSirsA1b6Kzfy+5YBCh6jlaypUwqReHiStAv8/rmEdtbN4ajA9CVGlKucnEcTSEIMLjYKMRKsXMhhBBiypKglBBCCHESmFKJ8o6dGN8nqm9gX2ceP9Q0pc9soevzjdGgiYhshOvUDko1blyPWyoTZhrIL7oEgF90N9EexmlwNR+q66W3owmAltnHeM57nWNOlnqb4pZozYTHoqxmRfaH1Okuim4TG5o+jh3laoBnBeXwWtNHKLrN1Okurui+H+zYWUozbSur9KUANMx4iGcTlcLkhWyGoFz5t51bXpnCV/fmDpxyeWgHykPZCGV8ABzHQwGlKCCwDjaUoJQQQggxlUlQSgghhHibbBTh79qNznZhmlrY11kkV45oloDUSReFlgh/1CLnKijTtK5SM6l79SpwXXaXEzzeUylofk9rB/7RNkCRyvRSzLTzpLcBgDvCq0mTmPBYFvX+imnBTiIVY13zpwjc+rd/gKdY5KRY33wPGo8Z/nYuyj897jbviVYTsx4mdYCu5i3s6suWqtaW8mfNxJ/WhqM1DVu3Dd24WsvL0QNX2XMdCE1IIQQbaQlKCSGEEFOYBKWEEEKIt8Fai79vH+GRw9DaxsEen65CQGs6gRqtELc4IdZadAjahjBKRlLm9fV4hSJRXR29ly0mMIrvHm/DolhTn+cSC6WeBsDSPOcoD3jPE6qIC/VsVpiLJzyWOcUNXFioTPl7vfHD9MZmnYxDPC1ysTlsaXw/AJfkH6fNr3HlvEEaqed6vRyA+hkP81yikvVUyGYIy3FQitzyZQBkNm0Ba4dsb5SLiopQXey5HmVTplwyWIsEpYQQQogpTIJSQgghxNsQHT5MuHcvTmMTh3tDjuXKNNfFcRwJSJ1sRoOODIEt4tUKSmlNy4vPA9C9eiV4Lj/PNnMsitHkRnyouYuuQzMAqG/tZkf6Lba7+3Ctw93R9Sgmds6aggMs6/kZADvqb6Q9teykHN/pdDC9mv2p1SgsV3T/iKTuHrP9u6Ll1NsUOtZFdtqL7PQq2VJ9V+LLL7oEE48T6+4htf/AkG2t6+FoH0wlW8pVHkb5lPwIYxXG90/FIQohhBDiHCBBKSGEEOIERV1dlHftRqVSHA3gcHeJxlQMz5Ffr6eC0RDpCK3CmkXOM1teJ5bLoVNJepct4a1Skqdy1Wl7bZ3QW0dQTKEcQ3rWER6IVQJY1+vlTLfNExpDQudYlb0Pl4j2xOL+K9qdi7Y23kmPN5uEKbIy+30cG43aNkGc90RXApCe9jgvpAvAQLaUjcXoXbIIqFXwPIayulLwnEpQyjoRveUy2vEwhSJCCCGEmJrkU7MQQghxAnS+gL9jBxhDp0pwIFuiIekR987iQtfnOB1ZQh2hrR5Z5NwYWp6v1EfqXrWckhvnvo5WAK5t6GVJskz2cOWqeo3TO3kq9RI9Kk+zaeDd0coJ7d+xIauy3yNpeun1pvNa00egRl2rc4VRMdY330OgUjSHB1mc+8WY7VfrRUw3zRi3RPeMJ9jpaUDRfbTyOucurxQ8T+/ei5vrHdiwmoCmdCUjylUuyrHk/RBtXUypiB025U8IIYQQU8O5+0lKCCGEOENMEODv3Inp7SWXrGd/Z4Gk55KM1b4anDg5dGTRhMDIIucN27YQ7+pEJ+LkLl/OT7ta6IxitHohH2zpItfRRBTEcb2Q0oydPOdWsnneH11HnNj4O7eWpT0/pzk8QKBSrGv+FNqZeFH0s1XJa+G1po9gUSwovsyc4sZR27o43Fa9OmGi9TlerMsCUOhqJCzHCFtbKM2bg7KWzJatQ7Y1yuuvK6WUwlWVYue+dbBBgA3DEfsTQgghxPlPglJCCCHEJFhjCPbsITp2jGJDM/uyJRzlUJeQgNSpFgUQEowscm4NLc9VsqRyy5ewVWd4rrcBgE+2dRIzA1eKa5x1nJ8nn8YowxK9gMVm/oT2vaD4AvNKG7AoNjR/nKLXevIO7Aw7nryUHfU3ArCs52c0hEdGbbvYzOdCPRurNLk5D7KrP1uq8vrmLq/U12rY/AZo3b9dpa5UgDKVKXye4+LrgFLoYMNIip0LIYQQU5QEpYQQQohJCA4cINh/gCDTxL5smSgyZFITyLQRb4vRFh0ZQlvEG1ZPqu6t7SSOH8XE4xxZvpzvdVQCJO/K5LgkVabnaBtGe8SSZd6a/jJ7nSPErMf7w2sntO82fwdLcg8D8EbmDjoTF53cgzsL7Kh/N8cSF+MSsir7fTxTqtlOobgjuhoAt/E1Xmw8DFSzpfwYhXcsJKpL4xWL1O3cPWhLD4VB6YGgVGjLFAKwYShBKSGEEGKKkqCUEEIIMUHh0WMEu3cTpevY3xuSDyKa0vEzPawpwWgIdYhR4dCglLW0PvsUALlli/i34gK6tcc0L+Su5ixR4JE7Xilinpp9iF/GXgLg5mg1TTSMu9901MmK7A9RWA6kVrI3fc1JPrKzhHJ4remjFN0m6nQny7t/DKPUeZprp3GFrgTmeuf8hN3VbKme9jZwXXqXXgYMK3g+oq6Uh1EhxSDAGCQoJYQQQkxREpQSQgghJkD39ODv2olWLgfLiu5iSFtdAqXUmR7aecVaizW2khkVWqLAEvqVW6QjNEOLnKd37SDZfhgTi/HSJVfycqEBheVT0zpIOLZS3Nw6JOsLPNXyGAVVZoZp5jq9bNyxeKbM6ux3idsS2dg8tjTeBefx+Q6dNBua7kHjMtPfxoWFZ0Zte0t0FZ51UXW7eal5JwD5arZUbtllWKVIHTpMrKOzfxvj9NWVsriOC25ErhQQRRKUEkIIIaYqCUoJIYQQ4zDlMuUdO9GlModJcDzv01IXl4DUOKy1GGPRkSUKLWFgCcqWoGTwi4ZywVDs1RS6Nb1dmp7jmp7jhu7jhu5j1ecdlVuhxxARAnbgdbeW1ud+DUDn0qX8q1/J3nl3Y453JH38YpJCthGA8tw3eCW2DYC7w3fiMs5VEq1heff9NETHKDsZ1jd/AqPO/2maPfG5bG28E4BFvY/S6u+q2a7FZrhGV6621zvvfvZ4EX3ZUrqhnuI7FgKQ2bSlfxvreDg6ROkAR7k4DpTDgAAHUyic2gMTQgghxFlJglJCCCHEGGwU4e/cRdTVxVEvTXtPmeZ0HNeZWr9Cra1mL/UFmPxKgMkvGcpFQylvKOY0+W5NrlPTfVxXg0uGnuOa3HFNrqN66zT0Zg35rKbYYygXKn3pqJIlBRbHBTcGsTjEk5BIK0ysjBp01b3U3t2kDh7AuC7/suAGcibGzFjAnU3dWAvZQ9MBSDd38/PGXwKwKrqUhXbWuMd7Sf4JZvrb0Hisa/4Evps5Ja/r2ehA6koOpFaisKzo/iEJ3VOz3Y3RStI2gU0c55W2ylS9vmypnuXVgufbtqP6sqCUh7K6v9i564CvQ3zjoAvFU39gQgghhDjryKWChBBCiFFYawn27yc8fJjORAOHenwyyRgx99wOSFljsbZSMsgaBh5b2//cGIvVYEzl1rccO7AtlkqtIEvf/1WymFRllptS4DgMeT40u2zimWYWS6DLuIPqSbU+9xQAuxav5Ck7BwfLb07rIOZYij31lPN1oAw75z7DEaeTlE1we7R23H3NLG3m4nwlA2tz4930xOdNeJznBaXY0ngXmfAIjdERVmV/wIutn8EOKzCfIsG7o1U8FHuB7nk/Zk/HUhZGMXqOthKbFxA0NxHPdlO/7S16l1eyqqxSONrH0EDc9fBNiVLYjA0DbBiiYud/NpoQQgghBpzbn6qFEEKIUyg6coRgzx6642kO9AbUxT0SsXGmfZ1Go9VfCsq2f3pcKW8o9Gh6s9UMpmPVDKbjZsj0uFyHpreawVTo1pRyBr9U6dPoavaSY3E98AZlLyVSqnKfdkikHeIpRTypiCUUXlzhegrXVTiOelvTHSMTEtkIz6kELZIH9pHetwfjuPzV3JsBuKWph/mJoJIldbiSJZWYdpRH6iq1kW6P1lBPasz9ZMLDLO/5MQC7667jUHrlCY/5XGZUjA3N9xCqJM3hfhbnflmz3Vp9Ga0mg/XyvDqjUkQ+39lEGMTJXV4JRGU2be4vmm4cD8ISWIOjPLQNKYQWEwRSV0oIIYSYgiQoJYQQQtQQdXVR3rmLnPI4UDDEHIdU/MwmGBtjKRdNJcDUMaj+Uq0AU5ch323Id2tKeUPQF2AyYwSY0ork4ABTNbgUiyu8WCXA5JyEANNkWQyh8dE2wlWVoGBfltSrF65kX7KVubEytzd1A9WgSDmB40Y8PfdnBCrkAjOD1XrxmPuJ6zyrsvfh2ZDj8YvZ3nDrqTyss17Ra+W1po8AsLD4IrNLr49o4+FyW7QGgOzcn7M35gOKnqOt5JcswngeiY5OEofbKxs4cRwToHRQuQKfE5ILNMaPMBKUEkIIIaYcCUoJIYQQw+h8AX/HDgrlgAOBh7HQkDxz04qsqWQ+5ToN+a5qgCkcVH/JsSPqL/VlMSXTDonU2RNgqnl8gLGa0ASUoiKFqJfeMEtX+RjtpQMcLuyjs3wUbGWsicOHqNu1A6Mc/nHhTbhYPjXtKJ4CoxXdR6YBEMzayWuJ7ThWcXd4Pc4Y0wWV1azs/gFp3U3BbWVD88ew6uzJijtTjiUXsaP+BgCW9fyE+vDoiDZLzYVcYGZgnZBXZz0FVAKDgVNPftElQDVbCkA5KAzKhLjKRXmWvB8ShQYbhKfjkIQQQghxFpGglBBCCDGIDQL8XTspdnZz0CbwQ01TOn5mxmIrV6rLdRl6uww6tMRTDJkeNzjApM6CANNoLIbIhvi6RDHqpTfsJut3cLx0hCOFvRwq7ONwcR/txQMcKx6io3SUnrCbUPtYwFNx0rF6YCBL6pl5V3Ckro33Zo4xN16ZHpY71oqOPNy4z89m/RCAa/QyZtu2Mce3JPcQrcEeQpVgXfMniZyxp/lNJW/V38zx+EV4NmRV9nt4pjxkvULx3vBqADpn/5J98RKg6G5v65/CV//WTpxipZi5ReHoMkopPAf8KKQcWmwomVJCCCHEVCNBKSGEEKLKGoO/Zw+lw0c45NaR8zXNZyAgZW2lNlQ+WwlIRYElnuwLRsVIZ9J4Z3gq4XAW0DYiMD6lqEA+ypELs3SUj9FePMChwj6OFPZxpHiAo8VDdJTa6fY7Keo82hpc5ZBwktTFGqiPN1ZusQaSXh0JN4nnxnCUQ/xoO/VvbcOg+P7FNzE/EXBrw3FQEIUuPcdaATg47yU6vCwZW8d7otVjjn1e8RUWFF/Gonit6SPkYzNOwyt2DlEOrzV9hJLTSL3u4PKef++vEdVnvp3JUn0hKMv6uZX6U72dTRSbZ1OeOQNlDJktbwCVulIqLIHVeI5LEPn4kcIU5Qp8QgghxFRzdn2iFUIIIc6g4OBBSvv2c8Spo6usaa1LnPbMozCwlPOGoGyxWGKJyhS7VEOK+ZfOpHFWK1FPD15jIz1HOtn3Zjul3tJpGZu1mgiNMRptI7TVRCYiNAGRCdBWYzAYYwBbudweCk+5OMrBVXHiroPzNqbFtTz/NADPzV7Gkcx0vtyyD+V6WKD7yDSscXDSvTzU9jMA7gyvIcHogcXmYA9Lex4A4M2G93AsOXbdqakqcOvZ0HwPV3d+m1nlrSwsPMee+uuHtLktuoo3nL0cm/E0+w/ewgVBPd3tbTRdvpRk+1EaNm2le/VKcOKoqIjSIZ7jUsCnqCUoJYQQQkxFEpQSQgghgPDYMfydu2jXHscCQ3NdHMc5fQGpKLT4BYNftBhricUVjltJaE41pFh63aVk//mf2XnffZhcDieTofmTn2Tppz/NlufePCmBKYutBJZshDYaXQ1ABcYn1JWr34EmsgasqW6lcB0HhYurPGLKwXHdUxLMi3Ucp+GNLQD84NKbeW9bmdluEeMkCcpx8p1NALw8/wG0Y7hEz2OpuXDU/pK6m1XZ7+NgOJxcxq66d530MZ9PuuPz2Jp5L8tyD7Co91f0xObSlVjYv77NNrFWL+EFbwsbLvg5F+z8BL1dTfRcsoTW5HPEentJ791H8cKFKGtRJsB1kxgC8r7GlEpYrVGu1PISQgghpgoJSgkhhJjydC5HeccOjhUjjug4jakYnnN6ZrjrqHJFPb9gMdrixRUxb+i+5186k+w//zOdf//3/ctMLtf/fP77P8z2dXsmtD9jNbp6M33ZTjoksJVsJ2MNGo01pn8bpRxc5eIoF0cliCsHR53eCgD1DfXM3LIBr7mJ5xKzUbNm8u6mTlRJg3LIHpoOKMKmI6xvegXPurw/ug41SnFzxwas7rqPhCnQ481iU+OHqpldYiz702toDvczt/QaK7p/wHNtX8B3M/3rb4pWsd59i/Zpr3DgwPuY5zfS1TmdaZctoWn9RjKvb6F44UKsUjhhCTdWD06JXGCI/BAbBKiU1PMSQgghpgoJSgkhhJjSTLmMv2MHHZ05Dqo6GpIuce/UZ2royOKXDOUC6MgQiytiiZGBHi/u0TSrlR333Vezn+x993HxZz5Dy7f/nKhYwsbi2HgcE4tVb3G05xLFvOq9i/G86n0MHYth4jHceAInnoRYAuIJVCKFjcXgNAefhps+eyaXr7iMVF2aaNVleF/5b7QczzJ7+z703gNYFOXeNKVcA2D55fzvA3BDtII221i7U2tZ3v3vNEaH8Z061jd/Eu2cmWL25xyl2Nx4N5mwnUzUzsrsD3ip9TP9VyqsI8WN0Qoeib3Mxvn/zry3fod8RzNdS1bQtH4jqb378Lp7iBpSKF3CweC4loLWBKVKUAoJSgkhhBBThgSlhBBCTFk2ivB37qLzYDsHVR1JzyUZO7W/Go22BGVLKW/RgcWNQzJdO/DjdByl4fCbRCvnYHK52v3lckTZLuJJD7u//eSP16sErawXw8Tj2Fg14BWPY6tBLxuLD2lTWTa0jYnFsfFYtb/KNtbzxsxOmj57JmuuWU3Ht7/NwWHTFm+5917WR+0c3evTdXg6AB3T3+Bwej9tppEb9IpR+31H4RlmlzdjcNjQdA8lr/mkv27nM6PirG++h+s6vkVLuI9FvY+wLfPe/vXX6mW86G3lcOvrHEx2MbfcwrHihcycfwHpffvJbNpC1/VXV+tKRXgu+GFEuRxVglJCCCGEmDIkKCWEEGJKstYS7N9P9559HHDqcByPusSp+7VojcUvW8p5SxhYXA/iaUbWXtIRsW2vkXjlKWK7t+E2N+P9yRdxMpmagSknk8GbNo0frL2b3nd0kYhC4tVbQkfEoqB6C4n3PQ4HlsWiAK+6zKs+j0XhQP9RiDPo+Ul9TVDoWCVbK/Li6FjlZmIxtBdj6Z9/hY5//Ec6/9f/6t9m8LTFyz5xD7s3PURQTIET8fDcHwBwV3Q9HrWz3aaXt3Np76MAbM3cOaQmkpi4otfG602/wersfVxYeJ7u2DyOpC4HIIbHbeFV/Cj+JBsW3M/c7Z8j39lE57LVpPftp2HrNrLXrMGxFqV94m6MUsmnHCYkKCWEEEJMMRKUEkIIMSVFR47Q89YuDpgEkePQnIqdkv1YYwn8SmZU5FscFxKpkcEoJ9tBfN0zJNY/h5PvqWyrFPmZF1Dq6KTpk5+ka1BNqT5Nn/wk5XLAM6mLeDPRC4m3P2ZlDXEdktQhiSggqau3KCAx6HFSByR02P948PrEkGXhkG3iJqrsB4sXBnhhQILCkDG4zc3ULV7E4d/93ZpjzN53H82fuZeeo7MA2D77OYqJXpbri7jYzK25TX14jCu6f4TCsi99Ffvr1rz9F2sKO5pcws66d3JR4Rku7/kJvd5M8rFK1tpyczHPmU0canqDQ6njzClNY398BTMbHiPW20vdWzspXjyvUlcq1YQmpFDWGN8/w0clhBBCiNNJglJCCCGmnCibJffmDg6WDAU3Tmv65NcTstYS+lDOG4KyRTkQT4IafEU/Y4i9tYnEK0/h7diCshYAXZ9h+6I1/HDOanbXz+L5mbNI/4ffAaB70DS2pk9+kvR/+B2cZIKliQLzp0UYW91/9TbkuR1YPuJ5/2NVfexVbymorjNA2UKZgefU7AOsVaPuC2OIRUE1oyvoz+CKV4NZiShg+UUzWdDbO+a0xU2P7SEse+hYiedmP0TCxnlveHXN9p4psSr7XWLWpzO+gK2Z903qfIra3mp4D03hQdqC3azs/h7Pt/4e2kngoLg9upp/ij/IhgU/Zs6236XU1UzX5auZ8fyvyWzaTP7SC1G6jIfCEpALDKZQGH+nQgghhDhvSFBKCCHElGIKBfLb3+JQR57ueD1tdYmRU+jeBmstUQDlgsEvWZQaGYxSuSyJdc+SWP8sTk9X//Ls/EU8duGV/DBzGSVV+RWtCj4b9hxnR0eZhTfcxdX33ku5O0eyKcMLbx5l7+Zj3Dg3wTszRciMGM5ZzKGS1lU7tau+oR6vpWXUaYu6eQYbnjoGwIvzHiRyQ24PryVD3cjOrGFF9w+p150U3SY2NN2DVfIR6GSwymVj00e5vuNbNETHubznJ2xs+hgoxUVmDov0BWxv3M7hdDuzizPZ0foupjtPkzxylHhHlqilDtdqlGfIh5ogVyBp7Ul9TwohhBDi7CWfyIQQQkwZNggo7tjJ4QNHOR7P0FoXP6lffsPAUi4YgpLFWkssoXD6glHG4O16g8SrTxPb/hrKGACiVB1bLrmK78y6km3J6f19TY8brmrWXNmkKb+5md94z7v4x2f38pVfPU/S8yhHEXctn8Pnrl/AS489fdKO4WyR781Tyhdo/uQn+2tIDXbkxt8j6IoopjrYOv0F5pg2rtaX1exrUe+vmO7vQBNjffMnCdz6Uz38KSVwG9jQ/HHWdv5vZpc3ky1ewN66awG4PVrLm/EDbJj/E2Zv+z1KuTayly6jZdvrZDZtJXvDVSgd4LqWcmgpF3waggCVOAnzUIUQQghx1pOglBBCiCnBGkN5zx4Ov7WPdq+e5roErlP7qneTFYUWv2DwixZjqsEot9K3KvQS3/AciVeexs0e79+mY/Y7eHjBGn7cuozQrdSzSjqWlY2aNc2a+Snbf2G6fK6Xlx57mg8tX8rnb3wnPYWAxro47YeP8dJjT5PP9Z6U4zjbbNq4lTX33gtUakj1TVuMf+S32blnGmD59fz7Acvd4fU4jDyfc4obeUfhWQBeb/oQudjs03gEU0c2Pp9tmTu4LPcQi3O/pCc2l2x8PjNsC1fqRbzSuI0j6UPMKs5h2wV3cO2216nf/hbZq1fgeEXi8QZK5YhSsXoFPglKCSGEEFOCBKWEEEJMCcHBgxzeuoNDbopMXZKY+/YDUjqylIsGv2Ax2uLFFTHPAWvx9rxZuYLeG+tRWgMQJVJseMdqvjv7KnbWVwp0KyyX1EWsbTYsyxjiowwrn+vltWdfJJ6Ik0gl8UtlAv/8vlLZscPtvPzCOi7/5Kdo+93/iM714mYaeOR/b8bobo5mdnGgaTtr9BLm2Rkjtm8MDrKs56cA7Ky7of/qcOLU2Ju+mqZgP3PKm1iZ/T7PtX0B323g5mg1r7k7WD//Ad637Xcp+nPonXEBDUf3U/fWHvKXLyEG5AkplwK5Ap8QQggxhUhQSgghxHkvPHaMo5u3cUh71DWkScTct9Wf0ZVgVLlQCUx5MUgkHFSpQPyVF0i8+jTu8SP97Y9Nn8/PL1jDL2Yux/cqGSBtMc1VzZqrmgzNk6izHvjBeR+MGuzY4XYeP9xOfUM99U0Zju/uZN+mNBbLMwv+nXpS3BqNvIpeQudYnb0Pl4ijiUW82XDzGRj9FKMUmxs/QCZqpyE6xoruH/Jyy++QUXW8M7qCxxvX0V53gJmFeWy+9INcc/RvyGx6g8LSi/GsRuOQK/sSlBJCCCGmEAlKCSGEOK/pXI7jW7ZxMBfgNTaTip/4rz6jLUHZUspbdGhxPUgkLd6hPSReeYr45ldRUQhAFEvw6oIVfG/OWnY1zQUg4RjWZgLWtlgWDJqeJ8aX783Tm8vT8UYKgJ1t6+isO8RHgneTHlYs3bERq7LfJ2ly9HrTeK3pI6BOzlRNMTbtJFjf/Amu6/gWrcEeLu19lO2Z23mnXs7L3husn/cQ793+u+Sdiyinm0lmsyQPtRO8oxUcTa4UYXz/TB+GEEIIIU4TCUoJIYQ4b5lymc6t2zlwOItuaqUpGTuhfqyx+GVLOW8JfYsbg7hTJvHayyReeQqv/UB/22Mts/nJBWt5bM5KirEkCstF6ZC1zZrljYw6PU+MLZ6Ig1+Psh5aFXnpgoe4UM9mhbl4aENrWdrzc5rD/YQqybrmTxE5yTMz6Cmq4E3j9cYPsar7B7yj8CzdsXm0p5bynuhKftL0NEfr9jOjcAGbL/sIV776j9RvfpPCgnfgummKoaHckx/lmoxCCCGEON9IUEoIIcR5yUYR3dt3cGDXAcoNrbSkJzFHrq8PYwn8gWCU40K6ez/JV58mvuklVFDJ6IjcGC/OW85PLria7c0XgFK0xCLe2VRmTTO0TH7Xo5pKNaUA6jMNLF6+jGmzplHKhaR+I87W3Tv49fZW3n98NYqh6WYLii8yr7Qei2JD88cpem1naORTW3tqGbvDA1xYeI7Le/6d3tgMVnMpz7ubWD/vl9yx/XNk65YSxOpJ795HrCeL25SgrDWlbJ7GM30AQgghhDgtJCglhBDivGOtpXfXHg5s20VPuom2+sllylhrCX0o5w1B2aK0T/2br5Jc9zTewT397Y5lpvPTC9by+AWrycfTxJVhdcZnbZPhonrnpE7PGxycKRcCknVxjh8+xrZNW87bq+/VZxq49uZ38frjB3n4b1/AL0Yk0h5Lb5jNfbd+j3UP/px8d7a/fau/k8W5hwHY1nA7HYmLR+tanAbbG26lMTxIa7CXVdnv8Xzr73FHdDX/2vQwx+r2M71wAW8s+gBXbP4uDVu3kb1+BiWjKRXK2CBAxU9iNFcIIYQQZyUJSgkhhDjvlA4dZv+mN+lyU7Rm6lATjA5Za4kCKBcMfsniHT9E4+tPk3j9RZxyCQDtuLwwexkPLriaza0XglJcmPJ5X3OBFY0OSVcBJ3eO3mjBmWU3zOHam9/F848/fU4FpqwFLFgD1iqsAYzCWrDVe4xi1dplvP74QdY9vK9/W78Ysf7h/SgUl6y+hg2P/wKAVNTFyuwPcDAcTK1gT921Z+TYxACrXDY2fZzrOv6OhugYy3p+StT0G1zkzmFdNVvqeMuVBLGfUr/1LWJXX0PeSVIolDFBiCtBKSGEEOK8J0EpIYQQ55Wgs4t9G7bSEUDTjAyOM7GAVBRYSgVD0BuQ2Lae1teeJrZvR//6Y3UtPDR/LY/Ov5KeRAPNsYibMkXWNsP0pAu8vSv6jWXx8trBmb7niy9fyqvPvThiu+HBHwYFgaxR1XV9wSBqBoaGBI6GtB/W37D+x1xnxz8nyfoYM+ZN55G/f77m+s1PHWLVbdcQTybRxR6uzH6HuC2Rjc1lc+PdSBX5s4PvNrCh+WOs7fxn5pRfJ1u8gNudq/m7xh/3Z0vtWnAbi3f8mKYdb9E5fxW53gI2DIC6Mz18IYQQQpxiEpQSQghx3tD5PPvXb+ZoV4GG2TPwnPEzlqLQ4hcM0cF2kuufpnHzCzjFfKU/5fDSzCU8vOBqNk6/mJijWNpQ4sqmXi6pd/GcUxeI6hOLxZk2axoP/+0LNddvfuoQK2+9luwbrZTy0aSDP2cFVbkSoXIsOKCUJTM9RSkf4Bejmpv4xYigHJFIpbjk8D/REB2j7DSwvvmTGHViBe3FqZGNL2R7w20s6X2YJbmH6Yl9lhXeJayf+wi3v3kvh2ddzzv2/pKmTVtxFi4lV0xig/O/XpoQQgghJCglhBDiPGGDgAMbt3Lk0HHqZs0k7o0dMNKRxe8NsBtfI7nuKRJ7t/Wv60g18sv5a/jV/DV0phpZmAr4YGOeVY2KuliMkz09DypZTdp3CAsuYdHtv880N1DKhWMGZ0r5gEQyRaGrMPZOqsEfnIEgkHKAvsd9gaFB65QaCBQph2r7gXXKGejPKk3kREQqJHJCIhUQOgGhCghUQOD4BMoncMr4+PhOkbIqEaiQoO8/G+DjMyszmw82/pBE2qt57Im0RyIdZ17vC8z030Djsr75E/hu5u2eCnEK7Km7lqZwP7PLW1iZ/T7v9X6brzc9wPG6A0wrzGP/vJu4aPcD1Hcfp1SXptxbIjbjTI9aCCGEEKeaBKWEEEKc86wxHNnyJod37ic2bQbJ+OiZMkZb/EPHcJ5/lroNz+IWeirLUaybcSkPL7iaV2csojEOV2RKXNnUzaxUDEedvPo2OlSEBZdoUPApLLpYPTKzqeiEpBriYwZn0g1x0nM78aYH/cGlIYGnapmrvhlt1lo0moAAfyAchI9PYAeeBdYfsn5gXV+LQcEkQiKl3/6LUx1jmzudYlDishtms+Hh/SOaXXbDbPygzEJ/PQCbGz9Ad/yCt79/cWooxabGD5EJj1Kvj/Pu7IM8O30p6+c+wm1vfpb9c25k/v4nmLVlE4eunEtvtpeGMz1mIYQQQpxyEpQSQghxzjv+1h72b9mBbW6lLp2o2caEGv3a6zjPPUX9js0oLABdiQYenX8Vv5y/hu76Zi5r8PntTI5L6x0SXoK386vSGoZkPfXdm2CUTCtliaU0sTqNV6eJpSuPy+USy26cw7pf7BuxydIb59Bb6uVZ55f4yb4wU1gJIKlq4MgGBLoSOKoEkkKMMpM/oAnOBnStQwKPuI2RsB7xvsfEiNtY5TkxEjZWuWfwujgJGyPT3Ugi5nHZzZV0ma1PHe4v8H7ZDbO57OYZxGIK8kfZXXcth9IrJ3884rTSToL1zZ/g2s6/py3YzWe65/C51qN0pA/SVpzL/nnvZsG2X7F32Y0Uu8+dwv1CCCGEOHESlBJCCHFO6z54hH2vvUGYSNGUGVkY2Waz2GefwX3haeK5rv7lG6ddzMML1vLSrMuYV2e5NlPkikwXDbEErpOa1BisBV0eOfUuKlXnxtXgJioBp77AUyytcZOagpOn03aRtZ102U7CRMh703ew+KbpGGtHBGeW3DSdWMzjleTrZP3swA4mGECKWbcaMKoEiuLWGxQgivUHl+LE+5cniPcHk4YGmyoBJ+9kFH0vw9FD+3i2uI65y+bxqdvWUiiUqKtL8dKhl3lo70t8wG2mO2pme8ttb39/4rTIx6azqfGDrOz+Icvzz3J33Y08P+8RbnvzMxyYewMXHHiClj1v0LvoQmwUoTz5qCqEEEKcz+Q3vRBCiHNWsTvH/te3UQwNzbObB1YYA9vfgKd/jbdlI8pWsoJysTSPzb+SXy5YS7G5lSsyJb7Y0M2slEfMSaBU7SyrwXSgRmQ/RUW3cjW6GhzP4PUFnuo0Tiogn+4k63XSZTrJ2i4q/3WTtT2EZtAUPQUXpy+mo9zB7z3xe/zn5f9lRHDmk49+iX+86R95Z3wVxwpHKgEj69UMGiWIDclQiuPhnIL6WCfL7pfXcdf738//2fZ/+f9t/H9JuAl87XPHgtv5zKKPo//vR9nY/DGsOvUF58XJcyR1OXuC/SwsvsAXj73Ao/Pe0Z8tdWDuu5lzZDvadbBBIEEpIYQQ4jwnv+mFEEKc9azWmChChxHaWFxr8FJJvNDnspuvJX88y9GDR/GPHkO9+Bw8+xRu57H+7be2LOAXC6/m5TnLWNQEt2YKXJjuIuUl8Zz6mvs0mqE1n/qm3oVjTL1La7y0hroypXQX2fRROmNHyJKly1YCTzl6KxfF65s9NyyW5VhFk62jxWZosRnm9c6hLdlGZ6mTzz/zezQnmmlLtdFR6iDrZ8nEM7QkW3hX71KC6KK3+1KfVfLdWd749VN88rqPcu/ye+kNcjTEM0S9R3B/9gVe0tcQxtJnepjiBGzL3E5jeIiWcB9/mM3yv+f+ilvf+jSHLrqdG7/6/+DqEngeplTCSU0uc1EIIYQQ5w4JSk0BplRCeR46l8PNZLBRJB/whBCnlbUWoghrDGhNFEZEfUGmMEJHuv95FISYICAs+0R+SOgHRFFEFBni6RRL37Wa7D//X3oeeggnmcCUfRrf9z4u/K3fZM//+H+IduwAoOAleWLeKh5euBZn5gxWZIr8UV2W+licuJvAUU51bBCVnKHT7gouUXm0qXcWN2kgXcZP99CbPk5H+hDtyf3VjKcsvqpxOftBXcWtR6tpoMVmaLWNtNhGWsjQajM02XrcwdPfIjh+aD/3LLqHf9j0D2T97JBpevcsuodjh/YRlMsn4UydXeqbmllxw7twXvqfOJt/TEssCWGZ2LIPoe/+X/Dgw9CdHb8jcdaxymVD88e5vuObvK/3CL9eUqKpN0n3kTIvfOmbXNjzcuW9feedtN77WZzE+FmMQgghhDj3KGutPdODmCpyuRyNjY309PSQyZyeS1Yb36fz29+m58FBX97ufB+tn/0sOE7lO5JTvSST46DUBIuQnAOmajBOjnuKHnehgFtXd0qP2xozJLBUyV7ShNXAUhRFmEgThSHaD9BhiC776DAk8AOiUBNpTRRUtzUaow3WWowBg0VhscoBxwVH4TgujufiOC54LkuuWor+9eM4c+ZTf/Ua/J4iicY0+RdfwhzYR2z2LJ7402/w8IK1bFp4BZe1WC7P5GmLWxIqiWPilcDT4OynkgujTL0jFhGl8xTSXXSn2mlP7+Ngahedbue4hcIzJkWrzdBsGmilcSD4ZDPUkURNtOgTMH3efC6/5Wb+efM/8b3tPyAX5MjEM3xi0cf59LLPsOnRxzl2YGQR9HPdVbfcTOueH+M8840R68w7/5jOBR/mlccePwMjEydLi7+bNV3/Qu9HfsDBp0ukr7mOuYua8bsLJBtTlff2oQM0feiDU+Jn+plyJj6jCiGEECBBqdPqdP/CN6US3f/+77W/vB3aT8O7b8LfuweUqgajFDgKHBflKHBdlOtWglWOU7nve169B1VpWw1q9ffVF+ga/HwC7ZVzcmqb1A7Gnf9/bZXjnmLHHQSU9h8iMXdO//vbP3iI1AVzcOLxmtvYajCpElQyoCtBJhtFRH0ZS2HUH1iK/AATVAJMJowIw0pGUxRWglFGG4zWWB1iw6h6C0BrMAalNUpHOMbgaI1jNEprHB2hqjcnClFhiIoiCAIIA2wYYoOw0lcYQhDg1tWx+Kf3E5VDNj59lM1PDxT8Xvau2ax41wzcdILP/P2TXOh0M9dGOOUUtpwkKnqEBRcT1f4ZYx1NOdVDrpr1dDi9m8PpvZTio18BzLMOLaa+f5pdf9YTlcBT7CQmI191y820Hv01fvM8vAtvpLfURUOqhWjXkyS6D9I5/caTE5yxFoWp3Kzpf+xYPWSZM2jdQDs9sNwO225Ef+O3c1P1zL/3X1B/vRjK3SPHmmzCfOlNnvjB987LLLGp5GK9kYs//U3CUsTGp4+x+elDI97bXl0SJxY700M9b0lQSgghxJki0/fOY8rzqH/fXZUvb//1paEf8N63AjcV5+j/+jamVKwGokApFxxQSqEctz9g1H/vVIJKSjmVm1sJXjmuC0rhKAWug+O4KLea7eA6qOo9jovy3ErAqy+45XqVbar3xGIo10PFPBzPq2wzrK/KcweUg1IMCoI5qFSS3AMPEFt6BQs++7khwbju+39M413vr3xhrpUV9naW1ch6qN1sov1Nbjw2DOn56U9HP+4P3D3mB/pzNTo9keNWnleZozVkwxpHPMFltUP5E9j2be1z6DIVj2Nw2bJVs/nvh76/V84yRPkucm9sJyoU0b15dLGEKRXRvo8t+0TlMsb3MX5QuQ9CCENsFEIUQhhBFFWCVlFUea6rgaMwxIki4lGIU72p0/D3jcQlFxMGmteePsq6X+7vX+4Xo+pzxbwlLazd7xEVp1Os0YfFUEr20JVu52h6Px3pg3Slj5BLdmDVyGOoMwlabH3/VLsWmmixlaynBupwJpHtVJM1eDbAtX71PsAz/pBliUSctjm/g/rR10mVuyHdSkv9DMgfJVbshGQTbV/6TdaUfoIqdg4J/oweRNI1A0sOY2d/nVZ1S6BwvHZACqDcjSllSaTTEpQ6x3XOvp0FgWXjqO9tWHHTXOISlBJCCCHOOxKUOo+FfjTmB7wrbpyFen090Vs7ztQQJ6YafMIdlE3lDHtczeZym5tZeP+/jRmMU7EY+z77WUyud1AcSQ0Ee1R1Uo0auXzgcd86KlNwBrfpb9vfsHKn1Ohth/dPJTA4ZAyDxjp8nVNfz+z/9+tjH7fncejL/xWTH5b5Mfh7+IjAgp1QuzETLie67gT6cBoamPPXfzX2cbseB77wnzC5XH9f/eO1ttq1reyjerPWVo/XjmzTNx5b3Z6Bx/199vfHQJ/VdtYO9GMH3/f3Ud1f9XHlf0P7cpsaufjBh9jw6P5R398r33MBXf/lP6Ozo9fbUYBbvdV82VEYx8WqgVvf81DFsU4Km3CxSRfjeFjlYJSL7yaI3BiBmyB040RujNCJEblxIidG5MbQjod2KvfG8Sr3ysM4ffvwqvt0QFWC2G2t9XwmmWTz04drjnfz04dYedsCPCdBREgp1ktH+hBd6SN0pQ/TmT5MNnUU7YYD/4aqRcUv0jNoMRla6Mt4aqKFJpIMyjjrDyAFeLaMa3sGBZCCgUCS8fufe7b62AwEmYYsI6xxJMNMXwKFYwPBmWJn5dan3I0qHqctXoTuPeP3dwJsNWRllYOlelMOFhczbJnBrdHOGdGu8njQ9v3tXCwOyjSxsG46Ktk0aqaUk2rGLxb7BjnuUUx81Sg/+2otGKPbtxWstTWejPgRPbCg9r5G2652H5Prp/rzq/+Xk0XZgceVtWrgmVIDP1ep/O7s+9kWa7O4qbHe24dZedtCvv+1l7AGEmmPRMojnvKIVx8PWZbySKRj/cvjaQ8vdn6VKBBCCCHOFxKUOo+5ycTYH/BuX8hT7/gMhZZi9XLptvph1A55Xllmqo8Nqm95tV3lZgf+2m5t5S/w1bb9j60Z9tgOmsJhB+1/+POJL4+lp9PS6fPWuo5RMykuvWoah81sot72QR/GB398ZsiygQ/hfW3GymyZTJvR9jNGPzW+LCgssXlzaewJeOPFY6MGKZasncGRfQXCA4eHBL8qXyiGBduGj3JEe8ZYPjSANugr07j9DH1lBvoZ0nZQP96Meuo7ymOe74tXtbGndxrhcWr2MeLMq2FjrjmO6raDA499y5xhY63ZtvLYqpHtKm1H9jG4beqC2VziumO+v1fdvpBtq3+X/NGeagBocNCnEvAx/cGmSuCnki5ZvXHqv8A51dtENSXrKOUC/GJUc71fjAhKEVuv/CXP9j5JOVYAIGlcpkVJ5kdxrsw3M0PHmBm5zIocZmhIElaCRBzFtQfwCHGpBpn670O8iQSQTlAldylBpGJEJNAqRkQcreLYUjMz6qaNGZyx6elsCVYSxS+tBHZQlXPb97gaDBoaWKout8MDRdV2g2+D/y0MxB1GVTOuoUZZYavrhidp5aFh7x5ar7q3dk2pq+6lY88uSkeOD1sz9r/bMcNEamiDEbGcwceuxn4h7Fjvn/6fP6O9UOMtHvazZfiPjP59DPwMq/xsGm2bQT9nhv1BZsgpU1R/Rowc1OCf06r/56Yash87/Niq+6hvyOAXwzHf26V8gFKK7NFCzTbjcRw1JIAVT1WDWEOWxYas63+c9ogl3FP6MzH0NY6rCEoR8ZSH0ZZYYrQ/GQghhBDnDwlKTdK3vvUt/uIv/oL29naWL1/ON7/5Ta666qozPayaxv2A1xuQap5BqTTyA54ddn+uSNbHuLqtns1Pv15zfV8mxfYLPkC55dR9wTzdkvUxljem2fz0oZrr+/7KvGnBPZTbzq/jnsj53jX3NspN589xt8yqozhOcKbYG1Ccdgnd4fhf4CbzNUurCKP00JujMcoMWmeGrdPoEe0H3wZt6wzePhp47GgubF3AbzSuJpH2ah57Iu2RrI/xztgBbs7uY24UMS+MaDLm7U6yG8KgiFSCSCUInUT/40jFCZ0kkYoPrK/eIlUJMIVq2HonTqSSGCqF3Ueo/hC+4eAhZowRnDl68CBbkishOc7g+wOstdYN27+tBhfG6254wMoODlTU3H2NJ7WXvfL6W9zy3i8C4Lzy7UpQLtmEuepe9Novsu7hJym1zandx7Dj6TuWGrGY/nH2t6kVhBu+k0Fxl1q7VYPaDe1MDW07zr76FzmDFlg1ZN+D9zPyKAc9tSOaY60d0s3AObP9I601tbV/kyGv39BdVjKkhm9hh+xLKUg1piqZTWO8t+saE9zymcso5yufbYJy1B+I9osRfmngceU+rCwrRlgLxljK+ZBy/sR+FyhFf4Aq3p+ZFSOeciv34wW8kl6lpmYNUajZ8Og+Nv/6YH+27+U3zmXlbfPxYhKYEkIIcX6ToNQk/OhHP+JLX/oS//AP/8CaNWv4m7/5G2699VbefPNNpk+ffqaHN8J4H/DSmTivLvgFO+p3ofr+swP39D93+pczqA1WjbKdM+T50LbOyGVD7p0h+xjadlC/Nbd3WDh3LuXC2MG4ciEkmtvN4UNHgCFfD/rb9T+yQz9A1vqCNjBdYTJth+5pSNv+z+ujtR2k2t/M6S2U8mMHKcr5EDujQJfuGrojhn5xqPzlftA6NazdsIGOul7Zwa1qrq+55Yj+BvUwbN3cWTPGPd9+IaR3/kEOHGkftBdb/UI0+tiHrhn8xcoy4siUrb1ODTwecTy11o06pqHr5jbP5jcyYwdn0pk4m2Y9yY7UrpFBJKUxjhkWYOoL/kRDgkqKCFdFOGgcNB7gYXEtxKztf+xh8Sy4WGIWPGtxqdz3PU5Yiwe4ttK2b5vB23rD1w3qJ+VchtZfZukNc1j/8L4Rx730hjnoSHN3dwcUitVXThG5SSI3QeQk+u+1G68sdxJETryy3E32P9ZOgnDQNrqvrZsgUu5AIGGMyL0aeFP1/SuqyQXcge/pNW3et4W2a0YJzlzzRTa/+DjxOe7AkGokpPQHGBi5s6GhkqEH1p9w03enhh+L7W+jqqGIIfsZNhw1JGoz7FUZFKRRgLXdPL/pMS5b8hFar/8jTKkbJ9VEZ+cB3tj8OLT20NDWNww7KCA02is53p9a7IRanRSTmNrXH+DpX1B57AxqYIe0hb6fG8P3ORADs9VzUePfg1WDkqVGZhIP3k4N+b9hbYfF5Jwh2WUDa+L1cXSkx31vt86uH7FuPNZaQl8PDV4NC2JVllWCWP1BrUHrja5Mq/aL0ai/b8alIJ5wq4GqgYys1bfPZ+/mTtY9vLe/qV+MePUXlecrbpkvGVNCCCHOaxKUmoS//uu/5rOf/Sy//du/DcA//MM/8Itf/IJ/+Zd/4U/+5E/O8OhGGvcDnjb8R/MSYXkDUJmyZKofbAduqn8ZVGZXWCqZAn0fgg2VL9h97a0amIVhBvdVnRY12jL6+h7cF8P3oYaNb2j7zPQrSWfuGvfLet3sf2EW64eGWGp8h6mVMTb08ciN+rcZGWcatZ9a/dXcpkafALEFN1HX+J6xj7sxTmzR/ZB8YsT6k3PNwwGjfR2s2XaC38tq9dmy8CbSmQ+PedypTJzpCx4ntI9Xvu8O+/7VN1lPDboNHtvgkGOtbfrXDWtbs+8R+x7a95CJgzX23fc80bgYbT7Hshvnsq76xWWwZTfORWvDXfEnsfr1SiDJDg78DA0EuShcq/CUwq2Ef/GUU/0CWZ3WVb2QQGWqn6reO9jqtL/hyyuPq8EbZ2BaYKWf6nLVd1XO6nrHxarKhRRs9WIKVKcWWqVQySasE7D8ljlYLFufGrj63mU3zGb5LXPQTsjRy+7CXHYnxkuAE6uMZcg7ZuAse9gxfxGeWEkgOyhoNThUMJbBYxwW8rEAPRzb/Tgtl3+U5Dv/CFvqRqWa8LsPkN39OIuaeqBpcFBgcISh1ljGH8+QgMWwdaMe0bBNRob6R/anlDPmC60ooNtf4vjxjbixFDosYbXPpUkFyfE+xkzkp9FJajNuk4n0MXobNei89Tfrq1U4ovdhr3xfoG9w3cIafxSp+e+GwX+6GYgyDflZOei3yEDQsXa/I4JbSoETw7jhmO9t44bA5AudK6WIJyuZSvXNk94cay1RaIZlYUX4pXCU4NbIZTo0YCEoa4KyJo8PVLJ9W2bX8+A3X6+5702/Psiq2xdMftBCCCHEOUSCUhMUBAHr16/ny1/+cv8yx3G4+eabefHFF8/gyEY3kQ94M9d8Hhv69Id4BhVXVjWWDX1e/RJhTf/jSi0qRq6n74/ifdtW2/U9H9QO2xd6qq63g8JWdtiYhi1TsRRRFLHsxjms+8XIYNyyG+cQRhEfnHYlNF1W83UbPZ9hkGFfHCb9vXXUgiujNB9vOOm2Cf2V+UMty7DJ2WN0VGsMY32RGiWcpYY/HfklZeJG2UYpSLVO6Ljvmr4WMpcM7W943abB9a4GfRkbfK+GL1cw/DVQjjOk/xG5IkMK3g/uZ2jYSw3aZEQYK5bEVt/fYNn860GXT79xTuX97YRccc3/B6ypjEm5KMcD5VTuHa8SHHKcgS+n1VoxfePr+6KpqkGmEa/biNpXJ7h8MtuYiMCBGde4rLxtLYVCibq6FId6DuE6mriJSC25mxEmHV2aZPsTil6d4D4KnZUrpRY6ScVSpOZcOcoGY7x3RnWGtxlzu7cX1JmwCfVxssZyov3UWHbK253ifUZlAkeP/t62J/vPJxOjlCIWd4nFXeoaEyfURxRqgpLGL4aV+1Ilw1cp+rOzaukLgqUa4jXXCyGEEOcDCUpNUEdHB1prZsyYMWT5jBkz2L59e81tfN/H9/3+57m+q3+dJkmrxv2Al1p812kd02kRlFl12wKwsPmpQV/Wb5jDqtsW4NkQbvyvZ3qUJ105KIwdhHQC6q/9gzM9zJNuIsddt+azZ3qYJ19QIlAR0652+NStaykWfdLpBId6DuGoqPIF7uKbz/QoT4l45DPLlHBUhBsr4agYs2yRuONBvA6SjWd6iEKIyYqnx35veycWEDobeDEXL+aSzowMLunIjJntG0/JR3UhhBDnN/lNdwp9/etf52tf+9qZG0A8dd5+wBtTPIkXBVxxYxur71iIXwpJpGJEpV48pSE2XiXgc1MyXkcQBSODkLlDuJ5D3JPjPq8Me387XgFHuef/+xvAS5BqWgCOR6OTAMcj1rTg/D5mIaaCKfjeNtpy+Y1z+2tIDXb5jXMx2uLKp3UhhBDnsTOTC30Oamtrw3Vdjh49OmT50aNHmTlzZs1tvvzlL9PT09N/O3DgwOkY6lDVD3ix6ge8mONVPvCdxx/wAPDiJBIxXBWR9sq4KiKR8MA7v1Pg416cWZlpOK7CTVkcVzErM424HPf5aaq+vwHiaXDjkG6u3MfrzvSIhBAnwxR7b8cSLitvm8+V711AIl2JPiXSHle+dwErb5Mi50IIIc5/8reXCYrH46xatYonnniCu+++GwBjDE888QRf+MIXam6TSCRIJM6CL4fxdOU+Xf2C7p7nX9T79B13amoddypeuTpRo9sEQMydfGHYc9FUPe4p+/4WQojzhBdzWXHLfFbdvoCgFBFPeRht8WISkBJCCHH+k6DUJHzpS1/it37rt1i9ejVXXXUVf/M3f0OhUOi/Gp8QQgghhBCT1ZcR1VfUXKbsCSGEmCrkV94kfPSjH+X48eN85Stfob29nSuuuIJHHnlkRPFzIYQQQgghhBBCCDE2Ze0JXcdanIBcLkdjYyM9PT1kMpkzPRwhhBBCCCHkM6oQQogzRgqdCyGEEEIIIYQQQojTToJSQgghhBBCCCGEEOK0k6CUEEIIIYQQQgghhDjtJCglhBBCCCGEEEIIIU47CUoJIYQQQgghhBBCiNNOglJCCCGEEEIIIYQQ4rSToJQQQgghhBBCCCGEOO0kKCWEEEIIIYQQQgghTjsJSgkhhBBCCCGEEEKI006CUkIIIYQQQgghhBDitJOglBBCCCGEEEIIIYQ47SQoJYQQQgghhBBCCCFOOwlKCSGEEEIIIYQQQojTToJSQgghhBBCCCGEEOK08870AKYSay0AuVzuDI9ECCGEEEKIir7Ppn2fVYUQQojTRYJSp1Fvby8A8+bNO8MjEUIIIYQQYqje3l4aGxvP9DCEEEJMIcrKn0ROG2MMhw8fpqGhAaXUmR7OlJDL5Zg3bx4HDhwgk8mc6eGIU0zO99Qi53tqkfM9dci5Pv2stfT29jJ79mwcR6p7CCGEOH0kU+o0chyHuXPnnulhTEmZTEY+2E4hcr6nFjnfU4uc76lDzvXpJRlSQgghzgT5U4gQQgghhBBCCCGEOO0kKCWEEEIIIYQQQgghTjsJSonzWiKR4Ktf/SqJROJMD0WcBnK+pxY531OLnO+pQ861EEIIMXVIoXMhhBBCCCGEEEIIcdpJppQQQgghhBBCCCGEOO0kKCWEEEIIIYQQQgghTjsJSgkhhBBCCCGEEEKI006CUuKs9vWvf50rr7yShoYGpk+fzt13382bb745pE25XObzn/88ra2t1NfX86EPfYijR48OafPFL36RVatWkUgkuOKKK2ruy1rLX/7lX3LJJZeQSCSYM2cO/+N//I9TdWiihtN5vn/1q1+xdu1aGhoamDZtGh/60IfYu3fvKToyUcvJON+vv/46H//4x5k3bx6pVIrFixfzt3/7tyP29dRTT7Fy5UoSiQQXXXQR/+f//J9TfXhimNN1vn/yk5/wnve8h2nTppHJZLj66qv51a9+dVqOUQw4ne/vPs8//zye5436c18IIYQQZx8JSomz2tNPP83nP/95XnrpJR577DHCMOSWW26hUCj0t/nDP/xDHnzwQe6//36efvppDh8+zAc/+MERff3O7/wOH/3oR0fd1+///u/zT//0T/zlX/4l27dv54EHHuCqq646Jcclajtd53vPnj3cddddvPvd7+a1117jV7/6FR0dHTX7EafOyTjf69evZ/r06dx3331s3bqV//bf/htf/vKX+bu/+7v+Nnv27OG9730vN954I6+99hp/8Ad/wGc+8xkJVJxmp+t8P/PMM7znPe/h4YcfZv369dx4443ceeedbNy48bQe71R3us53n+7ubn7zN3+Tm2666bQcnxBCCCFOEivEOeTYsWMWsE8//bS11tru7m4bi8Xs/fff399m27ZtFrAvvvjiiO2/+tWv2uXLl49Y/sYbb1jP8+z27dtP2djF5J2q833//fdbz/Os1rp/2QMPPGCVUjYIgpN/IGJC3u757vN7v/d79sYbb+x//sd//Mf2sssuG9Lmox/9qL311ltP8hGIyThV57uWJUuW2K997WsnZ+DihJzq8/3Rj37U/umf/umoP/eFEEIIcXaSTClxTunp6QGgpaUFqPwVNQxDbr755v42ixYt4oILLuDFF1+ccL8PPvggF154IQ899BALFy5kwYIFfOYzn6Grq+vkHoCYlFN1vletWoXjOPzrv/4rWmt6enr47ne/y80330wsFju5ByEm7GSd756env4+AF588cUhfQDceuutk/o3I06+U3W+hzPG0NvbO2YbceqdyvP9r//6r+zevZuvfvWrp2DkQgghhDiVvDM9ACEmyhjDH/zBH3DttdeydOlSANrb24nH4zQ1NQ1pO2PGDNrb2yfc9+7du9m3bx/3338/3/nOd9Ba84d/+Id8+MMf5sknnzyZhyEm6FSe74ULF/Loo4/ykY98hM997nNorbn66qt5+OGHT+YhiEk4Wef7hRde4Ec/+hG/+MUv+pe1t7czY8aMEX3kcjlKpRKpVOrkHowY16k838P95V/+Jfl8no985CMnbfxick7l+d6xYwd/8id/wrPPPovnycdaIYQQ4lwjv73FOePzn/88W7Zs4bnnnjvpfRtj8H2f73znO1xyySUA/PM//zOrVq3izTff5NJLLz3p+xRjO5Xnu729nc9+9rP81m/9Fh//+Mfp7e3lK1/5Ch/+8Id57LHHUEqd9H2KsZ2M871lyxbuuusuvvrVr3LLLbecxNGJk+10ne/vf//7fO1rX+PnP/8506dPP+F9ibfnVJ1vrTX33HMPX/va1/p/dwshhBDi3CJBKXFO+MIXvsBDDz3EM888w9y5c/uXz5w5kyAI6O7uHvLX1qNHjzJz5swJ9z9r1iw8zxvyoXbx4sUA7N+/X4JSp9mpPt/f+ta3aGxs5Bvf+Eb/svvuu4958+bx8ssvs3bt2pNyHGJiTsb5fuONN7jpppu49957+dM//dMh62bOnDniCo1Hjx4lk8lIltQZcKrPd58f/vCHfOYzn+H+++8fMX1TnD6n8nz39vaybt06Nm7cyBe+8AWg8kcmay2e5/Hoo4/y7ne/+9QeoBBCCCHeFqkpJc5q1lq+8IUv8NOf/pQnn3yShQsXDlm/atUqYrEYTzzxRP+yN998k/3///buJiTqdo3j+G9GCVGxETFJsjEXVmiREsjQiwSlRBnmTqhMCrRa9EIvuyKiRURQhEG5cCVTC/dKNAbVItI0TETNZhBDEJUCUSqn6yweztCcOh2fk97jQ98P/Dfzv+e+74trXpgf858ZHVUgEFjwOtu2bdP8/LxGRkZitw0NDUmS/H7/b1aBhXLV79nZWXm98S9/SUlJkv76QAM3Fqvf/f392rVrl+rq6nT9+vUf1gkEAnFzSNLjx4//1mMGv89VvyUpGAyqvr5ewWBQ+/btW5qC8Esu+p2RkaG+vj719vbGjsbGRq1fv169vb0qKytb2iIBAMDvS+SvrAP/y4kTJ2zlypX29OlTGx8fjx2zs7OxMY2NjbZ27VoLhULW1dVlgUDAAoFA3DzDw8PW09NjDQ0NVlhYaD09PdbT02OfP382M7NoNGqlpaW2c+dOe/36tXV1dVlZWZnt2bPHab1/Olf9fvLkiXk8Hrt69aoNDQ1Zd3e3VVZWmt/vj1sLS2sx+t3X12fZ2dl26NChuDkmJiZiY96/f2+pqal24cIFGxgYsKamJktKSrL29nan9f7pXPW7tbXVkpOTrampKW7Mx48fndb7p3PV7//Ev+8BAPDPQiiFZU3ST4+WlpbYmLm5OTt58qRlZmZaamqqHTx40MbHx+PmKS8v/+k84XA4NubDhw9WU1Nj6enplpOTY0ePHrWpqSlHlcLMbb+DwaCVlJRYWlqaZWdn24EDB2xgYMBRpTBbnH5fuXLlp3P4/f64tTo7O23Lli22YsUKKygoiFsDbrjq9397/tfV1bkrFk6f398jlAIA4J/FY2a2ON+5AgAAAAAAABaG35QCAAAAAACAc4RSAAAAAAAAcI5QCgAAAAAAAM4RSgEAAAAAAMA5QikAAAAAAAA4RygFAAAAAAAA5wilAAAAAAAA4ByhFAAAAAAAAJwjlAIAAAAAAIBzhFIAgIQyM+3evVuVlZU/nLt37558Pp/GxsYSsDMAAAAAS4lQCgCQUB6PRy0tLXr58qXu378fuz0cDuvixYu6e/eu1qxZs6hrfv36dVHnAwAAAPD3EUoBABIuLy9Pd+7c0fnz5xUOh2VmOnbsmCoqKlRSUqK9e/cqPT1dOTk5Onz4sCYnJ2P3bW9v1/bt2+Xz+ZSVlaX9+/drZGQkdj4Sicjj8ejRo0cqLy9XSkqKWltbE1EmAAAAgO94zMwSvQkAACSpurpanz59Uk1Nja5du6b+/n4VFRXp+PHjOnLkiObm5nT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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Prepare the data: ensure 'time' column is present for x-axis\n", - "# Assuming the year column is named 'time_period' or similar; adjust if needed.\n", - "# Also, ensure there are no missing values for plot clarity.\n", - "df_ppp_plot = df_ppp.drop_nulls([\"time\", \"mean_earnings\", \"classif1.label\"])\n", - "\n", - "plt.figure(figsize=(12, 6))\n", - "# Filter to years 2015 and onward\n", - "plot_data = df_ppp_plot.filter(pl.col(\"time\") >= 2015).to_pandas()\n", - "sns.lineplot(\n", - " data=plot_data,\n", - " x=\"time\",\n", - " y=\"mean_earnings\",\n", - " hue=\"classif1.label\",\n", - " marker=\"o\"\n", - ")\n", - "plt.title(\"Earnings Over Time by Skill Level (2015 and forward)\")\n", - "plt.xlabel(\"Year\")\n", - "plt.ylabel(\"Earnings (PPP $)\")\n", - "plt.legend(title='classif1', loc='center left', bbox_to_anchor=(1, 0.5))\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "02762eee", - "metadata": {}, - "outputs": [], - "source": [ - "# Investigate the spike: check which countries/years have extreme values\n", - "df_spike_investigation = (\n", - " df_ppp_plot\n", - " .filter(pl.col(\"time\") >= 2020)\n", - " .sort(\"mean_earnings\", descending=True)\n", - " .select([\"ref_area\", \"ref_area.label\", \"time\", \"classif1.label\", \"mean_earnings\"])\n", - ")\n", - "\n", - "print(\"Top 20 highest earnings values (2020-2024):\")\n", - "print(df_spike_investigation.head(20))\n", - "print(\"\\n\")\n", - "print(\"Countries with earnings > 100,000 in 2022-2024:\")\n", - "print(df_spike_investigation.filter(pl.col(\"mean_earnings\") > 100000))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a3c07e8c", - "metadata": {}, - "outputs": [], - "source": [ - "# Create a graph that accounts for the spike by:\n", - "# 1. Excluding extreme outliers (e.g., values > 100,000 which are likely data errors)\n", - "# 2. Using median aggregation instead of sum to reduce impact of outliers\n", - "# 3. Showing both the raw data and the cleaned version\n", - "\n", - "df_ppp_cleaned = (\n", - " df_ppp\n", - " .filter(pl.col(\"mean_earnings\") < 100000) # Exclude extreme outliers\n", - " .drop_nulls([\"time\", \"mean_earnings\", \"classif1.label\"])\n", - ")\n", - "\n", - "# Calculate median earnings over time by skill level (more robust to outliers)\n", - "df_ppp_median = (\n", - " df_ppp_cleaned\n", - " .group_by([\"time\", \"classif1.label\"])\n", - " .agg(pl.col(\"mean_earnings\").median().alias(\"median_earnings\"))\n", - " .sort([\"classif1.label\", \"time\"])\n", - " .filter(pl.col(\"time\") >= 2015)\n", - ")\n", - "\n", - "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 6))\n", - "\n", - "# Left plot: Original data with outliers\n", - "plot_data_original = df_ppp_plot.filter(pl.col(\"time\") >= 2015).to_pandas()\n", - "sns.lineplot(\n", - " data=plot_data_original,\n", - " x=\"time\",\n", - " y=\"mean_earnings\",\n", - " hue=\"classif1.label\",\n", - " marker=\"o\",\n", - " ax=ax1\n", - ")\n", - "ax1.set_title(\"Earnings Over Time (Original - includes outliers)\")\n", - "ax1.set_xlabel(\"Year\")\n", - "ax1.set_ylabel(\"Earnings (PPP $)\")\n", - "ax1.legend(title='Skill Level', loc='center left', bbox_to_anchor=(1, 0.5), fontsize=8)\n", - "\n", - "# Right plot: Cleaned data using median aggregation\n", - "plot_data_cleaned = df_ppp_median.to_pandas()\n", - "sns.lineplot(\n", - " data=plot_data_cleaned,\n", - " x=\"time\",\n", - " y=\"median_earnings\",\n", - " hue=\"classif1.label\",\n", - " marker=\"o\",\n", - " ax=ax2\n", - ")\n", - "ax2.set_title(\"Earnings Over Time (Cleaned - outliers removed, median aggregation)\")\n", - "ax2.set_xlabel(\"Year\")\n", - "ax2.set_ylabel(\"Median Earnings (PPP $)\")\n", - "ax2.legend(title='Skill Level', loc='center left', bbox_to_anchor=(1, 0.5), fontsize=8)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "print(f\"Original data points: {len(plot_data_original)}\")\n", - "print(f\"Cleaned data points: {len(df_ppp_cleaned)}\")\n", - "print(f\"Outliers removed: {len(plot_data_original) - len(df_ppp_cleaned)}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "079b49a9", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Data_URL.txt b/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Data_URL.txt deleted file mode 100644 index 4c17ece..0000000 --- a/Team_Projects/Team_3_Earnings_and_Job_Quality/Analysis/Data_URL.txt +++ /dev/null @@ -1 +0,0 @@ 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