diff --git a/Stack_Overflow2018- correlations and analysis.ipynb b/Stack_Overflow2018- correlations and analysis.ipynb new file mode 100644 index 0000000..6632aa1 --- /dev/null +++ b/Stack_Overflow2018- correlations and analysis.ipynb @@ -0,0 +1,6984 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# EDA ON STACK OVERFLOW 2018 DATA" + ], + "metadata": { + "id": "I0-wmKWr9L2v" + } + }, + { + "cell_type": "markdown", + "source": [ + "**DATA LOADING**" + ], + "metadata": { + "id": "g4EeBybM95Zo" + } + }, + { + "cell_type": "markdown", + "source": [ + "*Importing modules*" + ], + "metadata": { + "id": "q4uFubUDAPQN" + } + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ], + "metadata": { + "id": "PofFmURLASrI" + }, + "execution_count": 310, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Loading 2018 stackoverflow data*" + ], + "metadata": { + "id": "6nuRfrESAoQC" + } + }, + { + "cell_type": "code", + "source": [ + "df=pd.read_csv(\"/content/survey_results_sample_2018.csv\")" + ], + "metadata": { + "id": "YreYMLwKAW3p" + }, + "execution_count": 311, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "*Initial exploration*" + ], + "metadata": { + "id": "Rm63VMBVA2rm" + } + }, + { + "cell_type": "code", + "source": [ + "#First few rows of the data\n", + "df.head(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "NeeuOsj4AzIs", + "outputId": "8d9da8dd-3b84-4e6b-e02f-aa4d5432ea39" + }, + "execution_count": 312, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Respondent Hobby OpenSource Country Student \\\n", + "0 1 Yes No Kenya No \n", + "1 3 Yes Yes United Kingdom No \n", + "2 4 Yes Yes United States No \n", + "3 5 No No United States No \n", + "4 7 Yes No South Africa Yes, part-time \n", + "5 8 Yes No United Kingdom No \n", + "6 9 Yes Yes United States No \n", + "7 10 Yes Yes Nigeria No \n", + "8 11 Yes Yes United States No \n", + "9 16 No Yes India No \n", + "\n", + " Employment FormalEducation \\\n", + "0 Employed part-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "1 Employed full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "2 Employed full-time Associate degree \n", + "3 Employed full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "4 Employed full-time Some college/university study without earning ... \n", + "5 Employed full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "6 Employed full-time Some college/university study without earning ... \n", + "7 Employed full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "8 Employed full-time Some college/university study without earning ... \n", + "9 Employed full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "\n", + " UndergradMajor \\\n", + "0 Mathematics or statistics \n", + "1 A natural science (ex. biology, chemistry, phy... \n", + "2 Computer science, computer engineering, or sof... \n", + "3 Computer science, computer engineering, or sof... \n", + "4 Computer science, computer engineering, or sof... \n", + "5 Computer science, computer engineering, or sof... \n", + "6 Computer science, computer engineering, or sof... \n", + "7 Computer science, computer engineering, or sof... \n", + "8 Fine arts or performing arts (ex. graphic desi... \n", + "9 Computer science, computer engineering, or sof... \n", + "\n", + " CompanySize \\\n", + "0 20 to 99 employees \n", + "1 10,000 or more employees \n", + "2 20 to 99 employees \n", + "3 100 to 499 employees \n", + "4 10,000 or more employees \n", + "5 10 to 19 employees \n", + "6 10,000 or more employees \n", + "7 10 to 19 employees \n", + "8 100 to 499 employees \n", + "9 500 to 999 employees \n", + "\n", + " DevType ... \\\n", + "0 Full-stack developer ... \n", + "1 Database administrator;DevOps specialist;Full-... ... \n", + "2 Engineering manager;Full-stack developer ... \n", + "3 Full-stack developer ... \n", + "4 Data or business analyst;Desktop or enterprise... ... \n", + "5 Back-end developer;Database administrator;Fron... ... \n", + "6 Back-end developer;Front-end developer;Full-st... ... \n", + "7 Designer;Front-end developer;QA or test developer ... \n", + "8 Back-end developer;C-suite executive (CEO, CTO... ... \n", + "9 Designer ... \n", + "\n", + " Exercise Gender SexualOrientation \\\n", + "0 3 - 4 times per week Male Straight or heterosexual \n", + "1 Daily or almost every day Male Straight or heterosexual \n", + "2 NaN NaN NaN \n", + "3 I don't typically exercise Male Straight or heterosexual \n", + "4 3 - 4 times per week Male Straight or heterosexual \n", + "5 1 - 2 times per week Male Straight or heterosexual \n", + "6 I don't typically exercise Male Straight or heterosexual \n", + "7 1 - 2 times per week Female NaN \n", + "8 I don't typically exercise Male Straight or heterosexual \n", + "9 NaN NaN NaN \n", + "\n", + " EducationParents \\\n", + "0 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "1 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "2 NaN \n", + "3 Some college/university study without earning ... \n", + "4 Some college/university study without earning ... \n", + "5 Secondary school (e.g. American high school, G... \n", + "6 Master’s degree (MA, MS, M.Eng., MBA, etc.) \n", + "7 Primary/elementary school \n", + "8 Some college/university study without earning ... \n", + "9 NaN \n", + "\n", + " RaceEthnicity Age Dependents MilitaryUS \\\n", + "0 Black or of African descent 25 - 34 years old Yes NaN \n", + "1 White or of European descent 35 - 44 years old Yes NaN \n", + "2 NaN NaN NaN NaN \n", + "3 White or of European descent 35 - 44 years old No No \n", + "4 White or of European descent 18 - 24 years old Yes NaN \n", + "5 White or of European descent 18 - 24 years old No NaN \n", + "6 White or of European descent 18 - 24 years old No No \n", + "7 Black or of African descent 25 - 34 years old No NaN \n", + "8 White or of European descent 35 - 44 years old Yes No \n", + "9 NaN NaN NaN NaN \n", + "\n", + " SurveyTooLong SurveyEasy \n", + "0 The survey was an appropriate length Very easy \n", + "1 The survey was an appropriate length Somewhat easy \n", + "2 NaN NaN \n", + "3 The survey was an appropriate length Somewhat easy \n", + "4 The survey was an appropriate length Somewhat easy \n", + "5 The survey was an appropriate length Somewhat easy \n", + "6 The survey was an appropriate length Somewhat easy \n", + "7 The survey was too long Somewhat difficult \n", + "8 The survey was an appropriate length Very easy \n", + "9 NaN NaN \n", + "\n", + "[10 rows x 129 columns]" + ], + "text/html": [ + "\n", + "
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13YesYesUnited KingdomNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)A natural science (ex. biology, chemistry, phy...10,000 or more employeesDatabase administrator;DevOps specialist;Full-......Daily or almost every dayMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)White or of European descent35 - 44 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
24YesYesUnited StatesNoEmployed full-timeAssociate degreeComputer science, computer engineering, or sof...20 to 99 employeesEngineering manager;Full-stack developer...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
35NoNoUnited StatesNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...100 to 499 employeesFull-stack developer...I don't typically exerciseMaleStraight or heterosexualSome college/university study without earning ...White or of European descent35 - 44 years oldNoNoThe survey was an appropriate lengthSomewhat easy
47YesNoSouth AfricaYes, part-timeEmployed full-timeSome college/university study without earning ...Computer science, computer engineering, or sof...10,000 or more employeesData or business analyst;Desktop or enterprise......3 - 4 times per weekMaleStraight or heterosexualSome college/university study without earning ...White or of European descent18 - 24 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
58YesNoUnited KingdomNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...10 to 19 employeesBack-end developer;Database administrator;Fron......1 - 2 times per weekMaleStraight or heterosexualSecondary school (e.g. American high school, G...White or of European descent18 - 24 years oldNoNaNThe survey was an appropriate lengthSomewhat easy
69YesYesUnited StatesNoEmployed full-timeSome college/university study without earning ...Computer science, computer engineering, or sof...10,000 or more employeesBack-end developer;Front-end developer;Full-st......I don't typically exerciseMaleStraight or heterosexualMaster’s degree (MA, MS, M.Eng., MBA, etc.)White or of European descent18 - 24 years oldNoNoThe survey was an appropriate lengthSomewhat easy
710YesYesNigeriaNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...10 to 19 employeesDesigner;Front-end developer;QA or test developer...1 - 2 times per weekFemaleNaNPrimary/elementary schoolBlack or of African descent25 - 34 years oldNoNaNThe survey was too longSomewhat difficult
811YesYesUnited StatesNoEmployed full-timeSome college/university study without earning ...Fine arts or performing arts (ex. graphic desi...100 to 499 employeesBack-end developer;C-suite executive (CEO, CTO......I don't typically exerciseMaleStraight or heterosexualSome college/university study without earning ...White or of European descent35 - 44 years oldYesNoThe survey was an appropriate lengthVery easy
916NoYesIndiaNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...500 to 999 employeesDesigner...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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"Hobby object\n", + "OpenSource object\n", + "Country object\n", + "Student object\n", + " ... \n", + "Age object\n", + "Dependents object\n", + "MilitaryUS object\n", + "SurveyTooLong object\n", + "SurveyEasy object\n", + "Length: 129, dtype: object" + ] + }, + "metadata": {}, + "execution_count": 314 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.columns" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tYgb3H0fBXSM", + "outputId": "22538fe5-35bd-40a6-c808-8fd6d49ae00e" + }, + "execution_count": 315, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['Respondent', 'Hobby', 'OpenSource', 'Country', 'Student', 'Employment',\n", + " 'FormalEducation', 'UndergradMajor', 'CompanySize', 'DevType',\n", + " ...\n", + " 'Exercise', 'Gender', 'SexualOrientation', 'EducationParents',\n", + " 'RaceEthnicity', 'Age', 'Dependents', 'MilitaryUS', 'SurveyTooLong',\n", + " 'SurveyEasy'],\n", + " dtype='object', length=129)" + ] + }, + "metadata": {}, + "execution_count": 315 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**DATA** **CLEANING**" + ], + "metadata": { + "id": "JcsoF8mUC3FW" + } + }, + { + "cell_type": "code", + "source": [ + "#checking for the missing or null values\n", + "missing_values=df.isnull().sum()\n", + "missing_values" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Oq3xNHCbC0dw", + "outputId": "12906a48-860c-4cbe-adf4-1cabc51117c9" + }, + "execution_count": 316, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Respondent 0\n", + "Hobby 0\n", + "OpenSource 0\n", + "Country 0\n", + "Student 1\n", + " ..\n", + "Age 32\n", + "Dependents 32\n", + "MilitaryUS 80\n", + "SurveyTooLong 32\n", + "SurveyEasy 32\n", + "Length: 129, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 316 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By this we can get to the conclusion that there exist missing values" + ], + "metadata": { + "id": "2XZHexqvDe_l" + } + }, + { + "cell_type": "code", + "source": [ + "#calculating percentage of missing values\n", + "total_cells=np.product(df.shape)\n", + "total_missing=missing_values.sum()\n", + "percent=(total_missing/total_cells)*100" + ], + "metadata": { + "id": "GUvMjmK8Dbhf" + }, + "execution_count": 317, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print('Total number of cells: ', total_cells)\n", + "print('Total number of missing values: ', total_missing)\n", + "print('Missing Percentage: ', percent, '%')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UzfvQT1kDxYW", + "outputId": "dcb0434c-2bf1-4793-dd52-252c79a37ea7" + }, + "execution_count": 318, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total number of cells: 12771\n", + "Total number of missing values: 4421\n", + "Missing Percentage: 34.61749275702764 %\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "approximately 35% of data is missing we need to handle the missing values" + ], + "metadata": { + "id": "wpCPQqvTEiPZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the gender column**" + ], + "metadata": { + "id": "JocVQX4iFe7X" + } + }, + { + "cell_type": "code", + "source": [ + "# Calculate the missing percentage of the 'Gender' column\n", + "df['Gender'].isnull().sum()\n", + "missing_percentage_gender = (df['Gender'].isnull().sum() / len(df['Gender'])) * 100\n", + "\n", + "print(\"Missing percentage of the 'Gender' column:\", missing_percentage_gender, \"%\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IsT298IwEf-8", + "outputId": "d4f6009b-6445-461c-dc19-d60749c532b4" + }, + "execution_count": 319, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Missing percentage of the 'Gender' column: 32.323232323232325 %\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "32% of the gender data is missing lets categorize them" + ], + "metadata": { + "id": "j9z63fRMF_BT" + } + }, + { + "cell_type": "code", + "source": [ + "df['Gender'].unique()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qOL_vo90F812", + "outputId": "3574d5f6-b193-41f8-8f5f-8e8c00afcd4b" + }, + "execution_count": 320, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['Male', nan, 'Female',\n", + " 'Female;Male;Transgender;Non-binary, genderqueer, or gender non-conforming',\n", + " 'Female;Male',\n", + " 'Male;Non-binary, genderqueer, or gender non-conforming'],\n", + " dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 320 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#counting the number of each gender\n", + "df.groupby('Gender')['Gender'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WThNvO9dGNJr", + "outputId": "67b1184e-d003-4cc8-c2da-9e54ab211126" + }, + "execution_count": 321, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Gender\n", + "Female 5\n", + "Female;Male 1\n", + "Female;Male;Transgender;Non-binary, genderqueer, or gender non-conforming 1\n", + "Male 59\n", + "Male;Non-binary, genderqueer, or gender non-conforming 1\n", + "Name: Gender, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 321 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Filling the missing values and reducing the number of divisions to male,female and non confirmed only to get easy analysis" + ], + "metadata": { + "id": "N5mSGdaFHQ7C" + } + }, + { + "cell_type": "code", + "source": [ + "df['Gender'] = df['Gender'].fillna('Non-binary, genderqueer, or gender non-conforming')\n", + "df['Gender'].replace('Female;Male;Non-binary, genderqueer, or gender non-conforming', 'Female', inplace =True)\n", + "df['Gender'].replace('Female;Male;Transgender;Non-binary, genderqueer, or gender non-conforming', 'Female', inplace =True)\n", + "df['Gender'].replace('Female;Non-binary, genderqueer, or gender non-conforming', 'Female', inplace =True)\n", + "df['Gender'].replace('Female;Transgender;Non-binary, genderqueer, or gender non-conforming', 'Female', inplace =True)\n", + "df['Gender'].replace('Male;Non-binary, genderqueer, or gender non-conforming', 'Male', inplace =True)\n", + "df['Gender'].replace('Male;Transgender;Non-binary, genderqueer, or gender non-conforming', 'Male', inplace =True)\n", + "df['Gender'].replace('Transgender;Non-binary, genderqueer, or gender non-conforming', 'Non-conforming', inplace =True) ##not sure\n", + "df['Gender'].replace('Female;Male', 'Female', inplace =True)\n", + "df['Gender'].replace('Female;Male;Transgender', 'Female', inplace =True)\n", + "df['Gender'].replace('Female;Transgender', 'Female', inplace =True)\n", + "df['Gender'].replace('Male;Transgender', 'Female', inplace =True)\n", + "df['Gender'].replace('Non-binary, genderqueer, or gender non-conforming', 'Non-conforming', inplace =True) #\n", + "df['Gender'].replace('Transgender', 'Male', inplace =True)" + ], + "metadata": { + "id": "mr6IrwZxGWvH" + }, + "execution_count": 322, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.groupby('Gender')['Gender'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OyI5oGQJHPVt", + "outputId": "eb5c7510-581a-4ed5-aeae-92fe1d1d9e03" + }, + "execution_count": 323, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Gender\n", + "Female 7\n", + "Male 60\n", + "Non-conforming 32\n", + "Name: Gender, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 323 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1wIFGzW0HcDS", + "outputId": "e6b9170c-4b38-4e2d-c810-ee55fa6065fe" + }, + "execution_count": 324, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(99, 129)" + ] + }, + "metadata": {}, + "execution_count": 324 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.isnull().sum()['Gender']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cEYOPjlNHw-I", + "outputId": "13653b63-e216-4716-f57b-dd606ae29425" + }, + "execution_count": 325, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 325 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in gender column\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "6h37X59cH0ne" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the country column**" + ], + "metadata": { + "id": "Y7lg2qNyIHRT" + } + }, + { + "cell_type": "code", + "source": [ + "df.groupby('Country')['Country'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WUTBusH2HzGg", + "outputId": "7bb437a9-23ae-4b51-86b7-35dbd6102bc8" + }, + "execution_count": 326, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Country\n", + "Algeria 1\n", + "Argentina 2\n", + "Australia 1\n", + "Belgium 1\n", + "Brazil 1\n", + "Bulgaria 1\n", + "Chile 1\n", + "China 2\n", + "Colombia 1\n", + "Croatia 1\n", + "Denmark 1\n", + "Dominican Republic 1\n", + "Finland 1\n", + "France 3\n", + "Germany 5\n", + "Greece 1\n", + "India 16\n", + "Indonesia 2\n", + "Ireland 1\n", + "Israel 1\n", + "Japan 1\n", + "Kenya 1\n", + "Latvia 1\n", + "Netherlands 1\n", + "Nigeria 1\n", + "Poland 3\n", + "Romania 1\n", + "Russian Federation 4\n", + "South Africa 1\n", + "Spain 2\n", + "Sweden 3\n", + "Ukraine 1\n", + "United Kingdom 7\n", + "United States 28\n", + "Name: Country, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 326 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Country'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ds9Hf2hgIn8d", + "outputId": "18299bd1-8228-486f-8c17-0854e534f060" + }, + "execution_count": 327, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 327 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling null values\n", + "df['Country'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "8XoIM4LoIreR" + }, + "execution_count": 328, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['Country'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VvZcOHoAIv79", + "outputId": "f003101c-cdce-4fd1-a900-9f4321524f75" + }, + "execution_count": 329, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 329 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in country column" + ], + "metadata": { + "id": "oMNRkkg8JKSP" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the hobbies column**" + ], + "metadata": { + "id": "J34nhG7BJXUD" + } + }, + { + "cell_type": "code", + "source": [ + "df['Hobby'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3LXVD5rzJEuX", + "outputId": "b7595cf2-ccf7-4c56-d64d-15ef2dcb3277" + }, + "execution_count": 330, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 330 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.groupby('Hobby')['Hobby'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "D-Z7I4JrJhRo", + "outputId": "00260786-ac06-41b9-8589-7206507c0d93" + }, + "execution_count": 331, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Hobby\n", + "No 20\n", + "Yes 79\n", + "Name: Hobby, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 331 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As the hobbies are categorized only to yes or not further we dont need to categorize them." + ], + "metadata": { + "id": "DIRvLcbQJ-qO" + } + }, + { + "cell_type": "code", + "source": [ + "df['Hobby'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "k3_uu36PJ8Wm", + "outputId": "48319fc6-6cb7-49da-cf3f-2097c914531e" + }, + "execution_count": 332, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 332 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in hobbies column" + ], + "metadata": { + "id": "rqM9IL9AKKbS" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the undergradmajor column**" + ], + "metadata": { + "id": "lNfYL_EYKU10" + } + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "P2xoCi7mKIgO", + "outputId": "c65fafb1-5933-4112-e2a1-bb5cea7a74fb" + }, + "execution_count": 333, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "11" + ] + }, + "metadata": {}, + "execution_count": 333 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "X_jhcUTzKdKE", + "outputId": "93b3d7ab-aee7-4690-f261-fd0a4ce3b097" + }, + "execution_count": 334, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "UndergradMajor\n", + "Computer science, computer engineering, or software engineering 56\n", + "A natural science (ex. biology, chemistry, physics) 7\n", + "Another engineering discipline (ex. civil, electrical, mechanical) 7\n", + "A business discipline (ex. accounting, finance, marketing) 5\n", + "Fine arts or performing arts (ex. graphic design, music, studio art) 4\n", + "Information systems, information technology, or system administration 3\n", + "Mathematics or statistics 2\n", + "Web development or web design 2\n", + "A social science (ex. anthropology, psychology, political science) 1\n", + "A humanities discipline (ex. literature, history, philosophy) 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 334 + } + ] + }, + { + "cell_type": "code", + "source": [ + "def refactor_major(df):\n", + " conditions_major = [(df['UndergradMajor'] == 'Computer science, computer engineering, or software engineering'),\n", + " (df['UndergradMajor'] == 'Another engineering discipline (ex. civil, electrical, mechanical)'),\n", + " (df['UndergradMajor'] == 'Information systems, information technology, or system administration'),\n", + " (df['UndergradMajor'] == 'Mathematics or statistics'),\n", + " (df['UndergradMajor'] == 'A natural science (ex. biology, chemistry, physics)')\n", + " |(df['UndergradMajor'] == 'A health science (ex. nursing, pharmacy, radiology)'),\n", + " (df['UndergradMajor'] == 'Web development or web design'),\n", + " (df['UndergradMajor'] == 'A business discipline (ex. accounting, finance, marketing)'),\n", + " (df['UndergradMajor'] == 'A humanities discipline (ex. literature, history, philosophy)')\n", + " | (df['UndergradMajor'] == 'A social science (ex. anthropology, psychology, political science)')\n", + " | (df['UndergradMajor'] == 'Fine arts or performing arts (ex. graphic design, music, studio art)'),\n", + " (df['UndergradMajor'] == 'I never declared a major') ]\n", + "\n", + " choices_major = ['Computer Science', 'Engineering', 'Info Systems', 'Math/Stat', 'Other Science',\n", + " 'Web Design/Dev', 'Business', 'Arts and Science', 'No major']\n", + " df['UndergradMajor'] = np.select(conditions_major, choices_major, default = np.NaN)\n", + " return df" + ], + "metadata": { + "id": "u3dNbovyKfnF" + }, + "execution_count": 335, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "the values in the \"UndergradMajor\" column are classified based on certain conditions." + ], + "metadata": { + "id": "ilV2dwqCMcsM" + } + }, + { + "cell_type": "code", + "source": [ + "df = refactor_major(df)" + ], + "metadata": { + "id": "CRTeAPqlKuzm" + }, + "execution_count": 336, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].replace('nan', 'No major', inplace=True)" + ], + "metadata": { + "id": "nHySDU3cM66h" + }, + "execution_count": 337, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FDnUZGWMNJDA", + "outputId": "c4b541bb-d131-42e4-c403-41a3cc429609" + }, + "execution_count": 338, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "UndergradMajor\n", + "Computer Science 56\n", + "No major 11\n", + "Other Science 7\n", + "Engineering 7\n", + "Arts and Science 6\n", + "Business 5\n", + "Info Systems 3\n", + "Math/Stat 2\n", + "Web Design/Dev 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 338 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7thqzYMnNPDu", + "outputId": "b5f4a0ee-bd6c-4718-e009-7274b1781291" + }, + "execution_count": 339, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 339 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.dropna(subset=['UndergradMajor'], inplace=True)" + ], + "metadata": { + "id": "3VIx65RZNlNY" + }, + "execution_count": 340, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['UndergradMajor'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8DYmuQj-Nnoi", + "outputId": "db61126d-5275-4c87-bb1d-561aad75ccd3" + }, + "execution_count": 341, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 341 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we assigned the remaining null values to the category of no major\n", + "Hence, there are no existing null values in the undergradmajor column" + ], + "metadata": { + "id": "ku9qgKCENWC6" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the jobsearchstatus column**" + ], + "metadata": { + "id": "WL4YcRevN0PL" + } + }, + { + "cell_type": "code", + "source": [ + "df['JobSearchStatus'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xzXzkzVsNUPH", + "outputId": "ea2cb69d-5a5f-4f94-ce6f-065a779ebc23" + }, + "execution_count": 342, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "JobSearchStatus\n", + "I‚Äôm not actively looking, but I am open to new opportunities 54\n", + "I am not interested in new job opportunities 18\n", + "I am actively looking for a job 11\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 342 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#dropping null values\n", + "df.dropna(subset=['JobSearchStatus'], inplace=True)" + ], + "metadata": { + "id": "vszoQOfKNymE" + }, + "execution_count": 343, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Categorizing those into groups: the ones who are seeking for job and the ones who are not seeking for job and others" + ], + "metadata": { + "id": "1ey3HKcNlSTt" + } + }, + { + "cell_type": "code", + "source": [ + "def refactor_job(df):\n", + " '''function to change JobStatus category to Seeking and Non Seeking'''\n", + "\n", + " conditions_job = [(df['JobSearchStatus'] == 'I am actively looking for a job'),\n", + " (df['JobSearchStatus'] == 'I am not interested in new job opportunities')\n", + " | (df['JobSearchStatus'] == 'I’m not actively looking, but I am open to new opportunities')]\n", + "\n", + " choices_job = ['Seeking', 'Not seeking']\n", + "\n", + " df['JobSearchStatus'] = np.select(conditions_job, choices_job, default=np.nan)\n", + "\n", + " return df\n" + ], + "metadata": { + "id": "1FiRCkUMlGYX" + }, + "execution_count": 344, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df = refactor_job(df)" + ], + "metadata": { + "id": "w6eyQW0KlfFA" + }, + "execution_count": 345, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['JobSearchStatus'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4tjcirO5lhYz", + "outputId": "e3ce271a-c3c2-457b-de49-4d154e593a23" + }, + "execution_count": 346, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "JobSearchStatus\n", + "nan 54\n", + "Not seeking 18\n", + "Seeking 11\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 346 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['JobSearchStatus'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rZhqXlToljTS", + "outputId": "d372befe-50bd-41d4-bc7e-2e577ec8e95b" + }, + "execution_count": 347, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 347 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the jobsearchstatus column" + ], + "metadata": { + "id": "jEXRkQselt_c" + } + }, + { + "cell_type": "markdown", + "source": [ + "**cleaning the Employement column**" + ], + "metadata": { + "id": "dbccv75Pl7dH" + } + }, + { + "cell_type": "code", + "source": [ + "df['Employment'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HN5Hw7Jslsn2", + "outputId": "ef82359b-dfbf-446b-dc34-961671ca2f8e" + }, + "execution_count": 348, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Employment\n", + "Employed full-time 77\n", + "Employed part-time 6\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 348 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Employment'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9dB_IwQPmHfa", + "outputId": "3b662665-8036-4bc0-a248-844f8992309f" + }, + "execution_count": 349, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 349 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Employment'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "e8soU9WymLEm" + }, + "execution_count": 350, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['Employment']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Tc7hG1v4mULw", + "outputId": "31a3b1de-2e0b-415f-b632-35b613529343" + }, + "execution_count": 351, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 Employed part-time\n", + "1 Employed full-time\n", + "2 Employed full-time\n", + "3 Employed full-time\n", + "4 Employed full-time\n", + " ... \n", + "93 Employed full-time\n", + "94 Employed full-time\n", + "95 Employed full-time\n", + "97 Employed full-time\n", + "98 Employed full-time\n", + "Name: Employment, Length: 83, dtype: object" + ] + }, + "metadata": {}, + "execution_count": 351 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Employment'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m4dwu9zemeg2", + "outputId": "53f90b6b-df50-4eca-8150-7da1c55cbf3c" + }, + "execution_count": 352, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 352 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the employment column" + ], + "metadata": { + "id": "6sCzyYBnmuNR" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Job** **Satisfaction**" + ], + "metadata": { + "id": "gGEvRbeAmzSY" + } + }, + { + "cell_type": "code", + "source": [ + "df['JobSatisfaction'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZBwz9J5OmpJX", + "outputId": "1f85a202-801a-4250-97bb-a1271472fdd1" + }, + "execution_count": 353, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "JobSatisfaction\n", + "Moderately satisfied 26\n", + "Slightly satisfied 17\n", + "Neither satisfied nor dissatisfied 11\n", + "Extremely satisfied 9\n", + "Slightly dissatisfied 9\n", + "Moderately dissatisfied 6\n", + "Extremely dissatisfied 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 353 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['JobSatisfaction'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GDnUpweIm66o", + "outputId": "ae74bb27-c72a-4582-ab7c-91f1b400648e" + }, + "execution_count": 354, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3" + ] + }, + "metadata": {}, + "execution_count": 354 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling the null values\n", + "df['JobSatisfaction'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "eMrI20RNm_Am" + }, + "execution_count": 355, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['JobSatisfaction'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_0Qg8298nCCC", + "outputId": "b2e1a61b-11ea-4d14-fe43-18072df757f2" + }, + "execution_count": 356, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 356 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the job satisfaction column" + ], + "metadata": { + "id": "agn4hD9KnKLJ" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Race Ethnicity**" + ], + "metadata": { + "id": "D_K5_TEFnUQX" + } + }, + { + "cell_type": "code", + "source": [ + "df.groupby('RaceEthnicity')['RaceEthnicity'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "y8BUpHtAnTrh", + "outputId": "078d0df5-3ab7-4cd0-bfd5-da23ac8f9b41" + }, + "execution_count": 357, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "RaceEthnicity\n", + "Black or of African descent 3\n", + "Black or of African descent;East Asian;Hispanic or Latino/Latina;Middle Eastern;Native American, Pacific Islander, or Indigenous Australian;South Asian;White or of European descent 1\n", + "Black or of African descent;Hispanic or Latino/Latina 1\n", + "East Asian 2\n", + "Hispanic or Latino/Latina 1\n", + "Hispanic or Latino/Latina;White or of European descent 1\n", + "South Asian 8\n", + "White or of European descent 41\n", + "Name: RaceEthnicity, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 357 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "combining the given Ethnicity by str.match which means if each string starts with a match of a regular expression pattern then they will be categorized.\n" + ], + "metadata": { + "id": "0LS8bEhVn30b" + } + }, + { + "cell_type": "code", + "source": [ + "df.loc[df['RaceEthnicity'].str.match('Biracial') == True, 'RaceEthnicity'] = 'Biracial'\n", + "df.loc[df['RaceEthnicity'].str.match('Black or of African descent') == True, 'RaceEthnicity'] = 'Black or African descent'\n", + "df.loc[df['RaceEthnicity'].str.match('East Asian') == True, 'RaceEthnicity'] = 'East Asian'\n", + "df.loc[df['RaceEthnicity'].str.match('Hispanic or Latino') == True, 'RaceEthnicity'] = 'Hispanic or Latino'\n", + "df.loc[df['RaceEthnicity'].str.match('Indigenous') == True, 'RaceEthnicity'] = 'Indigenous'\n", + "df.loc[df['RaceEthnicity'].str.match('Middle Eastern') == True, 'RaceEthnicity'] = 'Middle Eastern'\n", + "df.loc[df['RaceEthnicity'].str.match('South') == True, 'RaceEthnicity'] = 'South Asian'\n", + "df.loc[df['RaceEthnicity'].str.match('White or of European descent') == True, 'RaceEthnicity'] = 'White or European descent'\n", + "df.loc[df['RaceEthnicity'].str.match('Multiracial') == True, 'RaceEthnicity'] = 'Multiracial'\n", + "df.loc[df['RaceEthnicity'].str.match('Native American') == True, 'RaceEthnicity'] = 'Native American'" + ], + "metadata": { + "id": "FH4ji11wnIFd" + }, + "execution_count": 358, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.groupby('RaceEthnicity')['RaceEthnicity'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SJUNzLQJomx-", + "outputId": "d037337e-a06c-4fe3-a6ca-8f73724c4fca" + }, + "execution_count": 359, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "RaceEthnicity\n", + "Black or African descent 5\n", + "East Asian 2\n", + "Hispanic or Latino 2\n", + "South Asian 8\n", + "White or European descent 41\n", + "Name: RaceEthnicity, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 359 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['RaceEthnicity'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QIwYiTOSorvU", + "outputId": "3d976d23-f12f-45f9-fc7c-a42b55d8c962" + }, + "execution_count": 360, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "25" + ] + }, + "metadata": {}, + "execution_count": 360 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#This code performs forward and backward filling of missing values in the RaceEthnicity column based on the values in the Country column.\n", + "df['RaceEthnicity']=df.groupby(['Country'])['RaceEthnicity'].bfill().ffill()" + ], + "metadata": { + "id": "ko6zkKW4o5V2" + }, + "execution_count": 361, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['RaceEthnicity'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o_q1T5xRo9H3", + "outputId": "5c2a6aea-54d0-4dac-c128-26b92566658f" + }, + "execution_count": 362, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 362 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the race ethnicity column" + ], + "metadata": { + "id": "ta2DJio-poxZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "**DevType**" + ], + "metadata": { + "id": "8DUVlql_pz1T" + } + }, + { + "cell_type": "code", + "source": [ + "df['DevType'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vbxq2hzxpnep", + "outputId": "f2b953ec-7e86-4ec6-aba4-20aacafa8251" + }, + "execution_count": 363, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 363 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['DevType'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "SYNuGwm-p-rh" + }, + "execution_count": 364, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.groupby('DevType')['DevType'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6OQ3ubLwqA8k", + "outputId": "3ef03708-5247-46c4-c3c9-d3f188b4dfe9" + }, + "execution_count": 365, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "DevType\n", + "Back-end developer 2\n", + "Back-end developer;C-suite executive (CEO, CTO, etc.);Data or business analyst;Database administrator;DevOps specialist;Engineering manager;Full-stack developer;System administrator 1\n", + "Back-end developer;C-suite executive (CEO, CTO, etc.);Database administrator;Designer;Front-end developer;Full-stack developer;Mobile developer 1\n", + "Back-end developer;C-suite executive (CEO, CTO, etc.);Database administrator;DevOps specialist;Engineering manager;Full-stack developer;System administrator 1\n", + "Back-end developer;Data or business analyst;Database administrator;DevOps specialist;Front-end developer;Full-stack developer;System administrator 1\n", + "Back-end developer;Data or business analyst;Designer;Front-end developer;Game or graphics developer;Mobile developer;Student 1\n", + "Back-end developer;Data scientist or machine learning specialist;Desktop or enterprise applications developer;Front-end developer;Full-stack developer 1\n", + "Back-end developer;Data scientist or machine learning specialist;DevOps specialist;Educator or academic researcher;QA or test developer;System administrator 1\n", + "Back-end developer;Data scientist or machine learning specialist;Full-stack developer;Game or graphics developer;Student 1\n", + "Back-end developer;Database administrator;Designer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer 1\n", + "Back-end developer;Database administrator;Designer;Front-end developer;Full-stack developer;Mobile developer;System administrator 1\n", + "Back-end developer;Database administrator;Desktop or enterprise applications developer;DevOps specialist;Full-stack developer;QA or test developer 1\n", + "Back-end developer;Database administrator;DevOps specialist;Front-end developer;Full-stack developer;Mobile developer 1\n", + "Back-end developer;Database administrator;DevOps specialist;Front-end developer;Full-stack developer;QA or test developer;System administrator 1\n", + "Back-end developer;Database administrator;Front-end developer 1\n", + "Back-end developer;Database administrator;Front-end developer;Full-stack developer 1\n", + "Back-end developer;Database administrator;Front-end developer;Full-stack developer;Mobile developer 1\n", + "Back-end developer;Database administrator;Front-end developer;Student;System administrator 1\n", + "Back-end developer;Designer;Educator or academic researcher;Front-end developer 1\n", + "Back-end developer;Designer;Front-end developer;Full-stack developer;Marketing or sales professional;Mobile developer 1\n", + "Back-end developer;Desktop or enterprise applications developer;Embedded applications or devices developer 2\n", + "Back-end developer;Desktop or enterprise applications developer;Embedded applications or devices developer;Front-end developer;Full-stack developer;System administrator 1\n", + "Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer 2\n", + "Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Game or graphics developer;Student 1\n", + "Back-end developer;Desktop or enterprise applications developer;QA or test developer 1\n", + "Back-end developer;DevOps specialist 2\n", + "Back-end developer;DevOps specialist;Front-end developer;Full-stack developer;Mobile developer 1\n", + "Back-end developer;Embedded applications or devices developer 1\n", + "Back-end developer;Embedded applications or devices developer;Full-stack developer 1\n", + "Back-end developer;Engineering manager 1\n", + "Back-end developer;Front-end developer 1\n", + "Back-end developer;Front-end developer;Full-stack developer 5\n", + "Back-end developer;Front-end developer;Full-stack developer;Mobile developer 1\n", + "Back-end developer;Front-end developer;Student 2\n", + "Back-end developer;Full-stack developer 5\n", + "Back-end developer;Full-stack developer;QA or test developer 1\n", + "Back-end developer;Full-stack developer;System administrator 1\n", + "Data or business analyst;Data scientist or machine learning specialist;Database administrator;DevOps specialist 1\n", + "Data or business analyst;Database administrator;DevOps specialist;System administrator 1\n", + "Data or business analyst;Desktop or enterprise applications developer;Game or graphics developer;QA or test developer;Student 1\n", + "Data scientist or machine learning specialist 1\n", + "Database administrator;DevOps specialist;Full-stack developer;System administrator 1\n", + "Database administrator;Full-stack developer;Mobile developer 1\n", + "Designer;Front-end developer 2\n", + "Designer;Front-end developer;Marketing or sales professional 1\n", + "Designer;Front-end developer;QA or test developer 1\n", + "Desktop or enterprise applications developer;Embedded applications or devices developer;Full-stack developer;Game or graphics developer;Mobile developer 1\n", + "Desktop or enterprise applications developer;Front-end developer;Product manager 1\n", + "Embedded applications or devices developer 1\n", + "Embedded applications or devices developer;Engineering manager 1\n", + "Engineering manager;Full-stack developer 1\n", + "Engineering manager;Mobile developer 1\n", + "Front-end developer 1\n", + "Front-end developer;Full-stack developer 1\n", + "Front-end developer;Student 1\n", + "Full-stack developer 8\n", + "Full-stack developer;Product manager 1\n", + "Mobile developer 2\n", + "QA or test developer 1\n", + "Student 2\n", + "Name: DevType, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 365 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "combining the given DevType by str.match which means if each string starts with a match of a regular expression pattern then they will be categorized." + ], + "metadata": { + "id": "a7Vr5H6yqqKK" + } + }, + { + "cell_type": "code", + "source": [ + "#categorizing the given fields into developer,manager,student,non developer roles\n", + "df.loc[df['DevType'].str.match('Back-end developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Student') == True, 'DevType'] = 'Student'\n", + "df.loc[df['DevType'].str.match('QA or test developer') == True, 'DevType'] = 'Non developer'\n", + "df.loc[df['DevType'].str.match('Product manager') == True, 'DevType'] = 'Manager'\n", + "df.loc[df['DevType'].str.match('Mobile developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Marketing or sales professional') == True, 'DevType'] = 'Non developer'\n", + "df.loc[df['DevType'].str.match('System administrator') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Game or graphics developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Full-stack developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Front-end developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Engineering manager') == True, 'DevType'] = 'Manager'\n", + "df.loc[df['DevType'].str.match('Embedded applications or devices developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Educator or academic researcher') == True, 'DevType'] = 'Student'\n", + "df.loc[df['DevType'].str.match('DevOps specialist') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Desktop or enterprise applications developer') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Designer') == True, 'DevType'] = 'Non developer'\n", + "df.loc[df['DevType'].str.match('Database administrator') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Data scientist or machine learning specialist') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('Data or business analyst') == True, 'DevType'] = 'Developer'\n", + "df.loc[df['DevType'].str.match('C-suite executive') == True, 'DevType'] = 'Developer'\n" + ], + "metadata": { + "id": "yhGUOZDrqDSJ" + }, + "execution_count": 366, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.groupby('DevType')['DevType'].count()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6Uq3rID4rLYy", + "outputId": "4c8efb0d-cc3d-4387-95e1-48f4f30a2b5d" + }, + "execution_count": 367, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "DevType\n", + "Developer 74\n", + "Manager 2\n", + "Non developer 5\n", + "Student 2\n", + "Name: DevType, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 367 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Language worked with**" + ], + "metadata": { + "id": "0oM_tG12riOE" + } + }, + { + "cell_type": "code", + "source": [ + "#this return tha 3 most frequent entries or the 3 most used languages\n", + "df['LanguageWorkedWith'].value_counts().nlargest(3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9XA6DoJOrd1F", + "outputId": "99d22f2c-c3d7-48d3-ac97-571456cc99b5" + }, + "execution_count": 368, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LanguageWorkedWith\n", + "Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS 2\n", + "JavaScript;PHP;HTML;CSS 2\n", + "C;F#;Haskell;Python;Scala 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 368 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageWorkedWith'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Bzonouh4rnpz", + "outputId": "53da6a72-157f-420a-e4f2-a064ca539653" + }, + "execution_count": 369, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "14" + ] + }, + "metadata": {}, + "execution_count": 369 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling missing values\n", + "df['LanguageWorkedWith'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "AnfM5PJJsEow" + }, + "execution_count": 370, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageWorkedWith'].value_counts().nlargest(3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PGdafg4HsG7-", + "outputId": "5682bd11-a8b2-4066-f81d-00e9b2c9222e" + }, + "execution_count": 371, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LanguageWorkedWith\n", + "Java;JavaScript;PHP;VB.NET;HTML;CSS 3\n", + "Assembly;C;C++;Java;Python;Delphi/Object Pascal 2\n", + "Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 371 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageWorkedWith'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EKmOpf2TsP6n", + "outputId": "2542bcf8-824e-47f8-cc8e-37cad167f562" + }, + "execution_count": 372, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 372 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the language work with column" + ], + "metadata": { + "id": "BcCtC4FesbbH" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Language desirednext year**" + ], + "metadata": { + "id": "WqnvC05gsybz" + } + }, + { + "cell_type": "code", + "source": [ + "#this return tha 3 most frequent entries that may appear the next year.\n", + "df['LanguageDesireNextYear'].value_counts().nlargest(3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "I4UcToECsTjv", + "outputId": "60d1d194-fead-45ec-f067-1d1f96430f67" + }, + "execution_count": 373, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LanguageDesireNextYear\n", + "C#;JavaScript;PHP;SQL;HTML;CSS 2\n", + "JavaScript;Python;HTML;CSS 1\n", + "C#;JavaScript;TypeScript 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 373 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageDesireNextYear'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XUG2NWJ8s4H8", + "outputId": "aa0c3203-aad2-4e6e-cd0f-2216fc15a3f4" + }, + "execution_count": 374, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "18" + ] + }, + "metadata": {}, + "execution_count": 374 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling missing values\n", + "df['LanguageDesireNextYear'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "y2uYLmpxtFcn" + }, + "execution_count": 375, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageDesireNextYear'].value_counts().nlargest(3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DLb6YvEBtMSf", + "outputId": "a3d87f6a-b350-452f-b2a8-ddb502f2b0a4" + }, + "execution_count": 376, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LanguageDesireNextYear\n", + "Java;Python 4\n", + "JavaScript;PHP;SQL;Swift;CSS;Bash/Shell 2\n", + "C#;Java;JavaScript;Ruby;TypeScript;HTML;CSS 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 376 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['LanguageDesireNextYear'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2wEXX5jztUPN", + "outputId": "a81162b7-a9e1-406d-a9d8-2fba4d534fcf" + }, + "execution_count": 377, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 377 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the language Desire next year column" + ], + "metadata": { + "id": "IOB02QJptbuC" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Yearscodingprof**" + ], + "metadata": { + "id": "DpIvYka_tl7Y" + } + }, + { + "cell_type": "code", + "source": [ + "#this returns the the top 10 most coding proficient ones\n", + "df['YearsCodingProf'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HTVOvj1itYyG", + "outputId": "b2ec5606-cdfb-4305-9fe7-c036c643a6e4" + }, + "execution_count": 378, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "YearsCodingProf\n", + "3-5 years 26\n", + "0-2 years 20\n", + "6-8 years 12\n", + "9-11 years 9\n", + "12-14 years 6\n", + "18-20 years 3\n", + "21-23 years 2\n", + "24-26 years 2\n", + "15-17 years 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 378 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCodingProf'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hptn0b6Ut3kL", + "outputId": "fd7a9557-27e1-4839-b1c4-f58462269422" + }, + "execution_count": 379, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2" + ] + }, + "metadata": {}, + "execution_count": 379 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCodingProf'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "xI1uiR84t-AE" + }, + "execution_count": 380, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCodingProf'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OOeODKlBuI6-", + "outputId": "6cdd40b4-63fa-4716-8821-5e802cbceca6" + }, + "execution_count": 381, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "YearsCodingProf\n", + "3-5 years 27\n", + "0-2 years 21\n", + "6-8 years 12\n", + "9-11 years 9\n", + "12-14 years 6\n", + "18-20 years 3\n", + "21-23 years 2\n", + "24-26 years 2\n", + "15-17 years 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 381 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCodingProf'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "iGiq0aEouASu", + "outputId": "1a89b314-4306-4413-a9f0-397d1878f586" + }, + "execution_count": 382, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 382 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the yearscodingprof column" + ], + "metadata": { + "id": "cjOfpbY4uOjB" + } + }, + { + "cell_type": "code", + "source": [ + "#the top 10 years coding ones\n", + "df['YearsCoding'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mWblz6_9uCZR", + "outputId": "92d0664e-6ec6-4cf9-a37d-333c8b8c389e" + }, + "execution_count": 383, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "YearsCoding\n", + "6-8 years 17\n", + "3-5 years 15\n", + "9-11 years 15\n", + "0-2 years 11\n", + "15-17 years 7\n", + "12-14 years 6\n", + "24-26 years 5\n", + "18-20 years 4\n", + "30 or more years 3\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 383 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCoding'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Q5hqJopHuWkK", + "outputId": "9f03a6d2-f2b2-40bb-d7a6-0acd803e8754" + }, + "execution_count": 384, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 384 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling missing values\n", + "df['YearsCoding'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "t_c4jz26ug5q" + }, + "execution_count": 385, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCoding'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CtrovjDBuxcb", + "outputId": "79854d29-edde-4741-ee14-2fa9858dff36" + }, + "execution_count": 386, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "YearsCoding\n", + "6-8 years 17\n", + "3-5 years 15\n", + "9-11 years 15\n", + "0-2 years 11\n", + "15-17 years 7\n", + "12-14 years 6\n", + "24-26 years 5\n", + "18-20 years 4\n", + "30 or more years 3\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 386 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['YearsCoding'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZB_36JfBukFp", + "outputId": "f287f7b2-e239-47cc-8eae-d43dd973e00a" + }, + "execution_count": 387, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 387 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the yearscoding column" + ], + "metadata": { + "id": "A7C6tWmJu2sG" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Operating System**" + ], + "metadata": { + "id": "TnxIzjxCu6QO" + } + }, + { + "cell_type": "code", + "source": [ + "#top 10 most used operating systems\n", + "df['OperatingSystem'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yj_CIgyOuqL5", + "outputId": "31beeb33-d817-402d-b2f9-37ae3bf82fc8" + }, + "execution_count": 388, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "OperatingSystem\n", + "Windows 32\n", + "MacOS 20\n", + "Linux-based 15\n", + "BSD/Unix 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 388 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['OperatingSystem'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GfIBSbjNu-6f", + "outputId": "8aba7700-6325-4abd-ab74-ab019752df18" + }, + "execution_count": 389, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "15" + ] + }, + "metadata": {}, + "execution_count": 389 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#filling values\n", + "df['OperatingSystem'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "HEz3Vxr9vPcu" + }, + "execution_count": 390, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['OperatingSystem'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oeSMf-SIvTwZ", + "outputId": "b317c4bd-dd9e-4864-fecd-fb891410158b" + }, + "execution_count": 391, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "OperatingSystem\n", + "Windows 44\n", + "MacOS 21\n", + "Linux-based 17\n", + "BSD/Unix 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 391 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['OperatingSystem'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FofzEDQkvWll", + "outputId": "cff0fdf4-6da6-4e53-d5e8-c10f88e4af62" + }, + "execution_count": 392, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 392 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the operating system column" + ], + "metadata": { + "id": "cCjVGXBtwNrC" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Salary Type**" + ], + "metadata": { + "id": "9BviI_lAwZpR" + } + }, + { + "cell_type": "code", + "source": [ + "#top 10 frequently used salary types\n", + "df['SalaryType'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EjK1EthMvZmc", + "outputId": "7340b9a7-8471-4cab-9175-5b0f61725a9a" + }, + "execution_count": 393, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SalaryType\n", + "Monthly 25\n", + "Yearly 22\n", + "Weekly 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 393 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['SalaryType'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "P5qYCnc2wn4T", + "outputId": "2cf3e054-7fa2-4d65-ace6-15b46f2459b6" + }, + "execution_count": 394, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "35" + ] + }, + "metadata": {}, + "execution_count": 394 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['SalaryType'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "-x9tHjLQwq5t" + }, + "execution_count": 395, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['SalaryType'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YnB1-anYws9D", + "outputId": "3564a274-28d3-44ae-bf06-d30f07d4e532" + }, + "execution_count": 396, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SalaryType\n", + "Monthly 42\n", + "Yearly 39\n", + "Weekly 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 396 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['SalaryType'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "r_EK-CI5wvUc", + "outputId": "dcc27086-90ae-4049-bf85-04a84a1870fc" + }, + "execution_count": 397, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 397 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the salary type column" + ], + "metadata": { + "id": "cSybCP-aw5LC" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Currency**" + ], + "metadata": { + "id": "WQmFdwV3w-_L" + } + }, + { + "cell_type": "code", + "source": [ + "#top 10 used currency\n", + "df['Currency'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "g21xj2qGwycm", + "outputId": "200d8225-0dd4-4f08-9afc-8673ce4995f4" + }, + "execution_count": 398, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Currency\n", + "U.S. dollars ($) 20\n", + "Euros (‚Ǩ) 11\n", + "British pounds sterling (¬£) 7\n", + "Indian rupees (‚Çπ) 7\n", + "Swedish kroner (SEK) 3\n", + "Russian rubles (‚ÇΩ) 3\n", + "Polish z≈Çoty (z≈Ç) 2\n", + "Chinese yuan renminbi (¬•) 2\n", + "South African rands (R) 1\n", + "Australian dollars (A$) 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 398 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Currency'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CFcuvPTWxIO_", + "outputId": "29f8c44e-0dfa-4165-d934-0bded39453ee" + }, + "execution_count": 399, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "23" + ] + }, + "metadata": {}, + "execution_count": 399 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Currency'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "tRct3FX2xLlp" + }, + "execution_count": 400, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.dropna(subset=['Currency'], inplace = True)" + ], + "metadata": { + "id": "siI0zCLQxN2E" + }, + "execution_count": 401, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['Currency'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "slvL5FMsxWCx", + "outputId": "f7b9d9bb-9f36-4d11-a8f4-d63b4ecb7fe7" + }, + "execution_count": 402, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Currency\n", + "U.S. dollars ($) 27\n", + "Euros (‚Ǩ) 16\n", + "British pounds sterling (¬£) 10\n", + "Indian rupees (‚Çπ) 8\n", + "Chinese yuan renminbi (¬•) 5\n", + "Swedish kroner (SEK) 4\n", + "Russian rubles (‚ÇΩ) 4\n", + "Polish z≈Çoty (z≈Ç) 2\n", + "Brazilian reais (R$) 2\n", + "South African rands (R) 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 402 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Currency'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5A2t9JscxYgE", + "outputId": "9f0a16f8-b361-4fba-c59f-3105e38ff5df" + }, + "execution_count": 403, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 403 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the currency column" + ], + "metadata": { + "id": "1SwoIy1nxclx" + } + }, + { + "cell_type": "markdown", + "source": [ + "renaming the column for our convinience" + ], + "metadata": { + "id": "5ZN2w7IQ6oDj" + } + }, + { + "cell_type": "code", + "source": [ + "col=['Age','ConvertedSalary','Country','Currency','DevType','Employment','RaceEthnicity','Gender','SalaryType','Hobby','JobSatisfaction','JobSearchStatus','OperatingSystem','UndergradMajor','YearsCoding','YearsCodingProf','LanguageDesireNextYear','LanguageWorkedWith','FormalEducation']\n", + "df1=df[col]\n", + "#renaming the coloumn\n", + "# 'ConvertedSalary': 'SalaryUSD'\n", + "df.rename(columns={'ConvertedSalary': 'SalaryUSD' }, inplace =True)\n", + "df.sort_index(axis=1).head(2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 248 + }, + "id": 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"ViidUYaW62ha", + "outputId": "a3e892eb-025e-4ae9-93ea-f59615f1d50b" + }, + "execution_count": 406, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "36" + ] + }, + "metadata": {}, + "execution_count": 406 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#grouping the salary based on the devtype and their country\n", + "mean_salary = df.groupby(['DevType','Country'])['SalaryUSD'].mean()" + ], + "metadata": { + "id": "1PuVMW007JQx" + }, + "execution_count": 407, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mean_salary.nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "B14qBmwx7Mm2", + "outputId": "a5591844-7ea4-4d55-97da-162ed8f47273" + }, + "execution_count": 408, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "DevType Country \n", + "Developer United States 146687.5\n", + " Ireland 128507.0\n", + "Non developer India 123984.0\n", + "Developer Australia 95968.0\n", + " Colombia 64116.0\n", + " Germany 61191.5\n", + " Sweden 60257.5\n", + " China 52604.0\n", + " Greece 51408.0\n", + " United Kingdom 48144.8\n", + "Name: SalaryUSD, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 408 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#grouping the salary based on the devtype and their country and results the mean for each\n", + "means = df.groupby(['YearsCodingProf','DevType', 'Country'])['SalaryUSD'].transform('mean')" + ], + "metadata": { + "id": "vyFU-a0q7hYG" + }, + "execution_count": 409, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#filling the null values with the mean values\n", + "df['SalaryUSD'] = df['SalaryUSD'].fillna(means)" + ], + "metadata": { + "id": "JZiz2R937nDK" + }, + "execution_count": 410, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#grouping the mean salry based on the yearscodingprof,devtype and country columns\n", + "mean_salary = df.groupby(['YearsCodingProf','DevType','Country'])['SalaryUSD'].mean()" + ], + "metadata": { + "id": "Pi_YcfwD8FK5" + }, + "execution_count": 411, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mean_salary.nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aNWX4Zok8MRy", + "outputId": "a731efc7-6212-4834-97fc-d1cadd91b98d" + }, + "execution_count": 412, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "YearsCodingProf DevType Country \n", + "21-23 years Developer United States 250000.000000\n", + "0-2 years Developer United States 244000.000000\n", + "15-17 years Developer Ireland 128507.000000\n", + "0-2 years Non developer India 123984.000000\n", + "9-11 years Developer United States 115000.000000\n", + "12-14 years Developer Australia 95968.000000\n", + "18-20 years Developer United States 95000.000000\n", + "6-8 years Developer United States 91333.333333\n", + "3-5 years Developer China 85708.000000\n", + "9-11 years Developer United Kingdom 82648.000000\n", + "Name: SalaryUSD, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 412 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.dropna(subset=['SalaryUSD'], inplace = True)" + ], + "metadata": { + "id": "RV4purXk8YwP" + }, + "execution_count": 413, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**AGE**" + ], + "metadata": { + "id": "1zhbNy2S8cf3" + } + }, + { + "cell_type": "code", + "source": [ + "#frequently used top 10 ages\n", + "df['Age'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NO728mSY8bEC", + "outputId": "95f51e92-f33d-47c8-a35a-2293d95d1481" + }, + "execution_count": 414, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Age\n", + "25 - 34 years old 22\n", + "35 - 44 years old 13\n", + "18 - 24 years old 13\n", + "45 - 54 years old 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 414 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Age'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SGAuNMgn8muK", + "outputId": "c9464ee6-3eba-4a8a-d7f6-60c4308f5aa7" + }, + "execution_count": 415, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "10" + ] + }, + "metadata": {}, + "execution_count": 415 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Age'].fillna(method='ffill', inplace=True)" + ], + "metadata": { + "id": "olP6Db5J8pbD" + }, + "execution_count": 416, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['Age'].value_counts().nlargest(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Bk5V6oIM8u3z", + "outputId": "2add576a-b414-4826-a997-15f1a077178a" + }, + "execution_count": 417, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Age\n", + "25 - 34 years old 26\n", + "35 - 44 years old 16\n", + "18 - 24 years old 16\n", + "45 - 54 years old 1\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 417 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Age'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yRa2gNv68riy", + "outputId": "119b440a-d807-4bb1-e825-e22e1c4c381f" + }, + "execution_count": 418, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 418 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in age column" + ], + "metadata": { + "id": "qsC_39Qo83__" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Formal Education**\n" + ], + "metadata": { + "id": "QZEkje_V9AGJ" + } + }, + { + "cell_type": "code", + "source": [ + "df['FormalEducation'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NK5Ynajx8vzu", + "outputId": "008556a6-7826-4f32-c7f0-6315a3196cf3" + }, + "execution_count": 419, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 419 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['FormalEducation'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ngTqWgm09HYP", + "outputId": "26c46333-913f-43b1-b41e-a86d4a69f275" + }, + "execution_count": 420, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "FormalEducation\n", + "Bachelor‚Äôs degree (BA, BS, B.Eng., etc.) 25\n", + "Master‚Äôs degree (MA, MS, M.Eng., MBA, etc.) 17\n", + "Some college/university study without earning a degree 12\n", + "Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 3\n", + "Associate degree 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 420 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Changing column's name for our convinienccce\n", + "df.rename(columns={'FormalEducation':'EdLevel'}, inplace =True)" + ], + "metadata": { + "id": "3eoaxYJb9Jo0" + }, + "execution_count": 421, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Categorizing the given fields into few optimized fields" + ], + "metadata": { + "id": "NgV5cbDd9Xx9" + } + }, + { + "cell_type": "code", + "source": [ + "def refactor_ed(df):\n", + " '''function to change Education level category to Bachelors, Masters, Professional, Associate, Doctorate, No Degree'''\n", + " conditions_ed = [(df['EdLevel'] == 'Associate degree'),\n", + " (df['EdLevel'] == 'Bachelor’s degree (BA, BS, B.Eng., etc.)'),\n", + " (df['EdLevel'] == 'Master’s degree (MA, MS, M.Eng., MBA, etc.)'),\n", + " (df['EdLevel'] == 'Professional degree (JD, MD, etc.)'),\n", + " (df['EdLevel'] == 'Other doctoral degree (Ph.D, Ed.D., etc.)'),\n", + " (df['EdLevel'] == 'Some college/university study without earning a degree')\n", + " | (df['EdLevel'] == 'Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)')\n", + " | (df['EdLevel'] == 'Primary/elementary school')\n", + " | (df['EdLevel'] == 'I never completed any formal education')]\n", + "\n", + " choices_ed = ['Associate', 'Bachelors', 'Masters', 'Professional', 'Doctorate', 'No Degree']\n", + " df['EdLevel'] = np.select(conditions_ed, choices_ed, default = np.NaN)\n", + " return df" + ], + "metadata": { + "id": "lhdFv5Ym9QIX" + }, + "execution_count": 422, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df = refactor_ed(df)" + ], + "metadata": { + "id": "NewXTlW79TrK" + }, + "execution_count": 423, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Assigining the surveyors who havent mentioned their education level to Bachelor’s degree\n", + "df['EdLevel'].replace('nan', 'Bachelors', inplace=True)" + ], + "metadata": { + "id": "i-KubSAV9odW" + }, + "execution_count": 424, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df['EdLevel'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JTnp5YHk9rjH", + "outputId": "fa7b8ca3-c5be-4561-b5fd-1a96c6709531" + }, + "execution_count": 425, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "EdLevel\n", + "Bachelors 42\n", + "No Degree 15\n", + "Associate 2\n", + "Name: count, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 425 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['EdLevel'].isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pifoZPD19z-2", + "outputId": "64c23e01-d963-4424-fad6-87aa334e1e74" + }, + "execution_count": 426, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "execution_count": 426 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, there are no existing null values in the edlevel column" + ], + "metadata": { + "id": "0AywkL0v9y-I" + } + }, + { + "cell_type": "markdown", + "source": [ + "*So far We cleaned a lot of data. Therefore we can check the percent again*" + ], + "metadata": { + "id": "rSs6cDdi-LBn" + } + }, + { + "cell_type": "code", + "source": [ + "cleaned_2018 = df[df.notnull()]" + ], + "metadata": { + "id": "uyXEowD39uAh" + }, + "execution_count": 427, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cleaned_2018.head(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 933 + }, + "id": "uK6hUeN_9xsD", + "outputId": "326fc3aa-14fb-4a5e-de46-b0ad8076036c" + }, + "execution_count": 428, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Respondent Hobby OpenSource Country Student \\\n", + "1 3 Yes Yes United Kingdom No \n", + "4 7 Yes No South Africa Yes, part-time \n", + "5 8 Yes No United Kingdom No \n", + "6 9 Yes Yes United States No \n", + "8 11 Yes Yes United States No \n", + "13 20 No No India No \n", + "14 21 No No Netherlands Yes, full-time \n", + "17 27 Yes No Sweden No \n", + "18 29 Yes Yes India Yes, full-time \n", + "20 33 Yes Yes Australia No \n", + "\n", + " Employment EdLevel UndergradMajor CompanySize \\\n", + "1 Employed full-time Bachelors Other Science 10,000 or more employees \n", + "4 Employed full-time No Degree Computer Science 10,000 or more employees \n", + "5 Employed full-time Bachelors Computer Science 10 to 19 employees \n", + "6 Employed full-time No Degree Computer Science 10,000 or more employees \n", + "8 Employed full-time No Degree Arts and Science 100 to 499 employees \n", + "13 Employed full-time Bachelors Engineering 20 to 99 employees \n", + "14 Employed full-time No Degree No major 20 to 99 employees \n", + "17 Employed full-time Bachelors Business 10 to 19 employees \n", + "18 Employed full-time Bachelors No major 10,000 or more employees \n", + "20 Employed full-time Bachelors Engineering 1,000 to 4,999 employees \n", + "\n", + " DevType ... Exercise Gender \\\n", + "1 Developer ... Daily or almost every day Male \n", + "4 Developer ... 3 - 4 times per week Male \n", + "5 Developer ... 1 - 2 times per week Male \n", + "6 Developer ... I don't typically exercise Male \n", + "8 Developer ... I don't typically exercise Male \n", + "13 Developer ... I don't typically exercise Non-conforming \n", + "14 Developer ... Daily or almost every day Male \n", + "17 Developer ... 3 - 4 times per week Male \n", + "18 Developer ... Daily or almost every day Female \n", + "20 Developer ... 3 - 4 times per week Male \n", + "\n", + " SexualOrientation \\\n", + "1 Straight or heterosexual \n", + "4 Straight or heterosexual \n", + "5 Straight or heterosexual \n", + "6 Straight or heterosexual \n", + "8 Straight or heterosexual \n", + "13 NaN \n", + "14 NaN \n", + "17 NaN \n", + "18 NaN \n", + "20 Straight or heterosexual \n", + "\n", + " EducationParents \\\n", + "1 Bachelor‚Äôs degree (BA, BS, B.Eng., etc.) \n", + "4 Some college/university study without earning ... \n", + "5 Secondary school (e.g. American high school, G... \n", + "6 Master‚Äôs degree (MA, MS, M.Eng., MBA, etc.) \n", + "8 Some college/university study without earning ... \n", + "13 NaN \n", + "14 Associate degree \n", + "17 Bachelor‚Äôs degree (BA, BS, B.Eng., etc.) \n", + "18 Some college/university study without earning ... \n", + "20 Bachelor‚Äôs degree (BA, BS, B.Eng., etc.) \n", + "\n", + " RaceEthnicity Age Dependents MilitaryUS \\\n", + "1 White or European descent 35 - 44 years old Yes NaN \n", + "4 White or European descent 18 - 24 years old Yes NaN \n", + "5 White or European descent 18 - 24 years old No NaN \n", + "6 White or European descent 18 - 24 years old No No \n", + "8 White or European descent 35 - 44 years old Yes No \n", + "13 South Asian 35 - 44 years old NaN NaN \n", + "14 White or European descent 18 - 24 years old No NaN \n", + "17 White or European descent 35 - 44 years old Yes NaN \n", + "18 South Asian 35 - 44 years old NaN NaN \n", + "20 South Asian 35 - 44 years old Yes NaN \n", + "\n", + " SurveyTooLong SurveyEasy \n", + "1 The survey was an appropriate length Somewhat easy \n", + "4 The survey was an appropriate length Somewhat easy \n", + "5 The survey was an appropriate length Somewhat easy \n", + "6 The survey was an appropriate length Somewhat easy \n", + "8 The survey was an appropriate length Very easy \n", + "13 NaN NaN \n", + "14 The survey was an appropriate length Neither easy nor difficult \n", + "17 The survey was too long Somewhat difficult \n", + "18 The survey was too long Very difficult \n", + "20 The survey was too long Neither easy nor difficult \n", + "\n", + "[10 rows x 129 columns]" + ], + "text/html": [ + "\n", + "
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RespondentHobbyOpenSourceCountryStudentEmploymentEdLevelUndergradMajorCompanySizeDevType...ExerciseGenderSexualOrientationEducationParentsRaceEthnicityAgeDependentsMilitaryUSSurveyTooLongSurveyEasy
13YesYesUnited KingdomNoEmployed full-timeBachelorsOther Science10,000 or more employeesDeveloper...Daily or almost every dayMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)White or European descent35 - 44 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
47YesNoSouth AfricaYes, part-timeEmployed full-timeNo DegreeComputer Science10,000 or more employeesDeveloper...3 - 4 times per weekMaleStraight or heterosexualSome college/university study without earning ...White or European descent18 - 24 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
58YesNoUnited KingdomNoEmployed full-timeBachelorsComputer Science10 to 19 employeesDeveloper...1 - 2 times per weekMaleStraight or heterosexualSecondary school (e.g. American high school, G...White or European descent18 - 24 years oldNoNaNThe survey was an appropriate lengthSomewhat easy
69YesYesUnited StatesNoEmployed full-timeNo DegreeComputer Science10,000 or more employeesDeveloper...I don't typically exerciseMaleStraight or heterosexualMaster’s degree (MA, MS, M.Eng., MBA, etc.)White or European descent18 - 24 years oldNoNoThe survey was an appropriate lengthSomewhat easy
811YesYesUnited StatesNoEmployed full-timeNo DegreeArts and Science100 to 499 employeesDeveloper...I don't typically exerciseMaleStraight or heterosexualSome college/university study without earning ...White or European descent35 - 44 years oldYesNoThe survey was an appropriate lengthVery easy
1320NoNoIndiaNoEmployed full-timeBachelorsEngineering20 to 99 employeesDeveloper...I don't typically exerciseNon-conformingNaNNaNSouth Asian35 - 44 years oldNaNNaNNaNNaN
1421NoNoNetherlandsYes, full-timeEmployed full-timeNo DegreeNo major20 to 99 employeesDeveloper...Daily or almost every dayMaleNaNAssociate degreeWhite or European descent18 - 24 years oldNoNaNThe survey was an appropriate lengthNeither easy nor difficult
1727YesNoSwedenNoEmployed full-timeBachelorsBusiness10 to 19 employeesDeveloper...3 - 4 times per weekMaleNaNBachelor’s degree (BA, BS, B.Eng., etc.)White or European descent35 - 44 years oldYesNaNThe survey was too longSomewhat difficult
1829YesYesIndiaYes, full-timeEmployed full-timeBachelorsNo major10,000 or more employeesDeveloper...Daily or almost every dayFemaleNaNSome college/university study without earning ...South Asian35 - 44 years oldNaNNaNThe survey was too longVery difficult
2033YesYesAustraliaNoEmployed full-timeBachelorsEngineering1,000 to 4,999 employeesDeveloper...3 - 4 times per weekMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)South Asian35 - 44 years oldYesNaNThe survey was too longNeither easy nor difficult
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "cleaned_2018" + } + }, + "metadata": {}, + "execution_count": 428 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#calculating percentage of missing values\n", + "missing_count = df.isnull().sum() #number of missing\n", + "total_cells = np.product(df.shape) # number of cells (cols x rows)\n", + "total_missing = missing_count.sum()\n", + "missing_percent = (total_missing*100)/total_cells" + ], + "metadata": { + "id": "2LyBn6_i-b3o" + }, + "execution_count": 429, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print('Total : ', total_cells)\n", + "print('Total missing : ', total_missing)\n", + "print('Missing Percentage: ', missing_percent, '%')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PcVgSusH-5Sh", + "outputId": "85c10ea5-a55c-4be0-9786-9954791dd16a" + }, + "execution_count": 430, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total : 7611\n", + "Total missing : 1487\n", + "Missing Percentage: 19.537511496518196 %\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hence, we reduced the missing data from 35% to 19% which is far way better. And the remaining null values could be present in the columns thatwe are not going to use in our analysis" + ], + "metadata": { + "id": "pwoj3j56-9nh" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Outlier detection**" + ], + "metadata": { + "id": "dJH6dMHm_rcr" + } + }, + { + "cell_type": "code", + "source": [ + "#detecting outliers using the interquartile range (IQR) method\n", + "def detect_outliers_iqr(dataframe, fields):\n", + " outliers_indices = []\n", + " for feature in fields:\n", + " # Calculate the first and third quartiles\n", + " Q1 = dataframe[feature].quantile(0.25)\n", + " Q3 = dataframe[feature].quantile(0.75)\n", + " # Calculating the interquartile range (IQR)(diff of remaining)\n", + " IQR = Q3 - Q1\n", + " # Defining the lower and upper bounds for outlier detection\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " # Finding outliers based on the lower and upper bounds\n", + " outliers = dataframe[(dataframe[feature] < lower_bound) | (dataframe[feature] > upper_bound)].index\n", + " # Adding the indices of outliers to the list to know whether they exist or not\n", + " outliers_indices.extend(outliers)\n", + " # Return indices of outliers\n", + " return list(set(outliers_indices))" + ], + "metadata": { + "id": "pheMWmjZ-7gh" + }, + "execution_count": 431, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Calculating the outliers for different columns" + ], + "metadata": { + "id": "sWFblaMjCekz" + } + }, + { + "cell_type": "code", + "source": [ + "#outliers for Salaryusd\n", + "cols = [ 'SalaryUSD']\n" + ], + "metadata": { + "id": "ZxPFi0uHCaaz" + }, + "execution_count": 432, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "outliers_indices_iqr = detect_outliers_iqr(df,cols )" + ], + "metadata": { + "id": "w8cRvgaTAQR1" + }, + "execution_count": 433, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Printig the indices of outliers detected using the IQR method\n", + "print(\"Indices of outliers detected using IQR method:\", outliers_indices_iqr)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rpKuLqjgASsQ", + "outputId": "bd33a0d2-fead-4a2d-88f7-9f8bb5e3fde6" + }, + "execution_count": 434, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Indices of outliers detected using IQR method: [8, 75, 27]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'Salaryusd' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='SalaryUSD', orient='h')\n", + "plt.title('Horizontal Box Plot of SalaryUSD')\n", + "plt.xlabel('Salary (USD)')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "-AOrLBl_DXZv", + "outputId": "452d3792-e4a4-4738-8cd7-63ccf5e679bf" + }, + "execution_count": 435, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is a bit right skewed. There are potential outliers present here." + ], + "metadata": { + "id": "sTSUF_BQIngx" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'YearsCoding' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='YearsCoding', orient='h')\n", + "plt.title('Horizontal Box Plot of YearsCoding')\n", + "plt.xlabel('YearsCoding')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "wLIoCAqdDn9g", + "outputId": "3a3808fb-5c12-4938-9a0a-433a63e40523" + }, + "execution_count": 436, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is symmetric and positively skewed. There are no potential outliers present here." + ], + "metadata": { + "id": "gKCf7egFNmLC" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'YearsCodingProf' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='YearsCodingProf', orient='h')\n", + "plt.title('Horizontal Box Plot of YearsCodingProf')\n", + "plt.xlabel('YearsCodingProf')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "k5nQiwb5NfEj", + "outputId": "9997e40e-266d-463e-d030-5543337b691b" + }, + "execution_count": 437, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is not symmetric and right skewed. There are no potential outliers present here." + ], + "metadata": { + "id": "-PSi4q3ROTuL" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'JobSatisfaction' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='JobSatisfaction', orient='h')\n", + "plt.title('Horizontal Box Plot of JobSatisfaction')\n", + "plt.xlabel('JobSatisfaction')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "qHIiS9-oNjPM", + "outputId": "a28294ff-fac0-454d-e2e5-2fafa7795c81" + }, + "execution_count": 438, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is not symmetric and right skewed. There are no potential outliers present here." + ], + "metadata": { + "id": "NI9wmMlRPLc8" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'age' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='Age', orient='h')\n", + "plt.title('Horizontal Box Plot of Age')\n", + "plt.xlabel('Age')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "w-MtFFxDOv43", + "outputId": "047ab709-bd26-40ed-d5af-3933e55613c8" + }, + "execution_count": 439, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is symmetric and positively skewed. There are no potential outliers present here." + ], + "metadata": { + "id": "kSbxaJkzPjU8" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'LanguageWorkedWith' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='LanguageWorkedWith', orient='h')\n", + "plt.title('Horizontal Box Plot of LanguageWorkedWith')\n", + "plt.xlabel('LanguageWorkedWith')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "VGpsXmZkPhlr", + "outputId": "c9c9af3e-31a2-4919-9302-9550995bc093" + }, + "execution_count": 440, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is symmetric and It is not skewed as well. There are no potential outliers present here." + ], + "metadata": { + "id": "_rGYHfgrQHPj" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'OperatingSystem' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='OperatingSystem', orient='h')\n", + "plt.title('Horizontal Box Plot of OperatingSystem')\n", + "plt.xlabel('OperatingSystem')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "_2M8dVB1QEgC", + "outputId": "445598d7-91ad-475f-b49c-48792cc45876" + }, + "execution_count": 441, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the Box plot, we get to know that the distribution is symmetric and It is not skewed as well. There are no potential outliers present here." + ], + "metadata": { + "id": "BY3EFIR8Q70r" + } + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers detected for 'DevType ' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(data=df, x='DevType', orient='h')\n", + "plt.title('Horizontal Box Plot of DevType ')\n", + "plt.xlabel('DevType ')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "u2d8P2YSQlFv", + "outputId": "b4b7074e-f5c3-4f62-9964-d85278ed0049" + }, + "execution_count": 442, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From thi Box plot, We get to know that there are potential outliers." + ], + "metadata": { + "id": "bE9Cf5jmRwLh" + } + }, + { + "cell_type": "markdown", + "source": [ + "*From all the Box plots we did, we can conclude that there are outlier in the DevType and SalaryUSD columns which are to be handled*" + ], + "metadata": { + "id": "L4aBy3o_R6FO" + } + }, + { + "cell_type": "markdown", + "source": [ + "**HANDLING OUTLIERS**" + ], + "metadata": { + "id": "qu_mr_igE_Wi" + } + }, + { + "cell_type": "markdown", + "source": [ + "*Removing the outliers*" + ], + "metadata": { + "id": "dG6YAZuHFdhs" + } + }, + { + "cell_type": "markdown", + "source": [ + "Removing the outliers using interquartile range method\n" + ], + "metadata": { + "id": "5H7URh84FjpM" + } + }, + { + "cell_type": "code", + "source": [ + "def remove_outliers_iqr(data, column):\n", + " Q1 = np.percentile(data[column], 25)\n", + " Q3 = np.percentile(data[column], 75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + "\n", + " # Filter rows where values are within the bounds\n", + " filtered_data = data[(data[column] >= lower_bound) & (data[column] <= upper_bound)]\n", + "\n", + " return filtered_data\n", + "\n", + "# Assuming 'df' is your DataFrame and 'SalaryUSD' is the column with outliers\n", + "df = remove_outliers_iqr(df, 'SalaryUSD')\n" + ], + "metadata": { + "id": "dN_q00K1RP_g" + }, + "execution_count": 443, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Visualizing the outliers whether they are removed or not for 'Salaryusd' column with a boxplot\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(df, x='SalaryUSD', orient='h')\n", + "plt.title('Horizontal Box Plot of SalaryUSD')\n", + "plt.xlabel('Salary (USD)')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "2eZjNiGjGPus", + "outputId": "09bc4d0f-3ceb-42b7-fcfd-cd3ae79c067e" + }, + "execution_count": 444, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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ht6O5NyooKEjSpZe0JWndunXKzMzUtGnTXPaVn294+eabb1SzZk1NmTLF5TZPmjSpQGNyOByqV6+eli1bpqpVq+rYsWMaM2aMyzqXz1NoaKjbNg4fPqz7778/z33dfffdqlmzpn7++ed8j++rr76SpAKf0gHcjjgCCFwh5xsrPvnkE5fls2fPdrm8oBYuXKj58+dr7NixCg4Odru8cuXKCgwM1JIlS1y+9mvfvn3atGnTde+3TJkyuX6NWG7voP3ss8+u66NVriUrK0ubNm2Sp6enM6gjIiL022+/6YsvvnBZd86cOfLw8FBERITzuqNGjVLlypX12muv6W9/+5vOnDmjt95666aO8XIFuR9y3imdn2gOCgpSpUqVNG/ePJfz0tavX68DBw6oZcuW1zXe2NjYXI/C5ZyrWLt2bUn/d39f+VL/woUL89xHbtfduXOnduzYUeDxdu7cWZs2bdInn3wiX19f532do379+qpUqZKio6Pdzt9bs2aNTp486XKdvXv35vru/qNHj+rAgQNXfVf+lZYtW6bo6Gg1bNjQLdCBOxFHAIEr1K1bV0888YTmz5+vpKQkPfjgg9q1a5cWL16s1q1bOz9HriDOnj2rcePGyd/fX15eXlq6dKnL5W3atFGZMmUUFRWl5557Tj179lS3bt2cHz9Svnx5DR069LpuT/369bVlyxbNnj1blStXVo0aNfTAAw+oZcuWWrp0qcqVKyd/f3/t2LFDmzdvvubHo+RHTEyM80je2bNntWzZMh0+fFiDBg1yHu1r1aqVmjZtqg8++EBHjx5VQECANm3apLVr1+oPf/iD8yW4adOmac+ePZozZ47KlSununXrasiQIfrwww/Vrl27Qvt6ufzeD/Xr15ckffDBB2rfvr08PT0VGRmZ65FaT09PvfLKKxo1apT69u2rxx9/3PkxMH5+fs6XYgtq/PjxunDhgtq0aaPatWsrKytLcXFxWrlypfz8/NS1a1dJl94s4unpqeeff169evVSamqqoqOjValSJZ0+ffqa+2jZsqW+/fZbDRkyRC1bttSRI0c0b948+fv7O4/q5leHDh30zjvvaPXq1erdu7c8PT1dLvfy8lJUVJRGjhypJ598Uu3bt5evr6/27NmjhQsXKiAgQD179nSuv2nTJk2ePFmtWrXSAw88oDJlyujIkSNauHChMjMzNWzYMLcxfPPNNypTpoyysrKc3wQSFxenunXrauLEiQW6PcDtigAEcjF+/HjVqFFDixcv1po1a3TPPfdo8ODB1x1haWlpysjI0P79+xUVFeV2+dq1a1WmTBk1b95cs2bN0qRJkzRp0iSVKlVKDz74oP785z9f93fXjhw5UmPHjtWHH36o9PR0PfHEE3rggQf02muvqUSJElq2bJkyMjLUqFEjzZ49W88+++x17SfH5S8Lli5dWrVr19abb77p8o7lEiVKaNq0aZo0aZK+/vprLVq0SH5+foqKinK+2/rHH3/UjBkz1LdvX5foHjRokNauXasxY8ZoxYoVN/Ur2HLk934IDg7W8OHDNW/ePG3YsEHZ2dnO+zI3Xbt2lbe3t/75z3/q3XffVZkyZdS6dWv9+c9/vu7bERUVpVWrVmn9+vWaP3++srKyVL16dfXp00cvvPCCc7u1a9fWpEmT9OGHH+rvf/+77rnnHvXu3VsVK1bU6NGjr7mPrl276syZM87PyPP399c777yjVatW6T//+U+BxnvPPfcoPDxc69evV+fOnXNdp0uXLqpYsaJmzZqlWbNmKSMjQ1WqVFG/fv30xz/+0eUcw0cffVSpqanatGmTYmNjdf78efn4+Cg4OFgDBgzI9R9sb775pqRLj88KFSooMDBQb731Ft8FDKt4mJt5tjcAAHkYMmSI9u3bp9WrVxf1UABrcQ4gAOCWOXXq1DWP/gG4NXgJGABQ6OLj4xUXF6cFCxaoVKlSLufxAbj1OAIIACh033//vaKionTkyBFNmDBB9957b1EPCbAa5wACAABYhiOAAAAAliEAAQAALJOvN4Fs375dxhi3D+wEAABA8ZCVlSUPDw81bNgwz3XzdQTQGHNTvxw+P/vLzMy8pfu0CfNbuJjfwsPcFi7mt3Axv4WL+S1Yr+XrCGDOkb8GDRpc/6gKIC0tTXv27JG/v/9VP1Ef14/5LVzMb+FhbgsX81u4mN/CxfxKu3btyve6nAMIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlShX1AHDnOXXqlJKSkop6GEUmPT1dx44dU+nSpeXt7V3Uw7mjMLc3h4+PjypXrlzUwwBQhAhA3FSnTp3S8y+8oKzMzKIeCoCr8PTy0vRp04hAwGIEIG6qpKQkZWVmyrt6M5Xw8inq4eD/l52RpPTjsfKu1kwlSnO/2Cw7M0npx2KVlJREAAIWIwBRKEp4+ajkXRWLehi4QonS3C8AAN4EAgAAYB0CEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgmWIbgKmpqUU9BAAAgBty/vz5oh5CroplAJ48eVLvvvuuTp48WdRDAQAAuC4nTpxQ//79deLEiaIeiptiGYCpqakyxnAUEAAA3LZSUlKUnZ2tlJSUoh6Km2IZgAAAACg8BCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDKlinoA13L06FF5e3sX9TDuOOnp6Tp27JhKly590+c3Pj7+pm4PQOHI7e9qYT43gPktbMVxfovz78RiHYBTpkwp6iEAwB3p/fffL+ohAChCxToAhw4dqjp16hT1MO446enpOnTokGrVqlUoRwD5xQIUfyNGjFDNmjVdlhXmcwOY38JWHOe3OP9OLNYB6OfnJ39//6Iexh0nLS1NGRkZql27tsqUKVPUwwFQBGrWrOn2/MpzQ+FifgsX81swvAkEAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlimUAli1bVh4eHipbtmxRDwUAAOC6lCtXTiVKlFC5cuWKeihuShX1AHJTpUoVvfLKK6pSpUpRDwUAAOC6VK1aVZ9++qnuvvvuoh6Km2J5BFASR/8AAMBtrzjGn1SMAxAAAACFgwAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxTqqgHgDtTdmZSUQ8Bl8nOSHL5L+zF300AEgGIm8zHx0eeXl5KPxZb1ENBLtKPc79A8vTyko+PT1EPA0ARIgBxU1WuXFnTp01TUpK9RxnS09N16NAh1apVS97e3kU9nDsKc3tz+Pj4qHLlykU9DABFiADETVe5cmWrf7mkpaUpIyNDtWvXVpkyZYp6OHcU5hYAbg7eBAIAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIexhiT10pxcXEyxsjLy+tWjEnGGGVlZcnT01MeHh63ZJ82YX4LF/NbeJjbwsX8Fi7mt3Axv1JmZqY8PDzUqFGjPNctlZ8N3uqJ9PDwuGWxaSPmt3Axv4WHuS1czG/hYn4LF/N7aQ7y22z5OgIIAACAOwfnAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMsUqAA8cOKABAwYoJCRE4eHhevvtt5WZmVnUwyoyK1eu1AsvvKCIiAiFhISoc+fOWrBggYwxLutFR0erbdu2atCggTp16qTvvvvObVvJyckaPXq0mjRpooYNG+rFF1/UqVOn3NaLi4tTz549FRwcrMjISM2cOdNtf8YYzZw5Uy1btlRwcLB69uypHTt23NTbfqulpqYqIiJCAQEB2rVrl8tlzO/1W7x4sbp06aIGDRqoadOmevbZZ5Wenu68fN26derUqZMaNGigtm3bauHChW7byMzM1N///neFh4crJCREAwYM0MGDB93Wy+/zR37uz9vB2rVr1b17dzVs2FAPPfSQhg8frvj4eLf1ePzm7ZdfftHYsWPVuXNn1atXTx06dMh1veI6lydPntSwYcPUsGFDNWnSRK+99ppSUlKubzJusrzmNiUlRZMnT1a3bt0UGhqq5s2b6/nnn9dPP/3kti3m9iYzxcS5c+dMeHi4eeqpp0xMTIyJjo42jRs3NuPGjSvqoRWZHj16mJdfftmsWLHCbN682bz77rumbt26ZvLkyc51li9fbgICAswHH3xgtmzZYl5//XVTr149s337dpdtDRw40ERERJgVK1aYNWvWmA4dOphOnTqZrKws5zqHDx82ISEhZsiQIWbz5s1m9uzZpn79+mbWrFku25oxY4apX7++mT17ttm8ebMZMmSIadiwofn1118LdT4K09tvv22aN29uHA6H+eGHH5zLmd/r949//MM0bNjQzJgxw2zdutWsWrXKvPHGGyYlJcUYY8z3339vAgMDzeuvv262bNliPvjgAxMQEGBWrlzpsp3XX3/dNG7c2ERHR5uYmBjTp08f8/DDD5ukpCTnOvl9/sjv/VncxcbGmrp165qRI0eaTZs2mRUrVphHH33UtG7d2ly4cMG5Ho/f/Fm9erWJiIgww4YNMx06dDCPP/642zrFdS4zMzNNhw4dTIcOHczatWvNihUrTEREhBk0aNDNnaTrlNfc/vTTTyY8PNy8//77ZsOGDWbNmjWmT58+5oEHHjD79+93WZe5vbmKTQBOnz7dhISEmMTEROeyefPmmcDAQHPixImiG1gRSkhIcFs2ZswY06hRI/Pbb78ZY4x59NFHzYgRI1zW6dmzp3n22WedP8fFxRmHw2E2bNjgXHbgwAETEBBgVqxY4Vz2+uuvm8jISJORkeFc9t5775nQ0FDnsvT0dNOoUSPz3nvvOdfJyMgwkZGR5o033rixG1xE9u/fb0JCQszcuXPdApD5vT4HDhww9erVM//+97+vus7AgQNNz549XZaNGDHCPPbYY86fjx8/bgIDA828efOcyxITE01ISIiZOXOmc1l+nz/yc3/eDl5//XXTqlUrk52d7Vy2ZcsW43A4zPfff+9cxuM3f3KeT40x5tVXX801AIvrXC5btswEBASYAwcOOJdt2LDBOBwOs3PnzoJMQ6HIa25TU1NNWlqay7KUlBTTpEkT85e//MW5jLm9+YrNS8AxMTEKCwuTr6+vc9ljjz2m7Oxsbdq0qegGVoQqVqzotiwwMFApKSlKS0tTfHy8Dh8+rMcee8xlnfbt22vLli3Ol79iYmLk4+Oj8PBw5zq1a9dWYGCgYmJinMtiYmL0yCOPyMvLy2VbSUlJ2r59u6RLh9ZTUlJc9unl5aU2bdq4bOt2Mn78ePXq1Uu1atVyWc78Xr9FixapRo0aatGiRa6XZ2ZmauvWrWrXrp3L8vbt2+vAgQM6cuSIJGnjxo3Kzs52Wc/X11fh4eFuc5vX80d+78/bwcWLF1W2bFl5eHg4l5UvX16SnC918fjNvxIlrv2rsDjPZUxMjAICAlS7dm3nsvDwcPn6+mr9+vUFmYZCkdfclilTRnfddZfLsrJly+q+++5zeXmXub35ik0AHjx40GWSJcnHx0f33ntvruf72Grbtm2qUqWKypUr55yXK8OlTp06ysrKcp4PdPDgQdWqVcvll4V06S9PzjbS0tJ0/Phxt/ugdu3a8vDwcK6X898r16tTp46OHTvmcn7X7WDVqlXat2+fhgwZ4nYZ83v9du7cKYfDoX/84x8KCwtTUFCQevXqpZ07d0qSfv31V2VlZeV6OyW5zEelSpV09913u613+fNCfp4/8nt/3g66du2qAwcO6IsvvlBycrLi4+P1/vvvq169emrUqJEkHr83U3Gey9we+x4eHqpVq9Zt+7szKSlJP//8s8vtYm5vvmITgElJSfLx8XFbfvfdd+v8+fNFMKLi57///a++/vprDRw4UJKc83LlvOX8nHN5UlKS8+jA5S6f2+Tk5Fy35eXlpbvuustlW15eXipdurTbPo0xt9V9deHCBU2YMEEvv/yyypUr53Y583v9Tp8+rY0bN2rp0qV64403NHXqVHl4eGjgwIFKSEi44bn18fFxmYv8PH/kd5+3g9DQUE2ZMkXvvfeeQkND1bp1ayUkJOif//ynSpYsKYnH781UnOcyP/u83bzzzjvy8PBQ7969ncuY25uv2AQgru3EiRN6+eWX1bRpU/Xv37+oh3NHmDZtmipVqqQnn3yyqIdyxzHGKC0tTRMnTlS7du3UokULTZs2TcYYff7550U9vNteXFycoqKi1KNHD33yySeaOHGisrOzNWjQoNv2KBsgSQsXLtSXX36psWPHqmrVqkU9nDtasQlAHx8fZ71f7vz5824v/9gmKSlJzz33nHx9fTV58mTnORU583LlvCUlJblc7uPjk+vb1i+f25x/5Vy5rczMTF24cMFlW5mZmcrIyHDbp4eHx21zXx09elQff/yxXnzxRSUnJyspKUlpaWmSLr2MkJqayvzeAB8fH/n6+qpu3brOZb6+vqpXr572799/w3OblJTkMhf5ef7I7z5vB+PHj1ezZs00cuRINWvWTO3atdPMmTO1e/duLV26VBLPDzdTcZ7L/OzzdrF+/XqNHTtWf/zjH/XEE0+4XMbc3nzFJgAvfx0/R3Jysk6fPu32GrxN0tPTNXjwYCUnJ2vWrFkuh6Nz5uXKeTt48KA8PT1Vs2ZN53qHDh1y+xykQ4cOObdRpkwZVatWzW1bOdfLWS/nv4cOHXLbZ/Xq1eXt7X2jN/mWOHLkiLKysjRo0CA9+OCDevDBB/X8889Lkvr3768BAwYwvzfA39//qpdlZGTovvvuk6enZ65zK8llPs6cOeP2csuV5+bk5/kjv/fn7eDAgQMucS1JVatWVYUKFfTrr79K4vnhZirOc5nbY98Y47LP28GOHTs0fPhwdenSRcOHD3e7nLm9+YpNAEZERGjz5s3Of1FJl07QL1GihMu7fmxy8eJFvfTSSzp48KBmzZqlKlWquFxes2ZN/f73v9eqVatcln/99dcKCwtzvgsqIiJC58+f15YtW5zrHDp0SLt371ZERIRzWUREhNauXausrCyXbfn4+Khhw4aSpEaNGqlcuXJauXKlc52srCx9++23Ltsq7gIDA/Xpp5+6/Bk1apQkady4cXrjjTeY3xsQGRmpc+fOac+ePc5liYmJ+vHHH1W/fn15eXmpadOm+uabb1yu9/XXX6tOnTqqUaOGJOmhhx5SiRIl9O233zrXOX/+vDZu3Og2t3k9f+T3/rwdVK9eXbt373ZZdvToUSUmJsrPz08Szw83U3Gey4iICO3du1eHDx92LtuyZYvOnTt31XfhFzf79+/X4MGD1axZM40bNy7XdZjbQnBrP3Xm6nI+yLVv375mw4YNZsGCBSY0NNTqD4IeM2aMcTgc5uOPPzbbt293+ZPzeUY5n1M0ceJEExsba8aOHWvq1atn4uLiXLY1cOBA06JFC/P111+btWvXXvMDNIcNG2Y2b95s5syZc9UP0AwKCjJz5swxmzdvNsOGDSv2H/SaH7GxsW6fA8j8Xp/ffvvNPPnkk6Z169bOD23t0aOHadKkiTl16pQx5v8+CPqNN94wsbGxZuLEiSYgIMB8/fXXLtt6/fXXTWhoqFmwYIHZsGGD6du371U/CDqv54/83p/F3Zw5c4zD4TB//etfnR8E3aFDB9O8eXNz9uxZ53o8fvMnLS3NrFy50qxcudL07dvXtGjRwvlzzuexFte5vPzDitetW2dWrFhhWrRoUWw+rDivuT1z5oyJiIgwDz/8sNm8ebPL77mff/7ZZVvM7c1VbALQmEsfyPuHP/zBBAcHm7CwMDNhwgSXD3O0TWRkpHE4HLn+iY+Pd6735ZdfmjZt2pj69es7H6hXSkpKMqNGjTKhoaEmJCTEDB06NNcP2N62bZvp3r27CQoKMhEREWbGjBkuHzZrjDHZ2dlm+vTpJiIiwgQFBZnu3bvfdr9Ac5NbABrD/F6vhIQE88orr5jGjRub4OBgM3DgQLcn9JxP869fv75p06aNiY6OdttORkaGmTBhggkLCzPBwcHm6aefdvuGAGPy//yRn/uzuMvOzjb/+te/TMeOHU1ISIgJDw83Q4YMyXVeePzmLT4+/qrPtbGxsc71iutcnjhxwgwdOtSEhISY0NBQM2rUKJOcnHwTZubG5TW3Oc+7uf3p27evy7aY25vLw5grXlAHAADAHa3YnAMIAACAW4MABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEUqX79+qlfv35FPQw3x48fV4MGDbRt27aiHkquEhMTFRISovXr1xf1UADchkoV9QAA3F5++uknTZ06Vbt27dKZM2fk6+srf39/tWrVqliG3PWaOnWqHnjgATVu3Ni5rF+/fkpMTNTy5cvd1j979qzCwsI0dOhQDRs2zLk8v/PVqlUrHT16VJLk4eGhcuXKqVq1agoJCVG3bt30wAMPuOyvQoUK6tatmyZOnHhnfC8pgFuKAASQb3Fxcerfv7+qV6+u7t27695779Xx48e1c+dOffrpp3dMAJ49e1ZLlizRhAkTbmg7BZ2vwMBADRgwQJKUmpqqgwcPatWqVfryyy/19NNPa9SoUS7r9+7dW5999pm2bNmisLCwGxorALsQgADybfr06SpfvrwWLFggHx8fl8sSEhKKaFT/5+LFi8rOzpaXl9cNbeerr75SyZIlFRkZeUPbKeh8ValSRZ07d3ZZ9sorr+hPf/qT5syZo9/97nfq06eP87I6derI4XBo8eLFBCCAAuEcQAD59uuvv8rf398tZiSpUqVKLj8vXLhQ/fv3V1hYmIKCgtS+fXv961//ynMfmZmZmjhxorp27arGjRsrJCREffr0UWxsrMt6R44cUUBAgD766CPNmTNHrVu3VoMGDfTDDz8oJCRE48ePd9v2iRMnFBgYqBkzZlxzDGvWrFFwcLDKli2b53ivpSDzdTXe3t56++235evrq+nTp+vKr29v3ry5vvvuO7flAHAtBCCAfPPz89OPP/6offv25bnu3Llz5efnp8GDB2vkyJGqVq2axo0bpy+++OKa10tJSVF0dLSaNGmiV155RUOHDtXZs2f17LPPas+ePW7rL1q0SJ9//rl69OihV199VdWrV1fr1q21cuVK/fbbby7rLl++XMYYdezY8ar7z8rK0q5du1S/fv08b2NeCjJf11K2bFm1bt1aJ0+e1P79+10uq1+/vpKSkvTzzz/f0D4A2IWXgAHk28CBA/Xcc8+pS5cuCg4OVuPGjRUWFqamTZvK09PTZd3PP/9c3t7ezp/79u2rZ555RrNnz9ZTTz111X3cfffdWrduncvLuD169NBjjz2mzz77TG+99ZbL+idOnNDq1atVsWJF57IuXbpo2bJl2rRpkyIiIpzLv/rqKz344IOqXr36Vfd//Phxpaenq0aNGnlPSB4KMl95uf/++yVdOqqY8/+SVLNmTUnS/v375XA4bnjMAOzAEUAA+RYeHq558+apVatW2rt3r2bNmqVnnnlGERERWrt2rcu6l8dfcnKyzp49qyZNmig+Pl7JyclX3UfJkiWd8Zedna1z587p4sWLCgoK0u7du93Wf/TRR13iT7r0smjlypW1bNky57J9+/bpp59+UqdOna55G8+dOydJub5sW1AFma+85LwcnZqa6rI8Z5yJiYk3PF4A9uAIIIACCQ4O1pQpU5SZmam9e/dqzZo1mjNnjoYPH64lS5bI399fkrRt2zZNnjxZO3bs0IULF1y2kZycrPLly191H4sXL9bHH3+sQ4cOKSsry7k8t6NyuS0rUaKEOnbsqLlz5+rChQu66667tGzZMpUuXVrt2rXL1+283nPqPDw8XH7O73zlJSf8rnZe4pX7BYBr4QgggOvi5eWl4OBgjRgxQm+++aaysrK0atUqSZdepnz66aeVmJiokSNHaubMmZo9e7aefvppSZeO7F3N0qVLNXLkSN13330aP368Zs2apdmzZ6tZs2a5RtnlRxov16VLF6WlpWnNmjUyxmj58uVq2bLlNcNTknx9fSVJSUlJud7m9PT0XK+Xs/xq70C+1nzlR845fr/73e9clp8/f17Spc8FBID84ggggBsWFBQkSTp16pQkad26dcrMzNS0adNczrfbunVrntv65ptvVLNmTU2ZMsXlqNakSZMKNCaHw6F69epp2bJlqlq1qo4dO6YxY8bkeb1q1arJ29tbR44ccbvMz89PW7duVXp6ult4Hjp0yLlOXq6cr7ykpqZqzZo1qlatmurUqeNyWc44r1wOANfCEUAA+RYbG5vrUbicryOrXbu2pEvn8UmuL6MmJydr4cKFee4jt+vu3LlTO3bsKPB4O3furE2bNumTTz6Rr6+vyxtCrsbT01NBQUH63//+53ZZRESEsrKyNG/ePJfl2dnZmjt3rjw9PV0+jy+/83Ut6enpioqK0rlz5/T888+7vdT7448/qnz58i5vDAGAvHAEEEC+jR8/XhcuXFCbNm1Uu3ZtZWVlKS4uTitXrpSfn5+6du0q6dKbHzw9PfX888+rV69eSk1NVXR0tCpVqqTTp09fcx8tW7bUt99+qyFDhqhly5Y6cuSI5s2bJ39/f6WlpRVovB06dNA777yj1atXq3fv3vl+5+0jjzyiDz74QCkpKSpXrpxzeatWrfTQQw/pb3/7m3bt2qWGDRvqwoULWrduneLi4vTSSy+5vCElv/OV4+TJk1q6dKkkKS0tTQcOHNCqVat0+vRpDRw4UL169XIb6+bNmxUZGck5gAAKxMPw6aEA8ikmJkarVq3S9u3bdeLECWVlZal69eqKiIjQCy+84PLhxuvWrdOHH36ow4cP65577lHv3r1VsWJFjR49WmvXrnW+eSPn69A+++wzSZeO/M2cOVPz58/X6dOn5e/vr+HDh2vVqlX6z3/+o3Xr1km69NLnI488oqioKD3zzDNXHfOgQYO0fv16zZs3Tw0bNszX7UxISFBERITeeustt2/myMzM1MyZM7VixQodOXJEpUqVksPh0FNPPeX2DuOCzNeV3wVctmxZVatWTQ0bNlT37t0VHBzsNs4DBw6offv2mjNnDt8EAqBACEAAd7QhQ4Zo3759Wr16dYGuN3r0aB0+fDhf315SVP7f//t/+u9//6tFixZxBBBAgXAOIIA71qlTp7R+/Xq3o3j5MXToUO3atUvbtm0rhJHduMTERC1YsEAvvfQS8QegwDgCCOCOEx8fr7i4OC1YsEC7du3S6tWrde+99xb1sACg2OAIIIA7zvfff6+oqCgdOXJEEyZMIP4A4AocAQQAALAMRwABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALPP/AYyVX53YHckuAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From this we can see that there are no potential outliers left. Hence we successfully removed the outliers" + ], + "metadata": { + "id": "LbC4tUTwKCiO" + } + }, + { + "cell_type": "markdown", + "source": [ + "*By this the data cleaning part is done*" + ], + "metadata": { + "id": "b3UmHkoyKXV6" + } + }, + { + "cell_type": "markdown", + "source": [ + "**DATA VISUALIZATION**" + ], + "metadata": { + "id": "wHIM4gxTL1gK" + } + }, + { + "cell_type": "markdown", + "source": [ + "**UNIVARIENT ANALYSIS**" + ], + "metadata": { + "id": "R7cBpU_8MK_L" + } + }, + { + "cell_type": "markdown", + "source": [ + "*SalaryUSD*" + ], + "metadata": { + "id": "EFEcJiaVM-TI" + } + }, + { + "cell_type": "markdown", + "source": [ + "This histogram shows the distribution of salaries and the bars represent the frequency of salaries." + ], + "metadata": { + "id": "aiErIDcHN-0I" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the histogram for SalaryUSD\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(cleaned_2018['SalaryUSD'], bins=30, color='skyblue', edgecolor='black')\n", + "plt.xlabel('Salary (USD)')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of SalaryUSD')\n", + "plt.grid(True)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "JIZYMyaUGoIC", + "outputId": "92b7610e-3928-402c-a080-5f5ee4ab3f15" + }, + "execution_count": 445, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the result, we can know that there are many salaries in the lower range [between o to 200000 USD]." + ], + "metadata": { + "id": "lj5wZnLZNrSc" + } + }, + { + "cell_type": "markdown", + "source": [ + "*DevType*" + ], + "metadata": { + "id": "hY9vGCytQH1N" + } + }, + { + "cell_type": "markdown", + "source": [ + "This plots a count plot which shows the distribution of developer type correspoding to the count of respondant" + ], + "metadata": { + "id": "yVS_o2rDQNZF" + } + }, + { + "cell_type": "code", + "source": [ + "# plotting a count plot for DevType\n", + "plt.figure(figsize=(12, 8))\n", + "sns.countplot(y='DevType', data=df)\n", + "plt.title('Count of Developer Types')\n", + "plt.xlabel('Count')\n", + "plt.ylabel('Developer Type')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 727 + }, + "id": "Hf7IA9UXMIf0", + "outputId": "5c015be0-945b-4539-e71e-94c66980c1f2" + }, + "execution_count": 446, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By the result, we can understand that there are extremely high developer categorized ones compared to the non developer and manager." + ], + "metadata": { + "id": "dm8SblT2QieT" + } + }, + { + "cell_type": "markdown", + "source": [ + "*Employement*" + ], + "metadata": { + "id": "jM6xnRK_REi3" + } + }, + { + "cell_type": "markdown", + "source": [ + "This plot shows the distribution of different employement statuses among the respondants" + ], + "metadata": { + "id": "4oS0I1UjRQKh" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the distribution of employment status\n", + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(data=df, x='Employment', order=df['Employment'].value_counts().index)\n", + "plt.title('Distribution of Employment Status')\n", + "plt.xlabel('Employment Status')\n", + "plt.ylabel('Count')\n", + "plt.xticks(rotation=45, ha='right') # Rotate x-axis labels for better readability\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 676 + }, + "id": "I0SnHfzqPflK", + "outputId": "cc9bd006-4884-4fc8-9396-12579a083b21" + }, + "execution_count": 447, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By the result, We can clearly see that large number of respondants are employed for full time." + ], + "metadata": { + "id": "yWGex2R2Rt0L" + } + }, + { + "cell_type": "markdown", + "source": [ + "*Years of coding profession*" + ], + "metadata": { + "id": "RlVUFYcWSJDK" + } + }, + { + "cell_type": "markdown", + "source": [ + "This plot shows the distribution of years of professional coding experience among the respondants." + ], + "metadata": { + "id": "lFpSRPW5SNvd" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the distribution of years of professional coding experience\n", + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(data=df, x='YearsCodingProf', order=df['YearsCodingProf'].value_counts().index)\n", + "plt.title('Distribution of Years of Professional Coding Experience')\n", + "plt.xlabel('Years of Professional Coding Experience')\n", + "plt.ylabel('Count')\n", + "plt.xticks(rotation=45, ha='right') # Rotate x-axis labels for better readability\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 633 + }, + "id": "sWUy4agIRUWk", + "outputId": "2a5cd2e8-d057-4a19-86d2-a1675c9fee39" + }, + "execution_count": 448, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By the result, we get to know that there are more people who are experienced for 0-2 years and 3-5 years." + ], + "metadata": { + "id": "amZ9AFIvSrJC" + } + }, + { + "cell_type": "markdown", + "source": [ + "*language worked with*" + ], + "metadata": { + "id": "XkLLqGWUTYJ4" + } + }, + { + "cell_type": "markdown", + "source": [ + "This plot shows the distribution of different languages worked with among the respondents." + ], + "metadata": { + "id": "2QhbMRiBTtdC" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the distribution of languages worked with\n", + "plt.figure(figsize=(12, 6))\n", + "sns.countplot(data=df, x='LanguageWorkedWith', order=df['LanguageWorkedWith'].value_counts().index)\n", + "plt.title('Distribution of Languages Worked With')\n", + "plt.xlabel('Languages Worked With')\n", + "plt.ylabel('Count')\n", + "plt.xticks(rotation=90) # Rotate x-axis labels for better readability\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "sXnp1FRmSRiP", + "outputId": "0bc56aae-e281-447d-f566-6fd2d179559a" + }, + "execution_count": 449, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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kjz76KMX1o6OjVbx4cUVGRqpWrVou76dUx5T4+vrqgQcecNyrb38igb0jJygoyCnh9/b2dupcyIxbR6fY6yAp3f0RAO51JPwAgBSdPXtWV65cSTM5y507tz7//HPt2LFDP//8s3755RetXbtWS5cu1dy5c5UzZ850Pycj991nVVJSklt1MkNqn+Opj/pLSkpSnz59FBMTo/79+6tixYrKmzevoqKiNGLECJcRHHeqHW+fBPC3337Ts88+q/r16+vNN99U0aJF5e3trRUrVmjNmjUZjm/frscff1wdOnRIsYx9ospKlSpp3bp1jr/177//Xl988YUGDRrkNKw+JbcOY/f29lbBggVVsWJFSXI8fm/37t2OERKZvaLt4+OTamdb0aJFHaNhDhw4oJo1azres7dD37599fDDD6e4flY7am5Vt25dLVmyRLGxsY4J++yCgoK0YsUKJSYmavfu3Y6Z/bMitTbx1P0RAMxCwg8ASNGqVaskSQ899FCa5XLkyKFGjRqpUaNGGjlypGbOnKkPPvhAO3bsUOPGjU1/dNaJEyecXhuGoRMnTjg9PSC1K+mRkZFOz/fOSN1KlSqlX3/9VXFxcU5X+cPDwx3vm6FUqVI6fPiwkpOTnZIU++fcfqXSLEeOHNHx48c1ceJEPfHEE47lW7duzXTMkiVLaseOHYqPj3e6yn/y5EmXsn5+fine7nD7iIb169crV65cmjNnjtPIkBUrVrh8dnJysk6fPq3y5cs7lt/+91OoUCHly5dPycnJjgn10pI3b161bdtWbdu21Y0bNzR48GDNnDlToaGhaSalAQEBjqTex8dHtWvXdvz9eXl5OWauP336tAoXLuy4Wm7/viMiItSoUSOnmBERERn6e8iVK5dmzZqlkJAQ9e/fX4sWLVLlypUlybFfeHt7p9sOJUuWdGlHe33cVbduXS1evFjbtm3ToUOH1K9fP8d7QUFBSkhI0KZNm3Tq1Cm35gbgEX0AkDLu4QcAuPj111/18ccfq3Tp0o6J41Jy+fJll2XVqlWTJMdQa3uiZ9bQ2ZUrVzoNL1+3bp3Onz+v4OBgx7IyZcpo3759TsO9N27c6PL4vozULTg4WElJSfr888+dls+fP182m83p87MiODhY58+f19q1ax3Lbt68qYULFypv3ryqX7++KZ9zO3vnwq1XPA3D0GeffZbpmA899JASExO1bNkyx7Lk5GSXNpT+/c7Cw8OdHpX2119/uTy+LWfOnLLZbE5X/k+fPu3y6Dh7R9UXX3zhtHzRokUu8Vq1aqX169fryJEjLvW6tT6XLl1yes/Hx0eVKlWSYRhKTEx0WfdWXl5eCgwM1J49e1yuaEv/Jrm//fab07390r/PrS9cuLCWLFni9Pe8adMmHTt2zOmpBO4oUKCAZs+ercKFC6tPnz6OzpfChQurQYMGWrp0qc6dO+ey3q3t0LRpU/3+++9OcxlcvHgx3ccT3so+gmH+/PlKTEx0ao/SpUuraNGimj17tlPZtOTJk4fh+QCQAq7wA8D/uM2bNys8PFxJSUm6cOGCduzYoa1bt6pkyZKaMWNGmlctp0+frt9++01NmzZVqVKlFB0drS+++EIlSpRwnKSXLVtWvr6+WrJkifLly6e8efMqMDDQ6Up7Rvj5+albt27q2LGj47F85cqVc5oYrnPnzlq/fr369++vNm3a6OTJk1q9erXLkOSM1K158+Zq2LChPvjgA505c0b+/v7aunWrfvzxR4WEhJg23Pnpp5/W0qVLNWLECP3xxx8qVaqU1q9frz179mjUqFEucwhkxIkTJ/Txxx+7LA8ICFCTJk1UtmxZTZw4UVFRUcqfP7/Wr1+fpSSqRYsWCgwM1MSJE3Xy5ElVrFjRaX6AW6/KdurUSfPnz1e/fv3UqVMnRUdHa8mSJXrggQecJo5s2rSp5s2bp/79+6tdu3aOv7myZcvq8OHDjnI1atRQq1attGDBAl2+fNnxWL7jx4+7fPbLL7+sHTt26KmnnlLnzp31wAMPKCYmRn/88Yd+/fVX7dy5U5LUr18/FSlSRHXq1FHhwoUVHh6uRYsWqWnTpm59L3Xr1tWOHTskuT7+MSgoSLNmzXKUs/P29tawYcM0cuRI9ejRQ48++qjjsXylSpVyPDIwIwoVKqR58+apa9eu6t27txYvXqzixYvrzTffVLdu3fTYY4/pqaeeUpkyZXThwgX9/vvvOnv2rL755htJUv/+/bVq1Sr1799fvXr1cjyWr2TJkk7fQVpKliyp+++/X3v37lWpUqVUvHhxp/fr1Kmj9evXy2azpfqozFtVr15dixcv1scff6xy5cqpUKFCLiMiAOB/EQk/APyPsz9izH5fcZUqVTRq1Ch17Ngx3SSmefPmOnPmjFasWKFLly7pvvvuU4MGDTR48GDHo668vb01YcIETZkyRWPGjNHNmzf17rvvZjrhf+aZZ3T48GF98sknunr1qho1aqQ333zTacj4ww8/rBEjRmjevHkaP368atSooZkzZ2rixIlOsTJStxw5cmjGjBmaOnWq1q5dq6+++kqlSpXSq6++qr59+2ZqW1KSO3duLVy4UO+//76+/vprxcXFqUKFCnr33Xcz9DSDlERERKQ4IVunTp3UrFkzzZw5U+PGjdOsWbOUK1cutWzZUt27d8/0Y/9y5sypWbNm6Z133tHXX3+tHDlyqGXLlho0aJDLrPOVKlXSxIkTNXXqVL377rt64IEHNGnSJK1Zs8aRcEtSo0aN9M477+jTTz/V+PHjVbp0aQ0bNkxnzpxxSTYnTpyoIkWK6Ntvv9WGDRvUuHFjffDBB2rdurXT7QBFihTRl19+qenTp2vDhg1avHixChYsqAceeEDDhg1zlHv66ae1evVqzZs3T9euXVOJEiXUs2dPPffcc261hz2Rtw/hv1VQUJBsNpsMw3C5ot2xY0flzp1bn376qd5//33lzZtXLVq00CuvvOKYfC6jihcvrvnz56tbt27q06ePFi1apAceeEArVqzQtGnT9PXXX+vy5csqVKiQAgICHI9flKRixYrps88+07hx4/TJJ5+oYMGC6tKli4oVK6bXXnvN7TrUrVtXa9ascRntIP1fwl+xYkXHoxLTMmjQIEVGRmr27Nm6evWqGjRoQMIPAJJsBrOVAACAO+iHH37QoEGD9MUXX2T5cWsZdejQIT3xxBN677330rxdBQAAK+AefgAAkG0SEhKcXiclJWnhwoXKnz+/qlevfkc/W5IWLFigHDlyZNtcCAAAeBKG9AMAgGwzduxYJSQkKCgoSDdu3ND333+vvXv3aujQodn+SMbZs2fr4MGDevDBB5UzZ05t3rxZmzdv1tNPP637778/Wz8bAABPwJB+AACQbez3vJ84cULXr19XuXLl1LVrV/Xo0SPbP3vr1q2aNm2ajh07pmvXrun+++9X+/bt9cwzz8jLi2seAADrI+EHAAAAAMCCuIcfAAAAAAALIuEHAAAAAMCCuIEti/bu3SvDMOTt7X23qwIAAAAA+B+QmJgom82moKCgNMuR8GeRYRhiGgQAAAAAwJ3ibg5Kwp9F9iv7NWvWvMs1AQAAAAD8Lzhw4IBb5biHHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgjwq4f/uu+/07LPPKjg4WLVr11b79u21fPlyGYaR5nqGYeiTTz5Rs2bNFBgYqKefflq///67S7moqCgNHjxYQUFBatCggV577TXFxcVl09YAAAAAAHD3eFTCP3/+fOXJk0cjRozQjBkzFBwcrNdff13Tp09Pc71PP/1UU6dOVe/evTVr1iwVLVpUffv21alTpxxlEhMT1b9/fx0/flyTJ0/WmDFjtGXLFr388svZvVkAAAAAANxxXne7AreaMWOGChUq5HjdqFEjXb58WfPmzdNzzz2nHDlc+yeuX7+uWbNmqW/fvurdu7ckqW7dumrdurXmzJmjMWPGSJLWr1+vo0ePau3atapYsaIkydfXV/369dP+/fsVGBiY7dsHAAAAAMCd4lFX+G9N9u2qVaumuLg4Xbt2LcV19uzZo7i4OLVp08axzMfHRy1bttTmzZsdyzZv3ix/f39Hsi9JTZo0UcGCBbVp0yYTtwIAAAAAgLvPoxL+lOzevVvFixdX/vz5U3w/PDxckpwSeUmqVKmSIiMjlZCQ4Ch3exmbzaYKFSo4YgAAAAAAYBUeNaT/dr/99pvWrl2r4cOHp1omNjZWPj4+ypUrl9NyX19fGYahmJgY5c6dW7GxsSpQoIDL+n5+foqJiclSPQ3DUHx8fJZj2NlsNsvEuTWWWXEAAAAA4H+ZYRhu5Vcem/CfPXtWL730kho2bKhevXrd7eqkKTExUd7ePvLyypmp9W/eTNKff/7x/+N4KyCgeqZieVqcW2NJMiVOYmJiptYHAAAAACvx8fFJt4xHJvyxsbEaMGCAChYsqLCwsBQn67Pz9fXVjRs3dP36daer/LGxsbLZbPLz83OUS+kRfDExMbr//vuzVF9vb295eeXU9MVbdeZcxkYLlCrmp0Fdm6hy5cqOXprMxPK0OLfHkmRaGwEAAADA/7K///7brXIel/AnJCQoNDRUV65c0dKlS1Mchn8r+335ERERqlq1qmN5eHi4SpYsqdy5czvKHTlyxGldwzAUERGhJk2aZKnO9qEUZ87F6PiZS5mKkSdPHqfXmY3laXFuj2VmGwEAAADA/yJ3b5f2qEn7bt68qRdffFHh4eGaPXu2ihcvnu46derUUf78+fXdd985liUmJur7779XcHCwY1lwcLD++usvHT9+3LHs119/1eXLl9W0aVNTtwMAAAAAgLvNo67wv/XWW9q4caNGjBihuLg4/f777473AgIC5OPjo5CQEEVGRmrDhg2SpFy5cik0NFRhYWEqVKiQqlSposWLF+vy5cvq16+fY/1WrVpp1qxZGjx4sIYOHar4+HhNmjRJzZo1U2Bg4J3eVAAAAAAAspVHJfxbt26VJE2YMMHlvR9//FGlS5dWcnKykpKSnN4bMGCADMPQ3LlzdfHiRVWrVk1z5sxRmTJlHGW8vb01e/ZsjRs3TkOHDpWXl5datmypUaNGZe9GAQAAAABwF3hUwv/TTz+lW2bhwoUuy2w2m0JDQxUaGprmusWLF1dYWFim6wcAAAAAwL3Co+7hBwAAAAAA5iDhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCvO52BW514sQJzZkzR/v27dPRo0dVsWJFrVmzJs11duzYoV69eqX4XoUKFbRu3bo0y7Vt21YffPBB1isPAAAAAIAH8aiE/+jRo9q0aZNq1aql5ORkGYaR7jrVq1fX0qVLnZbFxcVpwIABCg4Odin/7rvvqmLFio7X9913X9YrDgAAAACAh/GohL958+Zq0aKFJGnEiBE6ePBguuvkz59ftWvXdlr21VdfKTk5We3atXMpX7lyZdWsWdOU+gIAAAAA4Kk86h7+HDnMqc6aNWtUvnx5BQYGmhIPAAAAAIB7jUcl/Ga4cOGCtm/fnuLVfUkaOHCgqlWrpuDgYE2cOFEJCQl3uIYAAAAAAGQ/jxrSb4a1a9cqKSnJJeEvUKCA+vfvr/r16ytXrlzavn275s6dq/DwcM2aNStLn+nOXAPpiY+Pl2EYstlsypMnj2Xi2GNJMiWOGW0NAAAAAPcye66WHssl/KtXr1b16tVVoUIFp+UBAQEKCAhwvG7UqJGKFSumt99+W/v378/S8P+bN29mel27iIgIxcfHK0+ePE71vNfj2GNJMiWOvfMAAAAAAP6X+fj4pFvGUgn/yZMntX//fo0cOdKt8m3atNHbb7+tgwcPZinh9/LKejNWqFDB7V6aeymOPZYZ7HUCAAAAgP9lf//9t1vlLJXwr169Wjly5FDbtm3v6OeakRRndbi7p8YxM5aZdQIAAACAe5W7OailJu379ttv1aBBAxUrVszt8pJ4TB8AAAAAwHI86gp/fHy8Nm3aJEk6c+aM4uLitG7dOklSgwYNVKhQIYWEhCgyMlIbNmxwWvfPP//UsWPH1KdPnxRjDxs2TOXKlVNAQIBj0r758+erRYsWJPwAAAAAAMvxqIQ/OjpaL7zwgtMy++vPPvtMDRs2VHJyspKSklzWXb16tXx8fNSqVasUY1euXFmrV6/W3LlzlZiYqFKlSumZZ57RwIEDzd8QAAAAAADuMo9K+EuXLq3Dhw+nWWbhwoUpLh8+fLiGDx+e6nqhoaEKDQ3NUv0AAAAAALhXWOoefgAAAAAA8C8SfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsyOtuV+BWJ06c0Jw5c7Rv3z4dPXpUFStW1Jo1a9Jdr3nz5jpz5ozL8v379ytXrlyO11FRURo3bpy2bNkib29vtWzZUiNHjlT+/PlN3Q4AAAAAAO42j0r4jx49qk2bNqlWrVpKTk6WYRhur9uqVSv17dvXaZmPj4/j/4mJierfv78kafLkyUpISNDEiRP18ssva9asWeZsAAAAAAAAHsKjEv7mzZurRYsWkqQRI0bo4MGDbq9bpEgR1a5dO9X3169fr6NHj2rt2rWqWLGiJMnX11f9+vXT/v37FRgYmKW6AwAAAADgSTzqHv4cObKvOps3b5a/v78j2ZekJk2aqGDBgtq0aVO2fS4AAAAAAHeDRyX8WbF69WrVqFFDQUFBGjBggA4fPuz0fnh4uFOyL0k2m00VKlRQeHj4nawqAAAAAADZzqOG9GdW8+bNFRgYqJIlS+rUqVOaOXOmunXrppUrV6pMmTKSpNjYWBUoUMBlXT8/P8XExGTp8zMy10Bq4uPjZRiGbDab8uTJY5k49liSTIljRlsDAAAAwL3MnqulxxIJ/+jRox3/r1evnpo0aaI2bdpozpw5GjNmTLZ//s2bN7McIyIiQvHx8cqTJ48CAgIsE8ceS5IpceydBwAAAADwv+zWSepTY4mE/3bFihVT3bp19ccffziW+fr6Ki4uzqVsTEyM7r///ix9npdX1puxQoUKbvfS3Etx7LHMYK8TAAAAAPwv+/vvv90qZ8mEPyUVK1bUkSNHnJYZhqGIiAg1adIkS7HNSIqzOtzdU+OYGcvMOgEAAADAvcrdHNQyk/bdKioqSrt371bNmjUdy4KDg/XXX3/p+PHjjmW//vqrLl++rKZNm96FWgIAAAAAkH086gp/fHy84xF5Z86cUVxcnNatWydJatCggQoVKqSQkBBFRkZqw4YNkqQ1a9Zo48aNatq0qYoVK6ZTp07pk08+Uc6cOdWnTx9H7FatWmnWrFkaPHiwhg4dqvj4eE2aNEnNmjVTYGDgnd9YAAAAAACykUcl/NHR0XrhhRecltlff/bZZ2rYsKGSk5OVlJTkeL906dI6d+6cxo8frytXrqhAgQJ68MEHNWTIEMcM/ZLk7e2t2bNna9y4cRo6dKi8vLzUsmVLjRo16s5sHAAAAAAAd5BHJfylS5fW4cOH0yyzcOFCp9e1a9d2WZaa4sWLKywsLNP1AwAAAADgXmHJe/gBAAAAAPhfR8IPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAV53e0K3OrEiROaM2eO9u3bp6NHj6pixYpas2ZNmuucO3dO8+fP19atW3Xy5EkVKFBA9evX19ChQ1WqVClHuR07dqhXr14u67dt21YffPCB6dsCAAAAAMDd5FEJ/9GjR7Vp0ybVqlVLycnJMgwj3XX++OMPbdiwQU8++aRq1aqlS5cuacaMGercubPWrFmjQoUKOZV/9913VbFiRcfr++67z/TtAAAAAADgbvOohL958+Zq0aKFJGnEiBE6ePBguuvUrVtX3333nby8/m9T6tSpo2bNmmnlypXq27evU/nKlSurZs2a5lYcAAAAAAAP41EJf44cGZ9SwNfX12VZiRIlVKhQIZ07d86MagEAAAAAcM+x5KR9ERERio6OVqVKlVzeGzhwoKpVq6bg4GBNnDhRCQkJd6GGAAAAAABkL4+6wm8GwzA0btw4FStWTI8++qhjeYECBdS/f3/Vr19fuXLl0vbt2zV37lyFh4dr1qxZWf7MrIqPj5dhGLLZbMqTJ49l4thjSTIljhltDQAAAAD3Mnuulh7LJfxhYWHavn27Zs+erbx58zqWBwQEKCAgwPG6UaNGKlasmN5++23t379fgYGBmf7MmzdvZqnO0r+jEuLj45UnTx6net7rceyxJJkSx955AAAAAAD/y3x8fNItY6mEf9myZZo+fbreeecdNWrUKN3ybdq00dtvv62DBw9mKeG/dcLAzKpQoYLbvTT3Uhx7LDPY6wQAAAAA/8v+/vtvt8pZJuHfsGGDxowZoyFDhqhTp0539LPNSIqzOtzdU+OYGcvMOgEAAADAvcrdHNQSk/bt2LFDQ4cOVefOnTVo0CC31/v2228licf0AQAAAAAsx6Ou8MfHx2vTpk2SpDNnziguLk7r1q2TJDVo0ECFChVSSEiIIiMjtWHDBknSsWPHNGjQIJUvX17t27fX77//7ohXqFAhlS1bVpI0bNgwlStXTgEBAY5J++bPn68WLVqQ8AMAAAAALMejEv7o6Gi98MILTsvsrz/77DM1bNhQycnJSkpKcry/b98+XblyRVeuXFHXrl2d1u3QoYMmTJggSapcubJWr16tuXPnKjExUaVKldIzzzyjgQMHZvNWAQAAAABw53lUwl+6dGkdPnw4zTILFy50et2xY0d17Ngx3dihoaEKDQ3NUv0AAAAAALhXWOIefgAAAAAA4IyEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgjKd8Pfq1Uu//vprqu9v375dvXr1ymx4AAAAAACQBZlO+Hfu3KkLFy6k+v7Fixe1a9euzIYHAAAAAABZkKUh/TabLdX3Tpw4oXz58mUlPAAAAAAAyCSvjBT++uuv9fXXXztez5gxQ8uWLXMpd+XKFR0+fFjBwcFZryEAAAAAAMiwDCX88fHxunTpkuP11atXlSOH6yCBvHnzqkuXLho0aFDWawgAAAAAADIsQwl/t27d1K1bN0lS8+bN9dprr+k///lPtlQMAAAAAABkXoYS/lv99NNPZtYDAAAAAACYKNMJv11cXJwiIyMVGxsrwzBc3q9fv35WPwIAAAAAAGRQphP+ixcvaty4cfr++++VlJTk8r5hGLLZbDp06FCWKggAAAAAADIu0wn/G2+8oY0bN6pnz56qV6+efH19zawXAAAAAADIgkwn/Fu3blVISIheffVVM+sDAAAAAABM4PpMPTflzp1bpUqVMrMuAAAAAADAJJlO+B9//HH98MMPZtYFAAAAAACYJNND+lu1aqVdu3apX79+evrpp1WiRAnlzJnTpVz16tWzVEEAAAAAAJBxmU74u3Xr5vj/tm3bXN5nln4AAAAAAO6eTCf87777rpn1AAAAAAAAJsp0wt+hQwcz6wEAAAAAAEyU6Un7AAAAAACA58r0Ff6RI0emW8Zms2n8+PGZ/QgAAAAAAJBJmU74d+zY4bIsOTlZ58+fV1JSkgoVKqQ8efJkqXIAAAAAACBzMp3w//TTTykuT0xM1NKlS7VgwQLNnTs30xUDAAAAAACZZ/o9/N7e3urRo4eaNGmisWPHmh0eAAAAAAC4Idsm7atatap27dqVXeEBAAAAAEAasi3h37ZtG/fwAwAAAABwl2T6Hv5p06aluPzKlSvatWuX/vzzTw0cODDTFQMAAAAAAJlnesLv5+enMmXK6K233tJTTz2V6YoBAAAAAIDMy3TC/9dff5lZDwAAAAAAYKJsu4c/M06cOKE33nhD7du3V0BAgNq1a+fWeoZh6JNPPlGzZs0UGBiop59+Wr///rtLuaioKA0ePFhBQUFq0KCBXnvtNcXFxZm8FQAAAAAA3H2ZvsJvt3PnTv3888+KjIyUJJUsWVLNmjVTgwYNMhzr6NGj2rRpk2rVqqXk5GQZhuHWep9++qmmTp2qYcOGyd/fX59//rn69u2rVatWqUyZMpKkxMRE9e/fX5I0efJkJSQkaOLEiXr55Zc1a9asDNcVAAAAAABPlumE/8aNG3r55Zf1ww8/yDAM+fr6SpJiY2M1b948tWzZUpMnT5a3t7fbMZs3b64WLVpIkkaMGKGDBw+mu87169c1a9Ys9e3bV71795Yk1a1bV61bt9acOXM0ZswYSdL69et19OhRrV27VhUrVpQk+fr6ql+/ftq/f78CAwMzsPUAAAAAAHi2TA/pnz59ujZs2KA+ffpoy5Yt2rlzp3bu3KmtW7eqb9+++v777zV9+vSMVSZHxquzZ88excXFqU2bNo5lPj4+atmypTZv3uxYtnnzZvn7+zuSfUlq0qSJChYsqE2bNmX4cwEAAAAA8GSZTvhXr16tDh066NVXX1WRIkUcywsXLqxXXnlFTzzxhL755htTKpmW8PBwSXJK5CWpUqVKioyMVEJCgqPc7WVsNpsqVKjgiAEAAAAAgFVkekj/+fPn0xwGHxgYqG+//Taz4d0WGxsrHx8f5cqVy2m5r6+vDMNQTEyMcufOrdjYWBUoUMBlfT8/P8XExGSpDu7ONZCW+Ph4GYYhm82mPHnyWCaOPZYkU+LY29pms2U6zq3flyfEuTWWp8XJaiza6N6Lc2ss2ij9WLRR+rE8LU5WY9FG916cW2PRRunHoo3Sj+VpcbIay9Pi3BqLNko7ljsxMp3wlyhRQjt37lTXrl1TfH/Xrl0qUaJEZsPfU27evJnlGBEREYqPj1eePHkUEBBgmTj2WJJMiRMfHy9vb28FBFSXl1fODMe4eTNJf/75hxITEz0izq2xJHlUHNoo/Tie0kae3Naesm200Z2Lc2ssiX02vVgSbZSdcW6NJdFG6cWSaKP0Yknss9kZ59ZYEm2UVqzExET5+PikWzbTCf8TTzyhsLAwFShQQL1791a5cuVks9l0/PhxLViwQOvWrdPgwYMzG95tvr6+unHjhq5fv+50lT82NlY2m01+fn6Ocik9gi8mJkb3339/lurg5ZXlhx2oQoUKbvfS3Etx7LHMcGudvLxyavrirTpzzv3RGaWK+WlQ1yaqXLmyR8S5PZYkj4pDG6UfxxPayNPb2hO2jTa6c3FujyWxz96pbTMrjie0kae3tSdsG2105+LcHktin82uOLfHkmijtGK5Ozl+pjPVZ555RqdOndKyZcv05ZdfOibcsz9Or0OHDnrmmWcyG95t9vvyIyIiVLVqVcfy8PBwlSxZUrlz53aUO3LkiNO6hmEoIiJCTZo0yVIdzEiKszrc3VPjmBnr9jhnzsXo+JlL93yc22N5WpysxKKN7r04t8eijdKPRRulH8vT4mQlFm1078W5PRZtlH4s2ij9WJ4WJyuxPC3O7bFoo5S5m4NmOuHPmTOnJkyYoN69e2vz5s06c+aMJKlUqVIKDg52Sr6zU506dZQ/f3599913js9MTEzU999/r+DgYEe54OBgffPNNzp+/LjKly8vSfr11191+fJlNW3a9I7UFQAAAACAOyVDCf/169f1zjvvqHLlyurZs6ckqWrVqi7J/WeffaYlS5botddec3uogfTvpGz2R+SdOXNGcXFxWrdunSSpQYMGKlSokEJCQhQZGakNGzZIknLlyqXQ0FCFhYWpUKFCqlKlihYvXqzLly+rX79+jtitWrXSrFmzNHjwYA0dOlTx8fGaNGmSmjVrlubkgwAAAAAA3IsylPAvXbpUX3/9tdauXZtmuWbNmum9995TlSpV1K1bN7fjR0dH64UXXnBaZn/92WefqWHDhkpOTlZSUpJTmQEDBsgwDM2dO1cXL15UtWrVNGfOHJUpU8ZRxtvbW7Nnz9a4ceM0dOhQeXl5qWXLlho1apTb9QMAAAAA4F6RoYT/u+++03//+1+nRDolZcuWVevWrfXtt99mKOEvXbq0Dh8+nGaZhQsXuiyz2WwKDQ1VaGhomusWL15cYWFhbtcHAAAAAIB7VY6MFD5y5Ijq1q3rVtmgoKB0k3cAAAAAAJA9MpTw258Z6A5vb2/duHEjU5UCAAAAAABZk6GEv1ixYjp69KhbZY8ePapixYplqlIAAAAAACBrMpTwN27cWKtWrVJ0dHSa5aKjo7Vq1So1btw4S5UDAAAAAACZk6GEf8CAAbp+/bpCQkK0b9++FMvs27dPvXv31vXr19W/f39TKgkAAAAAADImQ7P0lylTRh9++KGGDh2qLl26qEyZMqpSpYry5cunq1ev6ujRozp58qRy586tKVOmqGzZstlVbwAAAAAAkIYMJfyS1KxZM33zzTf69NNP9fPPP+uHH35wvFesWDF17txZAwYMSPfRfQAAAAAAIPtkOOGXpNKlS+utt96SJMXFxenq1avKly+f8ufPb2rlAAAAAABA5mQq4b9V/vz5SfQBAAAAAPAwGZq0DwAAAAAA3BtI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCvO52BW537NgxjRs3Tnv37lW+fPnUvn17vfjii/Lx8Ul1nR07dqhXr14pvlehQgWtW7cuzXJt27bVBx98YM4GAAAAAADgATwq4Y+JiVFISIjKly+vsLAwRUVFacKECUpISNAbb7yR6nrVq1fX0qVLnZbFxcVpwIABCg4Odin/7rvvqmLFio7X9913n3kbAQAAAACAB/CohH/JkiW6evWqpk2bpoIFC0qSkpKS9NZbbyk0NFTFixdPcb38+fOrdu3aTsu++uorJScnq127di7lK1eurJo1a5pdfQAAAAAAPIZH3cO/efNmNWrUyJHsS1KbNm2UnJysrVu3ZijWmjVrVL58eQUGBppcSwAAAAAAPJ9HJfzh4eFOQ+0lydfXV0WLFlV4eLjbcS5cuKDt27eneHVfkgYOHKhq1aopODhYEydOVEJCQpbqDQAAAACAp/GoIf2xsbHy9fV1We7n56eYmBi346xdu1ZJSUkuCX+BAgXUv39/1a9fX7ly5dL27ds1d+5chYeHa9asWZmut2EYmV7XLj4+XoZhyGazKU+ePJaJY48lyZQ4nrRtntpGZsWhjdKP40lt5Klt7UnbRhvduTj2WBL7bHqxJNoou+PYY0m0UXqxJNoovVgS+2x2x7HHkmijtNjjpMejEn6zrF69WtWrV1eFChWclgcEBCggIMDxulGjRipWrJjefvtt7d+/P9PD/2/evJml+kpSRESE4uPjlSdPHqc63utx7LEkmRLHk7bNU9vIrDi0UfpxPKmNPLWtPWnbaKM7F8ceS2KfTS+WRBtldxx7LIk2Si+WRBulF0tin83uOPZYEm2Ulps3b8rb2zvdch6V8Pv6+urKlSsuy2NiYuTn5+dWjJMnT2r//v0aOXKkW+XbtGmjt99+WwcPHsx0wu/llfVmrFChgtu9NPdSHHssM3jatnlqG5kVhzZKP44ntZGntrUnbRttdOfi2GOZwaptbY9lBqu2kae2tSdtG2105+LYY5mBtnYvlhk8bdvMbCN3c1CPSvgrVqzocq/+lStXdP78eZd7+1OzevVq5ciRQ23bts2OKqbIjC8sq0M6PDWOmbGsGsfMWFaNY2Ys4ty5WFaNY2Ysq8YxM5ZV45gZizh3LpZV45gZy6pxzIxFnDsXy6pxJPdzUI+atC84OFjbtm1TbGysY9m6deuUI0cONWnSxK0Y3377rRo0aKBixYq5XV4Sj+kDAAAAAFiKR13h79KlixYuXKhBgwYpNDRUUVFRmjRpkrp06aLixYs7yoWEhCgyMlIbNmxwWv/PP//UsWPH1KdPnxTjDxs2TOXKlVNAQIBj0r758+erRYsWJPwAAAAAAEvxqITfz89PCxYs0NixYzVo0CDly5dPnTp10ksvveRULjk5WUlJSS7rr169Wj4+PmrVqlWK8StXrqzVq1dr7ty5SkxMVKlSpfTMM89o4MCB2bI9AAAAAADcLR6V8EtSpUqVNH/+/DTLLFy4MMXlw4cP1/Dhw1NdLzQ0VKGhoVmpHgAAAAAA9wSPuocfAAAAAACYg4QfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAvyutsVuN2xY8c0btw47d27V/ny5VP79u314osvysfHJ831mjdvrjNnzrgs379/v3LlyuV4HRUVpXHjxmnLli3y9vZWy5YtNXLkSOXPn9/0bQEAAAAA4G7xqIQ/JiZGISEhKl++vMLCwhQVFaUJEyYoISFBb7zxRrrrt2rVSn379nVadmtHQWJiovr37y9Jmjx5shISEjRx4kS9/PLLmjVrlrkbAwAAAADAXeRRCf+SJUt09epVTZs2TQULFpQkJSUl6a233lJoaKiKFy+e5vpFihRR7dq1U31//fr1Onr0qNauXauKFStKknx9fdWvXz/t379fgYGBZm0KAAAAAAB3lUfdw79582Y1atTIkexLUps2bZScnKytW7eaEt/f39+R7EtSkyZNVLBgQW3atCnL8QEAAAAA8BQelfCHh4c7JePSv1fgixYtqvDw8HTXX716tWrUqKGgoCANGDBAhw8fTje+zWZThQoV3IoPAAAAAMC9wqOG9MfGxsrX19dluZ+fn2JiYtJct3nz5goMDFTJkiV16tQpzZw5U926ddPKlStVpkwZR/wCBQpkKn5aDMPI9Lp28fHxMgxDNptNefLksUwceyxJpsTxpG3z1DYyKw5tlH4cT2ojT21rT9o22ujOxbHHkthn04sl0UbZHcceS6KN0osl0UbpxZLYZ7M7jj2WRBulxR4nPR6V8GfF6NGjHf+vV6+emjRpojZt2mjOnDkaM2ZMtn72zZs3sxwjIiJC8fHxypMnjwICAiwTxx5LkilxPGnbPLWNzIpDG6Ufx5PayFPb2pO2jTa6c3HssST22fRiSbRRdsexx5Joo/RiSbRRerEk9tnsjmOPJdFGabl586a8vb3TLedRCb+vr6+uXLnisjwmJkZ+fn4ZilWsWDHVrVtXf/zxh1P8uLi4FOPff//9Ga/w/+fllfVmrFChgtu9NPdSHHssM3jatnlqG5kVhzZKP44ntZGntrUnbRttdOfi2GOZwaptbY9lBqu2kae2tSdtG2105+LYY5mBtnYvlhk8bdvMbCN3c1CPSvgrVqzoci/9lStXdP78eZd77zMb/8iRI07LDMNQRESEmjRpkum4ZnxhWR3S4alxzIxl1ThmxrJqHDNjEefOxbJqHDNjWTWOmbGsGsfMWMS5c7GsGsfMWFaNY2Ys4ty5WFaNI7mfg3rUpH3BwcHatm2bYmNjHcvWrVunHDlyZDghj4qK0u7du1WzZk2n+H/99ZeOHz/uWPbrr7/q8uXLatq0aZbrDwAAAACAp/CoK/xdunTRwoULNWjQIIWGhioqKkqTJk1Sly5dVLx4cUe5kJAQRUZGasOGDZKkNWvWaOPGjWratKmKFSumU6dO6ZNPPlHOnDnVp08fx3qtWrXSrFmzNHjwYA0dOlTx8fGaNGmSmjVrpsDAwDu+vQAAAAAAZBePSvj9/Py0YMECjR07VoMGDVK+fPnUqVMnvfTSS07lkpOTlZSU5HhdunRpnTt3TuPHj9eVK1dUoEABPfjggxoyZIhjhn5J8vb21uzZszVu3DgNHTpUXl5eatmypUaNGnXHthEAAAAAgDvBoxJ+SapUqZLmz5+fZpmFCxc6va5du7bLstQUL15cYWFhma0eAAAAAAD3BI+6hx8AAAAAAJiDhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAACyLhBwAAAADAgkj4AQAAAACwIBJ+AAAAAAAsiIQfAAAAAAALIuEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAALIiEHwAAAAAAC/K62xW43bFjxzRu3Djt3btX+fLlU/v27fXiiy/Kx8cn1XXOnTun+fPna+vWrTp58qQKFCig+vXra+jQoSpVqpSj3I4dO9SrVy+X9du2basPPvggW7YHAAAAAIC7waMS/piYGIWEhKh8+fIKCwtTVFSUJkyYoISEBL3xxhuprvfHH39ow4YNevLJJ1WrVi1dunRJM2bMUOfOnbVmzRoVKlTIqfy7776rihUrOl7fd9992bZNAAAAAADcDR6V8C9ZskRXr17VtGnTVLBgQUlSUlKS3nrrLYWGhqp48eIprle3bl1999138vL6v82pU6eOmjVrppUrV6pv375O5StXrqyaNWtm23YAAAAAAHC3edQ9/Js3b1ajRo0cyb4ktWnTRsnJydq6dWuq6/n6+jol+5JUokQJFSpUSOfOncuu6gIAAAAA4LE8KuEPDw93Gmov/ZvMFy1aVOHh4RmKFRERoejoaFWqVMnlvYEDB6patWoKDg7WxIkTlZCQkKV6AwAAAADgaTxqSH9sbKx8fX1dlvv5+SkmJsbtOIZhaNy4cSpWrJgeffRRx/ICBQqof//+ql+/vnLlyqXt27dr7ty5Cg8P16xZszJdb8MwMr2uXXx8vAzDkM1mU548eSwTxx5LkilxPGnbPLWNzIpDG6Ufx5PayFPb2pO2jTa6c3HssST22fRiSbRRdsexx5Joo/RiSbRRerEk9tnsjmOPJdFGabHHSY9HJfxmCQsL0/bt2zV79mzlzZvXsTwgIEABAQGO140aNVKxYsX09ttva//+/QoMDMzU5928eTPLdY6IiFB8fLzy5MnjVMd7PY49liRT4njStnlqG5kVhzZKP44ntZGntrUnbRttdOfi2GNJ7LPpxZJoo+yOY48l0UbpxZJoo/RiSeyz2R3HHkuijdJy8+ZNeXt7p1vOoxJ+X19fXblyxWV5TEyM/Pz83IqxbNkyTZ8+Xe+8844aNWqUbvk2bdro7bff1sGDBzOd8N8+f0BmVKhQwe1emnspjj2WGTxt2zy1jcyKQxulH8eT2shT29qTto02unNx7LHMYNW2tscyg1XbyFPb2pO2jTa6c3HsscxAW7sXywyetm1mtpG7OahHJfwVK1Z0uVf/ypUrOn/+vMu9/SnZsGGDxowZoyFDhqhTp07ZVU0XZnxhWR3S4alxzIxl1ThmxrJqHDNjEefOxbJqHDNjWTWOmbGsGsfMWMS5c7GsGsfMWFaNY2Ys4ty5WFaNI7mfg3rUpH3BwcHatm2bYmNjHcvWrVunHDlyqEmTJmmuu2PHDg0dOlSdO3fWoEGD3P7Mb7/9VpJ4TB8AAAAAwFI86gp/ly5dtHDhQg0aNEihoaGKiorSpEmT1KVLFxUvXtxRLiQkRJGRkdqwYYMk6dixYxo0aJDKly+v9u3b6/fff3eULVSokMqWLStJGjZsmMqVK6eAgADHpH3z589XixYtSPgBAAAAAJbiUQm/n5+fFixYoLFjx2rQoEHKly+fOnXqpJdeesmpXHJyspKSkhyv9+3bpytXrujKlSvq2rWrU9kOHTpowoQJkqTKlStr9erVmjt3rhITE1WqVCk988wzGjhwYPZvHAAAAAAAd5BHJfySVKlSJc2fPz/NMgsXLnR63bFjR3Xs2DHd2KGhoQoNDc1K9QAAAAAAuCd41D38AAAAAADAHCT8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFgQCT8AAAAAABZEwg8AAAAAgAWR8AMAAAAAYEEk/AAAAAAAWBAJPwAAAAAAFkTCDwAAAACABZHwAwAAAABgQST8AAAAAABYEAk/AAAAAAAWRMIPAAAAAIAFkfADAAAAAGBBJPwAAAAAAFiQxyX8x44dU58+fVS7dm01adJEkyZN0o0bN9JdzzAMffLJJ2rWrJkCAwP19NNP6/fff3cpFxUVpcGDBysoKEgNGjTQa6+9pri4uGzYEgAAAAAA7h6PSvhjYmIUEhKixMREhYWF6aWXXtKyZcs0YcKEdNf99NNPNXXqVPXu3VuzZs1S0aJF1bdvX506dcpRJjExUf3799fx48c1efJkjRkzRlu2bNHLL7+cnZsFAAAAAMAd53W3K3CrJUuW6OrVq5o2bZoKFiwoSUpKStJbb72l0NBQFS9ePMX1rl+/rlmzZqlv377q3bu3JKlu3bpq3bq15syZozFjxkiS1q9fr6NHj2rt2rWqWLGiJMnX11f9+vXT/v37FRgYmN2bCAAAAADAHeFRV/g3b96sRo0aOZJ9SWrTpo2Sk5O1devWVNfbs2eP4uLi1KZNG8cyHx8ftWzZUps3b3aK7+/v70j2JalJkyYqWLCgNm3aZO7GAAAAAABwF3lUwh8eHu6UjEv/XoEvWrSowsPD01xPksu6lSpVUmRkpBISElKNb7PZVKFChTTjAwAAAABwr7EZhmHc7UrYVa9eXS+88IIGDhzotLxdu3YKCgrS2LFjU1xvxowZ+vjjj3XgwAGn5evWrdMLL7ygzZs3q3jx4vrvf/+rBx98UG+//bZTudDQUCUmJmru3LkZrvOePXtkGIZ8fHwUG5egpOTkDK2fM0cO+ebPrVu/BpvNluFYnhYnpVhmxclsLE+Lk1IsT4uT2Vi00b0XJ6VYtFH6sWij9GN5WpzMxqKN7r04KcWijdKPRRulH8vT4mQ2lqfFSSkWbZR6rBs3bshms6lOnTpplveoe/jvRTabzfF/3/y5TYmTlVieFuf2WLRR+rE8LU5WYtFG916c22PRRunHoo3Sj+VpcbISiza69+LcHos2Sj8WbZR+LE+Lk5VYnhbn9li0Ueqxbo+XEo9K+H19fXXlyhWX5TExMfLz80tzvRs3buj69evKlSuXY3lsbKxsNptjXV9f3xQfwRcTE6P7778/U3UOCgrK1HoAAAAAAGQnj7qHv2LFii730l+5ckXnz593uff+9vUkKSIiwml5eHi4SpYsqdy5c6ca3zAMRUREpBkfAAAAAIB7jUcl/MHBwdq2bZtiY2Mdy9atW6ccOXKoSZMmqa5Xp04d5c+fX999951jWWJior7//nsFBwc7xf/rr790/Phxx7Jff/1Vly9fVtOmTc3dGAAAAAAA7iKPmrQvJiZGjz76qCpUqKDQ0FBFRUVpwoQJeuyxx/TGG284yoWEhCgyMlIbNmxwLPvkk08UFhamYcOGqUqVKlq8eLG2bNmiVatWqUyZMpL+7QTo2LGjJGno0KGKj4/XpEmT5O/vr1mzZt3ZjQUAAAAAIBt5VMIvSceOHdPYsWO1d+9e5cuXT+3bt9dLL70kHx8fR5mePXvqzJkz+umnnxzLDMPQJ598oi+++EIXL15UtWrVNHLkSJd77KOiojRu3Dht2bJFXl5eatmypUaNGqX8+fPfsW0EAAAAACC7eVzCDwAAAAAAss6j7uEHAAAAAADmIOEHAAAAAMCCSPgBAAAAALAgEn4AAAAAACyIhB8AAAAAAAsi4QcAAAAAwIJI+AEAAAAAsCASfgAAAAAAPEh4eLhmzpyZ5Tg2wzAME+qDW+zatUsBAQHKly+fy3tXr17Vn3/+qfr169+Fmt0diYmJun79uvLnz++0/Pz585o7d66OHTumokWLqkuXLqpZs+YdqdMff/yRofLVq1fPppr8bzty5Ijj+69bt65sNtvdrhLkmfusWU6cOKFjx46pefPmTst/+eUXffDBBwoPD1eRIkXUu3dv9ejR4y7VMvv98ccfWrJkicaOHZttn/H9999nqPx///vfDH+GlY8hsbGxOn78uIoWLar7778/zbIXL17UuXPnVLVqVaflf/31lz7++GMdO3ZMRYoUUUhIiMvf/p2WkJCg5cuXO763Dh06pLt9gNVcvnw5Q+ULFiyY6nv8rpnrxo0bunTpkooXL363q6L169frxRdf1KFDh7IUh4Q/G1SrVk1Lly5VYGCgy3sHDx5U586dM/XFZceJzYYNG/TSSy/p4MGDGV43Ojpa169fd1lesmRJp9djx47Vli1btH79eseyS5cu6bHHHtOFCxfk5+enuLg45cyZU0uXLlW1atVS/Lxx48ZlqH6jR49O9b2qVau61X6GYchms2V5R/tf9s0332jLli2aNGmS0/Lhw4frm2++cbyuUaOG5s2b55Jk3svuRjLyzDPPuF3WZrNpxowZLsvN2mc90SuvvKLIyEh9/vnnjmWHDx9Wp06d5OPjoyZNmuj48eM6evSowsLC1KJFi0x/1sWLF1WgQAF5e3unWsbM41pGuHMSkdUT0tuTz7SkdZw1+xhi5ol2WtzZ/zdv3qxdu3bp5ZdfdloeFhamWbNmKSkpSZLUsmVLvf/++/Lx8Unxs0aPHq0//vhDX3/9tWPZmTNn9PjjjyshIUH+/v46e/asLl++rAULFmToosOuXbu0dOlSHT9+PMXf/NWrV6e43gcffKCffvrJ6f34+Hh16tRJ4eHhsp9++vn5afny5SpTpkya9ciuDqRdu3apRo0aypMnT4bi3yor531mdNYEBQW5/ftis9m0e/dut8pmp4x0aJnZCe0pnWPunofapXWsvpO/axlxp461ZjMryfakuniZVB/cIq0+lPj4eOXOnTvV9+90cpScnOw4oXDHpUuXNG7cOH3//fe6efOm03upJce//fab2rdv77Rs3rx5unDhgsaOHavOnTsrOjpavXv31qxZs/Thhx+m+Nk//fST2/W02Wxpnhh/9tlnbsdyh1kHNTNO/rMzgYiNjdX69esVERGhGzduuBXr66+/dukEWrlypVatWqWHH35Y3bp1U0REhKZOnar58+fr+eefT7MOdyNB+uWXXzRu3DinBNjO0zo0rl69muUYZu2zdo899pjbn22z2Zza7VZmdGbs27dPvXr1clq2aNEiJScn6/PPP1fVqlVlGIaeffZZLViwIM0To/379+vAgQPq3r270/Lly5fr/fffV0xMjHx8fNStWze9+uqrKZ7cmXlcM9uDDz6YpRPSH3/80ZR6mH0Myep23Sqr+/8XX3zhck7w008/afr06QoICFDHjh0VERGhxYsXa/HixQoJCUmxHnv27FGnTp2cls2fP1/Xrl3Tp59+qoceekgJCQnq06ePPv30U7cT/l9++UWhoaFq1KiRDh48qODgYCUkJGjPnj0qUaJEmnG2bt2qRx55xGnZggULdOzYMT333HPq16+fIiIiNGTIEM2cOVPvvPNOmnUZMmSIW3WW0u5Aul2vXr309ddfOxLAlStX6pFHHpGfn5/bn5fWeV9SUpJy5syZ6vtTpkxJsbOme/fujs6ao0eP6vnnn0+1s6Zv377Z1qGckJCgjz/+WOvXr9fZs2dT/O1Pra3N6tCaMGFCip3QHTp0cOqEXr16dbqd0Ga0txnGjx9v2ndm5u+aZF4HkpnHWk8axWDGucidRsJvkt9//1179+51vF69erXLDnD9+nX9+OOPqlixYqpxzD6xMdvo0aO1a9cuhYaGqlKlSmleubL7559/XA6+P/74oypUqKDOnTtLkgoXLqy+ffsqLCws1TgZOTFOT4MGDUyLJZl3UDPj5D+7Eojjx4+rS5cuunHjhuLj41WoUCHFxMTo5s2b8vPzU/78+VOMdfToUXXs2NFp2erVq+Xr66upU6cqT548euSRR3Tt2jWtX78+3b/pu5EgXbt2TSdPnkzxPTP3WTMS44ULF7odIzVm7bN21atXN+XExozOjPPnz6tSpUpOy37++WcFBgY6TvhtNps6deqkMWPGpBlr9uzZSkhIcEr4f/vtN73++usqUaKEOnTooIiICM2fP19VqlRRhw4dXGKYeVwzW1ZPSEuVKmVKPcw+hph5op3V/f/QoUN68cUXnZatWLFCefLk0Zw5c3TfffdJkry8vLRy5cpUE/6oqChVrlzZadnGjRtVrVo1PfTQQ5Kk3Llzq0ePHi6dE2kJCwtTSEiIhg0bpurVq+uFF15Q9erVdebMGfXr108PPvhgquueOnXK5Wrr999/r5IlSzqS9xo1aqh///6aP39+unUxqwNp3LhxCggIUEBAgB544AGnZD0pKUkjR47U8uXL0034z58/r3Pnzjleh4eHuyT2169f14oVK1z+Rm5lRmfN4MGD06xrVrz11ltas2aN2rVr5/Z5n51ZHVpmdkKb1TmW1YsPtx/TssLM3zXJvA4kM4+106ZNU2RkpFPCf/jwYT333HPy8fFRcHCwjh8/rnfeeUclSpTI1lEMZpyL3Gkk/CbZsmWLpk2bJunfnSqlk24vLy9VqlRJb775ZqpxzD6xMduOHTs0evRoPfHEE26vk5iY6HTAj42NVXh4uLp06eJUrkyZMoqOjjarqneUWQc1M07+syuBmDBhgmrVqqWPPvpItWvX1ieffKKqVatq7dq1+uCDD/TRRx+luF5sbKxKlCjheJ2UlKTdu3crODjYaQhlnTp1NG/evHTr4WkJkpn7rFmJcVaZvc9OmDDBlHqZ0ZmRK1cupytUZ86c0fnz512S8YIFC+rKlStpxjp48KBLT/+SJUvk5eWlRYsWORLeESNGaMmSJSkm/J4sqyekZo18MvsYYuaJdlb3/0uXLjl1jBiGoe3bt6thw4aOZF+SHnroIacrkrez2WxOx44LFy7o9OnTLglU8eLFdenSJbe379ixY3rppZeUI0cO2Ww2xcfHS/q3M2fw4MEKCwtzScTsrl+/Ll9fX8fra9eu6fDhwy7nD5UrV1ZUVFS6dTGrAyk+Pl4LFy7U0aNHHe32+eefq2nTpqpRo0aaV+tvtXTpUk2bNs0RY+TIkS5lDMNQzpw50zzvy67OGrNs3LhRw4cPz9RVU7M6tMzshDarvT1pdJaZv2uSeR1IZh5rzR7FkBVmnIu4+/toVucCCb9JWrRoof79+yt37tyqWrWqli1bluK9XOkx+8TGbL6+vk4nIe4oW7asfv/9dzVq1EjSv50jkhyv7S5fvux0cnA7M+/fy8hwJenfHuG0mHlQ81T79+/XO++84xhyl5iYqJw5c+qxxx5z3OqxZMkSl/WKFi2qyMhIx+sDBw4oISFB9erVcypns9mUI8e99+AQM/dZMxLjjBwXbDabevfu7bLcrH3WE1WuXFnr169X06ZNJf07j4nNZtPDDz/sVC4yMlJFihRJM1Z0dLTKlSvntOyXX35RvXr1nJKT1q1bp5gMSObfl+zuhKSnTp3K0Odmhlkjnzz5GJLV/f++++5z6jQ7fPiwrl69qrp16zqVy5UrV5q331WoUEHbtm1zJCwbN26UzWZTkyZNnMqdP39ehQoVcnv7cuXKpeTkZNlsNhUtWlQnT550tHu+fPl09uzZVNctVaqUDh06pIYNG0qSdu7cqaSkJMdru2vXrqU4yfHtzOpAst86kJiY6LjP+eTJk3rnnXf0zz//yGazadasWWrdurUaN26capyOHTuqQYMGMgxDISEheuONN/TAAw84lfH29lb58uXTPG8yo7MmO4cY58yZU+XLl3e7/K3M6tAysxParM6xrF58MOtWN8nc3zVPZfYohrvN3d9H++3SWUXCb5IOHTo4JmwpWbJkqvchpcesExt3hxqlNkw5Nf369dPChQvVpEkTeXm59+fTqVMnTZ48WZJUpEgRzZgxQ4ULF1ZwcLBTuR07dqR5u4OZ9+9l5/1uWWHGyX92TWx048YN5c+fXzly5JCfn5/TUMbKlSvrr7/+SnG9Bg0aaPbs2XrwwQd13333ae7cucqZM6f+85//OJU7dOiQWzM134mZvzPC05KRiRMnul02tYTfrH3Wzqx5F8zozOjfv79CQ0MVGRmpokWLav369apevbrLsM2NGzem+3SOAgUKKC4uzvE6PDxcMTExLsla/vz5lZCQkGIMs+9LfvLJJ007icjqCalZI5/MPoaYeaKd1f2/Vq1aWrhwof7zn//Ix8dHixcvls1mc7lP9ejRo2nOGN2zZ08NHz5csbGxKlKkiBYvXqyyZcuqcePGTuW2bNmiKlWqpLnNt6pataoiIiLUpEkTNWrUSDNnztR9990nLy8vffjhh2nGatOmjWbOnKlChQqpaNGimjJlivLnz+9yX//u3btdOs5SYlYH0p9//qkqVarI29tbNWrUkCSNHDlSVatW1dmzZ9WsWTNJ0tSpUzVs2DD9+eefKcZ54oknNG/ePFWvXl0lS5ZU3bp15e/v73b97MzorMnOIcZdu3bVqlWrHPXLCLM6tMzshM6uzrGMMnNEn5m/a5J5HUhmHmvNGMXg7nZduHAhzffNOBcx83YHd5DwmyRPnjyOE7/IyMgUJzVxh1knNhnpeczI43DCw8N17NgxtWzZUvXr10/xwHr7yXq3bt107NgxTZ8+XTdv3lTJkiU1ZcoUl97aVatWaeDAgal+tln370nm3+9m1kHNjJP/7JrYqHz58jpz5ozq16+vgIAAffHFF2rcuLG8vLy0dOlSFStWLMX1XnjhBXXu3FnNmjVTjhw5lJSUpP79+7sMz1y1apVbcyuYuX3uHrSPHDmS6ntmJiNmJMapdbxkhFn7rJ1ZQx/N6Mxo2rSppkyZokWLFunQoUNq06aNhg4d6lQmOjpax48f14ABA9L8jGrVqmnFihWO73r16tWy2WyOqyx29pmoU2LmcU0yd0LSrJ6QmjXyyexjiJkn2lnd/+3b1qhRI+XPn19RUVF67LHHXK5kffvtty5J0q0ef/xxRUVFadGiRYqNjVX16tX15ptvOnXMR0dHa+PGjRn6/QsJCdHp06clSUOHDtUzzzyjZ599VpJUokQJx62MKenfv7/27dunV199VZKUN29evfPOOypQoICjzPXr1/XVV1+5XKlNiVknyE899ZRsNpsqV66sgIAA2Ww2RUVFqWrVqo79NDQ01DFXQWri4+MdTy2IjIxM8QkG7jCjs8aMIcapyZ07t3bv3q0uXbqoUaNGLud9qR1rJfM6tMzshDarcyyrFx/MutVNMvd3TTKvA8nMY60Zoxjc3a48efK4dNreyoxzkTs9MpjH8pkkJCREZ86cUb169bRy5Uo1a9Ys1SFcNptN48ePT/G9s2fPqnPnzrpw4YLTic2wYcOcyrVv317169e/ozM2S0r3ESU2my3VE9iEhARdu3YtxR7Tmzdv6sqVK8qfP3+GJoQx2z///KN//vlHVatWVd68ed1eb8SIERk6qL377rspLk/r5CIlKd3TaEaMlMybN09RUVEaMWKEfv/9d/Xr10/x8fGy2WwyDEMTJkzQ448/nuK6V65c0bp16xwnordP9HTx4kWtXLlSTZs2dTnRvZ2Z22fGY8PM3Gcz8gigtPY1s9wL++zd9Pvvv6tHjx4qVaqUChcurD179qhJkyaaM2eOU7mBAwfKz89P77333l2qqeeIiYnR0aNH9c8//yg4OFh+fn66fv26vL290xwBY+YxxExm7P+nTp3S8uXLdeXKFVWvXl0dOnRwaovo6Gh9/PHHat++faZuFTSTYRg6ceKEEhISVLFiRbdGM548eVIxMTGqUKGCy1MKrl69qoiICJUrV86pIyA73bhxQ0eOHNGhQ4f0119/6fPPP5fNZpOvr69q1qyprVu36t1339Vjjz2W5uz6jz32mEqVKqX//ve/GjVqlAYNGpTmowXTmvvo008/demsufU+8+joaD322GMaPHiwunbtmqntzqz0fifT6lg/duyYOnfuLJvN5tShdfuxsFu3bqpUqZLGjh2bYpykpCSNHTtWy5cvd3RCT5gwwamDLzY2Vi1atNDAgQPVv3//NOtsRnub9djR2xmGoXPnzqlw4cJuj6T9X7Bp0yaFhobqwQcfdIxiqFKlipYvX+5U7qWXXlJSUpKmTp16l2qaORcuXNDZs2dls9lUvHhx02+9IOE3yenTp/XRRx8pPDxcf/75p8qWLZvqM11tNlua9yp56omNJ9q8ebMOHDigs2fP6tlnn1XJkiW1a9culS1bNs3e4tvZJ985f/68bDabli9frurVq2vQoEFq0KBBqhPJ/C/7559/tHnzZl2/fl0PPvhghoaJWo0n77OJiYlavny5Yz954403VL58ea1du1b+/v7/88eQW2XkudB2u3fv1pIlSxzffb9+/ZzuR46Ojtbo0aPVo0cPlyGjqTHruJaYmKg///zT6SSiWrVqmb7lzC4zJ6TJycn68MMPtXDhQkdHof04O2DAANWqVeuOT0J7u8yeaHvy/n9rHQoUKJDhzrmtW7eqcePGHnkLnJT5DqRbVa1aVYsWLVJiYqJ2796tadOmycfHR7ly5dKDDz6Y6iRwW7du1ahRoxQVFeXo+E5NRhI+Mxw9elQff/yx4ziydOlSVa9eXR988IHq1KnjMgopO5nZoeVJndBmX1z55ZdfFBYWpj///FNJSUmO4+Prr7+u+vXrp3pBJT2Z+V3Lbpk91q5du9apo2bo0KFOv4nR0dHq37+/BgwYoLZt22ZH1U23bNkyzZs3T8ePH3daXq5cOXXp0kUhISGO429ycnLmbw01YDp/f39j3759d7sahmEYxo0bN4xvv/3WeOONN4zQ0FAjNDTUeOONN4w1a9YYCQkJd6QOx48fN3788UeX5Zs3bzY6dOhg1KpVy/jPf/5jLFy40O2Y0dHRxtNPP21UrVrVeOSRR4yqVasaBw8eNAzDMIYPH26MGTPG7Vjz5s0zqlevbrz//vvG1q1bDX9/f0es+fPnG126dHE71u2Sk5ONs2fPGomJiZmOsWnTJmPatGnG6NGjjTNnzhiGYRg7d+40zp49e0djmC0+Pt5YuHChMWbMGGP69OlGZGRkpmN54vZ5gpMnTxrNmzc3goKCjO7duzvtJ2PGjDFGjBiR4nrZsc/eKjo62njvvfeMXr16Gf/973+NI0eOGIbx7/62d+9et+PcuHHD+OKLL4yRI0caffr0MSIiIgzDMIxvv/3W+Pvvv1NcZ9OmTcb777/vsnzq1KlG9erVjapVqxpVq1Y1Bg8ebFy/fj3D25YVZh3Xrl+/bkyZMsWoV6+eUbVqVcPf39/w9/c3qlatatSrV88YO3asER8f7yh/7do1t+Ju3rzZ6Ny5s6Od7HUbPXq0sWrVqjTXnTJlihEUFGQsXrzYOH78uNNx9osvvjA6dOjgVh1uZdYxJCvblZ1++ukn49NPPzW+/vprIy4uLs2y+/btMxYtWuSy/MsvvzQaNmxoVK1a1QgMDDQmTJhgJCcnu10Hf39/o0mTJsbYsWMztG8axr9/z4cOHXJZfujQIWPw4MFG27ZtjZCQkBSPNelJSkoyJk+ebNSuXdvxt23/3vr372+EhYW5Hcvf399Rz8TERMc53K5du4wPPvgg3fXj4uIMf39/Y9u2bUZsbGyq/zIrOjrauHHjhtvlt2zZYlSvXt146qmnjA8//NBpX5s6daoRGhqa6br8L8hoe5th9erVRtWqVY2XXnrJWLZsmdN3NmvWLCMkJCTN9bP7d+3IkSPGiy++aPznP/8xqlev7qjblClTjJ9//tntOJ5yrI2OjjZmzZpl9OvXz2jXrp3Rrl07o1+/fsasWbMydd6YmXORpKQk48UXXzT8/f2NVq1aGRMmTDAWLFhgLFiwwJgwYYLRpk0bw9/f3+jbt69x8+ZNIy4uzhgwYECmt5mxItngxx9/TPV+zcxKSEjQ8uXLdezYMRUtWlQdOnRIt6du3759Gjp0qCIjI2UYhuO+q9jYWC1dulRFihTR+++/77gasWPHDpfZc1MSFRWl+fPna8+ePbp8+bIKFiyounXrKiQkJMWrT9nx7Mx33nlHly5d0po1a1SuXDnHxDvSv5O4ZGQG2kWLFum5557Tc8895zJpTIUKFRQREeF2LDszemovXryo5557Tvv27dP999+vf/75R126dFHJkiUdj7VJ61E/ZsRwd8Zvu5Qmg/nggw/0008/afXq1Y5l8fHx6tSpk8LDwx1XRRYsWKDly5enOSTydma0kd2+ffu0Y8cOx9WaYsWKqX79+goKCnK7PrfKzD57u4sXL2ru3LmOqzTTpk1T5cqVtWDBAtWqVUu1a9dOc/1x48apUKFC+vLLL+Xr6+u0n9SvX19TpkxJcb3sfN7tH3/8od69e6tAgQKqX7++du7c6ZjzxH5sSesZynanTp1S7969denSJQUEBGj37t2O+/N27dqlX375JcVbZ8x6LnR6jhw54vju69at69YVUjOOazdu3FDfvn3122+/qXHjxmrevLnj7+6ff/7Rxo0btWjRIu3cuVNLly7VlStX9Mwzz+irr75KM+6aNWv0yiuvqE2bNurcubNef/11x3tlypTRV199leZx7euvv9bQoUPVpUsXl+Ns2bJl03xqQHYeQ7K6Xalxd/9fsGCBfv75Z6f5RJKSktSnTx/t2rXLsW1hYWGO3+2UzJ49WwkJCerevbtj2W+//abXX39dJUqUUIcOHRQREaH58+erSpUqbj8i8ptvvtG3337ruLJWqlQptWvXTm3btk13gropU6bojz/+cBrReObMGXXv3l0JCQny9/fXkSNH9Pzzz2vBggWpPu88JR999JEWLVqk4cOHq1GjRmrVqpXjvebNm+vLL790e8TIu+++q5IlS0qSYz/NmTOn6tWrl+Z9vHb58uXTu+++q6pVq2bqtoT9+/frwIEDTt+dJC1fvlzvv/++YmJi5OPjo27duunVV19N91gyefJktW3bVpMmTdLNmzedjhvVqlXTl19+mW6d/vjjD1WqVEm5c+d26zzAnYngbrdx40YdO3ZMRYoUUcuWLdN8UsOJEyd07Ngxl9vefvnlF33wwQcKDw9XkSJF1Lt373QfH2h2e98qs6OzPv74Y4WEhGjEiBFKSkpyOg7Zf/PTkp2/a1u3bnXMafHYY485/T15eXlp8eLFbo0Yya5jrZSxUQw//PCDRo0apdjYWPn5+Tn2/QMHDmjLli2aMWOG3nzzTcctON98802a9crsucjixYu1YcMGjR8/Xh06dHD5Oxs+fLhWrlyp0aNHa/z48dqzZ49bjy9NVaa7CuDk0qVLRlJSkuP/6f1LzZQpU4x27do5Lbt27ZrRtm1bpys1DRo0ME6ePJlqnIiICKNOnTpG27ZtjW+++ca4cuWK4724uDhj9erVxqOPPmpUr17dOHTokPH1118bNWrUSHc7Dx8+bNSvX9+oXbu2MWjQIOONN94wBg0aZAQFBRkNGjRwXKm7VcuWLV2uBI4ePdoICAhw9KonJycboaGhRo8ePdKtg2EYRt26dY21a9cahmEYN2/edOoN3bFjh1G7dm234hiGYdSoUcPYtm1birG2bdtm1KxZ0+1YhpH1nlq7oUOHGv/973+Nv//+23HVwR5n5cqVRqtWrbI9hv3KSXr/7OVS8uSTTxqTJ092WjZjxgzD39/f+Oijj4y4uDjjwIEDxiOPPGKMGjXKnaYxbfsMwzBOnDjhuKpq379uvSL6+OOPO/XQ3t5ba9Y+e7uDBw8a9erVMx555BHj1VdfdeoNnzhxovHCCy+kG6N27dqOq2e3/23v3LnTCAwMTHG97Nhn7bp3727079/fuHHjhst3tm7dOqNZs2ZuxRk4cKDRqVMnIzo62iXOt99+a/znP/9Jcb3g4GDjq6++clr23HPPGbVr1zYuXrzoWDZ+/HjjiSeeSLMOq1atMl555RWX5fbvy/6vU6dOTsfg1JhxXJsxY4YRFBRkbN++PdUyO3bsMOrUqWM8//zzxiOPPOLWftKmTRvj3XffTbFuP/30k9G4ceM0169Zs2aqx9lNmzaluW3ZeQzJ6nZldf/v2rWrMXbsWKdlCxcuNPz9/Y2RI0cahw8fNtatW2c0bNjQGD9+fKr1eOSRR4ylS5c6LXv55ZeNGjVqGKdPn3YsGz58uPHUU0+luU2p2bdvn/HOO+8YDz/8sFG1alWjXbt2xsyZM1Mt36ZNG2POnDlOy8aNG2dUrVrV+OWXXwzD+HeURpcuXTJ85erhhx92HKNu/962bNli1KtXL0PxbrVjx450R1SYafDgwS7bv2vXLqNq1apGs2bNjAkTJhihoaFG1apVXY5dKalRo4axZcsWwzBSPo64c65360jVtM4D0vrtN4x/R2317t3badnNmzeNnj17Ou0fzZs3N86fP59qnGHDhhndunVzWvbXX38ZNWrUMOrUqWMMHjzYeOyxx4yqVasaGzZsSHPbzG5vw8j66Ky0zkN//fXXdM9Dzfxdu12HDh0cv3O3/9Zu2LDBePjhh92Kk9VjrRmjGPbv329Ur17dCAkJMXbv3u3y/p49e4zevXsb1apVM7Zv325Mnz49zb9vw8j8uUiHDh2MSZMmpRnbMAxj0qRJhr+/v/HEE084RrBmBlf4TdKoUSPHY/nceXRMavdybd261eWRNQsWLNCxY8f03HPPqV+/foqIiNCQIUM0c+ZMx/Nkbzdt2jSVLVtWixcvdun1y5cvn9q1a6cWLVqoW7du6t+/vy5evJjqLKu3mjhxosqUKaO5c+fKz8/PsTwmJkZ9+/bVxIkTNXv2bKd1suPZmUlJSalOqhcbG5uh+7dKliypAwcOuDzeRfr3qm9Gnz+b1Z5au02bNmns2LGqVKmSyxWx+++/362evqzGMGPG71OnTqlmzZpOy77//nuVLFnSMeN+jRo11L9/f82fPz9DsbO6fefOnVP37t2VnJysF154Qc2bN3f09kZGRmrjxo1auHChnn76aa1cuVKnT5/WkCFDtHPnTkcMs/bZ27377ruqXbu2Pv74Y9lsNq1atcrxXq1atfTdd9+lGyNnzpyp3ld64cKFVPeh7Hze7YEDBxQWFiZvb2+X76xQoULpPkPZbufOnZo8ebIKFSrkEqdo0aI6f/58iuuZ9Vxo6d+r1va/F7uVK1dq1apVevjhh9WtWzdFRERo6tSpmj9/frpXHM04rq1evVqhoaFpjtZq0KCBBgwYoA8//FDBwcGO2a/TcurUqVSv4uTJkyfVxyDZlS9fXlu3bk3xOLtz506nCbNS+uzsOoZkdbuyuv8fP37c5Yrkd999pyJFimjs2LHKmTOnqlSpojNnzujLL7/UyJEjU6xHdHS0y6PtfvnlF9WrV8/p771169apxkhPYGCgAgMDNXLkSG3cuFFjxozRhx9+qNDQ0BTLR0VFuXyvGzduVLVq1RyPRMudO7d69OihSZMmZaguly9fTnU+hKSkJN28eTND8W7lzpMepH8n7Zs8ebKqVKmS7pN60no6z8GDB10eF7ZkyRJ5eXk5RlVI/04OvGTJknRHZ9z+2NxbpfXEkFt99tlnjvbNynnA+vXrFRAQ4LRs8eLF2rlzpzp27KjevXsrIiJCb775pj799NNU/zb37dunXr16OS1btGiRkpOT9fnnn6tq1aoyDEPPPvusFixYkOaoM7PbW8r66KyiRYsqPDw8xePj4cOHXX5nbmfm79rtjh49qpdfflmSXHIbX19fXbp0ya04WT3WmjGKYcaMGapbt67mzZuXYp4WFBSkuXPnqnfv3goNDVVSUlK6k6Nn9lwkPDxcw4cPTzO2JD388MOaO3eulixZoly5cqVbPjUk/CYZP368YxhhVh4dY9aJza+//qqRI0e67By3yp07t/r27athw4Zp8uTJevTRR9Ot3549e/Tee+85JfvSvz8wzz77rF555RWXdcx4dubtAgMDtWLFihQPHt9++63q1KnjVhzp30f0TJs2Tffdd5/jsSk3b97Uzz//rDlz5ujFF190O5aU9YOanRkn/1mN4e6JT1quX7/u9Bifa9eu6fDhwy4zFleuXDnDw5Wyun3Tp09Xrly5tHTpUhUuXNjpvSpVqqhKlSrq3LmzunTpogEDBuj06dMuj9vKrmTEjMS4fv36mjdvnoKDgx0Tvdgnl1q2bFmKJxdS9uyzdrc+wvR2kZGRKliwoFtxMtuZYdZzoaV/T4Ruf7TO6tWr5evrq6lTpypPnjx65JFHdO3aNa1fvz7dhN+M49qpU6fcKme/zeCTTz5Jt6yU9RPS3r176/XXX5eXl5dat24t6d8Z7n///XctXLgw1SeXSNl7DMnqdmV1/4+Li3NKwG7cuKF9+/apTZs2TjPEBwQE6OzZs6nWo0CBAk77VXh4uGJiYlz+rvPnz6+EhIQ0tyk1N27c0E8//aS1a9dq06ZNSkpKSnMiSpvN5nQudOHCBZ0+fdrlRLx48eJuJw12WelAOn78uIYOHaoXXngh1d/qTZs26aOPPtJHH32U6i0iNWrUcEzOnJXHj5ndWdOiRQuFhYWpVq1ajrg2m03nz5/XnDlznG5/SM2tv/1ZOQ8wq0PLzE7o7Ogcy+rFh3bt2iksLEwVK1Z0tLfNZtORI0c0e/bsdJ/MYObv2u3M6ECSsn6sPXTokMv5uP3WzTlz5jg6Nry8vLRy5coUE/7du3dr3Lhxae6rNptN3bt3144dO7Ro0aJ0b+vJ7LmIt7e34uPj04wt/Xt7WP78+bOU7Esk/Ka59UQ4K89WNOvEJjY2ViVKlEj380qUKCEvLy+3kn3p3z/sWxOBW924cSPFR9iY8ezM27344ovq1auXunfvrlatWslms+mHH37QrFmztGnTJn3xxRduxZGkfv366Z9//tEbb7zhuN/bfnDt1q2by31e6cnqQc3OjJN/MztGMqtUqVI6dOiQ44rjzp07lZSU5HIF8tq1a2new5eSrG7fpk2bNHjwYJdk/1aFChXSwIEDNXr0aA0dOtTlufPZlYyYkRgPGzZMXbt21aOPPqrmzZvLZrPp888/19GjR3XixIlU7+XMjn3W7qGHHtKMGTOcnudss9mUkJCgzz77zO3ZozPbmWHWc6El1+NsUlKSdu/ereDgYKentNSpU8fpHu3UmHFcy5Mnj1vJ06VLl1yep52WrJ6QduzYUTExMQoLC9OsWbMkSYMGDVKePHn04osvpjmjcnYeQ7K6XVnd/++//35FREQ47l/fs2ePbt686ZJk3bx5M82nK1SrVk0rVqxwdEiuXr1aNpvNZX/KyAm69O/f9JYtW7RmzRr99NNPunbtmurUqaPhw4erdevWKc6WblehQgVt27bNcTV/48aNstlsLp0E58+fTzNOSrLSgTR37lzlzZs3zWNN06ZNNXv2bM2ZMyfVBPLWz8jKM9XN7qx5+eWXdeDAAT3++OOOp+eMGjVKp06dUoUKFe7o0zDM6tAysxM6OzrHsnrx4fnnn9fRo0fVp08fx2/7gAEDdPHiRTVr1szlvON2Zv6u3c6MDiQp68daM0YxxMfHu3XudN9998nHx8etOTwyey5So0YNffXVV2rWrFma8b/66iunESOZRcKfDebOnav69eurevXqGX58glknNiVKlNChQ4fS/WP9888/MzSRWOPGjfXhhx+qWrVqqlChgmP58ePH9dFHH6lx48Yu6/Tv31+hoaGKjIx0PDuzevXqLhP0bNy40e2JX4KCgvTZZ59p8uTJmjhxogzD0MyZM1W7dm3Nnz8/wxPIjB49WiEhIdq6dasuX74sPz8/NWrUKMPD+aWsH9TszDj5N7NjRPp3uPLSpUt1/PhxXb9+3eX9PXv2uCxr06aNZs6cqUKFCqlo0aKaMmWK8ufP7zIMdvfu3S697tm9fSn19KekfPnyypkzZ4o/utmVjJiRGFeqVEkrVqzQtGnTtGbNGuXMmVM///yzGjVqpPfff19ly5ZNcb3s2GftXnnlFXXt2lWtWrVSw4YNZbPZ9OGHH+rvv/+WzWZze0RNZjszXnjhBXXu3FmNGjVyei707VePvv32W5cTwNsVLVpUkZGRjtcHDhxQQkKCy3HXZrO59VtgxnGtbt26WrRokVq2bJnqVQzDMPT555+nu323yuoJqST16dNHTz31lGPCVz8/PwUFBaU70Vl2HkOyul1Z3f+bNm2qmTNnqlKlSipatKimT58uHx8flxP1/fv3q3Tp0qnWY9CgQerRo4datWqlwoULa8+ePWrSpEmKow9q1aqV5jbdqnHjxoqNjVW1atX03HPP6dFHH3XrYoIk9ezZU8OHD1dsbKyKFCmixYsXq2zZsi7nCVu2bMnwY12z0oG0detWt5LeJ598UtOmTXOrPgcPHsz0VX6zO2sKFCigJUuW6JtvvtG2bdtUsGBB+fn5qXv37mrfvr1bj+UMCgrK0Lak9NsvmdehZWYndHZ0jmX14oOPj49mzJih7du3a9u2bbp06ZL8/PzUuHHjFM+rb2fm79rtzOpAyuqx1oxRDGXKlNHu3bvTnSD0t99+c3vy18yei/Tp00cDBw7UqFGjNHjwYJdcLCoqSlOnTtWGDRvcHomXFhL+bDB37ly99957ypMnj4KCghwzvdaqVSvdA61ZJzYtWrTQjBkz9PDDD6eatJ44cUKffPJJhmbFHDFihHr06KFHH31UlStXVpEiRRQdHa0jR47o/vvvT3H4U9OmTTVlyhQtWrRIhw4dUps2bTR06FCnMtHR0Tp+/LgGDBjgdl2CgoK0aNEiJSQkKCYmRr6+vk5X1TKqTJky6tKlS6bXtzPjxFgy5+TfzI6RVatW6fXXX1eHDh20d+9ePfnkk0pOTtZPP/0kX19ftW/fPsX1+vfvr3379unVV1+VJOXNm1fvvPOO00n+9evX9dVXX2W4/bO6fYULF9bx48fT7RiLiIhI9Yc/u5IRsxLjMmXKaOLEiW5/rpR9+6z07/DdlStXav78+dq2bZvKli2ry5cv67HHHnPaZ9KT2c6MSpUqadWqVS7Phb5926pVq5bq37RdgwYNNHv2bD344IO67777NHfuXOXMmdPlto9Dhw653bGa1eNaaGiounfvrn79+umFF15wSe7279+vjz76SLt3785Qh19WT0jt8uXL53KSnp7sPIZkdbuyuv8/99xz2r59u2PYs81m08iRI51GHSUlJenrr792XMlOSe3atbVgwQItWbJEsbGxjvkDbhUdHa2cOXO6jD5IS8+ePfXoo486dfC76/HHH1dUVJTTc7PffPNNp+duR0dHa+PGjRo8eHCG42e2AykqKsqtk/nSpUu7PSqrU6dOypcvn4KCglS/fn3Vq1dPgYGBbt16lx2dNd7e3nryySf15JNPulX+dn379s30LQq3MqtDy8xO6Oxob7Murjz44IOOJ2dlhJm/a7czowNJyvqx1oxRDI8++qg++eQT1a1bN9Wk/7ffftPs2bPVv39/t7Yrs+ciwcHBevXVVzV58mR988038vf3d5pD6siRI0pOTtarr76a4d/MlNiM1G48QJYcP35cu3bt0m+//aZdu3YpMjJSPj4+qlmzpurXr5/qyXpCQoIGDx6sX375RdL/ndi0adPGUeb69ev6z3/+oy5duqTasxYbG6vOnTvr7NmzeuKJJ/TII484PZrp559/1sqVK1W8eHEtX748Q4+SuXr1qlasWKHdu3c7HmtRt25ddezYMcPDKT1FUlKS9u3bp7Nnz6Z4y0JGTpDssnpifCszOjWyGuOJJ55Qq1atNHDgQFWvXl0rVqxQ9erVFRcXp379+ql169bq06dPquufPHlSMTExqlChgvLnz+/03tWrVxUREaFy5cpl6rFGUua274033tC2bdu0bNmyVIeUXrx4UU8//bQaNWqkt99+O8XPNWOfTUlsbKwjMbb/HTVq1ChDiTGyz9mzZ9W5c2dduHBBOXLkUFJSkvr3769hw4Y5lWvfvr3q16+f7uQ/Zlm7dq1Gjx6t+Ph4p8cORUZGKiYmRnny5NG4cePSvAqaHWJiYrR582adPXvWZYSQzWbToEGD0lw/u48hmWHG/p+UlKQdO3Y4rqTf3jEQExOj7du3q1atWm5fXUfqGjZsqHHjxqlly5Zplvvhhx/02muvaceOHenGjIiI0M6dO/Xbb79p9+7dioyMVK5cuRQYGKh69eqpfv36af7+796929FZU716dfXr18/pfCo6OlqjR49Wjx490pw34XbR0dEpjsZz99bCrLp8+bJ69eqlo0ePSvq/Dq2ePXs6yiQlJal169Zq3bq1Y3K4lNgfDWlvo6FDhzoldtHR0erfv78GDBiQ7rEtO9p77969mjx5svbu3aukpCTZbDbVrl1br776qtuP942KilJUVFSK31lGHltpRceOHVPnzp1ls9mcRjG89957TuW6deumSpUqaezYsS4xrl+/rp49e+rAgQNq0qRJirnRli1bVKtWLX322Wdud2ZkxZ9//qmFCxfqt99+c3QwlihRQvXr11ePHj1UrVo1Uz6HhP8O2b59u6ZPn65du3bJZrOlOku/nRknNhcuXNCYMWP0448/pvh+y5Yt9cYbb2T4HtyMSk5O1s8//6wyZcqkOpHOkSNHdPr0aT3yyCNu9ypv2bJF69evT/Xk0d3Z8P/44w8NHjxY//zzT4oTb7jzff0vCAoK0syZM9WwYUNVr15dc+fOdQxb/eGHHzR+/Hj99NNPd7mWGRMVFaUOHTooR44c6tWrV4oHf/vf0YoVK9K8980Tk5Hk5GR9+eWXae4nP/zwQ4rrZcc+6wmuXLmi6dOnq1mzZqleSdm+fbt+/vlnPf/88y7fZUrx1q1b5zhxvD3mxYsXtXLlSjVt2jTVWcVvZdZx7dy5c1q2bFmKJxGdOnVSsWLF3Ipzu8yekG7ZskVDhgzRtWvXlDt3bpcrnzabzenpF3daVk+07/b+f+PGDS1dulQ1a9ZU7dq1Uyzz+++/68CBA3r66aczdCKbnJys7du3KyIiwqVD3GazpfmEn8OHD8vPzy/VjoqoqChdvnxZ/v7+btfHLrMdSP369ZOvr68++OCDNOO/9NJLio2N1Zw5czJctzNnzmjXrl1asWKF2+d9Zrl06ZLGjRun77//3uVpBYZhZLguvXr10ptvvpni8cs+w35aM/n/r3VoZebiw6lTp/TKK69o3759kuRyLpred2b271pqzOhAysqx9tSpUy6jGG69XS46Oloff/yx2rdvr8DAwBRjxMfH68MPP9SyZcsUHx/vOH8xDEN58+bV008/rSFDhmRpxLAnIuHPJuHh4dq1a5ejx9c+w6i9p/dOXlmJjIzUrl27nE766tWrl+UeXnd3/OXLl2vChAlas2ZNqgfzs2fPql27dho9erRbV9Nnz56t999/X6VKlVKlSpVSHDY3ffp0t7ajc+fOun79ukaPHq0HHnggxViZOUkzo6fWjJN/sxKIhx9+WOPHj9fDDz+s5s2bq1+/fo4JDdevX68RI0Zo7969LusdPHhQ/fr106RJk9KcEfnVV1/VggULHDPuuiur23fs2DG98sor+vPPP10SV8MwFBAQoPfee8+tZM3TTJw4UfPmzVP9+vVT/dseNWqUy7Ls2GftEhIS9PHHHzu+s5RG1LhzMprZzoxp06Zp5cqVWrt2bapJz40bN9SuXTt16NBBzz77rJtblnVmHtfMltUT0scee0yFChXS+PHjnSZeckd2HkOyul1ZZdaM8fPnz9enn36q7777LtXJGK9cuaI2bdooNDTU6QprWs6fP68ePXroxIkTjomoJOfHc6XWPuvXr9crr7yi5cuXp3qP/pEjR9S5c2dNmTLF5VaYtGSlA+nHH3/UoEGD9Pzzz+vZZ591mWw4OTlZH3/8saZPn67p06e7DBlOS0REhHbt2uU4/4uKilKlSpVUv379VCf/M7uzZtCgQdq1a5d69eqV6nEkrcfW3a5q1apatmxZigmUvU5//vmn2/Eyw8xO6OzsHMuskJAQnTx5UkOGDFGlSpVS/My0jmvZ+btmVgfS3T7W3u769es6cOCA4wkExYsXV40aNTI8G35mz0XSEhsb65hDIiPzrKWFe/izQZMmTRw91g0aNNDrr7+uunXrOs0imZrsOLEpWbJkhu/ZSU1mdvxVq1apS5cuafbclihRQt26ddOKFSvcSh6++OIL9ejRw5Qhsn///bc+/PBDUx5BJ5l3ULv95D8znQ5mxLCrUaOGDh8+7Ej4p0+fLsMw5OXlpU8++STVH84FCxYoKCgo3RmR7c9Gzcj95mZsX6VKlfTVV/+PvfeOi+r4/v9fKyj2CpqYxBKNuxQVQVAEQYqiAlaIFXvDGhUVlaixYIliQRA1gIhdKRYUbIBdwIIlFkQsgKB0kA7z+8Pf3i/Ltrt7Z9F3Pj4fjzwit8ze2b1z5pwzZ84JQXx8PKOgAf9vNVTe/n5VGSM0DOOzZ89i3rx5ckOla6KKMSvkr7/+wrlz52Bvby9VGWXD33//zTgzevXqxbqdixcvYvz48TKVuHr16mHs2LEIDQ2VqRh9/PgR69atw++//y51j93169dx4sQJrFmzRmY1CICuXJPEy5cvkZSUBC0tLaYsH1vc3d2RkZEBDw8PqQqpLN6/fw83NzeFjX1AtTKEa7+4jn9aGePDw8Mxfvx4mZUXmjRpgvHjx+Ps2bOsDf5NmzahRYsWTKLQEydOQFNTE2fOnEFYWJjMZFInT57EyJEjZSbk69KlCxwdHXHs2DGFDP7Nmzeja9euSjmQrK2tMW3aNOzevRvHjh2DiYkJs1Dx4cMH3L59G5mZmZg6dSprY/+PP/5AfHw8cnJy0KVLF/Ts2RMrV65Ez5495VYgOHLkCOOskUanTp2Y7SDyfru7d+8q7IhVlgcPHsjsHy2HVkhICOOElkbTpk2xdOlSuX2n/X0L4bL48OjRI2zevJkpDa0oNOe1mri7uyMuLg4zZ87kNGdzlbW0oxg0NDRYZeGXh7K6yLVr1xAXFye2jWXXrl3Yt28fk3iwf//+2Lp1K2fH03eDXwWUlpaCx+Ohfv360NDQYP7PBlqKTXl5OUpLS8Ve+E+fPsHf359R+kaPHi2WqEQWygz8f//9FzNnzpR7nbGxMevEJrm5uQopB7Lo0KEDPn/+TKUtgLtQE0JD+adpQAgT5gDA/PnzkZqaCg8PD1RVVaFr164S97cDX7JWL1u2TG779vb2CieXo9k/YXJNRVGVMULDMC4rK1Oq9KIqxqyQqKgoLFu2TKw2s6Io68x4+/YtdHR05F6nra2NHTt2yLwmICAA79+/Z8qOScLMzAyenp4ICAgQ29tfExpy7cyZM7hx4wa2bNkicnzp0qU4e/Ys45jV09NDQEAA69BOrgqpjo4OPnz4oNS9qpQhXPvFdfzTyhj/6tUrscSakujevTuT1Z4NcXFxcHd3F0la2rZtW8yaNQuEEKxduxb//POPxHsfP37Mapz37duX1e9bHS4OJOBLZm0jIyP4+/sjMjKScahqaGjAwMAA69evZ10iFAAiIiKgoaGB0aNHw9raGj169GAdEkzbWdO0aVNWC0yy2Lt3L/Oe8Hg8TJw4UcxBWFZWhsrKSowdO1ZqO7QcWjSd0KpwjnFdfGjTpo3CVb2qQ3NeqwktBxINWXv58mWZcs7AwACrVq1Cs2bNJDo1srOz8fHjRzHH6/Pnz+Hj44OkpCRoampi4sSJrJ19yuoiR44cQf369UWOXb16FT4+PtDR0cGIESOQnJyMo0eP4ujRo5g4caJC7dfku8GvAuLi4vDs2TMmad/JkyeZvUvCkH5pLxItxWbTpk2Mt1FITk4Ohg8fjszMTDRr1gyFhYU4e/Ysjh8/zjophDIDv7y8nJXRW69ePYmrmJKwtLTEvXv3pNa3VITly5djw4YN4PP5VMK2uQo1ITSUf5qOEX19fWYVv2nTptizZw/KyspQVlYm02jIyspitV+4devWIiVX2ECzf9UpKSnBqVOnGOE/YsQIqWFVqjJGaBjGDg4OuHr1qsLjRBVjVoiamppS5S5roqwzo06dOqyeuby8XO4KeFRUFCZNmiTzOh6Ph1GjRiEwMFCuwU9DroWGhoptqwoLC8OZM2fQt29fjB07FsnJydi1axcOHDjAOokkV4V0zZo1WLJkCdq0aQMTExORTO3yUKUM4dovruOfVsZ4RXZnKnJtQUEBWrZsiTp16qBx48Yi36++vr7MFf6ioiJWDqXGjRujqKiI9TMB3BxIQiwsLGBhYYHKykrk5uYC+FLHvWaIPxuEe/Xj4uKwaNEiFBYWQkdHB0ZGRjAyMoKhoaFUI5C2s2bq1KkICgqCqampQuOsOj169MCUKVNACIG3t7fEcox169ZFp06dxCpSVIeWQ4umE1oVzjGuiw8LFy7E/v370bNnT6US8tKc12pCw4EEcJe1NKIYPD098fTpU4SGhjLHUlNTMW7cOJSUlIDP5yMxMRFz585FYGAgq+23yuoiz549E0vgHhwcjAYNGsDPz4/5ztXV1REWFvbd4P8W4fF40NHRgY6ODvMD3b59Gz4+PggICMCBAwekhuLSUmzi4+PFwvgDAgKQmZmJdevWwcnJCVlZWZg0aRL27t3L2uOnzMD/8ccf8e+//8oNmX/69KnMvSpPnz5l/j1y5EisWbMGpaWl6NOnj0RPrazSLA4ODiJ/f/r0CQ4ODmjdurXYpMzj8XDmzBmZz14drkJNCA3ln6ZjRBL16tWTaxg2bdqU2SMli48fPyrsFefav+3bt+Pq1as4e/Ysc6y4uBiOjo54/fo1oxgfPHgQp06dkqiYq8oYUdYwvnjxIvNvfX19bN++HVlZWVLHiSTHFK0xK4kxY8bg9OnTMlfF2aCsM+PXX3/FrVu35H7+zZs38euvv8q8JjU1FZ07d5b7mZ06dUJqaqrEczTlGvClJNGIESNEjp09exZNmzbFrl270KBBA1haWqKoqAiRkZGsDX5lFNKatbzLy8sxY8YM1KlTRyzqjcfj4d69exLbUaUM4apocx3/jRo1Qk5Ojtz7c3Nz0bBhQ6nnf/nlF9y/f1/ueLh//z7r+tLAF0eD8Lvv3LkzTp8+zRh4ly9flvmdaWlpISkpSW7k1KtXr1jXOxfCxYFUEzU1NbnbbeShq6sLXV1dJoFhYmIi4uLicOHCBaZc55MnTyTeS8NZs379epG/k5KS0L9/fxgZGUmUI/IMU2NjY0b+83g8ODk5yUxaKw1aDi2aTmhVOMeUWXyYNWuWyN/p6emwsrKCtra2RD10z549UtuiOa/VhIYDCeAua2lEMdy/fx+Ojo4ixw4cOICioiLs378fZmZmKCkpweTJk7F//35WBr+yukhOTo5IhBIhBHfu3EGvXr1E7CwzMzMRB4WyfDf4VYQwQ6uwLN+7d++gpqbGlOWTBi3F5sOHD2Kr9leuXEHHjh3h5OQE4EsN8ilTpsDLy4tlr5Qb+JaWlvD394ednZ3USf3Tp08ICAiAnZ2d1HZGjhwpojwSQrB//37s379f7Li8ffK6uroqyyzORajRUP5pGxBCli9fzmQ3rcnChQvRuHFjiWVQ9PX1cerUKbmJKoODg1l5SWn27+bNm2KrE4GBgUhKSmLqWCcnJ2P+/Pnw9fXFhg0bxNpQlTGirGE8f/58sWNpaWk4f/682HFp44TWmBUSEBDA/LtBgwa4d+8eRo8eDRMTE7HfTFbWbxrODAcHB2zfvh3m5uZS9wHevXsXR48elbsKpKGhgcLCQpnXAF9WOqUpqzTlGvAl2U/1lbjKykrcu3cP5ubmIiHGBgYGIr+LJLgqpLRqedOWITQVba7jX09PD+fPn5dbIi48PBx6enpSz9va2iIwMBADBw6UGqmWlJSEgwcPYsKECXKfV0i/fv1w8+ZNDB48GC4uLpgzZw5jYGdmZsqMWjE1NYW/vz8cHBykOis+f/6MAwcOsJJztBxINRFm0a/pmIiLi0OrVq0UMpA+fPggovslJydDTU1NZu4WGs6amhVyhN9TfHy82LU8Hk+hlWihU5AQguTkZOTl5aFZs2bo2LGj3PFNy6FF0wmtCueYMosPNbeSVq/Xrug2U5rzGkDPgURT1tKIYsjIyBBL+hgVFQVtbW1GBtWvXx/jx48X2xZXHRq6SIsWLUScwC9evMDnz59haGgocp2Ghgazn58L3w1+FWBpaYn09HTUrVsXXbt2xaBBg2BkZIQePXrIFGgAPcWmvLxcZG9Ifn4+Xr9+jdGjR4tc98svv8hddeQ68GfMmIELFy5gxIgRmDVrFvr27Ysff/wRPB4PHz58wPXr17F3717UqVMH06dPl/ocssq+KMqmTZuotQXQE2o0lH/aBoSQW7duSQ1dHTBggFThOGXKFDg7O2P58uVYtmyZmBMkPz8fmzdvxu3btxEUFCT3OWj27/3792I5LC5evIi2bdsyhrOenh6mTZuGAwcOSGyDpjFCwzCWVoZTEWiNWSGSQpnT0tLw8OFDseOyDH4azoxx48bhypUrmDp1KmxsbGBmZoa2bduCx+MhLS0NN27cwKVLl2BoaChzbyoA8Pl8XL16Ff369ZN53ZUrV6SWHaMp14Avq6rCXBvAl33UJSUlYsYMj8eTG4nEVSGdN28em0eWC20ZQlPR5jr+x44dizlz5qBTp04yM8ZHRETIrNAwZcoUREZGwtHREWPGjBEZs8L3+ujRo/jpp58wefJk1v2rnlDKwsICR44cweXLlxknq6y92bNmzUJERARGjx6NxYsXw8TEhHF8lZWV4fbt29i+fTuys7NZhWvTciDVxNnZGerq6mIr8M7OzuDxeDA3N8fs2bPRvXt3qW0sW7YMcXFx+PDhA9TV1dG1a1cMGDAAPXv2hIGBgUiN95rQcNaouiTu4cOH4ePjg+zsbGZubdWqFWbPni1TTtJyaNF0QtNyjnFdfGAjq9hCc14D6DmQaMpaGlEMPB5PRIZkZmYiJSVFLFy+TZs2Mh1VNHSR7t27IygoCNbW1qhXrx6OHj0KHo8ntuU7MTFRqeiamnw3+FWAk5MTjIyM0L17d4UTttFSbNq1a4eHDx8y3sYbN24AgJj3MTc3V2biEoD7wG/ZsiUOHjwIV1dXrFu3TmLps27dumHr1q0ys73SyqLPhuzsbDRp0oR1ojRaQo2G8k/bgBCSnZ0tdTtH8+bNkZmZKfFcz5494e7ujo0bNzKTenXj8cmTJ6isrIS7u7uYZ1MSNPtXWloq8v4XFRXhxYsXYjkqfvvtN6nhhjSNERqGsbJJrKpDa8wKef78OednAug4M+rWrQs/Pz/s2LEDx44dQ2RkpFgd3kmTJmHBggVyo5gcHR3h7u6OHj16YPjw4RKvCQsLQ0hIiJjjVAhtuWZsbIx//vkHvXv3RosWLZhw4prhps+ePZO7EkZTIa2JImWHaMsQmv3iOv5pZYxv2LAhDh48iDVr1iAgIEBi9IatrS1Wr14td+FBFt26dZNa37omP/30E/bv348//vgDs2bNgpqaGlq0aAEej4fs7GxUVlbihx9+wP79+1nJLVoOpJp4eHhIdH5t3LgRRUVFSEhIgKurKy5duiS1jYyMDIwYMQJGRkbQ19dXqLSXqpw1tDh+/DjWrVsHOzs7DB48GJqamsjMzMT58+exbt061K1bl4kcrQkthxZNJzSt71tViyvKQHNeA+g5kGjKWhpRDB07dhRxGkRFRYHH48HU1FTkuk+fPsnUbWjoIgsWLICTkxNMTEzQuHFjZGRkwMHBQcwJFR4ezmpekwePKLKZ5Tu1wuHDh7Fx40bUqVNHqmKzYsUKmV66oKAgbNu2DTNnzoSmpiaTYO3y5csiK/8bNmzAy5cvWddi54owzE1oPLVp0wbGxsacX+aoqCgmwVr//v1letOBL4n1Hj9+zNSRF3Lq1Cls3boVeXl5TPKPpUuXqiz8/38JGxsbODk5SVyJ2bt3L44fPy5zknj+/DkOHjyI+Ph4sd/f2dlZ6gqoKrGzs4OTkxNjOEdHR2PWrFnYsmULhgwZwlwXExOD5cuX49atWxLboTFmVU31RIRaWloYPnw4q/33qhqz3wKlpaV48uSJSN8UrcO7aNEinD9/Hrq6uujbt6/YqsqTJ08wePBgbNu2TeHnU1SuAV+ii5ycnJCZmYk6deqgsrIS06ZNEwu9Hjp0KIyMjFRWAhCQXnbIy8sLe/fuVbjs0LcoQwA64z8mJgb+/v548OCBWMb4SZMmKZQxPi0tTew7MjIyYp1vo2bovDR4PB7q1auHtm3bYuDAgZg6dapEw7msrAznz5+X+LsNHDiQSp1zVdStrk1ycnKwZs0akVDh6gidNdKc7qrIPi5k0KBBMDMzw8qVK8XObdiwAdevX0dERITU+7du3Yp//vkHmpqaMh1a8pKavn37Fq6urnj8+LFMJ3T1BRdpcP2+gS8JOxWhpnP37du3SEpKEvs9rl+/ju3bt+P169fQ1NTEpEmTFEreS2Ne+xYpLy/HlClTcP/+fblRDP7+/hIdG2fOnMGyZcswcuRIaGpq4ujRo2jevDnCw8NFrl+5ciU+ffokMykpDd6/f49Tp06hoKAAurq6GD58uIgMzcrKgo+PD4YOHcra0SqN7wY/JWgLW66KTWVlJdatW4dTp06hoqICbdu2xaZNm0QETn5+PmxsbDBjxgxMmzaNVT/DwsJgYWEhUQjm5uYiOjpaZbVfAwMDER0dLbJyUVlZicmTJyMuLo5JrvLTTz/h+PHj0NTUlNrW/PnzUVJSIjKY4+Pj4ezsjB9++AEDBw5EcnIyYmJi4OHhIXX1rjZRRvmn2cb27dtx8OBBbNiwQSR89cKFC1ixYgUmTJiAhQsXKvxMNFG0f7t378ahQ4ewYsUKaGlpYePGjUhLS0NUVJTIVgxPT0/ExcXh6NGjUtv6VowRtokImzVrJjURIW1UVSZUiLLODFocPnwYBw4cwPv370WOt2vXDpMmTZJp6NGUa0IKCgoQERGB/Px86Orqiq2GZGdnM7JcVmUSrgrprFmzUL9+fZG8H1evXsXs2bPFyg4tW7aMcxZitqhC0aY1/mlkjOeKl5cXayd3SUkJ3r59i+joaEyZMkWlcwBtB5Kq4CKPlHXWuLu7S8w+PmTIECb7eHp6OnJzc1lnHxfStWtX7N27F3369BE7d/PmTcyaNQuPHz+W2QZNhxZNJzRX5xgXlixZgrS0NBw+fJg59uLFCzg6OqJevXowNTXFmzdvkJiYCC8vL9jY2Kj8mYTQsmloy9qysjImiqGoqEgsimHMmDFYsGCBzLG/f/9+HDp0iJkfV69eLbKvPysrCw4ODpg3bx7GjBkj95mq87V1EZmQ71Bh5cqVZNiwYSLHUlJSiIGBAdHR0SHDhw8nJiYmRFtbm8TGxtbacxUXF5OsrCyJ58rLy0l2djYpKytj3Z5AICAJCQkSzz1+/JgIBAKlnpMNY8aMIevWrRM5FhQURPh8Plm+fDl58eIFiYiIIL169SIeHh4y27K0tCTHjx8XObZ48WKip6dHUlJSmGPLli0jv//+u9xne/PmDbly5YrY8WvXrpHhw4eT7t27E2traxIUFCSznQMHDpBJkyaJHKuoqCDOzs5EIBAQPp9P+Hw+sbKyIp8+fVJZG5IoLS0lM2bMIHw+n+jr65MBAwYQfX19IhAIyIwZM0hpaSnrtrhAs3/FxcVk2rRpzD09evQg58+fF7mmpKSEmJqaEi8vL+p9qUlZWRkpKCgQO/7x40eyadMmMn36dLJixQry6NEjqW2MHDmSbNu2TeTYnj17CJ/PJzt37iSFhYXk8ePHxNLSkqxYsYJ6HySxdu1aMmDAAJFj2dnZxNTUlPD5fGJsbEx0dHRI165dyb///iu1HU9PT2Jvby9yrKioiAwePFjktzc2Nibv3r1TSV9kkZ6eThISEkhCQgJJT09ndQ9NuUYbV1dXMnbsWJFjz58/J3p6esTAwIDMmzePODg4EIFAQC5duiR2v7m5OQkJCRE5Nnv2bKKvr0+ys7OZYx4eHmLzpyrh2q/viHPgwAFiZWWl0s+YOXMmWbBggcixK1euED6fT4YPH06CgoLI2rVriba2Njlw4IDC7cfGxpLPnz+zvv5bkkeDBg0ifn5+IsfWr19PBAIBuX79OiHky3w3evRoMn36dIXatrS0JLt375Z4bvfu3cTS0pJ1WxUVFSQzM5NkZmaSiooKhZ7jf4mrV6+S/fv3k9DQUFJYWCjxmv79+4vphO7u7kRHR4c8e/aMEEJIVVUVmTlzJhk/frzKn7k6tGwaVcnakpISEh8fT8LDw0l4eDiJj48nJSUlinWSA9/S2GfLd4OfEqoUtt8SfD5fqsF/8+ZNYmhoKLcNZ2dnMnnyZInHFy1aRB4/fizxPhMTExIeHi5ybOzYscTU1FRk4vDz8yMDBw6U+QzdunUjd+7cETlmbGwsZkhGRUWR3r17y2yLEHpCjYbyr2oD4saNG2Tr1q3E3d2dbN26ldy6dUuh+0NDQ0lYWJjE48KxIgtV9O/t27fk0aNHEo1toYGcn5/Pqi0u0DCMjY2NycWLF0WODR8+XEwpO3z4MOnfvz+r51J2zAoZMmQI8fb2Fjm2bds2wufzyYkTJwghhGRmZhJ7e3sxhb46qnBm8Pl8oqurK/G4qakp8fPzI0VFRazaUgaaco02XBXSrl27krt37zJ/V1VVEQMDAzJz5kyR665du0aMjIxYPxdXGfItK9qxsbEkLi5O4vGkpCTW7VhaWorJEkIIsbKyIqNGjSIRERGcnrMmz549I8OHD5d5jZubG3F3d5d43NPTk2RkZMi8X5UOpIqKCiIQCMiTJ09Y3/MtOVcNDAzItWvXRI5ZW1uL/Sbnzp0j5ubmCrXt7e1NdHV1iaenJ/n3339JRkYGefbsGfH09CS6urrEx8eH8/P/L8J18UFfX19MfzIzMyOjR48WOXbp0iViamqq0LNxnddo2TTfsqzlgirGPlf5KI/vSfsoQavUQ03CwsLA4/EwdOhQseOampqsS3alpaWBx+OJhZakpaWhadOmYqG21YmJicH169eZv/39/cXCSktLS3Hnzh2xUoCSSElJkZgMLyUlBYmJiQgPD4epqSn8/PxEzhcWFopkZy0rK0NCQgIGDRokEvaoo6OD9PR0mc/QpEkTkXJar1+/Rl5enlhIWOPGjVFSUiK3TwkJCWLZXA8dOoSqqiocPnwYAoEAhBC4uLggMDBQamjWmzdvxMKaLly4AE1NTaxbtw5qamro0qULUlNTcfLkSSxfvlwlbcjC1NRULMGJIri5uUFdXV3snXZzcwOPx0Pnzp3h4uIiNeu1Kvona89fo0aNZGYPrgmXMRsfHy92X0BAADIzM7Fu3To4OTkhKysLkyZNwt69eyWWSKSRiLAmyo5ZIbTKhNKoqlCTYcOGSQybHjZsGIqLixEUFIR9+/bhzp07cttSRs7SlGuSmDBhAtTV1eHv7y92XEtLC5MnT5b6fn/69Eks5D86OhrdunVjQj15PB4cHR2xZs0asftVVXaIqwzh2i9ZcJ2zaWSMB75sAZH0Xrdt2xbFxcVwdXXFrl27EB4ezrJnshEIBAgJCZF5TWhoKNTV1cXKtwrD0AMCAjBs2DCsXbtW4v2qrltNFNzhqgp5BABWVlaoW7cuIiMjRY5bW1szY9bW1lbkHK3s45JwcXFBfn4+/Pz8RLZBqqmpwdnZGS4uLqzbolUCkYtcq4ky3zcAREZGitWFP3r0KGJjYzFixAhMmjQJycnJWL16Nfbv3y+mi2hoaIiUmUtNTcWnT5/EtpA2b94cBQUFrPoihOu8RsumUaWs/ZqoYuxzlY/y+G7wU0JVwparYiPEyspKohJhZWUFDQ0NODo6Yvr06SL1m4W8efNGJBlbfHy82P6YunXr4rfffmNV31NaYjfh8Xfv3uH+/fti53/88UckJycze8/u37+PiooKsUQoFRUVcvfuaWtrIzg4mMlcffbsWfB4PLF9ZMIkQPKgJdRoKP+qNiAAbvuUDh48KHF/6MGDB1FcXIwHDx7gxIkTUt/p2ugfF7iMWRqG8U8//YRnz56hV69eAL4kFqqsrGT+FlJUVMQ6h4OyY1YIrTKhqnBmSCvRWf34hw8fWLWljJylKdckwcVZw1UhVVXZIa4yRJWKNtc5W1rGeA8PDxQXF7PKGA9Iz44tPF5aWip33zVtpFXreP78OYqLi/Hw4UOZcqS261bLQxXyCFDOWUMr+7iQ/Px8pm88Hg9ubm6YOXMmHj16hLy8PDRr1gzdunVDixYtcOXKFbEqINKg5dDi6oSujrLOMa6LD7/99hsiIyMZvfPSpUvg8Xjo27evyHVpaWmscrdUh+u8RsumUaWsFQgEEt8lgUAATU1NTJkyBWPGjEGDBg0UapcNqhj7XOWjPL4b/JSgLWyFcFVshMyZM0eiEjFnzhxGibC3t5dYam/ixInMILeysoK3tzerlXxFycvLQ1JSEgwMDCSuuFpYWMDX1xedOnWClpYWvL29Ua9ePTHl8dGjR/j5559lftacOXMwfvx42NraolWrVrh//z5MTU0leuzkTTwAPaFGQ/mnaUCwTQAXGBjIOgGctDJkwuPykveo0kCiMYFwGbM0DONBgwbB19cXLVu2hJaWFjw9PdG4cWNYWlqKXHfv3j20b99eaj/YIG/MCqFVJlQVzgxpvH79GhcvXsSsWbNYO7OUkbM05ZokuDhruCqk8+fPx++//0697BBXGaJKRZvrnD1ixAiZx2tWllGU9PR0xMXFwcHBQWyV9WtRVlaG/Px8mJiYiMmE6tB2IKWlpTH/FjoIMjMzRY4DYLLK10RV8kgZZ42zszOWLVuG/Px8Jvt4u3btxBLt3bhxA126dJH7DJMmTcKBAwdE5HGLFi3ExlZISAhWrVolNmdKg5ZDi6sTujrKOse4Lj5MmzYNM2fORFpaGrS0tBAZGQldXV2xhIpRUVHQ1dVl1Rd5sJ3XaNk0qpS1NKPzFKU2dREAaNCggVz5KI/vBj8laAtbIVwVGyHS6tdWP15eXi63nf3798vM6syFO3fu4I8//pBaq3T27Nm4c+cO41Hl8XhYvnw5WrVqxVxTWVmJ0NBQDBw4UOZn6evrIzAwEEePHkVBQQFmz56NqVOnilyTlZUFNTU1VlUHaAk1Gso/TQPi5s2bYoZiYGAgkpKSmO8sOTkZ8+fPh6+vLzZs2CCzPVlcv34d69evFwurq4kqDSQaEwiXMUvDMJ42bRoSEhKwdOlSAF/qc2/YsEGk6kBpaSlCQkLEHAmKIm/MCnF0dGTK0gnLhLZq1Qrm5uYi1929e1dmSGdtOjMSExOxc+dOzJo1i/U9yshZmnJNGdq1ayfVWcNVIe3cuTPCwsIQHBwsUnaoOllZWdDW1hZbEVcGtjJElYo2rTm7JvHx8fDx8RELYVYUoWxwcHDg1A5NoqKiWMkR2g4kKysrMedM9fFO5NRPr015BMh21gwZMgQZGRli2cerlxrLyspCVFSUVDlVnY8fP2LixInw9/eXWpouICAAmzdvlhjuLg1VO7TYOqHZIM85xnXxwcLCAp6enjh06BCePXuGQYMGiUXJZmVl4c2bN5g+fTqnvghhO6/RsmlUKWtpRucpCu2xb21tDW9vb7GqCADw8uVLuLi44MqVK9wemlMGgO+IsG/fPmJubk709fXJuHHjyMuXL0XOZ2ZmEhMTE3LkyBHOn3Xt2jWJCXlUDZ/PJ6NGjSInT55UKJstGyIiIuRm+a+oqCA3b94kFy5cIG/evBE7n5ubSyIiIsiHDx9ktiPvvKJER0cTPp9PJk6cSFxdXUnXrl3JyJEjxa77448/yLx586S2k5OTwyT3EwgERFtbmxw8eFDkmoqKCmJjY0O2bt2qsjaEqCIBnDTY/P6E0O2fMqSlpSl1H5sxe/DgQdK9e3fi4+NDTpw4QSwtLYmpqSkpLi4WuW79+vVkwoQJMtuqjUSEbH+ziooKsnr1aqKrq0v4fD6xtLQUSeZGCCF5eXnEyMiI7N+/X2o7tVlVgW3f2PDkyROJyXiE0JJrssjMzCSpqali/8kjPDycjBkzhtjZ2ZGlS5eKVR/IzMwkw4YNE0s8SAgh8fHxpKqqSulnVhRFfjMu/VIGrnM2rfeR5ntNC0We6e3bt8TT05P89ddf5NSpU6SyslLkfGZmJlm7dq3U5MLVSUlJYf57+/Yt4fP5JCoqSuR49ao9NantKi+1+du9fv2amJmZkSFDhogkRBSydetWwufzyZ9//klljMfFxUlMDKsoNL8jeW1t2LCBWFpakvj4ePL27Vsyfvx40rVrV5KZmSlynbe3NxkxYoTY/bVV2ag6inw/tGya2pa1SUlJZM+ePVTakgbtsS8rIXpCQgLR0dHh/MzfDf7/URQVarm5ueTMmTNk3759xMvLS+Q/aeVWJBEdHU3mzZtH9PT0SI8ePcjy5cvJvXv3lOmCGPL65OPjw2T15AqfzydDhw4l27dvZ6UYsIGWUKOh/NMyILp37y5SzeDz589ER0dHLOtobGws6datm8y25KHIO10bBlJNJBnOisDWocXVMF65ciW5fPmySjPLC1FUDtEqE/otOTO4tkVTrtUkOzubLFq0iOjp6TEOMuF/fD5fbv+4KqR6enqkV69exNXVlZw/f57zGJIH29/sW1e0VXE/7XZowvaZVOlAqqioIHw+X6Es/UJqq8qLrO/JxsaGeHh4kFu3bpHy8nLOn0XIl3LDFhYWxN7enjFiq6qqyJ9//kn4fD7x9PSk8jmEfJvvt7y2uC4+6Ovrk9mzZ5OTJ0+KOQlURW2P//9FWasIXMZ+SUkJycnJIdnZ2YTP55ObN2+SnJwckf/S09PJtm3bSL9+/Tg/6/eQ/v8D3LhxA/Pnz0dRURHq168vluiEx+Nhzpw5rNqysLCAhYUFcnNzcebMGYSGhmLs2LHo0KEDHB0dMWzYMIX34bAlJiYGXl5eaN26Nfr16wdLS0uYmJgolcjqwoULiI6ORlRUFP755x80b94cffv2hbW1Nfr06YOGDRsq1F5ZWRkGDx4sM5dCq1at5GYO3rNnDywtLcXCpqrTrFkzmSF0NNoQUtv7lNhAs39syMrKYrZ/xMXFUWlTGmpqalizZg3c3NxQVFQkcW9cw4YNERkZKbWyRnFxMVasWIGSkhIYGxszY0XaPtTaYPLkybC0tISlpaXUPA/q6upSQ0eFuLu7M7+9tHBNRasqfG1oyrWauLu7Iy4uDjNnzkSnTp0kJrmSRa9evdCnTx/mt6u+zYANd+7cwY0bNxAdHY3169cjLy8PBgYGsLKyQr9+/dChQweF2qMF13595+swadIkNGrUCH379oWVlRX69u0rs8JQbUGzyouyTJs2DVFRUZg9ezbU1NRgamoKS0tLWFhYyJWr0mjfvj2CgoKYPE779u3Dpk2bcOnSJbi5uWHSpEl0O/E/RvPmzREaGoq7d+8iPz8f2traYuHbhYWFcHV1lZgLysvLC9HR0fD19cWqVaugo6ODfv36wcrKSiz7f23Tv39/Rk4bGRmJbA1RhP+qrKWhi+zfvx/e3t4AvthhNbcVV2fu3LncHhjf9/CrDFqlR2iwefNmdO3aFR4eHiIlbbjQvHlzTJgwARMmTMC///6LjRs3Ytu2bdixYwf69u2LiRMnonfv3lQ+S8ixY8eQnZ2NmJgYREdHY9GiRaiqqkLv3r1haWmJfv36oXXr1qza6tixIzp27IjJkyejoKAA165dQ3R0NFauXIni4mIYGRkxbbLZB05LqNFQ/mkaELW9R5ENtA2khw8fIjQ0FB8+fMAvv/wCZ2dndOjQAZmZmfD29kZISAgqKirkJsakAQ3DeNu2baisrMS9e/cQHR2NQ4cOYf369fjtt9+YtvX19VXUA8l07doVJ0+ehIeHB3799VfmdzM0NJSYwEkaNJwZubm5rK77/Pkz6za5QFOu1eTu3btwd3dnlYdEElwV0kaNGsHW1ha2trYghCAhIQHR0dEICwvDpk2b0L59e1hZWTHvgqT8GargW1a0vyOdb9WB9C0watQojBo1CmVlZbh16xaioqKwY8cOrFy5El27dmVkvyI5pIAvCWIPHTqECRMmMON448aNSsuU/xJcFx/MzMxgZmYGd3d3JCYmIioqCtHR0dizZw80NTVhYWEBKysrmJiYQENDQ+az0J7XaDmQ/quyloYuYmNjg59++gmEEKxYsQIuLi5izoO6deuiU6dOVBKl8whRsPDod1ghK9u3IqVHpBEZGckqyQ3wJUGdt7c3p9rpksjPz8eZM2cQEhKCf//9F127dkX//v1x7do13Lt3D3PmzMHcuXNZJwcqLCxEeno6qz4BXxKhxMbGIjo6GtHR0Xj//j20tbUZJblmxn02VFVV4f79+0ybSUlJ6NSpEywtLbF48WKp9wmVkOjoaKSlpXESatWV/xs3biil/NNoA/hSfm/evHm4fv06gP+XAG7QoEHMNaWlpbC2tsbo0aMleiEDAgJYfdbLly8RFhbG6ven1b+YmBi4uLiAEIKWLVsiLy8PjRo1wpYtW5iENXZ2dpg9ezY6duzIqk1psBmznp6eiIqKQmJiIifDuCbv3r1DVFQUoqKiEB8fj6ZNm8Lc3Bz9+vWDmZmZ2CqZqsZsWloa8xyxsbFo0KABzMzMYGlpCXNzc5kZ+oVUd2ZERUXhzZs3CjkzhDJYHkROwi5FUERe05RrVlZWWL16tdKJ4qpTXSFNSEhQWCGtSXp6OtPenTt3oKGhATMzM3h6eopdqwoZIoR2v6Qh7R24ePEiq/sfPHiAAwcOSO1bjx49WL3XlZWVKCsro/Jey4NtwsvMzEw8ffpUoWeq7kCKjo7G8+fPOTuQYmNjoaenp3CEnxBVlwlTRI4IefbsGfN+P378GD/++CMzr9RMKlydmmMuLS0NQUFB6NOnj9h9PB6P82q/Mn1TZTts2ho9ejQePXpEPTorNzcX0dHRiImJwY0bN1BeXo5evXrB0tJSaqJdVc1r1R1IMTEx+PTpk9IOpK8ta2nDVRepTmhoKCwsLBSq4qYo3w1+FRESEoI6deqIeUFDQ0NRVFSEhIQEPHjwQKz0iCoUm7Fjx2LEiBFwdHRk/fyyuHnzJoKDg3HlyhVoaGjAwcEBTk5OItklDxw4AB8fH8TGxjL1h9myceNGpZ4rKSmJGXgPHjxAixYtmCznyvL+/XtG0LGp5wrQFWo0lH8abbx79w55eXno2LGjmHH4+fNnJCcno3379iKZ4IVIyjoqDWUMLC79Gzt2LEpLS+Hj44M2bdrg8+fPcHd3x6VLl6ClpQUvLy+54ZiqGLM0DGNpFBYW4vr164iOjsa1a9dQWFgoVnKoNsZscXExbt68yYyv3Nxc9OjRA/369UO/fv1YVwNR1JkREhKiUN9qZpWvztOnT1m1cfv2bWzbtk0pBYSLXDt8+DCioqLg6+urdEimJJRRSGVRUlKCmzdvIiYmBmvXrhU7r2oZIkSZfnEd/7T65uXlpdB7TSNEVB7Ozs4KXS+tPBobFHEgqQo3NzeoqamJVatxc3NDcXExHj16hOLiYrEqL7XlrMnMzGTmydu3b+PevXtSr6X1XtJyaNF0QtP8vmktPkijoqICcXFxjFyKiIiQeB3NeU0WyjqQaqKMrGUbxXD16lWsXLmyVpya1VFUF5FEQUEBXrx4gU+fPkFLSwt8Pl+iXq0M3w3+bwxVKDYvX77EkiVL4OrqChMTE06Kn6WlJdLT02FgYAAnJycMGjRIogH75MkTODo64vnz50p/Fhfy8/Nx7do12Nvbf5XPF0JbMabh1FCFY+RbQpH+9erVCxs2bICNjQ1zLC0tDVZWVti6dSur90fVxggtw1gShBA8fPgQPXr0ULoNWjx69IhRRp89e6bUZM3GmUGT2o4WUFSurVu3jqlLbWRkJNFR5O7uzumZ2Cqk/2uw7RfX8Z+amqrQc9HalvdfRp4D6Wvy4cMHsfrnX8NZU15ernBOD2WgNT/SdEKr6vtWRdTpt4wiDiRZKCJrazs6T1kU1UWqqqqwY8cOBAUFobi4mDneoEEDjB8/Hn/88QfnLW/fDX6KFBYWom7dulJXcEtLS1FeXl7rSWZ69OiBiooKVFRUoE6dOmLPx+PxWA/UzZs3w9HRkZORQZOMjAxkZGSgtLRU5Lik/AnSqKqqwsmTJxEZGYn09HSJbV2+fJnzs9JWjGk4Nb4Vx4iqkNc/gUCAEydOoFu3bsyxyspK6Orq4uTJk9/kBK2oYVxZWYmEhASkp6ejrKxM7Py3uBfz48ePnFdGasOZERsbq9D10mq014SGXAO+hPTLgsfjca/ty5KSkhL4+Pgwcrbmu8jj8fDvv//WyrN85zs1IYTA29sbo0aNgpaWFtW2X79+jYsXL7Le4kDzM6XpNB4eHrXyHP+XHVqKLq7cuHFDph4aGBio6kdWmtpwINVWFANt2OgimzZtwqFDhzBjxgzY2tpCU1MTmZmZiIiIwP79+zF+/Hi4ublxeo7vBj8lbt++jWnTpiEgIECqUhcbG4spU6YgICAARkZGtfZsbLyZbDyYubm5SElJQevWrRVSxsPCwlhfC7AzQN6/f48lS5YgISEBwJcBVR1FvHubN29mfpPOnTtLFForVqxg1ZYqoKH80zIgVL1HUVmU7Z8sgz8kJOSbTyojzzB++vQp5s2bhw8fPoiNEUD6OFHFmK1OXl4erl27JlWxYVs1RBlnxvLly1k/Z20qxgBduaYKuCiky5cvx7lz52Bvby+1YsDEiROpPzMb/pcVbSG7d+9mfa0iY4wLilY1UUQvou1AqqyshJ6eHk6dOgVdXV3W97GhtvYUCwkLC8OKFSugoaGBtm3bSqzMJK9i0HfoIm/x4Z9//sHWrVvx008/SZWPwozuklD1vEbLgfRfkLWS4Lqw0qtXL0ydOhUzZswQO7d37174+/vj7t27nJ7xe5Z+Shw5cgSDBg2SuYJjbGwMOzs7BAUF1arBP2/ePE73FxcXw93dHefPn2eO9ejRA1u3bmWVkbJ6KJY8/xKPx2NlPLi7uyMjIwMeHh7o1KkTpyQpZ8+exbx586gqQDSEGg3ln7YBMWzYMIlhRcOGDUNxcTGCgoKwb98+kT2KimYXVeR5aPRv4sSJEh1i48aNEzmuSCQMLbgaxmvWrEHjxo0RGBgo1ZklCVWMWSG0yoSycWZIeq7Q0FA0atQI7dq1Y9W32oSmXKNNTYVU0X2FUVFRWLZsGcaPH6/wZ6tShnDtF1esra0Vul5aRMbu3buhoaEBDQ0NVu91bRj8zs7OCskRRX63v/76S64DSVG+1voXbWfNnj17YGtrCw8PD2rO9wkTJkBdXR3+/v5ix7W0tDB58mSVlh+k6YRWpXNM1uKDrEjKI0eOYPz48UpvsVLlvMbGgcSGry1rVYWyukh1hAtNktDV1UVlZSXn5/xu8FPi/v37WLNmjdzr+vfvj9WrV0s9r0rFhhCC5ORk5OXloVmzZujYsSOrgerr64uIiAiMGDECenp6eP/+PY4dO4ZVq1bhn3/+kXt/vXr1oK6ujv79+8Pe3p5KSbBHjx5h8+bNGDBgAOe2ysrKYGBgwLkdIbSEGg3ln7YBsWnTJrnHP3z4IHKOEIJGjRrBxsaG+oo51/7R2AupqjFLwzB+9eoVduzYwTqUXIgqxqwQWmVClXVm6OvrIyEhAZWVlbC3t4ednZ3SzzFhwgTW17Jx9NGUa0IyMjJw4MAB3L9/H7m5uWjevDkMDQ0xceJEtGnThnU7XBVSNTU1pcumqVKGcO0X1/GfmpqKRo0awdLSklOG5jZt2iArKwuGhoZwcHCAlZUV6tevr3R7tGjQoAH69++PwYMHK/S+yYOLA+lbg7az5uPHj1izZg3VSLuUlBSJMjYlJQWJiYkIDw+HqampWHJjWg4tmk5oVTjHuC4+5ObmKvxdVYfmvFYTWg4krrL2W43OU1YXqY6trS0zhmoSHh6O/v37c37O7wY/JfLy8ljVpmzevDny8vKknleVYnP48GH4+PggOzubSWjRqlUrzJ49G2PHjpV5b2RkJGbMmIEFCxYwxwwMDDBv3jwUFRXJLWFz+/ZtXLp0CeHh4XBxccEPP/wAe3t72Nvbo3Pnzkr1p02bNpzKlFXHwcEBV69ehYmJCZX2uAo1ITSUf1UYEPKomZBo7dq1CA8Px9mzZ/Ho0SPY2dnBwcEB7du35/xZXPtHw+BX1ZilYRh36NBBqXryqhizQt6/fw83NzfOyoiyzoxjx44hLS0N4eHhOHfuHLZv3w59fX3Y29tj0KBBChldsbGxaNSoEYyMjKjUkKcp14AvCVvHjx+P8vJymJqaQiAQICsrC8eOHUNwcDAOHTqE3377jVVbXBXSMWPG4PTp0zAzM1P4XlXKEK794jr+Z86cifPnz+PChQswMTGBvb09+vfvj0aNGinUTkxMDOLj43Hu3DmsW7cO7u7usLa2hr29PczMzKi8n4oSGRmJc+fOMWNN6IywtbXlVGkE4OZAElJ91biqqgoAmLKo1VF1nhPazpqePXvi5cuX1HQaAEzyT2nH3717h/v374udp+XQoumEVoVzjOvig6WlJe7du6f0b0ZzXqsJLQcSV1n7rUbnKauLVMfIyAjbt2+Hs7MzbGxs0KpVK2RlZeHy5ct49+4dFi5cKFLxQhmd9/sefkr07dsXixYtkpskIiwsDNu2bWPqmtfkxIkTCA8PR1xcHNq3b09FsTl+/DhWr14NOzs7DB48mEkGcf78eZw/fx5r166Fk5OT1Pv19PTE8g4UFRXBwMAAZ8+eZa0wAl9KmFy4cAHnz5/H/fv38dtvv8He3h4ODg5ihqIsIiMj4e/vj71796J58+as7xNSfeCUlpYywrFPnz4SFRFFBpeBgQG8vb05T7YDBw6Eq6urSAb5r9FGdbjsU/r06RPCw8MRHh6OJ0+eQEdHBw4ODhg0aJDSKz+0+6cMqhizwBePvbe3t0SPL1tiY2OxYcMGeHp6Kp1ok9aYFUKrTOjw4cMxffp0DB48mFM7r169wrlz53DhwgWkpqaid+/ecHZ2ZlW7fvHixbh69So0NDRga2sLe3t7Ttu1uMq1mkydOhW5ubnw9/dHs2bNmON5eXmYMmUKWrRowSpKC/jS144dOyrkJKtesq6qqgqHDx9G69atYWJiIiZn2dTyVoUMUaZf1aE1/h89eoSzZ8/iwoULKCwshLm5OYYMGQJzc3OFjYfKykrcuHED4eHhuHLlCurWrQtbW1s4OTmpNOxaFv/++y/Cw8Nx/vx5ZGZmwszMDPb29rC2tlbK2Nq9ezfevn2Lv//+W+lnqpnUMi0tDVpaWiIrdLISW9IsEyZ01kRGRqK0tFRhZ031Z/nw4QOWLFmC8ePHw9TUVGKUIQ35wobt27fj/PnzSEtL4+TQ+vz5M+OEvn37NmcnNNfvuyY9evRQePGhelnXvLw8rFmzBra2tlL1UEVyS3CZ12oyffp0mJmZcc6xwlXWjh49GgkJCYwOQjOKgQs0dJHaKD373eCnxOLFi/H27VscO3ZMatm7iooKjBkzBu3bt8fWrVtltkdTsRk0aBDMzMywcuVKsXMbNmzA9evXZWaMl5XYLDg4WOkEN+np6Thw4ACCgoJgaWkpd19VzQy3z549Q0FBAbS1tcUmNB6Phz179khtS5WDi6tQE0JD+adpQCibAE4S7969Y97v5ORkTJw4EUuXLlX4mWgbSHFxcRIT/cXFxaFVq1b49ddfpd5L2xhR1jCuWa/406dPyM/PR+vWrSWOkzNnzrBuW9ExKwlaZUJpODOqU1paip07d+LAgQOwsrJi3beSkhJcvXoV586dw/Xr19GqVSsMHjwYDg4OrMK9acq1mvTo0QN///23RIfY5cuXsWTJEjx48EDq/VwVUlXKWS4yRBWKNq3xTwjBnTt3EB4ejosXL4IQglmzZmHq1Kms26iOsu+1Krl37x5CQ0MRGhoKa2tr7Nq1i9V9tB1I1amoqICenp5COo0qyoQp66yp+SzCOVra8yky1rS1tXH8+HERHVDIkydP4OTkJLc9mg4tmk5oWs4xZRYfpP1mAMSOK2vkKTv+aTmQaMva6lEML1++pBbFwAUaukhtVLP4bvBT4sWLF3BycoKRkRGWL18u5nFMSkqCh4cH4uLicOrUKXTp0oV121yNo65du2Lv3r3o06eP2LmbN29i1qxZMutDCgQCTJgwQUSQVlVVYevWrWL7QNlMsgUFBbh48SLCw8Nx9+5d/Pzzz5gxYwZGjhwp8z5nZ2eZ52sSFBQk9RztwUVLqNFQ/lVlQDg5OaG0tBTu7u5S9ymxzVdQXFyMy5cvM0aSg4MDNm/ezOpeVRpIsqoQ8Hg8mJubY/bs2ejevbvMdmg4NJQ1jGnWKxai7JgV0qNHD5FnKi8vV6pMKG1nhlDZO3/+PK5cuQI1NTXY2trC0dFRonIrj/z8fERGRuL8+fOIjY1F+/btMX36dJmRXzTlWk169uyJtWvXSlx5OH/+PFatWoX4+Hip99eGQqosXGSIqvtFY/zfv38fISEhCAkJgY2NDWujWEhSUhLzDCkpKcwKX79+/RRqhzbVnRkVFRWYNWsWpk+fzupeVTqQlFnEUHWZMEWMNVU+i6RFHyEJCQkYN26c2JwpDdoOLRpOaCFcnGPKLD6oqqwrjXmNlgNJlbKWZhSDoqhyYUVVfN/DTwk+nw9PT0+4ubnBwcEBrVu3xo8//ggej4cPHz4gIyMDjRo1wvbt2xUy9gFAS0sLP//8M3766Se8fv0aWVlZCt//4MEDiQb/w4cPWdWcPXjwoMTjBw4cEPlbmsEvaRVs0KBBWLx4MevJVRFFVx60w4BGjhwpJrz279+P/fv3KyTUau63bteundRz0qDRhiS47lMqKyvDtWvXcO7cOURHR6Nx48YYOHAgDh8+rFCtdFX1DwA8PDwk7qHeuHEjioqKkJCQAFdXV1y6dElmO8qOWUmG8YwZMxQyjKUlVlQUGmNWyJQpU6jsqdPV1aXSTlxcHM6dO4eIiAiUlZXB2toaW7duhZmZmdIRBwDQtGlTODk5oW/fvjhw4AAOHjyIK1euyFSuacq1mvTp0wc7duyAtrY2OnbsyBx/8+YNdu7cKXFOqI40uf+1oCVDVN0vZcf/s2fPGAX206dPMDMzw5YtW1jve01NTWVWvxITE6Gvr48JEyZg4MCBaNWqFZcucSIhIYHpV0FBASwsLLBu3Tr069dPodXd58+fq/ApFd/3O2LECJU8R01njYmJidxIL9rP8unTJ3z8+JH5+/Xr12Kh7qWlpQgODmZVrUkIj8eDiYkJM5+FhIQwie4UQZIT2tLSUuF2AOW+b0B88SE9PR1WVlasFx+47PmWBM15zcPDg8pcq0pZ27lzZ/zxxx9wcXFhHDX169evFYOfhi6Sm5uLpk2bok6dOqy2B3GNYv2+wk+ZzMxMHD9+HPHx8cjIyADwJUGIsbExnJycoKmpyaodaYqNnZ2dQooNAPj4+MDHxwdTp05lJn5hSJSfnx/mzJkDFxcXhfvKFuE+1wYNGsDW1hZ2dnYK1X5XhLKyMoXDw1JTU1FYWAg+n8+04efnh6SkJPTp04fVRKoqT+23hLL7lIThcpcvXwaPx4ONjQ3s7e3Ru3dvqgnKvjY0xqyXl5dCk4gy20aKi4vx8eNHtGvXTupn1eaYrW0sLCyQk5MDc3Nz2NnZwcrKSsyZogzZ2dmIiIhgwkw7d+4MOzs72Nvbc3YwKiPXgC/hj+PHj0d6ejp+++03aGpqIisrCy9fvsSPP/6IQ4cOKZWHQRmePHmCgoICJrdJXl4e/v77b0bOzpkzR6o8+F+QIcqO/+TkZMbYePfuHXr27Al7e3sMGDBAJO+CPIT7WwUCAezs7GBnZ1drv600PD09cf78eaSnp6NPnz4YPHgwbGxs0Lhx46/6XJKgsU0xMzMT6enp4PF4aNOmDWt9D5DsrLG3t6fmrLl37x5ev34NQ0NDmVvThOzevRu7d++WOR8RQqCmpobVq1fj999/l9umJIeWnZ0drK2tWSWEk+aEtre3V/g3o/F904zOKiwsRFlZmUhY+pkzZ5CUlAQTExP07t1bZtuqmte+VWhH530Nqm+VYbM9iGsE3XeD/xtDFYoNIQSbN2/GoUOHRGo5qqmpwdnZGcuWLaP1+BIRCARo1KgRDAwM5CZDYRuCHRYWhoKCAkbgvnz5EnPnzkVKSgoMDQ2xY8cO1kJ7ypQpEAgETMjlhg0bcPToUXTp0gUvX77E8uXLMW7cOFZt1QbKKv9c21B2n5Lw97e2tma1X49WqcXaqmH+LRsjfn5+KC4uZhwD8fHxcHFxQWFhIX7++Wf4+fmJREgIUcWYlUVKSgrevXsHHR0dTl5sNs4M4baNunXryp1gZW0vAL4oacKw8tu3b6Nt27YYPHgw7O3tFUpmKoSmXBPy+fNnBAcH4969e8jPz0ezZs1gaGiIESNGKJQ4i6tCOm7cOJiYmDDv4rJly3D58mWYmpri+vXrmDZtmtTyV6qUIVz7xXX8V+/boEGD0Lp1a5nXSzNsBAIBGjZsyMq5VFshpsK+9evXj1UVI0Uq23BxINHmxIkTCAgIwJs3b0SOt2/fHqNHj8bEiRMZWVNVVSX2XLSdNYsXL0a9evWY7VpHjx7FX3/9BeBLtvu9e/fKTSqclpaGlJQUEEIwceJErFq1Smyrat26ddGhQweZvy0thxZNJ/S36BxzcXFB69atmd9J6HBp1qwZCgoKsHXrVpmLLTTnNTYo6kACuMtaQHIUgzDZIpfoPNqw0UVCQ0MZ2RgaGiq3TUW3BNXku8GvYggh8Pb2xqhRo1iFzqtSscnJycGjR4+Ql5eHZs2aoVu3bqwmYa6oYo+qg4MDRo8ezRjizs7OyM7OxpgxYxAUFISePXtiw4YNrD7PxMQEGzZsgJWVFSoqKmBiYoI5c+Zg0qRJ8PX1ZcpBsYWGUAPoKP80DQgHBwel9ilV33fJ4/FkllNRdA8X1/5VTwIlD2nbVWrToaGoYTxw4EBMnTqVqcIxcuRI1KtXDzNmzMCePXvQtm1b7NixQ+w+Ve4r37RpEyorK5kkopcuXcLChQtRUVGBZs2awc/Pj1WyJGWdGTSjKLp37w51dXVYW1vDzs5Obm4Heb8ZTblGG64Kaa9evbBlyxZYWFigpKQEvXv3xp9//omRI0fi8OHDOHjwICIjIyXeq0oZQkPR5jL+a/ZNGvK2g6kidwdXambBl4WsbPiS4OJAokVVVRUWL16MCxcuoEOHDrC0tGQMxw8fPiAmJgavX7+Gqakp9u3bh5KSEixcuBD79u0TaYe2s6Zfv35YunQp895aWlrCzMwMbm5uWLNmDdLS0nD48GGZbRgbGyMgIAC6urqwsrLCnj17mChIRaDp0KLlhK5N5xjbxQczMzOsXr0a/fv3ByEEpqamcHJywsKFC7Fx40bEx8cjODhY6v2qjA6k4UACuMvabzWKQVldREhFRQVevHiBH3/8UaWJB78dd8h/lKqqKnh7e8PS0pKVwQ98WZE5c+YMzp49S1WxadGiBZW9LRMmTIC6ujr8/f3FjmtpaWHy5MkiCrsq9qimpqYyq8zZ2dm4d+8efH19YW5ujpYtW7JO3gR8+b6FxmtCQgIKCwsZoWNoaAhfX1+Fnm3JkiVShdr+/fvlCjUhfn5+GD16NPP3unXrULduXaxYsQJBQUHw9PSUq/zTaEOIsnuWFFHiFIVr/xR5T2QlpFTFmKVhGKenpzPlwTIyMvD06VMcOnQIPXv2RGVlJdasWSPxPlXuK7906RLmz5/P/O3p6QkLCwssWLAAW7ZswY4dO1iVijt58qRIoqeNGzeic+fOjDPD09NTojNj3rx5VPoBfNnDWlpayvz28pD329OUazXJyspCaWmp2HG2+28fP36M1atXA/hifB45cgQzZ85kFFI/Pz+Zcq2kpIQJ271//z6zOgN8yYGTnp4u9V5VyhCu/QK4jX9ae1xp5e6gibTa7TR49eoVZsyYAeDLuxUZGSnmQJJm8BcUFMDb2xv9+vWT6oC/c+cOoqOjMXfuXKlbEI4ePYpLly7Bw8MDw4cPF5sfly1bhrCwMLi7u8PDwwP3799ntnpWZ9iwYVTrhmdnZzOGdWJiIj58+IAJEyagUaNGGD58OBYsWCC3jeLiYkZepKWlSZQdbKk+PqQhz6ElLHdaUlKi9HMIof19A9wXH/Ly8pgFuCdPniAnJ4fJI2BlZYWTJ0/K/Hya81pN7t27J5J0dN++fXBycmIcSLt372Zl8HOVtRkZGVBXV8fNmzdx69YtmZ9FI4qBLcrqIkLq1KmDUaNGYd++fXLz6nDhu8FfCygSRKEqxSYvLw/Xrl1Denq6mODm8XgKecJTUlIkZmhPSUlBYmIiwsPDYWpqCj8/PwBfHAGrV6+mUjpLSJ06dVBeXg4AuHv3LtTV1ZmJW0tLi3V9XAD44Ycf8PDhQxgZGeHSpUvo3LkzM1nm5eUpXCOYhgIJ0FH+aRoQyiqUcXFxsLCwUEk0Cdf+0UgCpaoxS8Mw1tDQQGFhIQDg9u3baNiwIbOfuEmTJigoKJB4nyrGrJBPnz4xRua7d++QnJyMv//+G126dFFoi5GyzgxZJaYUhfYqKU25BnyJ6lq/fj2TEb06imZF5qqQ/vLLL7h27RqMjY1x9uxZ6OrqMhEPWVlZMvd1q1KGcO0X1/HP4/Ggo6OjcF3ymlhbW8Pb21uhTPaqZvny5Zg9ezZ++eUX6m1zcSAFBgbi8uXLWLRokdRrDAwMsGrVKjRr1kxqjqPg4GBMnDhRZp6fYcOGITExEX5+ftDW1sapU6fErqHtrGnevDlSU1PRs2dPXL9+HVpaWswWo8rKSlRVVclto0OHDti3bx8TkSKMVpDGsGHDJB6n5dCi6YRWhXOM6+KDpqYmXr16hZ49eyImJgY//fQTM26Ki4vlhqvTnNdqQsOBBHCXtXPmzKHuqKGBsrqIkDp16uDnn39GXl6eSp/zu8H/jaEKxebGjRuYP38+ioqKUL9+fTFjXVGDX5rXXnj83bt3uH//PnM8NjaWc/b0mggEAhw5cgQ//PADgoKC0Lt3byZsKi0tTaF9ro6Ojti5cyciIiLw7NkzLF++nDmXkJCgsNHDVagJoaH80zYghJSUlCA/Px9NmzaV6xBZvnw5jh8/rhJlnVb/SktL8ffff2PIkCEKT5iqMkZoGMbdunXDvn37UKdOHfj5+cHc3JwJh3z37p3U+uCqGLNCmjRpwmQtv3nzJpo1a8ZEKtSrV4/1SpKyzgyau9h69eoFLS0tiQ5QZaAp14Ave6Lj4uIwc+ZMdOrUidNzclVIJ02aBHd3d5w6dQp5eXnYsmULcy42NlZmuLAqZQjXfnEd/xMmTKCiqKempqKsrIxTG7QJDQ3FmDFjVGLwc3EgXbx4EePHj5cZal2vXj2MHTsWoaGhUg3+169fs5LDffv2hb+/P44dOyYxBJm2s8bc3Bxbt27F8+fPERoaiqFDhzLnEhMT8fPPP8ttw83NDStWrEB0dDR4PB68vb2lXsvj8aQa/LQcWjSd0KpwjnFdfBg4cCD+/vtv3Lp1C9euXcO0adOYc//++y9jUEpDlbuzaTiQAO6yVpVRDFxQVhepzqxZs+Dj4wMDAwOpehlXvhv8KqZOnTqYO3eu3H1LQlSh2GzevBldu3aFh4cH9XJ0kmjXrp3M/So0WLhwIWbNmoUhQ4agUaNGInuxL1++jK5du7Jua8aMGWjdujUeP36MsWPHinjr8/LymP3PbOEq1ITQUP5pGxBRUVHYvXs3nj17xqwQamtrY/78+VK3i6hyIqLVPw0NDQQHByu1v15VxggNw3jZsmWYOXMmZs2ahbZt22LhwoXMuQsXLihc8YMGPXv2xK5du5CVlQU/Pz/Y2Ngw516/fs06eZKyzgyaWFtbU11VoSnXgC9OMHd3d6nKuCJwVUgdHR3Rvn17PH78GDo6OiKh1M2bN8eECROk3qtKGcK1X1zH//c0SsrBxYH09u1b6OjoyP0MbW1tmaG4devWRXFxsdx2SkpK0LhxY6n7jWk7a5YtW8ZkMbewsBAxlC5duoS+ffvKbcPU1BQxMTH4/PkzDA0NERAQwCq3Sk1oObRoOqFV4RzjuviwePFiNGrUCE+ePMGUKVMwc+ZM5tzTp08xaNAgqs+rCDQcSAB3WavKKAYu0NBFIiIikJOTAxsbG/D5fLEKHzSSI383+FUMj8dTKDmGKib/9+/fw83NjZqxHxcXBz09PVZlVFSFoaEhoqKi8ObNG7Rr1w5NmzZlzjk6OirscBg2bJhEpXjt2rUKPxtXoSaEhvJP04C4fPky5s2bh+7du8PNzQ2ampr49OkTIiIi4OLigl27dokYb7UBzf716NEDDx8+VLhkoqoUdhqGcefOnXHlyhXk5OSIGSTLli1jnVeEJitWrMCSJUuwdetW6Orqijghzpw5wzrzMhdnRmFhIevoD1mJ9mj/9rTlWtOmTak5omgopEZGRsxe3Op8zZUbrv36brB/Hbg4kOrUqcPK4CsvL5cZQqynp4eQkBD069dPZjshISFKGcvK0qRJE6nbjY4ePapQW40aNcLGjRshEAjEEvWy4f/K+OC6+KCuri7VVpAVXVEdWvNaTWg4kID/rqylsbDy+fNndOzYUeRv2nzP0q8isrOz4e/vj8ePHyM9PR27d+/Gb7/9hsDAQHTv3h36+voS7xMIBDhx4gRVD5Zw1VoYVs4VbW1thIaGMuFQYWFhsLS0lFpiRSAQoF27dqyyadZWuSBpVE9UUx1FhGNFRQV8fX3x5MkT6OjowMXFhQmlnTNnDgwNDTFlyhRWbRUWFkpU/mNiYtCuXTsRAaHKNoAvTpHOnTtj69atYudcXV3x6tUrhIWFiZ0TCASYMGECKwNVVmI8adDq38OHD+Hq6ooxY8bAwsICrVq1ElP2JL0HqhizwJe9YEuWLMHjx4+hq6uLHTt2MF7fUaNGgc/nK+WQYsPXGrOFhYWoV6+eQiUVJTkzXrx4AS0tLYkZb9nUu62OrD3uqvrtaXH48GFERUXB19f3mylZVFpaivfv30uUs7IydKtShnCB6zsgEAiwePFi1o5gaVFIAoEADRo0YPVu11ZCK4FAAENDQ1aGIo0VLLaMHDkSvXr1EklEJonNmzcjNjZWanb0a9euYcaMGRgxYgTmzZsn9n5mZGRg165dCAkJwb59+6QaRt+6HOECrb7R/I5U8X3fu3cPs2bNQmFhIbP4IFxwmDdvHurUqYOdO3dS+7ya0JzXvlW+9XGiqC5S23wbGsB/jKdPn2LSpElo0qQJjIyMEBsby3iTMzIycODAAZlhYufOnWM1GbNVbNasWYMlS5agTZs2MDExUVjxW79+PXR0dKCjo4POnTuLeNkqKyuxfPlynDp1SmZN1Y4dO1J/4auqqnDnzh0kJyeLeesVUfoIIfDx8cHx48fx6dMnidcoIhxpeGqFNG7cWOLKgCLVFmi0AXxZVXZ1dZV4bujQoTLzQLBN3KOMsk6rf8KEO3///bdEpwYg/T2gPWYBoE2bNlK/Nz8/P9ZGcX5+PiIjIyWOE0B67WtVjFl5yNp3Kw1JK9jyykfNmjWL2raj169fyy0TJUSaQVsdrnJt/fr1In8nJSWhf//+MDIyEnGICVGk9jkXysrKsGbNGpw5cwaVlZUSr5ElZ1UpQ7jCdfx7enqyWr2Sl2TRzs4OP/zwg9x2apPi4mKxuvM0UcaB5ODggO3bt8Pc3Fxqlv67d+/i6NGjMhP7mZubY+nSpdi2bRvOnDkDPp/P5F1JS0vDy5cvUVVVhaVLl8pdBZ04cSJVZ01cXByOHz+ON2/eSPxu5FUVcXBwwLZt29ClSxc4ODjIfSZZTt+7d+/KTKJYHVnb6lxdXak5oWl/3zSis8LCwmT+ZtVzY0mC5rz2raKqKAYaKKOL1CbfDX4VsHHjRujr68PHxwc8Hg+nT59mznXv3h0XLlyQeT8NxaZHjx4iwqy8vBwzZsxAnTp1xASmPIFWXFyMoKAgJCYmgsfjgcfj4fDhw7CwsICenh4rRWXOnDlUvXKfPn2Cs7Mz3rx5I1KXuXqf2Sp9Bw4cwIEDBzBt2jRs374dLi4uUFNTQ3h4OMrLyzFr1ixqz60oNJwatBwjzZo1Q3JyMszMzMTOJScny3T4qNIrS6t/Hh4eSmeArW1jhK1h/ObNG4wePRplZWUoLi5Gy5YtkZeXx5T2a9y4sVSDj/aYrc7bt28REhIiVbFhWwpTWWeGpaUltb5VT/IpDbYZ8WnItZpJVYX3xsfHi13L4/EUMvi5KKTe3t64efMmNm3aBFdXV6xatQoNGzbEmTNn8O7dO/z5558yP1uVMoSros11/Ht5eUFbW5tVG7L4/fffv7nVrzVr1qjkmbg4kMaNG4crV65g6tSpsLGxgZmZGdq2bQsej4e0tDTcuHEDly5dgqGhIcaOHSvzOaZMmYLevXsjKCgI8fHxSExMBPCl+s+QIUMwfvx4Vr8tTWfN9evXMXPmTJiYmODJkycwNzdHSUkJ7t+/jx9++EHitpqaVN+2qWxJXiG0HFo0ndCqcI5xWXw4ffo0/vzzTwwfPhwPHjzAyJEjUVVVhatXr6Jp06Yi++alQXNeqwlXB5IQrrK2evk7edRmFIOyuoiQ7du3IycnR2LU5qpVq9CqVSvW1RCk8d3gVwGPHz+Gl5cX6tatKzYRtWzZkknEJQ0ais2UKVOola8QlhIpLy/Hixcv4OjoiHfv3mHDhg348OEDeDwe9u7di4EDB6JPnz614lXbtGkTmjdvjpiYGFhYWODEiRPQ1NTEmTNnEBYWhn379rFu69SpU5g3bx7GjRuH7du3w8bGBrq6upg9ezZcXFzw7t07hZ+Pq1AD6Cj/NB0jgwcPhqenJ+rXrw9bW1s0bdoUBQUFiIiIwI4dO/D777+zaocmNPsnq7SSPFRljHA1jDdt2oTu3btj586d0NfXx759+yAQCHD+/Hls375dpSGG0nj06BGcnZ3Rtm1bvHnzBnw+HwUFBUhNTcUPP/zAeoWCizODJn/++Sc6d+5MpS0ack1Vtc+5KqQRERGYO3cuBg0aBFdXV3Tr1g16enoYNmwYli1bhqtXryoclUMDGoo21/HfunXrWkmo+1+CiwOpbt268PPzw44dO3Ds2DFERkYycwYhBA0bNsSkSZOwYMECVhGROjo6nEt00nTWeHl5YeLEiXB1dYWuri4WLFgAXV1dpKamYurUqVKjGqpTvT9cy9jRcmjRdEKrwjnGZfEhICAAs2fPxowZM3DixAmMHTsWurq6KCwsxNSpUzlXOeACDQcSQEfWfotRDDR0kXPnzknNZWNoaAhvb2/OBj/Id6jTq1cvEh4eTgghpKKigvD5fPLkyRNCCCFhYWGkb9++Uu/l8/kkISGhVp6TLU+fPiXl5eXM33w+nzx79owQQsiHDx8In88n8+bNI7a2tkRbW1vsflX0qW/fviQyMpJUVlaKte/j40OmTp3Kuq3u3buT2NhYQgghurq65NatW8y56OhoYmpqqtCzhYWFET09PfLnn38SPp9PVqxYQdzc3IixsTGxsbEhXl5erNpZtGgRGTVqFElPT2f6mJqaSvbs2UNsbW3J27dva6UNIaWlpWTu3LmEz+cTgUBA9PT0iEAgYH7/0tJSifep8p2m2T8hubm5JC4ujpw5c4bk5uYSQggpKSkhlZWVEq9XVf8SEhJIt27dyMCBA4lAICBDhw4lVlZWhM/nEwsLC+Ls7Cy3DRMTE3L16lVmnDx48IA5FxgYSEaNGiXxPlX+ZuPHjyfLli0Tk4337t0j/fr1I9euXWPVzsyZM8mMGTNIcXEx005FRQU5c+YMsbS0JI8fP5Z4H82+0f6eaMo1QggJDQ0l2dnZEs/l5OSQ0NBQ1m0NHTqU+Pj4iP1uBQUF5Pfffyf+/v4y7+/WrRuJi4tj/n3z5k3m3I0bN4ixsbHUe1X5PnLtF9dno9W3b1F3UOUzDRgwgJw4cYL53aqP96VLl5JVq1axaqekpITEx8eT8PBwEh4eTuLj40lJSQnn58vLyyMJCQkkLS1N7rW0vycDAwNy69YtUlVVRQQCATPuCCHk3LlzxNbWVqH2Hj9+TKqqqpR6lm/x/VbFe/nx40dia2vL6Ed8Pp/5t/A/Wejr65M7d+4QQgjR0dFh/k0IIZcuXSKWlpYy71flWHNyciKbNm0Sk5EpKSnE1taWhIWFsWrna8taVaGsLlIdPT09kd+8Onfu3CFdu3bl/Jyq21j1fxgzMzPs2bMHOTk5zDEej4eSkhIcPHiw1lcxJkyYgKSkJInnkpOTZWazBb54Qnv06IERI0bA3d0dPB4PGRkZAMBk+Z45cyYiIiJw6dIlsfuHDx9OvWRZQUEBWrZsiTp16qBx48YiURP6+voKJSRq3rw5ioqKAABt27bFv//+y5zLyclBSUmJQs8m9NSuXr0awJekiRs3bsSVK1fQsmVL1p7auLg4TJkyRSSTetu2bTFr1iwMHTqUVcI2Gm0IqVevHry8vHD69Gm4u7tj9uzZ+PPPP3H69Gns2rVLoURrtKDZv6qqKnh6eqJfv34YP348li5dipSUFADA3Llz4ePjQ/35ZfH3339j0KBBOHfuHAgh2LBhA65cuYIjR46Ax+Nh+vTpctsoKytD48aNUadOHTRr1gwfP35kzv322294/vy5xPtUMWaFvHjxAnZ2dsy+XmHkgoGBAebOnYtt27axaufRo0cYPXo0896Vl5dDTU0NDg4OmDRpkthediEbN25USV1wGtCUa8CX7Qbv37+XeC4lJYXVdgQhb9++hYGBAdTU1KCmpsbUHW7cuDGmT5+OoKAgmfdraWkhPz8fAPDzzz/j7t27zLk3b96wfg7acO3Xt8LcuXNrpRSlIhgZGalsZTI9PR0dO3aEmpoaNDQ0mHcLAIYMGYKIiAhW7WhoaMDQ0BCDBw/G4MGDYWhoyGqfOPAlaZ8kebVr1y706dMHo0aNgpWVFebPn0+9DJwsNDQ0UFVVBR6PBy0tLZEoxUaNGrHeTy/E0dERPXv2xLRp07B3717cu3ePKUH3nS9Uj84ihODEiRO4evUqFixYgPbt2yMyMlLm/Y0bN2bekTZt2uDVq1fMucrKShF7QhKqnNeSkpJgbm6OOnXqgMfjMaUof/rpJ8ybN491ss3/iqytibK6SHVatmzJbAeqSWJioswts2z5HtKvApYsWYIxY8bA1tYWvXr1Ao/Hw44dO/Dq1SvweDz88ccftfo8suqXFhYWStzbWZ379+/j5cuXePbsGZ4/fw5CCGbNmoWmTZuia9eu4PF4SExMhEAgkBiWyDXUTRI///wzY7x07twZp0+fhqWlJYAv5dgU2VZgYGCAx48fw8LCAvb29ti9ezcyMzOhrq6OEydOwMTERKFnkyfUPDw8MHnyZLntyFP+2YT30mijJnw+X6FEJNKMShrQ7N/OnTtx6NAhLFu2DCYmJrC1tWXOWVlZ4eTJkwqV2OTKixcvmLwbgGTDWF4iqA4dOiA1NRVGRkbQ0dHBkSNH0KdPH6irq+P48eNo3bq1xPtUMWaF8Hg81K1bFzweD61atUJaWhoMDAwAfNn3ytb4U9aZIZQT32LiH5pyDZBdxig/P18hY0ySQtqrVy8A7BRSY2NjxMfHw8rKCk5OTtiyZQtev36NunXr4vLly7C3t5d6ryplCNd+ceXKlStSx6Ei1KZsYosqFXhJDqQ+ffoAqD0H0pEjR1C/fn2RY1evXoWPjw90dHQwYsQIJCcn4+jRozh69CgmTpwosR3azhqBQIDk5GSYmprCxMQEvr6+aNGiBdTV1bFjxw506dJFofYuXLiA2NhYxMfH4/jx49i+fTs0NDTQrVs39OzZE0ZGRsx3rypoOqFV4RyLi4uDu7u7xMUHQgjWrl2Lf/75R+r9enp6ePHiBfr27QsrKyt4e3uDEAJ1dXXs27dPamUvIaqc1yQ5kITlcxVxIH1tWasqlNVFqmNjYwMvLy9069ZNZKvJo0eP4O3tzarsrTy+G/wqoE2bNggLC8OBAwdw69YttGvXDrm5uXBwcMDkyZNlDjRVKjaSePDggdwkKPXq1YOenh6TjOTw4cMICgpCeXk57t27hxs3bmDVqlXYsGEDevfuDS8vL5H75WV4rQ7bEl/9+vXDzZs3MXjwYLi4uGDOnDlMBYLMzEyp2eQlMXfuXCZiYdasWcjPz8e5c+dQWlqKPn36yE0mVRNaQo2G8k/bgKisrERCQgLS09MlrlgMGzZM7FhAQADr9hVNakezf6GhoVi0aBFGjx4tlnujXbt2UldKVTVmaRjGdnZ2zPMtWLAAU6dOhbGxMZPvQNreTFWMWSGdOnXC+/fv0bt3b+jr68Pf3x9dunRhFBu2qxTKOjN69+5NrXzRwYMH0alTJ9ZtyYOGXIuJicH169eZv/39/ZlyjkJKS0tx584dhfbVclVIFy5cyMg+4RiPiIhAaWkpnJ2dZVb5UKUM4dovruP/6dOnePr0KevrpWUxr5moVxa1VZZPkYS3ipbl4+JAqolAIIC6ujqePHkidlxTUxNTpkzBmDFjmCR2Qp49eya2gBMcHIwGDRrAz8+PMVDV1dURFhYm0+CnycSJE5notEWLFmHWrFlwcXEB8GXu2L17t0LtdezYER07dsSoUaMAAKmpqYiLi0NwcDD27NkDX19fqXKSlkOLphNaFc4xrosPM2fORFpaGgBg/vz5SE1NhYeHB6qqqtC1a1e50Yo057Wa0HIgcZW132p0nrK6SHX++OMP3L9/H6NGjUKnTp3QunVrfPz4EUlJSdDW1sbChQs5P+d3g19FNG3aFPPnz8f8+fMVuo+WYrN3717s3buXuU5SCZKysjJUVlbKzUIricaNG0MgEMDIyAi7d+/GoUOHUFZWhhs3bohdWzPDKyEEYWFh6Nevn9Ie28WLFzP/trCwwNGjR3Hp0iXGSFdk28Svv/6KX3/9FcAX54a7uzunZF9chZoQGso/TcfI06dPMW/ePHz48EHiyiGPx5No8G/evFnitdLaUERZp9m/3NxcqcZbZWUlKioqJJ5TlTFCwzCuHkmir6+Pc+fO4dq1aygtLUXv3r2lTtSqGLNCfv/9d0axWbRoEaZMmcIk62nQoAF27drFqh1lnRk1qzFUVlbC3d0dc+fOVThxWqNGjRRaTZRXlo+GXHvz5o1I4r74+Hix7TZ169bFb7/9JrPkWE24KqRaWloiq1+TJk1iPRZUKUO49ovr+JekI8jqmzRFvWai3srKSuzZswe///47FYNLGSRFFsbHx0NbW5tzqD8XB1JNhg0bJrG05rBhw5gqRfv27cOdO3dEzufk5IjIDEII7ty5g169eonISTMzM4SGhkr9fNrOmupyok2bNggJCcHbt29RUlKCX3/9Ventd8nJyYiLi0NcXBxiY2ORkZGBTp06yUzaRsuhRdMJrQrnGNfFB319fUY3bNq0Kfbs2YOysjJm9VgeNOe1mtByIHGVtd9qdJ6yukh1mjRpguPHjyMsLAx37txBbm4uunTpgokTJ2Lo0KFUtszyiKyYv+8oxeLFizFkyBCYmpoqXPNeIBCIHVNm8o+NjUVsbCwIIfD29oajo6NYCZK6deuiU6dOsLS0ZF1HGviyEmptbY2mTZuisrISurq6CA4OZlVjGgAqKiqgp6en0D3/Szx8+BBpaWkYPHgw8vPzsWzZMsTExDBCzdPTUykv5ePHj5V2atBow8nJCaWlpXB3d0fnzp1Rt25dsWuaNGkitx1V/v5c+jdkyBCYm5vD1dVV7L3eunUrYmNjceLECbH7aI3ZmoSFhSEtLQ2zZ89GUlISpkyZwigUQsNYUolEVaDK3+zz58948OABSktLoa+vj1atWinVzocPH1g5M2qijAwTIhAIWCmOhGVZPtoIHY40MmRLQhGFVBLZ2dlo3LixwsqMqucQRfrFdfynpqaK/F1ZWYkBAwbA19cXv/32m1gbbJV3Lu+1qvhfnvs/fPiAH3/8UeSYhYUF3NzcmHDb58+fY9iwYVi8eLFIjpXY2Fi4uLhINRy9vLwUctbU9vaNP/74A/Hx8cjJyUGXLl2YMP6ePXvKjRClNT+6ubkp5ISWFRGgiu9727ZtyM7OxoYNGxATE4M5c+agSZMmIosPipSU44oqxz8hhIoDCVBc1qoqioEmyuoiqub7Cr8KSE5OxsyZM9GsWTPY2trCwcGBddmKmuGByk6QxsbGMDY2BvBFiDo5OVHbszR8+HDm32pqajh48CA6duzI+n5a5QKr8+rVKyQmJqJFixYwMjJi5cB4//49bty4gYqKCvTr1w+//PILbt++jW3btuHVq1do0aIFxowZgxkzZij0LFw9tdLo2rUrunbtqvT9XNt49eoVduzYwbxXyqKK318Il/5NmjQJf/75J9TV1TFw4EAAXxJDPXz4EEFBQVIVCFpjtibVoyU6deqE8+fPczaMY2JikJiYiJYtW8LGxgZNmzZldZ8qf7NGjRpRcVz8+OOPTMhpbVGz/nplZSUmT56Mv/76SyGZKA1l5Fp19u/fT3XLQU3q1asnV9l78OABrly5goqKCgwYMAAGBgYICwvDli1bkJOTA3V1dYwYMYIZe2xQ5fsIsOuXEK7jv6YBL9xOpKWl9Z8r1afq342tA+nNmzdYtGgRFixYINUpHBMTg507d2Lnzp345ZdfxIx9AOjevTuCgoJgbW2NevXq4ejRo+DxeLCyshK5LjExUab+VbMcl9AAHTVqlEJzCCEEr1+/RkVFBbp06QIej4ePHz/iwIEDePXqFVq2bMkk4FOEiIgIaGhoYPTo0bC2tkaPHj3EtjdI48qVK2J9k+XQkkbNVdKKigqEhYVh3rx5Cs+ztL7v6igbnVVYWIj79++joqICxsbGaNy4MV6+fAlvb28RPdTOzk6p51IFPB4PHTp0oNKWIrJWlVEMNKGhi0RFRSEpKQlaWlqwsbGhkvz0u8GvAoR1s8+dO4cLFy7gxIkTaN26NQYPHgx7e3tmLzwbaEyQJSUlTFZNZZA3ORobG4tNjqqAEIJ//vkHly5dQkVFBQYOHIjp06dj5cqVCA0NZVbROnfujMDAQJme5/j4eEyfPh0lJSVQU1PDtm3bsHnzZixZsgQdO3aEpaUlXr16he3bt0NLS0vEyaEMigg1aXBV/rm20aFDB6nJH78VuPRvxIgRyM/Px65du5jtMHPmzEGDBg3wxx9/YPDgwazaUZVSy9YwLikpwaZNm5hxYmtri+XLl2POnDm4desWc9327dtx7NixWp0oi4uLUVlZyTi+iouLERISwiijQ4cOVbrGrrLODC7UdH4JjTU9PT3WiiNNuVYTOzs76Ovrw9HREYMHD0bDhg3Zd+7/h4tCeuXKFcybNw/NmjVD/fr1ERQUBDc3N2zcuBEWFhbo1KkTXr58iRMnTqBjx44KheJzRVWKtqqN2v/r0HAg+fv7o2HDhjIjwCwsLPDPP//Az88Pa9askXjNggUL4OTkBBMTEzRu3BgZGRlwcHAQc7KFh4fD0NBQ6T6zIS0tDTNnzmSyu3fq1Ak7d+7EtGnTkJGRgRYtWiAnJwfnzp1DYGCgQs8THBzMhPIvWrQIhYWF0NHRgZGREYyMjGBoaCg1uk9VDq1vfZyxWXx4+fIlpk6dik+fPgEAWrVqhZ07d2L27NlQU1PDL7/8glevXsHV1RUNGjQQcySpGloOJFqydsSIESJ/Cw1+S0vLbypiiK0uEhgYiOjoaJFtYcJFg7i4OCYK5qeffsLx48fFcvEoyneDX0V06NABc+fOxdy5c/H8+XOEh4fj/PnzCAwMRLt27eSW6KDJmTNn4Ofnhx49esDJyQkDBw5k7Z0F6E2OXPHz84Onpyesra3RqFEj7NmzBy9evMC1a9ewbNky/Prrr3j58iV8fX3h4+Mjcx++MBuml5cX6tevj40bN8LNzQ12dnYiK7lLlixBUFAQK4OfhlCjofyryoBYvnw5NmzYAD6fr9JVQ3nQ7t+rV69w7NgxpKSkoHXr1ti6dSvq1auHnJwcNGvWDD169GC1VYEmXAxjHx8fhIaGYvTo0WjYsCFOnjyJt2/f4s2bN/Dy8mLGiYeHB3bt2iVxfzRtcnNzsWTJEty8eROEEPTp0webN2/G1KlT8eLFC+Y6f39/HD9+XGoI3LfszFAWmnKtJnv37kVwcDD++usveHh4YODAgXB0dGSSP8qDq0K6b98+DBgwANu2bYOamhr27NmDzZs3Y/LkyViyZAlznYeHB4KDg2vN4P/WFe3vSIaWA+nmzZuswrRHjhwpc39yp06dcPr0aZw6dQoFBQXQ1dUV0xWysrKgra3N5ClRFdu2bUNRURF2796Nhg0bwtvbG9OnT0ebNm0QHByMli1bIjMzEy4uLvD29oa/vz/rtnV1daGrq8t8n4mJiYiLi8OFCxfg7+8PNTU1sYSH/9dhs/jg6ekJTU1N7N+/H40aNcLff/+NuXPnwsDAgCl1XFpaitmzZ2P//v21KodoOZD+q7KWhi4SGRkJHR0dkWNHjx5FbGwsRowYgUmTJiE5ORmrV6/G/v37FSqjKxHynVohNzeXHDt2jPTt25cIBALW91VUVBA+n0+ePHmi9GdXVlaSqKgoMm/ePKKrq0sMDAyIu7s7uX//Pqv7raysSEhIiNzrQkNDibW1tdzrhH16+vQpq88XMmjQILJr1y7m78uXLxOBQECCgoJErgsICCA2NjYy2zI2NiZXr15l/s7IyCB8Pp/cvHlT5LqYmBhiaGgo99levHhBzMzMCJ/PJ3w+n/Tp04fExcURIyMj0rt3b+Lk5ER69epFBAIBuXLlitR29u/fTwQCAZkzZw5ZunQp0dfXJ4sWLSI9e/YkAQEBJCYmhuzfv58YGhqSdevWqawNIfb29iL/9erVi2hraxMLCwuxcw4ODnK/J0K4v9M0+xcXF0f09PSIQCAgffr0ITo6OkQgEJAjR44o9WyEcOtfTk4OmTZtGtHW1iYCgYBMmTKFfPr0iQwZMoR5t/h8PtHX1ycvXryQ2IaNjQ0JCAhg/r579y7h8/kkODhY5Lrjx48TS0tLhfqk6JgVsnr1atKrVy8SGBhITp48SQYPHkyGDh1KBg0aRJ4+fUpKSkpIQkICsbW1JXPmzJHazrZt20i3bt2Ih4cH2bFjBzE1NSUTJkwg5ubm5OLFi+TVq1fk/PnzxMzMjCxdulRiGzk5OSL/ZWZmEj6fT+7cuSN2LicnR6F+KvPb05Rr0sjJySGBgYFk2LBhhM/nE1tbW7J//37y6dMnmffNnDmTDBs2jDx79oy8e/eOzJs3j/Tq1YvMnDmTlJaWEkIIKSkpIVOmTCGjR48Wu9/Q0JBcv36d+Ts7O5vw+Xxy9+5dketu3rxJ9PX1WfeHqwzh2i9VPhuNOb96O8qOWVXA9Zl+//13smDBAlJRUUEIIcTHx4fo6uqSLVu2iFy3YcMGYm9vL7UdXV1dEhcXJ/fzhPNDbaPMO9C3b19y+vRp5u9Xr14RPp9PLl++LHLdhQsXiImJiVLPlZaWRk6fPk3+/PNPMnDgQMLn84mOjg4ZOXIk6zZov99c2+HSVlVVFdm3bx9xcnIiw4cPJ3v37iVVVVVk+fLlRCAQED6fTwQCAbG3tydZWVli9/fp04dEREQwf79//57w+XwSExMjct3Vq1eJsbGxzGehPa8tWrSIWFlZkcuXL5Nbt26RcePGEUtLSzJq1CimL58+fSKOjo5k8uTJUtv5lmUtF2joIiYmJiQ8PFzk2NixY4mpqSkj4wghxM/PjwwcOJDzM39f4VchRUVFuHz5MsLDw3Hr1i3weDyYmZkpVC6GBnXq1EG/fv3Qr18/5OTk4PTp0wgNDcWpU6fw66+/YuTIkRg6dKjUPcEZGRmswvR//vlnprxddaRlV124cKFYmLus7KopKSlMeTvgSxkSQohYKI+enh4+fPgg81nz8vJE+iv8d7NmzUSua9asGaswdlqe2pCQEMyePZvZYzZgwADMnTsXK1euxPjx4wEA5ubmUFdXx+HDhyWu9tFoQ0jNbO3KUDOLtbCe69mzZxEbGytyjk2GbZr9E654+/r64scff0RhYSGWL1+OHTt2YMyYMUr0lhs7duzA48eP4ebmhoYNGyIgIADTpk1DeXk5QkJC0KlTJ7x48QJLly7Frl27JK4+ffjwQWTbkLCma+fOnUWu69Spk8TxCtAbs0KuXbuGRYsW4ffffwfwJfmOo6MjPD09GQ93t27d4OLigq1bt0pt58KFC1i4cCHzjpiYmGDChAnw8PBA//79mX4VFBTA19dXYhvSyhdJe+9UnfiHplyTRvPmzTFhwgRMmDAB//77LzZu3Iht27Zhx44d6Nu3LyZOnIjevXuL3ff48WOsWrWKSby1dOlS2NjYYOzYscx7oKGhgfHjx8PNzU3s/sLCQpFwRuG/a+5HbNSoEUpKSqQ+P20ZwrVfNLl48aLI38K+3b17VyyhH6B4Wb5x48aJHf/aZfk8PDzE8tmwKcuXlJSEefPmMaulo0ePxs6dO8WiD/v164eTJ09KbadRo0asyuPm5uYqtQ2GForMvZ8+fRKJ+hL+u2bugB9++EHheufLli1DXFwcPnz4AHV1dXTt2hUDBgxAz549YWBgQGV/sbLQDO1XtC2u0VlZWVkiybSF/66pi7ds2RL5+fkyn4X2vBYXFwdXV1dYW1sDAFq3bg07OzusXLmSiZrU1NTE1KlTZWbX/5ZkLU1o6CKFhYUilWvKysqQkJCAQYMGiUSE6OjoID09nfMzfzf4VcDFixcRHh6OmJgYlJWVoVevXli9ejUGDBggd18pbcWmJi1atMCkSZPQu3dvbNiwAXFxcdiyZQs8PT1hZ2eHZcuWiYVAc50cJRmNiuQxEFJWVob69eszfwv/LankVM066qqGllCjofzTNCDYlBORh7SQ8QMHDogdY/NO0+zfy5cv8ddffzEJmRo3boxly5bBxsZGYlZmSdAcszQM44qKCpExIaymUDOkUF1dHVVVVRLboDVmhWRkZIg4HIQh+zUdie3atROpX1wTGs6Mmol/uFCz3JRQ7rx+/Vri9ZL2GdaWXMvPz8eZM2cQEhKCf//9F127dkX//v1x7do1TJ48GXPmzBELc6apkFZH0e+ftgyh2S+u419a6d4tW7aIHVOkLN+3gCRnuTCBsTL5YGg5kPT09HD+/HlGMZdGeHi4QnJv+fLlUFdXx7p168SOt27dGuPGjZOYBZ6Gs4YQgjp16jB/C/8t6X5FycjIwIgRI2BkZAR9fX1oaGiwvpeWQ4umE5qWc4zG4kP1z+MyfmnOawA9BxJNWVuzHJ9wPiwsLJRYqk+VZflo6CI//vgjkpOTGZlYfUtwdWrqdMry3eBXAfPnz4e+vj4WL16MQYMGKZRogbZiU52CggKcPXsWp06dwrNnzyAQCLBq1Sr0798fMTEx2LNnDxYuXIjAwECR+7hOjjSMRlkoK+T8/f2Z34b8/8kx/Pz8RBwemZmZrNqiJdRoKP+qMiCWL1+O2bNnS4z2SE1Nxe7duyVmsq+ZxZorNPuXk5MjVq5SaOTn5OSwMvhpjllahnH1CVDapFhQUCD1ftpjtrKyUiSBltD5UF1BFf5NZFSKpeHMqJn4hwsjR46UKH+WLFkiVkJK0bJ8tJS3mzdvIjg4GFeuXIGGhgYcHBzg4eHBOCdnzJiBAwcOwMfHR+K+Zq4K6ebNm8VyYNRc4ZX1LgL0ZQhAT9HmOv5rZjFXlpqZx78FgoKCauVzFP39xo4dizlz5qBTp05wcXERkx9VVVXw8fFBREQEvL29WbcbGhoq0eAPDQ0F8MU5NGzYMLEVUVrOmrt37zIrgdIM6zdv3ijcrqR3mS20HFo0ndC0vm8aiw/nzp1jHArSnIXC2vWyoDmvAXQdSLRk7bcUnUdDF7GwsICvry86deoELS0teHt7o169emIRwI8ePcLPP//M+Zm/G/wq4MqVK0oni1KFYnP79m2cOnUKV65cgZqaGuzs7LB27VoRYeno6Igff/xRYgieqiZHZZg4caLYgK/plZVlMAhp27YtHj16JHbs4cOHYteyMfoAekJNXttfq43Q0FCMGTNGosGfk5ODsLAwmbVvVc3XWt2iOWZpGcaS6v3WnBSFRmht8fr1a6Y/0lbCpa2MV4erM4MmNcvyKQstuVYTS0tLpKenw8DAAH/99RcGDRokcXWuZ8+eUh2RXBRSSau5ko7VqVNH4VJhXKGlaHMd//8LiSW/JWg4kKytrTFt2jTs3r0bx44dg4mJCdq2bQvgy8rd7du3kZmZialTpyqUREzau/D8+XMUFxfj4cOHuH//vth5Ws6abdu2iR2TZlgrS0lJCU6dOsWUDBs+fLhMHYmWQ4umE5rW901j8UHSHCLNWVjb0HIg0ZK1tKMYuMJVF5k9ezbu3LnDRIPweDwsX75cZKGwsrISoaGhTKloLvCIMlrEd/6nEAgE6N69O5ycnGBnZyc1Q7+sVdqtW7fin3/+gaampszJ0dXVVe7zpKWlgcfjiU0SaWlpaNq0qdRa9bKy5UqCTRZeWggEAkyYMIHpU1VVFbZu3YqJEyeKhEClpaXh0KFDUj2PAoEADRo0EBFqRUVFYscIISgpKZHYDo02pD3biRMnmNCl6oSHh2P9+vW4ffs2q7a4QLN/ktqS1l5t7HsVCATYtGkTU5+4srISv//+O/7++2/8+uuvzHUvX77EihUrJPZNuJrEFjYVKJQds0IEAoHYdyycehRZCZfWjrRjbN7tsLAw8Hg8sSzaYWFh0NTUZFUKkQuqlGubN2+Go6Oj0lU1hFEAbFA0guFr8l/tV3Xi4uLA4/HEHClxcXFo1aqViDz5X8HZ2Vmh6+VFGMTExMDf3x8PHjxAWVkZgC9b7wwMDDBp0iSZlYm+NSSFx8tCnqNp+/btuHr1Ks6ePcscKy4uhqOjI16/fs3I72bNmuHUqVMqK8f8LVNTJ6qsrISuri5CQkJEsq8nJCRg9OjRtSpHuM5rtGTkf1XW0tJFKisrERsbi7y8PGhra6N9+/Yi5/Py8nDnzh10795dLBpVUb4b/JRwcHDAtm3b0KVLF6l7jYSwSXJFk5cvX0otc6UItCZHgUAAdXV1sTIuAoEAGhoacHR0xPTp0zm/3LUJLaFGQ/mnaUAcOXIER48eBfClzMwvv/witkJYVlaG1NRU2NraSlxhqMmECROgrq4uVhZowoQJ0NLSwuTJk2WG6tHs37fmRKJlGKviubiM2Zp7meVRcw+bEFU4M2T1TVje0cXFBYMHD1bos782ubm5TKlJSfuG/5fhKkO+ZZTdB14Tee+1ubk5Zs+eje7du1N9fmWfSVNTE1OmTMGYMWMUKhtMg8rKSmZVrnnz5hJLqNUm34KzxtHREX369MGiRYuYY76+vtixYwdmz56NqVOnIjk5GfPnz4eJiQk2bNig8meqDlcndHWU/b5VtbhCA67zGm0H0n8NVegiqua7wU+J6vub3dzc5IadsA195qLYZGVl4cyZM0hJSUGbNm1gZWUlllBCGbhOjl5eXqhTpw7mzJkjdry4uBgJCQl48eIF4uPjOT/rd7hx+fJlJiQvNDQUFhYWYkkd69ati19//RWOjo6sJlkrKyvUrVsXkZGRYseLi4uRk5MDU1NT+Pn50etILcJlzNIyjGnzXx6zsbGx4PF4TKh59ePFxcV48OABHj58yGof6+7du6GmpgYXFxex461bt8bQoUMVSnilDMXFxXB3d8f58+eZYz169MDWrVuZyKz/db5lGcLVGSFLUQe+hAtL2gdek5CQENSpUwfDhg0TOR4aGoqioiIkJCTgwYMHuHTpkgK944abmxvU1NTEjEM3NzcUFxfj0aNHKC4uxp07d2rtmWhRUlICHx8fREZGIj09nVkUqY4i0XRf21nTq1cvrF+/XiR304gRI5Cbm4urV68yx44cOYIDBw6IJeeTRm04tBRdOFL2+/7WFgyqQ3Ne+1b52tF5qqC0tBTv379HaWmp2DlJSX8V4bvB/42jrGLz8uVLODs7Iy8vjzlWt25dbNu2TWoW1G+J8vJyJgmGNGh6waV9z9bW1oySZmtry74D/0FkJe2jybt373D//n0xRfV/hW/NGKmtSZHNmP2vI89Ya9myJSZNmoQZM2ZII5cSlAABAABJREFUbYOrXNu+fTv++ecfDBs2DHp6enj//j2OHTsGAwMD/PPPP0r2jA61tcL7NWWIKsd/9X3gNZ1v/xXYVkf51li+fDnOnTsHe3t7dOrUSaIsnDhxIqu2pDlrQkJCGAerPGcNV8NaX18fe/fuZZLSFRUVwcjICMOGDRNx2MTFxWHatGlISEhg1TdaDi2aTuhvxTn2X45cUgX/pei8srIyrFmzBmfOnJGa74FzhAj5DnXc3NzIu3fvJJ5LSUkhbm5u1D7r7du3JDQ0VOz4zJkziZWVFYmLiyMlJSUkMTGRjB07lpibm1P7bGUIDQ0l2dnZEs/l5ORI7Is0+Hw+0dXVlXhcIBCQGTNmkIcPH7Jqa/z48WTixIkSj48cOZLo6emRwYMHs342WsTGxpK4uDiJx5OSkmqtDUIIOXLkCCkoKGB9fW1Bq3+1hbQxqyrkjRN7e3sSHh6uVNtPnjwh7u7uCt/n5eVFfHx8JB4/fvw4KSkpYdVOaGgoCQsLk3j8+vXrcu+nLatTUlJIamqqxOOJiYnkxIkTZPny5TLb4CrXbG1tyY4dO0SOXbp0iQgEAvL582eWPZGMs7MzmTx5ssTjixYtIo8fP5Z5/7Jly8iKFSskHp8/fz7p168f6dWrl9LPl5ubS+7du6fwfVz7pQi1Mf69vLxIenq6xHMZGRnEy8tLpZ8vRNb4ooGssWJqakr8/PxIUVGRyj6/Or169SJBQUG18llskPXd8Pl80rVrV/Lnn39KvX/w4MEkICCA+TsqKorw+Xxy+vRpkeuio6OJiYkJlWcuKioit27dIrt376bSXllZGZV2agtLS0syYMAAicd79+5N+Hw+mTJlitT7S0pKSGRkJPHz8yNnz54lWVlZ1J7Nzc1N4lzv5uZGPD09SUZGBqt2aMrau3fvktjYWInHo6Ojyfbt2yXq9aqAqy7i6elJzM3NydmzZwmfzyeHDx8moaGhZPLkycTa2ppER0dzfsbvBr8K4PP5JCEhQeK5x48fE4FAoPJnMDU1FRPMr169IgKBgHz8+FHlny8NgUBA7bsJDg6WqDiFhISQQ4cOkSVLlhAbGxtlH1WEkpISiUalNGgJNRpODVqOkW7dupHu3bsTV1dXcvfuXVbPXxOav78Qmo6fbw0ahrEqJ8WIiAjqvxmfzycmJiZk7969nNph48z4FmR1TbjKNV1dXbHf+/Pnz4TP55OXL19yejauCikb0tLSlL5X2fexNvrFBisrK/Ls2TOJ5168eEGsrKxYtaMKOasMssYXDVTtQFKEPn36sFLsuRAXFydRr1AUNoa1l5cX6dWrFzl9+jS5desWcXBwIIaGhiQ/P1/kum3btpHRo0dzfqbS0lKpTipFUNQJTdM5purFB1nOwtTUVDJgwAAiEAiYedTY2Fji3K8MXB1IQr4VWUsbrrrIgAEDyIkTJ0hFRQXh8/kiNsLSpUvJqlWrOD/jd4NfBcia5M6dO0d69+7Nqh0ukzafzxczcsrLywmfzydPnz5l9fmqQNZ3c/PmTWJoaFjLT6QaaAk1Gk4NWo6RvLw8cujQITJ8+HDC5/OJjY0N2bNnj0KTtKzf/+HDhxIFpjxq0/FT29AyjFWFsgYWjZVwQrg7M2jJakK+OPNevXol8dzr16+Js7Mz67a4IKlPQiXiyZMnKv3s2o5eqYmy76M8lOlXZmYmSU1NFftPFrLex4SEBKKjo8Pqs2W1c/XqVWJsbMyqHa6o2uBnAxcHkiJ4eXkRV1dXlX6Gqt5vSRQXF5Np06Yxc02PHj3I+fPnRa4pKSkhpqamVCJGaPVN0XZoOse+5uLDokWLSK9evUhYWBh59eoViY6OJoMHDyaDBg1SyedVh2ZkhjxZq8ooBi5w1UW6devGOIu6detGbt68yZy7ceMGFZmtLj/o/ztsqJ7NnMfjwdXVVWY2czYQGekVKisr5SbLq5k48GvVr4yJicH169eZv/39/aGpqSlyTWlpKe7cuQNtbe3afjwRFK0xK43qSW0kHRfuMZXHiBEjJB4XZvwcN25crbQBAE2bNsW4ceMwbtw4PH/+HMHBwQgMDISXlxdMTU0xcuRIZv9qdT59+oSPHz8yf1evxy6ktLQUwcHBSiUVo9U/ZenRowfrsaVoab8rV65IbPvKlStM4p0HDx6wbg8AsrOz0aRJk6+6315aRl/h8c6dO8PJyUluO9KSFgqPS6ocogpZDXxJhlS9tnx1CgsLazWhYfW6x4D02sc8Hg+TJk3i/Hl5eXlISkqCgYEB2rVrxxwvLy9HaWmpWDLPT58+wd/fn5Gzo0ePRteuXTk/B22k9UsaOTk5WL9+PS5evIiKigqRc0RKZY3S0lIUFxcz833NOs7Cay5fvixzz/W5c+dw7tw5AF9+V0n16svKyvDkyRMYGBjI7ct/hdrKB1C/fn3cu3cPo0ePhomJCZo2bSpyntZYU4aXL18yY83Q0JDVfFW/fn3s378f7969Q15eHjp27Cg2jisqKuDr6ytWSux/CVl69qdPn8R+R1l4eHigTp06Eo8L8wq4urqyygUQFRWFpKQkaGpqon///mjUqJHM6+/fv4+FCxcyuXo6deqEVq1awcnJCdnZ2WLJlmlRVlaG/Px8mJiYwMTEhHN77dq1kypr09LSMHnyZLx7906kLOTu3bvFkhPWNsroItXR0tJCfn4+AODnn3/G3bt30adPHwDAmzdvqDzjd4OfEq1bt2aSaSQmJqJjx44ys5lLg6ZxJEmRBYCFCxeiXr16zN+qLhP45s0bxtDl8XiIj48X+Xzgy3fz22+/iZSAkcfr169x8eJFpKeni2W05PF48PDwkHov2xqzgYGBKqkxK0uo/S8gEAiwcuVKTJs2Da6urrh27RquXbuGFi1aYMyYMZgxYwbq168PADh+/Dh2794NHo8HHo+H5cuXi7VHCIGamhpWr15d213hzJQpU1TmTFPGMH706BEeP34s5ug4deoUtm7diry8PNSrVw9jx47F0qVLv5ojUBWwcWbQktWK8ODBA6kK19u3b5GUlAQrKyuR49evX8f27dvx+vVraGpqYtKkSRg/fjyrzzt48KDE4zUzMtMyQu7cuYM//vhDzJjdtGkTbty4IZLALicnB8OHD0dmZiaaNWuGwsJCnD17FsePH//qDt+aSOuXNNzd3REXF4eZM2dKTdxWk/3798Pb2xvAl99j6tSpUq+VleW7vLyccTgRQlBcXCxmfNSrVw9Dhw7FtGnT2HSHCpIcD5Lg8XjYs2ePzGu+ZQfS1q1bAXwxSh4+fCh2XtUG/5kzZ3Djxg1s2bJF5PiyZctE9Ds9PT0EBASwLlsnS09p1KjR/2QSOVU5x6QtPgiP15yTAwMDER0djYCAAOZYZWUlJk+ejLi4OEYP9fLywvHjx8UWyqqTnp4uVn6bz+eDEIKPHz+qzOCPiopSSEbWvFcRp8a2bduQl5eHTZs2QU9PDykpKdiyZQtWr14tUpWmtpGV0Do1NRW7d++WW5nN2NgY8fHxsLKygpOTE7Zs2YLXr1+jbt26uHz5Muzt7Tk/53eDnxI2NjawsbFh/lY2mzkt40hazcevIZwnTpzIZKe1srKCj4+PQnXrJREWFoYVK1ZAQ0MDbdu2FVOs5BkxN2/ehKWlpcixwMBAJCUlidWY9fX1VajG7O+//w4nJycMHjxYrgCrCQ3lXxUGRHUIIbh27RqCg4MRFRWFpk2bYurUqejfvz9iYmJw6NAhJCYmwsvLC8CXd9HY2BiEEEycOBGrVq0SKw9Zt25ddOjQAS1atJD7+arun6LMmzdP5Z8BAPn5+Xjz5g20tLRkrlr9888/KCkpEVEu4uPj8eeff+KHH37A8OHDkZycjAMHDqBLly4SZcXTp09ZPdP79+8V7kdVVRVOnjzJlK+SVH5GWAqyJjScGbRkNQDs3bsXe/fuBfBF5kycOFHsM8vKylBZWYmxY8dKbGP37t1IS0sTeZ9fvHiB2bNno169ejA3N8ebN2+wYcMG/PDDDyLPLonnz58r1RdVEB8fL1YdIiAgAJmZmVi3bh2cnJyQlZWFSZMmYe/evdixY8fXeVBK3L17F+7u7gpVB7CxscFPP/0EQghWrFgBFxcXMSOrbt266NSpk0yHyPDhw5mx7OzsjDVr1qBTp05K9YMmkhwPyvItO5C+9rgLDQ0VWwQKCwvD6dOn0bdvX4wdOxbJycnYtWsXDhw4UKsl4r41ats5Fh8fDx8fH7Hs+5GRkdDR0RE5dvToUcTGxmLEiBGYNGkSkpOTsXr1auzfv1+iPSBEaBdUR9inqqoqzn1QFppOja8VxSCP0NBQjBkzRqIekZOTg7CwMLkG/8KFC5GTkwMAjGMwIiICpaWlcHZ2plKV5bvBrwLk/bCyoGUccXkGVSIt1F1R9uzZA1tbW3h4eChVwun9+/diKwAXL15E27ZtMX/+fABfnCPTpk1TuE5p27ZtsW7dOnh4eGDgwIEYOXKkWIktadBQ/mkbEELevXuH4OBghIWF4ePHj+jTpw+2bt0Ka2trqKt/ESX6+vrQ09MTidT46aefmBXpgwcPQkdHh/XqgiRU1T+aEEKQnJyMvLw8NGvWDB07dmS1kn7t2jXExcVh8eLFIse9vLywd+9eplxL//79sXXrVrFIGQB48uQJZs2aJXLs2LFjUFdXx6FDh5jfws3NDceOHZNo8I8cOZLV8wrDlBXh77//RkBAAIyMjNCrVy+FthbQcGZUp7qcJIQgJycHLVq0YN2nHj16YMqUKSCEwNvbG3Z2dmJ1n4XGWk0Ho5CEhARMmDBB5NihQ4dQVVWFw4cPQyAQgBACFxcXBAYGfpX3WVk+fPggZnRduXIFHTt2ZCJTWrVqhSlTpjAOQkk4ODiw+rzCwkLlH5YCTZs2ZeW0rI5AIGAc4DweDxYWFpwV16CgIE7302TNmjXo1q0blbb+qw4ktjXsJUUOCElMTBRbYT579iyaNm2KXbt2oUGDBrC0tERRUREiIyMVNvhrq6SmNGg6oWvbOZaVlYXbt2+LHX/z5o3YosSFCxegqamJdevWQU1NDV26dEFqaipOnjwp0+AHpEfTeHh4iOhcbKJpaEHTqfG1ohi48PbtWzRv3lzudVpaWtDS0mL+njRpEvWIoO8GvwpYvnw5iouLJU42CxcuROPGjcVqowqhbRx9i2RnZyMwMBAJCQn49OkTtLS00L17d0ycOJH1gP348SPWrFmj9ORSWloqsjerqKgIL168EFuZ+e2335CRkaFQ2zt27EBeXh7OnDmD0NBQjB8/Hu3bt8fIkSMxbNgwmfswaSj/qjIgBgwYgDZt2mDEiBFwdHSUGm7+66+/SlXwhPuZkpOT8ejRI+b379q1q9z64qruHy0OHz4MHx8fZGdnMwZxq1atMHv2bKmrvEKOHDnCbIUQcvXqVXh7e0NHRwcjRoxAcnIyjh49iqNHj0qs65yVlSW2p/L69evo2bOnyG82cOBAqZOrtJBwGpw9exbz5s1TymNNw5lRkxs3bmD37t14+vQpKioqoK6uDl1dXcyZMwd9+/aVee/BgwexZMkStG/fHqGhoZg3bx7atGmjUJ8+ffokpmxGR0ejW7duIoago6Mj1qxZo1DbX5vy8nKR9zk/Px+vX7/G6NGjRa775ZdfkJWVJbUdXV3d/4mtJ1OnTkVQUBBMTU0ZJ6giCN/XgoICvHjxgpGPfD6fVVh8dRITE+Hr6ysiZ7t3744ZM2aIKc3/K9ByIKmKoqIihIaG4t69e4yz19DQEMOHD0fDhg2l3idcZGCDtHGQn58v4mysrKzEvXv3YG5uLqInGRgYiKy2smXYsGES80YNGzYMxcXFCAoKwr59+3Dnzh2R8zXltTQyMzNlnleVE/prOscKCwtFjLyysjIkJCRg0KBBIt+1jo4O0tPTZbYl3MNeM4+MtOO1BU2nxrcUxUA7F9DixYsxZMgQpecONnw3+FXArVu3sGzZMonnBgwYILbHSho0jCMhaWlp4PF4YqHAaWlpaNq0aa05FRISEjBt2jRUVVWhT58+6NChA7KysnDo0CEcOnQI/v7+6N69u9x2evbsiZcvXyqdJOSnn37Cs2fP0KtXLwBfEm5VVlYyfwspKipSOCwf+JJIxNnZGc7Oznj+/DlOnToFf39/7Nq1C2ZmZnB0dISVlZVYGBkN5V9VBsSePXtgYWEhNzyzY8eOUifRoqIi/Pnnn7hw4QKqqqqgoaGB0tJS1KlTBwMHDsS6devkft/fsoF0/PhxrFu3DnZ2dhg8eDA0NTWRmZmJ8+fPY926dahbt67MZHTPnj3DH3/8IXIsODgYDRo0gJ+fH7N6qK6ujrCwMIkGf5MmTURWOl+/fo28vDwYGhqKXNe4cWOUlJRIfA5pCWhoUFZWpnTSMBrOjOoEBwdj5cqVMDIywtKlS9GqVStkZWUhMjISM2bMwLp162Tu47969SqmT5+O9u3bIy0tDRkZGQob/BoaGigrK2P+Tk1NxadPn8ScFc2bN0dBQYFCbQPAhAkToK6uLhZOOmHCBGhpaWHy5Mkq2+rVrl07PHz4kJHTN27cAAAxuZ2bmyszOdamTZtU8ny0ef36NZKSktC/f38YGRlJ7JO7u7vU+6uqqrBjxw4EBQWhuLiYOd6gQQOMHz8ef/zxh9xkvcAXeTh37lwmwkn4Xl++fBkjRozA7t270a9fP6X6+DWh5UBSBR8+fICzszNSU1MhEAjQqlUrJCcnIyIiAgcOHMDBgwelbsWStoVJEbS0tJCWlsb8/fjxY5SUlIhFF/J4PKW2WEgbg9WPf/jwQew8W0OzQYMGMiMhVemE/lrOsR9//BHJycmMUX7//n1UVFSIzb8VFRUSo/mq8y1F9VSHplMD+HaiGGjnAkpOTsbMmTPRrFkz2NrawsHBgXoiwu8GvwrIzs6WGtbXvHlzuZ5MITSMIyFWVlYSw7GsrKygoaEBR0dHTJ8+XSwclTZ//fUXOnfujP3794sMzoKCAkyfPh1r165FcHCw3HYWLVqEJUuWQENDA6amphIFgKwwmkGDBsHX1xctW7aElpYWPD090bhxY7Gw23v37nHOQPvDDz/gl19+gaamJnJzc/HmzRvMmzcPP/30E7Zu3Qp9fX3mWhrKP20DorS0FDExMUhJSUFRURFMTEyUDp1at24doqKisG7dOtja2qJx48YoLCxEREQEPDw8sH79ernbUVRtIHHhwIEDcHZ2xsqVK0WOW1tbo2XLlvDz85Np8Ofk5IgYroQQ3LlzB7169RKRKWZmZggNDZXYhra2NoKDg2FtbQ3gy4q6MFS4OsJ8APIoLy/Hv//+i/T0dPB4PLRp0wba2tpyFRBpODg44OrVq0o562g4M6rj7e2NESNGiCX4dHZ2xvLly+Hj4yNzsm7Tpg2uXr2KVq1aAfjijKqudNdEUqLV3377DZGRkczvc+nSJfB4PLHogrS0NJn7G6WRkpIicdtESkoKEhMTER4eDlNTU/j5+YldwzWU3tHREdu2bQMAaGpqYs+ePWjVqhXMzc1Frrt7967CTmwuqGqLQFRUFLO6KKkqA4/Hk2nwb9myBYcOHcKMGTNga2vLOAwjIiKwf/9+lJeXw83NTe5zbNmyBX379oW3t7eIcbd06VLMnj0bW7ZsqRWD38jISCmHuTRoOZBUgXDeCg8PF3mXX79+jVmzZmHTpk3YuXOnxHulRcspgrGxMf755x/07t0bLVq0gL+/P9TU1Jh5QMizZ8+oVi4QJk+eNWuWxHZpGaKqckJ/TeeYhYUFfH190alTJ2hpacHb2xv16tUTy0/06NEj/Pzzzyp5BmnQisyg6dT4lqIYaOYCAoCQkBC8efMG586dw4ULF3DixAm0bt0agwcPhr29PRWn/HeDXwW0adMGjx49kqjQPnr0iJWSDdAxjoTMmTNHold3zpw5TLkQe3t7lZeOevXqFXbu3CkWUdCkSRNMnz4dCxcuZNWO0Lhbs2aN1PAtWVlDp02bhoSEBCxduhQA0LBhQ2zYsEHEcVBaWoqQkBCx1QO2XL9+HcHBwbh69SoaNWqEIUOGYOfOnejUqRPevXuHv/76CytWrBDJLkpD+adpQNAugxIZGQlXV1eMHDmSOda4cWM4OjqitLQUnp6ect9pVRtIXEhJSZG6V7tfv344duyYzPtbtGghsjL14sULfP78Wcyg1dDQYPbz12TOnDkYP348bG1t0apVK9y/fx+mpqYSc1bIiqYpKyuDt7c3jhw5gsLCQub35/F4aNy4MYYOHQpXV1dmxa24uJjVFpvu3btjx44dyMrKQp8+fSQq5gMGDJB4L21nRnZ2Nuzs7CSes7Ozw4ULF2TeP3HiRGzevBn79u0Dj8eTui9WWkk24IssmjlzJtLS0qClpYXIyEjo6uqKja+oqCjo6urK7VNNuJQI5RpKP3bsWCQlJcHb2xsVFRVo27YtPD09xVZpT58+jRkzZsht79WrVwgKCkJsbKyIA8rIyAhOTk6sM7OraosA1xw1oaGhmD9/vsh30apVK/D5fNSvXx/+/v6sDP6UlBS4ubmJzfl16tTB2LFjay1h244dO1jtX/38+TNevHghN/LnW3UgAV8iO9euXSv2ub/++isWLFjAugLNx48fER8fL/J+Gxoayo0cWrBgAZycnNCvXz/UqVMHlZWVmDZtmpgz4fTp01SN58TEROzcuZO1gUgDmk5oLs4xrrkXZs+ejTt37jAh78JE3UIHMvBla0ZoaCgGDhwo8zPY5jgQIm8uoRWZQdOp8a1GMUjSWYuLi/Hx40e0a9eO9VzToUMHzJ07F3PnzsXz588RHh6O8+fPIzAwEO3atRNJVqoM3w1+FWBnZwdfX1/88ssvGDx4MHP8woUL8PX1Fdt/LA0axpEQaZnEqx8vLy9n1RYX2rdvz9SarElBQQFrD5mHhwcnhU2VNWZ37NiB06dPIz09HcbGxti4cSP69+8vMhm1a9cOc+bMEcs2TkP5p2lA0C6DoqGhIVWo//LLL6z2LqnaQOKClpYWHjx4wNRPrc7Dhw/lGqHdu3dHUFAQrK2tUa9ePRw9ehQ8Hk9sckxMTJSqAOrr6yMwMBDHjh1Dfn4+U3WiOllZWVBTU5OaTbysrAxTpkxBfHw8+vTpAysrK2b15sOHD4iKisKhQ4cQGxuL48ePo6CgALNmzUJISIjM/gFgnGxpaWkS3yFphjFAz5khpHv37nj69ClMTU3Fzv37779yDchJkybB0tISr1+/houLC1xdXdGhQwe5n1sdCwsLeHp64tChQ3j27BkGDRokVp40KysLb968wfTp0xVqmw2ySoRyDaVXU1PDmjVr4ObmhqKiIomRQQ0bNkRkZKTcbWWHDx9m5rsuXbowv1laWhpCQkJw6tQpzJ07F7NnzwYA+Pr6SjVCvtUtApWVlVJllq6urlQnX034fD5SUlIknktJScFvv/2m9DMqgpmZGY4fP87kdKmqqsKgQYPg7e0tkoz41atXGDdunNzSXrQdSDSprKyUWAYZkO2gFZKTk4P169cjIiICVVVVIvXh1dTUYG5ujnXr1jFO7MzMTBGH9g8//IDz588jIiIC+fn50NXVRe/evUU+Izs7G0OHDpVbE1wVZGdn49SpU4iNjWXyIrVp0wbGxsYYOnQoq61QqnBCc3GOcc290Lx5c4SGhiI2NhZ5eXnQ1tYW0zcLCwvh6uoqdz5TNMeBvLFGy7im6dT4VvHz80NxcTHzrsTHx8PFxQWFhYX4+eef4efnp3AZboFAgB9//BE///wzvL298e7dO87P+d3gVwFz5szB8+fPsWjRIqxcuRKtW7fGx48fUVJSAnNzc9bJqmgYR4qgSLZsZVmyZAnWrl2LH3/8UcTLfPfuXezevRt//vknq3ak1TtVFFXUmD116hSGDx8OJycnme3/+uuvYqHENJR/mgYE7TIoI0aMwNGjR9G3b1+RyYkQgiNHjrD6Xb+2gSQLR0dH+Pj4oKysDAMHDkSrVq2QnZ2NCxcuwM/PT+7YF67SmJiYoHHjxsjIyICDg4NYzoLw8HCxVf/qGBoayjzfqlUrmfvb/P398e+//yIwMFAsrwUAjB8/HrGxsXBxccHSpUvx9OlT1qsrXPar0nBmVGfRokVYtGgRysrKYGNjg5YtWyI7OxuXLl1CWFgYPD09kZuby1wvabWyffv2aN++PYYPHw5bW1ulwvoGDx4s4hyuSatWraRu4ZBHXFwc9PT0VJY9mw3169cXS0YpRF1dXW5m+5s3b2LdunUYNmwY5s+fL7Y14sOHD9i1axe8vLzw888/Iy4uDsHBwbW66igkIyMDBw4cwP3795Gbm4vmzZvD0NAQEydOlGvU2NraMlssahIeHo7+/fuzeoZVq1Zh0aJFaNCgAWxsbNCkSRMUFBTg0qVLCAgIYFbJVU11o1X499u3byWW4mQDTQcSbQwMDLBnzx4YGxuLRAoWFBTA19dXZvRCQUEBxo8fj/fv32PEiBESHaxhYWEYOXIkwsLCkJmZiZkzZ4pFlDRp0kTmlrGWLVtiypQpHHuqOJcvX8aKFSuQn5+PZs2aMeP38ePHuHHjBvbs2YPVq1czMvvMmTMYMmSISBuqckJzcY7RyL2gpqYmc3ubcE+3PGrmOBCWvvvrr7/QsWNHzs+pLDSdGrSjGGhx8uRJET1k48aN6Ny5M2bMmIE9e/bA09OTdcWQoqIiXL58GeHh4bh16xZ4PB7MzMxgb2/P+Tl5pKZE/g41bt68idu3byMvLw/NmzdHnz59FNq3+vfff+P169fw8fERM45cXFzQsWNHqckBJfH27Vu8efNG4mQrLYSWNg4ODvj48SPy8/PRpEkTtGjRAjk5OSgoKEDTpk1FMtjzeDycOXNGZnt5eXl49OgRkxG3W7duaNasmdznyM7OxsePH5kkb0KeP38OHx8fJCUlQUtLCxMmTBBbXZWHMNP3fwFtbW0cOXIEPXr0YI6Vl5eja9euCAsLE/v+5LFv3z4cPnwY9erVg6WlJbNfLioqCmVlZRg/fjzz3fF4POplSVQNIQSbN2/GoUOHRFZ01NTU4OzszGq8vn//HqdOnUJBQQF0dXUxfPhwkdWHrKws+Pj4YOjQoQqXu3r58iXzbhsaGkpdEbCzs8OQIUMwc+ZMme35+vpix44dMDc3x7Zt2xTOJP61qf7+1pSxNY8BsrcJqYL8/Hxme4Ky+261tbURGhrK9DUsLAyWlpas5KQQZUPp3759i6SkJDEZev36dWzfvh2vX7+GpqYmJk2aJJbJuTqTJ09GkyZNsGvXLpnPOX/+fFy6dAmNGzfGli1bpG6v4dovabx8+RLjx49HeXk5TE1NGfl269Yt1K1bF4cOHZJpQISFhWH79u1o166d2H7id+/eYeHChSLZ3qXN2z169EBFRQUqKioAfHGqVP93dec+j8fDvXv3FOonWwQCAU6cOMHIKWEEQ3BwsIgynpCQgNGjR9f6+KKJ8LevqKhA7969oampyZRjq1u3LoKCgqQmgPv7778RGhqKQ4cOSd2KkJycDGdnZ7Rr1w6vXr1Cp06dmCzhsigpKcGpU6cYuT98+HCqe/gjIyPxxx9/SP3tHj9+jDFjxqBnz56YP3++mOPjwYMH2LVrF+7evYuAgADcu3cPXl5eYu35+vpi37592LNnj0QnNADGCd2nTx/GCR0RESHz+R8/foxFixZh9uzZYs6xPXv2YNu2bdTKStakvLwcpaWlYs6pT58+wd/fn/nNxowZo/Dik7Sxpig0IjNoIRAIqEYx0EJfXx/79u2DsbExMjIyYGFhgUOHDqFnz564fPky1qxZw+QbkcbFixcRHh6OmJgYlJWVoVevXrCzs8OAAQOo5SP5bvB/w9AyjgoLCzFnzhzExsYCkKzM1tbAcHNzUygUX9qWBUII/v77bxw6dEgkgVu9evXg7OyMJUuWyGzX3d0dT58+FVk1S01NxZAhQ1BSUgI+n4/09HTk5uYiMDBQqf3qNKorVIeG8q9oGzUVNuD/TSQhISFi9VXZtMcWZQQ2je+IBjk5OUhISGBWNLp166ZwfW5lOXPmDG7cuCFWDWTZsmUiDjQ9PT0EBARIXAnr1q0b/Pz85L73cXFxmDBhgsK/EyEEMTExIuWrevbsCXNzc6W36rB1ZlQnJCREoc+rmRhy/fr1mDJlCtq2bYv169fLvV9SwrZr164hLi4OixcvFjnu5eWFvXv3Mo6j/v37Y+vWrXIjKdavXw8dHR3o6Oigc+fO0NPTY5xzlZWV0NPTw6lTp1grgTVD6YWrc2lpaXj58iWqqqqkhtIvWbIEaWlpOHz4MNPeixcv4OjoiHr1/j/2zjuqifR9+1cEQResCKKuvRCKvWIBURQUUGmujSaoCHZRwF6xV4ooiiJYYGlKUSwUu2JDcW2LoFKlSe/M+wcn8xLSJskE2e/Pzzl7zjqZPJkhk5nnvp/7vi4ZTJgwAWlpafj8+TPc3d15WmiOHj0ahw4dEiielZCQAHt7e0RHRwtc1RLnvHhha2uLnz9/wtfXly2hUlRUhMWLF6NTp044e/Ysz/fTdX90d3cX6rqWVE8/3QE/XQkkSZGdnU0Grax7/8iRI2Ftbc1XEHnatGmwsrISeMz+/v7Yu3cv5s6di61bt7Ilbo4dO4bY2FhERESQ2yoqKmBmZoYvX76wafAEBwcLrERqXNnEj9jYWGzevJnnd+fg4ICysjJcuHCB5zVJEASsra2RlJSEuro6uLi4cLQ7SioJ/SuTY7t378aDBw/YerMLCwthZGSEvLw8dOjQAaWlpZCSkkJgYCCHJSU/6Aj4eVVmZGZmoqioCG3bthVYmUFnUoMVwzQ+R35VDJJ0G2rM2LFjsW/fPkyZMgXh4eHYtWsXEhMTISUlhadPn2Lp0qVISkriOwaTycSwYcNgYGCAGTNmSER/6n9jGbKFcu/ePbx9+xbZ2dlYvnw5unfvjsTERPTq1YtSVuzo0aPk/3OzJGlclscv4D906BDy8vJw6dIlLFiwAB4eHujQoQOuX7+OJ0+eNFt5H0Bf76S3tzf8/PxgZ2dH/jjy8vJw48YNnD17Fu3bt+f7YHj58iWH+vaFCxdQXl4OHx8fTJw4EZWVlbCxsYGPj49QAX9ZWRm2bdsmkrsCHZN/ugMIOm1QPnz4wPd1KtB9fpKgU6dOtCv7xsXFISUlBV26dMG0adN4XkNhYWEcJc/h4eG4du0aJk2ahAULFiA1NRUnT57EhQsXuE7227Zti8LCQoHHVFhYKHT2uaioiHwAtm/fnkxk+vj4kJlyXmPSkcxojLitQbGxsTAzM0P37t0FCrbxUmi/fPkyR7l7bGwsPD09oaamBhMTE6SmpuLKlSu4cuUKVyvGxrA8sT9//gwGgwEGg4FLly5BW1sbGhoaHGXW/BC3lD4pKYlDsyYgIAD19fW4dOkSmEwmWbHm5+fHM+BvasfGC1lZWcjKygoM9iXVIvDy5UscOnSIo3qiQ4cOWL58ucBENB0lwgBvzZ7/Oh4eHsjMzGQL+D9+/AgHBwfIyMhAS0sLaWlp2Lt3L6m63pwoKytTsgNtSnZ2NqVkj6qqKlq1aoVdu3ZxvPbw4UOOihY/Pz+kpKSQrU+pqalYtWoVvL29sXfvXr6fNW7cOFp871+8eIE9e/bw3YfBYGDhwoV4+vQpuTLalO/fv1Oyc2Ule8+cOSNwXwBYvHixyEnmpg4Igmj6+37+/DnZLsni/PnzyMvLw+7du2Fubo78/HxYW1vj9OnTlMvC6eDt27dYs2aNwMqMTZs2oVu3bmRlRtOAf//+/VyTGsbGxmxJjYiICIFJjaYBPGuup6Gh0ex6TY0ZMmQIzpw5g1atWuHcuXPQ0tIiLQe/fftGKd67e/cuLW4d/Pgd8EuAgoICODg4ICkpCd26dUNWVhbmzZuH7t27k57aVBRb6QiOgIbs99q1a8n+GCUlJQwZMgSjR4/G/v37cf78eRw7doyWz2ou/v77byxfvpwtWOnSpQuYTCZat26NwMBAvgF/Tk4OR2llXFwcVFVVMXHiRAANfaeLFi3iCC4EsWfPHpHdFeiY/NMZQLQkGxQWdAdIdFNQUAA/Pz8kJSWxefpaWVkJ1Dzw8/NDfHw8zp8/T25jZbETExPJYM3d3R2BgYFcs8CfP3/mCGQjIiLQvn17nDx5Em3btoWOjg7Ky8sRExPDNeAfOXIkAgICMG3aNL6rMpcuXeKrFcCNAwcO4Nu3bzh37hxbr/LDhw+xYcMGHDhwgOdklI5kBp00DvJFVWh///491qxZw7aN9Zw4d+4cWRkiLS2N8PBwgdcz629XU1NDrqZ/+/YNe/fuRVZWFhgMBk6fPg19fX2MHz+er4r62bNnMX36dJ6J2m7dumHfvn0oKyuDs7Mz5OXl4enpSb6em5vLoT8RHx+PIUOGkAEOg8GAmZkZduzYwfM4+vXrh/v373OIkDXl3r17lKqoxD0vXkhJSbFVnDWmurqazXeaG5Ke8P0KfH19yfsU6/517tw5tnshVatiuhJILY0OHTpQ8iDPysri+Qz5/v07V/HS7t27k+JyGhoasLOzw4ULFwR+lrjCyCwqKiooOTV06tQJMjIyPBXfJZWEFic5lpGRATk5Oejo6IhkVZyVlcUR4N69exd9+/YltRgUFBSwePFiuLu7i3yconDq1CmMHDkS58+f53odDB8+HL6+vrC2tsayZctQV1fHNaHdkpMadOHs7Ixly5bB3t4e3bt3Z3Mbu3HjBltLLC+a497/O+CXAHv37kVhYSEiIyPRu3dvtjIVTU1NgaugdFNQUIBu3bpBSkoKbdu2ZSvV0tbWlvhqAB1lr03Jzc3lme0dPnw4Tp8+zff9rJUvFnl5eUhPT+eYTHft2pXSQ6Yx4rgr0DH5pzOAoEOp9d27d+jfvz/atGlDSXRFUKaW7gCJTpKSkmBnZ4f6+nqMHz8effr0QX5+PgICAhAQEABfX1++wjQxMTEcbRJXrlzBs2fPYGJiAmtra6SmpmL79u3w8fHhuppUXFzMVj5aV1eHFy9eQEtLi024bcSIEWyJhcYsW7YMCxcuhK2tLVavXs1xzG/evMGJEyfw4sULXL58mdLfhkVsbCw2bNjAIUw2YcIErFu3DocPH+YZ8NORzDAyMsKRI0cwaNAggX7sVHREWAha6eJFYWEh28OeIAg8efIEY8eOZWsDmThxIiXhvn/++QeDBg1C69atyWePq6srmEwmsrOzycqTkydPwsnJCf/88w/PsZKTk3Ho0CGBn2lqaorbt28jKCiIbXVdVlaWLQDOyMhAbm4uR2tEx44dUVJSwnN8ExMTHDhwAAMHDuQpxhgeHg5/f39KtnXinhcvxo8fj+PHj0NVVZVt/7S0NJw4cYKrewfLM75Vq1aUyqh5BU/29vZwcXFBnz59BFYiUKnGooPu3bvjzZs3HNu42ZRRacGiK4EkCSorK+Hl5YWYmBhkZ2dzTfzwKnsfO3Yszp07h2nTpvFU+q+srMT58+d59q9XVVWxBbrl5eX4+PEjx+9l4MCBZC82P+gSRu7ZsydevHghsEry+fPnfNsMJJmEFpVly5YhOjoaN27cgKamJgwNDflW3zWlaeVScXExvnz5wmEF3bNnTza7Xm40nVuxVr+/fPnCdX9B8yy6KjNaclKDLgYMGIC7d++isLCQo3XT2dmZshV7YmIiAgMDeWqtNW7XEYXfAb8ESEhIwO7du9G/f38OK5Zu3brxvdnSHRwBDWVmrKC1T58+iI2NJX1rX716xfMBQxd0lL02pUePHoiPj+c6gUpISBCYLevbty8ePXpErubHxcWBwWBwBCG5ublCZ27FcVegY/JPdwAhLqampmQfJz/rGKpCKy3t/Bqzc+dODBgwAD4+Pmzl5CUlJViyZAl27dqFkJAQnu9PS0vj6OO8ceMGunTpgt27d0NKSgqDBg1CRkYG/v77b64Bv6KiIjIzM8l/v337FpWVlRwPYwaDwWFFxGLo0KE4ePAgtmzZgnnz5vHs3zt48KDQgkYVFRU8+9MUFRVRUVHB8710JDMaK9bT6cc+evRojBgxAqNGjcLo0aMxePBgSuKdnTp1YpvMffz4EWVlZRyTVirWXgAwd+5cMBgMDBw4EGpqamAwGMjJyQGTySQnHsuWLYO6ujoyMjL4jiVuKf3AgQMRExND2oDdvn0bDAYDkyZNYtsvMzOTb8/iggUL8OjRI7i4uODMmTPQ1tZmux7v379P9nbPnz9f4PHS3SLAwsXFBYsWLYKBgQEGDhxICrd9+vQJ3bp14/p71dTUJK3rqJRR87o/lpWVkdfHr6i84oaoVS+8oCuBJAl27tyJyMhIGBoaon///kK5Hjk6OsLU1BRmZmZYvnw5Jk+eTIozlpeXIz4+HqdOnUJGRgYOHz7MdYwePXrg/fv3ZELg2bNnqKur40gQlJeXUw5IG5OXl8cmbEm1x9jAwABnzpzByJEjeQb9z58/x9mzZ2FnZ8dzHDqT0HQlx9auXYu1a9fizZs3iIiIwOHDh7Fjxw5oaWlh1qxZ0NLS4ttS2KtXL7x+/ZoU82YJuzUV92YlBfnBa261YcMGDkFaKvMsuioz6ExqtHS46TSpqKhQeu/9+/exbNkyaGpqIjk5GVpaWqisrMTLly+hrKwsko5YU34H/BKgrq6OTUm3McXFxXwfBHQHR0DDytmjR49IYRgXFxe8efMGrVu3xps3b2BjY0PtxESEjrLXplhbW2PHjh0oKCgg7c/y8/Nx8+ZNREVFCczusxTTi4uL0aVLF1y5cgW9evXiSCA8ePCAp7IuL8SxnqNj8k93ACEuFy9eJFdluGlRCEtLO7/G/Pvvvzhx4gRH73i7du2wZMkStlIvbpSWlrJlg6urq5GUlIQZM2awlQOrqanxLAEdM2YMzp49i3HjxqFTp07w9fWFlJQUR7/h+/fv+a6qzZw5E6NGjUJQUBCeP39OJipVVVUxevRomJmZsblqUEVVVRUBAQGYOHEi2znV19fD39+frxAkHcmMxtU1dPqxOzk5ITExEZcvXya9wVmtU6NGjcLw4cO5BplDhw6Fv78/pk6dChkZGVy5cgUMBoNDmOzz58+UegFfvnyJT58+4f379/jw4QMIgoC9vT3at2+PwYMHg8Fg4PPnz2AymQITo+KW0tvZ2WHZsmXIzMyEoqIiYmJioK6uzjF5iYuL45u8btWqFTw9PeHv74+LFy9yJHN69uyJzZs3Y+HChZQSOHS3CLDo3r07IiIiEBISQgq39enTB6ampjAxMeEaaLm5uZErm7wqv6jQuBqLLg/tlgZdCSRJEBcXB2dnZ5HEAvv164czZ85g3bp1pDYNK8ArLi4GQRDo2rUrzpw5w/N6nDFjBry9vdG5c2coKiri6NGjkJeX5+jrf/HiBYctGj+CgoJw/vx5pKWlsW3v3bs35s2bBysrK/I3V19fz3HftbW1RXx8PCwtLTFhwgTo6Oiw2enFx8fjwYMHGDp0KIfFamPoTELTnRwbMmQIhgwZgk2bNuHJkyeIiorCpk2byHsvr/MyMzMjNbS6dOmCU6dOQUFBgVyQY/H06VOB9yE65laNoasyg86kBt1VDHRBRbdD0L3d3d0dVlZWcHJygrq6OlavXk0m5W1tbQU+q6jwO+CXAEOGDEFISAj5UGpMVFQUX+ERuoMjoGEiylo1mzNnDuTk5HDz5k1UVVVh69atHJk2SVFVVYXVq1fD1tZW7GzVvHnzUFNTAy8vL0RGRoLBYIAgCHTu3BmbN2/GX3/9xff9s2bNQk5ODgICAlBcXAx1dXVs376dbUWO5YhApeWh8QS0Y8eOePfuHaZPn87VXYFXJhSgZ/JPdwDRGCaTCWlpaSQnJ3Ns79KlCxYvXoz58+ezrbayhFaqq6vx8+dPqKqqiuRVzkKS5ycuvXv3RnFxMdfXSkpKBJ53t27dkJqaSv4+Xr58idraWg6xmtraWp4rB6tXr4a5uTkmT56MVq1aoa6uDnZ2dhzB3bVr1wSq2CopKdHeB79+/XosXrwY06ZNw9SpU8lV0Dt37iAvLw++vr4830tXMgNouB+NHz8ehw4dEtp6kxvz5s0j76Xfv3/H8+fPkZiYiMjISHh5eUFaWhpv377leB/r+9LU1IS8vDxycnJgZGTEUbocFRVFqVRVRkYGGhoaZDn/pUuX4O/vj5qaGrx48QIPHjzAtm3bsHfvXowbN45vGaW4pfTa2to4evQoAgIC8P79e8yYMQPr1q1j2yc/Px9paWlYsmQJ3/NiMBiwtLSEpaUlsrOzyQSUsrKy0L9zulsEGiMnJ0ceJxVYq9O1tbUYNGgQunXrJlI/MIuqqiqYm5tj48aNZAXbr6Jxco4KTfU5mkJXAkkSSElJoU+fPiK/f/To0bhz5w5u3LiBxMREtut79OjR0NfX51uNaWdnh6SkJGzcuBEA8Mcff2Dv3r1sgrtVVVUIDQ2lNOerr6/H+vXrcePGDfTp0wfW1tZsgXpCQgL279+P+/fv48yZM6isrMTatWs5xPJkZWXh5+eH48ePIygoCA8ePCATBARB4I8//oC1tTVWrVolUGCXriS0pJJjDAYDmpqa5PcUGhrKV519wYIFSElJgaenJ2pra9G9e3cyWcyiuLgY165dw9KlS/l+Nt2K9HRVZtCZ1GAtgjYVnhW1ioEuuH1OcXExsrKy0KlTJ0rPp5SUFKxduxatWrUCg8EgY7YePXpg5cqVcHd359BCEJbftnwS4NWrV7C0tMSQIUOgp6eHffv2wd7eHikpKUhISMDly5cFPoyqq6sRHx8vdnDU0hg5ciQ8PT1pyVYBDQ+lL1++oKioCB07dkTfvn15ruxJErrslFJSUmBubg4Gg8E2+W/ab7pgwQL0798fu3fvlsgYvHBxcYGUlBRHj7WLiwsqKirw5s0bVFRU4MmTJ1zfP3jwYJw9e5ZnHyIVJHl+4nLv3j3s2rULbm5ubA/gp0+fYvPmzdi6dSvXRCALNzc33LlzB4cOHYKioiI2b96MpKQkxMXFQUFBgdzPy8sLd+/e5dkeUFJSgps3b5LJrKa/t4KCAoSHh0NbW5sjsBSEKPZ3TUlOToa3tzeHfZW9vT3fe2N2djbMzc2Rl5fHlsxwcnJi22/27NkYPXq0wPagiRMnYu/evXy/E1FIS0tDYmIinj17hsTERGRnZ6Nfv36Ijo7muv/3798RHByMkpISqKurw9jYmO0+lp+fDy8vL8yePVvoFgomk0na8tXW1kJDQwNBQUGorq7GgwcPOPQwGsOypouNjUW/fv34ltK7u7v/knuvKDTHeeXn53Ptw+QV1NbX15Nqz9xa1YRh7NixOHbsmNjjiAtV32yg4bnIT0+CRXR0NFuift26dWwT6vz8fNjZ2WHJkiWYOXOmyMcuLB4eHvj69SslbQhJ8u3bNxQVFaFv374clWZlZWVITU1F7969BdrVsWwrd+3aBWNjY67fY3h4OLZs2YK//voLL1++RE5ODh49esRzzKqqKrx9+xY/fvwA0KCRpKGhIfG2Un7HQ1dy7P3794iMjMSNGzeQm5uLiRMnwsDAAFOnTmVbAOFGZWUlysvLuSb6amtrUVJSAnl5eYFtIv/++y+uXr2K9PR0KCkpkcKsolBVVQULCwu8fftWYGXGxYsXeSZr6urqsHv3bgQHB5NJjf3797PNj4qLi6Grq4ulS5fyTR40teUTRHPZ8vEiJSUF69atg6urq8CYh7X4MGHCBGhpaWHNmjVkNXB8fDzWrFnDVftEGH4H/BLi1atXOHLkCF69eoW6ujowGAwMGzYMGzdupKTYCNATHAENK09GRkaYMWOGWCsHdLBq1Sr07t2bw1LtV/Dx40d06NCBpz9uTk4Ofv78SbkHhy7omPxLMoAQRFZWFs/V1dmzZ8PGxobnqhpVfuX5NaWp8NuPHz9QXFyMdu3aoVOnTigsLERJSQnat28PJSUlvsIrP3/+hKWlJT5//gygYRLs6uoKCwsLcp+6ujro6+tDX19fYr8jXvZ3GzduREREBJlBp2p/Ryd0JjMOHz6Mr1+/0iIWdPnyZXJVPz8/HwMHDsTo0aPJ/37VvTcsLAxTp05F+/btRfJmJgiCLKVPT09ne61nz56wsrLiWUpfX1+P+Ph49OzZk8MVhcWnT5+Qnp4OHR0dnsGhJPzXxTkvXhQWFmLPnj24desW6eXd+PMErTrp6+tj9erVmDFjBuXP5MbWrVsBoFmTndy4c+cO39erq6sRFBSEJ0+ecK0ca+k0ruxjOQUoKSlBU1OTozyZn3UyP6jasdKNiYkJNDU1BVpJHjp0COfOnYOqqio8PT0FVmlIAnGS0OIkx1JTUxEVFYWoqCh8+/YNo0aNgqGhIaZPn85hzcmL0tJStG7dmmfSo6qqCjU1NQKfsc+fP4e1tTXq6urQuXNn/Pz5E/X19di2bRslXRNuVFRUkJUZFRUVHJUZf/31F1atWiUwoQFILqmhp6fHob3VkoiMjISPjw+uXbvGd7/FixdjypQpWLRoEZydnfHq1Su4urpCWloaR44cgYyMDIKCgsQ6lt8Bv4SprKxEUVER2rdvT+lH0Ri6gqNVq1YhISGBFHAxMjKCrq5us07SWSQkJGDbtm2YOnUqtLW1oaCgwHFzpjoR/fLlC27duoXs7GyOlRQGgwE3Nzee742JicGGDRsQHBzMs0f/06dPMDc3x9GjR4X2W/0NdxISEuDm5obDhw9zWAj9V3FxcRFqgiGol6uurg5Pnz5FcXExVFVVOfoti4qK8OTJEwwdOpRrsurHjx/YvXs35s6dy9HbyuL+/fsICgrCjh072CoHWNjY2KB79+5slRzh4eFwcXHhsL+zs7OTuP2dpDhz5gz8/f3RsWNHTJo0CV26dGH7LoWZpDOZTLRp0wZmZmZYsmQJ5TLzkpISeHp6YvLkyTxXAZ48eYL4+HisWLFC7Pv2s2fPoK6uLlLgIGwpfXBwMPbv34/IyEieidXs7GwYGhpiy5YtPJ91GzZsQGZmJi5dukRuY1kOysjIYMKECUhLS8Pnz5/h7u4utB2buC0CLBwdHZGYmAhLS0uewm38ji08PBznzp3D2bNnxWpHCgsLw9GjR6GmpgYtLS2O6xoApk+fLvL44lJVVYWrV6/i3LlzKCgogJGREZYtWyawJJ6uBBJd0FXZR9WOtUePHjztWJOTk2Fra4uDBw/yrFhKSEjAxo0b4efnJ/DYhw0bhtOnTwtccHry5AlsbGzw+vVrrkFrQUEBfvz4wfF5Hz58gJeXF5nMsLKy4ttaJakktDjJMSaTCTk5OUydOhUzZswQ2E7QdG77+PFj2NnZ4fz58zxXo589e4bFixfj/PnzfFthrays8PPnT3h7e6Nbt24oLS2Fq6srnj17hqdPnwp9bo0RtzKDzqSGjY0NamtraUtqSJqEhASsWbMGr169Erhfeno6Fi5ciJycHNjb25P3C2VlZXh4eLA5vonC74C/BUNncFRWVobbt28jOjoajx49gpSUFLS0tGBoaAgdHR2BvVN00fSmL2rfTXh4ODZt2gRZWVl0796dY2LFYDD4KrTb2dmhZ8+e2L59O9/P2b17N759+wYfHx+Bx8QiMTFR4D68btx0TP7pDCCoOEU0RlCyxsjIiFwB79ixI8fEhYoNWnMHSP81Dhw4gMePHyMsLIyv6KeJiQkmTJjAUQ4PNJS6Ozs7s1Uv2Nra4u3bt0hISCCTlx4eHoiJiRHKLqa+vh5///03aV/FLVnHa2WQjmRGYwRNeoXpA/T19UViYiJevnyJsrIyaGhokIr9I0eO5Hkdenh4IDw8HNHR0Tzvw9XV1TA0NISxsTGWL19O6XhaAhYWFhg6dCjXa6wxR48exatXr3j2006fPh2WlpZsq/dbt25FaGgoQkJC2PzXy8rKfplo3ahRo/gmLgRhb2+P5ORkFBUVQUVFhev9kYqdHp3XNZ1UVFTg8uXLOH/+PIqKimBsbIylS5fydLVpCl0JpJbGggULoKamxtaCFBAQgD179nDYsc6ePZurSNiGDRtQUlICb29vvp/l4OCAdu3a4cCBA3z3Gz16NA4dOkTaePIiPj4eGzZs4Dnv2bJlC969e8c2H8vIyMCsWbNQWVkJFRUVZGdn4+fPn/Dz8+M5N5JUElqc5Fjj3xm/5BKvue3KlSshKyvL03mBhbOzMyoqKnDy5Eme+2hqamLnzp1sx5qeng5dXV3ExcVRsr2UBP+VpIY4cLNTrampQUpKCvbt2wdZWVmhV+cJgsDXr19RWVmJfv360RKj/RbtowlhveY7duyIwYMH8+0dPXz4MH7+/Im5c+eKHByxkJOTw5w5czBnzhwUFhYiJiYGUVFRWLduHdq2bYvnz59TGkdc6BIiPHXqFPT09ODm5iZ05QTQoO5NpfRz0qRJcHZ2FmpsCwsLDmGRpg8Dfpn+O3fucAhbNWbEiBHYtm0bOnTowHXyT8cYLPg5RTSGarJGXV1d7CwlnecnSSorK1FcXIz27dtTsgADGnq/161bh9WrV/NdpTlx4gROnDjBVd8jLi4O1tbWAv1z//rrL/j5+XENxuiwv+PFoUOHyAf72LFjhbKvOn/+PL5//86333LixIk4evQozp8/LzDQ/PDhA+XPFsTixYuxePFictwXL14gMTER165dQ0FBAVRUVBAaGsrxvlu3bmHRokV8H+gyMjJYsGABwsLCBF7PdFxDLMQtpf/nn3+wbNkyvscLNPRa8rPSott/XRItAkCDsjo3ayaqlJWVsVkAiqogfvfuXZGPQRKUlZUhICAAFy5cQFlZGVkFI2wQcu3aNcybN49nsA80rIYtWLAAISEhzRrwJyYmQk1NjWvlTHl5Od69e8czmKHDjvXZs2eU5iqGhoYCg32gwb40NDRUYMAfGhrK95n+8uVLmJmZsW27cOECysvL4ePjg4kTJ6KyshI2Njbw8fHh+Tf6/Pkzh8NRREQE2rdvj5MnT6Jt27bQ0dFBeXk5YmJiKAf8rL9lQkICEhISOF7nN68Rdz778uVLSveradOmCVycKiws5PhdsH5fhYWFQv/W6KrMuHz5MmbMmMG3n37MmDEwMDCAv78/34D/06dP2LlzJ3ku8vLycHZ2hq6uLt9WUknDy06VIAh069YNnp6eQo/JYDDEEgHlxu+AnyaE8ZoHGh6AxcXFsLa25nmTpiM44kanTp0wYsQIZGZmIjU1tVm9L+kS0fjx4wd27NghUrAPNDyAqaz8ysvLo7y8XKixw8PDObYVFRXhwYMHuHXrFnbu3MnzvXRM/ukMIOi2eqHDBo3uAIlu4uLi4OHhgffv35OJEFVVVaxatUqgOJyvry/++OMPvvtpa2vj7NmzOHfuHNfJQkZGBgYMGCDwOPv378/Th50O+zteREREYOXKlXB0dBTqfQA9yYzmoFOnTujQoQPat28PeXl55Obm4tOnT1z3/fr1K18rQhaqqqo4fvy4wP3ouIZYeHh4IDMzk21C9/HjRzg4OEBGRgZaWlpIS0vD3r17oayszFGuXlNTQ2llQkZGhs1fvSl0+6+Le168sLW1hb+/PyZMmMDm+EIVuioTBNktNhelpaW4cOEC/P39UVVVhb/++gu2trYi2XkC9CWQJIGlpSUCAwO5asZ8+fIFlpaWPANHOuxY8/PzKf1dlZSUKM35bGxssHTpUmzatAkrV67kCKZycnJw8uRJ3L59m0OZv+l+Tdsv4uLioKqqSiZu27Rpg0WLFnGU6zdGUklocZJjDAaDZ5KHCkVFRZQShB07dkRRUZFInyEqR48e5VqZsXDhQrIy4/Pnz1ixYgXfyoyWnNSgCzc3N445iaysLLp27YqhQ4fyfBbcunWL0vgMBgMyMjLo3r07z1YmKvwO+GlCFK/5ixcvwtvbm2fAT6dHNNCg3hoVFYXo6Gj8+++/UFBQwIwZM2BoaEjr5/Djw4cPyMnJ4ToZTUhIQNeuXSn1xY0aNQqfPn3i8PKkiqKiIlJSUvha5AENAiGNH8RU4HX8Y8eORZs2bRAYGMizFJ2OyT+dAcSvVjnlBt0BEp3cuXMHK1euxNChQ+Hi4oIuXbogNzcXN2/exPLly3Hy5Em+wcPDhw8prUyYmprCw8OD62uysrIoLS0VOEZ5eTnPYIxO+7umVFdX87Um5QcdyYzGREdHIzMzk6sy8NmzZ9GjRw/KAmohISGkaF9GRgakpKSgoaEBXV1djBo1iqelXqtWrfgGuyxqamooVdvQcQ2xSEpK4rCXCwgIIAXKGpfS+/n5cVzb3bp1wz///CPwPvLu3Tu+1xHd/uvinldjmlb0paSkYNq0aRg9ejRXX2lBzhF08PjxY2RmZsLU1JTjtdDQUHTv3p02pxx+6OjooLS0FGPHjsXixYuhoKCA3Nxc5Obmct1fUEsYXQkkScCvO7aiooJvlRcddqzt27cne6z58ePHD4EK/QCgpaWFjRs34siRI7h+/TpUVFTYnCw+ffqE+vp6bNy4kWd7FdAQrDS+b+Xl5SE9PR1WVlZs+3Xt2hWFhYU8x5FUElqc5Bi/JA8VOnXqhO/fvwuch6anp1NKDFhZWXF9RjQVH2UwGHjx4gXfseiqzGjJSQ26aFp50pi6ujqEh4dzrTZatWqVUJ/DYDDQr18/nD59mnIbVGN+B/y/kKlTp1KalIrL+fPnERUVhXfv3qFdu3aYPn06Nm3ahLFjxza7jZKbmxtGjBjBNeB/8+YNXr58yTM727hPZt26ddiwYQNkZWUxYcIErg+wjh078jyOCRMmwNfXF0ZGRvjjjz+47lNWVoYLFy7Q6mU8YsQInDt3jufrdEz+6Q4g6MTV1ZVUfm3K2rVrIS8vL1A8pyWfn4eHBwwMDDh68qysrODk5AQPDw++wUNOTg4lG84///yTFBlrioqKCmJjYwWWYt69e5enAwXLG37y5Mls9ndNJ0fXrl0TOilkZGSE2NhYkZJ1dCQzGnPmzBmeD+u2bdvCx8eHcsC/e/duDBkyBLNnz8aoUaMwfPhwSq0c/fr1w6NHjwTeZx4+fCjQpxig5xpiIW4pvY6ODnx9fWFgYMAzcZqbm4vz58/DwMCA53HQ7b9OZ4tA0wQ/657DrU2OwWDwDfiPHTuGwsJC7Nq1i+O1bdu2QUFBAatXr+Z7PABw/PhxnkKzBQUFCAoKwtWrVwWOIy6saosnT57w7bGl2hJGVwKJLl6/fs0mxhUREcERSFVVVeHu3bt8f7va2trw9vZG//79oaioCE9PT8jIyHCUSr9584bnRH/YsGEIDg4WaEUYEhJCOeG6ePFijBs3Dv7+/nj+/DnpHqOsrIxZs2Zh0aJFUFVV5TtG37592e5vcXFxYDAYHMrqubm5fJ1MJJWEFic5Jq4E2pgxY3Dp0iUYGRnxXAWura3FpUuXBIon0i2cS1dlRktOatBFQUEBOnXqxPb5lZWVCAwMhJ+fH7KysrgG/MJUl1RWViItLQ3Hjx/Hrl27+FbV8OJ3wC8hCgoK4Ofnh6SkJOTm5kJRURFDhw6FlZUVeVPr0aMH114sFnQERwBw8uRJTJkyBQ4ODpg0aZJQPbN08+HDB54+m8OGDUNAQADP9zbtkyEIAjt27OAZ1PGbPNjb2+PmzZuYN28e1q9fD01NTTJAqK6uxuPHj3Hs2DEUFBRQKiGkyp07d/gmIuiY/NMZQAwfPlyooPnly5d8X3/06BHPipbp06fzfXCwoDtAopMvX77wLCOfPXu2wDJ2OTk5vqscLH7+/MkzUWVmZoYtW7Zg+PDhHCXPLMLDwxEaGspTb0RZWRnR0dEC7e9mz55NycO+cenasGHDcOzYMeTn52P8+PFcV0F5iSTRkcxoTFpaGs8Suf79+yM1NVXgGCwSExNFurcaGRnh2LFj0NLS4jmxfPr0Ka5cucJXt4IFHdcQC3FL6ZcuXYobN27AxMQE9vb2mDRpErp16wYGg4GsrCzcv38fp0+fRqtWrbBkyRKex6GtrY2jR48iICAA79+/x4wZMzj+Fvn5+UhLS+M7Dl3n1RiqFX1UiIyMxMqVK7m+NnLkSHh6elIK+D9//sxzP3V1dYHCbnRBd0sYXQkkunjw4AFZJcNgMLi2ZEhLS6N///58y5UdHBzw5MkTso+fZcfaWHS0rq4OYWFh0NfX5zrG4sWLYWFhAVdXVzg7O3PMM4qLi0lBV2FaR9TU1AQ6y/DDwsICzs7OKC4uRpcuXXDlyhX06tWLwwbvwYMHPB2TAMkloX9lcmzp0qUwNzfHsmXL4OrqylG9lpKSAjc3N3z8+JFNrJAbdAf8dFVmtOSkhjhUVVVh3759uHbtGiorKyEnJwcHBwcsXrwYQUFBOH78OAoKCjBy5Eie352w1SX9+/cn7w2i8DvglwBJSUmws7NDfX09xo8fjz59+iA/Px8BAQEICAiAr68vhg4dKnAcOoIj1jii9rrTTXV1NWpqani+1lSxuzHc+mREpUePHvDx8cGaNWtgb28PKSkpMkNXUFCAuro6KCsrw8fHR+gfpb29Pce2mpoapKamIjMzExs3buT5Xjom/3QGEIsXL6Z1lZyVCeVGx44dkZeXJ3AMugMkOunQoQNSU1O5JiNSU1MFevNqaGggOjoa06ZN47tfVFQUT30PY2Nj3L9/H66urggICMCkSZPQvXt3MBgMZGZm4sGDB0hOTsbMmTP5ilq1a9cO5ubmPF/v3LkzKVInCG6la5mZmYiOjubYzm+lj45kRmNkZWV59rPm5uYK1YfdNNin6g29cOFC3L17F7a2ttDV1cXEiRM5vq/bt29j5MiRWLBggcDjoOMaYiFuKX3nzp1x8eJFODk5Yffu3Rx/A4IgMGTIEBw+fJjv6h4AzJw5k+/qpYKCAl9nFjrPixfh4eHQ1tbmeo/7+fMn4uPj+f7mfvz4wXN1UllZmWf/dlMYDAbPREVRURHq6uoojSMudLeE0ZVAoosVK1aQQQiTyURgYCCluV1TOnbsiLCwMDx79gxFRUVc7VhLS0vh5OTEc3yWQ8S+ffvI33bjv01ycjLq6uqwZcsWnu1FVCkuLkZaWhoUFRUFrqbPmjULOTk5CAgIIJPH27dvZ7u35ufnIy4ujmeyC6A/Cc1C3OTY06dPKf8umyayVVRUcPToUbi4uMDIyAhKSkps31lOTg7k5ORw7NgxvskQSUBXZUZLTmqIw5kzZ3D16lVMmDABqqqqyMjIIHUPoqKioKamhiNHjojcdsyLIUOGwMHBQaT3/rblkwAmJiaQlZWFj48PmzBcSUkJlixZgpqaGoSEhAgcZ/DgwThz5gzXC+bx48dYunQp3r59S+uxS5r58+dDUVGRq73IqlWr8OPHj2YpNWRRXV2N6OhoPH/+nCxv7dq1K8aMGQN9fX2RrDAsLCw4tsnKykJZWRl6enoYPnw4T8HAmpoaLF68GC9fvhQ4+ff19eUakNAxhqTQ1dUlb/5NOX36NAIDAwWumLXk89u3bx+CgoKwadMm6OnpoX379igpKcHNmzexb98+zJ07Fy4uLjzff/fuXTg6OmLFihVYvnw5m2AT0GBp5+XlBU9PT3h6evJVx7106RIuXLiA79+/s23v1asXrK2tKQWPdCFs6xK/JNu6desQHR0NdXV1vsmMI0eOCPycFStW4Nu3b7h69Srband5eTnmz5+PP//8k6/CLi9vaGdnZzYHFUHe0NXV1Th+/DiuXr2K8vJyMjAmCAJ//PEH5s+fj9WrV1O6H9F5DSUkJGDZsmUYN24cWUo/aNAgBAcHs+23du1a1NXV8bWNYukbNL3Piht8iAKd59UYVVVVnj29ycnJMDc351t5pq2tjSVLlnB1BggICMDp06dx//59gcexePFi1NbWws/Pj6MqzsrKCq1atcKFCxconVNL4+vXr3BycsLbt2/5JpB69erVrMfFcmT51Xz48AEXL17kOqexsLCgVPkEAPfu3UNiYiLWr1/Ptv3kyZM4c+YMmTSaNm0aDh8+3GzWznQzcuRIuLm5QU9Pj+O1mzdvwtXVlaeHOpPJ5HBk4gW/RHZeXh4CAwO5fmfm5uZCJR1ZJCYmgsFgcJTSJyYmQkFBQWD14/Xr1+Hs7AxTU1OyMqNjx46Iiopim1Nt3rwZubm5fEvM79y5AxcXF5SVlfFMahw4cIBnpUVLZMaMGZg0aRI2bdpEbmPZROrq6uLkyZNCt0y7urpCWlqao3Lb1dUVSkpKWLBgAbp27SryMf8O+CXAkCFDcOLECejo6HC8dvfuXaxduxZv3rwROA4dwRGL8PBwBAYGIi0tjesquqBSbLqIj4/H8uXLMWnSJJiYmEBJSQk/fvxAaGgoHjx4AC8vL4HlukCD/oGnpydXgbxPnz5h+fLlLc6aKD8/HxcuXMDVq1d5etYC9Ez+6QwguJGVlYWsrCwwmUyBZcGNOXbsGC5evIi9e/eyrdbduHEDmzZtgqWlJdauXStwHEmfn6hUV1dj/fr15IqhtLQ0amtrQRAEpk+fTmlidPjwYZw9exZdunSBpqYmKZSUlZWFx48fIy8vD7a2tpQV6HNyctgmEaI8MCwtLSEtLQ1fX1+O7YqKirCxsaHsKMLqw+ZW/l5bW4sfP36Q58wLupIZKSkpmDdvHmRkZKCnp0fej2JiYlBTU4MrV65w9Ho3hm5v6KqqKiQnJ7N9XxoaGpCVlaV0PizovIaio6PZVufWrVvHdg3l5+fDzs4OS5YsEdg/TBfh4eFgMBiYPXs2x/YuXbpQ0l2RxHkxmUwEBQVxDfgfPXqEVatW8bXA3b17NyIjI+Hj48M2xps3b7Bs2TLMmDED27ZtE3gcr169gqWlJfr06QNjY2MoKirix48fCA8PR1paGvz9/TFs2DBK59QcbNmyBfX19XBzc6P8npaUQAKAoUOHYtq0aTA1NaV9Ve9XYG9vjzZt2rC1lMbGxsLBwQFqamowMTFBamoqrly5AmdnZ45S7/8K4iTHmEwmPDw8BOoYsGhO9wwmkwlpaWkkJydzbGcwGNDS0oKDgwPfihQfHx+OyozGLXD5+fkwMjLCypUrMX/+fL7HI4mkxq9kyJAhOHPmDFuVSWlpKUaNGoXz58+LdA/g950BDWKkc+bM4arxQoXfAb8EMDIygp2dHcdkBGiYkPj4+CAqKkrgOHQFR9euXcOWLVtgbGyMoKAgmJqaor6+HrGxsWjfvj1mz57drKUy0dHROHjwILKzs8nsqLKyMjZu3EjLxOrNmzeYP38+3r17R/eh8+X169cICwtDVlYWevbsCUtLS/Tu3Rt5eXnw9PREaGgoamtrMXPmTBw6dEjgeHRM/ukKIFgEBgbCw8MDubm5YDAYCA4Ohrq6OhwdHTFmzBiBD/3q6mqsXLkSCQkJaNu2LRlgVVZWQktLC+7u7kIF6XSfH118/PgRz58/R3FxMTp06ICRI0dSXlkBGlYgfX198erVK7LXWFZWFiNGjIC1tbVQJYt0MGXKFLRu3RoxMTEc2ysqKlBYWIgJEybwFaRkIe4qaGPoSGZ8/foVJ0+exNOnT/Hz50907NgRmpqaWLFiBUdZbVMmTpwIZ2dnGBkZkdtsbW3x9u1b8hoHGsQcY2JiEBERIfTxiUpLu4boRNBkdsCAAVi+fHmzJCASEhLIVfeAgADo6+tzTF6rqqrw5MkTKCsr8+2fLikpgaWlJT58+ID+/fuT98eUlBSoqqrCz8+PksI6ALx48QKHDh3CmzdvUF9fj1atWmHYsGFYv379LwuKeaGmpgaCICj/7lsily9fRmhoKJKTk9GjRw+YmJjAxMREJPFAXvfbqVOnkglWbivSdKKtrY01a9awtU45Ojri0aNHiI2NJdtW9u3bh2fPnlFupxF35ZkFXUlocZJj/Oahv5rQ0FC0atWKo4UoLCwM5eXlSEpKwqtXr3D79u1fc4D/cbh993V1dVBXV0dISAgl8VhhqKiowOvXr/Hy5UuRLI2B3wG/RLh37x527doFNzc3th62p0+fYvPmzdi6dSulyRZdwdGcOXOgp6eHpUuXsl2MpaWlsLW1hb6+PmxsbMQ6Z1H48uULOcGmcpOvqqpCRUUFCIKApqYmfH19OezZqqqqcOnSJURERCAuLo7ysQgqpVm4cCFfj9uEhAQsX74cBEGgc+fOKCoqgpycHA4ePIiNGzeipKQEBgYGcHBwQN++fSkfV0viwoULOHz4MGxsbKCpqYnFixeT15Kfnx9u3ryJK1euUBrr4cOHePLkCfn9jx8//n9iVYRu6urqSHeKjh07cpRnUyEzMxMMBoNj4pmZmUn6xIvLt2/f8PLlS779ySz4TZJevnwJGxsbJCUliX1MzcGQIUNw7tw5Ui2+rq4OI0eOhJaWFlsZ+KNHj7By5cpmUw1uDB3XEF3QNUl/9uwZGAwGh0r/s2fPUFFRgVevXuH169fNUrbu5+cHPz8/AP+/57/pc7l169bo378/1q1bJ9BWsrq6GuHh4Wz3R01NTcyePVukiqXKykoUFRWhffv2LUbL53+ZT58+ISQkBBEREfj58yc0NTVhZmYGXV1dyqKeFhYWkJKS4rh+LSwsUFFRgY8fP6JXr158F47ErYIZMmQIzp49S85hCYLAqFGjMHr0aLa+9vv372P9+vV49uwZpXOjY+UZoDcJLWpyjO6A38PDA1JSUli+fDnHdiUlJcyePfuXL2b8pgEmk4n169ezLQrU19dj7dq12LBhA4ebBi8h4ubkd8BPE41XeIAG8Z3i4mK0a9cOnTp1QmFhIUpKStC+fXsoKSkJtdIjbnA0fPhweHt7Y+zYsVBXV4evry+phnnnzh24ubnRqjQsKTw8PPj20zZmxYoVQmXBxC2lWbBgAaqqquDl5YWuXbuirKwMW7Zswe3bt6GoqAh3d3fKJc8tFV1dXZiYmMDBwYEjk3nv3j1s3LgRT548+dWH2eykpaVh3bp1WL16Nc9EXkJCAk6cOIETJ05QskyjE37XtqysLMzMzLBkyRIoKytL7BhSUlKQkpICoEGro+mDEmhI1kVFRSE9PR2RkZGUxqU7mSGMGBXQsOK2atUqclL9+vVrzJs3j6zAYvH48WOsWrWKbysPC37fV5cuXbB48WLMnz//lwRv4gYRdE7S6YSOFgGg4Tw8PT0pl/g2JwUFBWjXrt0vdemhGzpbjeimtrYWcXFxOHfuHJKSktC+fXvMmjULCxcuRJ8+fcQau6qqCm/fvuVrdSZuFYy2tjZcXFxIW9IPHz5gzpw5WL9+PZsg4rNnz7B8+XLKyczmWnkWJgnNQtjkGN0Bv6B5aOfOnWFtbY2lS5fyHcfDwwPm5uZcK95+/PiBoKAgoat66arM+F9JanBrJ+YFFcvR5uC3Sj9NqKurS8zze8KECRzKmMIgLy9PlnR27doV//77Lxnw19XVUbJwEoevX78iJSWFQxzq/v37OHbsGL58+YIuXbrA2tqaq1gRC11dXfTo0QMEQWDTpk1Yvnw5hzAPayVF2AnXhw8feG5vXErDi5SUFOzdu5e8wcrJyWHDhg24ceMG1q9fL/Kkg47JP10BRE5ODoYPH871tdatW6O8vJziWTVQWVmJ4OBgUsnc2NhYpPLHXx0g+fr64o8//uBbtaOtrY2zZ8/i3LlzAn29G0PHQ9bR0ZGreIyjoyMqKiqQlJQEQ0NDnr3Fc+fOhbm5OWbOnAk5OTnKx96YGzdusNlX8RLUa9++vVAWUFOmTOH63U+ZMoVnMoNOMSpJeEPPmTOH6yr8nDlzUFFRAX9/f5w5c4Zyco2uiRoAuLi4QFpamiMwdnFxoRRE8Eoss7azJunNjbjnxcLHx4ev5oOwxMXFkfdHXV1dvr+/N2/e4O3bt1i4cCHb9uDgYBw+fBhFRUWQkZHBggULsHHjRonNV6jCSq516tRJ5CRoeno61wRGeno6Pn/+jKioqF+SQKqvr8f9+/dx7do1JCcno0uXLtDR0UFsbCyuXLmCbdu2Ye7cuSKPLysrK9DX/OLFi1y/44sXL5JVMEFBQTyv6aFDh8Lf3x9Tp06FjIwMrly5AgaDwTGP+/z5s1CtVCYmJly3s1oHml6/otKrVy+hhRvbtGmDNm3aoKCgANLS0gKTY3fv3uVb+Sksd+/e5fqd3b17l/zOeAkINsbT0xNaWlo8A35PT0+hA34LCwuuz1oLCwuhKjM8PDwgLS3NNeAHGmwSqSQ1fjWS0AhLTEzkq7Umbkvg74CfJvbv38/27/r6erYySmHVGpsiTnCkoaGBjx8/YtKkSeQKBEEQkJaWxpkzZyQu3uPh4YHMzEy2B8XHjx/h4OAAGRkZaGlpIS0tDXv37oWysjJ0dXW5jsNkMsmsGoPBwOTJk3lavNFFdXU1iouLoampybeqoqioiOPGz7rZCuoD5gcdk3+6Aoju3bvj7du3XP8OSUlJPFctjh07htjYWLabVUVFBczMzPDlyxdS4dbPzw/BwcFCT/7oDpCE5eHDh5QenqampuRDjSp0PGR5WR013s7LKhNo+N53794NNzc36Ovrw9TUVOBksylWVlYwNjYGQRDQ1dXlKnTUunVrKCoqChWIiJLMuHz5Mtq0acO2f2xsLLy8vDjEqK5cucJXl0IS3tBNnyXctmdlZVEaC6BvogaIH0TwoqioCCkpKRgxYgSlSfqDBw8QExOD7OxsrhMjYf3f6TovAwMDDBs2DGZmZpg5cyYlQVM/Pz/Ex8fj/Pnz5La6ujrY2NggMTGRvD/26NEDgYGBPMWtzp49i8rKSraA6fnz59i6dSuUlZVhbGyM1NRUXLhwAYMGDeJpa0k30dHRuH37Nmpra6Gvrw8DAwN4eXnB29ubvO9MmDABJ0+eFEoAFmh5CaS0tDSEhIQgPDwcBQUFmDRpEk6cOIHJkydDSkoKBEHg8OHDOHHiBEfAHxQUBH9/f6Snp0NJSQkzZswg50iiwOt+w9ouqK2UdW/T1NSEvLw8cnJyYGRkxJHQioqKoqQJ8e7dO/Lc1NXVxRLUFVcHhq7k2Lt374TSihJU1s1L1I+1fcCAAXytclnwK9zOzc0VyU3Czc2N67N23759ZGWGk5OTwMoMupIavxq6BRjv37+PZcuWQVNTE8nJydDS0kJlZSVevnwJZWVljvY1kSB+QytxcXGEtbU1MXToUILJZBJMJpMYOnQoYWNjQ8THxwt8/9GjRwlDQ0O2beXl5cTMmTMJJpNJqKioECoqKsSYMWOIb9++UTqmV69eEVFRUQRBEERRURFhb29PqKqqEioqKoSZmRnlcURl2rRphL+/P9u2LVu2EGpqasT79+8JgiCI+vp6YtmyZcSiRYsojblmzRri4cOHtB9rU27evEkwmUyB+6moqBBJSUls22prawkVFRXi3bt3kjo8giAIIjMzs1nGOHv2LDFs2DAiKCiI+PnzJ6GiokK8fv2aiIuLI0aNGkUEBARwfZ+pqSlx5MgRtm2nTp0iVFRUiBMnThClpaXE27dvCR0dHWLTpk1inws36Pgb8UJdXZ1ITEwUuF9iYiKhoaEh1NghISFEWFgY1+0BAQHEhg0bCF1dXaHGZJGcnExs2bKF0r4/f/4kLl68SBgbGxMqKirE9OnTidOnTxM5OTlCf+63b9+I6upqod8nKk0/S0tLiwgNDWXb5uDgQAwbNowoKCggt7m5uRFz5swROH5xcTERFBREnD17lnj8+DHH6/n5+cS5c+eIf//9V8QzaCAlJYU4deqU0O/jdQ2FhoaKfQ3RBdX7LEEQhI+PD6GiokJMmTKFWLJkCeHg4MDx368iPj6eWLlyJaGhoUEMHz6ccHV1JV68eMH3PfPnzyd2797Nts3f359QUVEhXF1diY8fPxI3b94kxo4dS7i5ufEcR0dHhwgMDGTbtn79ekJDQ4NIT08ntzk7OxNz584V4eyE5++//yZUVFSIOXPmEAsXLiTU1NSIAwcOEBoaGsTu3buJy5cvEzt27CDU1dWJ48eP0/a5P3/+FPh3p5t58+YRTCaT0NHRITw8PIjs7Gyu+yUlJREqKips24KDg8n76po1awgzMzNCRUWF2LlzJ+3Hee/ePWL69OmU9v327Rtx9OhRYufOnURwcDBRV1fH9npeXh6xa9cujrlPYwoKCogFCxaQ81cmk0lMnz6dnPuJArf5FovXr18T6urqfN+/cuVKYsmSJWzbEhMTCSaTSUyePJnYv38/sWzZMoLJZHI8K5oeR9P/Gs/Tm24XlVu3bgk8p4iICGLZsmXkcS9YsID8N+s/GxsbYvTo0cSyZctEPpbfSAZzc3Ni//79ZNyQnJxMEARBpKenE3p6ekR4eLjYn/E74KeR3bt3k8H4ypUrCTc3N8LNzY1YuXIlMWbMGILJZBJ79uzhO0ZzBUdVVVVESUmJyO8XhmHDhhGPHj1i2zZx4kRi3rx5bNtu375NTJgwgdKYrAeijo4O4e7uzjahoRNhAv5hw4YRw4cPZ/uP2/YRI0aIfVyiTv7FHWP37t0Ek8kkE0aqqqqEqqoqx4S1MWPGjCFu3brFts3Y2JjQ0dFh23bp0iVi2rRpQh0PP+j4G1GB2/lx4/bt28SYMWMkfjxUESbIasz79++J3bt3E2PHjiXU1dWJZcuWEbdv3+aYDPJi0qRJxNGjR4mvX78K/dlU4ZfMGDx4MPH06VPy3/X19cSIESM4JkH37t0jRo8eLbFjFBZRv6//AsKcm46ODt/7DZ3U1tZyTZYIorCwkPDz8yPmzJlDqKioEHp6eoSPjw+Rm5vLsa+mpiaZkGexYMECYsKECURtbS257dy5c4S+vj7PzxwyZAjx5MkTtm1jxowhrK2t2bbFxcUR48aNE/qcRGHWrFlsQevff/9NMJlMwtvbm20/d3d3Qk9Pj7bP/RW/lZUrVxL37t0j6uvr+e5XXV3NMV+ZM2cOsXr1arZ76KlTpwh1dXWipqaG1uNs7r/N9u3biWHDhhGenp5EQkICERAQQEyaNEnopNOPHz+I5ORkIjk5mVBRUSHCwsLIf7P+e/HiBbFp0yaB8wi6kmPp6els/339+pVQUVEh4uLiOF4TZ45K5TsLDQ0lFi1aRCxatIhQUVEhjI2NyX+z/lu8eDGxZ88enskoXiQkJAi8rsWFSlKjJePi4sJ1zuHi4kIcPXpU4OLIiBEjiEePHhH19fUEk8lkW0SKjIyk5f74u6SfJq5du4ZLly7B0dERtra2HKVpFRUVOHfuHLy8vDBkyBAOkT8W379/x+DBg9m23bp1C927d8eqVasANJTo29nZiaVALCMj02we5bKysqSGAABkZGQgNzeXo6SwY8eOKCkpoTTm33//jc+fPyMkJARXrlyBl5cXxo4dCzMzM0ybNq3Z/deb09YQaOibO3HiBOzt7Zt1jC1btsDKygqPHj1CYWEhOnToAE1NTb4iRFVVVWwlZOXl5fj48SOHmM7AgQNJizU6oONvRAUNDQ1ER0dj2rRpfPeLioqiTUDq+fPn8PLy4hCrag6UlZXRs2dPdOnSBT9//kRaWhpWrlyJHj164PDhwwJbhIyMjBAaGoozZ85g1KhRMDU1hb6+PkeZvTikp6cjODiYw3UDADp16oT8/Hzy3x8/fkRZWRlHWaqsrCzZz/+bBugupReFnz9/cmgkiENBQQE6derEVmZaWVmJwMBA+Pn5ISsrSyjhL6DhWWZpaQlLS0v8888/2LdvH44cOYLjx49j0qRJsLKyIv2bS0tLoaioSL63uroaSUlJmDFjBlurkpqaGrKzs3l+Zrt27VBaWkr++8uXLygqKuK4ruXl5VFZWSnU+YjKt2/f4OLiQv5bT08PW7Zs4Tim0aNH48yZM81yTJJi586dlFoMW7duzVEO/PXrV6xfv56tZHrevHk4fvw4MjIyxGoL/NU8ePAAK1euxOLFi8ltAwYMgLW1NYqLiymXl7MsgRkMBhgMBlxdXTn2IQgCUlJS2L59O9+x8vPzOf6m9+/fx6hRo9i+G319fa6fw6Lp98h6XigqKtJe8i0IY2Njck5tYWGBHTt20KYnsnTpUrItyMTERCLCw/X19f/p521YWBhXpy+WXeX58+f5Cn/Lysqivr4eDAYDioqK+PbtG9k6KScnx/feT5XfAT9NXLlyBebm5jz7Zdu2bYsVK1bgx48fuHTpEs+An67gqHE/ID8YDAb5ABo7dqxEhM0GDhyImJgYsmfs9u3bYDAYmDRpEtt+LEsjYcZ1cXHBhg0bEBcXh5CQEDg7O2PXrl0wNDSEmZlZs6klN3fA/ysICQmBqakpevbsib/++ovtNYIgsH37dq43sx49euD9+/ekUOSzZ89QV1dH/ptFeXm5yKJwv5IFCxbA0dER/fv3x/Llyzn0BOrr6+Hl5YWbN29SdpkQRH5+Ph4/fkzLWFS5f/8+QkJCEBsbCzk5OcyaNQsnTpxA//798e3bN+zcuRObNm1CdHQ033E2bNiA9evXIz4+HmFhYdiyZQv27NmDmTNnwszMTOKexpISowJatmp4YmIi1NXVhe6TZnH27FkcPnwYPXr0QP/+/Sn7wdONjo4OXrx4IZaNZ1VVFfbt24dr166hsrIScnJycHBwwOLFixEUFITjx4+joKAAI0eOxN69e0X6jOLiYly/fh2hoaH4559/MHjwYEybNg337t2DjY0NHB0dsWLFCnTr1g2pqalkj+bLly9RW1vL0YNdW1vLN5GtqqqKkJAQMhkSEREBBoPB0avNcqFoDioqKtju6axrr+k8o02bNnx1RFoqtbW1cHd3R0BAAMrLyyEjI4Pp06djy5Yt6NChA+VxysvLOQJf1u+rcRLnVyKqdXFWVhaHPsiwYcNAEASysrIoB/zGxsYYM2YMCIKAlZUVtm3bxmFx2bp1a/Tp00dg4qUlJsfoxN/fn9bxoqKiEBwcjL///hunT5/GqFGjYG5uDj09vWZfXGupiCv8zWQykZqaigkTJkBTUxPe3t7o1KkTpKWlcfz4cQwaNEjsY/wd8NPEx48feQb7jdHT0+NrOUVXcHTgwAGKR/7/6dixIy5cuCCU3QQV7OzssGzZMmRmZkJRURExMTFQV1fnEKGIi4uDurq60ONLSUmRk/XCwkK8fv0aoaGhuHz5MkaOHIndu3ejb9++tJzL/2W2b9+OP/74g7TpYUEQBDZu3IjY2FiuAf+MGTPg7e2Nzp07Q1FREUePHoW8vDx0dHTY9nvx4sV/ciVj6tSpsLOzg4eHB65evQpNTU10794dQMNk5/Hjx8jLy4OtrS1HUPlf4Pjx47h27Rqys7MxZswY7Nu3j6OKplevXnB0dKSssNyqVStMmTIFU6ZMQUFBAa5fv05OKAYMGABTU1OYmJiIJC4kCLrFqBrTUlXD6+rqYGlpieDgYJHusUCD2OGiRYuwZcsWmo9OOExNTbFjxw5UVVVh/PjxXK8RQed45swZXL16FRMmTICqqioyMjJw9OhRvHv3DlFRUVBTU8ORI0dESio8fPgQISEhuHv3LmRlZWFkZAQ3Nzfyubp06VJcuHABXl5eWLFiBbS1teHt7Y3+/ftDUVERnp6ekJGR4bhXvHnzhsPbuTGOjo5YtGgR9PT0oKCggJcvX2LChAlcKwapCDRKkl/tEEAXfn5+OH36NMaNGwcNDQ18//4d0dHRqK+v5+lEwosvX76wJYtZq51fvnzh2FfU37A4iLqCWVdXx3FPlJZuCD1qa2spf36PHj3IVfOLFy9CTU1NaNtVFi0xOUY3nz9/hre3N968eYPc3FwoKipi6NChWLp0qdDBY//+/eHs7AwnJyfEx8cjJCQErq6u5OKaqanpf952WpK0bdtWoPC3lZUV0tPTAQDr1q2Dvb096WSgrKwstOAzN34H/DTBYDD4KmNSha7giFe2iRtVVVVITU3F3r17sWfPHgQEBIh8/NzQ1tbG0aNHERAQgPfv32PGjBlYt24d2z75+flIS0tj83elwpcvXxASEoJr167h58+fmDx5Mk6fPo1Jkybh6dOnOHToEDZs2IDg4GC291Et887LyxPqeP6X2blzJ5ydndG2bVtMnjwZQMPDfO3atXj8+DHP8nI7OzskJSVh48aNABpWefbu3cu2QlhVVYXQ0FDMmzdP4uchCZycnDB69Gj4+voiJiaGbGGRlZXFiBEjsGfPHoGqyHRBVTX4+/fvlPYLDg6GsbExzM3N+Sqo9+vXD25ubpTGbExeXh6ysrKQn5+P1q1bQ0lJCSdPnoSHhwcOHDhAa/k20DB5uXbtGoKDg1FSUgJ1dXWO9qL8/Hyoqqpy2LQJQhTVcJabiyDKysqEOpamiPt8EqWUnlclW1OEWcVklQb7+PjAx8eHLXgkCIKS53F0dDQsLS2xadMmclt4eDhcXFygq6uLkydPiuSso6Ojg+zsbIwYMQI7d+7EjBkzuHpKjxo1CsXFxQAABwcHPHnyhLSkZZUrKygokPvX1dUhLCwM+vr6PD972LBh8PPzw9WrV1FcXAwHBwfY2tqy7ZOfnw8pKSmhWxTEwcnJieNvsHbtWraEIbf2kP8CYWFhWLBgAbZt20ZuCw4OxrZt2+Dm5iaUnziv0vENGzaQ1zi/65tqVeenT58oH1NjxFnB9PX1ZaveZN2Lzp07h86dO7PtSyWhyKp+SU1NZQtoBw8eTNmqtiUkx/bs2UNpv2/fvgk1bnx8PFasWEG6XikoKCA/Px937tyBiYkJPDw8yDmcMLAsZ6dOnYqcnBw4OTnhypUruHr1KgYOHAgrKyuYmpoKPe5v2F0zunbtitDQUHz9+hWVlZXo168fLZUUvwN+mhg0aBBu3bqFiRMn8t3v5s2bUFFR4fn6rwiOZGVlwWQysXTpUlIngG5mzpzJ19JIQUGBzBRT4e+//0ZISAiSkpLw559/wtLSEiYmJmwPFU1NTbi6unK11aI6eW7btq3QFmTiQMfkX1IBhKmpKcrLy7F69WqcPn0aI0aMwMqVK5GUlAQ/Pz+oqalxfV+bNm3g4+ODb9++oaioCH379uXIzNfW1sLb25vSCn9zBUjCoq2tDW1tbdTV1bFZcnKzDJQkpqamlFbQWJNHQcTHx5MrMvzo2LEjZauv0tJSREZGIiQkBMnJyaTP+ezZs9GhQweUlpZi9+7d2Lt3L1uQSVcyo2fPnli7di3P1xUUFLB161ZKn0UFfrZz48aNo/X7khSilNKrq6vTfsx06ARkZGRwrKCz7GAXLlwoso2uvr4+zMzMBPbOamhokAFUx44dERYWhmfPnqGoqAiqqqoc98HS0lI4OTkJDD5GjhzJtypFQUEBp06dong24jNnzhyO75/XSiCVahpJJJDE4fv379i8eTPbNn19fWzZsgXp6emUe6jpuKaFqeqk+zfJbwWze/fuePPmDdftr1+/5jguKgF/eXk5tm7dihs3bqC+vh6ysrKoqqpCq1atoK+vj927d/OtgKUrOXbr1i22f7N6sJ8+fYqMjAyO/Zva8vFKEHODqg03ABw8eBCTJk2Cp6cn271s48aNcHBwwMGDB0UK+AEgJSUFwcHBuH79OoqLi6Gvr49p06YhISEB27dvR1JSEluVh6SSGi2JyspKeHl5kfo2jTXLWAhKQj98+BDjx48nf5sMBoOvNpYoMAg6lqV/g+vXr8PZ2RkrVqzA4sWLOXrUKisr4evrCw8PDxw8eBCGhoZ8x+MXHJWVlSE1NRW9e/emtY+yuLgYz549Iyc+kiYrKwtZWVlgMplC95Wy+iFZpbm8+PHjB4KCgv4zPfZMJlOoyT+3mwgdY/Dj9OnTOH36NAYNGoTv37/j/PnztPQXUUXS5/craTqB4MWrV69w4cIFruf27NkzoT6Tqj+8qKspTdmwYQPu3LkDoKGiae7cuVyF/pKSkvDXX3+xrSxJ6rtPSUnB27dvkZ2dDVNTUygqKuLr169QUFAQuWy0MTExMVizZg3X4wkNDRVqAk41qZKZmUn+f11dHaZNm4bTp09j4MCBbPux2k8E8ejRI+zYsQN6enoil9K3FJhMJoKCgtj0Iurq6qCuro6QkBCRzuPnz5+kzzi3XubfiI+Li4tQv5V9+/ZJ8Ggkcx21RKZOnQpPT0+u7Z6fPn3C8uXLcffu3WY7HldXV8TExGDz5s3Q09ODvLw8SktLcfPmTbi5uUFPT0/i3z0Aodpfm3MuMmTIEHh4eEBLS4vjtXv37mHFihVckzC8KCsrQ1RUFEJCQvDmzRv06dMH5ubmmDNnDluFRnh4OHbu3IlXr16R24RtYxQmCdJScHV1RWRkJAwNDdG/f3+ubX3cFh4bw2Qy0aVLF+jr68PQ0FCg+LEo/F7hp4lZs2YhKSkJ7u7uuHjxIsaOHUtOpDIzM8ns/cKFCwUG+wD4ls7KyckJ3S9DVUyqOYJ9ltoqq1ye1Vfq6OiIMWPGCPxhAA03LSqKuEpKSv+ZYB8A3NzcxM6+0zEGC26r6X/99RcyMjJw69YtnDp1CkpKSmwr2oIoKCiAr68vGWB5eHhg4MCB8PPzw9ChQwXe6Og8P0mQmJgIBoPBURmSmJgIBQUFvkGyMBU2vP4GVAN4qpSVlWHbtm0ir6Y0JSUlBc7OzjA0NOQbTA8YMIBj5YtuFfiKigps2bIFN27cAIPBQH19PSZNmgRFRUUcOXIEf/75J1ltJSlMTEwkMu6UKVM4rpHGrUzCJkXoKKWnk8+fP+PFixcoKipChw4dMHLkSI5kBj+ePn3KpnzMb3Wu6cpcY1jXUGOxyuHDh+Pw4cOUkymNqampQXBwMHl/3LZtG/r06YPo6GioqKhQXjVOTExEYGAg0tLSuJbMR0RECH1swuLi4oJZs2ZBU1OTlnv2/v37aTgqeqHrOmrJZGRkcF21BBoWs+hQEBeGmJgYODk5sZWPy8vLw8zMDFVVVTh69KjQAX9RURE+f/6MrKwsaGlpoUOHDqiqqkLr1q15Vvw0Z5JDGFRUVMh+8Kakp6cLdZ8EgAkTJgBouH43bNjAs+pVTU2NY17+XwzghSUuLg7Ozs5kW5YoXL9+HVFRUYiOjkZAQAB69OgBQ0NDzJw5k29VuDD8DvhpZOvWrRg/fjz8/PwQHx9P3iBlZGQwfPhwWFlZCZ3tEjc4YtFSxKQuXLiAw4cPw8bGBpqammxWLWPGjMHNmzf5Bvz//vsvrl69Sq6k6OvrY/z48UIfR2JiolD7NxUYlBR0TP7pDCD4lRsTBIEFCxawbRM04X/37h2sra3Rrl07jB49Gs+ePSN/Jzk5Obhw4QKOHz/OdwxJBUh0YWFhAWlpaSQnJ3NsZzAY0NLSgoODA9fy3JY4gdizZw/i4uKwe/durqspe/bsEWpyFRoaSmk/OTk5juQF3cmMAwcO4MmTJ6RFYOP7qba2Ni5cuCDxgF9SNL6W6urqMH36dJw6dUroyR4LcZIt//77L/z9/fHs2TNkZ2eDwWCga9euGD16NMzNzTl6Z/lRXV2NDRs24NatWyAIAjIyMqiurgaDwYCenh4OHjxIqd+Rl6jawYMH2f4tKJHh7e2NmzdvwsTEhBRuu3r1KrZt24azZ89SPi+goUTc2toahYWFUFNTw4sXL8jWpMTERNy/f5/Sb+3+/ftYtmwZNDU1kZycDC0tLVRWVuLly5dQVlZutufZvXv3cO3aNSgoKGDmzJkwNDSUuAtHc0PHdSSMdSyDwWiWtoyqqipUVFSQ/falpaUcCwBVVVW4c+cO34oWqi14LKgsGsjKyvIUsOzZsyelFjQW9fX1OH78OPz9/VFRUQEGg4Hg4GB06NABK1aswNChQ3kuGolrvde4CosKVBOI27Ztw7p169C2bVvo6uqiXbt2KCkpwe3bt3H+/HmhBSWdnJwwa9YsgSK6gwYN+j8R4DdFSkpK7PL7QYMGYdCgQVi7di3evHmDyMhIhIWF4cyZMxgwYAAMDQ2xbNkysT7jd8BPMyxBi7q6OhQWFgJo8H0WpY+XjuCIhShiUpIgICAADg4OcHBw4PDc7Nu3L1JTU3m+9/nz57CxsUFtbS06d+6Mnz9/4u+//8a2bdswf/58oY6DFXwBgsWs/mtl4XRC92r6vn37MGzYMHh5eYHBYODatWvka0OHDsWNGzdo+6xfhZubG9cVgX379qG8vBxJSUlwcnLC7du3Ofahw7vX0tKS8r4MBgN+fn5896FrNSUoKAj+/v5ksm7GjBlwcHD4pbY+MTEx2LhxIyZOnMhxP+rRowfXPky64efz3BQGg0FZGLHxtUSHP7SoyZZLly6R18egQYPI1aLMzEyEhoYiODgYK1asgIODA4CGAJpfAHT06FEkJCRg586dmDlzJpmAio6Oxr59+3Ds2DE4OzvzPSY6E2sxMTFYunQpVq9eTW5j6ZuUl5cL1a62Z88edO7cGX///Tfat2/PVsk3evRoHD16lNI47u7usLKygpOTE9TV1bF69Wqoq6sjIyMDtra2GDduHPUTFIMHDx7g0aNHiIyMRGhoKPz9/dGrVy8YGRnB0NBQ6ElyeHi4UPtLWpyQruuIm97M8+fPoaqqSrl6SlgLYkFzGh8fH9JGlsFgcPS4N4ZfFSVVjRKqxwU0JP2vXLmCSZMmcVQaXb58WahFgRMnTiAgIADOzs7Q1NSEnp4e+dqUKVPw999/S6xKlKoIqrAVVJaWlqitrcWmTZuwadMmSEtLk44I0tLSsLa2JvdlMBh48eIF3/HEWbmWVFKjJTF//nxcu3ZNoIYbVYYMGYIhQ4bA1dUVcXFx2LFjB44fP/474G+pSElJCeUpz43mDI569erFt42ALnJycjB8+HCur7Vu3Rrl5eU83+vu7o5+/frB29sb3bp1Q2lpKVxdXXH8+HGhA36gQWhm2rRpmDlzptB+25KCjsk/nQEE3avpb9++hbu7O1q3bs0RYHXu3Bn5+fkCx5BUgEQXvP5mrN5rqtZ1ovLs2TPIyclh9OjRtAgG0rGaEhISgm3btqF3796YPHky0tPT4e3tjeLiYjaFa0HQncwoLy/nabtUUVFB+bPEISwsDHJycujVqxel5OOvRphS+ocPH2L37t2YM2cOVq1axTGZy8rKwsmTJ+Hu7o4///wTiYmJCAkJ4RvwR0VFYd26dZg7dy65TV5eHnPnzkVFRQXOnj0rMOCnI7HGIj09naPKbPz48SAIAhkZGUJVVDx79gxHjhxB586dOe6PioqKyM3NpTROSkoK1q5di1atWoHBYJDXco8ePbBy5Uq4u7sL7UAhCq1atcLEiRMxceJEVFdXIy4uDlFRUWQwqaamhlmzZmHmzJmU7M8a9/BT+a1IOuCn6zpq6pteW1sLDQ0N7N69m7IOAEEQkJOTg66uLk8BXWHQ1dVFjx49QBAENm3ahOXLl3PMEVu3bo3+/fvzTTY0XTSoq6vDli1bsGLFCpH/fh06dMA///yD6dOnQ0dHh1Shj4uLQ3V1NUaOHEm6FjAYDLYAtylhYWFYt24d5s2bx/Gb69WrF2U3G6BhbsLNutDV1RVKSkpYuHAhWzVE4+9MW1ubtuT34sWLaX9W8LL5W7ZsGd97nKSSGi2JNm3a4MWLF5g3bx40NTU5KiEEXYNNqa6uRmxsLKKjo5GQkIC6ujoyUS4OvwP+FgwdwRGLxMREaGhocIgJNjfdu3fH27dvuQrtJSUl8c34f/r0CTt37iTVSuXl5eHs7AxdXV1kZWUJpWIaExODyMhIREVFITIyEiNHjoSRkRH09PQk4v1NFTom/80ZQLx48QJfvnzByJEjKQm4tW3blqeCcmZmJqVyvpYcIN27d49j1UEYhLU947bCZGBggNjYWLx+/Rp6enowNDQUq4SXjtWUgIAA6Ovr4+jRo2T1g7e3Nzw8PMgVCCrQncxQUVHh6a4SHx8vUCuFDtXwYcOGISkpCXV1dTA0NISBgQGtASldiFJKf/bsWUyfPp1n73W3bt2wb98+lJWVwdnZGfLy8uSqIi+Kiop43mv69euHoqIi0U5QRGprazns11j/5tX3zAspKSme97S8vDzK1QKysrJkL7mioiK+fftG9t3Kyck1e8810NDaqKenBz09PZSVleHWrVuIiorCoUOHcPDgQYwdO5antWvjMaSlpTFt2jSJCVu1BER5fuzatQtRUVGIiIjAmzdvYGBgACMjI0rON9xgMpmkKB3Lo76phR4Vmj4fWAG/jo6OyKKGjStduLUaNS5ZFxRs/fz5k6cuRl1dHbkyToWwsDCuAT/Lger8+fOYM2cOqWLv6+uLyMhI3L59G7GxsdDV1YWRkZHYmhcrV64U+b3c4GfzZ2xszNfmT1JJjZbE4cOHATTMYZs6TwDUAv66ujo8ePAAkZGRiI2NRXl5OUaMGAFnZ2fo6+uL9Ntryu+AvwVDR3DEwtLSEmFhYeQNPDw8HDo6OujQoQMdh0qZuXPnwsPDA506dSIFbGpraxEfH49z585hzZo1PN9bWFgIZWVltm2sIL+wsFCogL93795wdHSEo6Mj/vnnH0RFRcHLywu7du3CxIkTYWhoiKlTp6JNmzbCn6QY0DH5l1QAsX79esjIyJDluVeuXMHOnTsBNEzETp8+LdCya+LEiTh16hRbFpTBYKCyshIXL16k5FXfkgOkpUuXQllZGcbGxjAxMUHPnj2Fen9GRgbk5OSgo6Mj8g3+yJEjqKysRGxsLCIjI7F48WKyh9bIyIhS6WdjT+eOHTvi3bt3PFdTqNhWfv36FevXr2drdZg3bx6OHz+OjIwMypNSupMZrPaiiooK6Ovrg8FgkP1zISEh8PHx4ft+Omznrl69iszMTDL5eOzYMQwbNgyGhoaYMWMGLQ96KSkpXLx4EX379hV5DFFK6ZOTk3Ho0CGBY5uamuL27dsICgoSeIz9+vXjWT55/fp1kZwjhF2Za0pkZCRbWSwr2I6IiGBzzRA08Rs9ejTOnz8PLS0t8rfCYDBAEASCgoIoWyIymUykpqZiwoQJ0NTUhLe3Nzp16gRpaWkcP368WV1VuCEnJwdjY2PSHi0wMBCPHz8W+L7Hjx/j9u3biIqKwvLly6GsrAxDQ0MYGhpiwIABzXDk/BH3OhKHuXPnYu7cucjNzUVUVBSioqLIKgojIyPMmDFD5EpGVnVaSUkJPn78SK7wqqio0OoURZXGzi3i0qdPHzx8+JDrb+vZs2dCVejwOq4PHz6goqICr1+/ZmudHT9+PMaPH48dO3YgISEBUVFRcHBwgLy8vETV2oVFHJs/SSU1WhJ0XI/jx49HcXExVFVV4eDgAAMDA454R1x+2/K1YJycnPDx40dcvHgR7du3h7q6OkJDQ9GvXz8sXLgQampqHA8WFnv27IGamhrU1NQwYMAAaGhoIDw8HEwmE3V1ddDQ0CDV8ZubPXv24NKlS6QqNusGsmDBAr4erPwscEJDQ2kpY3vx4gXCwsIQFhaGqVOn4uTJk2KPKSyNJ/+fPn0SafJPxxhNmTx5MjZu3IiZM2cCaPDlnjhxIlxcXLBjxw5kZmbi0qVLfMfIycnB/PnzUVpairFjx+LOnTuYNGkS/v33XzAYDAQFBUFBQeGXnB8dsDxqIyIiUFBQgFGjRsHc3Bx6enqUMtvHjh1DdHQ0MjMzoampCUNDQ0ybNk0oFfymFBcXIyYmBtHR0Xj27Bl69+6NJUuW8LV3o9tuiE77qsbJjPv37wudzGjKzZs3cfDgQbZeQ2VlZbi4uEBfX1/o8cTl33//RWRkJG7cuIGMjAyMGzcOFhYWlJJhkmTSpElYsmQJ17YKPz8/nD17Fvfv32fbPmzYMHh7ewvsGX/y5Ans7e25ro405datW1i9ejWGDx+O6dOno0uXLsjPz0dMTAxev36NEydOYNq0aUKdG5PJ5Cq0yfodyMjIsK3McduHCoJ+KykpKZg/fz46duyIKVOmwM/PDyYmJvj8+TO+fv2Kv//+m1LrXUJCAtLT07Fw4ULk5OTA3t6e/FxlZWV4eHgI7fRDFzk5OYiOjkZERATev38PGRkZaGtrY9asWUK5BBUUFODGjRuIjo7Gy5cvMXDgQBgaGsLIyEio5D+diHMdNYYua79v376RwX9qaiqsrKxEEiFtKmzHom3btli0aBHWrFlDueKqpdkWhoaGYuvWrViyZAn09fUxZ84ceHp6Ijs7GwcPHsS+ffvIOY+oVFdXo7CwkFLCpby8HHfu3EFkZCQePnwIIyMjSu4U9vb2cHFxQZ8+fQSKQAor/EiHzV91dTWZ1IiPj29xSY1fjYeHBwwMDMRKygvid8DfghEnONq8eTP++ecffP78GQwGA7W1tTAzM4O2tjY0NDQwefLkX3rD/fbtGx49eoSfP3+iQ4cO0NTUFCjgw2Qy0bZtW46sYHl5Ocd2KkIkTXny5AmioqJw69Yt1NbWwt7eHkuWLBFqDLqhY/JPVwAxZMgQ+Pr6YtSoUfj8+TOMjIwQERGBgQMH4tGjR1i9ejUl94Pi4mJcuHABjx49QmFhIfn929jYCFW1Qvf50UldXR3i4+MREhKCe/fuoW3btjA0NISpqSmlifabN28QERGBGzduoLS0FFpaWpg1axa0tLRELonLzs7GhQsXcPHiRUyZMgUeHh4ijSMKTCYT+/fvZ1stqaurw9y5c3Ho0CGOVVmq9yVRkhm8SE1NJa9HqtZnkqSqqgonTpzAhQsXmv374saQIUPg5eXFdWX9/v37cHR05Jj0mZiYQFNTExs2bOA79sGDB/HkyRPKDg53796Fp6cn3r9/T/Z+qqqqYsWKFUI74Qii8cqco6MjrWNz4/v37/Dw8MDDhw/Zno+rVq0SWWeHIAh8/foVlZWV6NevX7OX1RYVFeHmzZtkJQSDwcDYsWNhZGSEadOm8bXnpALr3ubv7w8dHZ1f/lvhhjDXEV0LGRUVFWTweP/+fRgZGeHAgQNCj7N//34EBARg6dKl0NPTQ5cuXZCXl4ebN2/Cx8cHixYtgouLC6WxRA343717h/79+6NNmzZ49+6dwP2FGfv8+fNwd3dncyVo27YtVq1aBRsbG8rj8CImJgZr1qyh1J/+/ft3cjEjJSUF1tbWAjVJgAYh6h07dqB///6wsLAQuH9T3Qh+mJubw9jYmMOVCQAuX76MkJAQhISEUB5P1KRGS6a8vBxhYWEc+jbGxsZCCbdKkt8BfwtH3OCopqYGHz9+hJmZGcaOHYtv374hKysLDAYD06ZNI23tRAm0mhthH+JUlFWTkpLIYLGkpATa2towNDTE5MmTW1SvER2Tf3HH0NLSwvr16zF79mz4+vri/Pnz5Ire/fv3sWbNGqGTLHTS0gIkFjk5OXByckJiYiIYDAYGDhwIKysrNtV7XhAEwZaIIggC9vb2fBWTG1NQUICbN2+Sq2ADBgyAgYEBDA0Nm7UNgslkci3fYz1+GgtxiSLc8yuTGQB9tnOsPr7o6GjcvXsXUlJS0NPTg5mZmVh2ZgRBwNPTE3/99RclcTRuzJkzBwMHDuRaor9hwwZ8/vyZQ0U9ICAABw4cIIX7uBEeHo6tW7fCxcVFaEHL8vJylJSUoF27di1mUtUSePjwIcaPH//LS2YjIiIQFRWFhw8foqamBoMHD4aRkRFmzpwptqgx0FBiztICePr0Kf78808sXbqU0r21JcFtRTY+Ph6jRo3iSIYIWp2trq7GvXv3EBkZybaSamBgwFMwWRBjx46Fra0tli5dyvHa6dOn4evri6dPn3J9b1NbPpYAmZ+fH1d/cV5z0cZVYryeJ4Doz5CysjK8fPmSTLINHz6ctnYFQQH/jx8/EB0djcjISCQnJ0NdXZ30YG8JgtJv377FunXr4ODgwGHzd+rUKRw5ckSo55OoSY2WSlZWFiwsLJCRkQEmk0m2PX78+BE9evTAxYsXKVUd1dfX48mTJ0hNTeXQfxFW+I8bvwP+/1H++ecfDBo0iBTDYjKZZEl/dnY2Jk+ejOnTp+PTp0/49u0b/vnnn2Y7tpqaGoSFhSEpKYnsBRs2bBjmzJmD1q1bN8sxHD16FNHR0cjOzsb48eMxc+ZM6Orqir3SQCd0TP7pDCC2bNmChIQEGBoaIiwsDLNnzyYV8319fXHt2jU2Jwl+NO4FVFJSwqBBg0R6uEoqQKIDVnn/9evXUVxcjKlTp2LatGlISEhAdHQ0TExMBJZ2snj58iVCQ0MRGhoKXV1dvq0mpaWlZPb88ePH6N69O+mBLYoHO5WqDUF99I37mKlAxQKOrmSGqOrDLJrazrGU6DMzM/Hp0yfU19cLtJ1LTExEZGQkbt68ierqakydOhWGhoaYOHGiUJ7SvKCjjUuUUnrWucfGxqJfv37Q1tZm+/vcv38fKSkpmDJlCtzd3bnaWTYXLaU/mUV2djZ+/PiBrl27Cj3pZzKZ6NKlyy8vmWUymejbty9Zak+HExC3lp4ZM2bA0NCwRZSIFxUV4c2bN+Qq35AhQwRqJVFZkW0Mt9XZBw8eICoqCnfu3AGDwYCuri4MDQ0xbtw4sX9Xo0aNwokTJ7gqhT948ABr1qzB8+fPub6XW3DOCsq5wSsofvbsGdTV1SEnJ0fpeSKqjagk4BXwBwYGIioqCi9evECfPn3I57SoQotAw8KHubk5aTcrKsOHD2f7jmpqatis/Rr/f+vWrQXaerf0pIY4rFq1Cv/88w/OnDnDVq345csX2NvbQ1VVFSdOnOA7Rm5uLhYtWoSvX7+Sui0Au4CnuA4GvwP+/wCiBEcaGhrkaqKamhpCQkLg7e0NbW1tjpKqjIyMZlvtS01NhZ2dHbKystgyYR8+fICysjLOnj0rkuiSsDCZTMjJyWHy5Mno1KmTwP35aQvQDR2Tf0kEECUlJXBzc0NycjLU1NSwdetWMkEyf/58jBw5Ek5OTnzHoKsXUNIBkqiUlZUhKioKISEhePPmDfr06QNzc3PMmTOHTVsgPDwcO3fuxKtXr3iO9f79e7L6JDc3FxMnToSBgQGmTp3K121j6NChkJaWxtSpU2FgYIChQ4fyPWZB1T2sCVvjR0XTyVpzWenQnczgpz6cnZ3NV30YaFhJtbW1FWg7Fx4ejgMHDpC2c40TrNra2igsLISWlhYMDAwwZcoUDtV3caGrb1aUUnqCIODv74+LFy8iPT2d7bWePXvCysoKCxcuFGo1+sGDB4iJiUF2djaqqqrYXqNix9gYOvuTgQaBXGlpaQ7FeUtLSygqKsLGxoZvW09gYCBOnTqFnJwc8m+spKSE5cuXY968eZSO4dOnT4iKikJ0dDS+f/+OHj16kJNrbquqkuLdu3e0BuHr169HbGws2rZtCz09PRgYGFASDW0OCILAoUOHEBAQwLY6JyMjAwsLC4FtLeLCmtNMnTqVUusXSzSZCps3bwZBEHxtgFlJz6aEhoYK9dsW1I5VXV2N+Ph4qKqqCi2Ky4uCggL4+fmxLUINHToUVlZWtGgC8Qr4G39ngvRnhFnhHTt2LI4dO8ZhFyoM7u7uQn1vvCpqJZHUaGmMGjUKu3bt4qr1EBUVhe3bt/NMiLFYv349MjIycOLECWhrayMoKAhdunTB9evXER4ejjNnzoidMP0d8LdgxJmIVFdX49OnT3j//j0+fPhAiuS1b98egwcPxsOHD7Fv3z4YGRnRYm9FFQsLC+Tm5nJcvF+/foW9vT0UFRW52qxwg1Ui3fSBn5iYCAUFBb6JA2H6PBkMBlf7M0lAx+S/OQIIUaGjF7Alnx9rJW369OmYO3cuz8nop0+fYG9vj9jYWLbtqamppMgSy0rL0NAQ06dPp+yo0VhEjMoDW1Cwzk2BtqioCA8ePMCtW7ewc+dOgaJsdEF3MmPmzJno3bs3h/pwfX09HBwc8O3bN0RHR/N8v42NDdq1aydQ3HPVqlW4ffs25OXlcfDgQejo6JCvsYS+WrduLfD7EkWbBKBfKEvUUvrs7Gzk5OQAaBCPE2Vl5+zZszh8+DB69OiB/v37c60KE2Tt1xg6+5OBhmdL69atERMTw7G9oqIChYWFmDBhAs6dO8fx3tOnT+PYsWOYPXs2x7FERERgzZo1WLZsGeVjAUC6Tty8eRO5ubkYMGAADA0NhR6nJcAKkEaMGCFw3iKsMJm4nDp1Ch4eHrCzs8OMGTPI7+7GjRs4e/YsVq1aJfBv/vPnT6Snp0NJSUloNf+m931+U3thS97Dw8Nx7Ngx9OrViyMx+u3bN6xdu5btPiBMMkEUBg8ejLNnz2Ls2LFij5WUlAQ7OzvU19dj/Pjx5Lk9evQIQEP1oqDnjCD4BfxUEeY727p1KwDwFPVuTiSV1GhJDB8+HIcPH+Zqq3znzh1s2LCB7+IO0NAyu2XLFujq6kJNTY1N5PjUqVN48eIFzp49K9Zx/g74WzB0TkSYTCYCAgJQU1ODFy9ewMPDAzIyMpCVlcW4cePg7u4u4bNpYOjQoTh48CD09PQ4Xrtx4wZcXFyQlJREaSx+irgMBgNaWlpwcHAQ+2bdnNAx+W+OAEJUxOkFZNGSzy8gIACzZs0iLQeFpfHDccaMGQInfdyCN5bnL1VEEbhj4enpiX///RfHjh0T6n0eHh6QkpLC8uXLObYrKSlh9uzZXJM4dCczxFUfHj16NA4dOsS3CgBoUE23t7dHdHQ0hwovXSspTWncT19fX49NmzZhxYoV+PPPP9n249Vb31KZMmUKpkyZQlvVFR33JGH49u0bXr58yfXvPnHiRMyePZvravCBAwcQERGBBw8eiPS5BEEgLi4OO3bsQG5ubrNV5TRG3OoHOkrfJcWUKVNgYmLC9ffp4eGB0NBQjgQvi4qKCmzZsoUtucgKIppWDfEiIyNDqOMVpqpT3MA0Pz8f169fR3p6Orp27YopU6aIZaM4e/Zs2NjY0HLvMjExgaysLHx8fNhaOktKSrBkyRLU1NTwFKQTpIbPIi8vD+/evWu231xYWBiOHj0KNTU1aGlpoUuXLhzPGEknZVhIKqnRkrC1tUVRURHOnz/PVn1dUlICGxsbdOjQgWuCtzHDhw+Hj48PRo0ahVGjRuHQoUPkwsDjx4/h4OAgMGkgiF9X+/obgYSFhWHVqlVsExEFBQWoqKigTZs28PX1FWrlQV5eHkwmE6NHj4aHhwdZeibqBEIUlJSUeE5uGQyGUEI+bm5uXHvT9u3bh/LyciQlJcHJyQm3b9/m2MfV1RUODg60lYTRhaOjo9hCS3SMwYvExEQEBgYiLS2No5QWaBBp4gdrpZEb6urqqKurE3gMkjw/cVm0aJHYY5SVleH69et8/5b8hInGjh0LRUXFZtHDGDFihMAHGTc8PDwgLS3NNeAHgOPHj8Pa2pojCONVNioqKioqHGXmLNLT0wW2CdTU1KBNmzYCP0dWVhaysrJcLXdWrlxJ7WCFhFvVQWBgINt1wWAwhJo0C1tK//XrV7JHvzH379/HsWPH8OXLF3Tp0gXW1taUfzs/f/7kupIiKnTck4ShV69ePEszy8rKeJbhTpw4EVevXhX686qrqxEbG4vo6GgkJCSQomm/gvT0dK73pfT0dHz+/BlRUVE8qx+A5g3ghSU3NxcjRozg+trw4cNx+vRpnu/19vbGzZs3YWJiAg0NDXz//h1Xr17Ftm3bKK/qJSYmQltbm1KLorCIU+H46dMnWFhYoKioiNzm7u6OI0eOiBx0rlu3Dm5ubujfvz9lQVRe/Pvvvzhx4gSHflO7du2wZMkSrF27lud7y8rKKH1G27ZtuVb7eXh4wNzcnPYedlabRUJCAhISEjheFzaw5mbF2hRelbl0eNS3dJydnbFo0SJoa2tj3LhxpL7N48eP0bp1a66tME35888/8ePHDwDAgAEDcO3aNTLgv3PnDi3C6r8D/hYMnRORffv2kZliVrAkJSVFZpOaC0dHR5w4cYKj/+r79+9wd3envHoFNGRmucFaseSn+BwWFob58+e3uICfjsm/pAKI+/fvY9myZdDU1ERycjK0tLRQWVmJly9fQllZWaBwGwDo6emRk7qmREVFUfLPltT50YU4InBU21n4MXXqVAQGBjaLaKGoD6K7d+9yTdrcvXsXFRUVePXqFddsNt3JjG3btmHdunVo27Yth/rw+fPnceTIEb7v79evH+7fvy+wpeHevXs8W4xUVVUl8n01Xk2sra2FhoYGvL29RS7pb1pKT0XQzsPDA5mZmWwB/8ePH+Hg4AAZGRloaWkhLS0Ne/fuJXUUBKGjo4MXL15AU1NTpPNoCh33pIcPH8Lf3x8ZGRlQUlKCvr4+zM3NhT6WiRMn4tGjR1yP5eHDh5TPmSVmGhkZidjYWJSXl2PEiBFwdnaGvr4+LX3JosBrhZu1nVX9wAtLS0ts3769RdhmNqVHjx6Ij4/nmrBJSEjgu6IeExODpUuXYvXq1eS2ESNGYOXKlSgvL6fUNuPq6orAwECJBPziaDwdPXoU8vLy8PT0xODBg/H9+3ds374de/fuFTngP3z4MH7+/Im5c+eiY8eOHAtFDAYD169fpzRW7969UVxczPW1kpISvnNEcRNQnp6e0NLSoj3gp7sFVV5enuN5XVxcjHfv3qF9+/Z8q3IkldRoSQwaNAjXr1/H+fPn8eLFC/z777/o0KED5s6dC2traygrKwscY/LkyXj48CFmzpyJ5cuXw9HREZqampCWlkZeXp5AfSwq/A74WzB0TERYNC7blZKSwsWLFwX63kuCmzdvori4GPr6+hg4cCDZL/X582coKCggJiaG7H3k14PH7yby48cPBAUFCZU8aCnQMfmXVADh7u4OKysrODk5QV1dHatXryZFH21tbSn1cY8ePRrHjh2DhYUFz17AW7dukftzmxBI6vzogJ8InLGxsUAROAaDATU1NcjJyYl8DHR3aXErW6ypqUFqaiqysrJEEqPiNYFkbR8wYADXgInuZIalpSVqa2uxadMmbNq0iUN9uHE/Ibf2EBMTExw4cAADBw7kazvn7+/PsxqrObrq6KiIuXz5MhYtWiRUKX1SUhLH6lBAQADq6+tx6dIlMJlMEASB5cuXw8/Pj2fA39h329TUFDt27EBVVRXGjx/PtX1GUFKj8T2Gyj2JH3fv3oWjoyPatWuHvn374tOnT3j06BGys7OFTk6amZlh+/btKCgowNSpU9mO5cmTJ9i5cyfb34LXeY4fPx7FxcVQVVWFg4MDDAwMKE06fzX8qh+ABqV2qquqzY21tTV27NiBgoIC6Ovrk9/dzZs3ERUVhR07dvB8b3p6OkeiYPz48SAIAhkZGZQESem+j/z8+RPt27dHq1atOKz1uMEr8ZucnIyNGzeSC0sDBgzArl27YGhoSCbEhUVdXZ1vkCkMGzZswK5du9CtWzc2Zf+nT5/Cw8OD7IeXBJK699Mtwu3l5cV1e0FBARwcHLiK1bGQVFKjpaGsrExWVojC+vXryf/X1tbG5cuXcefOHfI5p62tLfYx/g74WzB0BEe8+FWWJWVlZejTpw+ZbKiurka7du3IUjiqD3N+N5EfP37A09PzPxnw0/EAkNRDJCUlBWvXrkWrVq3AYDBIIckePXpg5cqVcHd3x+zZs/mOwQp6cnJyuNq9NQ6KeJWdtWTZkYMHD2LSpEkcInAbN26Eg4MDDh48yDfgt7S0bHHJDG6/SVlZWYwfPx56enqYNGlSsx0L3d/94sWLxQqGFyxYgEePHsHFxQVnzpzhazs3f/58ug5bJMQN+kUppc/NzeVYjY2Pjye9tFnHZWZmxjcgMjU1ZTt+giDg4+MDHx8fju1UylVXrVrFsY3XPcnV1ZVv24OPjw/Gjh0LLy8vyMnJob6+Hrt374avry8cHR2FskRjibqFhYUhLCyMQ3yNlXwTdJ4WFhYwMDDg2kLS3NBV/dDSmTdvHmpqauDl5YXIyEjyu+vcuTM2b96Mv/76i+d7a2trOTRLWP9u6sfdXGhqapLPonHjxgm8f/C6FvPy8jgU2Xv37g2CIEQO+Pfv3y/0e3hx6NAhlJSUwMrKCu3atUOnTp1QWFiIkpIStG/fHocPH8bhw4cB8K4cKCgoQHBwMJ49e0aKknbt2hVjxozB7Nmzmz3Yffz4MTIzM2FqasrxWmhoKLp3706L0G7nzp1hZ2eHQ4cO8Qz6W/J8rSUzZMgQ2ueBvwP+Fow4wVFaWhrWrVuH1atX88wMJSQk4MSJEzhx4kSzlbbT1YPH7yaSm5tLSTTtwIEDlMpSm1vtt6UiKyuL+vp6MBgMKCoqkiryACAnJ4fs7GyBYzSX28GvIj09HS4uLhyT/FatWmHBggUCk1B0PRy/fPlC2X1D0GqooN9saWkpR/8jFQiCgKenJ/766y+RJn10IG57SKtWreDp6Unazp0/f57t9Z49e2Lz5s0CbedKS0spraIBgp0HeCHutSVKKb2srCxbwJKRkYHc3FwOociOHTuipKSE5zh0tLo0hs77UEpKCg4dOkRW5bRq1QrLly/HlStXkJGRIdSz1c/Pj5ZqjJaS7Kaz+uG/gIWFBRYuXIgvX76gqKgIHTt2RN++fSklfSIjI9kqiFjP2oiICDbfeX5K5k3H4AUVNXQ3Nzfy2hVXO6XpNd2SNHjErRa4c+cONm3ahOLiYnTo0IFM+L59+xYPHjzAqVOnsH37djJpeP36dcyaNYt8v6+vL2XtKqrVVcePH+eZnC0oKEBQUJBIeiDcqKurQ25uLi1j/VeprKyEl5cXqW/DLUnHLSE2fPhwSr8FBoMBGRkZdO/eHfr6+rC1tRUqkczid8DfghFnUuLr64s//viDbxmItrY2zp49i3PnzvFdXaGTe/fuYdKkSSLd8CMjIxEZGQmg4QfALWCvrq5GcnIyT/GcxlRUVIj0o5E0dEz+JRFAMJlMpKamYsKECdDU1IS3tzc6deoEaWlpHD9+HIMGDRI4Rvfu3Wl52DdHgCQK4orA0QWV0jKqq6G8yM/Ph5+fH65cucI1ISmI+vp6eHp6QkdHR6iAn85kxuHDh2FmZiZWexODwYClpSUsLS1Ftp2ztbWl/HmifF9SUlIiiSeJW0o/cOBAxMTEkM+h27dvg8FgcFSFZGZm8p300l2RRmfJa0lJCUdPvIKCAgDw7A3mBR02Yyzq6+vx5MkTpKamckxAm8v+is7qBxZOTk6UbFiF6eOmk1atWomkQM8rqXXhwgW2f/P77qgmxqh8/6ykXG1tLQYNGoRu3bqJrP3A6ztbu3YtZGRk2I6Lynfm6uqKiooKHD9+nOuY8vLylC3pxKkWePv2LdasWYNRo0Zh1apVHPPOV69e4eTJk9i0aRO6deuGFy9ewN3dnS3gf/78OdvfgBcMBoNywP/582c2PYjGqKurw9vbm9I4LBo/B1jU1NQgJSUFnp6eAleiJZHUaEns3LkTkZGRMDQ05GkVyw1hKgwrKyvx9etXnDx5EqWlpQJbzbjxO+BvwYgTHD18+JBSlt/U1JRUxm4Oli5dCmVlZRgbG8PExESo1Y+amhqyvJggCK4Bu4yMDGbPng07OzuB4+3YsaNFlU6zoGPyL4kAwsrKigxm161bB3t7e1JlXVlZmdJ1pK2tDWNjY5iamvLt1RSEpAMkURFXBA5o6B2kUi0B8G7j2bp1q1i2RwDw+vVrhIWFISsrCz179oSFhQX69OmDvLw8eHp6IjQ0FLW1tXz79wQhyqozncmMa9eu4dy5cxg+fDjMzc2hr6+Ptm3bCn1MLJSVlUXqlba3txfr9yApxC2lt7Ozw7Jly5CZmQlFRUXExMRAXV2dQ+AzLi6OspggPw2P5ORkmJubi/ybr6io4Oo+Iihp2DQByRLU5ZaY5DfW3LlzYW5ujpkzZ4ql45Gbm4tFixbh69evbG0Bjb+z5gj46ax+YNG3b99fJjrYFIIg8OjRIygoKJAtKgRBYO/evWz7ycnJ8Z2g06Vk3ti7my5atWqFv/76C2fOnOHpIMEPXrav4qyqP3r0CM7Ozlxfmz59Og4ePEh5rCtXrsDIyEikKrVTp05h5MiROH/+PNe5+vDhw+Hr6wtra2ssW7YMdXV1HAGtl5cX7d8Zg8HgWTFVVFQktPNI0+cA8P+f3UOHDhWYXJFEUqMlERcXRyr1C4MoVU5+fn64ePHi74D/fw1xgqOcnBxKD9M///yTXJFqDqKiohAcHIy///4bp0+fxqhRo2Bubg49PT2BNwRjY2Py4WFhYYEdO3a0SLVecaFj8i+JAKJxtUjXrl0RGhqKr1+/orKyEv369aN0QzcyMkJoaCjOnDmDUaNGwdTUFPr6+pSszRrTkgKkpmVZNTU1fEXg+KlQAw2qxlQCYX4BrYaGhliTiISEBCxfvpzsQX306BEiIyNx8OBBODs7o7i4GAYGBnBwcGj2PmE6khksEhIScO/ePYSGhmLr1q3Ys2cPZs6cCRMTEwwfPlzg++myndPR0aFt0ldSUgJPT09MnjyZZ5/mkydPSIFJfhNdcUvptbW1cfToUQQEBOD9+/eYMWMG1q1bx7ZPfn4+0tLSsGTJEkpj8vtt1NXVUa7+aDyel5cXAgMDeZamCkog8EpAcguq+Y3VvXt37N69G25ubtDX14epqalILjr79+9Hp06dcPHiRWhrayMoKAhdunTB9evXER4ejjNnzgg9pijQWf3AwtHRscUk6qOjo7Fx40a28uj6+noEBASwuYnk5+dDRUVFrOTor6JVq1b4888/2Wz1hIFuK1WgoSydlxtBx44dkZeXR3ms/fv348CBA5g2bRrMzc2FqiZ68eIF9uzZw3dhjsFgYOHChXj69CkCAgKaxRVr6NChuHTpEqZPn86RmL18+TKGDh0q1HjcngOysrKUq9gkkdRoSUhJSTWbCPrYsWNx7do1kd77O+BvwYgTHMnJyaGwsFDgfj9//qRk+UIX/fv3h7OzM5ycnBAfH4+QkBC4urqSqq2mpqaUMr8t2Y9XXOiY/NMZQPCCwWAIfZPbsGED1q9fj/j4eISFhWHLli1kkGVmZkb5mJvj/KgirvBbU9zd3aGqqkrbeKJw+vRpqKqqwsvLC127dkVZWRm2bNkCR0dHKCoq4uzZsyKt0ISHh5P/X19fD6AhO/7582e2/fiJpImbzGhMq1atMHnyZEyePBmFhYW4du0awsLCEBwcjH79+sHU1BSzZ88mg5SmSMJ2Tlz8/Pxw584djsC6MSNGjMC2bdvQoUMHskqHG3SU0s+cOZNvoKOgoICwsDC+Y+Tm5pIexQD3to6qqiqEhISQPbRUuXDhAi5cuAA7OzscO3YMy5cvh5SUFKKiolBTU8PVpaIxdAY0x48fR1FREa5fv46wsDAsWrQIvXv3hqmpKebMmQMlJSVK4yQmJmLLli1srTLdu3eHvb09CILArl27KPu7iwtd1Q8tkevXr2PmzJlcveAbW2AeOnQI165d+08G/EBDgt3LywsjRoxoEWrrXbt2xZs3b7jqibx580aoFrH79+8jIiICISEhsLS0RM+ePWFqagpjY2OB51pRUUHpmu3UqRNkZGSazQJ75cqVsLS0xKxZs2BsbAxFRUX8+PED4eHhSEtLE3r+zO85UFRUBH9//xajG/IrmD9/Pq5du4aJEydK/LOYTCZCQ0NFeu/vgL8FI05wpKGhgejoaIHWfVFRUbTZmwiDlJQUpk6diqlTpyInJwdOTk64cuUKrl69ioEDB8LKyoqrwmhjePmdL126VGA/+ejRo8Uqmfy/QmMXCCpQcYpo1aoVpkyZgilTpqCgoADXr18nqz4GDBgAU1NTmJiYUBJebAnQLT6lpKREu62OsKSkpGDv3r3khEdOTg4bNmzAjRs3sH79epHvGSdPnuTYFhgYyNbzxmAw+Ab8kqJTp06wtrbGuHHjsHfvXiQmJuLgwYM4evQoDAwM4OzszLFaSZftHJ3cunULixYt4ltxIyMjgwULFiAsLIxvwN8YSZbSCyIwMBAeHh5gMBhgMBhc2zoIgoCUlBS2b98u1NjBwcFYuXIlFi5ciGPHjkFXVxfq6upwcHDA8uXL8e3bN77v51WyLCodOnSAhYUFLCws8OHDBwQHB8PX1xcnT57ExIkTYWZmhilTpvDtf2etrLdq1Qry8vLIz88nXxs2bFizrfAD9FU/tESSk5Oxbds2gfuNHj1aqFU5S0tLSEtLw9fXl2O7oqIibGxsmnXedvPmTRQWFkJXVxcqKipcfe+pChtnZmaCwWCgW7duHNvbt29PqbTewMAA3t7e6NmzJ1sS5caNG/D29ua4J/Ojffv2WLhwIRYuXIgPHz4gJCQEfn5+cHd3x4QJE2BqaoopU6Zw7cvu2bMnXrx4wdGi1JTnz59zrbjt3r07pcpIYRk+fDguXLiAQ4cO4fDhw6ivr0erVq0wbNgwXLhwAcOGDaM8Vl5eHjIzM9GjRw+2xHdOTg7OnTuHv//+GzU1Nf/nAv7GAr1t27bFixcvMG/ePGhqanLMXZtLM0UQvwP+Fo6owdGCBQvg6OiI/v37kysWjamvr4eXlxdu3rwJT0/P5jwlkpSUFAQHB+P69esoLi6Gvr4+pk2bhoSEBGzfvh1JSUnYtWsX1/fy8zs3MTER6Hf+v1whQCfc7KuaWkU13i7shC0vLw9ZWVnIz89H69atoaSkhJMnT8LDwwMHDhwQ2gbsNw3ld+K2uhQVFXGsJrKC/6YWS8IQGxtL/n9tbS00NDTYVsJ+FSUlJYiIiEBwcDDev38PJpOJbdu2kfejU6dOYe3atfDz82N7Hx22c/v27aPVJeXr169QU1MTuJ+qqipX0Ste0FFKHx4eDgaDwWHfGR4eji5duvBcITE2NsaYMWNAEASsrKywbds2jraO1q1bo0+fPjxLfXmRkZEBVVVVSElJQVpamiw1ZzlrbN68mW+1hCRRVlZGz5490aVLF/z8+RNpaWlYuXIlevTogcOHD/OcuP/5559kRcSAAQNw7do16OjoAGhQFW+ulXS6y7mNjY2F/n4lSVFREUf1j5SUFE6cOMHWciYvL09ZZBZoEHjlFmCmp6fj8+fPiIqKwoQJE3Du3DnyNbp0ALhRVlbG1rpF1T6ZG1OmTIG0tDSSk5M5tsvKysLMzAxLlizhq4Xi6OiIDx8+YN26ddi8eTOUlJTw48cPVFZWQktLC46OjiIdG5PJxObNm2FnZwcnJyfcu3cP9+7dQ6dOnTB//nwsXbqUrcLWwMAAZ86cwciRI3kG/c+fP8fZs2e56ko1fh7SzciRI3H16lVUVlaiqKgI7du3F0qfpqioCBs2bMD9+/cBNNwP582bh82bN+PEiRM4f/486urqMHPmTDg4OPAcR1JJjV/NgQMHOLZlZmbi9evXHNt/B/y/ERphgqOpU6fCzs4OHh4euHr1KjQ1NclSx6ysLDx+/Bh5eXmwtbXl6D+lm8TERKipqUFOTg5lZWWIiopCSEgI3rx5gz59+sDW1hZz5swhV88MDAwwfvx47Ny5k2fAL67fuaAyzcY0py0fHZN/OgOIpk4RdXV1mD59Ory9vUVWnC8tLUVkZCRCQkKQnJyMAQMGYPny5Zg9ezY6dOiA0tJS7N69G3v37uUa8NMdINEJlZUFui3GmiInJ4e0tDTK+wsbbAvbI80LUdog6EhmeHh4wNzcHF27dsXjx48RHByMu3fvQkpKCgYGBti1axfb6pmZmRm6devG9Z5Bh+0cKxCjy3WiVatWlLy7a2pqBH4HdJfSu7i4QFpamiPgd3FxAYPBIO8FTUufe/ToQVa9XLx4Eerq6rRVaHXs2BHl5eUAGian//zzD1kqXFhYiMrKSr7v37Nnj1CfR0WU6v79+wgJCUFsbCzk5OQwa9YsnDhxAv3798e3b9+wc+dObNq0CdHR0VzfP3nyZDx8+BAzZ87E8uXL4ejoCE1NTUhLSyMvLw9OTk5CHbOo0F39IIl+cHFo164dV90HPT09tn/n5uZSsgBmwSsQZG3/9u0bhxZMU0tQfggbgNC5QMLLncHR0REVFRVISkqCoaEhnj9/znMMGRkZnD59Gg8fPsSTJ0/w8+dPdOzYEePHjxfKNrQxBEHg3r17CAkJQVxcHNq3bw9bW1sy6RsQEIDPnz/D3d2dfI+trS3i4+NhaWmJCRMmQEdHh6xcyMrKQnx8PB48eIChQ4dyrXSRxL2jKW3atEGbNm1QUFAAaWlpygry7u7uePToEczNzaGqqoqMjAxcvXoVHz9+xPPnz6Gjo4ONGzcK1PCRZFLjVyLJBJuk+B3wt3DECY6cnJwwevRo+Pr6IiYmhpwEysrKYsSIEdizZw9f2z66sLS0JEtBJ0yYAKCh9HvDhg08e5rU1NT4ZvLF9TvnlqF+/vw5VFVVf2mpPx2TfzoDiKal5az+S0VFRcpl51OnToWnpyeYTCacnJzIJMKMGTOwefNmjlUqeXl5LFiwgGcJJN0BEp3Iy8tzBFHFxcV49+4d2rdvL7AM8+7du5T7dHnBTVGXG4KU7K2srLiO09RTnsFgUPJ+5oawQT8dyQxPT09oaWmha9eusLGxwdChQ7FlyxYYGBjwXAHp06cPDA0NObbTYTs3btw4of4Ogqpo+vXrh0ePHgnsJ3z48CH69evHdx+6S+kvXrzI9VwvXryIiooKvHr1CkFBQXx7nQ8fPkyLkj2LESNG4O3bt9DW1oahoSE8PDyQl5cHaWlpBAUFCQwguE1os7Ky0KVLF47JNTcVaktLS2zfvh39+/fH8ePHce3aNWRnZ2PMmDHYt28fpk2bxrZC1qtXLzg6OmLhwoU8j2n9+vXk/2tra+Py5cu4c+cOaanYHM99SWBkZER53+aw5Rs8eDBu3LiBGTNm8N3vxo0btGrO9OrVi0O0ltuKI79qvF+14sirBa7x9pqaGkpjTZgwgZxTCkN4eDi0tbXRqVMnfPv2DSEhIQgPD8ePHz8wfvx4HD58GFOnToW0dEOINGzYMGhoaHBU+sjKysLPzw/Hjx9HUFAQHjx4QN7fCILAH3/8AWtra6xatYrrKre4947GvHnzBm/fvuW4LwQHB+Pw4cMoKioiW7k2btwo8Jlz79492Nvbs82lR44cieXLl2Pu3Lk8F+Oa0hxJjV9N40XNppSXl+Pdu3cC2z6ag98BfwuD7uBIW1sb2traqKurIwOkjh070rZKR4XGDxwnJyfMmjVLYH/2oEGD+GYGxfU7b5qxZpUX7969+5eWF9Mx+ac7gBCXjIwMMtn05csXODs7w9DQkG+v3oABA3iuhLe082uMl5cX1+0FBQVwcHAQKNr07t07rp63vOCmmdD071ZXVwcbGxvs3LmTsqJ+c/XjCWvLR0cyo/FnXr9+XaDeB9CQ+OK2ukiH7ZybmxvbObGsm1asWCGSloORkRGOHTsGLS0tnir9T58+xZUrVwSWqtNdSs9L/Im1nUogSpeSPYsVK1aQTjX29vYoLi5GZGQkGRxv3bqV7/ubPqeEbVV59uwZmYAODg6GsbExzM3N+bqQ9OvXD25ubgLHZjFkyJBfInJK92RfXV2dQ3U8PDwckydP/iWl/gsXLsSyZcvg6emJ5cuXcyxAEASBU6dO4fbt25S9z0XVymi64si6DkNCQsSe0xw7dgyFhYVcg7xt27ZBQUGBp+97YxoH2k35+fMn4uPjMWfOHMqr0ECDP3lwcDBSUlKgqKgIY2NjDn2Apri6uiIwMBCdOnXC9OnT0bVrV5iYmMDMzIznPbdfv35cv5O2bdvC1dUV69atw9u3b8mKqK5du0JDQwOysrI8j0Pce0djzp49i8rKSraA//nz59i6dStphZ2amooLFy5g0KBBAqtvMjMzMXbsWLZtrOfJrFmzKB8XnUmNlkrjRc2mfPnyBZaWli1Cn+R3wN/CoDs4YiElJcVTabo5Edankhd0+J03hk6VdXGgY/JPdwBBJ1TVReXk5HgGBy35/HjRuXNn2NnZ4dChQ3yDfjo0E5r+3VhVGRoaGpQnEc0R8EtJSQldFkdHMqMxVIJ9ftBhO2diYsL2b9b1rKOjI9JEfeHChbh79y5sbW2hq6uLiRMnonv37mAwGMjMzMSDBw9w+/ZtjBw5EgsWLOA7Fh2l9FVVVUhISEB6ejqUlJQwfvx4sXzU6VKyZ9GvXz+y0kFGRgZbtmwRa9IpzrMkPj6eXFXkR8eOHTkm7E3tQfkdn4yMDLp37w59fX3Y2tryFQAUB7on+/v372f7d21tLcLDw7Fy5cpfkqjX1tbG0qVL4e7ujsDAQIwbN44MNnNycvD48WP8+PEDS5YsoVxVQZftJJ1zmsjISJ4r8yNHjoSnpyelgL9xoN2U9PR0uLq68hRsPXbsGGJjYxEREUFuq6iogJmZGb58+UL+3fz8/BAcHMy37a/x3/jUqVPQ1tYW+Bvo27cv39YGWVlZsVX4xfnOkpOTOdrOrl69CmlpaQQEBJD3cRcXF1y9elVgwF9bW8uRrGBVKQijBUBnUqOlwu83W1FRIbTttKT4HfC3YOgIjlgkJiaCwWBw3JASExOhoKAgsLRTXJ4+fYrs7GxK+1JRere0tERtbS1fv3MW4pQcNzd0TP7pDiBaGv/V86urq+Pp881CEpoJ/0vQkcwAAF9fX54l9k0RFITQYTtHJ61bt8a5c+dw/PhxXL16FTExMVzLTFevXk0puGQhSil9ZmYmbGxs8O3bN3JS1KFDB3h4eIhV4kiHkn1LRJjvoynC2INWVlbi69evOHnyJEpLS7F27VqRP5cfkp7st4RE/bp16zBixAicP38eN2/eJBdsZGRkMGLECOzatUtgsC9J20k6+PHjB89Vc2VlZcpzO36BUXFxMd/7ysOHD8l2PhZ+fn5ISUmBg4MDbG1tkZqailWrVsHb2xt79+6ldExNxxSGgoIC/PjxgxRoZfHhwwd4eXkhJSUFXbp0gZWVlcS1svLz8zkEde/fv49Ro0axLYTo6+tzbc3iRmRkJNvcub6+HgwGAxEREXj27Bm5XZgWkZbwm6WD169f49WrV+S/IyIiOOKMqqoq3L17V+LxFVV+B/z/R7CwsOCqjGphYQEGgwEtLS04ODhg6NChEvn8o0ePUirfpar0Trf3+W+409SWj3XDf/r0KTIyMjj255Ws4dUP3pT/UnKGG9zK8WtqapCSkgJPT0+BZbV0aCZIgl+dMKSb58+fU1IO/q+WGMrIyGDjxo1YvXo1kpOTyZJ1KmWmvBCllP7IkSMoKirC/v37oaGhgfT0dBw8eBDbt2/nKTgnLKIo2bc00VYnJydK3wm/vnRR7EH9/Pxw8eJFiQX8TflffWZPnjwZkydPFrl1UpK2k3TQuXNnfP78maPEG2iwR+7QoQPP9yYkJJBK7wD3ZGtVVRWePHkCVVVVnuN8//4dgwcPZtt269YtdO/enayM09DQgJ2dHS5cuCDwnJoGs7zgF8wePXoU7969Y0voZmRkYOHChaisrISKigo+f/6MFStWwM/PT6J93O3atUNpaSn57y9fvqCoqAgjR45k209eXl6gECkLXpXDTf++LUWFvjl58OABPDw8ADScP7fqD2lpafTv3/+X/Ga58Tvgb4FIIjhyc3Pjutqxb98+lJeXIykpCU5OTrh9+7bQx0sFd3d3vjdzYaHb+5zF/+qERFS4lZgDDS4JTeGXrDEwMOBrs/O/Arcec1aia+jQodi9e/evOCyxkUTCsL6+HtbW1ti1axf69OlD8xHzx8vLSyI9zaLazkkKWVlZjgmfqIhSSv/y5UusXbuW/Hv0798fCgoKMDc3R0FBgVil/eIo2YtjKyYJ+vbtK9bfQlTGjh0rlD/8b/gjauukJG0n6UBXVxfu7u4cWhBv3ryBp6cnX9HCtLQ0stKDwWBwTba2bt0aAwcO5KspUlVVxab9VF5ejo8fP3K0AAwcOJBMcPKDqlsOv2D25cuXMDMzY9t24cIFlJeXw8fHBxMnTkRlZSVsbGzg4+Mj0YBfVVUVISEhpHh3REQEGAwGR3VJWloaFBUVBY73X1Shb05WrFhBtj4ymUwEBgZKbMGULn4H/C0QSQRHTcugWbD6ePgp/tKBkpJSi+qv5rXC4+bmxqGX0Jy2fC2NpiXmojJ37txfIhrV3HCbRMjKykJZWZn0sZc0TasMWFUCX7584bo/ldJaSSQMCYJgEyz7X0AU27mmbhOs76u0tJSrE0Vzuk40RdhS+uzsbA6dBBUVFRAEgR8/fogU5NKhZE+nzVhTYTpWgu/cuXNcz49bxYijo+MvuT8ymUzKrYMtmZaSqBe1EqqpVoaamhpf3SZuNLXl41V+DQi/IrtmzRq8fPkSf/31F/r370/63qekpEBVVZVvhYiVlRWsrKwAAFOmTIGXlxdHCTwVevTogffv35NVBs+ePUNdXR1H1UF5eTmllqOgoCCxf3M5OTkcrXZxcXFQVVUlk7tt2rTBokWLuC6S0HHvYOHo6IhFixZBT08PCgoKePnyJSZMmMC1KqKlB6b/NZ49eyZQiLwl8Dvgb4H8XwmOhMXe3h4uLi7o06ePwJJMQUE6tyCDlX39lQEIHZN/OgOIlpSkYdGSAyR+WhpFRUXw9/eXuCAeLyX7DRs2cChcU22h+dUJQxaSSGbQiSi2c7xcJ3hNyIVV+2UymVyrM5hMJrp06YLFixdj/vz5QgkxAdRK6VllyI1hJQPq6+uF+jwWdCvZe3h4wNzcnGtC7sePHwgKCuL7m+UmTNe9e3e8fv2aY/t/tUWkpcDLlm/t2rUcq8bNYcvXFDoqoVjPkNTUVLx58wa5ublQVFTE4MGD+bZOcbPlAzjLrwHhA/527dohMDAQ4eHhpO/9oEGDYGVlhdmzZ1NqjwLE82SfMWMGvL290blzZygqKuLo0aOQl5fn6MF/8eIFRy+7pGC1YLDIy8tDeno6meBg0bVrVxQWFnK8n857x7Bhw+Dn54erV6+iuLiY1DVoTH5+PqSkpHgKI0oCOpMaLZVJkyZh2rRpMDU1FWjj+iv5HfD/HyMxMRHq6ur4448/fvWhCE1ZWRk5wRc3KKdzhYdO6Jj8SzqA+NW01PPLy8tDZmYmevTowVbWmZOTg3PnzuHvv/9GTU0N3+CBDs0EqqWKVBE3IBKEMKtzdCQzunfvTnmCKiyi2M41dZ2gmzlz5nDtJZ4zZw4qKirg7++PM2fO4MmTJ5TGE7aU/sCBA2jXrh3HOE2rqahWUomjZM8NT09PaGlp8by+PT09hQ74f9MA3ZP9prZ8QEPfdkuBjkqo8vJybN26FTdu3EB9fT1kZWVRVVWFVq1aQV9fH7t37+a6gi3pEmwZGRnMnTsXc+fOFWucgoIC+Pn5ISkpiUxmDB06FFZWVnwrfuzs7JCUlISNGzcCAP744w/s3buX7d5SVVWF0NBQzJs3T6xjpErfvn3x6NEjcjU/Li4ODAYDEyZMYNsvNzeX67nRfe8YOXIk3xYuBQUFkatVLS0tIS0tDV9fX47tioqKsLGx4fpb/L+QEHV2dkZoaChsbGzQo0cPmJiYwMTERKA9ZHPDIIQ1Qv6NRGEymbSUGnGjrq4OGhoaCA4ObtaVr4yMDCgqKkpskv2/RGhoqFCTf24TWjrG4IWrqyukpaU5etFdXV2hpKSEhQsXcvTy8gsYRUGS5ycKRUVF2LBhAylM1KpVK8ybNw+bN2/GiRMncP78edTV1WHmzJlwcHDgax8nTKkj1dV5cRHVF5obTcWowsLCoKOjw1GFwc3zHgBHaaogBLmX/KaBrKwsgZOTpqX0c+fO5SilBxr6WhcuXIj379/DwsJCqOPgl4h9+PAh/P39kZGRASUlJejr68Pc3Fyo8bnB75kbFxcHFxcXPH36lNJYhYWFQvdYu7q6wsHBga+N2H8VYZTJGQwGbS1k/2VcXV0RExODzZs3Q09PD/Ly8igtLcXNmzfh5uYGPT09nvfH5iIuLo70vdfV1aXs2pGUlAQ7OzvU19dj/PjxUFBQQH5+Ph49egSgQdBPULn5t2/fUFRUhL59+3K0PZSVlSE1NRW9e/fmmmRkQdc8+/r163B2doapqSm6dPl/7J15XEz7/8df0yqSpYS41xKaFFKSSqVEUZHkXkuKslV2odxkibj2tEjIUoirRRRZokuWkiW7UKisaZH2Or8/POb8mubMzJlmpsb9ej4e93F1ls98ziznfN7b662C48ePo3379khMTGRzSv7111/4/PkzwsPDhXq9lsTCwgKysrJITk7m2F5RUYGioiIYGxvjwIEDLTTDlufFixeIiYnBmTNnUFxcDENDQzg6OsLS0pKjDWlL8MvglzBEbRw1pK6uDlpaWoiJiWnR9mUFBQVgMBgcC8yCggIoKSnxrV2rqqrCpEmTsGLFimYXwfpfh1d6MPAjCmBvb4/169e3xPRahA0bNiA6OhoODg7Q1NREfn4+oqOjwWQycefOHZibm2PFihW0+sRTRfF50RwlF6I0iBoa/ARBID4+HiNGjOAwkppzQStKob3r168jOTkZHz58QFVVFcd+UWdfUJGbm4ulS5di0aJFXNuBpaamIjAwEIGBgbQNzeHDh9NKpS8uLsaVK1dE6mi7fPkyPD090bZtW/Tq1Qvv37/Hly9f4OHh0SQB17Nnz+Ls2bMAfrwXurq6HAZCdXU1Hj16BF1dXYSFhXEdq7a2FkFBQYiKikJ5eTnk5OQwevRo+Pr68lQv/8UvqNDV1YWXlxemTp3Kse/o0aPYsWNHs3SyOXz4MK5evcqmDVBXV4eZM2ciIyODzNbo1q0bTpw4QavNqYODA+Tl5bFv3z62dd63b98we/Zs1NTUICYmRvQXI0b27duHqKgolJaWQktLC2vWrGGr6y8sLISdnR0WLFiAKVOmNNu8MjIycOLECeTm5lI+i86cOSPS13v79i3u3r3brOUCkkptbS2uXLmCAwcO4MGDB1BSUsK4ceMwbdq0ZhcobsivlH4JQ9z1vZKAhYUFpdFoYWEBeXl5ODo6Yvbs2VyFC+Xl5fHx40eR9lgWV53rfw1uaYPPnj1DRUUF7t+/j7t37/Ico6mpYZLKv//+i3nz5rH9dvX09ODu7o4//vhDIOeHOAz44OBgSEtLw93dnWO7qqoqxo8fz9ESrKFBxGAwKNOyGxpEdGloyNfW1iI+Ph4LFixoUQdkU4T2qNi/fz+2bduGbt26QV1dnWeEiRfCOiAiIiLQunVrnr2/zczMsH//fhw4cABr166lNS9Rp9ILwr59+2BgYIDQ0FC0adMG9fX18Pf3R0REBDw9PQV+FtTU1JBlYQRBoKKigmMMOTk5jB8/HrNmzeI51uHDh7F3714MGzYM2traePfuHZKSklBfX4/t27cLdqFoWhbVz0BTsh/4IWzwQFwIUzopLy+P7t27U+777bffaP0GAeGfs8nJyejfvz/btuPHjyM9PR0ODg6YMWMGcnJysGbNGuzbt49Wb/eXL18iMDCQ43Np27YtZs+eLXB7yDdv3nA1aLm1CKZCmLazs2fPxuzZs7nuV1ZWJjMY+MEtij5y5EjyM7OysuI7zrVr1zB37lwYGhri0aNHMDU1RWVlJe7evYsuXbqIpVvA77//ztMR/L9CfX09rl27htOnT+PRo0dQUVGBubk5UlJScPz4cfj5+QldFtNUfhn8Eo6wN+2CggLy36z6d1atcUPU1NREOGvecFugeXp6oqKiAg8ePICtrS3u3LnDdYzRo0fj3LlzMDIyEsmcRF3nKipEEX1srlZhCgoKMDQ05CtakpeXR5nelJeXh+zsbCQmJgqUGtbSrdAKCgo4lIKHDRsGABg3bpxYX5sOwcHBkJGRoTT4gR+p2jNmzMCcOXPIfaI0iLghirr1pjgzGtMUoT0qjh07BicnJ6FrEIV1QKSlpdFyHE+cOJH8DvBCmFT6xiKL/ODm+Hn16hW2bt1Kpg5LSUnB3d0dx48fR35+vsDp8BMmTCCdEtOnT8fatWuhrq4u0Bgs4uLiMHXqVPj5+ZHbTp06BT8/PwQEBPD9/lGNR2Xws3p9Hzx48KfJohJ39oOwwQNxUFdXB2dn5yaXTjo4OOD48eMwMTHh0CU5duwYVwHVxgj7nM3NzYWTkxPbtnPnzkFFRQX+/v6QlpZGv379kJ+fj3/++YeWwd+jRw+UlpZS7vv27Rvt33FZWRk8PT3JEi9WtkHD90uQcjdxtJ1tCt26daNch6qpqaGiogJeXl7YvXs3EhMTeY4TFBQEFxcXeHl5QUtLC4sWLYKWlhby8/Ph5uZGrk+aQmFhIaWDha4NISqnhqSRm5uLmJgYxMfH4+vXrzAxMUFgYCBGjBgBaWlpEASBbdu2ITAw8JfB/wtqhL1pW1hYcCxmGyrcC6LULSq4pWA23F5TU8NzDF1dXezYsQNz586FqakpVFRUOK5TEA/v5s2b+W5///497fFEhSiij6KKYAI/jFtVVVXaUQYquAnVsLazUsPoIsrrawq1tbUci3pWXbOwGSGiiPZdvnyZ0qC9fPkyadDeu3ePbZ8oDSJx0hRnRmOaIrRHRXFxMdkDWRiEdUB8/PiR1sK5e/fufPtVN06lf/HiBW7cuIEPHz7QSqXnJrLYGH7PoW/fvnGIXrGEMbkZEHQRVsD13bt3+Ouvv9i2WVtbw9fXF3l5eQL/bkSRRSUpiDr7oTGiCB6IA2EqZdu1a4cnT55g9OjRMDc3J+vcr1y5gurqaujp6ZFp9rzU9oV9zpaVlbH1a6+ursaDBw8wZswYNqO0f//++PDhA61rW758OdavX4+uXbuy3Xdv376N4OBgrF69mtY4W7duxZcvX3D06FFMnToVwcHBaNeuHRISEnDr1i2Bv1uiajsrTKYAwP1exNpeVVWFhw8f8hwD+OEgXbJkCaSkpMBgMFBRUQHgh0NhwYIFCAoK4lgv8aKoqAgbNmzAhQsXUFtby7ZPUBtCVE4NSWLKlCm4f/8+unbtismTJ8PR0ZGjLJvBYMDKyqpFNQ5+1fD/5PCrm2lYE1xXV4fRo0cjLCyMo3eoJLRfe/z4MaKjozmMGyr4iZuJyonx+vVrXLhwgW8bQHGRnp4OBoPBkYKVnp5OLv7v379P2XpHlGOw0NTURFxcHPn+i7LrQ0lJCV69eiVQijgg2utrCkwmE87OzmxppfX19di2bRtcXFzYbvyCtkP6L2sm1NfXw8XFBf7+/k2ua8vPzweDweCILuTn57M5M7i1Z+MlmJafn4/g4GDaegLLli1Dr169Wrwsy8DAABs2bMCoUaN4Hnfp0iX89ddfPPUXJk+eDHl5eY5U+vj4eGRmZvJNpW8sssiqAV63bh2lpgU35wuTyURERARbinFdXR2MjY1x+PBhaGhosB0vaCvO+vp63Lp1Czk5Oaiurmbbx+83S6VxISl6OS2Nra0thg4dSpn9cO/ePYGzH5pCTU1NswpmCfvZi1u4le5z1srKCm5ubmQ08tatW5gxYwb8/f3ZMnyuX7+OZcuW0dJxsbOzw6dPn1BaWoq2bduiQ4cOKCoqwrdv36CkpMTmvObVVtHCwgJLlizB2LFjoaWlxfb727x5Mz5+/IidO3fynY+o4fW85pcpUFBQgE6dOlF+V2tra/Hp0yfaUXQjIyNs3boVxsbGMDU1xeLFi8nMkKtXr2Lx4sWUKvnc8PT0REZGBpydnaGurk45R0tLS9rj8YLl1GjsNJFkFi5ciEmTJmH48OE8Hdw1NTX49OlTi9lbvyL8Pzn86mYafrFYKf2dOnWSCAO/MXl5eTh16hQtg7+51Hyzs7MRGBjYYga/KKKPwoxx6NAhaGpqon///mjbti1b5ELY1MXG3Lp1C4sXLxZ4ASOqCK0wcBNja+xkENTgF3W07/v376iurha4ljY7OxthYWFsfaEHDRqEOXPmoF+/fgKNxUJKSkro6Cq3+xhre58+fXimn8fFxWHKlCmUBn9RURHi4+NpG/wTJ07E2rVrUVVVBSMjIygpKXEc09TfSWlpKc6fP48zZ87wfc+0tbWRlJTE1+BPTEzkq5UhbCp9498m6xmkra0t8HvRuKc0C6rfkyD3kM+fP8PJyQlv3rwBg8GgTA/m95u9ffs2W5STVztNQTLPfnZEnf1Al4bBg+Yw9kVZOinu9np0n7NmZmYICwuDuro6OnXqhJCQEMjJyXF0XsjKyuKqOdAYLS0tkejzfP36FV27doW0tDQUFBRQXFzMNm+6Qp6PHz9GXl4eVFVVoaWlJXQnKWEyBUaOHMm1G86zZ88E6obDZDKRk5MDY2NjGBoaIiwsDB06dICMjAx27dol8DP79u3b8PX1Fasg34cPH5CRkQE7O7ufytgHgHXr1tFaU8nKyrao7fXL4P/FT4kkOixEAa8WaKLm2rVr2LBhA0ctVUOuXr2KPXv2oLS0FGpqamAwGOTDqnfv3kKlLoobOtcnCsS9QOMGN82EmzdvoqKigm1hdvLkSYSFhZFlKV27doWnpycmTpzI93WuXr2K+fPno0uXLrC0tCRTTC9dugQHBwcEBwdjxIgRPMcQl3K8OHnz5o1AkWJXV1cAPwTm9u3bx1F/K2g0rrq6GpcvX8aZM2dw7do11NTUcIhoUTF16lR4enpCXV0d7u7uHOmT9fX1CA0Nxfnz5xESEsJzLHGm0guCOLs2bN68GR06dMCRI0dgZmaGkydPQkVFBQkJCYiPj6fVSotbCvGWLVvY/ub3HaisrERoaCjZ6aFxtgEgmDOjpamqquJo2cYqc6qsrBTb6woSPBAFklg6KSweHh64desWWcfPYDDg4+ND/v6BH86NuLg4WFtb0xqTW+mkoHTp0gVFRUUAgJ49eyIlJQWmpqYAQCtzpKioCPPnz8fdu3fJz+b3339HYGCgQBkWjeGmr8Aqj5s2bRrXc3mtpaqrqwVyRri4uCAvLw8AsHTpUsybN48se+vSpQst7ZaGKCkpiVxwszEPHjzAihUrYGdnJ9bXERU/Y3eWXwa/hBMfH8+ztcbPUssnam7evImCggJKgyU2NhZqampCCZO0FM1pQJeXl+Pt27c8j2FFqPPy8vD48WMsWrQISUlJCA8Ph4yMDBgMBuLi4lBbW4uBAweKRIhNVNC5vv8iW7duxdixY0mDPyIiAlu3boWtrS3pHEhLS8Pq1avBYDD4ikBt2bIFJiYmCAkJYYterFixAh4eHtiyZQtfg18cyvH19fX4559/eLbBo8oEOnbsGI4fPw7gxyLWy8uLY4FYXV2N/Px8gcSDRNFyjyAI3LhxA2fOnMHFixfx/ft3MBgM2NvbY8aMGRyp61SMHDkSs2bNQnBwMKKjo2FoaEhGFt+/f4+bN2/iy5cvcHNzo9UnvaysjC2CxopgNt4OCJ5KTxdRq/43JCMjA76+vmz1ympqapg3bx4IgsD69euxf/9+rueLMtts3bp1OHv2LGxtbbmmzv5s/C9kPzT8DrBKJ/fs2cNROsmNx48fQ11dHa1ataIldNkcZSLt27dHXFwc0tPTUVJSAk1NTfTo0YPtmLKyMnh5eYldzK4xxsbGuHHjBkaNGgUXFxd4e3sjKysLsrKyyMrKwsyZM3meHxgYiCdPnmDBggWktsTevXuxZs0anDhxopmu4kcG1atXr8i/G/9WgB9Os8TERIGc4A2fs507d0ZsbCzevHmDyspK9O7dW+BMBjc3N0RGRsLY2Fgo/ab/EuLWJxEHvz45Ceb06dNYvXo1JkyYgHv37mHixImor69HSkoKlJSUBBLdAABpaWkcOXKEVj9wSWfXrl1cBbK+fv2KkydPIjo6upln9d+jpKQE7dq1Q/fu3cm0vZ07d6J3797IysqCk5MTHj16hNjYWMjKytLux/4L/jQ12peTk8O2IIyMjMTs2bOxdOlScpuDgwNUVVWxb98+vgZ/Xl4evL29OVIVpaSkMHXqVFo166JWjgd+ODYOHjwIfX19GBgY0DaOVFVVybTS7Oxs9OrViyOKLSsri969e8PR0ZHWmAD30hI6ZGVl4cyZMzh37hwKCwuhqKgIKysrjBgxAgsXLoSDgwMtY5+Fl5cX9PX1ERERgeTkZPK7Iy8vD11dXWzYsIF2qYu4UuklBVYWg5SUFBQVFVFYWEju09HR4RvhF2W22ZUrV7By5UoOdfSfGVFlP0gywpZOTpw4kaxD5yV02dyZAtLS0jy77rRr146vU3TDhg1wdXWFmpoaNmzYwPc16XQ58fLyIoXo7O3t0aZNG5w/fx5VVVVYvXo1Jk+ezPP869evY8GCBWRWFvCj/GvGjBkoLS2lLMeiA0vzicoBzWAwOLRkzp07Rz7vGAwG19+KkpKSQFlOaWlpMDIyIr9HDAZDqP7vr1+/xqtXrzBq1Cjo6+tTvj/Cdqf52RB1d5bm4JfBL8EcPHgQHh4emDNnDk6ePImpU6dCS0sLZWVlcHNz40iVo4Mwi9KmQrc107t372iPmZ2djUWLFlHu09LSQlhYGM/zG0emuMFqTdacUEXOuCGuiBoLAwMDqKmpQUtLC/379weDwUBtbS3k5OQwePBgAMDq1avRr18/DqX3/1WEbaXJoqnRPllZWTbnwKdPnyhbE5qamiIqKorveBoaGmR6YGPy8vJoRbFEqRzP4syZM1iwYAE8PT1pHc8iIyMDCxcuRNeuXXH79m0sXbpUIGOaH9nZ2cjMzCSdZXp6ejzfIysrK7x9+xby8vIwNTWFnZ0dzMzMICcnh2/fvjV5HmZmZjAzM0NdXR15P2nfvj2lQjI3hE2lb3zvZxlDr1+/pjyebuRSlK04u3fvjk+fPgH4seg/ffo0zM3NAfwQNhT3PbYh0tLSQi3MJY3m0tr52Tly5AipZyCKTCFxUVVVhXfv3lFmU3H77aakpMDR0RFqampcOwewYDAYtAxHBQUFtg44o0aN4qtZ0pD3799zZCXo6OiAIAi8f/++SQZ/fHw8Vq1aBXl5eaipqXE8r6mcODNmzMD48ePBYDBgaWmJ4OBgaGpqsh0jKyuLTp06CZQ96ebmBhUVFVhbW8PW1hY6OjoCX09Drly5Qr4+VccLup/bf4mW0icRhl8GvwTz5s0b6OrqQlpaGtLS0igrKwMAKCoqYvbs2QgICOCbuiQJCNqaiQ4MBoPrYrikpIRcWHJj2LBhIp+TqOAWUaNC3J7+Cxcu4OnTp3j69CkePHgAgiAwefJk9O3bl0zhLy0thaysLFdnEt2aLNb3+2dH2FaaLJoa7Rs6dChOnz5NRnA1NDRw//59js/n7t27bJ0FuOHn54elS5dCQUEBlpaWaNu2Lb59+4aLFy/i4MGDtNLX2rRpQ9Zc8qK4uJh2x4fq6mqBOzoAPzIebGxs0LVrVxQUFFAuXptCdXU1li9fjgsXLoAgCMjJyaG6uppsx7NlyxbKVMo3b94A+CFkN3r0aJiYmAgtHtUQaWlptrpbQRA2lZ7bvX/58uVCaRyIshXniBEjkJaWhrFjx8Ld3R2enp4wNDSEjIwMvnz5Ai8vL1pzYiFMK80pU6bg9OnTAjksJBlRa+2II3ggCbDuzdXV1SguLoampqbAOibifM5WV1dj7dq1SEhI4Lq24vbbbWjk8zP46TJ58mTY2dlhzJgxHNlZdKirq+N4RrNS1Ru3naPLnj17YGVlhYCAANrtePX19UnNJjU1Nfz2228i+c0kJCQgMTERSUlJiIqKQrdu3WBra4uxY8c2ybktqs/tv0RL6ZMIwy+DX4JRVFQkI3WdO3fGy5cvYWBgAODHDYvOArohBEEgJCQEf/75J1u9orgRh8d60KBBOHr0KEaPHs2xcDx27BjfmrKAgACJqjdvyLx583h2XuAHq0cvP168eMH3GFYXCFbaHpPJxNatW/H9+3fcu3cPBEHA1dUVvXv3hqmpKVauXMkxhpaWlkjfa1FenzgQtv8xi6ZG+5YsWYLJkydj2bJlmD59OpYuXQovLy8UFRWRuhY3btzA0aNH4ePjw3c8Z2dn1NbWYtWqVVi1ahVkZGTIRZGMjAxbajeDwUBmZibHGKJUjmdhZ2eHlJQUnimnVHTs2BEPHjwQuTDmjh07kJqainXr1mHs2LFQVFREWVkZkpKSsGnTJuzcuZPy9xEXF4eEhAScO3cOXl5eUFBQwMiRI2FnZ4cBAwaIdI7NjbiilUeOHKG8pxw5coRsx3jy5ElaBv+yZcvIf5uZmeH48eO4dOkSKisrYWRkJHCXj7i4OEqDPy4uDsCP+xe3VpqtWrVCZmYmJk+eDENDQ45Io6BdPv5riCN4IGqEKZ2Uk5PDsmXLsH//foENflE/ZxsSEhKCtLQ0bN68GV5eXvDz80Pr1q2RkJCAt2/fYvXq1XzHqKqqwqJFi+Dm5sbRQldQVFVVsWXLFmzatAkGBgaws7ODpaUlFBUVaY8REREBFRUV8m+WftKBAwc4nAh0otefPn3C2rVraRv7wI8SK5bDWZTO5379+qFfv35YsmQJsrKycPbsWcTFxSE8PBx9+vSBra0t5s6dK5LX4sfgwYNpfS/5BekkkZ9Nn4RBSLLM9v847u7u0NPTw6xZs7BhwwYkJSXBw8MDMjIyCA8PR48ePWgbP8CPH5S2trbI2qi1JPfu3YOzszN69uyJCRMmoFOnTvj06RPi4+ORm5uLyMhIodOYWgKqns5NGYMugtYDMplMxMfHg8lkora2Ftra2ti7dy+KioqQlpaGrVu3NmXKAiHuPsWSQnBwMN68edOk9zQ7Oxtr1qzB3bt3OVqNEQSB9u3bY8GCBTxVg1kEBQUJtJCkqtW/fPkyPD09MX/+fJ7K8SEhIQgJCaElJpeQkIBdu3ZBR0eHaxs8qofsli1bEBERQfua6H5/TExMMHv2bDg7O3PsO3z4MPbv349r165xPZ8gCKSnp5OCfaxe1d++fcP69et5thdsLkSZSv+/SMNWmlSlKPzubT/z/QwQLvsBANLT0wV6vZYoYRSW8ePHY+bMmWJtgSYoVlZWmDVrFhwcHKClpYVTp06RjtmVK1eiVatWWLduHd9x9PT0EBISIhJB5e/fv+PixYtISkrCjRs3IC0tDVNTU9ja2sLc3JxnlhSd5wsLBoNBqzRl9uzZGD58OFxcXGiP/eeff6K+vh6mpqYICQnBpEmT0LlzZ67zELR8rSEEQeDKlStYu3YtPn/+LPB95OPHjzh06BDu3r2L4uJitG/fHnp6enBxceE6Z0A06wdJ5Gdch/4y+CWY+/fvo6CgAGPHjkVpaSlWrlyJ1NRU1NfXY8CAAdixY4dAXuC6ujpoaWkhJiamxQz+mpoaPHnyBB8+fACDwUDnzp2hqanZpBTWzMxMbN26FVlZWaivr4eUlBR0dHSwbNky6OnpCTTWly9f2ObU0PPbnIjC4BcnwcHBmDJlCpSVlSXi+yTJFBYWUnrs6fRiBoD9+/fj2LFjUFVVbXK07/Xr13jw4AE+f/4MgiCgpKSEvn37QkdHp9nVdrdt24b9+/dDRUWFp3I83RRqYYyjmzdv4tWrV9iwYQNcXFx4fiZ0F3ADBw5EaGgopdF77do1eHp6Iisri9ZYNTU1SE1NxZkzZ5CamoqqqiqoqanB3t6edo9pccBkMiEjI4NHjx5xbOeWSv/y5UtER0eT/a6tra1hZGQk8GtXVVUhNTWVHMfIyKhJ6by/aDl4fX+AHxFubtkP/yukpqYiICAA27Ztk5gMn0GDBuHAgQMYMmQIBg0ahD179pC/4bS0NCxdupSWYO/ChQvRo0cPtqwaUVBUVITk5GQkJibi7t27UFBQoKw1FydPnz7F8uXL4eTkBGNjY7Rt25bjmMZ6IE+ePMGGDRvw+vVrlJSUQEFBgavGCoPBENjhBfwox0hJSUFSUhJSU1NRV1eHYcOG8ew80pgXL17AyckJNTU1MDY2Jlvz3rhxA7KysoiKiqLdkeK/QuMIPj8koZX4L4P/J6O6uhrV1dUCpS6xaEkDrbq6GiEhITh27BjKysrYIo6KiooYP348vLy80KpVKwA/IiF0U6MqKytRUlICJSUlgdKpgB/9yQ8ePIjc3Fy27T169MDkyZPh4uJCeidZTgVxIukGf2Pi4uJgYWFBq+/oy5cvERkZifT0dDbnir6+PiZNmiQxixthKCoqwoYNG3DhwgWOWkBB65T/i9G+1NRURERE4N69exzK8TNmzBAofZrOA5ffQ3b69OlYu3atSAR27O3t0bdvX8qMjOXLlyM7Oxvx8fECj8uKZJ05cwa3b9/mMJaak/T0dDAYDI6U3PT0dDKV/v79+2Q7zzt37mDGjBmoq6tDx44dUVxcjPr6evj5+WHKlCm0X7egoAAzZ87E27dvyWdHu3btEBwc3KT04MbCWPyg+zsbOXIkQkJCKH+7L168gLu7+y8hOy7wy35ojCiDB6JE2NJJOzs7fPr0CaWlpWjfvj1H8IHBYCAhIYHr+eJ4zlpaWmLVqlWwsLCAjY0NLC0tsWTJEgDA0aNHsXv3bloGf2pqKvz8/DBy5EiYmZlBWVmZI/rb1LXpixcvcPbsWcTGxqKwsLDZn40Nf/PcItq85iTKtV9dXR2uX7+Os2fPIiUlBeXl5dDV1YWNjQ2sra0FdpS6ubmhuLgYERERbGu9kpISuLq6okOHDrQdCARBoLi4GAwGo1kFUX/xy+D/z9NwgVlfX49Vq1Zh/vz5ZIs1FuJMH6uuroarqyvu3LkDIyMjWFhYkGJh79+/x5UrV5CWloZ+/frhxIkT+PbtG+bNm4fY2FiBXufr169o27YtLTXz+vp6LFu2DOfOnUPPnj1hbm7ONqfU1FS8fv0axsbGCA8PR2VlJZYsWcK3RZOwxMXFYcSIEejQoYNIxnvw4AFu376Njx8/gsFgQFVVFfr6+qTCfnNx9OhRUvG7X79+ZES1oKAAL168QH19PebPnw8PDw8AQFhYGObNm8d3XEm5Phaenp7IyMiAs7MzV2V9S0vLFpiZYMybNw/e3t7o2bMn38+BwWBgz549Ao0vjHK8pHLhwgUsWrQIgwcPxujRo6GiooLCwkIkJyfj/v37CAwMFEhJmoqvX7/+VFFtFxcXFBcXIywsDF27dkVZWRl8fHyQnp4uUAvPZcuWIS0tDT4+PtDW1kZeXh62bNkCgiCQlJQk8LyYTCbatGkDS0tL9O/fn9Z10B2X26I9KysLU6ZM4Ss8V15ejri4OI5ODxMmTKAtaPlfRpzBA1EgbOkkS3iSF9y6Z4jrObtq1Sq0b98eK1aswKFDh7BlyxaMHDkSsrKyuHTpEmxtbTlazlHR2BEmjHAn8EMPhyVO9/LlSygrK2PMmDGwtbXlqeNEtwsSCzqGaWxsLN/PjZcIanp6OrS0tJrUfasxBgYGKC0thaamJmxsbGBjY4MuXbo0ebzBgwdj69atlGuXS5cuYfny5Xy7NKWlpeHgwYPIzMwkRe3k5OQwZMgQTJ48Wehn4y/480u0T4KhI6jFr23S7t27ObadOHGCzRBhMBhiNfgjIiLw5MkTHD58mBQdbIiTkxPS09Ph7u6OFStW4PHjx5Re+qysLDx8+JCj7vjUqVPYtm0bSkpKICcnh6lTp2LFihU8b77Hjx/HxYsXERAQgAkTJnAcu3LlSsTHx8PX1xcBAQG4e/cu7XZhwvDlyxeOyPDdu3ehqanJtmh59+4dwsPDOWohWbx9+xYrVqwglfUbwmAw0K9fP+zYsYOMbL569Yoyytmwhy6Ljx8/QkVFhbaRlpaWBn9/f9jb22PhwoUc6dPv37/H7t27ERQUhO7duyMjIwMxMTE8FyKiuj5Rc/v2bfj6+kpU/WVT+P79OymiI47WlE1Vji8uLoaSkhKkpKRoLdqoFmoHDx6EnZ0dVFRU+GqgCCKSNnr0aAQHByMkJAR///03uYDV1NREcHCwQHWjLFJTU5GdnY2OHTvC0tLypzL2gR9Rt3Xr1pHOVEVFRaxcuRKWlpZ4//49rS4RwI974JIlS0jtAHV1dSgrK2PSpElNcoKsX78eiYmJOHPmDLKysmBjYwM7Ozv06NFDsAvEj1KDiooK8j5E1Va1qqoKly5d4lmfDvy4F06fPh35+flgMplQVlZGTk4Ozp8/j0OHDuHIkSO03zNJQxTZD3SCB1FRUUhPTxcqeCAswsTRNm/e3KTzxPGcZbFkyRJSJJp1P2T1vZ8+fTrt2nJRiXgePHgQiYmJePz4Mdq2bYvRo0dj1apVMDAwoJWFSbdLEws6TggHBwfa41EhSr2J6dOnw8bGpknCkVRIS0uztfptSHV1Nd+1IEs3p127djAxMWH7zd6+fRsLFy7EhAkTEBAQgLq6Oqxbt+6nK+sRVp+kOfgV4ZdgqIyG0tJSvH//Hh06dEDnzp1J5V86sETWmjul38bGBuPGjeOrChoWFoZdu3bB1NQU27dv56iBWrhwISorK9mi7Hfu3MH06dPRpUsXWFtbIycnh6yB4+VNdXBwgKGhIZYvX85zTlu3bsWBAwegqamJkJAQ2vXXTUVTU5Ns0wJwjxY8ePAAkydPpnwQffr0CRMnTkR9fT2mT58OCwsLNk//lStXEBkZicrKSsTHxyMvLw8LFy6krA+jOx9ezJw5E23btqV0PjVk4cKFuHjxIhQVFbFlyxayF7Y4r0/UWFhYYM2aNQIre7N4/Pgx1NXV0apVK1otqP7XtBMafh9ZdeO8oPp9NIzCiqtsory8HN++fUPbtm35RmUrKyuxefNmXLx4EbW1tbCysoKPjw88PT1x48YN8rhOnTohOjq6RWsBS0tLkZycjJycHMoFYGM1a6qIN6u0LDY2llZ0HfjxuR87dowtc6empgYDBgwgRUSbwufPn5GYmIjExEQ8evQI/fv3J9t98RKiagjLyUOH+fPn8zSOFi5ciCdPniA8PBy9e/cmt79+/Rrz5s2DpqYmAgMDab2WpCGK7IewsDCEh4djz549lMEDAGTwwMjIiAwenD9/XiTXQIeWKp0U9XNWkhk8eDBZXmBiYkIrq7MhjaPxdXV18PX1xfz58ynvr4K0Jy0pKUFWVhaZnTNw4ECuJY+6uro4cuQItLW1+arZc+uA0xwsXLgQz549w969e9mcCLm5uZg7dy40NDS4fu8SExPh5eUFDw8PuLm5cTwPKyoqcODAAYSGhmLx4sXIyMhARkYG7t+/L85LEjk/gz7Jrwi/BMOt3vPVq1dYunQpZYsnXrRUm5p3797R6petp6cHBoPBNW3+0aNHHN7o6OhoyMjIkL1GgR8pcdHR0Txv0q9fv6b1/pmYmCAiIgLR0dGQl5fne7ywUPnfBPXJhYSEQF5eHidOnOCIorLatUyaNAmTJ0/G7NmzkZeXh5EjR4ptPo8ePaKlND9x4kRcvHgRJ0+e5OmZFuX1iRo3NzdERkbC2Ni4SaJ4EydOJBfFvFpQNSX9sSlUVVVh0qRJWLFihUQosAcEBJBCpU1trfns2TPKf4uS1q1b006/Dg0NRVxcHCZPnozWrVvjn3/+wZs3b5Cbm4ugoCD07t0bL168QEBAAHbv3o2///5bLHPmR25uLiZPnozq6mpUVFSgY8eOKCkpQW1tLdq1awdFRUVa7auaAkEQHFEkViSvvr6+yeN26tQJM2bMwIwZM8j04FOnTmHr1q1wcXHBihUr+I5haWmJbt26gSAIrFq1Cu7u7hxtVWVlZaGurs5XO+DGjRtYv349m7EPAL1798aiRYuwZs0awS+yBRFl9gMAnDlzBnPnzuVq7AM/IqWzZ89mCx6Im8alkwBw5coVZGdnsx1HJ/PLx8cHFRUV2LVrF8e+JUuWQFFRkTKzT9TP2YYsW7YM48aNa/JzjcWzZ8/w8eNHSod4amoqOnfuTMt5d+PGDaHKNBpH41kGv7m5eZOdNARBYOvWrYiKimJzhsrJyWH69OmUwSVXV1dS58HV1VWka/T6+nrcunWL0jkraHtPb29vODk5wcbGBn379iXL1V68eIGuXbvyzEaOiorCpEmTuIrNKigoYP78+fj06RN27tyJrl274ujRo7TnJilwW0s8e/aMTZ+kJfll8P+EqKurY/bs2di0aRNOnz4t0LktYfQrKCiQ6WC8KCoqomytxaKwsJAj5fLatWsYMmQIm1fW2tqabzmErKwsKioq+M6psrISioqKzWLsi4rU1FQsWLCAZ8p0x44dMWfOHPj6+mLp0qWYM2eO2OZTU1ND1lPyQl5eHvLy8nwXIZJ2fQ15/fo1Xr16hVGjRkFfX5/y+8zLKDpy5AhZeiCuHuaCIC8vj48fP4pdrJIuDZ14wqZQioPr168jOTkZHz584OjQwGAwcPjwYY5zzp07hyVLlpALMENDQzg7OyMgIICsa1RXV8e3b98QFhYm9mvgxubNmzFo0CAEBgZCR0cH4eHhYDKZSEpKws6dO7lGnhsKnzZk2rRpbNv5RbD+/vtvSuXrgIAANhHbpmhKAD+M/+7du6Nbt254/fo1CgsLaZ3HZDJJI4XBYMDMzKzJpRd1dXVcnzXy8vI/Xa/qffv2kdkPDAYDbm5uXI+l045LVMEDUSPK0skbN25wDUaMHj0aW7Zsodwn6udsQ3JycjB37ly0a9cOVlZWsLOza5JYZkBAAHR1dSkN/qysLNy9e5dWq+nm1GSgS1hYGA4fPoxZs2ZhzJgxUFFRwZcvX3Du3Dns378fSkpKHFmuDb/zouy+8vnzZzg5OeHNmzccbXlZCGLwq6mp4cyZM4iJiUFmZiZKS0vRs2dPTJw4EQ4ODjx1B54/f07rt21lZYV//vkHp06d+ulK1/ihoKAAQ0NDGBoatug8fhn8Pylt27bF27dvBT6vJSo49PT0EBUVhVGjRvGMWB49epRnO722bduirKyM/JvVyqTxOYqKiqQoCDe0tbURGxuLESNG8DwuNjaW7Df7s0DlGKGiZ8+ekJaWbpIxLIjjqHfv3rh27Rrf3rv//vsvR2SLiua4vqZy5coV8r2hagvEYDB4GvwN6/hEUdN38+ZNFBQUYOLEiRz7YmNjoaamxvdzGT16NM6dO9ekVmqSjq2tLfT19aGvr48hQ4YIVWO3f/9+bNu2Dd26dYO6ujqlcUrF+/fv2e4xrJTnPn36sB2nrq7eLDoi3MjKysLGjRtJfZWamhpIS0vDzs6O7E4RHR3Ndo6oeiqzjIvGehLcttOluroa//77L86ePYurV69CUVER1tbWOHr0aJOEP1kOqW/fvuH58+f4/PkzOnXqBA0NDVrfB11dXezZswdDhw5lO57l7KFj7EoSosx+AEQXPBA1KSkp5L9ZpZNhYWFNihZ//fqVq2hv+/bt8eXLF8p9on7ONiQ2Nha5ubk4e/Yszp07h5MnT0JVVRVjx46Fra0t7TXSs2fPMGvWLMp9Ojo6iIqKoj2n+Ph4nDhxArm5uZTtb5s7mvrPP//A3d2d7Z6noqICJpMJWVlZnDhxgmdZa3JyMvT19UVi7G7evBkdOnTAkSNHYGZmhpMnT0JFRQUJCQmIj49vkiOsTZs2cHZ2hrOzs8Dn0rU7FBQUflpjv6CgAKqqqs3e7lgQJHdmv6AUpaqpqcGrV6+wY8cOgfteSktLiy2FlRdz587FtGnT4ObmhkWLFnGop2ZlZSEwMBCZmZk4duwY13E0NTURExNDpmefOXOGjKg0JDc3l287nJkzZ2LOnDlYtWoVFixYwCGE9PHjR+zevRsXL15stigBLwQxsJWVlZGbm4shQ4bwPC4nJ4dW2yCqyFrjqBprjlSRNQcHB/z999/o27cv1whHfHw8IiMj4e3tzXc+or4+UdJw4ScJ7Nq1i2s5w9evX3Hy5EkOI60xurq62LFjB+bOnQtTU1OoqKhwfB9Hjx4tsjnzws7Ojvax/NpXAYC5uTkyMjLwzz//oK6uDr/99hv09PRIJwCrfIAOx44dg5OTk8Bp7bW1tWwipayoYOMUdhkZGaHS14WF1Q5WSkoK7dq1w6dPn8h9ffv2pXy2iMrgj4yMFMk4LK5fv47ExERcunQJDAYDlpaWCA0NxbBhw4TKZqmvr8euXbsQGRnJlkGmoKAAJycnLF68mKfA1cqVK+Hk5AQzMzMMGzaMTJ29efMmZGVlaSmhSxKizH4ARBc8ECfCZlF27twZWVlZlNHArKwsrs80UT9nG9OzZ0/Mnz8f8+fPx7Nnz0h1/MOHD+P3339HcnIy3zGqq6tRU1PDdR+V4U7F6dOnsXr1akyYMAH37t0jNX1SUlKgpKREins2J58/f+bqkBs8eDD27t3L8/xly5ahrq4OPXv2JB3QQ4YMaZJuVEZGBnx9fdm+K2pqapg3bx4IgsD69etpt9FrTGFhIeXnxG2e/fr1w4ULF/iWBJ4/fx4aGhpNmpMkMHLkSMTFxZH3u4yMDGhpaUlUZ5VfBr8Ew01JlCAIdO3albZQUEszaNAgbNmyBb6+vpg8eTLatWvHJrJWUlICBQUFbNmyhWcPUk9PTzg5OcHKygrKysq4e/cujI2NOfrKXrhwgWdLFgAwNTXFihUrsH37diQkJEBDQ4Oyhc2KFStgYmIi5DsgGFQpsI3TX3l5TE1NTREWFgYLCwuui6uvX78iPDwcpqamPOdCFUETNKo2depU3LhxA97e3ggPD4eZmRnbe33t2jW8evUKFhYWtHpzi/L6JA1+wj2N4RfFyM7OxqJFiyj3aWlp0UoRZ5XHpKamIjU1lWN/c2gJsNDS0hJpWdKyZcsA/Kgjvnv3LjIzM5GRkQF/f39UVlZCVVWV8pqpKC4ubrJWRMPaZlbaduN652/fvjVpbFHRs2dP5OfnQ19fH/3798exY8dgZGQEGRkZnDhxosUViAVh1qxZaNOmDUaOHAlTU1PIycmhrKwMly5dojyerkNry5YtiIqKwpw5c2BlZUWm9Z4/fx779u1DTU0NT2OrX79+SEhIINtXvXz5Eu3atcMff/yBGTNmCNVaq6URNvsBEF3wQNwIc4+ysbFBWFgYfvvtN4wdO5bcfu7cOYSFhXGNsIr6OcsLJpOJrl27onv37ggJCaGdbaqpqYnTp09T3idPnz5NW3zz4MGD8PDwwJw5c3Dy5ElMnToVWlpaKCsrg5ubG9/Wdo2DadzuuSzotOXr1q0brl69SpkJl5qayldsNT09HXfv3sWdO3dw584dxMfHo6amBl27dsWQIUOgr6+PSZMm8Z0H8OM31rFjR0hJSUFRUZGtPIlVjiUIrAyuCxcucHSR4qcnNHXqVKxcuRKdO3eGq6srRzlGZWUlIiIiEBMT02L6NE3h0KFD0NTURP/+/dG2bVu2NXldXR2cnZ2b3JpTXPxS6ZdgqPp6ysvLo3Pnzhg0aBDP1JFv374hJCQEI0aM4JridevWLVy9ehXz58/niNaKg0+fPuHkyZO4c+cOmZrapUsX6Ovrw9HRkdaCMTMzE9HR0SgtLYWWlhbHzb2wsBC+vr5wcnKCsbEx3/GePHmCyMhIyjk5OTnRSjMUJcHBwQIdTxVB+/jxIyZMmAApKSk4OzvD3NycrQ3K1atXyVrimJgY2mrUwkAQBCIjI3HkyBHk5eWx7fvtt9/g4uLC4dTghiReX+P5HTp0CHfv3kVxcTHat28PPT09uLi48J1LUFCQQItFfhFUPT09BAQEwMrKimPf+fPn4ePjw7d/bn5+Pt95tKRyvKiorKzEvXv3cPv2bdy4cQNZWVlo3bo17dTQZcuWoVevXgJHtam6DbAWUVTbmsu50piDBw/i48eP8Pb2xv379+Hm5oaKigqyRnTz5s0YN24czzEyMjLAYDA4snMyMjKgrKzMNdWYTseKhvBbZDU0LBrWuFIhyHtuYGAANzc3yjKivXv3IiIiArdv36Y11n8NYbMfWCQlJcHX1xcVFRVcgwcbNmxgM5abE2FV+qurq7FgwQKkpqZCQUEBqqqq+PTpEyorK2FqaoqgoCDKtsWAaJ+zVJSXl+PSpUtITEzEjRs3wGAwMHz4cNja2tJ6v69evQp3d3eYmJjAwcGBvLbY2Fhcv34doaGhfMssgR+O8bCwMBgYGEBLSwsRERGkkOOlS5cQEBDAM9uO7j2XBZ3ff3R0NNauXQtbW1tYW1tDWVkZhYWFOH/+PBITE7F27Vr8+eeffMdhUV1djdu3byM8PJy8b9K9D9nZ2cHd3R1jx47F5MmT0aVLF1IE0t/fHykpKbhy5QrtuXh6eiIjIwPOzs5QV1en7IpgaWnJ9Xx/f38cPXoU7dq1g4GBAdtvNj09HSUlJZg2bZrYRF/FwYwZM/D06VOUlpZCTU0NBQUF8PDwwKhRo9C7d28MHDiw2Tt18OOXwf+T8vr1a1y4cIFrD9Xg4GDEx8cjKSmJ68Ohuroatra2mDBhAtzd3cU53V80M69evcLy5cvx5MkTygdb//79sXXr1mbpTd+YDx8+sDlXmmKQS+r1vXjxAk5OTqipqYGxsTH50L9x4wZkZWURFRUlcCmOMLi6uqK2thaHDx/myBBxcXGBlJQUDh061GzzESU+Pj7w8PCgTLvPz89HcHAwNm3axHOM1NRU3LlzBxkZGXj06BFat24NXV1dDB06FEOGDIGWlhZPI6ShIVpSUoK1a9fCysoKRkZGlDXEVA9/QVqrAoK1iBIn79+/x7Vr11BZWYlhw4ahX79+fM/h1bqIwWDA1NQUHh4eHJFbOi0YAfpOETpOrIbQdWgNGTIEgYGBlM7m69evY/HixZTaHv8LbN68mWf2g5OTE+1Uc1EEDySdtLQ03Lp1i3QaGxkZCST6JYrnLIsLFy4gMTERqampqK6uhoGBAWxsbDB69GiBtRKSkpKwZcsWfPjwgXS2denSBStWrKDtpDExMUFAQABMTExgYWEBNzc3TJs2DcCPWnhvb2+ejmyqYBov6N5zIyMjERoaiqKiIvLaOnbsCA8PDzg5OfE9v7y8HHfv3iVb0z18+BDy8vLQ1dWFvr4+Zs+eTWse27dvx9evX7Fx40akpqbC09MTbdu2hYyMDL58+QIvLy+eApqNGTJkCHx9fWmJTnLj8uXLOHz4MO7fv092DZCTk4Ouri6cnZ1hYWHR5LFbkry8PDx+/BiLFi1Cr169kJeXBxkZGVRWVmLatGmws7PDwIEDW6xLWkN+Gfw/KcnJyVi8eDHXhc24cePg4ODAV4nz0KFDiIuLE1jtX1S8ePECr169QqdOnUhl3ZamtLSU1AFoXNv/s3Hnzh2kp6dzLIr41b//LEja9bm5uaG4uBgRERFsvXdLSkrg6uqKDh060K6dc3Z2xpo1ayidFjk5OVizZg1fJf979+7B2dkZPXv2xIQJE9CpUyd8+vQJ8fHxyM3NRWRkJHR0dHiOIQrhP3HAq6/3o0ePMGnSJL6GH5PJRKtWreDo6IhJkyahX79+At2DGhuiDR+njbe3ZHReFJSVlQmdCRYbGwspKSmOhWNcXBzKy8vx4MED3Lt3DxcvXmTbn56ezvZ3XV0dZs6ciXXr1lGqjYtC8LIp/PXXXyAIgrLWnlUaw8sJVVlZidDQULLTQ+N2WgC9aKMk8iv74eeFyWRCR0cHNjY2pAK9sLx+/Zp0ZggqIuju7g49PT3MmjULGzZsQFJSEjw8PCAjI4Pw8HD06NGDltq/OKivrycFpdu3b49evXrR0gVhPa/atm2LIUOGkFoympqaQnfJycrKwqVLl1BVVQUjIyPKLgm8sLCwwJo1awQ+j4q6ujpSeLNDhw60snokkZKSErY1HpPJRHx8PHr37o2srCw4OTlBR0cHL168gKysrETc237V8P9HefPmDfr378/3OE1NTcp+r6IkISEB169f52gns2LFCpw5c4ZcDGtra+PgwYO0F5UZGRk8VVrPnDnD9dx///0XGRkZZA0vi927dyM8PJys6Ro1ahS2bdvGNUtC1Igipb8hLOEXUcErQqeiogJXV1dMmTKFrU7rzZs3ZO1gQ65du4adO3fi9evXUFFRwYwZM2h5wRsi6usTlrt372Lr1q1sDwIAaNeuHdzd3Sl78XIjPT2dq05CWVkZrUjh4MGDcejQIWzduhXbtm1DfX09pKSkoKOjg0OHDvE19gHRCP81N2/evKFVdzlt2jRkZGTg6NGjuHDhAuksGjp0KK3sEFG0TrSwsICdnR3s7Ow4lPklCWNjY4wYMQK2trYwMzNr0j2RWytFVgSNFaVrTGMDnnV/1tbWlqiUSX19fezcuRPTp0+HpaUlmeFz6dIlvH37FkuWLMGFCxfI4xtrA6xbtw5nz56Fra0t19TZnxVWqjsVWlpaQrccbInggbhLJysrK3Hq1CnyuiZMmMA1CCHO5+zly5dFXrYlqJHfkLlz56KgoAAAsHDhQuTn5yMgIAD19fUYMGAA1q9fz3eMwsJCJCQkIC8vD507d4aFhYVI7r9SUlJNGocVzTc2NoaBgQGGDBkiUOtEXgwcOJCnPhY/3NzcEBkZCWNjY6FV6KWlpdkcRl+/fkXbtm1/unsdqzRBS0sL/fv3B4PBIAV4WR1eVq9ejX79+vEtm2wufhn8/1GkpKQoowONqampEfuDMS4ujkPBMz4+HgkJCTAxMcHUqVORk5OD3bt349ChQ7RqYK9du4a5c+fC0NAQjx49gqmpKSorK3H37l0yysuLY8eOcfSsTUlJQWhoKPr37w8HBwfk5OTg+PHjOH78OFxcXAS/8CZA1ae7MQwGgxTwEqReuOHiQUVFBQ4ODgJnMNjb21N6ZO3t7VFRUYHIyEiEh4fj1q1b5L7g4GAUFBSwLUSeP38ODw8PyMnJwdTUFLm5udi4cSO6dOnCsxZM3NcnLNLS0lx/d9XV1SLzZt+7d4+22rWenh6io6NRWVmJkpISKCkpCdTHWBTCf6Li2LFjOH78OIAfvwMvLy+OvuXV1dXIz8+n1C1ozOrVqwH8yOrJyMjAnTt3EBsbi40bN0JJSQlDhgyh7LHNQhSRZC0tLRw6dAjh4eHo168fxo0bBxsbG4kTaFu+fDkSExOxcOFCtGnTBqNGjYKtrS0MDQ1pRaCCg4MxadIkytRiVoq2qFT9BcXHxwcyMjLw9/fn2K6qqopp06bRShNnpaR//PgRGRkZXPcD1NoAV65cIZX6/2tYWVkhMTGRstwhMTERo0aN4juGuIIHTeXw4cO4dOkSli5dyvUYXV1d+Pn5kU5fKnbu3ImUlBS2IEVFRQUcHR3x+vVrMnPo8OHDOHXqFGUZkzifs8IY++JwROjo6JDOaiUlJezZswfV1dVkJxF+vHjxAtOnT0dJSQm5LSgoCNu3bxeq4wyr1PbDhw8cQSgGg8Gzy8bNmzfJ8rLjx49jzZo16NixIynYN2TIEJ4q9nQFfxkMBuTk5KCmpgZra2u4ublR3r83bNjA9verV68watQo6OvrU5ZxcKu/z8rKwsOHDzmcuadOncK2bdtQUlICOTk5TJ06FStWrJCILF86XLhwAU+fPsXTp0/x4MEDEASByZMno2/fvmQKf2lpKWRlZVss46wxvwz+/yi9e/fGjRs3+LbCSEtLE8rTSofs7GyOyM6ZM2egpKSE3bt3Q0FBAebm5igvL0dycjKtRV9QUBBcXFzg5eUFLS0tLFq0CFpaWsjPz4ebmxvfFOOnT59i8eLFbNtiYmKgoKCAAwcOkH1wZWRkEB8f32wGP9UisSGXL19GaGgoHj9+zLXtEN3Fw5EjR7guHrixefNmvtvfv3/Ptu/BgwccysJRUVGor6/H0aNHwWQyQRAE3N3dcfjwYb4LEXFen7AYGRlh165d0NTUZPPO5+bmIjAwkG8v+71795LtexgMBmXHhurqatTV1WHq1KkCza1Vq1YcTi46NHQwNaakpEToyJwgqKqqkj2fs7Oz0atXLw7Hh6ysLHr37g1HR0fa4yopKZEtwzp06ABZWVncvXuXI7WcF5qamjhx4oTAJQZBQUEoKysj62R37NiB7du3Q09PD+PGjYOVlVWz9hTnhpOTE6U1g0gAAQAASURBVJycnFBQUEC25IqLi4OysjKsra1hY2PDs098SEgITE1NuRr8ISEhLWbwx8XFURr8LH2FgwcPwt7enm/k8PLly0LNQ1paGj179hRqDElF2OwHQDzBA2G4cOECnJyceGa7sIyZuLg4rgZ/WloazM3N2bYdPnwYr169goeHB9zc3JCTk4OFCxciLCwMGzdu5BhD1M/ZxjQ1o7K5HP5ycnK0s4527NgBRUVFhISEYMCAAXj37h3WrFmDjRs3Ntngj4+Px6pVqyAvLw81NTWOiDU/Q7ZDhw4YNWoU6fgqKytDeno6Dh48iA0bNoDBYODJkydcz3d1daVtLFdWVuLNmzfYvXs3ysrKsGTJEo5jGosessamyixkMBhcDf79+/eT9ews7ty5g9WrV6NLly6YMGECcnJycOjQIfTr109iNGr48fvvv+P3338nAwtMJhNbt27F9+/fce/ePRAEAVdXV/Tu3RumpqZYuXJlC8/4l8EvcVC1BKGCX0s0Ozs77Ny5E6amplyN39u3b+P48eM8vdOioLS0lC1aVVdXh8zMTJiamrJFGnV1dWnXXb169QpLliyBlJQUGAwGqfrbrVs3LFiwAEFBQTx7sRYVFbF5rQmCwK1bt2BgYEAa+wAwfPhwgUW1xMGFCxewZ88ePHv2DMOGDcORI0e4eg1FsXhgkZubi6VLl2LRokVc67dSU1MRGBiIwMBA/PbbbxxR9c+fP3OkR1+9ehUDBw5k69Hs6OiItWvX8nsrRHp9osbb2xtOTk6wsbFB3759yT7aL168QNeuXck6Xm4MHjwYrq6uIAgCISEhlJFeWVlZqKurc7wHLDZs2ABXV1eoqalxeOmp4KeMO2jQIBw9ehSjR4/mqEs/duwY3xaYosTS0pJtQchNtI8ut27dIqMqWVlZqKysRKdOnTBkyBD4+fkJ5JnnJYdTV1fHM7tDUVERDg4OcHBwwNevX5GUlITExET4+flh/fr1MDExgZ2dHUaOHNls5UXcUFNTw+zZszF79mzk5OQgMTERJ06cwPHjx3kuSHm9P58/f25Rp8azZ8+4bq+oqMD9+/dpdWsQNu15ypQpOH36NF9H/c+IsNkPgHiCB8IgqtLJd+/eUbYXVlNTw8KFCwH8KF+ZNWsWV5FVUT9nGyJMRqWoHBF014YMBgOysrLo1q0bDAwMKLPZHj16hBUrVpDlgH369MH69etha2tLtosUlD179sDKygoBAQECZdA1pLq6GllZWWS22b1791BeXg5lZWW+pYsLFiwQ+PUOHz6MI0eO0DL4m8qjR484xMWjo6MhIyODqKgo8p7p7e2N6Ojon8bgp6JXr15gMpmwt7dHTEwMwsLCUFRUhLS0tJaeGoBfBr/EMWzYMIHUiLkxbdo0XL58GW5ubrC0tMTw4cOhpqYGBoOBgoICXL9+HRcvXoSenp7AkUJB6dSpE1lvBfyoVaqsrOS4gTEYDNriJPLy8qivrweDwUCnTp3w9u1bcrw2bdrgw4cPPM/v0KEDW2/S58+f4/v37xxRc3l5+WaNYDYmKSkJe/bsQXZ2NoYPH45jx46R9UHcEMXigUVERARat27NU6zFzMwM+/fvx4EDBygXEvLy8mxp7vn5+fj8+TPHjb19+/a0eo2L8vpEjZqaGs6cOYOYmBhkZmaitLQUPXv2xMSJE+Hg4MC3P/DQoUNJI5PBYHBNgeZFSkoKHB0doaamxvehzcszz2LBggVwdnbGuHHjuAr/tQQNxc8qKytRWloKJSUlgbIYZsyYgW7dukFfXx92dnYYOnQofv/9d9rnf/78GZ8+fSL/fv36NYdhX1VVhZiYGI7IJDc6duxIRtPz8vKQlJSEs2fPYunSpWjTpo3EqLwXFhYiLS0N169fx+fPnyl7qZ89exZnz54F8OO79vfff3McV11djUePHvHMDmjclo91T379+jXl8aKs61dQUIChoSFXhfTi4mIoKSlBSkqKlsO+sbZEQ0NGQUEBmZmZmDx5MgwNDTmcIAwGg68Qr6QibPYDIJ7ggTCIqnSyqqqK7bMuLy/H8+fPOcQt+/btSwrUNkbUz9mGCJNRKSpHRFN6tLdv3x6HDh1ia8MJAF++fEGPHj3YtvXo0QMEQTTZ4P/06RPWrl3bZGN/2rRpePToEaqqqkgnire3N4YMGSK2LFwDAwNagt3x8fEwMzNjC4axKC4uxtWrV7kq+BcWFnK819euXcOQIUPYHKTW1tZ8AyKSzPz588nvDeu3rqKiAjMzM6G6G4iSXwa/hBEQECCSGhZZWVkcOHAAu3btQnR0NJKTk8lxCYJA69atMWPGDCxatEhoEQ5+DB06FPv378ewYcPQoUMHREREQFpamkMI7OnTp7RrrplMJnJycmBsbAxDQ0OEhYWhQ4cOkJGRwa5du/i2iBo0aBAiIyPJiNnx48fBYDA46syys7ObvY87QRA4c+YMwsLC8Pr1a5ibmyMgIIDDyOWGKBYPLNLS0mhFSSZOnMhVcLBv375ITk4mnQYXL14Eg8GAiYkJ23EFBQW01H9FeX3ioE2bNnB2duaIaggK630nCAI5OTmkKmyvXr143iMaGvmi8NKLQvhPXFy5cgXBwcF4+vQp6QTV1NTEwoULaSkKX716Vaha+RMnTiA4OBgMBgMMBoNywUIQBKSlpbFmzRqBx2/bti3at29PikBWVlY2ea6ioLS0FMnJyUhKSkJ6ejpkZWUxYsQIBAcHw9TUlOP4mpoaMhuNIAhUVFRwOHXl5OQwfvx4zJo1i+vrTpw4kfI7v3z58hbvhmBoaEiWctBx2DeeG5UhU1BQgPv373Ns/5kNflGIvokjeCAMoiqd7NatG54+fUr2kk9PT0ddXR35N4vy8nKuTmNRP2cbIkxGpagcEdyycKioqqpCTk4ONm7ciA0bNiAqKorjmMa/U2HX3UOGDMGLFy8Eap3YkJ49e2LSpEkYMmQIunfvLtRc6MJkMhEbG8v3OB8fH5w4cYLS4M/Ly4OPjw9Xo7Zt27YoKysj/2Z1MGgcXFNUVGzx55swNFwnS0tLY9OmTc32OdLll8EvYXBTMW4KcnJyWLFiBRYtWoRHjx6Rxk/nzp2hra3NIXYlLhYtWoRJkyZhxIgRkJKSQl1dHWbNmsWxADh9+jTtFFoXFxfk5eUBAJYuXYp58+aR9XFdunThq3bPmpOhoSEUFRXx8eNH2NnZcXiiExMTudbKi4PY2Fjs3bsX7969w6hRo7Bjxw4O7zQ/RLF4YPHx40daKdPdu3fnalzPmjWLVNXt1KkTkpOToaWlxZEGeOXKFVqROVFenzgpLCykrHWkG+kFgKNHjyI0NBRfv34ljRllZWV4eHiIPTOnIcIK/4mDS5cuYcGCBRg0aBC8vb2hoqKCz58/4/z583B3d8fu3bv51oM2NvYFbck5YcIEDB06FARBwMXFBX5+fhwKzbKysujZsyflYomKiooKXL58GWfPnkVaWhpqamqgo6MDX19fjBkzhtYY4mDevHlIS0sDQRAwNjbGpk2bMHLkSJ6/sQkTJpAL++nTp2Pt2rW0uh80RhTdEHghTMeXgIAA8h7Jq+UeNwQxZH42hM1+aIw4ggfCIKrSyTFjxiAsLAwdO3ZEp06dyBrzxmVbmZmZHNFSFqJ+zjZEmIxKcToieM2XyWRizpw5ZNZfY6gEXwFgyZIlbGVTDAYDCQkJlGM0/E4vXboUy5cvJ5X2qTKeeH2/m7P0UFB4lWOVlpbyfAZoamoiJiaG/I2eOXMGDAaDwyHPeu7+V5DE0oRfBv//APLy8s1qtDamS5cuSEpKwvnz51FaWgotLS2Oh+PXr18xfvx42n0+Gx7XuXNnxMbG4s2bN6isrETv3r351rmqq6vj9OnTOHXqFL59+wYtLS2OH2hhYSE0NTV5agGImlWrVoHBYGDo0KHo1KkTTp06xfN4qnRsUSweWLRp04bsmcqL4uJitG7dmnKfmZkZduzYgaioKDx9+hRjxozhWPwUFhYiNzcXs2fP5vtaorw+UVNUVIQNGzbgwoULqK2tZdsnaPTxxIkT8Pf3h42NDcaOHQsVFRV8+fIFSUlJ8Pf3h6ysLCZNmsRzjH///RelpaWwtbUF8ENQcdWqVXj16hWMjIzg5+fH9XOjgiX89/XrV8jIyLRoK53g4GDY2Nhg27ZtbNtZqafBwcGUBj+3lpxBQUHYu3evQC05u3XrRjoujxw5Ai0trSY5mWpra/Hvv/8iMTERKSkpqKioQJ8+feDp6QlbW1uJiBR8//4dvr6+sLKyotXysDHClH6IU+VY2I4vrOdGbW0t+vXrh65du9LuoNGYjIwM9O/fn/I7VF5ejsePH/OdjyQhbPZDY8QRPBAGUZVOzpo1Cw8ePMCKFSsAAK1bt8bGjRvZjMaqqirExsZi8uTJlGOI+jnbEGEyKsXpiODHoEGDsHXrVo7t3IwxliAsXRp/pwmCwNq1a7l+zxt/v2tqalBVVcXRWeDz58+IiIgg2zFOnjyZdoanqEhNTcW1a9fIvyMiIjgcMlVVVbh16xY0NTW5juPp6QknJydYWVlBWVkZd+/ehbGxMWVZZnPqAQnLp0+f4O/vjz/++IPDecXi2rVrOHnyJNauXQtlZeVmniEnDIKX6+YXLU58fDwYDAaH0RkfHw8VFZX/pLgPHdLS0mBkZPTTtPCgS+OSAl4wGAzKusjKykosWLCAvFmzFg8No4NVVVUYOXIkJk+ezDNl383NDUpKSti5cyfPuSxZsgSlpaU4cOAA7fk3FVFen6jx9PRERkYGnJ2dufbRpqtCPGbMGAwfPhx//fUXx76NGzfi2rVrOH/+PM8xHB0dMWbMGLi5uQEA3N3d8fjxY9jY2CAhIQF2dnZsYlksfoZWOgMHDkRoaCjlPfDatWvw9PREVlYWx7558+ahVatWbCJaKSkp8PDw4GjJuXLlStodOv744w9MmjQJY8eOFcjoX716NS5cuICSkhJ07doVY8eOhZ2dncCZPT8D2dnZCAsLQ1ZWFlkrO2jQIMyZM4dvGdbLly8RHR2NvLw8qKqqwtramm/XCzr88ccf0NPTI+uTY2Ji2OqT3d3daTl96+vrMXDgQISHhzd5Xk3t9CCpxMXFYcSIEejQoQMt8Vs6UbFv377xDR6wao6bkk0iKNXV1WTpZHl5OUfp5JQpU7Bo0SJaYptv375FSUkJevXqxWEEfv/+HTk5OejRowdl9FicpKamIi8vD9OmTcPHjx8xb9488nvIyqjkZSwnJSUhKiqK/MyWLl3KVipZWFiIWbNmYfbs2Rg7diytOTk7O0NGRgYREREc2zt16oSZM2cKbMALSmxsrEDPvsbfb39/f1y/fh3JycnktqKiItjZ2eHLly9o164dysrKIC0tjRMnTvA0rEXN4cOHyTbRrOyLxt9hloDw0qVLOTLbGpKZmYno6Gjy83dzc2N7RhYWFsLX1xdOTk6UbTslkb///hs3b95EXFwc1+8AQRBwcHCAsbExvLy8mnmG1BP6hQSjoaFBaGlpUW5nMpmEra0tkZiYKNQ4xsbGxIEDB4jy8nKRzLk5YM3b39+fuHfvXktPRyJ58+YNkZWVRXz79o1jX1lZGfHw4UOitLSU5xiXLl0iNDQ0iKCgIKK2tpZjf11dHREUFEQwmUzi8uXLIps7HURxfaJGT0+PiIuLE8lY2traRFpaGuW+69evE9ra2nzHGDJkCHH9+nWCIAji27dvhJaWFnHu3DmCIAgiJiaGMDc3pzxvwYIFxOzZs9m2ZWRkEEwmkxgxYgSxefNmYu7cuQSTySRiY2MFuSyRMXz4cOLIkSOU+w4fPkwMHz6ccp+pqSnHnD08PAgdHR3i69ev5LaAgADC3t6e9nwWLVpEDBgwgNDR0SG8vb2JjIwMWucNHTqUWL16Ne3jW5rKykoiOzubePToEcd/vLhy5QqhpaVFjBw5kti0aRMRHh5ObNq0iRg5ciShpaVFXLlyheu5GRkZhJaWFsFkMgkjIyOif//+BJPJJI4dOyb09ejq6hI3btwg6uvrCSaTyfY5nD17lrCysqI9lpWVFZGUlNTkuWhoaBAPHjyg3Jeenk7o6Og0eeyWpKamhnj06BFRWFjY0lMRG5WVlcSdO3eIxMREIjExkbhz5w5RWVnZ0tMSC/X19UROTg7x9OlToqqqqkXmYG5uTowePZpy+7BhwwgNDQ3C1dW1BWZGn3HjxhEhISFs27Zv305oaGgQJ0+eJAiCIL58+ULY2toSixYtaoEZ/sDc3Jx48uRJi72+JGJlZUUcP36c73HHjx8nrK2tm2FG/PmV0i/hHDlyhNJ7dOTIEVRUVODevXs4efIkX6+ovb09ZVsoe3t7VFRUIDIyEuHh4bh165bI5s4NUXhmExISyF7QrNYetra2GDt2LDQ0NASek4+PD2UfZh8fH6iqqmLatGlQVVUVeNyWhJfaeJs2bWh5v0eOHIlZs2YhODgY0dHRMDQ0JGvQ379/j5s3b+LLly9wc3OjnZ0gqqwVUVyfqFFSUqJdq82PTp064d69e5TRwvv379Oqd6utrSXFq1itsFjpZ7/99hu+fPlCed7P0Epn7Nix2LFjB1q1akX2qmdF/3bt2oU//viD8jxxteTctWsXSkpKkJCQgLi4ODg5OaFHjx6YOHEi7O3tud4/0tLSxC6cKgqqq6uxdu1aJCQkcO1cwiv6vGXLFpiYmCAkJIRNUG3FihXw8PDAli1bMGLECMpzg4KCoK6ujrCwMHTt2hVlZWXw8fHBrl27MGXKFKGuS9iOLw2ZN28eQkNDoaurS1vs9f79+7h37x7595kzZ5CZmcl2TFVVFS5fviw2tW5xIyUlhT///FOo7AdJR9Slk2/evOGqKUGnV7w4s0MZDAZ69uzZ5PNFATdBWtb2t2/f0mqlCfyIYDMYDA7dh4KCAigpKXFkW1AxcuRIhISEUGZmvXjxAu7u7hwZme/fv+eI2l++fBm9evUiy/WUlZXh6uqKoKAgWtciDvbt29cs2TI/E/n5+TyzGlioq6sjPz+/GWbEH8lfZfyPw60OjbWdbs375s2b+W5///69gLNrGnl5eZSpznl5ecjOzkZiYiKMjY15pof369cP/fr1w5IlS5CVlYWzZ88iLi4O4eHh6NOnD2xtbTF37lzac4qLi6M0+FkL/oMHD8Le3h7r16+nPeZ/BS8vL+jr6yMiIgLJycmk4q68vDx0dXWxYcMG2t9D4IeRKCMjw7EQ8fb2BoPBQJ8+feDu7k47tU+ScHNzQ2RkJIyNjYU24hwdHREaGorq6mpYW1tDWVkZX79+xblz53DgwAF4enryHaN3795ISEjAoEGDcOLECQwePJhMpfv8+TPXWuyfoZXOsmXLUFBQgNWrV8PPzw8yMjKora0FQRAYPXo0V5EscbbkbNeuHaZPn47p06fj2bNnOHXqFCIiIrB7924MHz4cjo6OsLCwYDN4fwZjHwBCQkKQlpaGzZs3w8vLi9R/SEhIwNu3b7F69Wqe5+fl5cHb25tDPV1KSgpTp07lWXrz4sULrFu3jlyQKyoqYuXKlbC0tMT79++FEmgTtuNLQ86fP4+ioiJYWlpCQ0ODo+aVwWBgz549bNuuX79OiswyGAxKrQMZGRmoq6s3qdODJCAlJYXu3bujpKREpONKQlq3qCkrK4OnpyfS09MB/L9gWsPAD52yDmGfsxcuXKA1XwaDATk5OaipqaFv3758j3/z5g1iY2O5OjPCwsJovS4/fv/9d9otVi0sLCAjI4NHjx5xbJeXl4ejoyNmz57Ns6NLfn4+1xaNlZWVlI7DmpoatjaypaWleP36NYdOw2+//cb2zGpubGxsoKOjA0dHR4wdO1Yg3Z/GBAcHQ1pamhTZbrhdVVUV48ePbzZBcWGQl5dn6z7AjfLyclrlPM3Bz7HS+B/Fx8cHHh4elCrp+fn5CA4O5qoKnJubi6VLl2LRokVcjbHU1FQEBgYiMDAQv/32W7Oo2gKi9cwCP2p5Bw4cCB8fH1y5cgVr167Frl27BDL4uSklP3v2DBUVFbh//75AcxI3WlpaIAgCT5484Xssk8mkfJgxmUyoqKjA1dUVU6ZM4am6bmZmBjMzM9TV1ZHKtO3bt6fMGuGHqLJWGl6HsNcnDBs2bGD7+9WrVxg1ahT09fU5+mgD1EKLVLi7u5O6COHh4eR2aWlpTJ8+neOBSYWHhwcWLVqE+Ph4SEtLsy2mrl27hv79+1OeJ6mtdKqrq8mHp5ycHIKCgvD8+XPcuXMHpaWlaNeuHfT09KChoYGsrCzKWujmasnZpUsX/Pbbb1BRUUFxcTFyc3OxYMECdOvWDdu2bePazrClv8/cOH/+PObPn48xY8bAy8sLAwcOhLa2Nuzt7bFy5UqkpKTwdPxpaGiQnVUak5eXx9NYKCoq4lhss55XRUVFQj27hO340pDv37+jV69ebH/zY/78+aSzg8lk4sSJEz+VeBVdmpL9wA9RBA9EiSh+u1u3bsWXL19w9OhRTJ06FcHBwWjXrh0SEhJw69YtbN++ndZchH3OclO35waDwUDv3r2xd+9eriKjWVlZmD59OtTU1JCbmwsNDQ18+/YN+fn56NKlC20DHfiRsaatrS2S+6CnpydlG0dPT09UVFTgwYMHsLW1xZ07d9j2V1VVoaKignTKlJWVcXSjqKqqwqVLlygzvH7//Xfcv3+fbOV3/fp1AOBo7cfqdtFS7N27FzExMVi3bh0CAgJgbW0NR0dH6OrqCjxWcHAwZGRkKA1+4Eem3IwZMzBnzhyRzF1caGhoICUlhWtWGovLly83KetYHPwy+CWYuLg4TJkyhdLgLyoqQnx8PFeDPyIiAq1bt+a5ADMzM8P+/ftx4MABrF27VlTTFhpBPLPADyMgJSUFSUlJSE1NRV1dnUiFPxQUFGBoaNjk/qriYPz48TxbpTRElOUc0tLSQquNiiprhUVLl6s0dmCxFlmNFwesfbwM/tLSUvLBzmAw4O3tjblz5yIrKwslJSVo164dBg4ciA4dOuDy5csc7agaM3LkSJw7dw5PnjyBhoYGWxqmjo4O1weRpLbS8fDwQGhoKJvHXENDg+M60tLSsGDBAkonnbhbcl67dg0xMTFISUlBmzZtMG7cOAQGBkJdXR1v377FunXrsGrVKiQlJVGe39LfZ258+PABvXr1grS0NOTl5VFaWkruGzduHJYuXYp169ZxPd/Pzw9Lly6FgoICLC0t0bZtW3z79g0XL17EwYMHaRsyokbYji8NEaYTAfCjxWhLLuzFSVOyH/gh6uCBsIjit3vt2jUsWbKEdPqoqqpi4MCB0NfXx+bNm3Hw4EG+IrqA8M9ZKkFgblRWViI3Nxe7du3C+vXr2RzUDdm6dSvGjBmDjRs3QktLi/z/3bt3sWzZMoG6Bzg7OyMuLo5MoY+Pj4e5uTnatWtHewwWCxYs4Lu9pqaGY/++ffsQEhIC4Mf3lyWOSwVVBpOjoyN531NRUcGePXugrKwMU1NTtuNu377douU8rIBPcXExWbI2depU9OzZE46OjrC3t6fdUvHy5cuUjqjLly+TjqiGJU6SiqOjI3x9fTF48GCuJY3x8fGIjY3lCAq1FL9U+iUYJpOJkydPUkapEhMTsWHDBty8eZPy3JEjR2L+/Pl8a2vj4+MRHByMS5cuiWTO3EhLS0NkZCTy8/NJhWV+LcV4UVdXh+vXr+Ps2bNISUlBeXk5dHV1YWNjA2tra4HaIjWl9uq/hrBpsZLOz3J9Dg4OOHToEN9Ff2xsLPz8/DgiSaLi/v37cHJyQrdu3dha6TSOlM2ZMwft2rWjbH0kDnR1dTF48GDs2bOHqyF27tw5rFixAgMHDsTRo0cpj3n37h1HS86GEZ7CwkKEhoZi/PjxlPdfKnbt2oXTp0/jw4cPGDp0KP744w+MGjWKY553797FtGnThFJbb4nvs6WlJVatWgULCwvY2NjA0tISS5YsAQAcPXoUu3fvxu3bt7meP3jwYNTW1pLtKlklGKx/N4zUMhgMtjp2JpMJBQUFjoVieXk5x/bG5/JDkjq+DBo0CKNGjcLEiRMlysEsCqZPn873GGEdJj8D/H67Ojo62L9/P4YMGYLBgwcjMDCQNABv3ryJBQsWUDqTgR/RZJaivqqqKoyMjJrcIrIppKSkwMfHh+t9YOjQodi+fTuGDx8OTU1NHDt2jIwSx8TEIDIyEvHx8ZTnbtiwAf3790f//v3Rp08faGtrIz4+HkwmE3V1ddDW1sapU6cEbu3H6uhApb1TXFyMq1evwt7envLcZ8+e4enTpyAIAqtWrYK7uztHsIqlZE+lsF9XVwd/f3+cOnUKtbW1UFNTw+bNm9mcNaWlpbC0tMScOXMwa9Ysga5NnDx58gSbNm3CnTt3IC0tDRMTE7i4uHB0zfgvs3TpUiQlJUFLSwsmJiYcLTkfPXqEsWPHtpgzuzG/IvwSxrFjx3D8+HEAPxYuXl5eHPUs1dXVyM/Ph5WVFddxPn78SJkZ0Jju3bvj48ePwk2aD5cvX4anpyfatm2LXr164cWLF7hx4wY+fPjA1bPKDyMjI5SWlkJTUxMeHh6wsbHhWV/Fi6bUXv3XaE7jgdWG5sOHD5Q1fEeOHBH5azbX9QmzeAB+9HZ1cXFBREQEV/G/gwcP4u+//+b5+2+MoAJQOjo6OHz4MNlKx8PDgyN6UVhYCGlpaZ7XI2r279+POXPmYO7cuQgLC+O4N544cQLr1q2DiYkJdu/ezXWc3377jTRWqVBWVuZbk96YU6dOYcKECZg0aRLPDKXevXsjICBAoLGBH2UVFy5cwLx581rEeTV06FDcuXMHFhYWmDRpErZs2YLXr19DVlYWly5dgq2tLc/zXV1dm2xUi7O1ppubG1RUVGBtbQ1bW1uupRZ02LlzJ4qKiii1Xvz8/KCsrIxFixZxPX/lypWIjY3FzJkz0a1bNzg4OMDBweGncFbyQxzGvCjTupuCOEonu3TpgqKiIgBAz549kZKSQhr89+7d41rfXFBQgJkzZ+Lt27dk9l+7du0QHBzM0fNeXAwcOBAeHh5c9zMYDMjKyoLBYEBZWRkFBQWkwd+lSxfk5uZyPZeVIZGdnQ0GgwEGg4GjR4/CzMwM2tratDMeG+Pj44MTJ05QPm/z8vLg4+PD9RnHZDLJQBGDwSBbUNJFWloaa9euhbe3N8rLyymdM61bt0ZycjIt4cDmoLS0FAkJCYiNjcWTJ08wYMAAjBo1Cv/++y9mzpwJT09PrvdrZ2dnrFmzhlIAMCcnB2vWrBHL+k9c7NixA3p6ejh06BCH9sTvv/+O1atXY+rUqS00O05+RfgljEuXLpHR5Li4OJiZmXHcBGRlZdG7d284OjpyvQkYGBhgw4YNGDVqFN/X++uvv3hGZoRl8uTJkJeXR2hoKNq0aYP6+nr4+/sjPj4emZmZlLVT/AgODoaNjQ1bvaQgNKy9MjQ0REREBEc9c1VVFY4ePYozZ87gypUrTXqdplJRUYG6ujry862oqEBsbCxevnyJjh07Yvz48bTLHurq6vDgwQN8+PCB0rHR3Abbtm3b0K1bN6596lkpcnSRpOsTto92Tk4OnJ2d0bFjRxw6dIhj8bB9+3bs27cPf/zxB9atW8fXgBKVAJQk8eDBA8yaNQuamprYu3cvudjfs2cPAgMDYWdnh82bNzdJX0IYamtrxSrAl5ycjMWLF7fY5/X582cUFRWRInaHDh3C+fPnUVVVBSMjI3h6egol5tRSvHjxguz48u7dO6E6vowcORILFiygvOecPn0aISEhtMTQXrx4gZiYGJw5cwbFxcUwNDSEo6MjLC0tKe+Z/6toamqKLK27Kfj5+eH169eIioriedz06dOhrq5Oq3TS398f9fX1WLNmDeLj4+Ht7Y3+/ftDVlYWWVlZmDlzJlasWMFx3rJly5CWlgYfHx9oa2sjLy8PW7ZsAUEQXMuHBIFfJ6OpU6fy1WaYOnUq6RT19PTE+/fvsXnzZsjIyGDdunX4+vUrzpw5w3OMmpoaPH/+HI6OjjAwMMDbt2/x/v17MBgMjBo1CtbW1jAyMuIqSNsYXpm0N27cwMKFC7lmVDRkyZIlmDRp0n+2C0VaWhpiYmJw+fJlyMvLw87ODpMmTWLLjD106BBCQ0PJ9UZjeL3XDx8+xJ9//klLl0oS+fjxIxk87dy5s8h0SkRK83cC/AVdvL29ibdv3zbpXFdXV2Lx4sV8j1u8eLHYe5UOGTKEo8fyx48fCQ0NjSZfn7CwesfT+S84OLjZ5lVUVETMmjWL0NTUJJhMJuHq6kp8/vyZGDduHKGhoUH+p6OjQzx//pzveI8ePSLMzc0JJpPJdj7rPyaT2QxX9f+Ym5sT/v7+IhtP0q6PVx/ttLQ0Qk9Pj+8Yubm5hJmZGWFra0t8+fKFIIgffY9Xr15NaGhoEDt27KA9Hz8/P2Ls2LFEZmYmoaGhQVy8eJFIT08nfH19CUtLS65zlXSysrKIoUOHEk5OTkRZWRmxceNGQkNDo0nfLW9vb8LX15dy+44dO4iPHz/yPP/69evE3LlzCVtbW8LV1ZXsnyxqzp8/3+zf5/81Hjx4QGzcuJEwMTEhmEwmYWtrS4SFhdE+X1tbm7h16xblvlu3bhEDBgwQaD41NTXEhQsXiD///JNgMpnE0KFDiQ0bNhA5OTkCjSMJ7Nixg1i9ejXlvtWrVxO7du3iO4a/vz8RExNDPH36lKipqSE0NDSIp0+fEgRBELW1tQSTySQePXok0nnzwsLCgoiNjeV7XFxcHDFy5EhaY5aXlxOFhYXk3xcuXCCWLl1KeHp6EkePHiXq6uoozxsxYgQRHR3Ntu3hw4cEk8lkG6+paGhoEFpaWpTbNTQ0iAEDBnD9fFnExcWRfedfvnxJmJqakuuswYMHE9euXeN67uPHj4mamhq212V99u/fvyc0NDSIBQsWEFZWVoSmpibPeVy9epXw9/cn/P39CQ0NDWLRokXk36z/WM9IJycnnmOxcHR0JDQ0NAhzc3MiKCiIyMvLo3VeQ/Lz84mCggLK7d++fRN4PFExYsQIgslkElOnTiXi4uKIyspKyuMePnxIaGhocB2H1/ro8OHDhLGxsUjm+wtqfqX0SzANBfkIgkBRURE6dOhAKy1y6tSp8PT0hLq6Otzd3TmiXfX19QgNDcX58+cFjqgKyrdv3ziyFFjCbw2FnwSlvr4et27dQk5ODkdkl8FgYMaMGVzPtbS0RLdu3ZpceyUudu3ahYcPH8Lb2xutW7fGwYMHMWvWLNTU1CA2Nhbq6up4/vw5VqxYgd27d/NVkF67di0UFRVx+PBh9OnTp8WjQ8XFxXyF5gRBEq4vNTUV165dI/+OiIjgELCpqqrCrVu3aH2XevTogcjISLi4uMDFxQXh4eHYvHkzLl68CG9vb57f68aISgAqIyMDJ06c4FoWwC8qI2oGDBiAgwcPwtXVFZaWliguLsbChQt5ppNyQ5iWnOIoV/ovMW/ePHh7e6Nnz56YN28ez2MFEW3LyMgAg8HAkCFDOLYrKys3WeBK2I4vHTt2RHZ2NgwMDDj2ZWdnCxR5rq+vx7Vr13D69Gk8evQIKioqMDc3R0pKCo4fPw4/Pz/88ccftMdrac6ePcv1N6Gnp4eQkBCe5Q6A+NK6m4o4SicVFBTYShRGjRrFN1MT+CGq2biFpIaGBgiCwKdPn4Su5RdFJ6OGmS/q6upISkrC/fv3UVlZCR0dHZ6CwH/88QcYDAb69u2L/v37g8Fg4OPHj2AymaRw7Ny5c6GlpcW373lubi4p7MhgMHDnzh0OrRVZWVn07duXa3vXxvzzzz/Izs5GTEwMjh8/jtDQUBgYGMDR0ZFSy4UKUbQHFAcsVX6qVPyGaGtrc3xP9u7di7179wL48V67uLhw2DDV1dWoq6uTqPR3QSkoKACDweAo2SkoKICSkpJElGT8MvglHFaP3sePH5Mpo1paWvD09ISJiQnX80aOHIlZs2YhODgY0dHRMDQ0hJqaGoAfojE3b97Ely9f4ObmxtGOShw0blfC6m9N1caETirW58+f4eTkhDdv3oDBYFCmKvMyjBrXXlGVTrQE//77L5YuXUou5JhMJhwdHbFjxw6y5GDgwIFwd3fHtm3b+I738uVL7Nq1i6tib3Njbm6OzMxMkQlSScL1NVw8ABDJ4uG3335DVFQUnJ2dYWVlBYIgsGnTJoHLE75+/YquXbtCWloaCgoKbL81MzMzWkbptWvXMHfuXBgaGuLRo0cwNTVFZWUl7t69iy5dujRbfSjA2Rt66tSpCA0NhYmJCfr06cOxn0qfoDHCLGT37dsHAwMDjnKliIgIrq2efib4GeksGvbitrKyIuvgv3//Tt7r6bSoo8v06dMpF8bTp08Hg8GAqakpPDw8BG5vJ2zHF0tLSwQFBZGOAxZZWVkICQnBmDFj+I6Rm5uLmJgYxMfH4+vXrzAxMUFgYCBGjBgBaWlpEASBbdu2ITAw8Kcy+D99+sS1fr1Lly60tHI2btwIgD2t++3bt9i4cSOZ1r13716B07qbSps2bch6e14UFxfTLneZPHky7OzsMGbMGIHWJARBcAR2WPef+vp62uM0BbqdjHJzc9k6xbRp04b27+vu3bt48eIFnj59imfPnoEgCMybNw9KSkoYMGAAGAwGsrOzwWQy0a1bN55jsZzpwA9jOjQ0lFK0WVD69u0Lb29vLF++HFeuXEFMTAxWrlyJ9evXw9bWFo6Ojjyd/k1tDyhOiouLYWNjg7Zt2zbp/MGDB8PV1RUEQSAkJIRSb4sVXDM3NxfFlFsESXXWNORXDb8EExMTg7/++gv6+voYPXo0lJWVUVhYiOTkZGRmZsLf3x+Ojo48x0hNTUVERATu3btHRsHl5eWhq6uLGTNmCNwCrSkwmUzKrASCICi306lRXbZsGfLz8xEYGAgzMzOcPHkSKioqSEhIQHx8PMLDwwVq7Qf8yER4/vw5Pn/+jE6dOkFDQ6PJN7mmoqWlhcjISFLIprq6GgMHDsQ///yDAQMGkMfdu3cP06ZN41vvNGHCBMyePZt2T3txc+PGDaxduxZWVlYwMjKiVKMXRGVX0q7PwsICISEhTc4KOXjwINvfBQUFiIyMhJGREYeDj18WC/DDM79s2TKMGjUKEyZMwKBBg8g60tDQUBw9ehRpaWk8x/jjjz+gp6cHLy8vaGlpISYmhoyiuLm5wd3dHePHjxf4WpuCIIsyBoMh9np3fX19bN26la0X76dPn2BqaoqLFy/Siv41dnhyIyUlBX/99Vez1vDTUVZnUVVVhby8PBQVFWHbtm2wsbER27xiY2MhJSXF4QCLi4tDeXk5Hjx4gHv37uHixYt8xxJlx5dv377B2dkZz549g7q6OlRVVfHp0ye8evUKmpqaOHz4MM9nypQpU3D//n107doVEydOhKOjI2UtaFZWFv744w+uzipJxMzMDLNnz4aTkxPHvqioKOzdu5ctU4qKJ0+eoF+/fqRWBpPJJJXaP3z4gBEjRmD06NF48eIF3r59K/Z6YDc3NygpKfHNklqyZAlKS0s5upxQsXDhQtLZZGBgADs7O1haWvKNEDKZTOjp6XF8v65evYohQ4awnd+UFoiigMlkQktLi3RoCFPnzGQyERUVhZqaGmRmZiI4OBhycnKQl5fHsGHDEBQUJMKZC059fT1SUlKwf/9+3L9/HwoKCqisrISenh78/f2brD9VU1PTLJmMFRUV8PX1ZdN/GDx4MLZt20YGDwUlODgYkyZNksz6diEJCgqClJQUPD09ObaznDXPnz9vVmdNY34Z/BKMhYUFhg0bRqnozGp9wq0PbWPq6urIhWX79u2bVdCKlRpLF36tBAHA1NQUvr6+sLS0RP/+/dmEQPbs2YPMzEzs37+f1uvV19dj165diIyMREVFBbldQUEBTk5OWLx4cbO9X41FTerq6tiMLBYPHjzA5MmT+S7+09PTsXHjRuzYsYNvOlZz0Nhga+jwYTmABDFoJO36Xr16JdQ8RG3QNlUAqiF6enoIDg7GsGHD0L9/f0RGRpKp1ImJiQgKCsL58+dpz1sY+KVqNoZfpEfYlpxUIkTcfrO8xqBTptWU30dzU19fj/Xr1yMzM5OtzKOqqgqTJk3CihUrMHz48BacIScGBgZkxxcbGxuhOr4AP5y08fHxuHXrFoqLi9G+fXsYGhpi/PjxfNN6Fy5ciEmTJmH48OE8vxM1NTX49OkT3++3JOHv74+zZ89i3759HNkPc+fOxZgxY+Dn58dzDG1tbba07piYGISFhcHMzIzjd5efny/294dV0jN//nyepZMhISEICQmhnU35/ft3XLx4EUlJSbhx4wakpaVhamoKW1tbmJubU36PBHHOAYJ3TRBFWdeVK1eQmJiIlJQU0vi1s7PD6NGjBc7GaOjsqa2thba2Nk6ePInq6mpcv34dixcvpj3W169fcfjwYTx48IAM+AwaNAguLi4CZ36+fv0aMTExOH36NIqLizFixAhMmjQJJiYmuH37NrZu3QopKSmcOnWK9piPHz9GdHQ0R9mZONm5cyf2798Pe3t7aGtr4927d4iOjoauri7ttTUvPnz4gE+fPkFVVbVFo97NSXM5a7jxK6Vfgvn69SvXKImNjQ3OnTtHeyxpaWme9VHihI4BLygsXQApKSkoKiqisLCQ3Kejo4Pw8HDaY23ZsgVRUVGYM2cOrKysoKKigi9fvuD8+fPYt28fampq4O3tLfJr4Mbr16/JhQMrHfb169ccx9DB398fnz9/hp2dHVRVVTm8/wwGAwkJCSKYNT1E3XJF0q7PxsYGOjo6cHR0xNixYwVWLRd1xM7Ly4t0Ytnb26NNmzaksvrq1asxefJkvmPIy8ujvr4eDAYDnTp1wtu3b0mDv02bNs3atlLUC3hRtOQUtlwpICBAInrAiwIpKSmMHTuWYzErLy+Pjx8/iqTEgVeU6NOnTzh58qRAbfymT58uVMeXxsjJyeGPP/5oUrr9unXraLX1kpWV/amMfQBYvHgx7t69iz///JMy+4FXm0wWokzrFgXiKp1s06YN7O3tYW9vj6KiIiQnJyMxMRFLly6FgoICZZRQHG0PWYiqrMvc3Bzm5uaorKwkS2c2bNiA9evXY/jw4bC1teXb3pPFpk2byPeadf+UlpbGkCFDOLQ9eMHq+lJfXw8jIyP07NkThYWFiIqKQlRUFCIiImiVBv3zzz+IiYnBgwcP0L17dzg7O8PBwYFNz8fQ0BA+Pj5kOQFd8vLycOrUqWY1+JOTkzFnzhw2XQ1dXV0sWLAA5eXlTe7IcuLECezZs4dN00JVVRXu7u601iM/My2tofUrwi/BuLi4wNjYGHPmzOHYFx4ejmvXron1Ji/J2NnZwd3dHWPHjsXkyZPRpUsX7Nq1C8APIzAlJYV2Kz0DAwO4ublRvs979+5FRESEWNsWNoQq2kelT0A32uft7c3XmGgoDvmzIWnXl5qaipiYGFy5cgWysrKk2A2rRONnxNXVFRYWFnBycsLKlStx7949skXT9u3bIScnh5MnT7b0NGkjypac4ihX+tmpr6/H9+/fOZxvq1evBgChF63Ctr5sTq5cuYJXr16hU6dOsLS0RJs2bTiOqa2tRVBQEKKiolBeXg45OTmMHj0avr6+zdZerrkQJvuBCklJ6xZ36eSLFy9w9uxZxMbGorCwsNm/3+Is6yorK0NycjICAwPx+fPnJl9beno6tLW1BTZEHRwcIC8vj3379rGVPXz79g2zZ89GTU0NYmJi+I4zYMAAjB49Go6Ojjy1DJrilGyJlqza2to4ePAgmzOHVe505swZ9O3bV+Ax9+7di507d2L8+PEcwbUzZ85g8eLFtAVSJZWCggKoqqqKtUVvU5G8Gf2CZOnSpVi6dCmqq6thaWmJjh074uvXr7h48SLi4+OxY8cOtgiSuAVqmsqGDRsEOt7X15fvMSNGjEBaWhrGjh0Ld3d3eHp6wtDQEDIyMvjy5Qu8vLxovx4rFZAKLS0tMmLXHIg6Ar5582aRjicqsrOzkZmZiZKSErRr1w56enpNeoBI2vWZmZnBzMwMxcXFSEhIQFxcHKZOnYqePXvC0dER9vb2HAr+zUlpaSlyc3PRoUMHWvXlwA/HY15eHoAf96R58+bB3d0dwA+xLX6dIsQJv97Q06ZNg6qqKtu+ffv2kZ1JGAwG3NzcuI7Pb1EmDmfSly9f8OHDBzAYDHTu3LlFvy+NYTKZlMJETCYTKioqcHV1xZQpUyjr1HV1dbFjxw7MnTsXpqamUFFR4XCK0BFZ5BWj+Pz5M6UuCD+E6fhy+PBhXL16lU1/o66uDjNnzkRGRgY5327duuHEiRMcn+fhw4exd+9eDBs2jEydTUpKQn19PbZv3y7wtUgywmQ/cENRURFMJhP6+voIDg5GVFQUmdbdXLDu+6IsnXz79i0SExORlJSEly9fQllZGWPGjOEaAX/8+LFA4wuilfPq1SssWbIEUlJSYDAYZNZYt27dsGDBAgQFBTXJ4H/48CGSkpJw7tw5fPr0iWeWTW5uLpYuXYpFixZROlCGDh2K1NRUBAYGIjAwkPbz7eXLlwgMDOTQSGjbti1mz57NN/Pk5cuXiI6OhpGREdq0acO3U4SqqqpAxn5LUVtbC3l5ebZtrL+5ZcXxIzIyEm5ubli+fDnbdgsLCygrKyMyMvKnNvjr6uowcuRInDp1SqDfV3Pxy+CXYP78808AP1IYG7bOY91QGqe/SEpUozFUOgPv37+HiooKR4oLg8GgZfAvW7aM/LeZmRmOHTuGS5cuoaqqCkZGRgJ51K2srJCYmEipFpuYmEirJY6oGDBgAFtLHlFSWVmJ0tJSKCkpoVWrVmJ5DX5UV1dj+fLluHDhAgiCgJycHKqrq8FgMGBlZYUtW7Y0KdIDSMb1sWjfvj2cnZ3h7OyMJ0+eYNOmTdi+fTt27doFExMTuLi4YNiwYXzHcXZ2hoyMDCIiIji2d+rUCTNnzoS2tjbHeUlJSbh48SJqa2thbW0NGxsbhIaGIiwsDDU1NQAAY2Nj7N69m29EpOFvqXPnzoiNjcWbN29QWVmJ3r17N/nzEgVNaaknypacoixXOnnyJA4ePIjc3Fy27T169MDkyZPZ2hnV19e3SAcAe3t7SiPG3t6ebJkWHh6OW7ducRzj4+MD4Ec0NDU1lWM/r4yls2fP4uzZs+Rxf//9N4dTobq6Go8ePRI4m0bYji/JyckcGSLHjx9Heno6HBwcMGPGDOTk5GDNmjXYt28f+T6wYDkFG9avnzp1Cn5+fggICOBYdP9XoJP9wA9RpXWLClGUTh48eBCJiYl4/Pgx2rZti9GjR2PVqlUwMDDg+ZufOHGi2LRARFnW9fLlS5w9exbnzp3Dmzdv0LVrV9jY2MDW1pbn/TYiIgKtW7fmubYzMzPD/v37ceDAAVKclh89evTg2h7627dvPB0Hd+7cwcyZM1FbW4uOHTvi+vXr+Oeff+Dn54cpU6bQen1J5uzZs8jMzCT/Zn0Hzpw5g/T0dHI7HQFh4Ic2hZGREeW+4cOHIzo6Wug5tzSSnDT/y+CXYP4rtZ2NDX6WwEpYWJjIvGCN2yAJgr6+Pnbu3Inp06fD0tKS7IZw6dIlvH37FkuWLGFr90UnCtVUjIyMMHLkSNjZ2WH48OEiEQu8cuUKgoOD8fTpU/Jhr6mpiYULFzZLl4aG7NixA6mpqVi3bh3Gjh0LRUVFlJWVISkpCZs2bcLOnTuxcuVKgcaUpOtrSGlpKRISEhAbG4snT55gwIABGDVqFP7991/MnDmTFHviRV5eHmXdV15eHrKzs0lHVUP151OnTsHX1xeamppo06YNVqxYgcePHyMyMpKsn33x4gX++ecf7Nu3j2/v67S0NBgZGZH3IgaDwdZaqSVpSks9SWvJWV9fj2XLluHcuXPo2bMnZsyYQbYve//+PVJTU7F582Zcu3YN4eHhqKysxJIlSwTSKREV3DJqGm5///495TG8xA/5UVNTQ7b1IwgCFRUVHMaPnJwcxo8fj1mzZgk09ubNm9GhQwccOXKEa8cXXuTm5nIoz587dw4qKirw9/eHtLQ0+vXrh/z8fPzzzz8cBv+7d+/w119/sW2ztraGr68v8vLyJEKMtKkIm/3Aj4YON2lpaRw5ckRkWgwtxe7du2FhYQEPDw+YmJjQrvttnB3Iep/XrVsn9HvCZDKRk5MDY2NjGBoaIiwsDB06dICMjAx27dqFfv360RrHzs4OL1++RIcOHWBtbY2AgADo6enROjctLY1WZHzixIkCZZ0tX74c69evR9euXdna+96+fRvBwcFkKRIVQUFB6N27N8LCwtC1a1eUlZXBx8cHu3btomXw083KePfuHa3jRA23jNNDhw6x/U3X4B8+fDhu3LhBGVxLS0sTWbvmX3CB+MUvmpna2lpCQ0ODePTokUDn6ejoEIMHD+b7n66uLjFs2DDCwcGBCA8PJ+rq6niOq6GhQfs/JpMpzKXzZdOmTYSpqSmhoaFBDBs2jFi3bh2RmZnZ5PEuXrxIMJlM4s8//yQOHz5MJCYmEocOHSImT55MaGpqEhcvXhTh7PkzfPhw4vDhw5T7Dh06RAwfPlyg8STt+giCIK5fv04sWbKEGDhwIKGvr0+sX7+eePr0KdsxBw8eJPT19YV+rTdv3hBxcXFs28aNG0esW7eO/Puff/4hmEwmERYWxnZcUFAQYWVlxfc1NDQ0CGNjY8Lf35+4d++e0HOWREpLS4mMjAwiKSmJyMjIIEpLS5s0TlxcHBEfH0+5/dq1a5TnREVFEVpaWkRMTAxRX1/PdVwtLS1i/fr1hL29PWFoaNik+QlKTk4OMWHCBOLq1atcj7l69SoxYcIE4u3bt80yJycnJ+Lly5ciG8/ExIRITk4m6urqCA0NDeLBgwfkvtDQUMLNzY3n+QMGDCDS09PJv6uqqggtLS3Cy8uL7bibN28SOjo6HOc3fk2CaPozUtKYMmUK4e/vz7YtMjKS0NDQIHx8fIjnz58T58+fJwwMDIiAgAC+40ni91HUlJeXi2QcUX6Hrl69SkRFRREEQRAfPnwg7O3tyTWRmZkZ8fDhQ1rjeHt7E9euXSNqa2sFnoOWlhaRkZHB97iMjAxCW1ub9ri2trbE0KFDCSaTSejr6xOjR48m9PX1CSaTSQwdOpSwtbUl/7Ozs2M7d9iwYURycjLbtnfv3hEaGhpEQUEB39dmrSn5/dcca8/m4OrVq4SZmRnh7e1NXLx4kbh79y5x8eJFYuXKlYSZmRlx9epV4tGjR+R/Pxus39zjx49beiqU/Irw/+KnwdXVlXbGQ2VlJd68eYPdu3ejrKyMZx2WMJEnUePt7Y2VK1ciPT0diYmJSExMxPHjx9G1a1fY2dnB1tZWoFr34OBg2NjYYNu2bWzbXVxc4OXlheDgYFhaWor6MrhSUlKC3r17U+7r3bs3SkpKBBpP0q7P3NwcHz58gK6uLtatW4cxY8ZQpuQOGTKEaxqhIPz+++8c6ehv375l6yphZWUFX19fjkiKvr4+rShxQkICWUsaFRWFbt26wdbWFmPHjoWGhobQ19CSiLolp7e3N2RkZDjqWVnikn369CHFRlnExMTAxcUFDg4OXMe1t7dHdnY2Dhw4AE1NTYFaOgmDKNNob968iYKCAkycOJFjX2xsLNTU1GiVuYhaqFbYji9du3ZFTk4OKW519+5d1NbWskULgR+ZbdzKX27fvs2WFs1Knb19+zZHK0pxZpiJGmGzHxojrrRuSUJcJX3CIKqyLmE0T9q0aYOioiK+xxUXFwsk3KelpUVZFkeHoqIijpZyrOysoqIi8t/cELVmk6TDqs+Pi4tDXFwcWwkVAMybNw/Az9GClgWVcC/VM04SruWXwS9h2NnZYfv27ejXrx/s7Ox4HtvcLcdamgULFgh8zuHDh3HkyBGeBr+ktTdiMBgwMDCAgYEB/Pz8cO3aNZw9exZHjhxBeHg4+vXrh3HjxtHqF/369WuuAobjx4+Hp6enOC6BK71798bp06cpe3EnJCRwdQZwQ9Kuj6XKzy8NV1tbm28LvqaqkVdUVLDVw7IWP40Xkq1atSLr+XnRr18/9OvXD0uWLEFWVhbOnj2LuLg4hIeHo0+fPrC1tW0RoZ3KykqEhoYiOTkZHz58oBQS4veQFXVLziNHjlA6JY8cOYKKigrcu3cPJ0+eZDP4X79+TauMxcTEBBEREYiOjm62um5RptHu2rULI0eOpNz39etXnDx5knYNZ3Z2NsLCwpCVlcXWN3vOnDm004tZdO/eHZ8+fQIA9OnTB6dPn4a5uTkA4NKlS3zFcM3MzBAWFgZ1dXV06tQJISEhkJOT42jDlpWVhe7du1OOwU2cb8uWLWx//yyLYBZlZWXo1KkT+Xd1dTUePHiAMWPGsDnS+vfvT6sOXFxp3ZJGfHw8z573jcuUxI2oy7revHnD9dq4ObS0tbWRlJTEV1MpMTFRIAO+JYV/GzsF/+v8Fx0cDa+JVUazdu1aiSwt+mXwSxja2trkwlxLS+s/UcPfkhgYGOD06dMc24uLi6GkpAQpKSmOXtlUtFQHBBkZGY7etQkJCdi+fTt27NjBtwasXbt2yMnJoTSwc3Jymr3tk4eHBxYtWoT8/HyMHj0aKioqKCwsRHJyMu7fv4/AwECBxpOk6ysuLoaNjQ2lQnlTIHiIv9TV1Qms7yCKewlLK8PHxwdXrlzB2rVrsWvXrhYx+NetW4ezZ8/C1tYW6urqTepxGxcXh4ULF7K15FRWVoaGhgZatWqFiIgIgQx+bgs41naqyKSsrCxbdgE3Kisroaio2Kwibh8/fqSldt29e3e2vspUZGdnc9WL0NLSQlhYGK05Xb16FfPnz0eXLl04NFccHBwQHByMESNG0BoLEL7ji4eHB27dukVGshkMBnx8fNjE2+rq6hAXFwdra2uO8yUpw0zUiCL7oSGi/D5KKqdPn8bq1asxYcIE3Lt3DxMnTkR9fT1SUlKgpKTU5PZ3wuDm5gYVFRVYW1vD1tYWOjo6TRqnrKwMnp6epOAbQSGQyc2hNXXqVHh6ekJdXR3u7u4cz7/6+nqEhobi/PnzbCLX4qahmGpDpk2bxradwWCwCeA1pqamBk+ePGHr0KKpqdmiorgNaaqAcEP+iw6OhtfE6uilra39S6X/F/xpmPIkaS3Hmkrjtnysm/yBAwcoxbLoqPTThclkIjY2lmO7oaEhGT0dNmwYX2NIEqIqb9++xfPnz5GdnY36+npaToixY8dix44daNWqFaysrKCkpIRv377h/Pnz2LVrl0jbI9Fh9OjRZNeJv//+m01kLzg4mCMqxg9JuL6Kigr4+voiKSmJ3DZ48GBs27aNVJCmy+fPn8loI/Aj+tt4YVNVVYWYmBieY3t5eXEYhkuWLGFbPFBFV/hRXV2NlJQUJCUlITU1FXV1dZQCPM3BlStXsHLlSo6UYUGQhJac2traiI2N5WukxsbGNjn1tKmIMo2WwWDg27dvlPtKSkpov9dbtmyBiYkJQkJC2IT7VqxYAQ8PD2zZskUgg79xx5fjx4/j0qVLqKyspNXxpX379oiLi0N6ejpKSkqgqamJHj16sB1TVlYGLy8vDBo0iON8ScswEyWiyH5oiLjSuiWJgwcPwsPDA3PmzMHJkycxdepUaGlpoaysDG5ubly7GTR2/rN+T69fv6Y8XhCDRFRlXVu3bsWXL19w9OhRTJ06FcHBwWjXrh0SEhJw69Ytnm0oR44ciVmzZiE4OBjR0dEwNDQkn4Hv37/HzZs38eXLF7i5ufFdR2zYsAGurq5QU1Oj1Taa25pUFO31qqurERISgmPHjqGsrIzNCaKoqIjx48fDy8uL7DxUUVHRImUfTREQ/oVkwSB4hZF+0WKw2stt3bpVYCNI0hBk/gwGo1kiHnFxcRgxYgQ6dOhAtvDihSjbbwlCXl4eEhMTcfbsWbx8+RKtWrWChYUFqeIvI8PbZ1ddXY1ly5bh4sWLYDAYkJGRQW1tLQiCwOjRo7Ft27YW8yCXl5fj27dvaNu2bZMXZ5JwfTt37sT+/fthb29P9tGOjo6Grq4u9u/fL9BYwcHBCA4O5umAIggC0tLSWLNmDaVDg18dbGP41VXW1dXh+vXrOHv2LFJSUlBeXg5dXV3Y2NjA2tq6xRTujY2N8ffff1Nmd9Dlr7/+AkEQCAgI4NjHeh95vT90FosNoVo4/vvvv5gzZw4cHBywYMECjrrPjx8/Yvfu3YiNjUV4eDhMTEwEek1hcHNzg5KSEnbu3MnzuCVLlqC0tJTnYs/V1RW1tbU4fPgw2/ebIAi4uLhASkqKQ/2ZioEDByI4OBimpqYc+/7991/Mnz8fWVlZfMf5hfgpLi6Gs7MzsrOzAfx/9sP06dPJY+rq6mBtbQ1ra2s25wsVovw+SiqDBw9GWFgYDAwMoKWlhYiICBgYGAD4UWISEBBA2eqYqpaYKoIubH00q6zr/Pnz+Pz5s0BlXRYWFliyZAnGjh0LLS0tnDx5kixZ27x5Mz5+/Mj3s01NTUVERATu3btHlnHJy8tDV1cXM2bMoNWZx8LCAqGhoWAymXzXp+Jck1ZXV8PV1RV37tyBkZERLCws2Dq0XLlyBWlpaejXrx9OnDiBb9++Yd68eZRBrJbm7du3uHv3Luzt7dm26+rq4siRI9DW1sbgwYP5Bteau1xFlLACCDExMb8i/L+gj7y8PBQUFETSlq2loXo4tTQsA762thb9+vVD165dW7Q1V0MKCwuRlJSExMREPHjwANLS0jA2NsacOXNgaWkpkHdXTk4OQUFBeP78Oe7cuYPS0lK0a9cOenp6LS641rp1a6GjMJJwfcnJyZgzZw5burKuri4WLFiA8vJyga5xwoQJGDp0KGkE+fn5oU+fPmzHyMrKomfPnujQoQPlGMIII1FhZGSE0tJSaGpqwsPDg5Z2RHMwZcoUrnoQdBG2Jacg9zYGg0Fp8JuammLFihXYvn07EhISoKGhQUauCgoK8OLFC9TX12PFihXNauwDok2jXbBgAZydnTFu3DhMmDABnTp1wqdPnxAfH4/c3FzaYnwaGhrIy8uj3JeXlyeQqKm4qKqqwrt37yizaPgtBH18fCAjIwN/f3+O7aqqqpg2bRpUVVVFOl9xIWz2Q2MkNa1blCgqKpKGbOfOnfHy5UvS4K+rq+Oa4dBc9dHClHV9/foVXbt2hbS0NBQUFNjKKc3MzGjpNJmZmcHMzAx1dXXk+e3btxdordzwvt2S69OIiAg8efIEhw8fJj/jhjg5OSE9PR3u7u5ke11JSfFvDJWAMPDD0cvS8RBEePtnRFpaGps2baKVrdQS/IrwSzDbtm3DmzdvEBQU1NJTERlFRUVcDZWWoL6+HgMHDkR4eDiMjIxaejpwdXVFeno66urqMHjwYNja2mLMmDES9Z4Jy/Xr10mhtcYLYgaDgcOHD7fQzJqGtrY2Dh48SNapAiCj4GfOnGmyAZKeno7+/ftDUVFRVFNtEqxOCJImQrN//34cO3YMqqqqMDQ0hJKSEtt+Or2BmUwm7dcTt2DakydPEBkZiTt37pD1x126dIG+vj6cnJygqakpttfmxbZt27B//36oqKjwTKPlV+sOAJmZmdi6dSuysrJQX18PKSkp6OjoYNmyZbT7cT98+BBLly6Fh4cHLC0t0bZtW3z79g0XL17Enj17sH37dkqhy4bQiTQBPz5zOTk5qKmpwdraGm5ubmxlBI2prq7G2rVrkZCQwLVEgd93iMlkQkZGBo8ePeLYDvxwctrb22P9+vV85/9fRJTfR0nE3d0denp6mDVrFjZs2ICkpCR4eHhARkYG4eHh6NGjBw4ePNhi86Mq6xo2bBitbDZWFseoUaMwYcIEDBo0iOykEBoaiqNHjyItLU3MV/D/VFVVYdGiRXBzc2N7fjcXNjY2GDduHF9nSVhYGHbt2gVTU1Ns375dZDpB/EhLS0NkZCTy8/OhqqoKa2trTJo0qUljEQSBkpIStG7dWmKdFv91fhn8Ekx4eDgiIyPRvn17mJiYQEVFhUMEhN+CVhKora1FUFAQoqKiUF5eDjk5OYwePRq+vr7NLhpHhbW1NRYtWoQxY8a09FRgZ2dHtt8TtP6bG3V1dXjw4AFXJfPGKVjiZP/+/di2bRu6devGVWhN0MhMS18fk8lkS01kzUlUqV05OTlsauQDBgwQuJvBfxF+xjodA71xyzN+cKu3bumFo7gRRRptQyorK1FSUgIlJSWB61EHDx6M2tpa1NbWAgBZxsP6d8N7CjehrKCgIIFbvF69ehWurq48O77s3LkT8fHxWL58Oby8vODn54fWrVsjISEBb9++xerVqwV+rxpSUVGB+/fv4+7du83egURUCJP9wELU30dJ4v79+ygoKMDYsWNRWlqKlStXIjU1FfX19RgwYAB27NjBVbjw5cuXiI6ORl5eHmmgiSKQIaqyLn9/f9TX12PNmjWIj4+Ht7c3+vfvD1lZWWRlZWHmzJlYsWKF0PMVBD09PYSEhNBqCSpqBg4ciAMHDvB9ZmRkZMDZ2blZtaQuX74MT09PtG3bFr169cL79+/x5csXeHh4NKljVnV1NXR0dBAaGiqQxsovRMcvg1+CEcWCVhI4cOAAtm7dimHDhpE1zpcuXYK1tTVPkZbmIj4+HgcOHMD+/fvRuXPnlp6OSHn8+DEWLFiA9+/fU6q+N/d3yMLCAhYWFiITZpSE62MymXB2dmarva6vr8e2bdvg4uLC9p0SxElXXl6O1atX49y5c6ivr4e8vDyqqqogJSUFa2tr+Pv7cxVwEjX19fW4desWcnJyOJwqP4vjUdyIY+FYWlqK3NxcdOrUiW9P5+ZAmDRaKr5+/Yq2bdsK1GFBEGMdEI2wFvD/LV551fNaWVlh1qxZcHBwgJaWFk6dOkUKLa5cuRKtWrXCunXrRDKfnw1RZD80RtTfR0mluroa1dXVPLO97ty5gxkzZqCurg4dO3ZEcXEx6uvr4efnhylTpgj1+gYGBmRZl42NTZPLuioqKlBRUUE6CC5evIjz58+TmlWTJ0/mmUEjDhYuXIgePXrw1Y8QBwYGBvD39+faipDFhQsXsHr1aty+fbuZZgZMnjwZ8vLyCA0NRZs2bVBfXw9/f3/Ex8cjMzOzSZ+ThYUF/vrrL67tWf8LxMfHw9zcXCKCmY35ZfD/QuzY2tpi6NCh8PPzI7edOnUKfn5+uHfvXrO2maJi3rx5ePToEUpKSqChoQEVFRW2/QwGA3v27GmRuRUUFIDBYHAs9gsKCqCkpMQ33XvSpEmoqqqCr68v+vTpQ7mwbq70MOBHbXtISAgMDQ1FMp4kXJ+40sJ9fHyQnJyMv/76C1ZWVlBUVERZWRnOnz+PgIAAWFlZibxen4rPnz/DyckJb968AYPBEKiVkiQirpacTV04/vvvv8jIyOA4b/fu3QgPDyeNo1GjRrWoyGZTyMrKwsOHDzFt2jS27adOncK2bdtQUlICOTk5TJ06FStWrJDo+s5nz55h1apVPAWzBg0ahAMHDmDIkCEYNGgQ9uzZQ0ZY09LSsHTpUp6L9pEjRyIkJITynvLixQu4u7v/tG38xJ398L+Oi4sLiouLERYWhq5du6KsrAw+Pj5IT08X2lCU1LIuUZCamgo/Pz+MHDkSZmZmUFZW5rgPiUuAzcPDA2VlZRxCpg0hCAIzZsxAmzZtEBoaKpZ5UKGvr4+tW7eyReM/ffoEU1NTXLx4kVZ7zMbs378fqamp2L9/f4uv+8VBXV0dtLW1cerUqV+ifb/43+Tdu3f466+/2LZZW1vD19cXeXl5UFdXb6GZ/eD79+9sD7Lv37+34GzYsbCwoKzntLCwgLy8PBwdHTF79myu3vaXL19i165dEtP/1NzcHJmZmSIz+CXh+p49eyaWcZOTk+Hl5YWJEyeS2xQVFeHo6Iiqqirs2LGjWQz+zZs3o0OHDjhy5AjMzMxw8uRJqKioICEhAfHx8QgPDxf7HLhRXl6OuLg4ZGZmoqSkhBRsnDBhAlexRHG15Jw4cSL8/Pzw/ft3gRaOx44dI1susUhJSUFoaCj69+8PBwcH5OTk4Pjx4zh+/DhcXFxozUcS2L9/PyorK9kM/jt37mD16tXo0qULJkyYgJycHBw6dAj9+vVrsW4oGRkZYDAYGDJkCMd2ZWVl9O7dm2uL14Z06tQJpaWlAH70gr99+zZp8Ofm5vKdR35+PmVZEvCjtODDhw80rkYyOX/+PObPn48xY8bAy8sLAwcOhLa2Nuzt7bFy5UqkpKT8zxr8dGvyGQwGZGVl0a1bNxgYGLCVw7x48QLr1q0jgwOKiopYuXIlLC0t8f79e6EyhESVJSOJsOrnjx07hmPHjom0owGd1542bRrc3NywaNEiDuHKrKwsBAYGIjMzE8eOHRPLHLjx7ds3jlINZWVlACDvcYLy/v175OTkYMSIERg6dChHmTIg2rbcLYEkx9B/GfwSTFJSEgoKCjBr1iyOffv370e3bt0kou6cH1VVVRypx6wHVWVlZUtMiQ266tAtgaenJ2XqlKenJyoqKvDgwQPY2trizp07lOf37NmzxR0YDfsDT5w4EWvXriVT+BoLrQGCedMl4frEhby8PFe1199++41vS0ZRkZGRAV9fX1JpFwDU1NQwb948EASB9evXC9x+UBS8f/8e06dPR35+PphMJpSVlZGTk4Pz58/j0KFDOHLkCOUiNyAggIxOiNJh0tSF49OnT7F48WK2bTExMVBQUMCBAwdIwU4ZGRnEx8f/VAb/o0ePMG/ePLZt0dHRkJGRIft5A4C3tzeio6O5Gvzz5s2Dt7c3evbsyTFeY5qSkTV9+nRKx+r06dPBYDBgamoKDw8PvkryQ4cOxZ07d2BhYYFJkyZhy5YteP36NWRlZXHp0iXY2tpynFNVVYWKigpyoVhWVsaReVJVVYVLly79NOr8VHz48AG9evWCtLQ05OXl2YyGcePGYenSpf+z5Q5///23wOe0b98ehw4dIrNBioqKOBz/rPtfUVGR0CVBTS3rsrOzozV+Y4HMsWPHCjVfujRXdwMqBg0ahC1btsDX1xeTJ09Gu3bt2Dq0lJSUQEFBAVu2bOErRCoOGt+LWNlmVPcoOplwV65cITPUHj58yLGfWyebX4iGXwa/BBMeHg4HBwfKfQoKCti3b99PYfADwO3bt9miE/X19WAwGLh9+zaHcBa/eqb/JbiJozTcXlNTw/V8Hx8fbNy4ERoaGi2WSTFx4kQO42ffvn3Yt2+f0N50Sbg+ceHg4IDjx4/DxMSE4306duwY13uDKHrDN4Tl6ZeSkoKioiIKCwvJfTo6Oi0W4WcZ64mJiWwihq9fv8a8efOwefNmBAYGcpwnrpacTV04FhUVsYkBEgSBW7duwcDAgK07x/DhwxEXFyf0PJuTwsJCjjZs165dw5AhQ9iu2draGj4+PlzH+f79O7nYFIeDLyAggNKxumnTJpSXl+PBgwfw8vLCxYsXeY6zZMkSsm0aywBi1ShPnz6dUmhv3759pFApg8GAm5sb1/F/5kirsNkP/2UEyRKrqqpCTk4ONm7ciA0bNiAqKkqMM/sBnbIubga/lpaWwAKZy5Ytw5cvX+Ds7Cz03PnR0tmPY8eOxZAhQ3Dy5Em2Di2amprQ19eHo6Njizn6uN2LqD5rOus2SWzRLSwZGRnkv1nPqCdPnqC8vJztOEkQ8/1l8Eswubm5XFt6qaurIycnp5ln1HS4ifNt2bKF7e+WECLcuXMnioqKKNsc+fn5QVlZma3HenMRHx8PMzMzypZ8xcXFuHr1Kuzt7Tnq1ht71D9//gw7Ozuoqqpy1LMzGAwkJCSIfvINELUHXdKurzHOzs6QkZFBREQEx/ZOnTph5syZpJAXL9q1a4cnT55g9OjRMDc3J3vEX7lyBdXV1dDT0yNTQRtGWETRG74h3bt3x6dPnwAAffr0wenTp2Fubg4AuHTpEu0ad1Fz48YNrF+/nqNjQe/evbFo0SKsWbOG5/lSUlL4888/RdaSs6kLxw4dOrA5UZ4/f47v379ztKmTl5fnKnYmqbRt2xZlZWXk369fv0ZJSQnHtSkqKvLM9mqYhSWOjCxuzjOWc6ixBgE3OnXqxJYJM2PGDL6ClpaWlujWrRsIgsCqVavg7u7O0c9aVlYW6urqLdaaURQ0JfvhF5zIy8uDyWRizpw5WLhwIds+FxcXSuN62rRpHB2eqLpXcEOYsq7NmzfTfh0WQUFBOHr0aLMY/M+ePcPHjx8py0lSU1PRuXNngXR6moKqqqrEOfOao1zwv8D06dM5tq1evZrtb0kRWP9l8Esw8vLybAvBhnz+/LnZUnqFRdJFhs6ePcs1ks5S3m4Jg9/HxwcnTpygNPjz8vLg4+ND2XJOEI96cyBqD7qkXV9j8vLyKMUD8/LykJ2djcTERBgbG+PAgQM8x9mxYwf5byqnSUMnWlMNfjqMGDECaWlpGDt2LNzd3eHp6QlDQ0PIyMjgy5cvLdbvuq6ujqvwDx3jWEpKCt27d0dJSYlI5/Xq1Ss8fPgQHz58wMSJE9GpUye8efMGysrKlCKbg/6PvTOPh6p////r2NqpLKHlrhRjKdKCJCVlidJeStoVLbdo0ad9UXerQmkT0sJdkRDdUu7SplTaU1mKFpVIWcL5/eE352vMDDNjlqN7no/H/bhzzpn3XGeMc871fl/X62VoiOPHj2PYsGFQUFDAqVOnQBAErKysWI7LzMxsci4iurq6OHv2LKXKfOHCBRAEwfZwzXQiaIjy8nJMmDABy5cvx6BBg0QSc2Pw8vLCqFGjYG5uzvP9mcFgUAkF87MRRsUJ3RCk+kEKdwwNDbFjxw7qZ1EmjOJu67KwsBBL5QJQU91jbGzMMeHPyMhAeno6zxoLwuTly5d4/fo1VFVV0bdvX7E/84hCT+X48eP4+PEjx2eGnTt3QkNDg+fJVbpQuzqnsrISBgYGQrFjFgVNI2P8j9K/f38cOnQIVlZWLAJUP3/+xJEjRyReisQr3Lyr6cKnT5+49repq6tLTCipPvGP4uJirpZsgsyoiwtdXV1KMK0ujx8/xoQJExqcCaXz+QHcE27m9tzcXKSnpzc4jqjEAPmltnq8paUlTp48iaSkJEqHQVJCW8bGxjhw4AAGDBjAUtnx/ft3BAUFwdjYuMEx5s+fj/3798PY2LjRyXRpaSlWr16N+Ph4yMjIoLq6GhYWFlBVVcWuXbvQqVMnjh7TS5YswYQJE2BmZobWrVvj48ePcHR0ZGtRiYuLY1sZpzseHh6YNm0abGxsoKysjPT0dJibm6NXr14sx126dKnB/nigZiLn48ePIrPuSktLg76+PlfBx4bIysqCm5sblJSUYGNjA0dHR75KOZkP2d+/f8eLFy9QUFAAVVVV6OjoiNVNRRQIUv3wX4XXKjFra2tqnygTfmG2dfHiPGRkZCQ2C7rnz59z1MkCas5NlBMPMTExuH79Olul6/Lly3HhwgWqzdHAwADHjh1r0JWJ7pw8eRIzZ87kuK9r1644duxYk0v4a0PnhShAmvDTGk9PT0yePBnDhw+HjY0N1NTU8OnTJyQmJuLXr18sK4BSBKd9+/bIzMyEiYkJ277MzEyx+mmmpKTg2rVr1M/BwcFsNoHl5eW4desWT+WdPj4+cHd352ihkpeXh4CAALGWbtU3iVFVVcW3jzLdzo8XunTpwlayK2pycnKQnZ2N8vJytn38amb07t1bIgJCdVmxYgWmTZsGS0tLmJqaQkVFBV++fMHNmzchLy8PX1/fBsdISEhAYWEhrK2tG23J+ddff+HWrVs4fPgw+vXrByMjI2qfpaUlQkJCOCb8WlpaOH/+PM6cOYPv379DX1+fbXXly5cv0NXVxejRo3mKhS4YGRkhNDQUp0+fRnFxMdzd3dn6Qr98+QJZWVmO1UqcGDFiBC5evCiUNozaVFVVYfr06Y2yVDp37hyys7MRGxuLixcvIjIyEmpqarC3t4eDg0ODrTzV1dXw8/PD8ePHUVpaSm1v0aIFpk2bhj///LPJes0LUv3wX0VYVWLCQphtXY11HhI2FRUVXHWQKioqON4zhUVUVBQl0sckOjoaMTExsLCwgLOzM7KysrBv3z6EhISItexf2FpAQM2kTl1NFyadO3dm0/OSIlykV10ao6WlhTNnzmDfvn24dOkSvn37hrZt22LgwIFYuHAh1z8cuuPj4wM5OTls2rSJbbuamhqmTp0qVpESa2tr+Pv7syUyGRkZCAwMFKswYnZ2NrUSTBAE7t69y+a7LS8vj549e2Lp0qUNjhcVFYUpU6ZwTIgLCwsRHR0t8oS4oKCAelgAavp46z60lpeX4+zZs2w3v4agw/kBNR7bx48fR15eHtTU1GBra4sJEybwPc6TJ0+gpaWF5s2bs7gbcKOhxKSkpAQeHh64c+cOAHAUW+JUUdGnTx+eZqvrKivPnj1bZKuvddHW1kZMTAyOHTuGe/fu4dWrV1BSUsLEiRMxY8YMnh4YhWnJmZiYSJWa120n6NixY70PM507d4anpyfX/crKymx9gU2Fvn371luZoKyszJeqvrGxMXbv3g03NzcMHjyYo7WToMKvwrBU6tq1KxYuXIiFCxfi+fPniIuLQ3x8PEJDQ9GlSxckJiZyfe327dsRHh6OefPmwcbGBioqKvj8+TMSEhJw+PBh/Pr1CytXrmx0jJKgsdUP/yWEUSXGi9UkrwizrauxzkPCRldXF+fPn6fajmpz/vx5kfbvZ2ZmsumHXLhwAYqKiti3bx9atGiBoUOH4ufPn0hMTBRrws/pO/j+/XuoqKiwTUbxqq7funVrvHv3juPi2tu3b9nsaaUIF2nCT3P++OMProJ3TZWoqCiOCT9TgfrYsWNwcnLiKKInCv7880+kp6dj0qRJ0NLSoiopXr9+DV1d3XofxIWNq6srZbtlZWWF/fv3i+yGk5OTIxbBtYiICAQEBIAgCBAEwVGNmyRJyMrKNii0xg/iOr/Lly/Dw8MDbdq0Qbdu3fDy5UvcuHEDHz584KoNwY1x48YhMjISvXv3ZnM3qA2vjgY7duzA58+fceLECTg7OyMgIABKSkqIiYnBrVu3uF5bZs2axbey8r59+1BSUiLWvxd1dfV61d0bQpgCcD9//uTah157tVZK42D+vlNSUpCSksK2ny4CSUBNf76GhgY6deqEwMBA5Obm1nt8VFQUFi9ejHnz5lHblJWVoaOjg+bNmyM4OLjJJvyNrX6Q8n/wUiUmLKtJgL2t69SpU0hKSkJZWRnfbV2NdR4SNm5ubliwYAHmzZuHsWPHUs9/586dw/Xr17F//36RvXdxcTHLxHRVVRXu3buHwYMHU9bVQM0kp7h1BOom/Mz+9KCgIIEroMzNzREYGIiBAweytHR8+PAB+/fvx+DBgxsVs6SRlZXF5cuXaWufKk34mxDFxcWUuFFjPVUlCbfe5OfPn6O0tBQPHjzgqcdZWLRp0wYRERGIjo7GrVu38O3bN2hra8PV1RWjR49mW2EXF4KKr508eRKnTp0CUPPw6+3tzSZuVlFRgby8PNjY2DQ6zoYYM2YMBgwYAJIk4erqirVr16JHjx4sx8jLy6Nr164cBQrrQrfzO3z4MExMTLB//360atUK1dXV2LRpE4KDg7muZnAjLCyM6t0WhrvBtWvX4OnpST3UqampoXfv3ujfvz+2bduGY8eOYc+ePWyv43eiAgBCQ0MRFhYm1oSfTujo6ODSpUscxeSuXr3Kc0JDtwooYZKWloaIiAiu7SUXLlxocAxhisDm5+dT/2ZWZXz+/JllOwC+K49+/vyJpKQkxMXF4caNGyAIAoMGDWpQib6qqorrw7S+vn6Tc2moS2OqH/5LpKWlwcDAgCXp4xdhWU1yolevXmw6HMKEUzuDqBgyZAh27dqF7du3488//6RsB9XV1bFz504MGTJEZO+tqqrKcq159OgRysrK2KoyCIIQW+UcN4TRn+7l5YVJkybB1tYWpqam1OTKrVu30L59e5aJpaYKnTXLpAk/zfj333+RlpbG9sXft28fDh06RN3whw8fjp07d0osGRUVLVq0gJmZGczMzMT6vgoKCpg4cSImTpwo1vdtiK9fvyI0NBQPHz6kBJwMDQ3h6urKVclZTU2NSi4yMzPRrVs3tmPl5eXRvXt3jB8/XuTn0LFjR+oiGBYWBn19fa6Cg7xAt/N7/fo1duzYQZ2TjIwMFixYgFOnTiEvL49juwE3mEKcFRUV+PbtG3R1dfl6fV2+fv0KDQ0NyMrKokWLFvj27Ru1z9LSUqDEnhsmJiY4f/680MZriLKyMuzfvx+JiYn48OEDKioq2I5paKVXmJac7u7ucHd3R2lpKWxtbUEQBDIyMhAbG4uzZ8/i8OHDPI1DtwooYXHt2jW4ubnBzMwMjx8/xuDBg1FWVob09HSoq6vzXN4tzAcqKysrtgfZ+fPnU//mtZKGyaVLlxAXF4eUlBRUVFTAxMQE69atw4gRI6CoqNjg621sbKj+7LrExcVh+PDhPMXRFOC3+uG/xPTp0xEVFUVV90VHR2Po0KF86QkJy2pSFAhTU0YY2Nvbw97eHm/evKFaZ/lpeRCUAQMG4MiRIzA1NUW7du0QHBwMWVlZtvaCZ8+eNelFPiYdOnRAdHQ0jh07hlu3biE7Oxtt27bFzJkzMWPGDIlZ/ApCRUUFIiIi0KtXLxa9nto8ePAAjx49wqRJk2iRq0kTfppx8uRJtj6W5ORk7N+/H3p6ehg7diyysrJw6tQpnDp1iir/bioMGzYMgYGBHMvUX758iQULFkjcxu/KlSuUHYq1tXWjktPG8PDhQ8yZMwfV1dUYOHAgunbtii9fviA8PBzh4eEIDg7mWI5nbW3Not7LTdROEuzcuRMTJkyAvb29wJ8r3c6PqWBcG2VlZQA1VTmCoKCgAC8vLxw5cqRR56aurk5ZYXXt2hXJyclU2dz9+/e52toJAoPBwLlz54Q2XkNs2LABsbGxcHBwgJaWlkCrQsK05BwyZAh2796N7du3UyvVGzZsoFaKeJ3EpFsFlLDw9/eHq6srvL29oa+vjyVLlkBfXx95eXmYPXs2TE1NeRrn5s2byM/Px7hx49j2nTt3DpqamjyPVfteU1VVhREjRuDAgQPo2bMnbydVh8WLF8PIyAheXl6ws7NjE4FsiP79+2PPnj1wcXGBtbU1lJWV8eXLFyQlJSE3Nxeenp64dOkSdbwkkqPGImj1w+/M5s2boaenBz09PfTo0YNFS6Kqqgo+Pj44c+YMzwl/QEAAJkyYwNF55NOnT4iMjGywH1wUOi6CasqIC3Ek+bVhOrQMGTIEMjIyqKqqwpw5c9gmNc+fP99kXLkaom3btr9FFeDJkydx+PBhXLx4kesxWlpa1N+Zi4uLuELjijThpxnPnj3Dn3/+ybLt7NmzaNGiBY4ePUqVPMvJySE6OrrJJfx5eXkcV+KAmhU7cVnghYaG4urVqyx9UVVVVZg5cybS0tKoG1HHjh0RERHB94ObMNiwYQN69OiBw4cPs9ixfP/+HXPnzsXGjRtx9uzZesfo3bs3T2Xy4kJTUxObNm2Cr68vbG1tMW7cOLbyNX6gy/mVlJSwrJ4zK3HqbgfA8yx29+7d8f79+0bFZW5ujhs3bmD48OFwdXXFypUrkZGRAXl5eWRkZHC1yGkKXLlyhVLqFxRhW3La2trC1tYWWVlZKCwshJKSEpu9XmOQVAWUMHj9+jU8PT0hIyMDgiAoXYOOHTti0aJF8Pf358mFwM/Pj6PAFlBT0RIZGYnTp0/zFFPtB2vm36yqqqrAVQSXL19uVAUCsz//48ePSEtL47ofoJdWAS80tvrhd6a0tBTHjx9HZmYmpXVz4sQJWFpawsDAgG8xycDAQAwePJhrwh8YGNhgwi8KHRdBNWWETU5ODl6/fg0rKyuW7deuXcOePXvw5s0bqKioYMaMGY26vzSEuro64uPjkZCQgOLiYujr67NNVn79+hWjR4+WmP2tKHn58iW1uNa3b1/a29rVJi4uDtOmTav32tWmTRtMmzYNFy5ckCb8UtgpLCxkeWAgSRK3bt2CiYkJS2IzaNAgqsST7pSXl6O0tJS6aXFKgsrLy5GUlCS23tTExETo6emxbDt16hTu3LmDsWPHYsaMGcjKysK6detw+PDhRgmDCcqrV6+wd+9eNu/VNm3aYO7cuTzNkm7btg1//fUXhg8fjgkTJkh8ltjPzw9FRUWIiYlBVFQUpk2bhj/++APjxo2Dk5MT379/upxfXasxJpx8pnl9SF+6dCl8fX2hpaUlcL+kt7c3lVg5OTmhVatWSEhIQHl5OdasWYPJkycLNC4dkJWVRdeuXRs1hjAsObk5NNRW/+eVplABJSjNmjVDdXU1CIKAqqoqcnNzqcm+Vq1a8Ty5kpmZybXqQl9fH0FBQUKLmV8a227QVH+3vNDY6offmS1btgCoEat78eIFxo8fj9zcXGzZsgXv378HQRA4ePAgbG1tMXDgwAYnjeubICgoKOBpgkUUOi6CasoIm4CAAOTn57Mk/C9evIC7uzsUFBQwePBgZGdnY8uWLVBXV2epKBQ2bdq0qdfRp3379pg1a5bI3p8bdW35mN+po0ePcmwn5abSHxMTg+vXr2P79u0s25cvX44LFy5QbVMGBgY4duwY2/MuXXn16hVPTlmGhoY4ePCgGCJqGGnCTzPatWuHL1++UD+/ePECP378YLM1atasWZMR8Dl8+DACAwMB1KxKcEuOAIjNdiQ7O5tt5vbixYtQUVHBpk2bICsrC21tbeTl5eHvv/+WSML/xx9/cC0J//79O0+l3teuXcOFCxdw9uxZTJ8+HZ07d8a4ceMwZswYjrP/4kBJSQkuLi5wcXHB8+fPcebMGQQHB2Pfvn0YNGgQxo8fDysrK55EauhwfqKy/du5cye+ffuGiRMnom3bthw94mNiYuodo0WLFizCT8OHD/9t+oCnTJmC8+fPcxTJ45XGWnIK06EBoE8FlChgMBjIysqCubk5zMzMEBQUhHbt2kFOTg5+fn7Q1tbmaRyCIPD9+3eO+4qKiiR+X2yMMCGdBZ8aS2OrH35nnj59Cm1tbcjLy1P6ND4+PmAwGPjw4QMlHLdv3z54e3vj6dOnbGPExsYiNjYWQM3fyF9//YU2bdqwHFNRUYHHjx/D2NhYJOfRkI6LODVl6uPhw4eYPn06y7bw8HBUV1fjxIkTYDAYIEkSCxYsQGhoqEgTfrrCSTRaU1MTDx48YNteny1fVFQUm+hpdHQ0YmJiYGFhAWdnZ2RlZWHfvn0ICQkRq/VgY+Cn6kYYdq/CQJrw0wxDQ0McP34cw4YNg4KCAk6dOgWCINhKjzIzMyWWsPGLtbU1OnbsCJIksWrVKixYsIDNUkZeXh5aWlrQ1dUVS0wlJSUsFloVFRV4+PAh7OzsWDzi9fT0JPaQvWzZMmzcuBEaGhosK9e3b99GQEAAT77cioqKmDp1KqZOnYrnz5/j7NmzCA0Nhb+/P8zNzTFu3DhYWVmJVRW3Nurq6ujcuTNUVFTw7ds3ZGdnY9GiRejYsSN27tzJVQyFCR3OjymCJGz09fWlVlV1qN2C06JFC9y7dw+TJ0+GmZkZ26oVQRAcKyxq01hLTmE4NNCxAkoUuLq64t27dwBqqlfmz5+PBQsWAKi5DgQEBPA0jqGhIU6cOIERI0awlICSJImTJ0/yZDPGCVlZWYSFhQlUmcFEEGHCb9++QVFRETIyMmy/d040JWGr2kiTfe5MnDgRBEGgZ8+e0NPTA0EQ+PjxIxgMBvWc4ubmRmlecOLXr1/48eMHgJq/hdLSUrbrj4KCAkaPHo05c+bwHWNaWhoIgmBrwUtLS4OysjK6d+/eoI6LODVl6qOgoICt1erq1avo3bs3VV1FEATGjx+P9evXiyUmoEasUU5ODsHBwWzbVVVVMXPmTLE9EwjqElWXzMxMNgHJCxcuQFFREfv27UOLFi0wdOhQ/Pz5E4mJiU0m4e/cuTPS09MbbK9LT0+njYaWNOGnGUwRDzMzM7Ru3RofP36Eo6Mj28UpLi6ObdWfrjAYDJaLqKWlJVeFeXGhoaGBrKws6gEsPT0dlZWVbCXhlZWVElPX3LFjB75//w5XV1e0adMG7dq1Q2FhIb5//w5FRUXs3LkTO3fuBMDbai+DwcD//vc/zJkzB97e3vj333/x77//ol27dpgyZQrmzZvHJhgpKq5du4azZ88iOTkZrVq1wqhRo7B3715oaWkhNzcXGzZswKpVqxAfH8/zmHQ6P2Gwbdu2Ro/BYDAa7ItrSn3Af/31F9u2/Px8rqsODSX8jbXkFIZDAx0roERB7R7UDh064Ny5c8jJyUFZWRm6d+/O83V20aJFmD59OkaNGoUxY8ZAVVUVnz59QnR0NLKzs3H8+HGBY2xsS5AgwoRmZmaIiIhA7969YWpq+lv9vdZFGLaMvyPp6el4+fIlnj17hufPn4MkScyfPx+Kioro1asXCIJAZmYmGAwG14mTMWPGUJPPLi4uWL9+vVD1Q1xcXCAnJ4fHjx+zbScIAoMHD4a7u3u9E2500ZRp1qwZSyVVXl4eCgoK2Cbv27Zty7WaSBS8e/eO4+LEu3fvkJmZSTl4HD16VGwxATWtxoJqJRUXF0NdXZ36uaqqCvfu3cPgwYNZqg+NjY1ZJvTpjo2NDUJDQ2Fra8v17+z169cICwtjqyaRFNKEn2ZoaWnh/PnzOHPmDL5//w59fX22i9CXL1+gq6vLk8AR3WCey/fv3/HixQvKak5HR4et/EyUWFpaIigoCFpaWlBVVUVgYCAUFBTYKikyMjLQqVMnscVVG2Gu8JIkiX///Rdnz57FlStXoKioiNmzZ2P48OFISUlBeHg4MjMz4e/vL5T344afnx/Onz+PDx8+YMCAAdi6dSuGDx/O8rDfpUsXeHh48GUbJMnzq9vr1hDcSt9EwcqVK9kSiOLiYqSmpuLTp0+0uRHxCjcF+8bQGEtOYTg00LECShSkpqZi4MCB1PeRIAiBNBj69OmDkJAQ7NixAzt37kR1dTVkZGRgZGSEkJCQBquCRIkgwoS+vr7UxJCo2oPogLBsGX9HFBQUYGBgQN3vT5w4gePHj+PXr1+4d+8erl+/jrVr12LLli0wNTVt8D7WmEkvbvj6+nKsWNq6dSt+/vyJhw8fwtvbG//88w/XMeiiKdOzZ08kJiZSk5D//PMPCIKAhYUFy3H5+fli1ZrgtqrO3J6bmys2h5bKykr4+/sjPDwcP3/+hIKCAkaMGIHVq1fzZQ+pqqqK/Px86udHjx6hrKyMrVKEIAieKuLowqxZs5CYmIjx48djypQpsLCwgIaGBgiCQH5+Pq5fv45Tp06hY8eOtBFHlib8NKRz5871lpIqKyvzVM5NR6qrq+Hn54fjx49TF36gpjx32rRp+PPPP1lK6kWFu7s7bt26RfXxEwQBHx8f6mEdqJmJjIqKgq2trcjj4YQwVnhzc3Nx9uxZREdH49OnTxg4cCB27tyJYcOGQU6u5s/fyMgIBgYGPAmQNJYzZ85gzJgxmDBhAltSU5vu3bvD19e3wfHocH6cbtLv37+HiooK22x9fb1udfHx8UFpaSn8/PzY9nl6eqJ169ZsXu114bbCvWjRIixfvhxFRUU8xUJH0tLSoKenx9He8efPn3jy5AnfSYQglpyNdWigYwWUKJg9ezZUVFRga2sLBweHRiXmffv2xenTp1FWVoaioiIoKiqyrBYJAkmSCAwMxKRJk1javfhBEGFC5iR4ZWUltLW1oaGh8Vv+/oVly/hfoXXr1mAwGOjfvz8CAgIQHh6OiooKXL9+nafXZ2ZmIigoCBkZGdTCiqGhIebNm8ezXkZt6pZlM2F+f3mZoKeLpsycOXPg5uaG/Px8qKqqIjExEfr6+mz3iytXrkBfX1/s8XGjS5cu9T43CZPQ0FAcPHgQpqamMDAwwNu3bxEfH4/q6mq+3BQGDBiAI0eOwNTUFO3atUNwcDBkZWXZnFaePXvG1TGHjrRs2RJhYWFYv349jh07xrE6wcbGBuvWrUPLli0lECEHSClSxMjWrVtJfX19cu/eveTz58/Jz58/k8+fPyf9/PxIfX19cuvWrWKLpbKykrxx4wZ58eJFMjs7m23/t2/fyISEBPL9+/dii0nY6OjokIMHDyb9/PzId+/ecT3uzZs35LRp00Qez69fv4Q6Ht3OjyRrzlFHR4d8/Phxo8YZPHgwGRcXx3FffHw8OWTIkEaNf+3aNdLMzKxRY0gSBoNBPnz4kOO+R48ekQwGg+O+kJAQcsaMGSzbKisrSRcXF5LBYJA6Ojqkjo4OaWVlRRYUFNQbg46ODslgMNj+47adV4qLi8m0tDQyPj6eTEtLI4uLi3l+LV158eIFuXv3btLa2pr6fHfv3k0+f/680WN/+fKFrKioaNQYlZWVJIPBaNTf7cyZM8njx4+TJEmSy5cvJ4cPH04mJyeT//77Lzl69GhywoQJXF9bVVVF6uvrk6mpqQK/P50xNjYmb9y4QVZXV5MMBoNMS0uj9sXGxpI2NjYSjI5enDt3jiwqKiJJsuZ7ye/95MqVK6S+vj45bNgwcuvWreShQ4fIrVu3ksOGDSP19fXJK1euiCjy+pk0aRIZHh5OfvnyRSLvX5u4uDhyypQp5MiRI8nly5eTHz58YNn/+fNn0snJies9WFhcv36ddHNzIx0cHMhZs2aRkZGRIn0/Xhk5ciS5YcMGlm1///03qaurS5aVlfE8zvv378lBgwaRDAaD1NPTI3V0dMgdO3awHTdq1Chy06ZNjY5bEuTl5ZHnz58nDx06RB46dIg8f/48mZ+fL+mw2JCu8NOc6OjoenvexFXeIyyioqKwePFizJs3j9qmrKwMHR0dNG/eHMHBwSxew6JEVla2XsENJSUl2NjYiCUWJps3b8asWbOgqanJU6l4Q6vFBw4cgKWlZYOlUt26dRNJGSATbtZljYUu51cbYXnJfv36lWvfXNu2bfH58+dGjZ+VlYXq6upGjSFJyHqUb0tLS7nqNQjTklPYJdh0qYASBdra2tDW1oanpycyMjIQGxuLqKgoHDp0CD169ICDgwPc3Nw4vjYjIwOPHj1iW0U8c+YMdu7ciaKiIigoKMDZ2RnLly8X+G+wvu8ULzRGmFBGRgadOnVq0lU39SEsW8b/ArXbOAURk9y+fTssLCwQGBjIcm9cvnw53N3dsX37dkr5n1/S0tKgr68v0Kqlmpoatm/fjq1bt8LExASOjo6wtraWiBWbvb097O3tue5XVlYWufW1sF1ehMnbt2/xv//9j2Wbra0tVq9ejXfv3vGsD6Guro74+HgkJCSguLgY+vr6bNU8X79+xejRo1l0XpoSmpqaGDVqlKTDaBBpwk9jzp8/jzVr1mDMmDG4f/8+xo0bh+rqaiQnJ0NRUbFJ9vBXVVVxLZHS19eXqKVSeXk53r59y3FiRVxlXcnJyRg/fjw0NTUbVEmtrzy8vLwcKSkpePfuHX7+/AkzMzOJlYmK4qZGp/MTFR06dEBGRgbHSamMjAyeyo45lZn9+vULr1+/RkJCAhwcHIQSq7h48OAB7t+/T/184cIF3Lt3j+WY8vJyXL58Gd27d+c4hjAtOYXt0LB9+3aEh4dj3rx5sLGxgYqKCj5//oyEhAQcPnwYv379EtuEqChh2iD6+PjgypUrWL9+Pfz8/Lgm/EeOHEFZWRlLwn/37l2sWbMG6urqGDNmDLKyshASEgJtbW2ROWc0RGOFCefPn4/9+/fD2Ni4ybjw8IqwbBl/R7Kzs7F06VIsWbKEY9IzYMAApKSkYO/evdi7d2+DYqDv3r3DypUr2SbCZWRk4OzsLLD4Z1VVFaZPn44zZ84I9Ey0b98+/PjxA//88w/i4+OxevVqrFu3DoMHD4aDgwOGDh0qMZFkSSAMlxdRUV5eztbSxmzHKCsr42usNm3a1LvA0759e8yaNYv/IKXwhTThpzHHjh2Du7s75s2bh8jISDg7O0NfXx8lJSWYPXs2T/2ldMPGxoZSGq1LXFycRPq5KioqsH79esTExHCdcBCXMnLtJF9QW5T8/HzMnDkTubm51IqVkpISAgICJCKMJOybGt3OT1SMHDkSQUFB6Ny5M8tKxMWLFxEUFMST4B4nVXsFBQWoq6tj+vTpcHd3F2rMoub69evUKilBEByrNuTk5KClpYV169ZxHIPOlpx0qoASJRUVFUhOTkZ8fDxSUlJQVVXF8Z7A5PHjx5g/fz7LttOnT0NOTg7h4eGUcvnKlStx+vRpnhP+6Oho6t/MapcrV64gMzOT5TgnJyeexqsLv8KECQkJKCwshLW1NXR0dNgEwwiCwIEDBwSKRdIIy5bxdyQ4OBgtW7asd4XT0tISR44cwdGjRxu0itPR0aE+67q8e/cOPXv2FDjWxlbBtGrVCk5OTnByckJhYSESExMRFxeHpUuXokWLFrh7926jxheEnJwcnDt3jmslbVBQkEjeVxguL6Lk9u3bLPdAZoXO7du32ewhR4wYwdfYpaWlHD/rpmo7yrR/TkxMZNk+bNgwylJR3BXDdZEm/DQmJycHxsbGkJWVhaysLEpKSgDUiLnMnTsXvr6+tFF/5JX+/ftjz549cHFxgbW1NZSVlfHlyxckJSUhNzcXnp6euHTpEnU8vxcRQQgMDERqaiq2bdsGb29vrF27Fi1btkRMTAxyc3MlIpBYXl6OJUuWYPbs2Xwnsbt27UJRURG2bdsGAwMDvHv3Dtu3b8e6dev4srkTFsK+qdHt/ESFh4cHnj9/jqVLl+J///sf5RFfVlaGwYMHw8PDo8ExRKFqL0kWLlxIrU4xGAxERETw7bsuSkvO6OhoEATBVn0VHR0NFRUVDBo0qN7X07kCqrFUVVXh+vXriI2NRXJyMn7+/AljY2OsWLECtra29VbofPnyBX/88QfLtmvXrqFfv34sNmW2trb1VmTUZd++fWzbIiIiWMQ2CYKoN+Gvfb+qD4IgoKCgAE1NTa4J148fP1hKt5m+6r8DwrJl/B1JTU3ladV93LhxPE2MrF27lkqgra2t0aZNG3z//h3//PMPjh07xpfomihp164djI2NkZ+fj6ysLHz58kXsMWRkZMDFxQWamprIzs6Gjo4Ovn//jry8PKirq4tUJE8YLi+ihNv3ZPv27Sw/EwTB06IYSZLYv38/IiIiUFBQwPGYpmo72rFjR47tdpqamigtLYW3tzf27duHuLg4CURXgzThpzGtW7emvEI7dOiAV69ewcTEBEDNw1NhYaEkwxMI5urUx48fkZaWxnU/wPtFpLEkJCRg4cKFsLOzg7e3N3r37g0DAwM4OTlhxYoVSE5OFntvUbNmzZCWltagjzgn0tPT4enpSSUdWlpaUFZWxoQJE/D161exl74L+6ZGt/Orq7XAXAE5evQox1h4VelXUFDAwYMHkZqaSnnEt23bFgMHDqxXe+K/wp07d6CoqMj360Rpybly5UrIycmxJfxMe8QePXpgwYIFXHtH6VgBJSwGDhyI4uJi6Orqwt3dHSNHjmTxZ66PNm3aUBPeAPDmzRsUFRWhb9++LMe1bt2ar3LT2lVUlZWVMDAwQFBQEF/lyosXL+b5WKDmvta9e3ccPHiQ7fslLp0ROiCoLePvyMePH3ma+O7UqRM+fvzY4HHTp09HZWUlVq1ahVWrVkFOTg6VlZUAaiqgaj9XEATB1hZVm9qWaswJx8+fP7NsB2oSG17Jzc1FXFwc4uPj8erVKygrK8POzk4iLWY7duyAnZ0dtmzZAn19fer/6enp8PLywty5c0X6/o11eREVly9fFvqYISEhCAkJwZw5c7Bnzx4sWLAAsrKyiIuLw69fv9iquJoS3K7dzO3l5eV49OiROENiQ5rw0xgDAwO8ePECFhYWsLKyQmBgIEiShJycHA4dOiRRv2FBEcVFpLF8+PAB3bp1g6ysLJo1a8aShI4aNQpLly7Fhg0bxB6Xubk5UlNT+bYr+vDhA1s/pI6ODkiSxKdPnyTS6y7Mmxrdzo9T64WmpiYePHjAtp0fWz4m5ubm9ZY718e///6L4uJi6kHq/fv3WLVqFV6/fo2BAwdS1SxNEQsLCwwfPhzjxo3jawJElJacYWFhHAXjwsLCUFpaivv37yMyMpJrwk/HCihh4eLigpEjR/IlPsZEV1cXZ8+epaycLly4QFkY1iY7O1tgSz1Bhf74uaeVlZUhOzsbfn5+2LhxIw4dOiTQezYVhFn98DvTqlUrnhZwvn37xtP1etasWUITj7WysmIbq3ZiRpIkz4szx44dQ1xcHJ48eYI2bdpgxIgRWLVqFUxMTCTWr/7ixQvMmzePen9mmbmxsTEWLlyIXbt2wcLCQmTvP3v2bI7bOS32iHP1u3bllLA4c+YMFi1ahKlTp2LPnj2wtraGvr4+3N3dsWDBAuTm5gr9PelCs2bNKJFSSSFN+GkM0ycUqFlFyMvLg6+vL6qrq9GrVy9s3LhRwhHyjyguIo1FVVWVSvI7deqE27dvY+DAgQBqHiAlxbhx47B27Vr8+PEDlpaWUFZWZrvxclqJIkmSrbSIeTOTlCq7MG9qdDs/QbUW+KGsrAxnzpyhPOLHjBnDk2ftvn37YGdnR/28ceNGvH79GiNHjkRMTAz27dvXZHvCV6xYgXPnzmHmzJno2LEjxo4di7Fjxzb4ubRt2xZRUVG4c+cOioqKoKury1YuXlJSAm9vb77bBeq2BdTd3lClEB0roISFoEJhQE17y7Rp02BjYwNlZWWkp6fD3NwcvXr1Yjnu0qVLfP/OaiNIksTvPU1LS4uaZKrLnj17UFhYyPHevnbtWigrK2PJkiV8xygphFn98DtjYGCA+Pj4Bit44uLiYGBg0OB4wlR4rz2hVVVVhREjRuDAgQMCTczs27cPVlZWcHd3h4WFBUvrjKQgCALy8vIgCALKysrIz8+HsbExgBptCVE+Awrb5YXu5OXlQVdXF7KyspCTk6Oeu5likv/73/+wdOlSCUfJG58+fcKmTZswceJErhNC165dQ2RkJNavX8+yoCAppAk/jTEyMqJW8RUVFXHgwAFUVFSgoqJCIjYmgvLt2zcoKipCRkaGbTWXE+IW7RgwYADu3r0LKysrTJgwAdu3b8ebN28gLy+PpKQkiSmZMxWrT548iZMnT7I8jDY0q/7XX3+hTZs2bNt9fX1ZvjviEIESxU2NTudXm8LCQq5WerywZ88eJCcn48KFC9S20tJSjB8/Hm/evKHaBUJDQ3HmzJkGy0BzcnLAYDAA1CSx165dw86dO2Fra4uePXsiICCgySb8zs7OcHZ2xsuXL3H27FmcOHECgYGBMDMzw/jx42Ftbc31gVLUlpwkSVLfBX6SSDpWQAmT6upq3Lp1C1lZWVS7GhOCILi2MBkZGSE0NBSnT59GcXEx3N3d2SYRv3z5AllZWYEF9oDGC5LxSu/evTkKZsbGxnJN1vr27YvAwMAmlfBLqx94w9nZGR4eHtDS0qLKnGtTXV2N/fv3IyEhAYGBgWKNrfaEFrMyT1VVVaDFmxs3blBK73RBS0sLb9++hampKYyMjBAcHAxtbW2qklaUwnmSchMRBB8fH8jJyWHTpk1s29XU1DB16lSoqanVO0bbtm3x8+dPADVVkE+fPqXuw4WFhXyr/0uSY8eO4e3bt/Xq8gwaNAi7d+/GsWPH4O3tLcboOCNN+GlMZGQk7OzsWBIbBQWFJiduY2ZmhoiICPTu3RumpqYNPgCLe9XK09OTKqdjPnAmJCSgvLwcLi4uPImjiYKwsDCBXscUI6sr+MRtu6gR9k2NbudXWVkJf39/hIeH4+fPn1BQUMCIESOwevVqKCkp8TVWamoqhg4dyrItNDQUr1+/ppKcrKwsLF68GEFBQdiyZUuDsTGrH5grxszZ6M6dO+Pz5898xUdHtLW14ePjg2XLluHKlSs4evQoli5dCkVFRYwaNQpTp05tsFdYWJacTBeBJ0+eoLKyEnJyctDX14eHhwdPZaF0rIASFgUFBZg2bRpycnJAEASVXNe+H9SnWdK3b1+2nv3aKCsrN2pyT1ZWVigilw09GDs7O6NDhw5wdXVle+2nT5+4Vqioq6s3Oa96YVY//M4MGzYMc+bMQUBAAE6fPg0zMzOqJ/79+/e4efMmPn/+jNmzZ7NpjTCZP38+Vq5cia5duzbYCy0ptwe6JfsAMHHiRKqSdunSpZg1axalwdKiRQuOwp7/RaKiojhe16KiogDUJMBOTk71Vh4bGxvj0aNHsLS0hIODAwICAvD582fIyckhMjKySWkTXblyBTNmzKg3nyEIApMmTUJoaKg04ZdSPxs3bsSmTZtgbm4OR0dHDBs2DM2bN5d0WHzj6+tLzZLSsYRJVVWVpe9zxowZAonlCRtu5cEN8bsLP9Ht/EJDQ3Hw4EGYmprCwMAAb9++RXx8PKqrq/lWQ3779i3HMmVNTU2qPNbAwABz5sxBSEhIg+N1794dMTExMDQ0REREBPr06UO5JRQUFDRZC5y6VFdX49q1azh//jweP34MFRUVDB06FMnJyTh16hTWrl2LiRMnsr1OmJacZ8+exerVq9GvXz8sX76c6r9PTEzEvHnzsGnTJowfP57tdXSvgBIW27ZtQ7t27RAWFgZLS0tERkZCRUUFMTExiI6O/m1WdBvzYNy+fXtkZmZS4ry1yczM5HsCsSnCrfrhd8fb2xv9+/dHcHAwEhMTqQqYZs2awdjYGJs3b663JejHjx/UNYzO7g7R0dGIiIjgaoGXnp4u1nhqVwRpaWkhPj4eDx48QFlZGYyMjERail1X8Lch+NX/ESbcJkOfP3+O0tJSPHjwoMHf3cKFCynRyfnz56O4uBixsbEoLy/HwIEDJeKIJSh5eXno0aNHg8dpaWmxWRhKCoIUVw2bFL4pKiqiPErT0tLQrFkzWFlZwcHBARYWFpCTa1rzNZWVlXjx4gU0NDQkIhzHDS8vL4waNQrm5ua0+kyfP3+Ojx8/crzJp6SkoEOHDlS5dlOisdZldMPBwQEDBgzA2rVrqW1nzpzB2rVrcf/+fTRr1oznsYyMjHDw4EHqgf/nz5/o378/nJycWFbz09LSMGfOHDx8+LDe8S5fvowlS5agqqoKsrKyCAoKoj5fHx8fFBYWisxjWBxkZ2fj7NmziI6OxtevX2FhYYEJEyZgyJAhkJWVBUmS2LlzJ6Kjo5Gamsr2+j179iA6OhrLli3jasnJq0OHlZUVTE1N4evry7bPx8cHt2/f5qj3oKurS1VAMRgM2lVACYvBgwdj9erVsLa2hp6eHiIjI9G7d28AwIEDB3Dv3j0cOXKEp7HS0tLqTRpqt8Rw4vv37wgMDMSQIUO4iqLeunULV69excKFC4XWQlf7wZhT5dimTZsQGxuLw4cPU58NUOMY4ebmBjs7O5brTFOD1+qH/zpVVVXU5F/btm052n1Jijt37sDAwEAgsdfz589j9erVGDNmDCIjIzFu3DhUV1cjOTkZioqKGD16dKO0PgQhOztbYm4RnKo13r9/DxUVFbZ2NIIgfvuWr6ZEv379sHPnTgwZMqTe41JSUuDl5YW7d++KJ7D6IKU0CT59+kSGhISQkyZNInV0dMgBAwaQa9askXRYfFFVVUXq6+uTqampkg6FhTFjxrB8pnfu3JF0SCRJkqSLiwu5Z88ejvv27dtHzpgxQ7wBCQkdHR1SX1+f43YGg0E6ODiQcXFxEohMMHr37k3euHGDZdv3799JHR0d8tWrV3yNZW9vTx47doz6+cqVK6SOjg55/vx5luOuXr1KmpmZ8TRmbm4umZCQQGZlZbFsP336NHn//n2+4qMTkydPJhkMBjl06FAyICCA/PDhA8fjHj58SOro6HDcN2LECDIyMpKsrKwkdXR0yEePHlH7li9fTq5du5bneAwNDcnr169z3Hft2jXS0NCQ475z586RX79+pf7d0H9NFSMjIzItLY0kSZLs27cvmZycTO27ceMGaWRkxNM4//77L6mrq0vOmjWL1NHRIefOnUu6uLiQ+vr65LBhw8iVK1c2OIa/vz85bNgwsry8nOsx5eXl5PDhw8n9+/fzFJcwKC4uJp2cnEgGg0GOHDmSnDlzJjly5EiSwWCQY8aMIYuLi8UWiyio79qvo6ND9urVq8k919CNsrIy0tHRkbx27ZqkQ2Fj9OjR5P79+6nr7ePHj0mSrLlfTpw4kQwODhZ7TDo6OuTYsWPJY8eOcb2HiItfv36xfC50wcrKinz27BnHfS9evCCtrKx4Gmf37t1kZmamMEOTGM7Ozjxdq9asWUM6OzuLIaKGoc9yppR6UVVVhaurK1xdXXH9+nWsWrUKf//9d5NS6peRkUGnTp1QVFQk6VBYOHfuHLKzsxEbG4uLFy8iMjISampqsLe3h4ODA0+quKLg+fPnmDNnDsd9RkZGCA8P52kcBoMBOTk5PH78mG27iooKZs2ahSlTpoitv66x1mV1kfT5lZeXU2XyTJjvxa8IjZ2dHYKCgtC+fXuoqqpi9+7daN26NVtf/71799iU5bnRuXNnjsJDkyZN4is2uqGqqopDhw5h0KBB9a6K6+rqcl0ZEaYlp6GhIZ48ecLRQvHp06dsrRpMmBoXlZWV0NbWpl0FlLDo1KkTPn36BADo0aMHzp8/T32vk5KSeG5V8Pf3h6urK7y9vaGvr48lS5ZAX18feXl5mD17Nk82ppcuXcK0adPq1cNRUFCAs7MzoqKisGDBAp5iayxt2rRBREQEoqOjcevWLXz79g3a2tpwdXXF6NGjm5x+T12EURYspX6aNWuGjx8/Sszmrj5ycnJgbGwMWVlZyMrKoqSkBADQunVrzJ07F76+vpg5c6ZYYzpw4ADi4uKwb98+bN++HX379oWjoyNGjBgh9vYpYVkpCpu8vDw2kVUmZWVlPGuLnDlzBocOHUKPHj3g6OgIe3v7JuvGMX78eKxevRp9+vThqlMVHR2Nc+fO8d26ISqkCX8T4cOHD4iLi0NcXByePXsGJSUljj2pdGf+/PnYv38/jI2NaVW617VrVyxcuBALFy7E8+fPERcXh/j4eISGhqJLly5ITEwUe0wVFRX49esX132cSlk54eTkxLEk0MnJCaWlpTh+/DgOHTqEW7duNSpeXmmsdVld6HB+t2/fZrnpVVdXgyAI3L59m61/qz7vdGaZ/vLlywEALVu2xJYtW1iEO8vLy3Hu3DlMnjyZ4xiXLl2CqakpFBUVefLBbkpe7rXZsGEDT44I8vLyXMXDGmvJWbvnfunSpVi6dCkqKipgbW2N9u3b4+vXr/jnn38QHR2N3bt31zuWjIwMJk2ahEOHDlEx/E4MGTIEqampsLe3x4IFC+Dh4QEzMzPIycnh8+fPPIsavX79Gp6enpCRkQFBECgtLQVQIxC3aNEi+Pv7s7UL1SUnJwd6enoNvpeuri78/Px4iotJY9sNFBQUMHHixCZ5f28MLVq0gJmZWZMS7qIrI0aMwMWLF4V+HSFJEoGBgZg0aRKL7hGvtG7dmkocO3TogFevXlHta1VVVZR4sjgZOnQohg4dirKyMiQnJyM+Ph6bN2/Gxo0bMWjQIDg4OEjMqUmSlJeXo7S0lBJXLSkpYdOYKS8vR1JSUoPq/EyuXbuGmzdvIjY2FkeOHMGePXtgaGgIBwcH2NnZ0cK6jlfGjBmDa9euwcfHB+Hh4bCwsICmpiYIgkB+fj6uX7+Ox48fw97evlHOMcJEmvDTmK9fv+LixYuIi4vDgwcP0Lx5c1hbW2PJkiW06zfnlYSEBBQWFsLa2ho6OjpQUVFh2S8p9djaMBgMaGhooFOnTggMDERubq5E4tDV1cX58+cxbNgwtn3nz5/nuX9/27ZtDW5///69YEHySHl5OVJSUvDu3Tuoqalh4MCBQlvFpMP5cRPn2759O8vPDXmnN2/eHIcPH0Zubi6KiorQrVs3tv7hyspKBAUFcV3hX7x4MdUf3ZAPdlPzchemIwLQeEvOuq4jJEkiICCAxTqL+cA0efLkej9rulZACQsvLy/q35aWljh58iSSkpIowSZeJ/qaNWtGTaipqqoiNzcX/fr1AwC0atWKp9UmGRkZritWtfn16xdfq27Xrl2Dm5sbzMzM8PjxYwwePBhlZWVIT0+Huro65STCK1euXMHr16+hqqoKa2trtkoiKVI4YWxsjN27d8PNzQ2DBw+GiooK2/dYkIne6upqBAYGYujQoQIl/AYGBnjx4gUsLCxgZWWFwMBAkCRJWeAxbaglQfPmzWFvbw97e3uUlJQgMTERe/fuRUpKyn8y4T98+DB1HyMIgs0GtTa86i7IyMjA3Nwc5ubm+PXrF1JSUhAfH49du3Zh69atMDU1xdGjR4USvzjYvXs3+vbti5CQEDYtpC5dumDNmjVwdnaWUHTsNL2M8T+EhYUFZGVlYWlpid27d2Po0KF8CYDRkR8/fqBbt24sP9OFnz9/IikpCXFxcbhx4wYIgqBmeCWBm5sbFixYgHnz5mHs2LFQU1PDp0+fcO7cOVy/fh379+9vcIy0tDTo6elxfFD8+fMnnjx5gv79+3O1ghIG+fn5mDlzJnJzc6nkR0lJCQEBAXw/ANeFV997UZ6fKIR0unTpwnVfq1at6m0zuXz5MjXj/ruJ/AjTEQFovCWnr6+vUMsw6VoBJQp69+7NIkzHKwwGA1lZWTA3N4eZmRmCgoLQrl07yMnJwc/PD9ra2g2O0b17d9y4caNBgdDU1FR0796d59gEaTcIDQ3F1atXcezYMWpbVVUVZs6cibS0NOqa2bFjR0RERLBNkjclGlv9IIU3mLaGKSkpSElJYdvfmIleshE6325ubpQF3uLFi5GXlwdfX19UV1ejV69etGhRffToEeLj43Hx4kV8+vSJ5Xn1v4S1tTU6duwIkiSxatUqLFiwgO25RF5eHlpaWtDV1eV7fHl5eVhbW8PKygqXL1/Gpk2bcOPGDWGFLzamTp2KqVOn4uPHj5QDQYcOHWh5/5aq9NOYqKgoDB8+XGgKwVI4c+nSJcTFxSElJQUVFRUwMTHByJEjMWLECCgqKko0tvj4eGzfvh0fPnygvKvV1dWxfPlynnrcayuA1+Xx48eYMGGCyFd4vby8kJqaCh8fHxgYGODdu3fYvn07SJJEfHw83+MJe5WXznz9+hXBwcF49OgRPnz4gICAAPTs2ROhoaEwNDTkuCKycuVKjBo1CmZmZrTtCRQUYToi0JH58+fj8ePHKCoqom0FFD/06dOHp+8gQRBQUFCApqYmbG1tMXv2bK49yMxKIeZD1vz586lrmLq6OgICAhrUXQkJCcGePXuoySNO3L59G25ubli6dCmmT5/e4DkAQN++fREQEABTU1Po6enh+PHjVPVBXFwc/P39kZCQwPIaZ2dn6OnpsVhuhYeHY/PmzRg7dixmzJiBrKwsrFu3DqNHj26yHvW1qx9SU1M5Vj/Q0ba3KcKLDRi3Nqf6qKqqgr6+Ps6ePQt9fX1BQmOjoqICFRUVEn3OffXqFaXhlJOTAw0NDUrDSZBkllfq9naTJIkTJ07A3t6eYwWkpGz5oqKiYGlpKVRtmXv37iEuLg6JiYn4+vUrtLW1MXLkSMybN09o7yGFFekKP43hJgQhRbgsXrwYRkZG8PLygp2dHa1WUJglZm/evMG3b9/Qtm1bvlac6pvPKy0tRfPmzYURZr2kp6fD09OT6qvV0tKCsrIyJkyYgK9fv/J9ExH2Ki9defLkCWbMmIE2bdqgf//+uHPnDlWG/PHjR4SEhHDsL/73339x/vx5KCsrw97eHo6OjlwF45oab9++xf/+9z+Wbba2tli9ejXevXsHLS0tvsajmyUnnSugBGHWrFk8TzqVlZUhJycH+/btQ0lJCTw9PTkeV7v0v0OHDjh37hxycnJQVlaG7t278yRsN3XqVFy+fBmzZ8+GtbU1Bg0axNZ/+c8//6Bv3758lWQK0m6QnZ2NadOmsWy7ePEiVFRUsGnTJsjKykJbWxt5eXn4+++/m2zCLwyxRSm8IUgyz43o6Gjq39XV1QBqWk0yMzNZjhO0T1lBQUGiYpSOjo549eoV2rVrB1tbW/j6+qJv375ieW9ONq2ampp48OAB23aCICSW8DNzke/fv+PFixcoKCiAqqoqdHR0WPSFGuLJkyeIi4vDxYsX8eHDB3Tu3BkTJ06Eg4MD3/duupGfnw+CINiqSfPz86GoqEiLhVvJP+FIqZfi4mIkJiYiKyuLY8+hpC4AgrJnzx4UFhZyLN1au3YtlJWVsWTJErHGdPnyZaHeIEUBP0n+gwcPcP/+fernCxcu4N69eyzHlJeX4/Lly3yNKygfPnxgK7PV0dEBSZL49OkT3wl/VFQUnJ2dOa7y+vr6SnyVtyGv6alTp/IkcrN161YYGRlh//79IAgC58+fp/YZGhri4sWLHF93/fp13LhxA7GxsTh37hyOHz+OLl26wNHREQ4ODhLzHBYGwnREAICsrCy4ublBSUkJNjY2cHR0bFSbSWNLlo8fPy7we9ORRYsW8f2a0NBQhIWFcU34U1NTMXDgQGoigSAIvr/T8vLyOHr0KPz8/HD69GkkJiZS45EkiZYtW2LGjBlYsmQJXxNBgrQblJSUsPRDV1RU4OHDh7Czs2MRI9XT0+NZDZuOCENsUQpv3Lx5E/n5+Rg3bhzbvnPnzkFTU5PnCZZ9+/axbYuIiGDxiScIgmvCX7tVpT4IgqAEVk1MTMTmGmRgYIAVK1bAzMyMo/ivKOGU8NOR6upq+Pn54fjx49TfLVBz7502bRr+/PNPnj67cePGUQ5YI0eO/G0WIgDAysqKo1uUlZUVmjVrhvHjx2Pu3LlQV1eXUITShJ/WZGdnY/LkyaioqEBpaSnat2+PoqIiVFZWQklJCa1bt25yCX9sbCzXh8C+ffsiMDBQ7Ak/nZL9nJwcvH79GlZWVizbr127hj179uDNmzdQUVHBjBkz2FaFmFy/fh0BAQEAam6inJIIOTk5aGlpYd26dcI/iTqQJMl2M2CW6zJXDPhB2Ku8wiYqKopjwh8VFQWg5gHIycmpwX7FR48ewd/fH/Ly8qiqqmLZ1759e3z58oXj62RkZDBo0CAMGjQIFRUVuHLlCuLi4igRHj09PYwaNQr29vYCCS9JGmE5IgDCteQUtmDbfxUTExOWya26zJ49GyoqKrC1tYWDg4PAQl8KCgpYvnw5lixZgsePH7P0XxoYGAg0cejq6op3794BqHFtmD9/PmXpx2w3qIuGhgaysrKo70d6ejoqKyvZ3EwqKyubtC2fMMQWpfCGn58fR7FfoKZNLDIyEqdPn+ZprNpJaWVlJQwMDBAUFMRzSf9ff/3F03G1adu2LUJCQngWJm4MdGkj4VWPSBJs374d4eHhmDdvHmxsbKCiooLPnz8jISEBhw8fxq9fv7By5coGxwkLC0P//v1/u1ZDAPDw8ODYhubh4YHS0lI8fPgQDg4OuHv3rgSiq0Ga8NOYbdu2wdDQEHv37oWRkREOHToEBoOB+Ph47NmzB3v37pV0iHzz6dMnrgJq6urqErvp00VMKCAgAPn5+SwJ/4sXL+Du7g4FBQUMHjwY2dnZ2LJlC9TV1WFtbc02BtNeEKhZcWIqtkuSv/76i2Ppl6+vL0upEy89ysJe5RU2wvKabtGiBeVTXJf8/HyePIIVFBRgY2MDGxsb/Pjxg9Kr2LFjB7Zv3w4TExMEBwc3OA6dEJYjAhNhWXIKo2SZjhVQ4obBYODcuXNc98fExFC/o/DwcHTs2BEODg6wt7eHjo4O3+/XrFkzoZXwCtJuYGlpiaCgIGhpaUFVVRWBgYFQUFBgm/TNyMhosp7VgHDEFqXwRmZmJtfrhL6+PpuiOK8Ikqhxux9yory8HFlZWdiyZQs2b96M8PBwvt9PUHJycrg+/4nKurap6BFFRUVh8eLFLP31ysrK0NHRQfPmzREcHMxTws/Nkvl3gNtCZu3t3Gy2xYU04acxGRkZ2LJlC/WQ8OvXL8jKysLR0RGFhYXYvHkzz7O0dKF9+/bIzMykvFdrk5mZKZGLHJ1W5h4+fMgmEBUeHo7q6mqcOHECDAYDJEliwYIFCA0N5Zjw14afm62oYH5+dfuRuW3nBWGu8ooTfrymBw0ahAMHDsDMzIwSjyQIAmVlZQgLC+PZxoxJq1atMGbMGBgZGSE0NBQRERG4efOmQOchKUTtOtAYS05hlCzTsQKKbmhra0NbWxuenp7IyMhAbGwsoqKicOjQIfTo0QMODg5wc3OTSGyCtBu4u7vj1q1bVMUWQRDw8fFh8aSuqqpCVFQUbG1tRRa7qBGk+kGKYBAEge/fv3PcV1RUxFYxxu/YoqJZs2ZgMBiYN29eg5aywqKkpAQeHh64c+cOgP/TPap9nqISNm4qekRMsUZO6Ovr8/V9ysnJoSrrOE2uCDoZJUlev37NU2Vp7TYYSSBN+GkMU7lURkYGSkpK+PTpE7WvZ8+etEjm+MXa2hr+/v5slkwZGRkIDAyEnZ2d2GOik5hQQUEB24Xj6tWr6N27N1XeRhAExo8fj/Xr1/M05q9fvxAVFYWHDx9SYitGRkZwcnISywVIFH3Jwl7lFRbDhg1DYGAgx1LEly9fYsGCBTwnrcuWLcOUKVNgY2MDExMTEAQBPz8/vHr1CgRB4M8//+Q5ro8fPyI+Ph4XLlzAs2fPoKCggOHDh2PUqFE8j0EHRNV+IwxLTmGULNO1AoquMO8jPj4+uHLlCtavXw8/Pz++E34Gg8Gx/5LBYEBFRQWzZs3ClClTGuwrFqTdoG3btoiKisKdO3dQVFQEXV1d/PHHHyzHlJSUwNvbG4aGhnydF50QhtiiFN4wNDTEiRMnMGLECJbElSRJnDx5slHfI3EYexkaGmLHjh0ifx8A2LFjBz5//owTJ07A2dkZAQEBUFJSQkxMDG7duiXSxJvuekRMbGxsEBcXB3Nzc7Z9cXFxGD58OE/jZGRkwMXFBZqamsjOzoaOjg6+f/+OvLw8qKur12tHTGdGjhwJIyMjjB8/Hvb29mjZsqWkQ+KINOGnMV27dkVeXh769+8PPT09nDx5EgMHDoScnBwiIiJ4Ev6iG3/++SfS09MxadIkaGlpUd7yr1+/hq6uLlehJlFCJzGhZs2asYgz5uXloaCggM2xoW3btlxn8GuTlZWFOXPm4P3792AwGFBWVsazZ88QFRWFAwcO4MiRI2IR7hMmdPaWz8vL4yiuCdS0G/CTsHXo0AHR0dEICQnBjRs30KVLF3z79g2Ojo6YOXNmgyX9RUVFSEhIQGxsLO7duweCIGBiYgJfX1+p3ef/h5Ml57p16wSy5BRGyTIdK6DoTEVFBZKTkxEfH4+UlBRUVVVxfChtCCcnJ46iU05OTigtLcXx48dx6NAh3Lp1q95xBG03kJWVrbfqhykq2ZQRhtiiFN5YtGgRpk+fjlGjRmHMmDFQVVXFp0+fEB0djezsbIEn4WVlZRu90DR9+nTIycmxtZJNnz4dqqqqmDlzJgwMDBqsXhQW165dg6enJzUJoqamht69e6N///7Ytm0bjh07hj179ojkvemuR8Skf//+2LNnD1xcXGBtbQ1lZWV8+fIFSUlJyM3NhaenJy5dukQdz62qcseOHbCzs8OWLVugr69P/T89PR1eXl6YO3euuE5JqBw8eBDnzp3Dhg0b4OvrC1tbW4wfPx7GxsaSDo0FacJPY0aOHEldXJcsWYLZs2djwIABlB/7tm3bJBwh/7Rp0wYRERGIjo7GrVu38O3bN2hra8PV1RWjR4+WyCw/ncSEevbsicTERGo15J9//gFBELCwsGA5Lj8/nyf7wLVr10JeXh4JCQkss6c5OTmYP38+1q9fj7CwMOGeRB2ePHnC1/ENiQHRSWQRqOk7LC0tpVY+SkpK8O3bN7ZjkpKS+J6kU1RUxOLFi/kqb7xw4QLi4uKQmpqKX79+oVevXli5ciXs7e1pZTkpDBrriCBMS05hlCzTsQKKblRVVeH69euIjY1FcnIyfv78CWNjY6xYsQK2trYCeUVzu5fW3v7+/fsGxxFWu0F5eTnevn3LseRVWP7n4kZYYotSGqZPnz4ICQnBjh07sHPnTlRXV0NGRgZGRkYICQmR6Gf/7t07jpWF7969Q2ZmJrWSfPToUbHE8/XrV2hoaEBWVhYtWrRguXdbWloK5DTCK3TXI2LC7M//+PEj0tLSuO4H6q+qfPHiBebNm0eJ2zGvb8bGxli4cCF27drF9qzbFLC0tISlpSW+ffuGmJgYqnKja9euGD9+PJycnGjx7EWQ4qjPkSIU3r9/j3///Rfl5eUwNTWVitwIiVmzZsHKygrTpk3DihUrcP/+fSqR2LVrFxQUFBAZGSmWWFJSUuDm5gZTU1OoqqoiMTER2traOHPmDMtxnp6eqKqq4miZUxtDQ0Ns376d4+rQxYsXsXLlSjx8+FCo51AXBoPBU98fSZJiL8EXBgEBAQgMDOTp2IULF8LDw4Ov8Wt736qpqUFbW7te71sGg4Fu3brBwcEBjo6OTbZMjhfqK8UGakQL63NEyMvLE9kEEkmSfJcsf//+HdOnT8fz5885VkCFhoby5Xv8O2JiYoLi4mLo6upi5MiRGDlyJN9WR9nZ2Vi6dCmWLFnCVQsjJSUFe/fuxd69e9G5c2eB4yVJkmo3KCgoqPf6VlFRgfXr1yMmJoZrX2xTuz4yefnyJVX98Pbt20aLLUrhjbKyMhQVFUFRUZEvq7vv378jMDAQQ4YM4drWeOvWLVy9ehULFy4UWsVYbm4u0tPTudr8CRtbW1t4eXlh+PDhGDNmDAwNDal2yf379+PEiRNITU0VyXszGAx4eXmxtPBUV1fD09MTy5YtYxPplJQeUV1dpIbgdk81MTHB3r17YWpqCnNzc/j4+FBtc6mpqfDw8MCDBw8aGy4tePr0KbZu3Yq7d+9CVlYWFhYWcHV1FWuLcF2kK/xNCA0NDUyaNEnSYQiVK1eu4PXr11BVVYW1tTXbbKc4oJOYkKWlJXbv3o3w8HA8e/YMdnZ2WLp0KcsxX758QXZ2Nk/lT2pqalyTbYIgxDLrWLeCoKqqCjNnzsSGDRvQrVs3vsdzdHTk+ViCIBATE8P3e/CDtbU1OnbsCJIksWrVKixYsIAtyZaXl4eWlhZ0dXV5HldQ79uzZ8822VVAfmmsI4Ioq0UEKVmmYwUU3XBxccHIkSMFunYwCQ4ORsuWLesVvrS0tMSRI0dw9OhRnvVSaiNIu0FgYCBSU1Oxbds2eHt7Y+3atWjZsiViYmKQm5uLNWvW8B0HXaCz2OLvTPPmzdG8eXN8/foVcnJyPOv2hIaGIikpie35ozbGxsZYu3YtlJSUqGemxtKlSxexTlKbm5vjxo0bGD58OFxdXbFy5UpkZGRAXl4eGRkZmDlzpkjfn656RLUR1n1SS0sLb9++hampKYyMjBAcHAxtbW3Iycnh0KFDjZpYpQvFxcWIiYnBuXPn8PTpU/Tq1QvDhw/Hv//+i5kzZ8LDw4Ny0RI30hV+mlG3FJgbBEFAQUGBrxlbSREaGoqrV6/i2LFj1DZm0peWlkaVQnfs2BERERESL30RZGWOrkRHR+Pw4cMICgpiuZi+ffsW8+fPx5w5c9j0AUQNU/FV0MR05cqVbEJE0dHRGDJkCEcfW3H67EZFRcHS0lKgsuK6bNu2rV7v22nTpvFkhSOlfhpjyVn7mtYQBEFgxowZgoQoRcgMGzYMCxcubPDaFx0djYCAACQlJfE0Lrd2g5EjR/LUbmBjY4M5c+Zg7Nix0NfXx5kzZ2BgYAAAWLFiBZo3b44NGzbwdpJNAH6qH6TUT0ZGBh49eoSpU6eybD9z5gx27tyJoqIiKCgowNnZGcuXL2+w6m7UqFEYO3Zsg9eskJAQREVF4fz58zzFmZaWBgMDA9o8u5aWlqK0tJT62/znn3+QkJCA8vJyDBw4EJMnT+bory4MhLVyLgq+ffsGRUVFyMjI8JSX8GITHB0djfz8fLi7u+P169eYNWsWJUbeokUL7Nu3D4MGDWpk5JIhNTUVZ8+exeXLl9GsWTM4OjpiwoQJLALOISEh2L9/P+UIIW6kK/w0w9TUlC/bEyUlJdja2mLlypVo3ry5CCMTnMTEROjp6bFsO3XqFO7cuUPdULKysrBu3TocPnwYPj4+Eoq0ht9JTCghIQHFxcWwtbVFz549KbGVzMxMKCsrIzExkfIZJwgCBw4ckHDEDVO337ayshLR0dFYtGiRxFe2mQlE7TJ8VVVV6Ojo8F2KLSzvW15FkpoKr169wunTp/Hu3TuoqanBxsZGIKE2oPGWnH/99RfP7yVIwk+HCig6Ul1djVu3biErK4tNJJOXz/njx488rSZ16tQJHz9+5DmugQMHUu0G7u7ufLcbfPjwAd26dYOsrCyaNWuG4uJiat+oUaOwdOnS3yLhF5bYopT/48iRIygrK2NJ+O/evYs1a9ZAXV0dY8aMQVZWFkJCQqCtrd3gZFdOTg7bcxsndHV14efnx3Oc06dPR1RUFJUIRUdHY+jQoRITJG3RogXL5MPw4cN5Vp1vLHTTI6qNmZkZIiIi0Lt3b57yEl4m62q3aWhpaSE+Ph4PHjxAWVkZjIyMWKxImxJDhw7Fhw8fYGxsjA0bNsDOzo6jw0K/fv1YruniRprw0wxfX1+eE/6ysjJkZ2fj3LlzACBQ2aE4yM7OpjyGmVy8eBEqKirYtGkTZGVloa2tjby8PPz9999iSfhrK4rWB7OSQlNTEz179hRxVOw01rP0x48f6Nq1KzWBUVFRgTZt2lDqoT9+/BB6zOJGlL7A/CJoGT4nhOV9SzeRpMZw9+5dzJw5E5WVlWjfvj2+ffuGv//+G2vXrsWUKVP4Hq+xlpzCsEZtahVQkqagoADTpk1DTk4OJWALsF4HGkr4W7VqhcLCwgbf69u3b3xZLDW23UBVVZV6IOzUqRNu376NgQMHAqi5jzZlRCG2KOX/ePz4MebPn8+y7fTp05CTk6McI4CaCrnTp083mPDLyMhwdZypza9fv+q9B2/evBl6enrQ09NDjx49WGz9qqqq4OPjgzNnzkgdSGiGr68vNSkqqirJVq1a/RYTfUxV/oZcFQwMDCRqpy5N+GnG2LFj+X6NtrY29u3bR9uEv6SkBKqqqtTPFRUVePjwIezs7FiSHz09PbEp4vOjeg7UPEx2794dBw8eZBNSERXC8CwV1H5HimBs37693jL8X79+8VyGLyzv2+Tk5Hq3M0WSmgL+/v7o3r07goKCoKGhgZKSEvj4+MDPz0+ghF+YlpxpaWnQ09PjuAr/8+dPPHnyhGPFQFOrgJI027ZtQ7t27RAWFgZLS0tERkZCRUUFMTExiI6OxqFDhxocw8DAAPHx8Q3+DcXFxfFV/dLY3swBAwbg7t27sLKywoQJE7B9+3a8efMG8vLySEpKogSumiKNrX6QUj9fvnxhEX8DaiqY+vXrx7KSbGtry9M1pHv37rhx40aDJdapqan1WvsybS0zMzNBEAQIgsCJEydgaWkJAwMDSKKrmFcdoNoLPra2trC3txdpXI11nREmzAmhyspKaGtrQ0NDQ6BJOV5dmpiftbq6epOzDF6xYoWkQ+AJacL/G2BsbIxevXpJOgyuaGhoICsri3rYTU9PR2VlJQYMGMByXGVlpdj65fnxcmdWUvj5+WHjxo08PVAKg9/Fs7TuBZ+5Mv3mzRuOx0u6LL8xCKsMHxDc+zY6OhqWlpYc9Qw4IW6RpMbw8uVLbNiwARoaGgCA1q1bY8WKFbC2tsb79++p7bwiTEvO6dOnUyWQdXnz5g2mT5/OseyRjhVQdCYtLQ2rV69mmUTW1NTE/PnzQZIkNm7ciCNHjtQ7hrOzMzw8PKClpYUFCxawVd1UV1dj//79SEhI4NmBo/ZrBW038PT0pCoPmMcx+4ldXFz4dvigE8IQW5TCnTZt2qCkpIT6+c2bNygqKkLfvn1ZjmvdujVPlm+Ojo7Ys2cPBg8ezLXS6fbt2zh16lS9wn5btmwBUFMJ8OLFC4wfPx65ubnYsmUL3r9/D4IgcPDgQdja2mLgwIE89YI3Fn19fb4qaXNycuDl5YXPnz9j+vTpIosrKiqKY8IfFRUFoEYzpj7XGVEgIyODSZMm4dChQ1S1ET+MGzeOrypMgiBgbm6O7du38/wMIwl4rRJmIimHhdpIE36aEx0dDYIg2FaZoqOjoaKigkGDBqFbt25iVZLnF0tLSwQFBUFLSwuqqqoIDAyEgoICrKysWI7LyMgQ2+o5v71TWlpaIAhCrA/bgnqWHjt2DI6OjlBRUWlQVEwcQmLcLvjLli1jE99rjBItHUr7hVWGDwjufevj44OIiAha3ywFpbCwkG1VkJnkFxYW8p3wMxgMZGVlwdzcHGZmZggKCkK7du0gJycHPz8/vqxP61upKi0t5aqxQscKKDrz/ft3tG/fHjIyMmjdujW+fPlC7TMyMuJpQnbYsGGYM2cOAgICcPr0aZiZmUFTUxNAjf3tzZs38fnzZ8yePZvtPlUfjW03UFVVZfkuzJgx47cRepSUMvV/BV1dXZw9exbDhg0DUCM2ShAEmxNFdnY2y3eMG1OnTsXly5cxe/ZsWFtbY9CgQdDU1ARBEMjPz8f169fxzz//oG/fvnB2duY6ztOnT6GtrQ15eXmqWsbHxwcMBgMfPnzAkCFDAAD79u2Dt7c3nj59KuAnwDt1dYB4wd/fHydOnBBpwt9Y1xlRICMjg06dOqGoqEig19d1aaoP5uJacHAwNm3ahN27dwv0nuKAnyphuthNSxN+mrNy5UrIycmxJfxMpfIePXpgwYIFIi81agzu7u64desWtYrFTJxrC3RUVVUhKioKtra2kgqzQXr37g13d3exvR9BEJCXlwdBEFBWVkZ+fj7Ve6+urs61p/Ovv/5C3759oaKi0qComDgSfn4u+LzArRzP09OTrUJEHLZ8tRFWGT7AXxVKbaTGK7zTWEvOBw8e4P79+9TPFy5cwL1791iOKS8vx+XLl7mWvdKxAorOdOrUiVJ27tGjB86fP4+hQ4cCAJKSknheIfT29kb//v0RHByMxMREajW+WbNmMDY2xubNm+u17eNEY9sNvLy8MGrUKJibm0NO7vd7PGus2KIU7nh4eGDatGmwsbGBsrIy0tPTYW5uzlb9eenSJRgaGjY4nry8PI4ePQo/Pz+cPn0aiYmJ1MQVSZJo2bIlZsyYgSVLltT7XZ04cSIIgkDPnj2hp6cHgiDw8eNHMBgMauLBzc2N0k6hKxYWFggPD5fY+7do0QJmZmYwMzMT+3vPnz8f+/fvh7GxMTp06MDXa+vexxpi8ODBUFFRwebNm/l6nbgR9PlMkvx+d5TfjLCwMI4rl2FhYSgtLcX9+/cRGRlJ64S/bdu2iIqKwp07d1BUVARdXV22XrOSkhJ4e3vzdCMSBQ31Tjk7O6NDhw5wdXUVW0yCepbWniWWpEAIE34v+A3BqRyPLirzgpbhc4K5miKFFVdXV46fy9SpU1m2EwTBlnzXpXZC16FDB5w7d44vS87r169TkwIEQXDUzJCTk4OWlhbWrVvHNQa6VUDRmSFDhiA1NRX29vZYsGABPDw8YGZmBjk5OXz+/Bne3t48j2VpaQlLS0tUVVVR1lNt27blWVizLo1tN8jKyoKbmxuUlJRgY2MDR0fHBp0imgrCEFuUwh0jIyOEhobi9OnTKC4uhru7O2bPns1yzJcvXyArK8uill4fCgoKWL58OZYsWYLHjx9TjhUdOnSAgYEBRyXyuqSnp+Ply5d49uwZnj9/DpIkMX/+fCgqKqJXr14gCAKZmZlgMBgSU63Pz88HQRBsFWL5+flQVFRE69atYWRkhNu3bwv1fSsqKhAREYFevXrByMiI4zEPHjzAo0ePMGnSJIlN+CYkJKCwsBDW1tbQ0dFhE44VtsOTkZER7fVK6OywwA2ClC4HSZECBoMBOTk5PH78mG07UHPjE3fvVGM9S8vLy7Fjxw6MGjWKY1+xOKlrpcbs1/vdqO252hANlXkNHjwYY8aMwbhx4/jqsWcwGJg+fTpP5e1NbVWN39YlcZYRMxgMREZG8v239u3bN0yfPh2ZmZkA/q8CysXFhTqmqqoKtra2sLW1hZeXl1DjbupkZGQgKSmJ8s3md1VemPTp0weHDx9Gv3790K9fP+zYsYOqPrh58ybc3d1ZKkI4kZ2djdjYWFy8eBGvX7+Gmpoa7O3t4eDgQJuJTUHw8vJCXl4e9u7dy7X6oaloiUgRHAaDgfDwcPz69Qv37t1DQEAAFBQU0KxZM5iamsLf318iMXF7/mvWrBnGjx+PuXPnCl1kMiQkBIcPH8bFixehqKjI8Zjv37/Dzs4Obm5uLPcEccLL+/IqEB0QEABZWVmqkq72djU1NYwePZqniSQ6kpqaiocPH1J2zIaGhrRyIZAm/FIkQnl5Od6+fcvRao5uom21e6ckKZr048cPvj1L+/Tpg4MHDwp9lZ0f7t69ixkzZqCqqoqyUquurhbYSo3JkydPqAkEfX19WpQ781uSWN8s8Y4dOxATE4PPnz+jX79+GDduHGxtbbn2gjMR5qTD7wgdLTmrqqrqrYAqKirCrVu3YGhoKFU2pzGOjo5Ui93kyZOhrq5OeZRv2rQJycnJuHLlCs/jPX/+HHFxcYiPj0d+fj66dOmCxMREEUUvWgYPHozVq1fD2toaenp6LJNjBw4cwL179xoUW5TS9GEwGIiOjgaDwUBlZSUMDAwQGRmJiooKXL9+HX/++afYY/L394eMjAzb852/vz9KS0vx8OFDvHjxAnfv3hXq+06YMAFWVlZsyW9dgoKCkJycjMjISKG+vyRoaHGtffv2mDFjBovwMd0pKCjAokWL8ODBAygpKVGVnUVFRTAyMoK/vz9PuhmiRprw05xhw4bh0KFDDfo7NhUqKiqwfv16xMTEcBUw+68lINzIzs5G165dGzXGrFmzYGpqKtGLp6urK759+8ZmpXbnzh2BSuQKCwuxcOFCpKenU0J/Xbp0wd69e/lKdpsC1dXVuHr1KqKionDlyhU0b94c9vb2GD9+PNeVZEFXmv8r8Psd4deSsylNZjYV+vTpw1N7S10brdmzZ1Oip+Jg165d+Pr1K7Zs2YKUlBR4eHigTZs2LO0GdcusG6KoqIhyCygoKGiy90dhVD9I4Z20tDREREQgOzub47XowoULfI1XX6KmoqKCWbNmYcqUKWjRokW940RFRWHYsGFQVFSkRG7Pnj1L+2vjr1+/IC8vL9Qx+/Tpg/379zfYl/87/X3k5eWBIAhKJLX2dmab8v379+Hr6yuhCPnH3d0dGRkZ2LlzJ4ujxc2bN7Fs2TIYGhry7fYiCqQ9/DTj6dOn6NmzJ3VhycvLw69fvwDUrAIZGBjgzJkztL84ciMwMBCpqanYtm0bvL29sXbtWrRs2RIxMTHIzc3FmjVrJB0ibbC1tYW+vj4cHR1hZ2fHt1gKUKMk6u3tDVlZWVhaWkJZWZntwVnUNjjCtlLbu3cvnj59ikWLFsHAwABv377FwYMHsW7dOkRERIjiFOrl27dvUFRUhIyMDNUHXB/8fN4yMjKwsrKClZUVvn79ipiYGJw5cwZ///03evTogXHjxmHs2LFcywF/NxpynagNt3YFUVlyCnMyUzppwMqsWbP4ttHat28fSkpK4OnpKeLo/o/a7RaWlpY4deoUkpKSUFZWxle7wc+fP5GUlIS4uDjcuHEDBEFg0KBBtO9rrQ9hiS1KaZhr167Bzc0NZmZmePz4MQYPHoyysjKkp6dDXV1dIF0IJycnjtoWTk5OKC0txfHjx3Ho0CHcunWr3nGY/u4AICsri7CwsCZh1SjsZB/gT2BXkmuze/bsQWFhIceW1rVr10JZWRlLlizhaSxuVY3M7T169MCECRMED1YC3LhxA+vXr2ezrzQzM4O3tzfWr18vmcDqIE34acbkyZNRXV2NHj16QFdXFwRB4MOHD9SqVFMvyEhISMDChQthZ2cHb29v9O7dGwYGBnBycsKKFSuQnJwskR5MYc+GC4MDBw4gLi4O+/btw/bt29G3b184OjpixIgRPD8cTZ48GUBNefjOnTs5HiPqFSNhW6ldv34dixYtwqxZs6htPXr0wIwZM1BcXCz25NfMzIzyXzc1NW0wMRH08/78+TPev3+PL1++QF5eHmpqati3bx8CAgLw119/UXZMvzOcXCdqC4DV3c4p4ReVJacwJjOlFVCcWbRoEd+vCQ0NRVhYmFgT/rr06tWLTSW9Pi5duoS4uDikpKSgoqICJiYmWLduHUaMGNHkJ/WEKbYopX78/f3h6uoKb29v6OvrY8mSJZQK/uzZs9kSE17gZmVXe/v79+/Z9mdnZ2Pp0qVYsmQJx2e7AQMGICUlBXv37sXevXu5ihGLmpycHK7Pf6LyUO/cuTPS09MbXOFPT0+X2OcCALGxsVyvwX379kVgYCDPCf/viKKiIpSUlLjua9OmjZgj4ow04acZ9+/fR2ZmJp4+fYqnT5+CJEksWLAAbdq0gYGBAYuiqaBKwpLkw4cP6NatG2RlZdGsWTMUFxdT+0aNGoWlS5diw4YNYo1JFLPhwmDo0KEYOnQoysrKkJycjPj4eGzevBkbN26kVnsaWvHx9fX97ZTe379/z+bmYGRkBJIk8f79e7E/GPv6+lI3461btwp17JKSEsTGxuLs2bN4/PgxZcM5evRoKCkpoaSkBJs2bcKWLVv+Ewl/XdcJZg+oqEtCebHkFMZkprQCSniYmJjg/Pnzkg6DLxYvXgwjIyN4eXnBzs6OTQ27KVO3+uHkyZO0EVv83Xj9+jU8PT0hIyMDgiBQWloKoGayc9GiRfD392ezeq5LQ4k6ALZEndPkfXBwMFq2bFnv79fS0hJHjhzB0aNHxb4aWlJSAg8PD9y5cwcAOLpHiGqS1cbGBqGhobC1teXatvv69WuEhYVh+vTpIomBFz59+sR1YUZdXR0fPnzgeaycnBycO3eO6+RKUFCQwHFKCldXVxw6dAgDBgxAq1atqO0lJSU4fPiwRH93tZEm/DRDVlYWDAYDDAYDY8eORXh4OKVoev/+fap0ZNOmTRgwYIBQrTDEgaqqKpXkd+rUCbdv36bU2rn5yosaUcyGCxNm37a9vT1KSkqQmJiIvXv3IiUlpcGEf+zYsWKKsn6EaaVWVVXFVl7H9AGurKwUQrT8wSxRrKyshLa2NjQ0NNC+fXuBxho2bBgCAwPBYDDg7e1NlZ/b2dnhf//7H5t1T+vWreHs7MyS2NDBilFcCGMyS1iWnMKYzKRrBVRThMFg4Ny5cyJ/H2HqC1y+fLlJ2j0JQu/evaU6IyKiWbNmqK6uBkEQUFVVRW5uLvr16wcAaNWqFU8JmrAS9dTUVJ7cUsaNG8e3C4sw2LFjBz5//owTJ07A2dkZAQEBUFJSQkxMDG7duoVdu3aJ7L1nzZqFxMREjB8/HlOmTIGFhQU0NDRAEATy8/Nx/fp1nDp1Ch07dsTMmTNFFkdDtG/fHpmZmTAxMWHbl5mZyXV1uy4ZGRlwcXGBpqYmsrOzoaOjg+/fvyMvLw/q6upNyqVj8+bNLD/n5eXB0tISJiYmlGjf7du30apVK8rOUtJIE36a4ejoCAMDA+jr60NXVxdAzUO9jo4O+vfvj7179yIsLAxVVVVITU2VcLT8M2DAANy9exdWVlaYMGECtm/fjjdv3kBeXh5JSUkS6VEUxmy4OHj06BHi4+Nx8eJFfPr0iae+t/fv3+Pr168cVz+fPHkCZWVlkat+i8IaLTg4mGX1izkrf/ToUbZke/Xq1UJ/f07IyMhg0qRJOHTokMCWg3l5eaioqAAAvHnzBitWrICDgwNat27N9TU9evRAWFgY9bO9vT327NkDHR0dADWfzdq1a+Hu7s4yS5+RkQFnZ2c2Eab/GlFRURwT/qioKAA1ugG8WHIKYzKTjhVQUupHmPoCv1uy31TEFn83GAwGsrKyYG5uDjMzMwQFBaFdu3aQk5ODn58ftLW1GxxDWIn6x48feSpH79Spk0QSo2vXrsHT05OqGlRTU0Pv3r3Rv39/bNu2DceOHcOePXtE8t4tW7ZEWFgY1q9fj2PHjnHUqLGxscG6devQsmVLkcTAC9bW1vD392ebpMvIyEBgYCDs7Ox4GmfHjh2ws7PDli1boK+vT/0/PT0dXl5emDt3rqhOQegkJyez/CwnJwdFRUWWahBmtemVK1fE9hxaH9KEn2ZMnz4dz58/R3x8PPbs2UP1jvbv3x+9e/cGQRCQk5ND79690adPH0mHyzeenp4oLCwEAKq/NiEhAeXl5XBxcZGI7Z0wZsNFxatXryhP5pycHGhoaGDkyJFwcHCgJoTqY/369fjjjz84JvyxsbHIzs4WeZWIsBN+TU1NZGRkcNz+4MEDlm0EQYg14e/UqROKioqEMh6vq5OtWrVisV188+YNS6lcdXU1zpw5g8mTJ7Mk/CRJcu0T/y/BrSLi+fPnLJacDSGMyUw6VkBJqR9h6wvQUU9GUJqK2OLvhqurK969ewcAWLp0KebPn09Zv6mrq/O0ki6sRL1Vq1bUM199fPv2TSJJ7devX6GhoQFZWVm0aNGCRXjX0tJSoL9vfmjXrh327t2L/Px83L17l/osO3TogP79+/OtcSQK/vzzT6Snp2PSpEnQ0tKCmpoaPn36hNevX0NXV5fnv9UXL15g3rx51GQe8/pmbGyMhQsXYteuXbCwsBDZeQiTugl/U0Ca8NOM2uqUJElCV1cXZmZmKCgowN69e0GSJBYvXgwLCwsMHjyYUrltKqiqqrL4Uc6YMYOjsJY4EcZsuChwdHTEq1ev0K5dO9ja2sLX1xd9+/bla4yHDx9i0qRJHPeZmJggOjpaCJGKFzpfaOfPn4/9+/fD2NhYIFcFUdHUxT4lRYsWLWBmZtagqBIgnMlMOlZASRE+3PQF6KonIyhNVWyxqVO7DL9Dhw44d+4ccnJyUFZWhu7du0NBQaHBMYSVqBsYGCA+Ph7Dhw+vd5y4uDgYGBg0+H7CRl1dnTrPrl27Ijk5GYMHDwZQo6nVrFkzscShqamJUaNGieW9+KVNmzaIiIhAdHQ0bt26hW/fvkFbWxuurq4YPXo0T98noGYBRl5eHgRBQFlZGfn5+TA2NgZQ83uQTmqLFmnCT2OYM+OOjo5gMBiUQNXYsWORl5eHjRs3NrmE38vLC6NGjYK5uTnVdy1phDEbLgoMDAywYsUKmJmZCSzQ+PPnT66fM0EQ+PHjR2NCFIi0tDQQBEFVUdTerqysjO7du4s9JmGRkJCAwsJCWFtbQ0dHh010iyCIBisquOkd1IUXvYPfjbolj8zKnAsXLlCiS0y4qfSLCmFMZtKxAkoKf/ByfeOmL0B3PRlx0BTFFulGamoqBg4cSN1HCIJA165d+RpDWIm6s7MzPDw8oKWlhQULFrA9y1RXV2P//v1ISEiQiFe5ubk5bty4geHDh8PV1RUrV65ERkYG5OXlkZGRIZHe+erqagwfPhxBQUHo2bOn2N+fEwoKCpg4cSImTpwo8BhaWlp4+/YtTE1NYWRkhODgYGhra0NOTg6HDh2SqBNBYyktLcXNmzfx/v17qi2TibifRbhBj4xLClf69+9PqT4yL96WlpZN1os5KysLbm5uUFJSgo2NDRwdHSW+aiGM2XBRIAzFdy0tLSQlJVEz1rW5fPmyRPxvXVxcICcnx9Y77uLiAoIgMHjwYLi7u7Mp8TcFfvz4wfKZCjKhMnLkSJHrKjRVONnyAUBISAjbNl5vsnQqoaZjBZQU/mjM9a2p6MmIEnGJLf7OzJ49GyoqKrC1tYWDgwOb2CsvCCtRHzZsGObMmYOAgACcPn0aZmZm0NTUBFCjMXTz5k18/vwZs2fPhpWVFd9xNhZvb2/q78zJyQmtWrWiJlnXrFlDWRuLE5IkWfR86MaVK1fw+vVrqKqqwtramkWZvj4mTpyI/Px8ADWLa7NmzaKuZy1atMC+fftEFrMouXPnDhYtWsS1nVOa8EvhiePHj1P/lpGRwZgxY9CuXTsJRtQ4mHYczL70yMhIqKmpwd7eHg4ODhIp6RLGbLgoaYw/LHPGWkZGBuPGjaN6r86dO4e///4bvr6+ogqbK76+vhwFmbZu3YqfP3/i4cOH8Pb2xj///MPTeFZWVpCXl0diYiLL9mHDhkFVVRUzZ86EjY2NUGJviNp/r4IyceLERqtX3759m9KeYK6C3759G3l5edQxTbF8TtgOBI0toebHbocgCISGhtZ7DB0roKTwR2Oub3TWk5HSdIiJiUFcXBzi4+MRHh6Ojh07wsHBAfb29pSYa0MIM1H39vZG//79ERwcjMTERCqRbdasGYyNjbF582aJuY+0aNECLVq0oH4ePnx4g1UN/wVCQ0Nx9epVlqq6qqoqzJw5E2lpaVSbYMeOHREREcGThaiTkxP1by0tLcTHx+PBgwcoKyuDkZERlJWVhX4e4mDjxo3Q0dHBmjVr0LVrVzYXKbpAkNLmTikS5Pnz59SNKT8/H126dGFL3EQNg8Fo9Gy4KBCWP+yRI0cQGBiIsrIyalvz5s3h4eGBOXPmCDlq8ePi4gJZWVm2VV4XFxeUlpbixYsX6NKlC+Li4iQTIB8wGAxERkY2KuFnMBg8H0sQhMg8hpsCEydORN++fakS6rNnz7KUUC9YsKDeFVUGg4FWrVqhf//+PLXdNFSyOnbsWDx9+pRWFVBSxMesWbNgZWWFadOmYcWKFbh//z5lG7lr1y4oKCggMjJS0mFKaUJkZGQgNjYWCQkJKCgoQI8ePeDg4AA3NzeeXp+SkoLg4GDcv3+fLVGfMWMG34l6VVUVJYzXtm1bgdsVhcXkyZPh6OgIOzs7ge10hU1VVRXL/UgSODs7Q09Pj0X0ODw8HJs3b8bYsWMxY8YMZGVlYd26dRg9ejR8fHwaHDM7O5tWi2nCok+fPggMDBTYnUlcSBN+mnHp0iWYmppSdg7/BYqKiqiysIKCArEnIC9fvqQmHd6+fSvQbLgoWLduHe7evYtNmzZx9YflNTEsKSnB/fv38e3bN7Rt2xZ9+vSp1+pNVAQEBGDChAkcBe0+ffqEyMhIoav6l5eX49GjR2w9taJgz549KCws5GjhtnbtWigrK2PJkiVcXy+MhL/2Kj4vNDUrsMjISBw/fhzv3r2Dmpoa7Ozs4O7uLlDrTd++fREQEABTU1Po6enh+PHj1PckLi4O/v7+SEhI4Pp6Ly8vJCcno1mzZrCxsYGDg0OjE/TaFVCvX7+WeAWUFPGRkpKCd+/eYerUqfj48SPmz59P3Q+ZejLS74AUQSBJEleuXMH69esFes6iW6IuLBYvXoyUlBRUVVXBxMQEjo6OsLa2lsjzUW3y8vKgpqYmsdXigQMHYvXq1bC3t6e2TZ06FTk5OUhJSaF+/8HBwfj7779x8eLFBsdkMBjQ19enJljoJGzcGJhVLlOnTpV0KPVDSqEVDAaDfPjwIfVzVVUVOWLECDIzM1OCUQmfHz9+kOfPnyfnzZtHGhgYkL169SIXLFhAxsXFSTSuhw8fklu2bCEtLCxIBoNBOjg4kEFBQRKJZejQoWRMTAxZWVlJ6ujosHwvtm7dSv75558Siasx1P1+1+bRo0ckg8EQc0TCxcrKioyKiuK4Lzo6mhw+fHi9r/f39yc/fPgggsh+D86cOUPq6OiQI0aMIP/8809y/PjxpI6ODrlhwwaBxjMzMyOvX79OkiRJWlhYkGfPnqX2XblyhTQ0NGxwjNLSUjIuLo5csGABaWBgQFpaWpJ//fUX+fTpU4Fiqs2zZ8/InTt3klZWViSDwSBHjBjR6DGliIc7d+6QP378aNQY1dXVZFZWFvns2TOyvLxcSJFJ+S9RXl5OXrx4kVy0aBHZu3dvUl9fn5w9e7akw6IVJSUlZFRUFDl37lxSX1+f7N27N7lw4UIyISFBIn93+fn55L179xp9/WgMvXr1Iu/cuUP9XF5eTurr65Pe3t4sx928eZM0MjLiaczk5GTSy8uL7NOnD6mrq0tOmzaNjIiIIAsLC4UZuth59+4dOW7cODIiIoLMzc0lCwsL2f6jA9ImQZpB1im4IEkSOTk5HPu3myKXLl1CXFwcUlJSUFFRARMTE6xbtw4jRoygRVVD79690bt3b/j4+FCz4X5+fjyXvwkTQf1hv379ik+fPrGVdj9//hz79+/H69evoaKiAldXV7GL5NT9ftemoKBA4O9AamoqHj58iIKCAqiqqsLIyEgi5VWfPn3i6purrq7eYA+usKsbfjfCw8Nha2uL3bt3U33SQUFBCAgIwKpVq/juexeGJWfz5s1hb28Pe3t7FBcXIzExEfHx8QgNDcUff/yBuXPnYsyYMQKdL4PBgIaGBjp16oTAwEDk5uYKNI4U8VJVVYXp06fjzJkzjSrJpZuejJSmQVVVFa5fv47Y2FgkJyfj58+fMDY2xooVK2Bra0ub0nW60KpVKzg5OcHJyQmFhYVITExEXFwcli5dihYtWuDu3btiiSMiIgIBAQH4/PkzAFDXDw8PDwwYMACurq5iiQMANDQ0kJWVRVWspaeno7KyEgMGDGA5rrKykufquqFDh2Lo0KEoKytDcnIy4uPjsXnzZmzcuBGDBg2Cg4NDk7SeVVRUhKamJtauXcvVYYkOrZPShF+KWFm8eDGMjIzg5eUFOzs7noQ+xElFRQV1IWKWeZmbm0skFkH9YXfv3o0nT54gKiqK2paXl4epU6eirKwMOjo6yMzMxMKFCxEaGiryHuHY2FjExsYCqHmA/euvv9CmTRuWYyoqKvD48WPKk5VXCgoKsGjRIjx48ABKSkpQVlbGly9fsG/fPhgZGcHf359F9VzUtG/fHpmZmTAxMWHbl5mZCSUlJb7Gmz59OuTk5BAcHMy2nSlIWLfE18rKiidbP6Dm95GUlMRXTJIkJycHXl5eLKJokydPhp+fH/Ly8vDHH3/wNZ6wLTkVFRUxYcIEWFhYICQkBGFhYbh8+TLfCf/Pnz+RlJSEuLg43LhxAwRBUA9EUpoG9U1u1ubSpUs8HUcQBBQUFKCpqUkbqy4p9GTgwIEoLi6Grq4u3N3dpc4vfNCuXTsYGxsjPz8fWVlZ+PLli1jeNyQkBDt37sTMmTNhZmaGWbNmUfsGDBiAhIQEsSb8lpaWCAoKgpaWFlRVVREYGAgFBQW2RaKMjAx06tSJr7FrT5KXlJQgMTERe/fuRUpKSpO8xy1btgzp6emYOXMmunXrRlvRPmnCL0WsXL58mXY9w3SdDRfUHzY9PR3jx49n2RYSEoKfP3/i8OHDGDRoEMrKyjBz5kwcPnxY5An/r1+/KHs6kiRRWlrKpmKtoKCA0aNH8y0iuG7dOrx79w4hISEsHtU3b97EsmXLsH79erF6+1pbW8Pf35+qFGGSkZGBwMBA2NnZ8TXeu3fvON483r17h8zMTMTFxcHc3BxHjx6l9g0bNqzBhP/Fixe4ffs2zxMDdOHnz59sVSDMyaOSkhK+xxOmJefXr1+RkJCA+Ph4pKeno0ePHliyZAlfDzB0r4CSInwWL17M1/EEQaB79+44ePAg3w/aUv4buLi4YOTIkRKx3W2q5ObmUlpOr169grKyMuzs7MSWgIaHh8Pd3R3u7u6oqqpi2detWzdkZWWJJQ4m7u7uuHXrFqZNmwag5rrj4+PDoqRfVVWFqKgo2NraCvQejx49Qnx8PC5evIhPnz412e/rrVu3sGHDBtpbpkoTfhoSGxuLe/fuAfg/S60LFy5Qau1M6OLtyA90S/YB+s6GC+oP+/HjR7YVoCtXrkBXVxeDBg0CUDPDOm3aNGzfvl20JwFgzJgx1Aqni4sL1q9fDy0tLaGMfePGDaxfv54l2QcAMzMzeHt7Y/369UJ5H175888/kZ6ejkmTJkFLS4uyQXz9+jV0dXXh6enJ13jJycn1bs/NzUV6ejrLvv/9739cx3v27BkCAwNx584ddOnSBfPmzeMrHjrw5s0bFsEo5sPRmzdv2I5tqJy6sZacJSUlSEpKQmxsLG7evAlNTU3Y29tj3bp1Aq3C0r0CSgp3mP7SwP99Jz9//syyHQBlbcbk8uXLPL9HWVkZsrOz4efnh40bN+LQoUONiFjK74q0NYx3jh07hri4ODx58gRt2rTBiBEjsGrVKpiYmHC01xQVHz9+RJ8+fTjuk5eXx8+fP8UWC1AjzBgVFYU7d+6gqKgIurq6bBV0JSUl8Pb2hqGhIc/jvnr1ihKlzcnJgYaGBkaOHAkHBwfo6uoK+zTEQocOHdiqVumINOGnIWFhYWzb6lqOAU0z4QeAtLQ0REREcPWWv3DhgljjoetsuKD+sARBsKzcfv78Ge/evWMrB+vQoQPVMiAuhOFTXxtFRUWuZfKKiopivwi3adMGERERiI6Oxq1bt/Dt2zdoa2vD1dUVo0ePFkhJvj66dOmCLl26NHjco0ePEBgYiJSUFHTt2hXbtm2Do6OjWB9ohAU3+59ly5ZR33uSJHmyHJw9e3ajLDnNzc0hJyeHYcOGYf/+/SwPPrU1N5i0bdu23vHoWAElhTc4tdLMnz+f+je37yS/v28tLS1qtU2KFG5UV1fj1q1byMrKouz0mDTVZ0dRsG/fPlhZWcHd3R0WFhYSK8fW1NTEo0ePYGZmxrbv4cOHEtHykJWV5RgPE6Z9LK84Ojri1atXaNeuHWxtbeHr64u+ffsKI1SJsnjxYhw6dAh9+/blu21TnEgTfprx/PlzSYcgUq5duwY3NzeYmZnh8ePHGDx4MMrKypCeng51dXWJeE7/brPh3bp1w40bN6jV/CtXroAgCDYtgoKCAom0K2RmZiIoKAgZGRmUyJ6hoSHmzZvHk0habVxdXXHo0CEMGDAArVq1oraXlJTg8OHDmD59urDDbxAFBQVMnDgREydOFPt71+XBgwcICAhAamoqevTogV27dsHOzq7JlfIz4TQZ2hhiYmKoMs7w8HC+LTnLy8tRXl6OmJgYniYqG5qAkCb7TZfaK/VVVVUYMWIEDhw4IJJ++969e8Pd3V3o40r5PSgoKMC0adOQk5MDgiAoPYna131pwl/DjRs3WBZWJMXEiRMREBCAdu3aYcSIEQBqBPGuXr2Ko0eP4s8//5RsgKi53719+5bjQh0v4qQGBgZYsWIFzMzMfhtbR6BmkTI/Px9Dhw6Frq4u20ITQRA4cOCAhKKrFQfJq7KMFClCYOLEiejbty+8vb2hr6+Ps2fPQl9fH3l5eZg9ezYWLFggkT4YusyGOzo68nRcbQEnW1tbFq/UmJgYrFixAuPGjYOKigpOnTqFtm3bIi4ujkXF/H//+x8KCgrEWhZ69epVLFy4EOrq6rC2tqZE9pKSkvDhwwcEBARgyJAh9Y6xefNmlp8vXbqEnz9/wsTEhBrv9u3baNWqFYYPH47Vq1eL8Izq58qVK3j9+jVUVVVhbW3NMinBC9HR0fVWw9Qt52eSlpaG/fv34+bNm9DT08OCBQt4qg75L5ORkYHY2FgkJCSgoKAAPXr0gIODQ70OHbWFMXmBF/E+ulVASeGfqqoqlvsbP/j4+EBOTg6bNm1i266mpgZnZ+ffxr9aimjw8vJCXl4e9u7dC0tLS0RGRkJFRQUxMTGIjo7GoUOHeKoMkyJeNm/ejBMnToAgCFRXV1MVeM7OzhJ9jqmoqMD69esRExPDpi/AhA4q9JLCxcWlwWOEXd0qCNKEX4pY6du3LwICAmBqago9PT0cP34c/fr1AwDExcXB398fCQkJYo2Jl9lwcV3MVq5cyfPqa1lZGXJycvDs2TP4+PiwrGYfPnwY4eHhKC4uhr6+PltP8ZcvX+Do6IhFixZhypQpQj8Pbtjb2+OPP/5AYGAgSzl5dXU13N3dkZubi/j4+HrH4MdKkCAIvnpkBSE0NBRXr17FsWPHqG1VVVWYOXMm0tLSqO9Tx44dERERwXNf9vnz57F69WqMGTMGkZGRGDduHKqrq5GcnAxFRUWMHj2aY3WKi4sL7t69S60C1hamk9IwJElSlpwFBQVifZCpXQGVmprKsQJq69atYotHimA0JuFnMBiQk5PD48eP2bYDNRVETk5O2Lhxo9DilfJ7MXjwYKxevRrW1tbQ09NDZGQkJSJ74MAB3Lt3D0eOHJFwlPRB0Il1UfD27VvcuHEDhYWFUFJSgpmZmcStOffs2YPo6GgsW7YM3t7eWLt2LVq2bImYmBjk5uZizZo1fD1n5OTkcP2smdUNUoSPtKSf5ghiy0VnmjVrRgkRqqqqIjc3l0r4W7Vq1aBPuSjYtm0b2rVrh7CwMK6z4eKMhV/8/f1x4sQJloR/7ty5mDt3LtfXKCsr48aNGwLF2BjevXuHlStXsvWOy8jIwNnZmaf2Cm5CdpIiMTERenp6LNtOnTqFO3fuYOzYsZgxYwaysrKwbt06HD58mOfe22PHjsHd3R3z5s1DZGQknJ2doa+vj5KSEsyePZtrtUBaWhoA4OXLlw2KBBIEQQmENkUCAgIgKytLWenV3q6mpobRo0dzta+sCx0sOf39/eHq6kpVQC1ZsoSlAqquOKWU3w9ubX3Pnz9HaWkpHjx4INYERErT4/v372jfvj1kZGTQunVrFms5IyMjqdhjLc6fP481a9ZgzJgxuH//PseJdXFQUlKC1q1bo3Pnzpg0aZJY3pNXEhISsHDhQtjZ2cHb2xu9e/eGgYEBnJycsGLFCiQnJ/OU8JeUlMDDw4MSIJfk4tp/EWnCT3MEseWiMwwGA1lZWTA3N4eZmRmCgoLQrl07yMnJwc/Pj+8ebmGQlpaG1atXs/i1a2pqYv78+SBJEhs3bqT1bLiFhQXCw8MlHQZP6OjoUL7ndXn37l2T9JfOzs6mrGuYXLx4ESoqKti0aRNkZWWhra2NvLw8/P333zwn/Dk5OTA2NoasrCxkZWUp27nWrVtj7ty58PX15WjN+LtpUtRHQEAA5OTkOCb8AODn54cZM2ZwdSMQtiVndHQ0CIJge0iMjo6GiooKpavBjdevX8PT0xMyMjIgCIJy6ejYsSMWLVoEf39/2lv/SKkRuwoLCxO6EGyLFi1gZmZWr5CWFCmdOnXCp0+fAAA9evTA+fPnMXToUABAUlJSg+Kh/yUEnVgXNubm5hgyZAgcHBxgaWkpdIHfxvDhwwd069YNsrKyaNasGYqLi6l9o0aNwtKlS7Fhw4YGx9mxYwc+f/6MEydOwNnZGQEBAVBSUkJMTAxu3bqFXbt2ifI0REpmZib279+PR48e4cOHD4iIiIC+vj727NkDY2NjWlRaShN+miOILRedcXV1pRK+pUuXYv78+dTDurq6OvWgLk7oPBuen58PgiCgoaHBtl1RURGtW7eGkZERbt++zXWM4uJiJCYmctQnACDW3rC1a9di6dKlaNGiBaytrdGmTRt8//4d//zzD44dOybwBV+SJWIlJSUsk0UVFRV4+PAh7OzsWIRp9PT0+Kpgad26NfX76tChA169egUTExMANYkqN4eF/1LCf/nyZY4tMJcvX0ZpaSnu37+P+/fvc329sC05V65cCTk5ObaknNmq06NHDyxYsIBFc6M2dKyAkiIYAwYMkHQIUv6jDBkyBKmpqbC3t8eCBQvg4eEBMzMzyMnJ4fPnz/D29pZ0iLRB0Il1YbNs2TLExcVh8eLFlP6Qg4MDzMzMJO6mo6qqSiX5nTp1wu3btzFw4EAANQsevHLt2jV4enpSbjZqamro3bs3+vfvj23btuHYsWPYs2eP0OMXNampqXBzc4O+vj4cHR1ZBPrk5ORw6tQpacIvpfHwastFF2p/6Tt06IBz584hJycHZWVl6N69u0RmNek8G25lZcWxn9PKygrNmjXD+PHjMXfuXK5JSnZ2NiZPnoyKigqUlpaiffv2KCoqQmVlJZSUlNC6dWuxJvzTp09HZWUlVq1ahVWrVkFOTg6VlZUAai6MtcUReSk3p0OJmIaGBrKysiiHifT0dFRWVrI98FdWVvL1/TYwMMCLFy9gYWEBKysrBAYGgiRJyMnJ4dChQ3xbyP2OcFO1Z27v0aMHJkyYwPX1wrbkDAsL4zgBERYWRk1AREZGck346VgBJUW8SEUbpTQWLy8v6t+WlpY4efIkkpKSUF5ejoEDB9Ii+aALgk6sC5tp06Zh2rRpyM/Pp5xjoqKioKysDFtbW4wcORLGxsZiiaUuAwYMwN27d2FlZYUJEyZg+/btePPmDeTl5ZGUlAQHBweexvn69Ss0NDQgKyuLFi1asFjXWlpaYtGiRSI6A9Gya9cu2NvbY/v27aisrGRJ+HV1dfH3339LMLr/Q5rw05y0tDQYGBjQwjZEFBAEIXFBEjrPhnt4eHCc3fXw8EBpaSkePnwIBwcH3L17l+Prt23bBkNDQ+zdu5eqVmAwGIiPj8eePXuwd+9eUZ8CC7NmzRKqJRwdSsQsLS0RFBQELS0tqKqqIjAwEAoKCmzighkZGejUqRPP47q5uSE/Px9Ajc9rXl4efH19UV1djV69ejVatOv8+fMgSRJOTk6NGkecVFdX4+rVq+jcuTPX9o+XL1/i3bt3GDp0aIPfNWFXQ3Bb1WVub+hBm44VUFL4hyRJBAYGYtKkSSzVPw1BR9taKU2f3r17U6J9Ulih28S6pqYmpcGUlZWFuLg4RERE4NSpU3j69KlYY2Hi6elJTXwwF2USEhJQXl4OFxcXeHh48DSOuro6NU7Xrl2RnJyMwYMHAwDu37/Ps94O3cjMzKQm2eo+cygqKopt0qghpCr9NEdXVxdRUVGUQm90dDSGDh0KJSUlCUfGO5cuXeLpuNpWc5Ls5c7IyGhSs+G/fv3iqPMA1JQsb9myBZaWltDT08Pp06epG1hYWBji4+Nx+vRpMUYrXKysrODp6Ql7e3vo6+uzqBFv27YNHz9+FHmJ2Ldv3zB9+nRkZmYCqPke+/j4sFi1VFVVwdbWFra2tiyrL/xSUVGBiooKtG7dutFx6+vro7q6ukmJ5Jw5cwbbtm1DbGws16qWDx8+wMHBAatXr+ZpMkNYlpw+Pj5wd3dH586d2fbl5eUhICCAb4V9kiQlXgElhX+qqqpgYGCAM2fO8KXST1fbWin0p0+fPjxNpte19J09e7bES8YlyYMHD5Cfnw97e3sUFxdjxYoVSElJoSbWd+/ezfGaLmq+fPmCixcvIjY2Fg8ePECbNm0oQd6myqZNm1BdXY1169YhOjoaK1euhJ6eHuTl5ZGRkYGZM2di+fLlkg6TbwYNGgQvLy+MGTOGzaElMjISQUFBtBCblq7w04zNmzdDT08Penp66NGjB2rPx1RVVcHHxwdnzpxpUgn/4sWL+TqeIAh0794dBw8e5GtFVFg0tdlwbsk+ACo5lJGRgZKSEtW6AAA9e/bkqgjdVKBDiVjbtm0RFRWFO3fuoKioCLq6uvjjjz9YjikpKYG3tzfVuyYoCgoKQkv6QkJC0NTme8+fP4/JkyfX22evrq4OZ2dnnD17tsGEnxdLTl4T/qioKEyZMoXjw2FhYSGio6P5TvjpUAElRTAE+duSijZKERR+queYlr779u1DSUlJg24uvzNGRkbUIoiioiIOHDgg1Il1fmDqLcXHx+POnTuQl5fHkCFDEBAQQK2ESwIvLy+MGjUK5ubmkJMTPG309vamrmlOTk5o1aoVVSmwZs0aTJ48WVghixVra2v4+/vD0NCQevYjCAIFBQU4evQobGxsJBxhDdKEn2aUlpbi+PHjyMzMBEEQIAgCJ06cgKWlJQwMDJrcAzoAvnzQy8rKkJ2dDT8/P2zcuFFkgnlNaTa8MYJ0Xbt2RV5eHvr37w89PT2cPHkSAwcOhJycHCIiIqCmpiaqsCnmz5+PlStXomvXrpg/f369xxIEwdL/1BB0KRGTlZWtVzlbSUmJp4v+5s2b+XrfxugvNMXy4KdPn8LNza3B4wYMGICTJ082eJy4LDlzcnK4aoE0tQooKaJDKtooRVAEmdwODQ1FWFjYfzrh54QwJ9Z5Zf78+UhNTQVJkjA3N8fWrVsxbNgwsbkE1EdWVhbc3Nyo5xhHR0eBnh9atGjB0p48fPhwDB8+XJihSgQvLy88evQIo0aNonR2Vq1ahbdv36Jbt260EVKWJvw0Y8uWLQBqyrRfvHiB8ePHIzc3F1u2bMH79+9BEAQOHjwIW1tbDBw4sEnYq3AT1uKGlpYWVRYtKprCbLgwBOlGjhxJreIvWbIEs2fPxoABA6jVzG3btoko+v/jx48fqKqqov4tTMzNzXHjxg0MHz4crq6uWLlyJTIyMlhKxCRBeXk53r59y3GSpr4SX37KvgiCEKvgIh349esXTw9iCgoKHB0p6tJYS86TJ0/i1KlTAGp+H97e3myTTBUVFcjLy+M64dPUKqCkcCY6Opr6d3V1NQDgypUrVKsPk/qqTqSijVLEiYmJCc6fPy/pMMTOsWPHeDqOIAjIy8ujY8eOMDExEamW1o8fP7B69WrY2NjQ7rn+3LlzyM7ORmxsLC5evIjIyEioqanB3t4eDg4OMDAwkHSIEqVNmzY4ffo0YmJicOPGDbRt2xZKSkqYOnUqRo8eTZtWPGkPP814+vQptLW1qbIZBoOB6OhoMBgMfPjwAUOGDMGIESPw8uVL5ObmSkzEQ9R8/vwZcXFxcHV1lXQoFMzZcH4qFhrDunXrcPfuXWzatImrIB2/rQfv37/HtWvXUFZWBlNT0yb/AFlaWkq5DwDAP//8Q5WIDRw4EJMnTxZrRUZFRQXWr1+PmJgYapKjLuLomX/79i2uX7+OyspKDBkyBJ07d8bNmzexa9cuvHr1Cu3atcOUKVO4+tPTFRsbG0yZMqXBMvtjx47h9OnTSExMrPe4Pn364PDhw+jXrx/69euHHTt2UA4dN2/ehLu7e722fklJSdT1ICoqCpaWltR3kYm8vDy6d++O8ePHcywRzcvLqzfG2tSugNLQ0JCoZagUVuqKdObn50NVVZWl5YogiHrvHykpKXj37h2mTp2Kjx8/Yv78+dT1gina+F9/uJYipbEwNbH4oW3btggJCRHotb8bz58/p5wE8vPz0aVLF673WkdHR57GrFtNy83JRorgSFf4acbEiRNBEAR69uwJPT09EASBjx8/gsFgUKtQTL9Hfh4U6YSPjw/k5OSwadMmtu1qampwdnZGhw4daJXsA+KfDReGZ2lJSQlLkqGhoYGJEyeKNG5ulJeXY8KECVi+fDkGDRoklDHpViIWGBiI1NRUbNu2Dd7e3li7di1atmyJmJgY5ObmYs2aNSKP4e7du5g7dy7KysogKyuLXbt24a+//sKyZcvQrVs3DB06FK9evcKePXugqqqKMWPGiDwmYTF06FAEBwdj5MiRXNXPCwoKcOzYMYwcObLB8RpryWltbQ1ra2vqZ26iffVBxwooKfxTuzqnsrISBgYGCAoK4ku0j462tVKk/G7wo11UXl6OrKwsbNmyBZs3b0Z4eLjQ4njy5Am0tLTQvHlzPHnypMHj+bmWiBIGgwENDQ106tQJgYGByM3N5Xqsvr4+39W0Xl5e+Pz5M6ZPny6skEVKSUkJKioqWCb7Y2Ji8Pr1a5iamtbb7ilOpCv8NKOiogIvX77Es2fP8Pz5c5w4cQIEQUBRURG9evVCamoqtm7dCkdHR8jKyko6XIFgMBgcveWZM6cKCgpwcnJqtO1YU8fIyAhHjhxBv3790KdPH+zdu5fqT7958yYWLVrE1Y6PiaGhIYYMGQIHBwdYWlpK/IHRxMQEe/bswcCBAyUah6iwsbHBnDlzMHbsWOjr6+PMmTPUityKFSvQvHlzbNiwga8x+dVwYE6U+fv7o3nz5ti6dSuio6Nha2vLIhq3bNkyvH79GufOneMrHkny9etXjBkzBtXV1Zg/fz4sLCygoaEBgiCo6pWDBw+CIAicO3eObbW9Lrt27cLXr1+xZcsWpKSkwMPDA23atGGx5Jw9ezbfcZIkicLCQrRr106oNpRM6FgBJeX/qKvUzCupqakYOHCgSL4zUqRIEZxr165h8eLF9VZ88QuDwaCchRgMBte/e5IkQRCExB11fv78iaSkJMTFxeHGjRsgCAKDBg2Cg4ODUFfk/f39ERsb22CFHl1YsGAB1NTUqGe7gIAAqiL3+/fv2LlzJy0qFqQr/DRDQUEBBgYGVJJw4sQJHD9+HL9+/cK9e/dw/fp1rF27Flu2bIGpqSn8/f0lHDH/cJtdff78OUpLS/HgwQOkp6eLOSr6IQxBumXLliEuLg6LFy9Gq1atMHz4cDg4OMDMzEwiVjwjRozAxYsXG5Xw8yq4CNSUid27d0/g9+KXDx8+oFu3bpCVlUWzZs1QXFxM7Rs1ahSWLl3Kc8IvqIbD8+fPsW3bNigqKgKouRmdOnWKrbTO0dERS5cu5e8EJUz79u0RFhYGb29vbNq0ie17QJIkevfujZ07dzaY7ANgsUi0tLTEyZMnG2XJef36dQQEBODJkyeorKyEnJwc9PX14eHhAQsLC57GaKoVUFJYESRpnz17NlRUVGBrawsHBwexe4BLkSKFM4aGhtixY4dQxwwLC4OWlhaAmpZRuk70Xbp0CXFxcUhJSUFFRQVMTEywbt06jBgxgnrOECYWFhZCraQQNY8ePcK6desA1DyDnDx5Em5ubvD09MTWrVtx9OhRacIvhTdat24NBoOB/v37IyAgAOHh4aioqMD169clHZrQadGiBczMzGhTAiNJhCFIN23aNEybNg35+flUz1VUVBSUlZVha2uLkSNHwtjYWAxnU4OxsTF2794NNzc3DB48GCoqKmw3uYacB/gRXBQ3qqqqVJLfqVMn3L59m5rcyM7O5musHTt24PPnzzhx4gRXDQdOFBUVQVlZmfqZ+e+6Vp5KSkpCF1EUB3/88Qf+/vtv3L17F2lpafj48SOAmhLoAQMGoG/fvgKP3RhLzrNnz+J///sf+vfvj+XLl0NZWRlfvnxBYmIi5s2bh02bNmH8+PENjhMVFcUx4Y+KigJQo08grYCiP4IUT8bExFDX6fDwcHTs2JFaPdPR0RFBlFKkSJk+fTrk5OQQHBzMtl1VVRUzZ86EgYEBS/uWMBgwYAD1bxMTE6GOLUwWL14MIyMjeHl5wc7ODioqKgKPlZ+fD4IgoKGhwbZdUVERrVu3hpGREW7fvt3YsMVGUVER2rVrBwB4/PgxCgsLqXu9lZUV/v77b0mGRyEt6ac5UVFRGDZsGBQVFQUuE5TSNBGVIF1WVhbi4uIQERGBL1++iFX4sSHBGzqUrTWGVatWoW3btli+fDlCQkKwfft2DBs2DPLy8khKSoKDgwN8fX15GsvKygqenp6wt7eHvr4+VfoH1NjJffz4kaOGQ+0yQYB7efHDhw8xefLkJv15C4KoLDmtrKxgamrK8ffr4+OD27dv8+XCwInaFVAeHh6NGksKvcnIyEBsbCwSEhJQUFCAHj16wMHBgSdbSilSpPCOlZUV5OXl2UrIraysUFpaisLCQpibm+Po0aMii0FXVxcREREcJ5wfP36MCRMmSOxenZeXx7fWDDfqa+lt1qwZxo8fj7lz50JdXV0o7ycOhg4dCjc3N0yePBkBAQGIjo5GUlISAODq1atYvnw5VakpSaQr/DSntqCWrKwswsLC0K1bNwlG1HjS0tIQERHBtS/5woULEoiKfohCkO7Lly9ITU3F9evXUVBQgDZt2jQ2TL4QtsPB9OnTsW7dOqosrjZZWVlYt24dwsLChPqe9eHp6Um1YTCV5JmTNC4uLnwlaV+/foWGhgZkZWXRokULfPv2jdpnaWlZr+9ycHAwNQvPnNM9evQoS5n758+feY6F7lRXV2PGjBnYuHEjunbtWu+xorLk/Pr1K1ehwJEjR+LixYs8vWd9SCug/jswq018fHxw5coVrF+/Hn5+ftKEX4oUIcNtIpa5PTc3V+RtpvWtvVZVVUlUs0tYyT4AeHh4cJw49/DwQGlpKR4+fAgHB4cG9anohK2tLXbs2IEbN27g33//xZw5c6h9T58+xR9//CHB6P4PacJPM7Kzs7F06VIsWbKEY//ogAEDkJKSgr1792Lv3r18K0JLmmvXrsHNzQ1mZmZ4/PgxBg8ejLKyMqSnp0NdXR39+/eXdIi0YfLkyXB0dISdnR1P/cjcKC4uRmJiIuLj43Hnzh3Iy8tjyJAhCAgIoDQBxIUwbxwAcOfOHa5l6SUlJWK/aaiqqrKox8+YMaNBCzluCKrhoKmpiYyMDLZtDx48YDu2blldU4UkyXq/C7Wpb6KEG0xLzvoSfkNDQzx58gTm5uZs+54+fYpevXrx/b5S6M/3798RGBiIIUOGwNTUlOMxt27dwtWrV7Fw4UKO1oycqKioQHJyMuL/H3t3Hldj+v8P/HV3ToWoaJHEIMtJUSKpEIloGVuWiaaUoZQx0ozlY9/H2CtLY8k6akiaSlGZRtkiu2FMWihSlKRVnd8ffp2vM6fltJwt7+fj8XlM3fd1rvM++Nz3ue7rut7vqCgkJCSgsrKyxn9bhBDR6tq1K7p27drs/ebm5vKqxADAs2fPBAb2ZWVlOHPmDLS1tZv9/RuiuSbqarv/fn68oqKicUFKyKJFi6CkpIQHDx7Azc2N76Hsw4cPMW7cOAlG939owC9lDh06hDZt2tSZLMrS0hIHDhzAwYMHsXr1avEF1wz8/Pzg4uICX19f6OvrY8GCBbwSg+7u7rV+YfoSaWpqYsuWLdi0aRNMTU3h4OAAa2trob8wAoCHhweSkpLA5XJhYWGBTZs2YdSoUVBSUhJh5LW7evUqsrOzMXnyZIFzoaGh0NbWbrZ/A7dv327Sg5LGWLRoEb7++mtYWFiAzW7a5bWxORyaumycCBKmJKePjw98fHxQXl4Oa2trdOjQAW/fvsXFixcRFhaG7du3863SqK3kH62Aki1HjhxBbGxsnQkwjY2NsXLlSqioqMDT07PWdpWVlUhMTERERATi4+NRXFwMY2NjLF68GGPHjhX79YyQL0FycjIMDAz4VlSKQ3BwMPz9/cEwTK2lVrlcLlgsFi8pnCSIe6JOXl6+WfsTNTabDW9v7xrPBQQEiDma2tEefikzatQoeHt711sbOywsDP7+/rx9IrJi4MCB8Pf3x5AhQ9C3b18cO3YMgwYNAgBERkbCz88P0dHREo5Senz48AEXL15EVFQUrly5AhaLheHDh8Pe3h4jR46st8yes7Mz7O3tYWNjU29NcXGYNm0aRo0ahTlz5gicO3DgAGJjY3Hq1Kk6+9i/fz/2798P4NOe5latWgks0S4vL0dlZSWcnJywYsWK5vsA9Zg0aRIePXoEFRUV2NjYwMHBodE3w8bmcAgNDYWNjY3EHupIgjTkN/k8P8Xn/x5rqq4A1Fxh4fMvVklJSTV+sfq8tCKRvK+//hqTJk2qdyVPUFAQzp49W+eDI1NTUxQWFkJPTw92dnaws7OTqb2shMgiPT09nD17lncNDwsLw8iRIwUS3Ta3rKwsZGVlgcvlwsXFBStXrkTPnj352sjLy6Nbt268pHCSMHXqVAwcOJA3UVd9n62eqPP09MT48eOF6mvp0qVYsGBBi7quFRUVoby8nO+BbHh4OFJTU2FmZiY1E5k0wy9lcnJyhFqmr6Ojw8tOLUsUFRVRVVUFhmGgoaGBzMxM3oBfSUkJr169knCE0kVJSQkTJkzAhAkTkJ+fj5iYGERGRsLHxwetW7eud8n6sWPHxBSpcJ4+fYoFCxbUeE5fXx/79u2rt48BAwbAzc0NXC4XAQEBNX4plpeXh66uLkaOHNkscQsrNDQU6enpiIiIwPnz5xESEgJNTU3Y2trC3t6eV25TGI3N4bBs2TKsWbMGlpaW+Prrr2FpaSlzT8wbShrym2zcuLHJ1SNoBZTsycjIQN++fettp6enh507d9bZxtnZGXZ2djKfp4cQabZ+/Xr07dsXffv2Rc+ePfn2z1dWVmLp0qU4ffq0yAf8nTt35m1zPHr0KPT19aXyQX1qaioWLlwIOTk5MAyDkpISAJ/inz9/Pvz8/IQe8IeFhcHFxQVaWloNyr0jzX788UdoamrySi77+/vzqir9+uuv2Lp1K5XlI4KUlJR4+3brUlBQgDZt2oghoubF4XCQlpYGCwsLmJmZYd++fWjfvj3YbDZ27tyJ3r17SzpEqdW+fXsYGxsjOzsbaWlpePPmjdCvLSsrw/Pnz2tcIizOGVGGYfD+/fsaz7179w6VlZX19jF48GBeORuGYTBlyhR07NixWeNsim7dusHb2xve3t54/Pgxr8zWkSNH0LVrV4FMwLV5/PgxcnJyatzek5CQgI4dO9ZY9eDcuXO897xw4QKUlZV5qw0+LwPUknC5XHz11Vf1rngRpUmTJjW5j+b8YkXEQ05ODuXl5fW2q6ioqPeBUG3LQgkhzaekpATHjh3D06dPecvpT5w4AUtLSxgYGDSqpGZTKSsr4+bNmw2+34tDUybqBg4ciL59+0JPT4/3YLT6OtiQ3DvS7P79+7wtF1wuFydPnsTcuXOxcOFCbNq0CQcPHqQBPxFkYGCAqKioemfyIiMjGzRbKC1cXFzw4sULAJ/2vHp4ePD2NGppacHf31+S4UmlzMxM3gDu33//hZqaGsaNGwd7e/t6X1teXo7Vq1cjPDy81sG0OEu9GBoa4sSJExgzZozAsueTJ0/C0NCwQf1J+xdkDoeDTp06QUdHBwEBAcjMzBT6tRs3boSxsXGNXwDu3buHlJQUHD58WOBcnz590KdPH/j4+OD27duIiIhATEwMTp8+DU1NTdjZ2cHBwQF6enpN+mzS4PLly/Dz88OjR49QVVWF33//Hfr6+lixYgVMTEzw9ddfSzrEBqEVULKnR48euHLlCoYOHVpnu6SkJPTo0aPe/qqqqnDt2jWkpaUJPEhgGKbRSUAJIZ9s2LABwKeHcE+ePIGjoyMyMzOxYcMGvHz5EgzDYP/+/Rg7dizMzc3Fsh2ysfd7cWjKRN3+/fvx6NEjPHr0CAcPHgSXy4WbmxsMDQ3Rr18/MAwjkQcszendu3e8LRcPHjxAfn4+HB0dAXwq7fj7779LMjweGvBLGScnJ3h5eUFXVxeenp4CGTurqqqwZ88eREdHS1UyCGF9fjHr2LEjQkNDkZGRgdLSUvTo0UOiM3TS5vDhw4iMjMTDhw/Rrl07jBkzBsuWLYOpqWmd9cA/FxAQgKSkJGzevBm+vr5YuXIl2rRpg/DwcGRmZop1fzvwKRPrt99+i6+//hoTJ06EhoYGXr9+jbCwMKSnpzdqC0JGRgZvKX1NKxiE2SbQ3IqLixEbG4vIyEhcuXIFDMNg6NChQj2kqfb48WO+8i6fMzIywvHjx+vtY8CAARgwYAD+97//4erVq4iIiMDvv/+Ow4cPo0ePHnBwcICHh4fQMUmTiIgI/Pjjjxg3bhymTJnC92+5S5cuCA0NFfmA38HBAdu2bUPv3r3h4OBQZ1uGYRAeHl5nG1oBJXscHBywY8cODB8+vNYtF9evX8dvv/1WZ2I/4FPW7pkzZyIjI4Pvi/DnD0dpwE9I0zx69Ai9e/eGvLw8b+Js6dKl4HA4ePXqFUaMGAEA2L17N3x9ffHo0SORx9Qc93tRacpE3aBBg3gPrYFP97g5c+bg3bt3uHnzJrhcLpydnTFw4EAMHTpUJq9v6urq+PfffzFo0CAkJCSgc+fOvK3ZJSUlTU7g3FykIwrCM2rUKMyePRv+/v44deoUzMzMeOU4Xr58iatXryIvLw/u7u6wsrKScLQNl5SUBHNzc94XGIZhZHrvjijt3r0bVlZWmDdvHoYNG9aofdjR0dHw9vbGuHHj4Ovri/79+8PAwAATJkzA4sWLER8fX2dFiOY2YMAABAUF4ZdffsHWrVtRVVUFOTk5GBkZISgoCEZGRg3q7969e3B2doa2tjbS09PRp08fvH//HllZWdDS0hJJKZ26XLhwAZGRkUhISEB5eTlMTU2xatUqjBkzBsrKyg3qq7y8vNbyNOXl5TU+3KiNnJwcLCwsYGFhgdWrV+OXX37BiRMnsGvXLpkd8O/Zs4dXvaCyspJvwN+rVy8cOXJE5DF8ntlZX1+/yXv4aQWU7JkxYwbi4uLg7u4Oa2trDB06FNra2mAYBtnZ2UhMTMTFixcxcOBAODk51dnX5s2b0b59exw9ehSWlpYICQmBuro6wsPDERYWhsDAQDF9KkJarqlTp4JhGPTq1Qt9+/YFwzDIyckBh8PhldWdO3cuL3+KODTn/b65NWWibv369dDX14e+vj4vIaGpqSk4HA4+fvwIAwMDrFixArm5uYiLi5PJAf/YsWPxyy+/4MqVK/jrr7/4Htw8evQIX331lQSj+z804JdCvr6+MDExwaFDhxATE8Nb1qeoqAhjY2OsX79erIO05uTu7g51dXWMHTsW9vb2DR7gfUmuXLnS5DIxr169Qvfu3cFisaCoqIjCwkLeua+//ho+Pj68RCPiMnDgQJw6dQqlpaV49+4dlJWVG/05f/nlF4wbNw4bNmyAvr4+778pKSlYtGgRvvvuu2aOvm7ff/89jIyMsGjRIowbNw7q6uqN7ktPTw/nzp3DqFGjBM6dO3euwfv5Hj58iIiICERFRSEnJwfq6upSUx+2MZ4/f17rdbB169a15opoTp9nzN+8eXOT+6MVULJHXl4eBw8exM6dO3Hq1CnExMTw7VFt06YNXF1dsWDBgnpnepKTk7F8+XLeoAMAtLW14eHhAS6Xi7Vr1+LAgQMi/TyEtHQpKSn4559/8Pfff+Px48fgcrnw8PCAsrIyb5n506dPweFweEn1RK257/ei1JCJunfv3uHQoUNIS0sDi8UCwzA4efIkRowYwVtdweFwMGnSJL769bJk0aJFUFJSwoMHD+Dm5sZXherhw4ewsbGRYHT/hwb8UsrS0hKWlpaorKzk1W5WVVUVWOIva8LDw3n70Y8fP47OnTvD3t4etra26NOnj6TDkyrNURNWQ0ODN8jX0dHB9evXYW5uDgBIT09vcv9N0apVK7Rq1Qpv374Fm81u1AqGJ0+eYM6cObwtDtVPwY2NjeHt7Y1t27Zh2LBhzRp3XeLi4prtC8LcuXPh6emJOXPmYNKkSdDU1MTr168RGhqKxMRE7Nmzp94+0tLSEBERgYiICGRmZqJNmzYYM2YM7O3tYWZmJvTWEGmkoaGBZ8+ewczMTODckydPeCujxKG6VOIvv/zSpJVXtAJKNikoKOCnn37CggUL8ODBA14FnY4dO8LAwACKiopC9fP+/Xt06NABcnJyaNu2LV9iViMjI5rhJ6QZKCgowMDAgDfgPHHiBI4dO4aKigrcunULiYmJWLlyJTZs2IAhQ4bAz89P5DE1x/2+OV24cEGodgzDQEFBAdra2ujVq5fA+V9++QXAp1UKT548wZQpU5CRkYG1a9fi1atXvHwJ48aNg4WFBdq1a9esn0Mc2Gy2QD6pt2/f4vz583jz5g22bdtW63YNcaIBv5RjsVhQU1OTdBhO1pHNAAC5KklEQVTNpnfv3ujduzcWLlyIe/fuISIiAmfPnkVgYCB69uwJe3t7mX3KJwphYWEIDg6udX96SkpKna8fPHgwbt68CSsrK0yZMgVbtmzBs2fPIC8vj9jY2AbtKW+se/fu4f79+5gxYwbf8dOnT2Pr1q149+4dFBQU4OTkhJ9++qlBy6IZhoG8vDwYhoGamhqys7NhbGwM4NMSaHE/1GjO2YARI0Zg27Zt2LJlC3744Qfenl4tLS1s3bqVt8/wv3JychAZGYmIiAj8/fffYLPZsLS0xMKFC2FlZdViZont7e3h5+eHHj168FVt+Oeff3DgwAF88803YotFUVERrVu3bvIDWVoBJdsUFRUxcODARr9eR0cHr1+/BgD07NkT586d45UWjY2NFUvyMEK+RG3btgWHw4GJiQn8/f1x/PhxlJeXIzExUSzv39j7vah8//33DWrPMAx69OiB/fv3Q0dHR+C8goIC+vXrB+D/8iVkZWVh1KhR+PjxI7Zv345Fixbh4cOHzRK/JJSUlODixYuIiIjAlStXUFlZCT09PSxdulTSoQEAGK6sp0ckMo/L5eLSpUtYvXo1cnNzxZo1XpqdO3cOy5cvx8SJExESEoLJkyejqqoK8fHxUFZWxvjx4+vNUp+bm4v8/Hxesq+goCBER0fzZiS9vLxEXt7x+++/R2lpKd/s1M2bN+Hs7AwtLS2MHTsWaWlpSEhIwMaNGzFx4kSh+3ZycsLEiRMxZcoUeHl54eXLl9i8eTPYbDbWrFmDt2/f4o8//hDFx6pVcnJynQ9pGhPPs2fPUFBQAFVV1Xozfevp6YFhGJiYmMDe3h5jx46Vyafm9SkvL8eCBQtw6dIlqKqqoqCgAGpqanj79i1GjBgBPz8/sSbL2bp1KzIyMpo0G/TPP//wVkA9f/6cVkB9YbZt24a3b99iw4YNSEhIgJeXF9q1awc2m428vDz4+vrC3d1d0mES0qKcPXsWo0aNgrKyMiorK6Gvr48zZ86ItWTx5xpyvxeVhuQuKC0tRXp6Onbu3IlOnTrVuRKJw+EgLCwMHA5H4M86MzNT7HmXmqqyshKXL1/GH3/8gfj4eJSWlkJdXR15eXnYtm2bVJTjq0YDfiIx5eXliI+PR1RUFBISElBZWYkhQ4bQHsX/b8KECbCxscGcOXP4LopFRUVwd3fH2LFjMWvWLEmHWS8rKyt4eHhg6tSpvGO+vr6IiYlBdHQ0b1Z8yZIlSEtLQ3BwsNB9h4WFITs7G/PmzUNqairc3Nx4M2StW7fG7t276y2X1ZwuX76MuXPnwszMDElJSRg+fDhKS0uRkpICLS0tmJiY8O37FoXDhw/D1tYWHTt2FOn7SItr167hypUryM/Ph4qKCszNzXnbVsQpMDAQx44dg6qqKoYNGwZ1dXW+1SoNLalWvQIqOjoaubm5tAJKRnA4HLDZbDx48EDguLq6Otzc3PDNN98ItWXr3r17iI2N5T2gldXcPYTIkhs3bsDAwEDkkyEtTXx8PJYuXYrr168L1b6qqgrW1tbYv39/jdsBpNmtW7d49+f8/HyoqqrCxsYGDg4O6NWrF0xNTXHs2DGYmJhIOlQeGvATsaqsrERiYiIiIiIQHx+P4uJiGBsbw87ODmPHjkWHDh0kHaLUGDBgAPbt2wdTU1Po6+vj0KFDMDU1BfBpeefGjRsRHx8v4SjrZ2hoiMDAQF7swKcsrX379uWrK/vnn39i6dKluHr1aqPf68OHD7hz5w5KS0thZGQk9u0wU6dOxcCBA+Hr68v3kCYrKwvu7u7w9PTE+PHja319RkYGUlNTBfaBX758GTt27MCzZ8+grq4OV1dXzJw5U9QfhzRAfUmVGIZp1OolWgElW5YsWQIWi8Wr9f358ZKSEty7dw8lJSW4du2ahCIk5MuWnp4OHx8fLFiwoNaHaAkJCdi1axd27drFK7Emak+fPsWePXtw//59vHr1CsHBwdDX18eOHTtgbGws9Q/88vLyEBkZCRcXF0mHInIcDgcMw8DU1BSzZs2ChYUFb0Xh+/fvYWJiInUDftrDT8TK3NwchYWF0NPTw7x582BnZwctLS1JhyWV2rZty6vQ0LFjR/z777+8QXNlZSXy8/NrfJ2wZdY+T7ZiY2Mjsv3C7dq1Q1FREe/3Z8+e4d27dwJ7Xdu2bYvS0tImvZeSkhIsLCya1EdTpKamYuHChZCTkwPDMCgpKQHwaW///Pnz4efnV+eA39/fH9nZ2XwD/idPnmDevHlQUFDA8OHDkZ6ejg0bNkBLSwvW1tb1xuTv7w8Wi8Ur7/b5cU1NTYwfP17opGLSZMSIEbC1tYW9vT369u0r6XDw+PHjZu2vphVQkvy3TYRTW7WGz4+/fPmS9/OAAQOEylvy+fV67NixcHd3l+mkm4RIyqFDh9CmTZs6B9CWlpY4cOAADh48iNWrV4s8pqSkJF4pQAcHB+zdu5d3js1m47fffpPogH/p0qVgs9lYt26dwHFNTU04OTmhY8eOAoP9goICKCsrt7hrVe/evfHPP/8gOTkZLBYL+fn5sLa2Rtu2bSUdWq1owE/EytnZGXZ2dujevbukQ5F6BgYGePLkCYYNGwYrKysEBASAy+WCzWYjMDCw1gH6hw8fhH6PsrIyJCcnIygoCFu3boWdnV0zRf9/9PT0cObMGV65mT/++AMMwwjcvNLT0/nKUdUmOTm5Qe8vziesioqKqKqqAsMw0NDQQGZmJgYNGgTg08OIV69e1fn6u3fv4ttvv+U7dvz4cVRVVeHEiRPgcDjgcrnw9PTEkSNHhB7ws9nsGgf8ALBz5064urrylZKRBePGjUNUVBQOHz6Mr776Cvb29jJ/baltBdTixYtpBZSUasxsYadOnXjn3NzchE5UWlpaioyMDOzevRtFRUVYuHBhs3wGQr4kSUlJ9eY/AoDJkyfz7pOiVr3fe8uWLfj48SPfgF9PTw+///67WOKozdmzZ2sc8J89exbAp62EEyZMwNq1a/nOm5mZITg4GP379wfwacXaypUrMW/ePL7roKwJDw/Hv//+y6s8tmTJErRq1QqWlpYYOXJkg5JPiwsN+IlYCXORJZ/MnTsX2dnZAD4lvsvKysLGjRtRVVWFfv36CVxYqx07dqxB71NVVYW1a9di3759Ihnwe3l5YebMmbCxsYGamhpSUlJgYWHBy9ha7cKFCzA0NKy3P2dnZ74613Vp7DLqxuJwOEhLS4OFhQXMzMywb98+tG/fHmw2Gzt37uQlT6xNbm4udHV1+Y79+eef6N+/P2/JOMMwcHR0FHrWIS4ursabT1xcHEpKSnD79m3cvn1buA8oRRYvXozFixcjOTkZkZGROHnyJAICAqCnp8cb/Iszj0FUVBSys7NrLL9z4MABdO7cGePGjauzD1oBJXuaOls4f/78Br/nkSNHcPToURrwE9IIOTk5Qi3T19HR4ZXYFLWnT59i0aJFACBwv1ZWVq51Rae41LaC7fHjxygpKcGdO3dqrBr13+9oVVVVOH36NKZPny7TA37gUyUVHx8f+Pj48Pb0x8TEICYmBgzD4OjRowDEO+lUFxrwE7GrqqrCtWvXkJaWxluyXq2hia1aMiMjI94svrKyMvbu3Yvy8nKUl5c367IhOTk52Nra4vTp083W5+eMjIxw5MgRnDp1CoWFhZg3b55Apuk3b96AxWJhwoQJQvXZunVrjB49WuqS07m4uODFixcAAB8fH3h4ePBm1rW0tOqdLVBUVOT7/0RWVhZyc3MFKheoqqri/fv3QsVUW6nA6uM9e/bElClThOpLGpmYmMDExAQrVqzA1atXERkZib1792Lbtm1iLfETGBiISZMm1XiudevW+PXXX+sd8NMKKNkjidlCU1NTnDt3rln6IuRLo6SkJNQAuqCgQGyJ+1RUVHgJh/9L2NWPktK6dWuYmZnBzMxMqPYtMXXcwIEDMXDgQCxfvpy3Si8uLg6xsbHQ1tZGXFycpEOkAT8Rr9zcXMycORMZGRm8OqMA/xNNGvDXTkFBQSR11AcNGtSkZHn1qb4Y1kZNTY1vCVtdYmJiEBERwas1P3DgQDg4OMDGxgbKysrNFXKjfD7L17FjR4SGhiIjIwOlpaXo0aNHvX93vXr1QkxMDK+fixcvgmEYDBs2jK9ddnY21NXVmxTrxYsXsXDhQoFs4rKKy+WioqIC5eXl+Pjxo9i/VKSnp9eaaVhXVxdpaWn19kEroGSPJGYLORwOQkNDm6UvQr40BgYGiIqKwujRo+tsFxkZCQMDA7HEZG1tDT8/PxgaGuKrr74C8Ol7cW5uLg4ePAgbGxuxxEGahsViwdLSEpaWligtLUVsbCwiIiIkHRYAGvATMdu8eTPat2+Po0ePwtLSEiEhIVBXV0d4eDjCwsLqrN/5Jfg8a31dGIaBvLw8OnfuDFNT0zpLPAlbJkpWarV/9dVX8PLygpeXFx49eoTIyEjs2bMHa9euxdChQ2Fvb49Ro0ahVatWkg4VDMOgW7duQrefPXs2byuHhoYGYmJioK+vL7Ak7NKlS02uEVxVVYXKysom9SFpXC4X165dQ2RkJC5evIh3796hX79+WLBggdjr3yoqKuLNmzc1nsvNzeVl8K0PrYCSLdI4W0gIqZ2TkxO8vLygq6sLT09PsFgsvvNVVVXYs2cPoqOjERAQIJaYFi1ahPv37+Prr7/mbf1btmwZnj9/ju7du0v8YXBycjKCg4ORnp6OsrIygfN//PFHra999uwZ78+4+jvHs2fPamzb1O810qRVq1awt7eHvb29pEMBQGX5iJgNHz4cy5cvh7W1Nfr27YuQkBBeMo+9e/fi1q1bOHDggISjlJz6SnvVRFVVFUFBQbW+VtrKRDXlxlGXW7du4ezZszh79ixGjRqF3bt3NzVUoVy4cEGodp9n2a6r5mxUVBSOHz+OwsJC6Ovrw8fHh2/bwps3bzB79mx89913TRrUxsTE4IcffpDZMm/r169HdHQ08vLy0LNnT9jZ2cHOzg5du3aVSDze3t7IzMzEqVOn+AZ2xcXF+Oabb6Cjo1Pvl0dhVkDJ6t9XS+Xu7g5lZWXs2LGjznYLFy5EYWEhDh48KKbICCG12bp1Kw4cOAB1dXWYmZlBW1sbwKcKGlevXkVeXh7c3d3h6+srtpgqKioQHh6OK1euID8/HyoqKjA3N8f48eNFsrJTWJcvX8bcuXNhZmaGpKQkDB8+HKWlpUhJSYGWlhZMTEywadOmGl9bXb7uczXd17hcrthzLn1paIafiNX79+/RoUMHyMnJoW3btnwzYkZGRl/8DH9DSnuVlZUhLS0NGzZswPr163H8+PEa2zW0TJQofX7jePDgQY03jsb4fJa3VatWAgkBRen7779vUHuGYdCjRw/s378fOjo6AudtbW3rHMirqanxMuN+yS5duoRJkybBzs4Offr0kXQ4WLhwIaZPn47Ro0fDxsYGmpqaeP36NWJiYlBRUYHt27fX2wetgJI90jhbSAipm6+vL0xMTHDo0CHExMTwVlMpKirC2NgY69evF3sZPHl5eUyePBmTJ08W6/vWx8/PDy4uLvD19YW+vj4WLFgAfX19ZGVlwd3dHUOGDKn1tdWJ64jk0YCfiJWOjg4vMUnPnj1x7tw5jBw5EgAQGxsLVVVVCUYnWxQVFcHhcDBnzpwGDzr/S1zZUpty4/ivu3fvIiIiAufPn8f79+9haWmJdevWYcSIEWJ9Gt6QZCylpaVIT0/Hzp07sXbtWhrANYE0JMH5nK6uLk6fPo3du3fjwoULKCgogKqqKszNzeHt7c3bl1mX5ORkLF++nC9Bk7a2Njw8PMDlcrF27dovegWUNBo1ahRmz54Nf39/nDp1qs7ZQisrKwlHSwipVr3XurKyEgUFBQA+rZj870O7L11qaioWLlwIOTk5MAyDkpISAJ8S/86fPx9+fn4YP358ja8dPHiwOEMldaABPxGrESNGICkpCba2tvD09ISXlxfMzMzAZrORl5cn1uVTLYWhoSF++eWXOtuUlZXh+fPnNS6hF+eeqabcOKpt374dUVFRePXqFczNzeHr6wtra+tmrVzQELVlwa+Nrq4uGIbB0qVL620bFhYGhmEE/kzCwsKgrq6OoUOHCrxm/fr1QsWRmZkpXMBSpKCgAMrKypCTk+N9QauLuB8gfvXVV9i2bVujX08roGSTNM4WEkKEw2KxoKamJvb3NTY2xtGjR2FgYIABAwbUWbudYRioqKigf//+8PX1rXF1oKgoKiqiqqoKDMNAQ0MDmZmZGDRoEIBPOUxevXoltlhI49GAn4hVdZ1R4NPT1ZMnTyI2NhZlZWUwNzenL0X/8e2334LNZuPQoUMCxzU0NDBr1iwYGBjA2tq6xteXl5dj9erVCA8PrzVBmzj3TDXHjSMwMBBKSkqwsbFB+/bt8eDBgzozzS9fvrzZ4m8u/fv3x7x58+ptt2TJErDZbIEB/5IlS8AwDHr27AlPT0++LQDx8fFCxyFrdXDNzMwQHByM/v37Y8iQIXV+QQIku9+9sLCQV05J2D9nWgElu2i2kBDSEG5ubrzVXG5ubvXezz58+IDY2FgsW7ZMrEvlORwO0tLSYGFhATMzM+zbtw/t27cHm83Gzp07eUkGheHv7w8Wi8UrV/z5cU1NTYwfPx6KiorN/REIKGkfIVLNysoK8vLyiImJETheUlKC/Px8WFhY1JoIaseOHQgLC8OPP/4IX19frFy5Em3atEF4eDgyMzOxYsUKsT5kcXNzg5WVFWbOnInFixfj9u3bWLp0KdhsNrZt2wYFBQWEhITU2UdDlsUyDCP2pd/Vn2fdunUCxzU1NeHk5MSXhK8uN27cAMMwArkNbty4gZKSEty+fRt37txBUFBQc4Uv1c6ePYsRI0agffv2CA0NrfcL0sSJE0Uaz19//YXk5GS+B5kAsHv3bgQGBvIeso0ePRpbt26td6vJtm3b8PbtW2zYsAEJCQnw8vJCu3bt+FZAubu7i+zzEEIIkV6XL1+Gt7c37t69K7b3TEhIwIsXLzBjxgzk5OTAw8OD9zBdS0sL/v7+QpcvrKtqFAB06NABrq6umDNnTvN+CEIDfiJ69S1VqvZ5FvOxY8fC3d0dcnJyYohQdmVmZiIlJQUTJkyo8byNjQ1mz56NSZMmQV9fH6dPn+ZdmBcvXoxWrVphzZo1You3OW8c0qq+G5qCggImTJiAtWvXSiI80ow8PDzQqlUr7Ny5k3csPj4e8+bNQ9++fTFp0iSkpaXht99+w+LFi+Hi4tKg/u/du0croAgh5Avy6tUrvH79GpqamtDS0uI7V50HqDEVnZoLl8tFRkYGSktL0aNHjwblTMrKygLDMLw8J58fr57EuH37NjZu3NjcYX/xaMBPRM7Pz0+oAT/w6WKWkZGBP//8E25ubli4cKGIo2vZDA0NcfDgQQwaNAiGhobYu3cvzM3NAQBJSUnw8fHB9evXJRZfU24csqikpAR37txBSkoKvLy86mz722+/wcHBodG5CSoqKnDx4kVcv34dOTk5AICOHTti8ODBsLa2lvllc6NGjUJAQECNX3z++ecfeHp6inx1h6WlJX744Qe+lQReXl64cuUK4uPj0b59ewDApk2bcOPGDaquQAghpEbBwcHYu3cv734NAJqamvD09MT06dMlFldSUhLMzc2F/h5PpBPt4SciN3/+/Aa/5siRIzh69OgXP+BPTk6GgYEBWrdu3ajXa2hooLCwEMCn/cHXr1/nDfjT09ObK0yh/ffGwTAMunXrJvY4JKV169YwMzODmZlZvW03b96Mn3/+GaNHj8aUKVMalO327t278PHxQXZ2NrhcLpSVlQF82lceHBwMdXV1bN26lVcV4fr16zA1NW3ch5KQrKwsXnK0/yotLRVLIqH8/Hy+pI1cLhfXrl2Dqakpb7APAEOHDq11sE8roAgh5Mu2f/9+7NixA+PHj4eNjQ3U1dWRl5eH6OhorFmzBu/evcPcuXMlEpu7uzvU1dUxduxY2Nvbw8jISCJxkKahAT+RSqampjh37pykw5C4b7/9FmfPnuXNYoaFhWHkyJFQUVER6vWDBw/GzZs3YWVlhSlTpmDLli149uwZ5OXlERsbC3t7e1GGL0AUN47a8hyMGjWKl9jQxsamye8jbpcvX8Yff/yBM2fO4Ntvv0WXLl0wefJkTJw4sc4cAOnp6XBzc4OWlha2bNmCkSNH8lYJfPjwAZcuXcK+ffswe/ZsnD59Go8fP8aKFStw//59cX20RisrK0NJSQmqF6YVFRUJZOsvKytDbGwsNDU1RR5P+/bt+TLpP3nyBB8+fMDAgQP52ikqKtaaNFOYZE3VqldA7d69G0VFRV/8A1FCCGkJjh07Bnd3d/z44498x62srKCmpoZjx45JbMAfHh6OyMhIREVF4fjx4+jcuTPs7e1ha2uLPn36NLg/LpeLgIAATJs2ja8ELREtWtJPiBRZv349+vbti759+6Jnz54wMDBAWFgYOBwOKisrYWBggNOnTwtdSi83Nxf5+fm8LKpBQUGIjo7m7Qn28vJCmzZtRPmR+Pzzzz+8G8fz58+bfOMAAGdnZ7BYLIHEdc7OzigpKcGTJ0/QtWtXREZGNsMnqF9ycjKCg4ORnp5eYxnEP/74o8F9Pn78GGfOnEFERAQKCwthYWGByZMn8x52fM7X1xepqan47bff0KpVqxr7Ky0thZOTE16/fo23b9/C1dUVP/30U4PjEjd/f38EBAQI1dbb27vebRNN9f333yMvLw9BQUFQUFDAqlWrEBISgoiICOjq6vLanThxAidOnEBUVFSzvG/1CihxJ6QkhBDS/AYMGAB/f39YWFgInEtKSoK3tzdu374tgcj43bt3DxEREYiOjkZubi569uwJe3v7Bj2MaMx3WdJ0NOAnRIr873//w6NHj/D06VMwDIOPHz/C0dERlpaWMDAwwIgRI3DmzJkWcZFsjhuHMMrKynD//n1e+T9Runz5MubOnQszMzMkJSVh+PDhKC0tRUpKCrS0tGBiYoJNmzY1uv+cnBz4+voiOTkZwKcZ5m+++QZz5szhDe4tLCywdOnSeldvREREwNfXF9u2bYOdnV2jYxKnx48f4++//waXy8WyZcvg6emJrl278rWRl5eHrq4u9PT0RB5PamoqpkyZAoZh0LZtW+Tk5MDBwQG//PILXzsnJyfo6uoKVG5orMePH2PZsmUIDQ1tlv4IIYRIzvz589G1a1eBGX4A2LJlC9LT07Fnzx4JRFYzLpeLS5cuYfXq1cjNzW1QCdzKykro6+u3mO+ysoIG/IRIoYqKCjx58gSOjo4wNTVFZmYmXr58CYZhMHr0aIwdOxbm5ub11uVetGgRvv76a1hYWIDNls4dPE25cWRnZ0NDQ0NglhsAPn78iNevXwtkgxWlqVOnYuDAgfD19eW7oWVlZcHd3R2enp4YP358g/rkcrn466+/cObMGVy6dAnKysqYMGECRo8ejYSEBJw4cQKmpqbw8/MDAPTr1w+HDx+u9wHHzZs34erqKlBNQFZ8XqJPkp4/f47Tp0/j/fv30NfXx8SJE/n21r958wZ79uzB+PHj0b9/fwlGSgghRFo8fPiQ93NeXh5WrVoFMzMzjBo1Cmpqanjz5g1iY2Nx7do1rFmzRiqqtJSXlyM+Ph5RUVFISEhAZWUlhgwZggMHDgjdBw34JYMG/IRIkUePHqF37968wTmHw+Et6X/16hVGjBiBMWPG4J9//kFmZiYePXpUZ3+TJk3Co0ePoKKiAhsbGzg4OAjUdJeU5rhx6OnpITg4uMaB1IMHDzBlypQGPUBoqoEDB8Lf3x9DhgxB3759cezYMd7AOzIyEn5+foiOjhaqr8zMTJw5cwZhYWF4/fo1zM3NMXXqVIwaNYrv4U1cXBx8fHx4dXlHjx6Nb7/9Fs7OznX2f/ToURw7dgwXL15s5KeVrJcvX+Lt27c1fmF4+PAh1NTUBEoaEUIIIdKAw+Hw5W/5fDjGMIzA7+L8LvO5yspKJCYmIiIiAvHx8SguLoaxsTHs7OwwduxYdOjQod4+wsLCeD9XVVVh2bJl8Pb2ho6ODl+72kpMk6aTzik/Qr5QU6dOBcMw6NWrF/r27QuGYZCTkwMOh8NLbjJ37lzerHF9QkNDkZ6ejoiICJw/fx4hISHQ1NSEra0t7O3txV7zvrYbx+LFi4W+cXyurueV5eXlYi/zp6ioiKqqKjAMAw0NDWRmZvIG/EpKSg3KHD9mzBh07NgRkyZNgqOjI182+M/16NGD74GHtbU19u7di2HDhtVaASEjIwOBgYH4+uuvhf9wUmb16tX46quvahzwR0REID09HXv37pVAZIQQQkjdjh49KukQhGJubo7CwkLo6elh3rx5sLOza/DD9N27dwscCw4O5ludyTAMDfhFiAb8hEiRlJQU/PPPP/j777/x+PFjcLlceHh4QFlZGf369QPDMHj69Ck4HE6tA8D/6tatG7y9veHt7Y3Hjx/zkuYdOXIEXbt2FchuL0rNceNITU1Famoq7/fr168LDKTLysoQGRmJLl26NEvcwuJwOEhLS4OFhQXMzMywb98+tG/fHmw2Gzt37uQlTxTG3r17YWlpWW/pte7du+PYsWO83z09PREfH4/x48djwoQJGDlyJDp16gTg06z4n3/+ibCwMHTs2BGenp6N+6BS4O7du5g2bVqN50xNTflmFMQlLCyszoSNKSkpYo+JEEKI9GlIqV1JcnZ2hp2dHbp3797oPuLj43k/f/z4EQYGBti3bx8t6RcjGvATIkUUFBRgYGDAm3k/ceIEjh07hoqKCty6dQuJiYlYuXIlNmzYgCFDhvD2bQuLw+GgU6dO0NHRQUBAADIzM0XxMWrVHDeO8+fPw9/fH8CnJ8Lbtm2rsZ2ysnKTEuQ1houLC168eAEA8PHxgYeHB29QraWlxYtbGCNHjuT9zOVykZ+fj/bt29dbwk1ZWRknTpzA6tWrERISgpCQEIE2o0ePxsqVK9GuXTuh45E2xcXFtealYBgGHz58EGs8586dw4oVKzBx4kTcvn0bkydPRlVVFeLj46GsrNzg3A2EEEK+DC9fvsStW7d4kxdaWloYNGiQVGxL8/b2btb+hC1DS5oXDfgJkXJt27YFh8OBiYkJ/P39cfz4cZSXlyMxMVHoPoqLixEbG4vIyEhcuXIFDMNg6NCh9WZyb27NceNwcXHBxIkTweVyYW1tDX9/f4GM7PLy8tDQ0BD7jeXzpDodO3ZEaGgoMjIyUFpaih49ejR4i0FiYiL8/f3x8OFDfPz4EWw2G/r6+vDy8sKwYcNqfZ26ujr8/f2RnZ2N5ORk5OTkAPi/LxHiTGQoKrq6uoiNjcXw4cMFzsXFxTXpoVJjHD58GPPmzcOcOXMQEhICJycn6Ovro6ioCO7u7lBSUhJrPIQQQqTbmzdvsGbNGsTGxqKqqorvnJycHMaMGYMVK1ZATU1NQhF+UlVVhWvXriEtLQ3l5eV85xiGgaura4P6o0G/+NGAnxAptmnTJt7grPoCyWKxMGjQIKHKzF24cAGRkZFISEhAeXk5TE1NsWrVKowZMwbKysoijb02Tb1xtGvXjjczHRcXBw0NDbHv1a9NUlISzM3NeX9XDMPUuo++PmfOnMHy5csxaNAg/PTTT7ysvTExMZgzZw7WrVsHR0fHOvvQ1tZusTPLLi4uWLJkCeTk5DB58mRoamri9evXCA0Nxe+//46NGzeKNZ6MjAwYGxuDxWKBxWKhqKgIwKcHdt999x02btyIWbNmiTUmQggh0undu3dwcnLCy5cvMXnyZFhZWfFtv7t06RLCwsLw+PFjhISESOw7W25uLmbOnImMjAy+ZIKfD9obOuCnfPHiR1n6CZEhN27cgL6+vtCzhRwOB0ZGRrCzs8O4ceOgrq4u4gjrJsyNozGZaJOSknD37l3k5uZCQ0MDhoaGsLCwaLa4hcXhcKCuro6xY8fC3t4eRkZGje7LysoKQ4YMqXHgunTpUly/fp1vX1y1iooKlJWVoW3btnzHc3NzcejQIaSmpkJDQwPTp09Hv379Gh2fNDhw4AACAgJQWlrKO9aqVSt4eXlh9uzZYo1l2LBh2LhxI4YNGwYrKyu4u7tjxowZAICYmBgsWbIEt2/fFmtMhBBCpNPPP/+Mc+fO4fjx4+jRo0eNbdLS0uDs7Iyvv/4aP/30k5gj/GTRokXIysrCrl27YGlpiZCQEKirqyM8PBxhYWEIDAxE165dJRIbER7N8BMiQxqa5CUuLk7o5H7isHnzZrRv3x5Hjx6t9cbRELm5uZg/fz7u3LkDFRUV3iz4u3fvYGRkBD8/P151A3EIDw/nJUU8fvw4OnfuDHt7e9ja2qJPnz4N6uvt27ews7Or8ZydnR3Onz9f47nNmzcjMTGRLxljfn4+Jk6ciLy8PKioqKCoqAh//PEHgoODBbZDyJLZs2dj+vTpSElJwbt376CqqooBAwYIPOwQBwMDAzx58oQ34A8ICACXywWbzUZgYGCTHv4QQghpWS5evIh58+bVOtgHPiXlnTt3Lo4cOSKxAX9ycjKWL1/O911KW1sbHh4e4HK5WLt2bYPKKRPJqDv9MyFErNLT0zFp0iQkJCTU2iYhIQGTJk3C8+fP6+1Pmgb7wKcbh5ubW403jvHjx2Pt2rUN6m/VqlV48eIFgoKCcP36dURFReH69es4fPgwXrx4gdWrVzfzJ6hb7969sXDhQly8eBEhISEYNWoUzp49iwkTJsDBwQH79+8Xui9DQ0M8fPiwxnOPHj2qdXb+5s2bAsv4Dx8+jLy8PKxbtw7Xr1/HX3/9ha+++qpB8Uirtm3bYvjw4XBwcMCwYcMkMtgHPpXLrN5+8/3338PQ0BAbN27E6tWroaam1uB/24QQQlqu6pLL9dHT08Pr16/FEFHN3r9/jw4dOkBOTg5t27bFmzdveOeMjIxw69YticVGhEcDfkKkyKFDh9CmTRu+5G//ZWlpCSUlJRw8eFCoPpOTk+Hr6wtHR0c4ODgI/E+cmvvGceXKFfj6+mLIkCF8x83MzODr64ukpKRmibsx+vfvj2XLliEhIQEBAQF49+4ddu7cWedrCgoKeP/z8fFBcHAw/P398fjxY7x+/RqPHz+Gn58fgoOD4evrW2MfL1++FJi1r05iN2XKFACAmpoa3NzccO/evWb5rJLy9u1bbN26FS4uLrCxscHTp08BAEeOHMGdO3fEGouRkRFsbW0BfKqUsHfvXty5cwc3b97E77//LvYSkYQQQqSXioqKQEnhmrx8+VJi+/cBQEdHh/fAoWfPnjh37hzvXGxsLFRVVRvUX1VVFb799lukp6c3Y5SkPjTgJ0SKJCUlYfLkyfW2mzx5slBZ+i9fvgwXFxfk5+fjwYMH6NSpE9q3b4+0tDSUlJTwyv+JS3PfOJSVlaGiolLrOUmWnSsvL0d0dDQWLFiAhQsX4u3bt/XmFRgyZAjMzMxgZmaG6dOnIysrC/7+/pg4cSIsLS0xceJEBAQEICsrC9OnT6+xj4qKCrRq1Yr3e2FhIZ49eybwUKRLly58D1xkzcOHD2FjY4OoqChoaWkhMzOTlwQyJycHQUFBYo0nJCQE79+/5zumoKAgsRUHhBBCpJepqSkOHjyIsrKyWtuUlpbi8OHDAvdvcRoxYgRv8sTT0xOxsbEwMzPDsGHDcPLkScycObNB/XG5XNy4cUPspXO/dLSHnxApkpOTI9RMoI6ODq/UWl38/Pzg4uICX19f6OvrY8GCBdDX10dWVhbc3d3FfhOpvnHY2trC09MTXl5eMDMzA5vNRl5eXq2z1rVxcXFBYGAgBg8ezJfIsKioCL/++iu+/fbb5v4IdaqsrERiYiIiIiIQHx+P4uJiGBsbY/HixRg7diw6dOhQ5+s3btzY5HI1Xbt2xZ07d2BmZgYAvAdD1b9XKygokOisQVNt2rQJRkZG2LNnDxiG4Xt4ZGhoWGuOA1FZu3Yt1q1bBwsLCzg4OGDUqFF8D14IIYSQal5eXpg8eTIcHR3h6emJESNGoE2bNgA+lVL+888/sXfvXmRlZWHbtm0Si3PRokW8ny0tLfHbb78hNjYWpaWlMDc3r3NFKpEeNOAnRIooKSkhPz+/3nYFBQW8G0NdUlNTsXDhQsjJyYFhGJSUlAD4tLd//vz58PPzE2vZtv/eOE6ePInY2FiUlZU16saRnZ2NrKwsWFpawtTUlJe07/r161BSUkJOTg7Wr1/Pa798+fJm+yw1MTc3R2FhIfT09DBv3jzY2dlBS0tL6NdPmjSpyTE4Ojryvhyoq6tj7969UFNTE6hXf/369TqTBUm7+/fvw8/PD/Ly8qisrOQ716FDB7GvXkhKSkJMTAwiIyPx448/QlFREVZWVrC3t8ewYcPAZtPtlhBCyCc9evRAYGAgfHx8eN+Nqh/CFxYWgsvlQlNTE4GBgejevbskQ+XTr1+/Zqnw09TJDdIw9A2EECliYGCAqKgojB49us52kZGRQi3HV1RURFVVFRiGgYaGBjIzMzFo0CAAnx4uCLN/TJT69++P/v37N/r1ly5dApvNhrKyMl85v+qb5udl6xiGEfmA39nZGXZ2dhK9OTs5OSE1NRUBAQH4+PEjtLW1sX37doFl/ufOncOcOXMkFmdTtW7dmlfr/r+ys7MbvD2kqVRUVDB16lRMnToVubm5iIqKwvnz5+Hp6QkVFRXY2NhQ4j5CCCE8JiYmiI2Nxfnz55GcnMxbudmxY0eYmJhg3LhxUFRUlHCUTbd06VKBY35+fgL36U2bNokpoi8PDfgJkSJOTk7w8vKCrq4uPD09wWKx+M5XVVVhz549iI6ORkBAQL39cTgcpKWlwcLCAmZmZti3bx/at28PNpuNnTt3onfv3qL6KDwDBgwQ6kkuwzBQUFCAtrY2xo4dC3d3d8jJ1Z1mpKY69JLk7e3dbH1ZWVnV++cWFxcncIzFYmH16tVYsmQJiouLa9xG0KZNG8TExMj0/vKhQ4di7969MDMz4z3gYRgGpaWlvLKPkqKhoQEXFxe4uLggMTERy5Ytw++//04DfkIIIXwUFRUxYcIETJgwQdKh8IjyexuXy+X7LxEPhkt/4oRIla1bt+LAgQNQV1eHmZkZr9TXy5cvcfXqVeTl5cHd3V2o/e4JCQl48eIFZsyYgZycHHh4ePBmwrW0tODv7y/yxH1+fn5CL90qLS1FRkYG/vzzT7i5uWHhwoUijU0UqqqqcO3aNaSlpfGSyFVjGAaurq5C9bNhwwaBP7fCwkLcuHEDADB69Ogan5p/KXJycvDNN9+gqKgIpqamiI2NxbBhw/Dvv/+CYRiEhIRATU1NIrG9evUKkZGRiIyMxN9//82b4V+zZo1E4iGEEEKEJcrvbR8/foSBgQHOnDkDfX395giXCIEG/IRIoYSEBBw6dAi3b9/mDRoVFRVhbGwMV1fXRs9ecrlcZGRkoLS0FD169ICCgkJzht1sjhw5gqNHj9Y4g33hwgUMGTIEysrKuHDhQr19jRkzRhQh1ig3NxczZ85ERkYGGIbhPcH+/Mb5+daDxigvL4eXlxeGDx8OZ2fnettnZ2eDYRh06tRJ4LiysrJMz/IXFhYiKCgIV65cQX5+PlRUVGBmZoZZs2aJfUn/27dvcf78eURGRuLOnTto1aoVrK2tYWdnBwsLC9rDTwghpFZLly4Fm83GunXrBI5rampixowZ0NTUlFB09avre9vnKisroa+vTwN+MaMBPyFSrLKyEgUFBQAAVVVVgSX+LdXjx4+xbNkyhIaGCpzjcDgICQlB//79weFw6uyHYZgmD7AbYtGiRcjKysKuXbtgaWmJkJAQqKurIzw8HGFhYQgMDETXrl2b/D4JCQlYtWoV/vzzz3rbcjgcsNlsPHjwQOC4oqIiHB0d8d133zUouSARpK+vDxaLBUtLS9jZ2WHkyJEtYu8lIYQQ0avrXg18KvM6YcIEqd0aVtf3ts/RgF8yaMqBECnGYrEavCxZmFlvgH/vVa9evRoTnshwOJxabxpxcXHQ0NDg/SxNkpOTsXz5cl58AKCtrQ0PDw9wuVysXbsWBw4caPL75OfnC13D1svLq8Y9dV5eXigpKcHdu3dhb2+PmzdvNjmuL9n69esxevRomV4xQQghRDIeP35c6/GSkhLcuXMHKSkpYo7qk+TkZDAMw0v6/PlxNTU19OjRo87vbZ9jGAYmJiZ8pZSJ6NEMPyFSTJiL7H/VN+v9XwzDoEePHti/fz90dHSaFK84lZWV4eTJk7CwsBBL8kFhDBgwAL/++isGDRqEQYMG4ZdffsHIkSMBAFevXsW8efNw+/Ztofqq6cFNRUUFUlNTceLECQwePBh+fn7NEndFRQXk5eWbpS9RcnBwwLZt29C7d284ODjU2ZZhGKioqKB///747rvvxL7EnxBCCGkJ6lp9wDAMhg8fjnnz5sHQ0FBCEZL60Aw/IVLM2dm5xouss7NzrRfZhsx6l5aWIj09HTt37sTatWsRGBjYbLGLmqKiInbu3ClVS8J0dHTw+vVrAEDPnj1x7tw53oA/Nja2QYPO77//vsbjbDYbY8aMEarEYFhYGCwtLdG+fXuBcwUFBfjzzz8xYcIEmRjsA5/KVrZu3RrApyX09SUV+vDhA06fPo20tDTs2bNH5PEVFhYiJiamxoSNAEReFpIQQojsGTVqFAICAmqcsPnnn3/g6ekp0RWNGzdurHGl4KZNm1BcXIy7d+/C19cXFy9e5Dufnp4OHx8fLFiwoNbcUwkJCdi1axd27dqFLl26iCR+QjP8hEi10NBQyMnJCZRrOXv2LO8ie/v2bYGLbEPFx8dj6dKluH79epP6Ebfp06fj66+/hpOTk6RDAQBs27YNb9++xYYNG5CQkAAvLy+0a9cObDYbeXl58PX1hbu7u1B9ZWVlCRxTVFSEmpqa0Nlz9fT0EBwcjP79+wuce/DgAaZMmSLWHAeSEBsbi59++knkSyHT09Mxffp0lJeXo6SkBB06dMC7d+/w8eNHqKiooG3btlK3BYUQQojkfZ6b6L/u3buHb775Bg8fPpRAZE2zcuVKPHv2DMePH6+znbOzM3R1dbF69WrxBPYFohl+QqTYpEmTajw+ceJEAMCMGTOa5X369++PefPmNUtf4rRs2TL8+OOP6NChAywtLXmzv5KyaNEi3s+Wlpb47bffEBsbi9LSUpibmzeoukLnzp1rPffs2TP8+uuv2LRpU5191PU8t7CwsMXsoeNyucjPz0f79u0FHoYMHjwYW7ZsEXkMmzdvhqGhIXbt2gUjIyMEBgaCw+EgKioKO3bswK5du0QeAyGEENlQVlaGkpIS3n26qKiIl6T58zaxsbFSnZ2/LklJSfD29q633eTJk+Hv7y+GiL5cNOAnpIWrr9SLk5MTOnbsCBcXFwlF2HguLi6oqKjg1X1t1aoV34CPYRjcunVLUuGhX79+6NevX4NeU1lZiQcPHiA7Oxs6Ojp8r7937x7279+PS5cuQUlJqcYBf0JCAi5fvsz7/dChQ1BXV+drU1ZWhmvXrkFPT6+Bn0i6JCYmwt/fHw8fPsTHjx/BZrOhr68PLy8vDBs2DACgrKwMa2trkcdy7949bNiwgVfqsqKiAiwWCw4ODsjPz8f69etx6tQpkcdBCCFE+v36668ICAgA8Om7Sl2r/4QZNItDcnIy9PX10aZNG6Ha5+TkCLVMX0dHBzk5OU0Nj9SBBvyEyICGXmQ/d/bs2RoH/GfPngUAHD58WKpLvdTFzc1N6OXtsuDVq1eYO3cu/vnnH3C5XDAMA0tLS2zbtg0rV65EVFQUlJSUMGfOHMyaNavGPtLT0xEfHw/g05eImzdv8gah1eTl5dGrVy/4+PiI/DOJypkzZ7B8+XIMGjQIP/30E9TU1PDmzRvExMRgzpw5WLduHRwdHcUWT3l5Odq2bQs5OTmoqKjwcjkAQK9evWrNwEwIIeTLY21tjc6dO4PL5WLZsmXw9PQUKNsrLy8PXV1dqXg4X1lZiW+//RanT58WOneSkpIS8vPz621XUFDQqO+3RHg04CdEyjXmIvs5aS710lTz58+XdAgYMGCAUA8dPi+DOHbsWLi7uwskwdm5cyeeP3+OH374AXp6esjKykJgYCAcHR2RlpaGmTNnYv78+VBRUan1fVxcXHirNaysrLBnz54GV26QBQEBAZg4cSI2btzId9zZ2RlLly7Fnj17xDrg79atG7KysmBiYoK+ffvi5MmTMDc3B5vNRnBwsMwuySSEENL8OBwO795c/XC/Q4cOEo6qbg1N+2ZgYICoqCiMHj26znaRkZEwMDBoSmikHjTgJ0QGiCq3ZuvWrWFmZgYzMzOR9C9qRUVFKC4urnEw9fr1aygpKYl8n3pDVhmUlpYiIyMDu3fvRlFREW8rQrUbN27g+++/h6urK+9Yr169MHPmTMydO1egfX2qZ/pbordv38LOzq7Gc3Z2djh//rxY47Gzs+M9XFuwYAHc3d0xePBgMAwDLpeLzZs3izUeQgghsqE6L9P79+/x5MkT5ObmQkNDA3369EG7du0kHF3jOTk5wcvLC7q6uvD09ASLxeI7X1VVhT179iA6Opq3vYGIBg34CWnhsrOzoampCTa75f3fffny5VBSUsKGDRsEzvn5+aG4uBjbtm0TaQyNWWVw5MgRHD16VGAAn5OTI7Dnv/r3hiT8+9zbt29x5MgR3L17l/clwtDQEC4uLlI/m1AXQ0NDPHz4EBYWFgLnHj161ODcCU31+RYLIyMjRERE4K+//kJZWRmGDBmC3r17izUeQgghsqGqqgo7d+7EsWPHUFJSwjveunVrzJw5Ez/88IPAYFkcsrOzeT9XVlYCAPLy8viOA4C2tnaNrx81ahRmz54Nf39/nDp1CmZmZry2L1++xNWrV5GXlwd3d3dYWVmJ6FMQgAb8hEilpl5kPzdq1CicPXuWt3SsKfkApM3NmzexatWqGs9ZWlpizZo1Yo5IOKampjh37pzA8crKSsjLy/Mdq35Q06pVqwa/z927dzF79mxUVVXB3Nwc3bp1w5s3b3D8+HEcP34chw4dgqGhYeM+hAR8nsHYx8cHPj4+KC8vh7W1NTp06IC3b9/i4sWLCAsLw/bt2yUXKIBOnTph2rRpEo2BEEKI9NuyZQuOHz+OOXPmwMbGBurq6sjLy0N0dDR+/fVXVFRUYMmSJWKPy8rKSmAFo4eHB+/n6lxDdZX39fX1hYmJCQ4dOoSYmBiUl5cD+FRm2NjYGOvXr2/0hAYRHsMV1VphQkijcTgcvots9UX1v7/XdJENCgqCnp4e+vbti3bt2oHD4SAsLAwcDgeVlZUwMDBodD4AadOvXz/s378f5ubmAueSkpLg4eGB+/fvizWm5ORkMAyDQYMGCRxXU1NDjx49an0th8PB2LFj+bLqc7lcnDhxAra2tgIz8suXL68zlkmTJkFRURG//vor2rZtyzv+/v17fPfdd6ioqMCZM2ca8vEkqqb/XwCo9VhdX0Kaw39LKNWmOn+DpMtGEkIIkT6mpqZwd3fHnDlzBM7t378fhw4dwvXr18UeV1ZWFu/nyspKjBkzBvv27UOvXr342tVVRvhzlZWVvPumqqqqRFYtfKlohp8QKRQXF8f7ufoiu3fvXoGLbE3+/PNP7N27F4WFhdDW1gbDMLh48SIAoEePHiLLByAJXbp0wZUrV2oc8F+9elXom1BzcnZ2BpvNxoMHDwSOMwyD4cOHY968eTXOrGtra+PevXs1Hr9z5w7fMYZh6h3w//vvv9i1axffYB8A2rVrh++++67BOQEkbePGjVJVlWHIkCENikdFRQVjx47FkiVLGrVigxBCSMtTWVlZ6ySMvr4+b6WnuH3+Hao6Bg0NjUZ/t2KxWFBTU2uW2EjD0ICfECnUlItsUFAQAODFixd4+PAhFixYgKioKAQGBoLNZoNhGJw9exYfP35E//79pWoA1VBTpkzBtm3boKKigsmTJ/OWdYeGhiIoKEgiZec2btwokH0fADZt2oTi4mLcvXsXvr6+vIcwn2vuJHtfffUVCgsLazz3/v17oerjSpNJkyZJOgQ+DXkAUVpaivT0dISGhgIAVq9eLcLICCGEyAobGxtERkbWmJMmMjKy3iz3hNSHlvQTIuWqn/yeOXNGqGX479694yvbVr2kv0ePHrh37x5mzpwJIyMj/PPPP5CXl5fIMrHmwuVysXbtWpw6dQrAp6fH1Q9Ipk+fXuv+/i/FX3/9hbVr12Ljxo0YPHgw7/j169fxv//9DytWrJDZvXPl5eV4+PAhXr16BQDQ0tKCvr4+FBQUJBxZ3c6cOYPdu3cjISFB0qEQQgiRAmFhYdixYwe6du0Ka2trqKmp4c2bN4iNjUVmZiYWLlzIl3dpzJgxYo+xod9FiXShAT8hUq6hF1kOhwNtbW3o6+ujb9++2L17N37//XcYGBjw9dW7d2/cvn2bbyAoq9LT03Ht2jUUFBRAVVUVQ4YMQbdu3SQdlsQ5ODjg9evXKCwsRLt27dC+fXvk5+fj/fv3UFZW5itnyDAMwsPDJRitcMrKyrBz506EhISguLiYb89+mzZtMH36dHz//fdQVFSUcKQ1S0tLw7Zt2+Dv7y/pUAghhEiB6qTKwhBHfpra3LhxAwYGBi0i6fOXhgb8hMiAhlxkMzMz8ffff+Pvv//G48eP8eeff4LNZqNXr17o378/QkJCcOjQIZiZmYkh8i9Xc1RDsLKygry8PGJiYviOjxo1ChoaGpg1axZsbGxqff2SJUsatGVj06ZNjY5VHMrKyuDi4oI7d+7A3NwcVlZW6NSpE4BPJX4uXbqEpKQkGBkZ4ciRI2If9IeFhYFhGIwfP17guLq6OoYOHSrWeAghhEi/z5PjCUMS+YmIbKMBPyEtHIfDwY4dO/Dhwwfcvn0bZ86cAcMw6NGjB4YPH47FixdLOsQGqaioQFlZmUAiutzcXBw6dAipqanQ0NDA9OnTxV6LvVpzVUNwdnYGi8Xi5WX4/HhJSQmePHmCrl27IjIysokRy4aAgAAcPHgQe/fuhampaY1tbty4AU9PT8yePRuenp5ijY/D4dSYsLG6ukDPnj3h6ekJW1tbscZFCCGEkC8XDfgJaeE+L8v38eNHGBgYYP/+/cjPz0dSUhJ++eUXSYfYIOvWrUNiYiLfrHd+fj4cHByQl5cHFRUVFBUVgcViITg4GHp6emKPUVx73crKynD//n2BEoAtla2tLcaPH4+5c+fW2W7fvn0IDw9HVFSUmCL75MaNG2AYBiYmJgLHS0pKcPv2bdy5c0fgAQ4hhJAvS0FBAZSVlSEnJydUiVdVVVWRx1QXLpeLgIAATJs2DRoaGhKNhTQcZeknRMo19SLr7e3Ne1318m51dXVYWlpiwoQJzRmqWNy8eVNgyfThw4eRl5eHdevWYcqUKXjz5g1cXV2xf/9+7Ny5UzKBNlF2djY0NDQgLy8vcO7jx494/fo1tLW1BQb769evh5ubG7S1tbF+/fp636e+0n7S5MWLFzA2Nq633cCBA7F3714xRMSvtnwY1cdlNUEiIYSQ5mVmZobg4GD0799fqBKvktq3X62qqgoBAQEYOXIkDfhlEA34CZFyTb3Ient7835msVjYtGkTdHR0mjNEsXr58qXArH1cXBy6d++OKVOmAADU1NTg5uYGPz8/scWVnZ3N+7m6UkBeXh7fcQDQ1tYWqr9Ro0bxvgz81+PHjzFlypQavwDEx8fD0dER2tra9Zb5YxhGpgb8rVu3Rn5+fr3t8vPz0bp1azFERAghhDTcxo0beaVxpT1/TjVaFC67aMBPiAxozovsxIkTm60vSaioqECrVq14vxcWFuLZs2eYPn06X7suXbrgzZs3YovLyspK4Am9h4cH72cul9ug7Lp1/Z2Xl5fXWn7u80F+fQN+WTNw4EAcP34co0ePrnU2hMvl4sSJE0KtBBCVsLAwjBw5kq88JiGEEFKt+rvYx48f0bt3b3Tq1AkdOnSQcFSkpaIBPyEtzOvXr7Fu3TpMnToVw4YNq7HN5cuXERISgtWrV0NNTU3METZN165dcefOHV6VgcTERAAQqDpQvT9OXOLi4ng/V1ZWYsyYMdi7dy969eoldB+pqalITU3l/X79+nVenflqZWVliIyM5M0M1KasrAwLFiyAu7u7wJ5yWTV37lzMmDED7u7uWLBgAQwNDfnO37t3D7t27cKtW7dw8uRJicRYWVmJpUuX4vTp0zTgJ4QQUic5OTlMmzYNgYGBMDc3l3Q4fMLCwng/V1VVAQAuXbqEp0+f8rWTxe2hXxoa8BMihZpykT18+DCeP39eZwmwoUOHYvv27Th8+DB8fX2bJWZxcXR0xLZt2wB8ykWwd+9eqKmpYfjw4Xztrl+/jh49eogtrs/L5FQv6dfQ0GhQ+Zzz58/z6rMzDMP7nP+lrKxc7xJARUVFJCcnw9XVVej3l3aGhobYsmULli9fjunTp0NFRYW3RSI7Oxvv3r1Dq1atsGXLlhq3QogLLXskhBAiDDk5Oejo6ODdu3eSDkXA7t27BY4FBwfz5RZiGIYG/DKABvyESKGmXGQvXboEV1fXOhPAMAyDadOm4ciRIzI34HdyckJqaioCAgLw8eNHaGtrY/v27QLL/M+dO4c5c+ZIMNKGc3FxwcSJE8HlcmFtbQ1/f3+BfAXy8vLQ0NCoN8EPAFhYWCApKQlDhgwRVchiZ2tri0GDBiEkJAQ3b95ETk4OgE/VKExMTDBlyhRoampKOEpCCCFEOB4eHtizZw+MjY3RsWNHSYfD8/m2wOoqT/v27RNp9SEiGjTgJ0QKNeUim5WVhZ49e9bbTldXF1lZWU2KUxJYLBZWr16NJUuWoLi4uMY9b23atEFMTAzatm0rgQgbr127dmjXrh2AT1sENDQ0at2rL4zJkydj5cqV+PDhAywtLaGmpibwoEAWb9yampp8ySglLTk5mfdz9eqOR48eobi4mK9dS9laQQghpPlER0cjPz8f1tbW6NOnD9TV1fnOMwwjkcoz/42ByC4a8BMi5Rp6kVVUVERRUVG97YqLi5s0mJS0Vq1a8c3qf47NZqN9+/Zijuj/sFgsHD16FN27d290H9VbAZKSknD37l3k5uZCQ0MDhoaGsLCwEKqP6nr1J0+exMmTJ/n+LTU0iSCpnbOzs8CxFStW8P1Of9aEEEJq8uHDB77vCx8+fJBgNLWjQb/sogE/ITKgIRfZPn36ID4+HiNGjKizXVxcHPr06dPEyCSvqqoK165dQ1paGsrLy/nOMQwjsT3stdVkF1Zubi7mz5+PO3fuQEVFBWpqanjz5g3evXsHIyMj+Pn51Vum8ejRo02KQdr5+/uDxWLB09NT4LimpibGjx8PRUVFkcfx+PFj3s/VK3LOnDkjk6snCCGEiNexY8ckHYJQKD+N7KIBPyEyoCEXWUdHRyxfvhwDBgyotQRfWFgYQkNDsX79+uYKUSJyc3Ph7OyM9PR0MAzD+3P6/AGJrCatW7VqFV68eIGgoCC+PfhXr17Fjz/+iNWrVyMgIKDOPpr60EHa+fv7g81m1zjgB4CdO3fC1dVVrLkcaAaEEEJIS8NisfgebhPZQgN+QqRcQy+yEydOxOXLl7F06VIcP34cw4YNg7a2NhiGQXZ2NhITE/HgwQPY2trKfGbVzZs3Q1VVFQkJCbC0tERISAjU1dURHh6OsLAwBAYGSiQuLpeLgIAATJs2rd5Z+NpcuXIFq1evFki4Z2ZmBl9fX6xevbrePh4/foycnBxYWloKnEtISEDHjh3B4XAaFZ80iIuLq3GAHRcXh5KSEty+fRu3b9+WQGSEEEKIcHbs2IH8/HysXbtW4NzKlSuhpqaGBQsWSCAy0lLISToAQkjz2759O1asWIHCwkLs27cPK1euxIoVK7B37168e/cOK1asqLXkmyxJTk6Gm5sb36BaW1sbHh4eGD9+fI03T3GoqqpCQEAAXr9+3eg+lJWVa63jrqyszEvuV5eNGzfWOuC9d+8efv7550bHJw06d+7MK8v33+M9e/bElClTsHHjRglERgghhAgnIiICxsbGNZ4bOHAgIiMjxRrP+/fvsXnzZly7dq3WNteuXcPmzZuFyhlFJI8G/IRIkea8yM6YMQMXL15EQkICQkJCEBISgoSEBFy4cAFOTk7NHbpEvH//Hh06dICcnBzatm2LN2/e8M4ZGRnh1q1bEoutqXvdXFxcEBgYKJC8p6ioCL/++iu+/fbbevt4/PhxrV8ijIyM8OjRoybFKEnffvstUlNTazyXlpYm1J+PKLBYLMTFxaF3794SeX9CCCGy5fXr1+jUqVON57S0tPDq1SuxxnPkyBHExsbW+v0BAIyNjREfHy8z+Qe+dLSknxApUn2R9fHxqbWNsbExVq5cCRUVFYG9yzXp2LGjVNV1bU46Ojq8WfSePXvi3LlzGDlyJAAgNjYWqqqqEoyuabKzs5GVlQVLS0uYmprykvZdv34dSkpKyMnJ4cvBsHz5coE+ysvLUVFRUWP/5eXlKCsrE1n8onbjxo1aMxkXFRXh5s2bYo7o/1RXWCCEEELq06FDBzx9+hSmpqYC554+fVrraj9RuXDhAmbOnFlnJScFBQU4OTnh7NmzQn0XJZJFA35CpIgoLrLZ2dlgGEbg6XF2djaUlZVlrlb950aMGIGkpCTY2trC09MTXl5eMDMzA5vNRl5eHnx9fcUWS1hYGO/nqqoqAMClS5fw9OlTvnbC5k24dOkS2Gw2lJWV+cq5KSsrAwDi4+N5xxiGqXHAr6enh3PnzmHUqFEC586dOyfT+/frcvv2bXTo0EHSYRBCCCH1sra2hp+fH/r374/+/fvzjt+7dw8BAQEYN26cWOPJyMhA3759622np6eHnTt3ij4g0mQ04CdEiojiImtlZQU2m40HDx4IHFdUVISjoyO+++47aGlpNSZkiVq0aBHvZ0tLS/z222+IjY1FaWkpzM3Na0xWJyq7d+8WOBYcHAx5eXne7wzDCD3g/3xA31hz586Fp6cn5syZg0mTJkFTUxOvX79GaGgoEhMTsWfPnia/hzjt378f+/fvB/Dpz9LFxUUgaV95eTkqKysltm2Fy+Vi2bJlmD9/fo35BQghhJDP/fDDD0hJScG0adOgq6vLu1enpqZCT08PCxcuFGs8cnJyAmWOa1JRUUGVaWQEDfgJkSKiuMh6eXlBTk4wXYeXlxdKSkpw9+5d2NvbS3QJdHPp168f+vXrJ5H3/nyAXl2Lfd++fRKtxT5ixAhs27YNW7ZswQ8//MArXailpYWtW7dixIgREoutMQYMGAA3NzdeFQQ7OzuBB1Xy8vLQ1dXlbe0Qt6qqKoSFhWHmzJk04CeEEFKvdu3aITg4GGFhYbh27RoKCgrQu3dvuLi4YPz48XWu+hSFHj164MqVKxg6dGid7ZKSktCjRw8xRUWaggb8hEgRUVxk58+fX+/x2vZ5S7sRI0bA1tYW9vb2Qq2MEJfGPvG+cOEChgwZAmVlZVy4cKHe9mPGjKm3ja2tLWxtbfHs2TMUFBRAVVVVZm/QgwcPxuDBgwF8+jOeMmWKVOanaGrCRkIIIV8WBQUFTJ06FVOnTpV0KHBwcMCOHTswfPhwgdLA1a5fv47ffvutzpxTRHrQgJ8QKSKpi+zny85lybhx4xAVFYXDhw/jq6++gr29Pezs7NC9e3dJh9aoQf/333+PkJAQ9O/fH99//329/X++t78+sjrIr423tzfv51evXuH169fQ1NSUya0phBBCSLVLly4hNTUVGhoasLa2hpKSkljff8aMGYiLi4O7uzusra0xdOhQaGtrg2EYZGdnIzExERcvXsTAgQNbTNWnlo7h0lQEIVKjoqICbm5uSElJqfcie+jQIbDZwj+zy87OhqamZoNeIyuSk5MRGRmJCxcuID8/H3p6erzBvyRmgCsrK6Gvr48zZ840aEl/VlYWNDQ0oKCggKysrHrb15QNPiMjA6mpqbCysuI7fvnyZezYsQPPnj2Duro6XF1dMXPmTKFjk0bBwcHYu3cvcnJyeMc0NTXh6emJ6dOniy0Of39/3s/V2w2mTp0KTU1NvnafP6QghBDy5Tpy5Aj+/PNPHD58mHessrISs2bNQnJyMm+lWOfOnREcHAx1dXWxxldeXo6dO3fi1KlTKC4u5k1icLlctGnTBt988w0WLFgg9u0GpHFowE+IlBHFRbayshIGBgY4ffq0RPeUi1plZSWuXr2KyMhIxMbGori4GA8fPpR0WA1WVlaGkydPwsLCosH13H/88UdkZ2fjxIkTvGNPnjyBo6MjFBQUYGFhgfT0dDx9+hR+fn6wtrZu7vDFYv/+/dixYwfGjx8PGxsbqKurIy8vD9HR0fjjjz/www8/YO7cuWKJxdnZme/35ORk9O3bl29WhmEYHD16VCzxEEIIkW5OTk7o27cvX4Wd48ePY/369Zg0aRJcXV2RlpaGVatWYfz48Vi6dKlE4iwrK8ODBw94D9Y7duwIAwMDKCoqSiQe0jgtb6qPEBmnoKCAn376CQsWLGjWi+yX8GyPy+WioqIC5eXl+Pjxo8x+ZkVFRezcubNRD2fu3r2Lb7/9lu/Y8ePHUVVVhRMnToDD4YDL5cLT0xNHjhyR2QH/sWPH4O7ujh9//JHvuJWVFdTU1HDs2DGxDfiPHTvG+7k6YeO6deta9MM1QgghjZeeni6wyu78+fNQV1fHunXrwGKx0Lt3b2RlZeH333+X2IBfUVERAwcOlMh7k+YjmLqbECIVqi+y1UnXBg4cSE9Ua8DlcnH16lUsX74cFhYW8PT0RGZmJhYsWIA///xT5O///v17bN68GdeuXau1zbVr17B582YUFRUJ3a+enh7+/fffBseTm5sLXV1dvmN//vkn+vfvDw6HA+DTbLOjoyPS0tIa3L+0+PDhA8zNzWs8N3ToUHz48EHMEX1CJYoIIYTUp6ioCBoaGrzfy8vLcffuXZiZmYHFYvGO9+3bF69evZJEiKQFoQE/IV+QljYYWb9+PYYNG4ZZs2bhzp07cHV1xYULF/D777/D1dVVYA+1KBw5cgSxsbEwNjautY2xsTHi4+P5ZoLrs2zZMhw5cgTR0dEoKSkR+nWKiop8pR2zsrKQm5sLExMTvnaqqqp4//690P1Km6FDh+LKlSs1nktKSoKZmZmYIyKEEEKE06lTJ76H7ikpKfj48SOvEk21jx8/SnyfPIfDgYGBQY3Hhw4dikOHDjXoewoRP1rST4gU43A4YLPZePDggcBxdXV1uLm54ZtvvkHr1q1rfO1/B/iTJ08WaNeQTO/S5tKlS5g0aRLs7OzQp08ficRw4cIFzJw5s84bsoKCApycnHD27Fl4enoK1a+LiwsqKiqwcOFCAECrVq34/j4ZhsGtW7cEXterVy/ExMTA0tISAHDx4kUwDINhw4bxtcvOzhZ7EqDm5OjoiFWrVuHt27cYNWoU1NTU8ObNG8TGxuLatWtYs2YNX/4GcS2vZxgG2traEv+CRgghRHpZWlpi37590NXVhYaGBgICAqCgoCCQcPfevXvQ0dGRUJSfTJgwgW/VwefHS0pKcOzYMQQGBta50pFIFiXtI0SKLVmyBCwWCxs2bBA4XlJSgnv37qGkpKTGi+yNGzd4P1dnfl2zZo1Aybr/Pk0mDWNoaIhff/213j/H69evY+7cubhz545Q/fr5+dW7IqOmrO8JCQmYO3cuhgwZAg0NDcTExKB37944ffo0X7uFCxeisrISu3fvFioeaVO9PaEawzB8ORs+T3bZ0BKGhBBCiCgVFBTg22+/xdOnTwF8umctXbqULwlsZWUlxo4di7Fjx2LRokWSClUoL1++RKdOnSQdBqkFDfgJkXHCXGQbWyZOlpSUlKCsrEzguKqqqkjfd8CAAfDz88PQoUPrbJeYmIj58+fj9u3bIo0HAKKionD8+HEUFhZCX18fPj4+fOUJ37x5g9mzZ+O7776Dra2tyOMRhc8faAmDHmwRQgiRJpWVlbhx4wbevXsHPT09fPXVV3zn3717h2vXrsHQ0BBaWlpiiys9PR0+Pj5YsGABb7XgfyUkJGDXrl3YtWsXunTpIrbYSOPQgJ8QKSKqi2xLHfBzuVzs2bMHwcHByM3NrbGNqGd2J0+eDFNTU/z00091tvv5559x48YNnDlzRqh+i4qKUFxcXGMegtevX0NJSYmv7BsRv9evX2PdunWYOnWqwJaJapcvX0ZISAhWr14NNTU1MUdICCGENMzKlSvx7NkzHD9+vM52zs7O0NXVxerVq8UTGGk0StpHiBQ5dOgQ2rRpU+tgH/i070tJSQkHDx4UY2TSKSgoCEFBQZgxYwa4XC48PDzg5eWFbt26oXPnzli3bp3IY3BwcMCJEyfq3Lt2/fp1/Pbbbxg/frzQ/S5fvhy7du2q8Zyfnx9WrlzZ4FhJ8zp8+DCeP39e5+qOoUOH4sWLFzh8+LAYIyOEECJrysrK8O+//+Lhw4cC/xOnpKSkGnM+/dfkyZORmJgohohIU1HSPkKkSFJSUo37sv9r8uTJ8Pf3F7pfFouFTZs2STzxS3M7ffo05s+fjxkzZmDHjh2wtraGvr4+5s2bxyvPJ2ozZsxAXFwc3N3dYW1tjaFDh0JbWxsMwyA7OxuJiYm4ePEiBg4cCCcnJ6H7vXnzJlatWlXjOUtLS6xZs0aofjIyMhAaGor09PQatzzs27dP6JgkzdjYGEePHoWBgQEGDBhQb46DlJQUkcZz6dIluLq61hkHwzCYNm0ajhw5Al9fX5HGQwghRPaUl5dj9erVCA8PR2VlZY1txJmHJicnR6gVpDo6OsjJyRFDRKSpaMBPiBQR5UV24sSJjQ1LamVlZUFPTw8sFgtsNhuFhYUAADk5OTg5OeF///sffHx8RBqDvLw8Dh48iJ07d+LUqVOIiYnhSxjXpk0buLq6YsGCBWCzhb/kvnv3rtYl+61bt0ZBQUG9fdy7dw/Ozs7Q1tZGeno6+vTpg/fv3yMrKwtaWlro2rWr0PFIAzc3N17dYjc3N4mXmczKykLPnj3rbaerq4usrCwxREQIIUTWBAQEICkpCZs3b4avry9WrlyJNm3aIDw8HJmZmVixYoVY41FSUkJ+fn697QoKCtCmTRsxRESaigb8hEgRusg2jKqqKoqLiwEA2traePToEa/+en5+PkpLS8USh4KCAn766ScsWLAADx484D2M6dixIwwMDKCoqNjgPrt06YIrV67A3Nxc4NzVq1fRuXPnevv45ZdfMG7cOGzYsAH6+vq8/6akpGDRokX47rvvGhyXJFWvfuFyuXB2dkabNm0kWv5OUVERRUVF9bYrLi6mMn2EEEJqFB0dDW9vb4wbNw6+vr7o378/DAwMMGHCBCxevBjx8fF1bvVsbgYGBoiKisLo0aPrbBcZGQkDAwMxRUWagvbwEyJFqi+y9WnMRTYsLAzv3r1rbGhSydjYGPfv3wcA2Nvbw9/fHz///DO2bduGTZs28Qb/4qKoqIiBAwfC1tYWtra2GDhwYKMG+wAwZcoUBAUF4ddff8Xbt28BAG/fvsWBAwcQFBSEqVOn1tvHkydPYGdnBzm5T5f66iX9xsbG8Pb2xrZt2xoVm6RVVFTA3NwcV65ckWgcffr0QXx8fL3t4uLi0KdPHzFERAghRNa8evUK3bt3B4vFgqKiIm+1IgB8/fXXiI6OFms8Tk5OOH/+PPz9/WvcYlBVVQV/f39ER0djxowZYo2NNA7N8BMiRZycnODl5QVdXV14enqCxWLxna+qqsKePXsQHR2NgIAAofutrKzE0qVLcfr0aaioqDR32BLj7e3Nm0338PBAYWEhIiIiUFZWBnNzc7Evg2tOrq6uyMzMxPbt27F9+3awWCzejXf69Olwc3Ortw+GYSAvLw+GYaCmpobs7GwYGxsDALS0tJCeni7KjyAyCgoK0NLSqnWvo7g4Ojpi+fLlGDBgQK1bZsLCwhAaGor169eLOTpCCCGyQENDgzfI19HRwfXr13mr+yRxnx41ahRmz54Nf39/nDp1CmZmZtDW1gbwqRT01atXkZeXB3d3d1hZWYk9PtJwVJaPECmzdetWHDhwAOrq6nVeZBuSAKylluWTRhwOB2w2Gw8ePBA4rq6uDjc3N3zzzTdo3bq1UP2lp6fj2rVrKCgogKqqKoYMGYJu3boJ9VonJydMnDgRU6ZMgZeXF16+fInNmzeDzWZjzZo1ePv2Lf7444+GfkSpcODAASQkJODAgQONXkXRHHx8fBAVFQV9fX0MGzZMIGHjgwcPYGtrK7OrKQghhIjWsmXLoKqqip9++glBQUHYsmULRo0aBXl5ecTGxsLe3h4bN24Ue1wJCQk4dOgQbt++jfLycgCfVjIaGxvD1dVVrNsMSNPQgJ8QKdTcF1ka8IvPkiVLwGKxsGHDBoHjJSUluHfvHkpKSuos49dcwsLCkJ2djXnz5iE1NRVubm54/fo1gE+J/3bv3l1nSTlptm7dOsTExKCyshKDBw+Gurq6QBK/5cuXiyWWEydOICgoCM+fP+c73rVrV7i6ujaoOgMhhJAvS25uLvLz89G7d28An0oOR0dH81Yrenl5STRvU2VlJS9RsKqqqsDqUyL9aMBPiBRrykU2OTmZrx9XV1esW7dOYHbYxMSkOUIVm4YsjVZQUEDnzp0xcuRI3koJafDy5Ut06tRJ4HhFRQXKysrQtm1bvuO5ubk4dOgQUlNToaGhgenTp6Nfv34Nft8PHz7gzp07KC0thZGREdTU1Br9GSStvmWEDMMgLi5OTNF8kpOTw5ewsWPHjmJ9f0IIIYSQ/6IBPyEtFIfDqbcNwzBire3aHBqyX6ysrAwFBQVgsVjYv3+/SJL4paenw8fHBwsWLKh15UVCQgJ27dqFXbt21Vl2cd26dUhMTERMTAzvWH5+PhwcHJCXlwcVFRUUFRWBxWIhODgYenp69cYm7PJ/QgghhIjfokWL8PXXX8PCwqJB5XsJERYN+An5Anz8+BEGBgZf5JL+d+/eYcWKFXjx4gVCQ0Obvf+VK1fi2bNnOH78eJ3tnJ2doauri9WrV9faZvz48bCxscG8efN4x7Zv347AwECsW7cOU6ZMwZs3b+Dq6gpdXV3s3LmzzvfkcDjQ19eHg4MDxo0bRzPOIpadnQ2GYQRWb2RnZ0NZWVlg5QYhhBAyadIkPHr0CCoqKrCxsYGDg4PMrb4k0o3K8hHyBfjv3uYviYqKCr755hukpqaKpP+kpCRMnjy53naTJ09GYmJinW1evnwpMGsfFxeH7t27Y8qUKQAANTU1uLm54d69e/W+5969e9G9e3fs3r0bI0eOhLOzM0JCQnjbRGTZsWPHsHXr1hrPbd26FSdOnBBzRJ9Wn9RUt9jKygoWFhZYt24dXr16Jfa4CCGESK/Q0FBER0fD2dkZt27dgrOzM4YPH47NmzcLJAAmpDFowE8IafEGDBiA4OBgkfSdk5NT5zL9ajo6Orz93bWpqKhAq1ateL8XFhbi2bNnGDJkCF+7Ll264M2bN/W+58iRI7F161ZcuXIFW7duhYqKCtavX4+hQ4fCw8MDERER9fYhrU6ePImuXbvWeK5bt244efKkmCMCvLy84OnpWePxGTNm4PHjx7C3txd7XIQQQqRbt27d4O3tjcjISISFhWH8+PG4ePEipkyZAhsbG0mHR2QcbRQhhMg0KysryMvL8+17Bz7VkdXQ0MCsWbNgY2MjVE6DxlBSUkJ+fn697QoKCurNstu1a1fcuXOHl2ugekXAf3MPFBQUQFlZWegYW7VqBVtbW9ja2qKoqAgxMTHYtWsXEhISZHYAmp2dja+++qrGc126dEFWVpaYIwLmz59f7/GKigpxhUMIIUQGcTgcdOrUCTo6OggICEBmZqakQyIyjgb8hHwBWCwW4uLioKmpKelQml3nzp1rrF6gra2NkpIS+Pr6Yvfu3YiMjBTJ+xsYGCAqKqrGpdyfi4yMhIGBQZ1tHB0defXa1dXVsXfvXqipqWH48OF87a5fv44ePXo0ONb79+8jKioK58+fx+vXr9G9e/cG9yEt2rZtixcvXsDU1FTg3PPnz/lWSohDamoqdHV1620nLy8vhmgIIYTImuLiYsTGxiIyMhJXrlwBwzAYOnSozD6YJ9KDBvyEfCE6d+4s6RBE4tixY3UeLysrw/3790X2/k5OTvDy8oKuri48PT0FHj5UVVVhz549iI6ORkBAQL19paamIiAgAB8/foS2tja2b98usMz/3LlzmDNnjlDx/fvvv4iIiMD58+eRkZGBTp06wc7ODvb29vVm+ZdmFhYWCAgIgLm5OV+SvFevXmHPnj0CD0lEzc7ODkZGRnB0dIStra1EayYTQgiRHRcuXEBkZCQSEhJQXl4OU1NTrFq1CmPGjGnQaj5CakNZ+glpYcrLyxEcHIx+/frByMioxjZ37tzB/fv3MW3aNCgoKIg3wBZo69atOHDgANTV1WFmZgZtbW0An5LwXb16FXl5eXB3d4evr69Q/ZWWlqK4uBgdOnQQOPfx40e8f/8ebdu2rXe22MHBAf/++y/at2+PsWPHws7ODgMHDmz4B5RCOTk5mDZtGvLz8zFkyBBoamri9evXuHbtGjp06IBTp06JtSpBQkICQkNDER8fD3l5eYwdOxaOjo4wNjYWWwyEEEJkD4fDgZGREezs7DBu3Dioq6tLOiTSwtCAn5AWJigoCL/++ivOnz9f65Ph9+/fY9y4cZg7dy6cnZ3FHKFolJSUoKysTOC4qqqqWN4/ISEBhw4dwu3bt1FeXg4AUFRUhLGxMVxdXWFpaSmWOD63dOlS2NnZwczMrMZtD7KuoKAAhw8fxrVr11BQUABVVVWYmZnB1dVVbH/vNcUUHh6Os2fP4u+//0a3bt3g6OiICRMm0Jc4QgghArKyslrsKkwiHWjAT0gLM2XKFFhZWdWYLfxz+/btQ3x8PEJCQsQUWfPjcrnYs2cPgoODkZubW2Obv//+W6wxVVZW8sreqaqqNmmgXVVVhWvXriEtLY33EKEawzBwdXVtQqRE1B49eoRNmzbh5s2bYLFYGDZsGFxcXASqLhBCCCGEiArt4Sekhfn333/h4+NTbztDQ0Ps379fDBGJTlBQEIKCgjB79mzs2LGDt4c+MjISFRUV8PDwEHtMLBYLampqTe4nNzcXzs7OSE9PB8MwqH42yzAMr42wA/6MjAykp6fXuAJizJgxTY5VGvzzzz9ITU2FhoYGBg4cyPfnJG6FhYUIDw9HaGgoHj16hH79+mH06NH466+/MGvWLHh5ecHb21ti8RFCCJEuycnJCA4OrvVe/ccff0ggKtJS0ICfkBamIYt2ZH2Bz+nTpzF//nzMmDEDO3bsgLW1NfT19TFv3jx4enrKdCmbzZs3Q1VVFQkJCbC0tERISAjU1dURHh6OsLAwBAYG1ttHUVERvLy8cOPGDQCo8aGBuFdANEV4eDgSExOxZcsWvuM//fQT/vjjD3C5XDAMAwMDAxw+fBht27YVa3xJSUk4c+YM4uLioKioCAcHB2zcuJFXEnLOnDkICgrCnj17aMBPCCEEAHD58mXMnTsXZmZmePDgAYYPH47S0lKkpKRAS0sLJiYmkg6RyDg5SQdACGleXbp0QUpKSr3tUlJS0KVLFzFEJDpZWVnQ09MDi8UCm81GYWEhAEBOTg5OTk4IDQ2VcISNl5ycDDc3N2hoaPCOaWtrw8PDA+PHj8fatWvr7eOXX35BXl4eTpw4AS6XC39/fxw7dgyOjo7Q0dFBcHCwKD9Cszt79qxAosKwsDCEh4dj6NCh2Lt3L3788Uc8ffoUQUFBYo1t5MiRmD17NnJycrBmzRpcvnwZK1as4A32qw0aNIj375QQQgjx8/ODi4sL70H+ggULcPToUcTExIDNZtM2MNJkNOAnpIWxsbHBkSNHkJqaWmub1NRUHD16FGPHjhVjZM1PVVUVxcXFAD4Nhh89esQ7l5+fj9LSUkmF1mTv379Hhw4dICcnh7Zt2+LNmze8c0ZGRrh161a9fVy+fBkeHh4wNDQEAGhqasLExATr1q3DqFGjcPjwYZHFLwpPnz4V+OLzxx9/QFlZGbt378bIkSPh5uaG2bNnIyYmRqyxjR07FhEREThx4gQmTJgARUXFGtsZGBjg8ePHYo2NEEKI9EpNTcXw4cMhJycHhmFQUlIC4FM55fnz52Pv3r0SjpDIOlrST0gL4+bmhpiYGDg6OuKbb77BsGHD0KlTJzAMg+zsbCQmJuK3335D586dMWvWLEmH2yTGxsa4f/8+LC0tYW9vD39/f+Tl5YHNZiMkJARmZmaSDrHRdHR08Pr1awBAz549ce7cOYwcORIAEBsbK1QW+rdv36JTp05gsVho3bo1L5kgAFhaWmL+/PmiCF1kCgsLoaWlxfu9srISt27dwvDhw9G6dWvecWNjY7E/zFi8eLFY348QQkjLoKioiKqqKjAMAw0NDWRmZmLQoEEAACUlJbx69UrCERJZRwN+QlqYNm3a4OjRo1i9ejUOHz5c48DHxsYGq1atQps2bSQQYfPx9vZGTk4OAMDDwwOFhYWIiIhAWVkZzM3NsWLFCglH2HgjRoxAUlISbG1t4enpCS8vL5iZmYHNZiMvLw++vr719qGlpYX8/HwAQLdu3RAfH4/hw4cDAG7fvl3rLLS00tDQQHZ2Nu/3+/fvo7S0lPfFqBrDMJCTE/0CtgsXLjSofUtJkEgIIaT5cDgcpKWlwcLCAmZmZti3bx/at28PNpuNnTt3onfv3pIOkcg4KstHSAuWnZ2Nmzdv8gbFHTt2hImJCTp16iThyEhD3b9/H7GxsSgtLYW5uTksLS3rfc26detQVVWFVatWISwsDEuWLEHfvn0hLy+Pe/fuYdasWfjpp5/EEH3zWLp0KR48eIADBw6gffv28PX1RVxcHC5cuMBXw/jQoUO8vf2i9N/9+XVhGEamEiQSQggRj4SEBLx48QIzZsxATk4OPDw8ePcLLS0t+Pv7w8DAQMJREllGA35CiMzasWMHHBwc0LNnT0mHIpVKSkpQUlKCDh06AAAuXryI6Oho3gqI6dOni2UmvLm8evUKU6ZMQV5eHuTk5FBZWYnZs2cLrHYYP348TExMsHz5cpHGk5WV1aD2nz+UIIQQQmrC5XKRkZGB0tJS9OjRAwoKCpIOicg4GvATQmSWhYUF3r59i549e8LBwQG2trbQ0dGRdFjNYsSIEbC1tYW9vT369u0r6XCkxvv37xEdHY3CwkLo6+sLJPF7+/YtwsLCYGlpCV1dXQlFSQghhBAiHWjAT0gLZ2VlBXl5eYGs5aNGjYKGhgZmzZoFGxsbCUXXNFVVVbh69SoiIiIQFxeH9+/fw9DQEPb29hg3bhzU1NQkHWKj/fzzzzh//jxycnLw1Vdfwd7eHnZ2dujevbukQyN1SEpKwt27d5GbmwsNDQ0YGhrCwsJC0mERQgiRIsLmgGEYBgoKCtDW1kavXr1EHBVpqWjAT0gL5+zsDBaLJVCX3NnZGSUlJXjy5Am6du2KyMhIyQTYTCoqKpCQkICoqChcunQJ5eXlGDJkCA4ePCjp0JokOTkZkZGRuHDhAvLz86Gnp8cb/Hfs2FGgvYODg1D9fv4lYuzYsbC1tW3u0MWmpKQEZWVlAseFqWTQXHJzczF//nzcuXMHKioqUFNTw5s3b/Du3TsYGRnBz88PGhoaYouHEEKI9GpIDhjg0z27R48e2L9/f4tZyUjEhwb8hHzhysrKcP/+fYFM57KqqqoKcXFxWLduHXJzc1tMorTKykpcvXoVkZGRiI2NRXFxMR4+fCjQbsmSJWAYRqg+S0tLkZGRgb///htLly7Ft99+29xhiwyXy8WePXsQHByM3NzcGtuI8+9+3rx5uHfvHrZu3cq3zeDq1av48ccfYWhoiICAALHFQwghRHo1JAdMaWkp0tPTsXPnTnTq1AmBgYEijIy0RFSWj5AvnKKiYosY7N+6dQuRkZGIiYnB27dv0bt3b8ycOVPSYTUbLpeLiooKlJeX4+PHj6jtWe3mzZsb3Lefnx9OnDghUwP+oKAgBAUFYfbs2dixYwc8PT3BYrEQGRmJiooKeHh4iDWeK1euYPXq1QI5BczMzODr64vVq1eLNR5CCCHSq6FJXHV1dcEwDJYuXSqiiEhLJjvpmQkhQnn9+jXmz5+Py5cv19rm8uXLmD9/Pt68eSPGyJrfw4cPsWXLFowcORIzZ85EYmIipk6dioiICJw7dw5z5syRdIhNwuVycfXqVSxfvhwWFhbw9PREZmYmFixYgD///LPZ3mfYsGEoKChotv7E4fTp05g/fz5mz54NALC2toa3tzciIyOhq6uLzMxMscajrKwMFRWVWs+1a9dOrPEQQghpWfr374958+ZJOgwig2iGn5AW5vDhw3j+/DmGDh1aa5uhQ4di+/btOHz4sEBJM1kyefJkaGpqwtbWFnZ2dujXr5+kQ2o269evR3R0NPLy8tCzZ0+4urrCzs4OXbt2bVA/2dnZYBgGnTp1EjiurKyMtm3bwsjICNevX2/O8EUuKysLenp6YLFYYLPZKCwsBADIycnByckJ//vf/+Dj4yO2eFxcXBAYGIjBgwdDSUmJd7yoqAi//vqrTK2eIIQQIl5Lly4Fm83GunXrBI5ramrCyckJHTt2hIuLi4QiJLKMBvyEtDCXLl2Cq6trnfu4GYbBtGnTcOTIEZke8B89ehQmJiZC71mXJZcuXcKkSZNgZ2eHPn36NLofKysrsNlsPHjwQOC4oqIiHB0d8d1330FLS6upIYuVqqoqiouLAQDa2tp49OgRzMzMAAD5+fkoLS0VeQzr16/n+z0rKwuWlpYwNTXlJe27fv06lJSUkJOTI/J4CCGEyKazZ8/WOOA/e/YsgE+TORMmTMDatWslER6RcTTgJ6SFycrKQs+ePettp6ur26CkMdJo8ODBkg5BZOLi4pqlHy8vL8jJCe7e8vLyQklJCe7evQt7e3vcvHmzWd5PXIyNjXH//n1YWlrC3t4e/v7+yMvLA5vNRkhICG/wL0rx8fF8v7PZbCgrK/MlC1RWVgbw6QHO8uXLRR4TIYQQ2fP48eNaj5eUlODOnTtISUkRc1SkpaABPyEtjKKiIoqKiuptV1xcDAUFBTFEJFoZGRkIDQ1Fenp6jaXZ9u3bJ4GomldTys7Nnz+/3uMVFRWNjk1SvL29ebPmHh4eKCwsREREBMrKymBubo4VK1aIPIb/DvgJIYSQ5ta6dWuYmZmJ5UE2aZmoLB8hLcyMGTOgq6tb77KvlStXIjU1FSdOnBBTZM3v3r17cHZ2hra2NtLT09GnTx+8f/8eWVlZ0NLSQteuXXH06FFJh9ko0lZ2jhBCCCGEyB6a4SekhXF0dMTy5csxYMAATJw4scY2YWFhCA0NFdiDLGt++eUXjBs3Dhs2bIC+vj7vvykpKVi0aBG+++47SYfYaM1Zdi4jI6PWFRBjxoxpzrDFZseOHXBwcBBq+4q4lJSU4OrVq3j58iXKy8v5zjEMA1dXV8kERgghRKolJycjODi41nv1H3/8IYGoSEtBM/yEtEA+Pj6IioqCvr4+hg0bBm1tbTAMg+zsbCQmJuLBgwewtbXFtm3bJB1qkwwePBjbtm3D0KFDoaenh5MnT8LY2BgAcObMGRw7dgxhYWGSDbKR7OzsMG3aNMyYMQP6+vo4c+YM9PX1UVVVBU9PT/Tp06feLPRFRUXw8vLCjRs3AHxaNQCAL8mhrK4SsLCwwNu3b9GzZ084ODjA1tYWOjo6Eovnxo0bmD9/Pt69e1fjeYZhZPbPmhBCiOhcvnwZc+fOhZmZGZKSkjB8+HCUlpYiJSUFWlpaMDExwaZNmyQdJpFhNMNPSAu0fft2DBw4EEFBQQJ72Lt27YoVK1bAyclJQtE1H4ZhIC8vD4ZhoKamhuzsbN6AX0tLC+np6ZINsAmao+zcL7/8gry8PJw4cQJOTk7w9/eHiooKwsPDce3aNZl+4HP58mVcvXoVEREROHDgAHbs2AFDQ0PY29tj3LhxUFNTE2s8a9euRZ8+fbBixQp069YN8vLyYn1/QgghssnPzw8uLi7w9fWFvr4+FixYAH19fWRlZcHd3R1DhgyRdIhExtGAn5AWasaMGZgxYwZycnJ4yc06duyIjh07Sjiy5qOrq4vnz59jyJAhMDIywqFDh9C7d2+w2WwEBgaiS5cukg6x0Zqj7Nzly5excOFCGBoaAgA0NTXRv39/mJiYYPPmzTh8+DB27Nghug8hQnJycrCwsICFhQUqKiqQkJCAqKgobNu2DZs2bcKQIUNw8OBBscWTlZWFZcuWoVevXmJ7T0IIIbIvNTUVCxcuhJycHBiGQUlJCQCgc+fOmD9/Pvz8/DB+/HgJR0lkGQ34CWnhWtog/3NTp05FdnY2gE/bGNzc3Hg3xdatW2P37t2SDK9JmqPs3Nu3b9GpUyewWCy0bt0aBQUFvHOWlpa1ZvCXNfLy8rC2toaVlRXi4uKwbt06XLlyRawxGBsbIy0tDebm5mJ9X0IIIbJNUVERVVVVYBgGGhoayMzMxKBBgwAASkpKePXqlYQjJLKOBvyEtHDZ2dlgGAadOnUSOK6srIy2bdtKKLKmmzBhAu9nXV1dREVF4c6dOygtLYWRkZHYl3U3p+YoO6elpYX8/HwAQLdu3RAfH4/hw4cDAG7fvg1FRUXRfQAxunXrFiIjIxETE4O3b9+id+/emDlzplhjWLt2LRYsWAB5eXmYmZmhXbt2Am2EKaNICCHky8LhcJCWlgYLCwuYmZlh3759aN++PdhsNnbu3InevXtLOkQi4yhpHyEtHIfDAZvNxoMHDwSOKyoqwtHREd999x20tLQkFCERlXXr1qGqqgqrVq1CWFgYlixZgr59+0JeXh737t3DrFmz8NNPP0k6zEZ5+PAhIiMjcf78ebx69QpdunSBnZ0d7O3toaurK/Z43r9/j//973+4cOECX1LEz1HSPkIIIf+VkJCAFy9e8LZhenh48O4XWlpa8Pf3h4GBgYSjJLKMBvyEtHB+fn6Qk5ODl5eXwPGSkhLcvXsXT548wc2bNyUUYcM8fPhQqHYMw0BBQQFaWloyvYqhKUpKSlBSUoIOHToAAC5evIjo6GjeKoHp06dDTk5OwlE2DofDgaamJmxtbWFnZ4d+/fpJNB4PDw+kpKRg8uTJ6N69e41J+2ork0kIIYRU43K5yMjIQGlpKXr06AEFBQVJh0RkHA34CSGoqKiQmaziHA6n1hnUmjAMAwsLC2zZsgXt27cXYWRNt379eqHbKigooHPnzhg5ciS0tbVFGJV0unHjBkxMTBr0b0GUjIyMsGbNGkqsRAghpEGSkpJgbm4uNfcz0vLQgJ+QFiw1NVUiy5tFqbqmvDBKS0uRnp6OQ4cOwdjYGNu3bxdhZE1nZWUldNuysjIUFBSAxWJh//79NSbxmz59OhwcHDBu3DjeLD8RDRsbGyxevLhBf4eEEEIIh8OBuro6xo4dC3t7exgZGUk6JNLC0ICfkBaMw+HAyMgIjo6OsLW1RZs2bSQdkkRERUVh/fr1Ys/cLmrv3r3DihUr8OLFC4SGhgqc//7775GQkIDKykqYmprCwcEB1tbWLWaLQ0ZGBkJDQ5Geno6ysjKB8/v27RNbLJGRkTh27Bj2798PFRUVsb0vIYQQ2fbPP/8gMjISUVFReP78OTp37gx7e3vY2tqiT58+kg6PtAA04CekBUtISEBoaCji4+MhLy+PsWPHwtHREcbGxpIOTayys7MRFBSEZcuWSTqUZnf16lV4eHjg7t27NZ7/8OEDLl68iKioKFy5cgUsFgvDhw+Hvb09Ro4cKbN7A+/duwdnZ2doa2sjPT0dffr0wfv375GVlQUtLS107doVR48eFVs8Hh4eePToEYqKiqCnpyeQpZ9hGOzdu1ds8RBCCJE99+7dQ0REBKKjo5Gbm4uePXvC3t4ec+fOlXRoRIbRgJ+QL0BBQQHCw8Nx9uxZ/P333+jWrRscHR0xYcIEqKurSzq8JvH39weLxYKnp6fAcU1NTYwfP77FlJ+rSfW2BQ6HU2/b/Px8xMTEIDIyEikpKWjdurXMJGv8L2dnZ3Tu3BkbNmyAvr4+zpw5A319faSkpGDRokVYu3Ythg0bJtZ46nPs2DExREIIIUTWcblcXLp0CatXr0Zubi5VeSFNQgN+Qr4wjx49wqZNm3Dz5k2wWCwMGzYMLi4uGDJkiKRDa5S6yg4CQIcOHeDq6oo5c+ZIIrwmsbKygry8PGJiYviOjxo1ChoaGpg1axZsbGwa1Oc///yDiIgIhIaG4s2bNzL7JWLw4MHYtm0bhg4dCj09PZw8eZK3cuXMmTM4duwYwsLCJBskIYQQ0gDl5eWIj49HVFQUb0vekCFDcODAAUmHRmQYW9IBEELEo7CwEOHh4QgNDcWjR4/Qr18/jB49Gn/99RdmzZoFLy8veHt7SzrMBouLi6sxs21cXBxKSkpw+/Zt3L59WwKRNV3nzp3BYrEEjmtra6OkpAS+vr7YvXs3IiMj6+wnMzOTtz/w33//hZqaGsaNGwd7e3tRhS5yDMNAXl4eDMNATU0N2dnZvAG/lpYW0tPTJRsgIYQQIoTKykokJiYiIiIC8fHxKC4uhrGxMRYvXoyxY8dS0l3SZDTDT0gLl5SUhDNnziAuLg6KiopwcHDAlClT+JaABwUFYc+ePQ3KgE8kr6ysDPfv38egQYNqPH/48GFERkbi4cOHaNeuHcaMGQM7OzuYmppCTk5OzNE2LycnJ0ycOBFTpkyBl5cXXr58ic2bN4PNZmPNmjV4+/Yt/vjjD7HG9PTpU+zZswf379/Hq1evEBwcDH19fezYsQPGxsawtLQUazyEEEKkn6mpKQoLC6Gnpwc7OzvY2dlBS0tL0mGRFoRm+AlpwUaOHIlXr17B2NgYa9aswbhx42rczz5o0CAUFhZKIELSFIqKirUO9gFg9+7dsLKywrx58zBs2DDIy8uLMTrRmjp1KrKzswEAPj4+cHNzw/jx4wEArVu3xu7du8UaT1JSEubOnQt9fX04ODjwJehjs9n47bffaMBPCCFEgLOzM+zs7NC9e3dJh0JaKJrhJ6QF+/nnn+Ho6AhdXV1JhyJSXC4XAQEBmDZtGjQ0NCQdTrMrKSmpseycqqpqva9r3bq1iKKSLh8+fMCdO3dQWloKIyMjqKmpifX9J02ahJ49e2LLli34+PEjDAwMeIkEY2NjsXbtWvz1119ijYkQQgghhGb4CWnBFi9eLOkQxKKqqgoBAQEYOXJkixnwc7lc7NmzB8HBwcjNza2xTX0J976UwT4AKCkpwcLCQmLv//TpUyxatAgABHJKKCsrIz8/XxJhEUIIkQFVVVW4du0a0tLSUF5ezneOYRi4urpKJjDSItCAn5AW5sKFCw1qP2bMGBFFIl4tbbFSUFAQgoKCMHv2bOzYsQOenp5gsViIjIxERUUFPDw8hOonLCwMwcHBSE9Pr3GVQEpKSnOHLjIPHz4Uqh3DMFBQUICWlhbatm0r4qg+UVFRwevXr2s8l56e3mIeRBFCCGleubm5mDlzJjIyMsAwDO/7zOcPj2nAT5qCBvyEtDDff/+90G0ZhpHZsmwt3enTpzF//nzMmDEDO3bsgLW1NfT19TFv3jx4enoiMzOz3j7OnTuHFStWYOLEibh9+zYmT56MqqoqxMfHQ1lZmbfnXVZMnjy5xooMtWEYBhYWFtiyZQvat28vwsgAa2tr+Pn5wdDQEF999RXv/XNzc3Hw4MEGl08khBDyZdi8eTPat2+Po0ePwtLSEiEhIVBXV0d4eDjCwsIQGBgo6RCJjKMBPyEtTFxcnKRDEIvPa6xXVVUBAC5duoSnT5/ytZswYYIYo2o+WVlZ0NPTA4vFApvN5iVVlJOTg5OTE/73v//Bx8enzj4OHz6MefPmYc6cOQgJCYGTkxP09fVRVFQEd3d3KCkpieOjNJujR48K3ba0tBTp6ek4dOgQ1q1bh+3bt4swMmDRokW4f/8+vv76a/Tu3RsAsGzZMjx//hzdu3eXyZKXhBBCRC85ORnLly/nWwmmra0NDw8PcLlcrF27FgcOHJBghETW0YCfkBamc+fOkg5BLGrKwh4cHMyXiZ5hGJkd8KuqqqK4uBjApxv/o0ePYGZmBgDIz89HaWlpvX1kZGTA2NgYLBYLLBYLRUVFAIC2bdviu+++w8aNGzFr1izRfYhmNnjw4Aa1Hz58ONTV1bF+/XoRRfR/2rVrh1OnTiE8PBxXrlyBqqoqVFRUMGPGDIwfPx4KCgoij4EQQojsef/+PTp06AA5OTm0bdsWb9684Z0zMjKiGX7SZDTgJ+QLkJSUhLt37yI3NxcaGhowNDSUaIKz5hAfH8/7uTor+r59+6Cvry/BqJqPsbEx7t+/D0tLS9jb28Pf3x95eXlgs9kICQnhDf7r0rZtW17yn44dO+Lff/+FqakpAKCysvKLSCRnZGQEe3t7sbyXvLw8Jk+ejMmTJ4vl/QghhMg+HR0dXg6Ynj174ty5cxg5ciQAIDY2tt6KPITUhwb8hLRgubm5mD9/Pu7cuQMVFRWoqanhzZs3ePfuHYyMjODn59cikok1ZF+3rPD29kZOTg4AwMPDA4WFhYiIiEBZWRnMzc2xYsWKevswMDDAkydPMGzYMFhZWSEgIABcLhdsNhuBgYEwMjIS8acQLX9/f7BYLHh6egoc19TUxPjx46GtrY1ly5aJPJaioiKUl5ejQ4cOvGPh4eFITU3FkCFDhHpAQwgh5MszYsQIJCUlwdbWFp6envDy8vp/7d17XM73/z/wx9vVQUVFhcohpKIilXRgTWJJOSQ+MzLKRrTP5rAPO9nYwabMmrBROWXLKaekNtlynENlRKZMDiHREeXqcP3+8Ov6upTDTNf76vK432673fR6va7r/eiq23i+368D3NzcoKGhgVu3bmH27NliR6QmTpCp29bWRCQ3bdo0nDp1ChEREXB1dZW3HzlyBO+//z569eqFZcuWiZjwxaipqYGdnR22bNmiNk/4X4STJ0/i2rVr8PX1RVlZGebMmYO0tDTU1tbC3t4e3377LTp06CB2zOdmY2MDDQ0NZGVl1WsHgNatW2PixIl4++23Gz1LaGgo2rRpg/nz5wN4cNMhKioKBgYGKC8vR0REBHx9fRs9BxERNW2nTp3C3r175Tf4PT09xY5ETRwLfiI15uDggM8++6zBdezbt2/HZ599hpMnTyo914tWU1MDW1tbbN26VW0K/iVLlsDf3x+WlpYv9H2lUimkUqnSjqtrTPn5+RAEAWZmZvXaKyoqkJmZiczMTHz11VeNnqVfv3749NNPMWjQIMhkMnh4eGD06NGYMWMGFi5ciBMnTmDr1q2NnoOIiIjoYZzST6TG9PX1YWBg8Ni+li1bKjlR45BIJDh37pzYMV6oLVu2YOXKlbC0tIS/vz98fX3Rvn37f/2+WlpaarOB3OM2qKxrt7S0xOjRo5WSpbS0VH70X1ZWFoqLixEYGAgA8PLywubNm5WSg4iIVF/v3r2faTmiIAjQ0tKCmZkZfHx8EBISgmbNmikhIakTFvxEauzNN9/EypUr4eLionAE2507d7Bq1SpMmDBBxHT0JAcOHMCRI0eQmJiI6OhoLFmyBL169YKfnx+GDBkCIyOjBl+3evXqZ3p/QRCgqakJc3Nz9O3bFzo6Oi8y/kvH2NgYubm5cHZ2RlpaGszNzeXLJSoqKqChwb9uiYjogeDg4Gfef6iyshKXLl3C999/jzt37mDGjBmNnI7UDaf0E6mZR48g++WXX3Dv3j307dtXvmnf0aNHoaenh0GDBuHjjz8WKSk9q6qqKqSlpSEpKQm//fYbpFIpXF1dERMTU29s3fr1f8LQ0BBr1qx5rteK6dKlS0hISEBeXh7u379fr/+HH35QWpZvvvkGmzZtgoeHB/bv34/JkycjLCwMALB8+XL89ttvfMpPRETPbe3atVi3bh1SU1PFjkJNDAt+IjXj5eX1zGMFQVCLvzhqa2sxceJELFiwABYWFmLHaTS1tbVITU3F559/jsLCQmRnZ/+r97t//z4uXryIL7/8EjKZDHFxcS8oaeM7deoUgoKCYGZmhry8PFhbW6O8vBz5+flo164dOnbsiHXr1iktT3V1NX744QdkZWWhR48eCA0NhaamJgBg+vTpcHJyQnBwsNLyEBGRejl37hw+/PBDJCQkiB2FmhgW/ETU5Knjpn0PS09Px+7du5GSkoKioiJYWVlh6NChL2z3+QMHDuC///0vMjMzX8j7KUNQUBDMzc3x5ZdfKvzsMzIyMGvWLCxYsAD9+/cXOyYRERGRqLiokIhIBZ05cwa7d+/Gnj17cOPGDXTo0AFjxoyBn58funbt+kKv1atXL4SHh7/Q92xsf/31F95++2355kV1U/odHR0RFhaGxYsXK7Xgv3PnDqRSKVq3bi1v27lzJy5cuAA3NzeFYzGJiIiIlIUFP5Gaq6iowJEjR3D9+nVIpVKFPkEQMHHiRHGCNYJn3QCnKRg1ahTatGkDX19fDB06FPb29s/1PhMmTICGhgZiY2PrtZuYmGDSpEmws7ODt7f3i4itNHWbDgqCACMjI1y7dg2Ojo4AgHbt2iEvL0+ped5//320adMG8+fPBwBERUUhKioKBgYGWLVqFSIiIuDr66vUTEREREQs+InU2LFjx/DOO++gtLS0wf6mXPB/8MEH9dqWLl0KQ0NDhbaFCxcqKdGLtW7dOvTp0+df38S4evWqfC35o+05OTnYvXs3PDw8GtwAUJV17doVV65cgaurKxwcHBAbGwsrKytoaGhg5cqV8h3yleX06dP49NNPAQAymQw//fQTpkyZghkzZmDhwoWIiYlhwU9ERERKx4KfSI0tWLAA1tbW+OSTT2BhYdFg4acO6rYiUactSVxcXF7I++zbt++J7ZcvX0ZGRsYLuZYyjRkzBteuXQMAzJw5E8HBwRg+fDgAQEdHB99//71S85SWlqJVq1YAgKysLBQXFyMwMBDAg400uUM/ERERiYEFP5Eay8/Px4cffohu3bqJHeWFe/jJfXV1NbZv34533nlHrTbtU8axcx07dkTHjh3/9fso24gRI+R/7tq1K5KSknDy5ElUVlbCwcEBRkZGSs1jbGyM3NxcODs7Iy0tDebm5vJZBhUVFdDQ4F+3REREpHz8FwiRGnN0dMTFixfh7u4udpRGpU5r9+s8y7Fzz+L48eOws7ODjo5OIydWrry8PIUjGPX09ODh4SFaHh8fH4SHh+Pw4cPYv38/Jk+eLO87e/YsOnXqJFo2IiIienk1EzsAETWeBQsWYNu2bdi0aROuXLmCkpKSev+RagoPD8eQIUOQmJgImUyGL7/8Eqmpqfjpp58gCALeeuutZ3qfCRMm4NKlS/Kvt2/f/tg9HZoSHx8fjBo1CmvWrEFBQYHYcTBr1ixMmjQJUqkUwcHBCkcmnjlzBq+99pqI6YiIiOhlxSf8RGpMX18fZmZmmDdv3mOfgmdnZys51YsnCAL69OkDPT09saO8MM977NwXX3yBHj16oEePHrC0tFTY16CmpgYffPABtmzZAgMDA+V8I41kxYoV2L17N77//nssWrQITk5O8Pf3x+DBg+tt3KgMGhoaCAsLU2grKirCnj17cPv2bSxevFjhqT8RERGRMrDgJ1Jj77//PjIyMjBp0iR07txZbTfta9asGdavXy92jBfqeY+dq6iowPr165GTkwNBECAIAjZs2ABPT0/Y2dmpzcaGAwYMwIABA1BZWYl9+/YhKSkJX3zxBRYsWIB+/frBz88Pfn5+Ss9VUVGBX3/9FYmJiTh8+DBqamrQvXv3Bk+VICIiImpsgkxd/vVHRPU4ODhg/vz58t3L1UFeXh5mzpyJd999F56eng2OSUtLQ2RkJCIjI5V+PNuL8sYbb2DkyJEYPXo0pk+fjuvXr+Prr7+GhoYG5s+fj6KiIuzateuxr6+qqsJff/2FwMBA9O3bF5cvX8b169chCAIGDRoEHx8fuLu7i/I0vLHcuXMHKSkpiIyMRGFhodJmr9TU1ODAgQPYtWsX9u3bh8rKShgbG+PWrVtYvHgxj+MjIiIi0XANP5Eaa9u2LVq2bCl2jBcqNjYWurq6jy32AcDT0xN6enpN7mz5h40ZMwaFhYUAHhw7d/v2bQwfPhxDhw7F6dOnMWfOnAZfd/bsWVRXV0NTUxN2dnYAgA8++AC//fYbfv/9d/kT/u+//16tNnM8ffo0li1bhqVLl+LmzZsKG/o1lvT0dMyfPx/9+vXD1KlTcejQIQwbNgzr16+X771gYmLS6DmIiIiIHodT+onU2H//+1+sXLkSTk5OTX7Ndp1Dhw7VWyvdkFGjRiEqKkoJiRrH8x47N2bMGAiCgG7duqFHjx4QBAEFBQWwsbGRF59TpkyBra0t8vPzlfGtNJrc3FwkJiZiz549uHTpEkxNTTF06FD4+fmhe/fujX79cePGQRAE9O3bF5MmTYKHh4f8+L3y8vJGvz4RERHR07DgJ1Jju3btwrVr1zBgwAB079693tN+QRCwYsUKkdI9n4KCgmeapt++fXuV2L39RXnWY+cyMjJw/vx5ZGdn49y5c5DJZJg6dSr09fVhb28PQRCQk5MDGxsbmJubKyF54/D390dubi5atWoFHx8ffPXVV3ByclJqBisrK5w/fx7Hjx+HRCJBcXExvL290aJFC6XmICIiInocFvxEauzu3bsK53/fvXtXxDQvhp6eHoqLi586rqSkBLq6ukpI9OKcOXPmmcYJggAtLS20a9euXnGppaUFOzs7+XT+DRs2YP369aiqqkJ6ejoOHjyIefPm4csvv4SrqyuWLl36wr8PZbCzs8OcOXPg5uYGiUQiSoadO3ciNzcXO3fuxO7duzF37lw0b94cnp6eGDBgwGNPxiAiIiJSFm7aR0RNSkhICPT19bFkyZInjpsxYwbKysqa1Dp+Gxubf1QkCoIADw8PLFq0CK1atXrse27fvh02Njaorq6GnZ0dNm3aBKlUioMHD+K99957QekpPT0diYmJSElJQVFREQRBgLe3NyZMmIA+ffqIHY+IiIheQiz4iahJSU1NxfTp0xEWFobQ0NB6T3dra2uxfPlyLFu2DMuWLYOXl5dISf+5Y8eOPfPYyspK5OXlITY2Fo6Ojvj2228bHLdt2zYMHDgQ+vr6qKmpga2tLbZu3QpbW9sXFVtUly5dQl5eHu7fv1+vb/DgwSIkerBr/8GDB5GYmIjU1FRUVFTAzMwMqampouQhIiKilxcLfiI1l5OTg+XLl+P06dO4ceMGNm7cCFtbWyxZsgSOjo5P3O1eVUVERCA6OhrGxsZwc3ODmZkZAOD69es4cuQIbt26hZCQEMyePVvkpI2v7vz5w4cPP9P4Y8eOwdbWFnp6eo2crHHduXMH06dPl98kqfur7OEZEso6lu9JKisrsXfvXiQmJuKHH34QOw4RERG9ZLiGn0iNHTp0SL4ju7+/v8IGfRoaGvj555+bZME/e/Zs9OnTB7GxsUhJSYFUKgUAaGtrw9HREV988UWT/L6eh4ODA/z8/J55vIuLSyOmUZ7w8HDcunULGzZswBtvvIGoqCgYGBhg586d+OOPP7B48WKxIwIAmjdvDj8/v3/0MyIiIiJ6UfiEn0iNBQQEwNLSEosWLZKv366bzr13714sWLAA+/fvFzvmv1JTU4OSkhIAgKGhoWgbuDWGqKgoSCQShIaG1mtv06YNhg8fDm1tbYW+vLw8zJw5E+++++5jb3qkpaUhMjISkZGRz3TigSry8vLCjBkz4OvrC1tbW2zatAk9e/YEAHz99dcoKCh46j4PREREROqumdgBiKjx5OTkYPjw4QBQbzM4fX39Z9rtXtVJJBIYGRnByMhIrYp94EFhv2zZsgbb582bhwEDBmDlypUKfbGxsdDV1X3iDAdPT0/o6ek1qQ0NH1VUVARTU1NIJBLo6OjIb/oAD76/AwcOiBeOiIiISEVwSj+RGjMwMMDNmzcb7MvLy4OJiYmSE9E/kZqa2uCu/XUbwWVmZiIzM1Oh79ChQwgLC3vqe48aNQpRUVEvLKuytWvXTn7DysLCAvv27cMrr7wCAMjMzKw384GIiIjoZcSCn0iNeXt7Y+nSpejVqxc6deoE4MGT/sLCQsTExOC1114TOSE9ibm5+RPbLS0tMXr0aIW+goKCZ5qm3759exQUFPz7kCLx8PDA4cOHMWjQILz55puYO3cuTp06BU1NTZw6dQqTJk0SOyIRERGR6FjwE6mxWbNm4fTp0xg2bBisrKwAAB9++CGuXLmCzp07P9OTYBJHREQEAgMDYWFh8Y9ep6en90xLNUpKSqCrq/uc6cQ3e/ZsVFRUAABGjBgBPT09JCcn4/79+/jkk0/w+uuvi5yQiIiISHzctI9IzVVVVWHnzp04fPgwiouLYWBgAHd3dwwfPhxaWlpix6PH6N+/P27duoXevXtj9OjR8PHxgY6OzlNfFxISAn19/aduWDdjxgyUlZU16XX8RERERPRkLPiJiFRQbW0t9u/fj4SEBOzbtw/a2trw9fVFQEAAevfu/djXpaamYvr06QgLC0NoaGi9jQxra2uxfPlyLFu2DMuWLYOXl1djfytEREREJBIW/ERq7M6dO5BKpWjdurW8befOnbhw4QJcXV3h5uYmYjp6VsXFxdixYwe2bduG8+fPo0uXLhg1ahSGDx8OIyOjeuMjIiIQHR0NY2NjuLm5wczMDABw/fp1HDlyBLdu3UJISAhmz56t7G/lX/H393+mcYIgQEtLC2ZmZvDx8YGvr28jJyMiIiJSTSz4idRYaGgo2rRpg/nz5wN4cJxbVFQUDAwMUF5ejoiICBZDTci5c+fw5Zdf4vjx4wAADQ0NDB06FHPmzFG4qQMAaWlpiI2NRWZmJqRSKQBAW1sbjo6OmDhx4hOP7VNVc+fObfDUgoZUVlbi0qVLyM7OxgcffIAJEyY0cjoiIiIi1cOCn0iN9evXD59++ikGDRoEmUwGDw8PjB49GjNmzMDChQtx4sQJbN26VeyY9ATl5eXYtWsXtmzZguzsbNjY2GD06NEYNGgQ0tLSsGLFCrRv3x5r165t8PU1NTXyM+oNDQ3rTfFXd0uXLkViYiJSUlLEjkJERESkdNyln0iNlZaWolWrVgCArKwsFBcXIzAwEADg5eWFzZs3ixmPnuDIkSPYsmULUlNTIZFIMHToUCxYsAB2dnbyMYGBgTA1NcXUqVMf+z4SiaTBaf8vi/79+yMuLk7sGERERESiYMFPpMaMjY2Rm5sLZ2dnpKWlwdzcXH5Ge0VFBTQ0+L8AVTVp0iT06tULH3/8MYYOHfrYHfotLCzg5+en5HSq4dq1axAEAaampvXa9fX10aJFCzg4OODo0aMiJSQiIiISF/+1T6TGfHx8EB4ejsOHD2P//v2YPHmyvO/s2bPo1KmTiOnoSXbu3AkrK6unjjM3N8fChQuVkEj1eHl5QUNDA1lZWfXatbW1ERgYiLfeegvt2rUTKSERERGRuFjwE6mxWbNmQU9PD1lZWQgODsaUKVPkfWfOnMGQIUNETEdPsnv3bjRr1gyWlpZiR1FZ06dPR7NmzRpsr6iowJ9//gk/Pz+cOHFChHRERERE4uOmfUREKsjDwwNFRUWwtLSEv78/fH190b59e7FjNTlVVVXQ1NQUOwYRERGRKFjwE6mxO3fuQCqVKhzZtnPnTly4cAFubm5wdXUVMR09SW1tLY4cOYLExESkpqaivLwcvXr1gp+fH4YMGfJSb8RHRERERM+GBT+RGgsNDUWbNm0wf/58AEBUVBSioqJgYGCA8vJyREREwNfXV+SU9DRVVVVIS0tDUlISfvvtN0ilUri6uiImJkbsaKIqKCjAmjVrkJGRgZKSEhgaGsLJyQlvvvkm2rZtK3Y8IiIiItHVX/xIRGrj9OnT6NevHwBAJpPhp59+wpQpU3D06FEEBQW99AVjU6GpqQlvb29ERERg0aJFMDIywuHDh8WOJarz58/D398f8fHxMDExgaurK0xMTBAfH49hw4YhJydH7IhEREREouOmfURqrLS0FK1atQIAZGVlobi4GIGBgQAe7GS+efNmMePRM0pPT8fu3buRkpKCoqIiWFlZYfz48WLHEtU333yDDh06IDY2FgYGBvL20tJSBAcH45tvvkF0dLSICYmIiIjEx4KfSI0ZGxsjNzcXzs7OSEtLg7m5OTp06AAAqKiogIYG/xegqs6cOYPdu3djz549uHHjBjp06IAxY8bAz88PXbt2FTue6DIyMhAeHq5Q7AOAgYEBQkND8f7774uUjIiIiEh18F/7RGrMx8cH4eHhOHz4MPbv34/JkyfL+86ePYtOnTqJmI6eZNSoUWjTpg18fX0xdOhQ2Nvbix1JpUgkEkil0gb7pFIpJBKJkhMRERERqR4W/ERqbNasWdDT00NWVhaCg4Px9ttvy/vOnDmD1157TcR09CTr1q1Dnz59IAiC2FFUkru7O7777jt0794dnTt3lrfn5eUhMjIS7u7uIqYjIiIiUg3cpZ/oJVNUVIQ9e/Zg165d+PPPP5GdnS12JHoCmUyGixcvorS0FAYGBujcuTNvAgC4du0axo8fjxs3bqBbt24wNjbG7du3cf78eZiamiIuLg6mpqZixyQiIiISFQt+opdARUUFfv31VyQmJuLw4cOoqalB9+7dMWLECEyYMEHsePQYGzZswPLly1FUVCRvMzIywrRp0/DGG2+ImEw13L17F1u3bkV6ejrKyspgYGAAJycnBAQEQE9PT+x4RERERKJjwU+kpmpqanDgwAHs2rUL+/btQ2VlJYyNjXHr1i0sXrwYvr6+YkekJ9i4cSM+/fRTDB06FL6+vvKfXVJSEpKSkrBgwQKMHj1a7JhEREREpMK4hp9IzaSnpyMxMRHJyckoLi6GoaEhhg0bBn9/f3Tr1g19+/aFiYmJ2DHpKdasWYOgoCB89NFHCu0DBw5E69atERMTw4L//yspKVH4WkNDAy1atBAnDBEREZEKYcFPpGbGjRsHQRDQt29fTJo0CR4eHvLj98rLy0VOR8/q6tWrGDBgQIN9r776KuLj45WcSHz5+fmYNWsWxowZg4CAAAAPZrK4uroq7Gugra2N3bt3w9zcXKyoRERERCqBBT+RmrGyssL58+dx/PhxSCQSFBcXw9vbm088mxgTExNkZmY2uNv8yZMnX8pZGnFxcSgqKsKwYcPq9U2fPh3m5uaQyWSIj49HXFwc5syZI0JKIiIiItXBgp9IzezcuRO5ubnYuXMndu/ejblz56J58+bw9PTEgAEDuMN7ExEYGIjly5dDKpXCx8cHRkZG8hMWYmJiMH36dLEjKt3Bgwfx+uuvy2esPGzAgAGwtbWVf7169WoW/ERERPTSY8FPpIYsLS0xc+ZMzJw5U76mPyUlBSkpKRAEAevWrQMA9OnTR+Sk9DihoaEoKytDTEwMVq5cKW+XSCQICgpCaGioiOnEceXKFfTo0UOhTRAEdOvWDc2bN5e3mZub4+rVq8qOR0RERKRyuEs/0UuipqYGBw8eRGJiIlJTU1FRUQEzMzOkpqaKHY2eoLi4GH/++af82LmePXuiVatWYscShYODA1asWAE3N7cnjjty5AhCQ0Nx8uRJ5QQjIiIiUlF8wk/0kpBIJPD09ISnpycqKyuxd+9eJCYmih2LnqJVq1Z49dVXxY6hEszNzZGVlfXUgv/06dPcsI+IiIgIfMJPRKSyCgoKsGbNGmRkZKCkpASGhoZwcnLCm2++ibZt24odT+kiIiKwY8cObNu2DcbGxg2OKSwsxMiRIzFy5EjMmjVLyQmJiIiIVAsLfiIiFXT+/HmMHz8eVVVV8PDwgJGREW7fvo3Dhw9DU1MTcXFx6Natm9gxlaqkpAQjRoxAbW0tpk2bBg8PD7Rr1w6CIODGjRs4dOgQVqxYgWbNmiEhIQGGhoZiRyYiIiISFQt+IiIVFBISgpKSEsTGxsLAwEDeXlpaiuDgYLRq1QrR0dEiJhTHpUuXMGvWLGRlZdU7cUImk8He3h6LFy9Gx44dRUpIREREpDpY8BMRqaDevXsjPDwc3t7e9fr27t2L999/H5mZmSIkUw0nTpzAsWPHcPPmTQBAmzZt4OLiAmdnZ5GTEREREakObtpHRKSCJBIJpFJpg31SqRQSiUTJiVSLs7Mzi3siIiKip2gmdgAiIqrP3d0d3333HS5evKjQnpeXh8jISLi7u4uUjIiIiIiaCk7pJyJSQdeuXcP48eNx48YNdOvWDcbGxrh9+zbOnz8PU1NTxMXFwdTUVOyYopowYQI0NDQQGxtbr93ExASTJk2CnZ2dSOmIiIiIxMeCn4hIRd29exdbt25Feno6ysrKYGBgACcnJwQEBEBPT0/seKLz8vKCpqYmUlJS6rVXVFSguLgYHh4eiImJESkhERERkbhY8BMRqZj79+/j3XffRUhICPr06SN2nCbr8uXLyMjIwIgRI8SOQkRERCQKruEnIlIx2traOH78OGpqasSO0qR17NiRxT4RERG91FjwExGpIA8PDxw6dEjsGCrt+PHjqKioEDsGERERkcrilH4iIhWUlpaGefPmYeDAgfD09ISRkREEQVAYY2trK1I61dC9e3ds27YNNjY2AIDt27djwIABMDAwEDkZERERkWpgwU9EpILqitg6Dxf7MpkMgiAgOztb2bFE9cUXX6BHjx7o0aMHLC0tYWdnh+3bt8PGxgY1NTWws7PDli1bXvobIURERER1NMQOQERE9a1bt07sCCqnoqIC69evR05ODgRBgCAI2LBhAzw9PWFnZwfevyYiIiJSxCf8RETUpFRVVeGvv/5CYGAg+vbti8uXL+P69esQBAGDBg2Cj48P3N3dYWhoKHZUIiIiIlGx4CciUnElJSUKX2toaKBFixbihBHR2bNnYWVlBQ2NB5PTbGxs5FP6b9y4gVdffRWDBw/G+fPncfnyZZw9e1bkxERERETi4pR+IiIVkZ+fj1mzZmHMmDEICAgAANTU1MDV1VVhDb+2tjZ2794Nc3NzsaKKYsyYMRAEAd26dUOPHj0gCAIKCgpgY2MDExMTAMCUKVNga2uL/Px8kdMSERERiY8FPxGRioiLi0NRURGGDRtWr2/69OkwNzeHTCZDfHw84uLiMGfOHBFSiicjIwPnz59HdnY2zp07B5lMhqlTp0JfXx/29vYQBAE5OTmwsbF56W6GEBERETWEU/qJiFSEv78/Ro4cieDgYHlbTU0NbG1tsXXrVvnu8wkJCVi9ejV27dolVlSVYGNjg7i4OFRVVSE9PR1RUVHQ0tKCtrY2XF1dsXTpUrEjEhEREYmKT/iJiFTElStX0KNHD4W2uinszZs3l7eZm5vj6tWryo6nklq0aAEbGxv06dMHUVFRiIuLg1QqxcGDB8WORkRERCQ6FvxERCrk0UlXzZo1q/ckv7a2lkfQAVi4cCHMzMwAQL7HgUQigbOzM5ydncWMRkRERKQSmokdgIiIHjA3N0dWVtZTx50+fZpr1AGMHDkS+vr6AB4U+uvWrUPnzp1FTkVERESkOljwExGpiAEDBmDdunW4devWY8cUFhZi3bp18PLyUmIy1ZCXl4eAgACkpaU12O/i4oLjx48jICAAV65cUXI6IiIiItXDgp+ISEVMnjwZEokEAQEBiI+Px5UrV1BVVYXq6mpcvXoVGzduxOjRo6GlpYWQkBCx4ypdbGwsdHV14enp+dgxnp6e0NPTQ0xMjBKTEREREakmruEnIlIRhoaGWLt2LWbNmoXPPvtMvi69jkwmg729PRYvXgxDQ0NxQoro0KFDCAsLe+q4UaNGISoqSgmJiIiIiFQbC34iIhXSqVMnbNmyBSdOnMCxY8dw8+ZNAECbNm3g4uLyUm9GV1BQgA4dOjx1XPv27VFQUKCERERERESqjQU/EZEK4k7z9enp6aG4uPip40pKSqCrq6uERERERESqjWv4iYioSbCzs0NSUtJTx+3evRt2dnZKSERERESk2ljwExGpqAkTJiA4OLjB9lmzZj3TEX7q5I033sCePXsQFRWFmpqaev21tbWIiopCcnIyxo0bJ0JCIiIiItUiyGQymdghiIioPi8vL2hqaiIlJaVee0VFBYqLi+Hh4fFS7UgfERGB6OhoGBsbw83NDWZmZgCA69ev48iRI7h16xZCQkIwe/ZskZMSERERiY8FPxFRE3X58mVkZGRgxIgRYkdRqrS0NMTGxiIzMxNSqRQAoK2tDUdHR0ycOPGJx/YRERERvUxY8BMRUZNUU1ODkpISAA+ONJRIJOIGIiIiIlIxLPiJiFRYTk4O0tPTUVpaCgMDAzg5OaFbt25ixyIiIiKiJoDH8hERqSCpVIr3338fv/zyC2QyGbS0tCCVSiEIAl577TUsWrQIWlpaYsckIiIiIhXGXfqJiFTQt99+i7S0NMyfPx8nTpzAqVOncOLECcyfPx9paWlYsmSJ2BGJiIiISMVxSj8RkQrq378/3nrrLUyYMKFe39q1axEdHY0DBw6IkIyIiIiImgo+4SciUkGlpaXo0qVLg31dunRBaWmpkhMRERERUVPDgp+ISAV16dIFO3bsaLBv586dj70ZQERERERUh5v2ERGpoGnTpuHdd99Ffn4+Bg8eDGNjY9y+fRspKSk4efIkIiMjxY5IRERERCqOa/iJiFRUamoqli1bhuzsbMhkMgiCgO7duyMsLAxeXl5ixyMiIiIiFceCn4hIxd27dw/l5eVo2bIldHV1xY5DRERERE0EC34iIiIiIiIiNcQ1/EREKqKqqgrbtm1Dp06d0LdvXwCATCZDaGiowrgWLVrg66+/hoYG/xdORERERI/HXfqJiFREQkICvvzyS5iamsrbamtr8fvvv+PmzZu4e/cu7t69iwMHDiAhIUHEpERERETUFPDxEBGRikhKSsLIkSPRsWPHen2ff/45bG1tAQDLli1DUlISxowZo+yIRERERNSE8Ak/EZGKOHfuHPr37//Ucfb29sjOzlZCIiIiIiJqyljwExGpiLt378LAwEChTSKRYMuWLejatau8TVdXF3fv3lV2PCIiIiJqYljwExGpCENDQ+Tn59drt7OzQ/PmzeVf5+fnw9DQUInJiIiIiKgpYsFPRKQiHB0dn2kzvoSEBDg6OiohERERERE1ZSz4iYhUxKRJk3D8+HF89NFHKCsrq9dfXl6OTz75BCdOnEBwcLAICYmIiIioKRFkMplM7BBERPTATz/9hK+++goSiQR2dnZo164dBEFAQUEBTp8+jerqanz00UcYO3as2FGJiIiISMWx4CciUjHnzp3DunXrcPz4cdy8eRMA0KZNG7i4uCAoKAg2NjYiJyQiIiKipoAFPxEREREREZEa4hp+IiIiIiIiIjXEgp+ISEVt374dO3bsaLD94MGDIiQiIiIioqaEU/qJiFSUjY0NNDQ0kJWVVa9dEARYWloiNDQUvr6+IiUkIiIiIlXGgp+ISEUdO3YMgiCgT58+9dorKiqQmZmJkydPYs2aNeIEJCIiIiKVxoKfiIiIiIiISA1xDT8RERERERGRGtIQOwAREdX3wQcfPLavWbNmaNmyJbp3747BgwdDR0dHicmIiIiIqKnglH4iIhU0YsQI3Lx5E0VFRTAwMICRkRFu376N0tJStG7dGjo6Orh+/Tratm2LtWvXomPHjmJHJiIiIiIVwyn9REQq6H//+x9atGiBDRs24OjRo0hKSsLRo0cRFxeHFi1aYN68eUhKSoKWlhbCw8PFjktEREREKogFPxGRCvrmm28QFhYGJycnhXZnZ2dMmzYN4eHhsLCwwNtvv42jR4+KlJKIiIiIVBkLfiIiFXTx4kXo6+s32GdgYIDLly8DADp27IjKykplRiMiIiKiJoIFPxGRCurSpQtiYmJQUVGh0H7v3j3ExMTA0tISAHDz5k0YGxuLEZGIiIiIVBx36SciUkEff/wx3nrrLXh6eqJv375o1aoViouL8ccff6C6uhrR0dEAgL/++guvvfaayGmJiIiISBVxl34iIhVVWFiI1atXIysrC4WFhTAxMYG9vT0mTpwIExMTseMRERERkYpjwU9ERERERESkhriGn4iIiIiIiEgNcQ0/EZEKqqysxPLly5GSkoIbN25AKpXWG5OdnS1CMiIiIiJqKljwExGpoPnz5yMxMRF+fn7o2rUrNDU1xY5ERERERE0M1/ATEakgV1dXhIWFYfz48WJHISIiIqImimv4iYhUkEQigYWFhdgxiIiIiKgJY8FPRKSCxo4dix07dogdg4iIiIiaMK7hJyJSQc2bN0d6ejpef/11uLm5QV9fX6FfEARMnDhRnHBERERE1CRwDT8RkQqysbF5Yr8gCNyln4iIiIieiAU/ERERERERkRriGn4iIiIiIiIiNcQ1/EREKuz+/fu4cuUK7t+/X6/P1tZWhERERERE1FSw4CciUkFSqRSfffYZdu7ciZqamgbHcA0/ERERET0Jp/QTEamgZcuW4dChQ/j6668hk8nwySefYOHChXBzc4O5uTl++OEHsSMSERERkYpjwU9EpIKSk5MRFhaGIUOGAAB69uyJESNGIDY2Fk5OTti3b5/ICYmIiIhI1bHgJyJSQTdu3EDnzp0hkUigra2NsrIyed+wYcOQnJwsYjoiIiIiagpY8BMRqSATExN5kd++fXscPXpU3peXlydSKiIiIiJqSrhpHxGRCnJxccGJEyfg5eWF0aNHY9GiRfj777+hqamJvXv3ws/PT+yIRERERKTiBJlMJhM7BBERKSosLERxcTGsrKwAAGvWrEFycjLu378Pd3d3TJ8+Hbq6uiKnJCIiIiJVxoKfiIiIiIiISA1xDT8RERERERGRGuIafiIiFeHv7//MYwVBwM6dOxsxDRERERE1dSz4iYhUhK2tLQRBEDsGEREREakJruEnIiIiIiIiUkNcw09EpGLu378PJycn7Nu3T+woRERERNSEseAnIlIx2tra0NHRgUQiETsKERERETVhLPiJiFTQiBEjsGXLFrFjEBEREVETxk37iIhUkL6+Pk6ePAl/f3/0798fxsbGChv6CYKAiRMniheQiIiIiFQeN+0jIlJBNjY2T+wXBAHZ2dlKSkNERERETRELfiIiIiIiIiI1xDX8REQqYtWqVSgsLFRoy8jIQEVFhULblStX8MknnygzGhERERE1QSz4iYhUxLfffovr16/Lv66pqcG4cePw999/K4wrKirihn5ERERE9FQs+ImIVERDK6y46oqIiIiInhcLfiIiIiIiIiI1xIKfiIiIiIiISA2x4CciUnGCIIgdgYiIiIiaIB7LR0SkImxsbKCjo6NQ4N+7d69em0wmQ2VlJbKzs8WISURERERNhIbYAYiI6IGwsDCxIxARERGRGuETfiIiIiIiIiI1xDX8RERERERERGqIBT8RERERERGRGmLBT0RERERERKSGWPATERHRS+Po0aOwtrZGcnJyo17Hy8sLc+fObdRr/NPreHl5YcqUKY2ciIiIVAkLfiIieqkkJCTA2toap0+fFjvKS+ezzz6DjY0NSkpKFNpLSkpgY2MDOzs73L9/X6HvypUrsLa2xrfffqvEpI2vpqYGjo6OCA0Nrde3Zs0aWFtbY86cOfX6IiMjYW1tjYsXLzb4vrm5uVi6dCmuXr36wjMTEVHTw4KfiIiIlMLJyQkymQwZGRkK7ZmZmWjWrBmqq6vr3YhJT0+Xv1adSCQSODg4IDMzs15fRkYGNDQ06n1OdX1GRkbo3LkzACA5ORmff/65vD83NxdRUVHIz89vvPBERNRksOAnIiIipagr2uuK+DoZGRmwtrZG586d6xW5GRkZaNasGXr37v2vrl1dXQ2pVPqv3uNFc3R0RHFxMS5cuKDQnpGRAR8fH1y+fBmFhYXy9urqapw6dQqOjo7yNi0tLWhqaiotMxERNS0s+ImIiB4hlUoRGRmJgIAAODk5wcHBAW+88Qb++OMPhXFXr16FtbU1YmJisHHjRnh7e8POzg6jRo3CqVOn6r3vnj174OvrC3t7e/j5+eHXX3/F3Llz4eXlJR9Tt8b86NGjDV4rISFB3nbu3DnMnTsXAwcOhL29PTw8PPDBBx+guLi43rWPHj2KgIAA2Nvbw9vbG/Hx8Vi6dCmsra3rjd2xYwcCAgLQs2dPuLi4YMaMGbh+/brCmLy8PLzzzjvw8PCAvb09XnnlFcyYMQPl5eWP/VzNzMxgamraYFHv6OiI3r17N9hnaWkJfX19AMDt27fx4Ycfwt3dHfb29hg2bBi2bdvW4GcVExODNWvWwNvbG/b29vUK6zpSqRRTpkyBk5OT/Pq1tbVYs2YNhg4dCnt7e7i7u2PevHkoLS1VeK1MJsPy5cvxyiuvoFevXggKCkJOTs5jP4OH1d0Aefh7vnLlCgoLCzF+/Hhoa2sr9GVnZ+PevXsKsx0eXsOfkJCAd999FwAwYcIEWFtbN/i7dOLECQQGBsLe3h4DBw7E9u3bnykvERE1PRpiByAiIlI1d+7cwebNm+Hn54fRo0fj7t272LJlCyZPnozNmzeje/fuCuMTExNx9+5d/Oc//4EgCIiOjsY777yDvXv3yp++/v7775gxYwasrKwwa9YslJaW4qOPPkLbtm2fO+fhw4dx5coVBAQEwMTEBDk5Odi0aRNyc3OxadMmCIIAADh79iwmT54MExMTvPPOO6itrcWyZcvQunXreu+5YsUKREZGYsiQIQgMDERRURHi4uIwbtw4bN++Hfr6+pBKpQgJCYFUKsX48eNhbGyMgoIC/P777ygrK0PLli0fm9nJyQm//PILpFIptLS0IJVKcfr0aYwdOxYVFRWIiIiATCaDIAgoLS1Fbm4uXn/9dQBAZWUlgoKCcPnyZYwbNw7t27dHcnIy5s6di7KyMrz55psK10pISMD9+/cxZswYaGlpwcDAAGVlZQpjKisrMW3aNGRlZWH16tXo2bMnAGDevHnYtm0bAgICEBQUhKtXr2LDhg04e/Ysfv75Z/nPNTIyEitWrICnpyc8PT1x5swZBAcHo6qq6qk/PwcHB2hoaCA9PR2jR48G8GD2g66uLuzt7WFnZ4eMjAy89tprAP7vxsDjljf06dMHQUFBWL9+PaZOnYouXboAALp27Sofc+nSJbz77rsIDAzEyJEjsXXrVsydOxe2trbo1q3bUzMTEVHTwoKfiIjoEQYGBti3bx+0tLTkbWPGjMGQIUOwfv16fPXVVwrjr127hl9++QUGBgYAgM6dO2PatGk4ePAgBgwYAABYvHgx2rZti59//hl6enoAADc3NwQFBcHc3Py5cr7xxhsIDg5WaHNwcMDMmTORnp4OZ2dnAMD3338PiUSCn3/+WX6DYciQIfD19VV4bX5+PpYuXYr33nsPU6dOlbcPHjwYI0eOxE8//YSpU6fiwoULuHr1KiIjI+Hj4yMfFxYW9tTMjo6OSExMxKlTp+Ds7IyzZ8/i/v37cHR0REVFBUpKSnDhwgVYWloiMzMTMplMXuBu3LgRFy5cQHh4OIYNGwYAeP311xEUFITvvvsOo0aNQosWLeTXunHjBn799VeFGxtXrlyR//nu3buYOnUqcnJysHbtWvmNnBMnTmDz5s2IiIiAv7+/fHzfvn0xefJkJCcnw9/fH0VFRYiOjsarr76KH374QX6DZcmSJfjhhx+e+lno6Oige/fuCkscMjIyYG9vDw0NDfTu3Vvh6Xx6ejp0dHTQo0ePBt+vQ4cOcHZ2xvr16+Hu7o6+ffvWG3Px4kVs2LBB/rsxZMgQeHp6IiEhocFNAomIqGnjlH4iIqJHSCQSebFfW1uLkpISVFdXw87ODmfPnq033tfXV17sA5AXU3XFZUFBAc6fP48RI0bIi30AcHFxgZWV1XPnbN68ufzP9+/fR1FREXr16gUAOHPmDIAHu8EfOXIEAwcOVJhN0KlTJ/Tv31/h/X799VfU1tZiyJAhKCoqkv9nbGyMTp06yYvPuqL64MGDqKio+EeZH53GnpGRgbZt28LMzAxdunSBoaGhQt/Dr9m/fz9MTEzg5+cnfz9NTU0EBQXh3r17OH78uMK1Bg8e3OAsBgAoLy9HSEgI/v77b6xfv15h1kZycjJatmwJDw8Phc/B1tYWurq68s/h8OHDqKqqwvjx4+XFPoB6Mw2e9nk8vFY/MzNTvl+Bo6MjsrOz5Z9xRkYGevbsCQ2N539eY2lpKf/9BIDWrVujc+fOCjdCiIhIffAJPxERUQO2bduG2NhYXLx4UWF6dvv27euNNTU1Vfi6rvivmz5+7do1AEDHjh3rvbZTp04N3kR4FiUlJYiKikJSUhJu376t0Fe3lv727duorKxEp06dGrz2w/Ly8iCTyTB48OAGr1dXaHbo0AGTJk3C6tWrsWvXLjg7O8PLywvDhg174nR+ALCysoK+vr5CUV+3CZ0gCHBwcEBGRgbGjBmDjIwMmJqawszMDMCDGQidOnVCs2aKzyvqpqzXfc51GvpZ1fnqq68glUqxbdu2elPZL126hPLycri5uTX42rrPuu56FhYWCv2tW7dWuAH0JE5OTlizZg0yMjLg5uaGnJwczJ49GwDQu3dv+UZ9ZmZmKCwslE/9f16P/q4CD35fH92bgIiI1AMLfiIiokfs2LEDc+fOhbe3N0JCQmBkZASJRIIff/yxwSehEomkwfeRyWT/+NoPPyl+WG1tbb229957D5mZmQgJCUH37t2hq6uL2tpaTJ48+bmuXVtbC0EQsGrVqga/J11dXfmf586di5EjRyI1NRWHDh3CF198gR9//BGbNm1Cu3btHnuNZs2ayY+jqzuib8qUKfL+3r17Y+vWrfK1/d7e3v/4+6jz8AyIRw0cOBBJSUlYuXIlFi1apHAToba2FkZGRoiIiGjwtY+bNfA8Hj65oC5v3RP+1q1bw8LCAunp6fJNE//t8YSP+10lIiL1xIKfiIjoESkpKejQoQOioqIUCvDvv//+ud6v7gn15cuX6/VdunRJ4eu63egf3e3+0XPVS0tLceTIEbzzzjsKa+fz8vIUxhkZGUFbW7vedRq6dseOHSGTydC+fXv5Oe9PUrcL/LRp05CRkYGxY8fi559/xowZM574OicnJ+zfvx+pqam4ffu2wjFzvXv3xpIlS7B//35UVlYq9Jmbm+Ovv/5CbW2tQoH+999/A/i/z/lZeHt7o1+/fpg7dy709PQwf/58hc/hyJEjcHR0fOJNg7rr5eXloUOHDvL2oqKiZ35ibmRkJC/qdXR0FE4kACA/ueDGjRuQSCRwcHB44vs97oYRERG9nLiGn4iI6BF1T0Effkr+559/4uTJk8/1fm3btoWVlRW2b9+Ou3fvytuPHTuG8+fPK4w1NzeHRCKptx79559/bjDjo9auXVtvnLu7O1JTU1FQUCBvv3TpEg4cOKAwdvDgwZBIJIiKiqo3Q0Amk8mP+7tz5w6qq6sV+q2srNCsWbNnOuu+7il1dHS0fOO6OnVr1KOjoxXGAsArr7yCwsJCJCUlyduqq6uxfv166Orqok+fPk+99sNGjBiBjz/+GPHx8QgPD5e3DxkyBDU1NVi+fHm911RXV8uXari7u0NTUxNxcXEKn9ejP4OncXR0xLlz53Do0CH50/06vXv3xsmTJ5Geng5ra2uFTQkboqOjA6D+DSMiIno58Qk/ERG9lLZu3Vqv4AUenF/+6quv4pdffsH06dPx6quv4urVq4iPj4elpSXu3bv3XNebMWMGpk2bhrFjxyIgIABlZWXYsGEDrKysFG4CtGzZEj4+PoiLi4MgCOjQoQN+//33emv0W7RogT59+iA6OhpVVVVo27YtDh06hKtXr9a7dlhYGA4ePIixY8di7NixqK2tRVxcHLp164bs7Gz5uI4dO+K9997D4sWLkZ+fD29vb+jp6eHq1avYu3cvxowZg5CQEPzxxx9YsGABfHx8YGFhgZqaGuzYsQMSiUR+hNyT9OzZE5qamsjMzISLi4vCJnQ6OjqwtrZGZmYm9PX1FTY1/M9//oONGzdi7ty5OHPmDMzNzZGSkoKMjAx8+OGHTy2GGzJ+/HjcuXMHS5YsQcuWLTF16lS4uLjgP//5D3788UdkZ2fDw8MDmpqayMvLQ3JyMj766CP4+PigdevWCA4Oxo8//ogpU6bA09MTZ8+exf79+9GqVatnzuDk5ISEhAScPn0a48aNU+jr3bs3ysvLUV5ejqCgoKe+V/fu3SGRSLBq1SqUl5dDS0sLrq6uMDIy+sefDRERNX0s+ImI6KX06BPzOgEBAQgICMCtW7ewceNGHDx4EJaWlggPD0dycjKOHTv2XNfz8vLCt99+i6VLl2Lx4sWwsLDAwoULsX37duTk5CiM/fjjj1FdXY34+HhoaWnBx8cH//vf/xR2pwceHPX3+eef46effoJMJoOHhwdWrVpVb/d9Ozs7rFq1CosWLUJkZCRMTU3x3//+F3///bd8Onydt99+GxYWFlizZg2WLVsGAGjXrh08PDzg5eUF4MFU/n79+uG3335DQUGBvEhftWrVU6ecA4C2tjbs7OyQmZmpMGW/jqOjI86cOQMHBweFqfvNmzfH+vXrERERgW3btuHOnTvo3LkzFi5ciICAgKde93GmTp2K8vJyedE/btw4LFiwAHZ2doiPj8eSJUsgkUhgbm6OYcOGKWR+7733oKWlhfj4eBw9ehQ9e/ZEbGyswr4ET/PwLIZHn/B369YN+vr6KCsra/CzepSJiQnmz5+PH3/8ER999BFqamqwbt06FvxERC8pQfY8u/oQERHRCzF8+HC0bt0aq1evVvq1p02bhtzcXPzyyy9KvzYRERE1Pq7hJyIiUoKqqqp6696PHj2Kc+fOwcXFpdGvX1lZqfB1Xl4e9u/fr5RrExERkTg4pZ+IiEgJCgoKMGnSJAwbNgxt2rTB33//jfj4eJiYmOD1119v9Ot7e3tj5MiR6NChA/Lz8xEfHw9NTU1Mnjy50a9NRERE4mDBT0REpAQGBgawtbXF5s2bUVRUBF1dXXh6emL27Nn/aIO359W/f3/s3r0bhYWF0NLSgoODA2bOnAkLC4tGvzYRERGJg2v4iYiIiIiIiNQQ1/ATERERERERqSEW/ERERERERERqiAU/ERERERERkRpiwU9ERERERESkhljwExEREREREakhFvxEREREREREaogFPxEREREREZEaYsFPREREREREpIZY8BMRERERERGpof8Hshuhqv8ELCAAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By the result, we get to know that all the languages are worked mostly but the first three row's languages are used the most." + ], + "metadata": { + "id": "PYUBvHldXjO5" + } + }, + { + "cell_type": "markdown", + "source": [ + "**BIVARIATE ANALYSIS**" + ], + "metadata": { + "id": "hyxbBBmhfBSF" + } + }, + { + "cell_type": "markdown", + "source": [ + "*AGE vs SALARYUSD*" + ], + "metadata": { + "id": "vW75Z-44fS49" + } + }, + { + "cell_type": "code", + "source": [ + "# Scatter plot for Age vs. SalaryUSD\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df['Age'], df['SalaryUSD'], alpha=0.5)\n", + "plt.title('Scatter Plot of Age vs. SalaryUSD')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('SalaryUSD')\n", + "plt.grid(True)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "FFxMYZ2NTNSV", + "outputId": "d23b60a9-156b-4591-fd24-63551de1bfa3" + }, + "execution_count": 450, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The higher density of dots in the 25-34 years and 35-44 years age ranges indicates that there are more individuals within these age brackets who are paid well." + ], + "metadata": { + "id": "mhLhuf6_hcuk" + } + }, + { + "cell_type": "markdown", + "source": [ + "*DEVTYPE vs SALARYUSD*" + ], + "metadata": { + "id": "VuybtKFGlYdR" + } + }, + { + "cell_type": "code", + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Set the style of seaborn\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Create the violin plot\n", + "plt.figure(figsize=(12, 8))\n", + "sns.violinplot(x='SalaryUSD', y='DevType', data=df, inner='quartile')\n", + "plt.title('Distribution of Salaries by Developer Type')\n", + "plt.xlabel('Salary (USD)')\n", + "plt.ylabel('Developer Type')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 727 + }, + "id": "8L1bLJYxiH0F", + "outputId": "fc06614b-8be6-4564-c8e1-ba8da4375d6a" + }, + "execution_count": 451, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "This tells that the salaries of the developer are much concentrated between 0 to 100000 USD and there is variablity in salaries. and the salaries of the non developer are evenly distributed and less variable and the salaries of the managers are very little variable." + ], + "metadata": { + "id": "mVM6mUsAnGGW" + } + }, + { + "cell_type": "markdown", + "source": [ + "*Employment vs SalaryUSD*" + ], + "metadata": { + "id": "XU_XOsMepI9L" + } + }, + { + "cell_type": "code", + "source": [ + "# Creating a swarm plot\n", + "plt.figure(figsize=(10, 6))\n", + "sns.swarmplot(x='Employment', y='SalaryUSD', data=df)\n", + "plt.title('Employment Status vs. Salary')\n", + "plt.xlabel('Employment Status')\n", + "plt.ylabel('Salary (USD)')\n", + "plt.xticks(rotation=45) # Rotate x-axis labels for better readability\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 676 + }, + "id": "KxUi1Xl_ilmc", + "outputId": "bf27c983-f857-49e2-b260-e6749a37a838" + }, + "execution_count": 452, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "This observation says that the expectation that full-time positions typically offer higher salaries compared to part-time positions is true, resulting in more data points at higher salary ranges for full-time employment.\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "leKoKd4cqV-0" + } + }, + { + "cell_type": "markdown", + "source": [ + "*YearsCodingProf vs. SalaryUSD*" + ], + "metadata": { + "id": "iW2l-Jnxqq1U" + } + }, + { + "cell_type": "code", + "source": [ + "#Bar plot for YearsCodingProf vs. SalaryUSD\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='YearsCodingProf', y='SalaryUSD', data=df, alpha=0.7)\n", + "plt.title('YearsCodingProf vs. SalaryUSD')\n", + "plt.xlabel('YearsCodingProf')\n", + "plt.ylabel('SalaryUSD')\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 633 + }, + "id": "Le_kPH2ppzzW", + "outputId": "4d95817d-7c12-4867-e8fe-8271edf479ae" + }, + "execution_count": 453, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Results seem like individuals with 15-17 years of professional coding experience tend to have relatively higher salaries, with earning up to $120,000. This observation suggests that there may be a positive relation between years of professional coding experience and salary, indicating that more experienced professionals tend to command higher salaries.\n", + "The 24-26 years again tend to have low salary maybe due to the factor of age and a desire of having young ones to be worked." + ], + "metadata": { + "id": "WAbW8XUWstg6" + } + }, + { + "cell_type": "markdown", + "source": [ + "*LanguageWorkedWith vs. SalaryUSD*" + ], + "metadata": { + "id": "xJZcYFQStZnm" + } + }, + { + "cell_type": "code", + "source": [ + "# Bar plot of LanguageWorkedWith vs. SalaryUSD\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x='LanguageWorkedWith', y='SalaryUSD', data=df, ci=None)\n", + "plt.xticks(rotation=90)\n", + "plt.title('LanguageWorkedWith vs. SalaryUSD')\n", + "plt.xlabel('LanguageWorkedWith')\n", + "plt.ylabel('SalaryUSD')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "_pEWHPhyrNvB", + "outputId": "88b73dc4-cab7-4b2f-ae9b-150d5f5b6c9a" + }, + "execution_count": 454, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":3: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(x='LanguageWorkedWith', y='SalaryUSD', data=df, ci=None)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The individuals who work with the languages oriented with css,html,php,swift tend to have more pay of salary extending upto 120000 USD." + ], + "metadata": { + "id": "I_mTgBEUvaR3" + } + }, + { + "cell_type": "markdown", + "source": [ + "All these visualizations provide valuable insights into different aspects of the data, such as the distribution of salary, the relationship between different variables like age and salary, and how various factors like employment type and years of coding experience relate to salary which answers many analysis questions." + ], + "metadata": { + "id": "2WdbwBFKwXPF" + } + }, + { + "cell_type": "markdown", + "source": [ + "**CORRELATION ANALYSIS**" + ], + "metadata": { + "id": "MY-0G8bHmdQi" + } + }, + { + "cell_type": "markdown", + "source": [ + "*To understand the relation between them we need to perform correlation analysis.*" + ], + "metadata": { + "id": "LxbQsxSfnyFZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Correlation analysis:AGE vs SALARYUSD**" + ], + "metadata": { + "id": "6QeT6OAJn2ph" + } + }, + { + "cell_type": "code", + "source": [ + "# Replacing 'years old' with an empty string and split the age range into two separate columns\n", + "df[['Age_Start', 'Age_End']] = df['Age'].str.replace(' years old', '').str.split(' - ', expand=True)\n", + "\n", + "# Converting the 'Age_Start' and 'Age_End' columns to numeric format\n", + "df[['Age_Start', 'Age_End']] = df[['Age_Start', 'Age_End']].astype(float)\n", + "\n", + "# Considering the average of 'Age_Start' and 'Age_End' to get the approximate age\n", + "df['Average_Age'] = (df['Age_Start'] + df['Age_End']) / 2\n", + "\n", + "# Calculating the correlation coefficient\n", + "correlation = df[['Average_Age', 'SalaryUSD']].corr()\n", + "\n", + "# Printing the correlation matrix\n", + "print(\"Correlation Matrix:\")\n", + "print(correlation)\n", + "\n", + "# Visualizing the correlation matrix as a heatmap\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(correlation, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 619 + }, + "id": "OigPhy-KmjRN", + "outputId": "1bdeba3d-1a28-4852-8cc0-9caacfe8768a" + }, + "execution_count": 455, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Correlation Matrix:\n", + " Average_Age SalaryUSD\n", + "Average_Age 1.000000 0.122929\n", + "SalaryUSD 0.122929 1.000000\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the result, we get to know that the correlation coefficient of 0.12 indicates a weak positive correlation between the variables 'Age' and 'SalaryUSD'. This means that as age increases, there is a slight tendency for salary to increase, but the relationship is not very strong." + ], + "metadata": { + "id": "l4R9fT45oB-S" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Correlation analysis:Job staistfaction vs SALARYUSD**" + ], + "metadata": { + "id": "sBQdYv6vrfeQ" + } + }, + { + "cell_type": "code", + "source": [ + "# Defining a mapping dictionary for job satisfaction levels\n", + "job_sat_mapping = {\n", + " 'Extremely dissatisfied': 1,\n", + " 'Moderately dissatisfied': 2,\n", + " 'Slightly dissatisfied': 3,\n", + " 'Neither satisfied nor dissatisfied': 4,\n", + " 'Slightly satisfied': 5,\n", + " 'Moderately satisfied': 6,\n", + " 'Extremely satisfied': 7\n", + "}\n", + "\n", + "# Mapping the JobSatisfaction column using the defined mapping\n", + "df['JobSat_Num'] = df['JobSatisfaction'].map(job_sat_mapping)\n", + "\n", + "# Calculating the correlation matrix\n", + "correlation_matrix = df[['JobSat_Num', 'SalaryUSD']].corr()\n", + "\n", + "# Visualizing the correlation matrix as a heatmap\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + "plt.title('Correlation of Job Satisfaction with SalaryUSD')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "id": "UHuP0B77n7EI", + "outputId": "51248523-dd03-4a32-e4ae-4df2b0e48325" + }, + "execution_count": 456, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the result, we can see that the correlation coefficient is 0.08 which indicates a very weak positive correlation between job satisfaction and salary. This means that there is a slight tendency for job satisfaction to increase as salary increases, but the relationship is not strong." + ], + "metadata": { + "id": "TNgxJlVNwo8i" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Correlation analysis:Job staistfaction vs RACE ETHNICITY**" + ], + "metadata": { + "id": "KzQ6BPVGzIF3" + } + }, + { + "cell_type": "code", + "source": [ + "# Defining a mapping dictionary for ethnicities\n", + "ethnicity_mapping = {\n", + " 'Black or African descent': 1,\n", + " 'East Asian': 2,\n", + " 'Hispanic or Latino': 3,\n", + " 'South Asian': 4,\n", + " 'White or European descent': 5\n", + "}\n", + "\n", + "# Mapping the RaceEthnicity column using the defined mapping\n", + "df['Ethnicity_Num'] = df['RaceEthnicity'].map(ethnicity_mapping)\n", + "\n", + "# Calculating the correlation matrix\n", + "correlation_matrix_ethnicity = df[['Ethnicity_Num', 'JobSat_Num']].corr()\n", + "\n", + "# Visualizing the correlation matrix as a heatmap\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(correlation_matrix_ethnicity, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + "plt.title('Correlation of Ethnicity with Job Satisfaction')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "id": "W7SqWj_js2WO", + "outputId": "ae667bb5-13b1-4493-f03e-39f798e7157a" + }, + "execution_count": 457, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "From the result, we can see that the correlation coefficient is 0.03 which indicates a very weak positive correlation between ethnicity and job satisfaction. This suggests that there is little to no linear relationship between ethnicity and job satisfaction in the dataset." + ], + "metadata": { + "id": "1p5s4MH-zSB1" + } + }, + { + "cell_type": "markdown", + "source": [ + "**ANALYSIS**" + ], + "metadata": { + "id": "G_dUNFwDAXuh" + } + }, + { + "cell_type": "markdown", + "source": [ + "**JOB SATISFACTION vs EDUCATION LEVEL**" + ], + "metadata": { + "id": "LY9rGQk8_XGl" + } + }, + { + "cell_type": "code", + "source": [ + "# Calculate the distribution of job satisfaction levels within each education level category\n", + "education_job_satisfaction_distribution = df.groupby('EdLevel')['JobSatisfaction'].value_counts().unstack().fillna(0)\n", + "\n", + "# Display the distribution\n", + "print(\"Job Satisfaction Distribution by Education Level:\")\n", + "print(education_job_satisfaction_distribution)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XbIlOTLyyljY", + "outputId": "a740f644-0295-4064-eaf1-3e13e85bb741" + }, + "execution_count": 458, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Job Satisfaction Distribution by Education Level:\n", + "JobSatisfaction Extremely dissatisfied Extremely satisfied \\\n", + "EdLevel \n", + "Associate 0.0 0.0 \n", + "Bachelors 2.0 4.0 \n", + "No Degree 0.0 0.0 \n", + "\n", + "JobSatisfaction Moderately dissatisfied Moderately satisfied \\\n", + "EdLevel \n", + "Associate 0.0 2.0 \n", + "Bachelors 4.0 15.0 \n", + "No Degree 0.0 3.0 \n", + "\n", + "JobSatisfaction Neither satisfied nor dissatisfied Slightly dissatisfied \\\n", + "EdLevel \n", + "Associate 0.0 0.0 \n", + "Bachelors 4.0 5.0 \n", + "No Degree 3.0 2.0 \n", + "\n", + "JobSatisfaction Slightly satisfied \n", + "EdLevel \n", + "Associate 0.0 \n", + "Bachelors 6.0 \n", + "No Degree 6.0 \n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can conclude the distribution of job satisfaction levels within each education level category.\n", + "\n", + "For the \"Associate\" education level:\n", + "\n", + "Moderately satisfied: 2\n", + "Moderately dissatisfied: 0\n", + "Neither satisfied nor dissatisfied: 0\n", + "Slightly satisfied: 0\n", + "Slightly dissatisfied: 0\n", + "Extremely satisfied: 0\n", + "Extremely dissatisfied: 0\n", + "\n", + "For the \"Bachelors\" education level:\n", + "\n", + "Moderately satisfied: 15\n", + "Moderately dissatisfied: 4\n", + "Neither satisfied nor dissatisfied: 4\n", + "Slightly satisfied: 6\n", + "Slightly dissatisfied: 5\n", + "Extremely satisfied: 4\n", + "Extremely dissatisfied: 2\n", + "\n", + "For the \"No Degree\" education level:\n", + "\n", + "Moderately satisfied: 3\n", + "Moderately dissatisfied: 0\n", + "Neither satisfied nor dissatisfied: 3\n", + "Slightly satisfied: 6\n", + "Slightly dissatisfied: 2\n", + "Extremely satisfied: 0\n", + "Extremely dissatisfied: 0" + ], + "metadata": { + "id": "bTk-uO7e-woQ" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the distribution of job satisfaction levels by education level\n", + "education_job_satisfaction_distribution.plot(kind='bar', stacked=True, figsize=(10, 6))\n", + "plt.title('Distribution of Job Satisfaction Levels by Education Level')\n", + "plt.xlabel('Education Level')\n", + "plt.ylabel('Count')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(title='Job Satisfaction')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 601 + }, + "id": "pCGUFGIK7ib4", + "outputId": "aea296a7-803b-4fb4-927b-1eb2b79a8147" + }, + "execution_count": 459, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**COUNTRY vs DEVTYPE**" + ], + "metadata": { + "id": "kyImOHLkAi3O" + } + }, + { + "cell_type": "code", + "source": [ + "# Grouping the data by 'Country' and 'DevType', and counting the number of respondents in each category\n", + "job_role_country_distribution = df.groupby(['Country', 'DevType']).size().unstack().fillna(0)\n", + "\n", + "# Plotting the distribution of job roles in different countries\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(job_role_country_distribution, cmap='Blues')\n", + "plt.title('Distribution of Job Roles Across Countries')\n", + "plt.xlabel('Job Role')\n", + "plt.ylabel('Country')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 727 + }, + "id": "sL-mLfEo_TZT", + "outputId": "8f1782cb-b2df-4130-9e70-1ea0d5b99733" + }, + "execution_count": 460, + "outputs": [ + { + "output_type": "display_data", + "data": { + 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can conclude from the heatmap that the most developers are presnt in United States and then in India. We can also observe that there are barely any jobs of manager and non developer." + ], + "metadata": { + "id": "F4uj2bp6BbhA" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Language desire next year vs Devtype**" + ], + "metadata": { + "id": "n2X6z2dwNNQR" + } + }, + { + "cell_type": "code", + "source": [ + "# Grouping the data by DeveloperType and LanguageDesireNextYear\n", + "language_job_grouped = df.groupby('DevType')['LanguageDesireNextYear'].value_counts().unstack().fillna(0)\n", + "\n", + "# Plotting the heatmap\n", + "plt.figure(figsize=(16, 10))\n", + "sns.heatmap(language_job_grouped, cmap='viridis', annot=True, fmt='g', linewidths=0.5)\n", + "plt.title('Distribution of Programming Languages Desired Next Year Across Job Roles')\n", + "plt.xlabel('Programming Language')\n", + "plt.ylabel('Developer Type')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 768 + }, + "id": "k3kW-Z4eAdki", + "outputId": "878dd8de-60c7-41b7-f394-450eebd03ee8" + }, + "execution_count": 461, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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o77//tkUsCzSyAdhcQECAAgICNH78eO3du1cbNmzQihUrFBYWpkqVKqljx47q0KGDSpQo4eioAAAAAAAATsNRS4vYysmTJxUTE6NKlSql2Tdw4EDFxsaqWLFiateunUaMGJGlZWlpZAOwm1y5cumxxx7TY489pvj4eL3xxhvavHmzpk+frpkzZ6p+/frq06ePmjVr5uioAAAAAAAALq158+b33L99+3a7nt8wDE2aNEnFixdXu3btzNsLFSqk/v37q169esqbN68OHDighQsXKioqSnPmzMl0fRrZAOzqhx9+0IYNG7RlyxbFxcWpcuXKeuqpp5QnTx6tXr1agwcP1qBBgzRixAhHRwUAAAAAAHAoV56RHRoaqgMHDmj+/Pny8PAwb69WrZqqVatmvh8UFKTixYtr4sSJOnz4sAICAjJVn0Y2gGy7cOGCfHx8zH8O8ueff2rDhg3auHGj/vrrLxUpUkRPP/20OnbsaLFGdu/evfX6669r6dKlNLIBAAAAAECOl50lsu094/peVq5cqY8//ljvvvuugoKC/vP4Nm3aaOLEifr1119pZAO4f5o3b673339f7du3V8eOHXX8+HG5u7urefPmevPNN/XYY49leNGABg0aaNWqVfc5MQAAAAAAgPNxxRnZ27Zt01tvvaXhw4erc+fOdjsPjWwA2WYYhoz/f1ldT09PTZw4UW3atFHBggX/87HNmzd36G8MAQAAAAAAnEZ2pmQ7wMGDBzV69Gg9++yzGjJkSKYft2nTJklSzZo1M/0YGtkAbGrJkiVZOj5//vwqXbq0ndIAAAAAAAC4DkfNyL5586Z27dolSTp//rwSEhK0efNmSVL9+vXl4+Oj3r1768KFC9q2bZsk6cSJExoyZIgqVKigjh076tChQ+Z6Pj4+KleunCRpzJgxKl++vKpVq2a+2GNYWJhatGhBIxvA/Wcyud6fvgAAAAAAADgTw0EzsmNiYtJcvyz1/uLFi9WgQQOlpKQoOTnZvP+XX37RtWvXdO3aNXXr1s3isU8//bTee+89SVLlypUVHh6uhQsXKikpSaVLl9agQYM0cODALGWkkQ3AJiZPnqyZM2dm6liTyaSvv/7aqvMYhqG4uDh5eHjI3d3dqhoAAAAAAAD4P2XKlNGxY8fuecy//wq/U6dO6tSp03/WDgkJUUhISLbySTSyAdiIr6+vfH197X6epKQkNWzYUJ988omaNWtm9/MBAAAAAADcL654scf7hUY2AJvo27evOnToYPfzuLu7q0SJEhZ/ygIAAAAAAPBAoJGdoVyODgAAWdW9e3eFhYXp9u3bjo4CAAAAAABgM4Zh/e1Bx4xsAC7nr7/+0smTJ9WsWTPVr19fRYsWTXOxyQkTJjgoHQAAAAAAgJVyQEPaWjSyAbicnTt3mi/0eOTIkTT7TSYTjWwAAAAAAOByWCM7YzSyAWTb9u3b5ePjc9/Ot2PHjvt2LgAAAAAAADgejWwA2Va6dGlHRwAAAAAAAHB9LC2SIS72CMAlXblyRR988IF69+6tVq1aKTIyUpL02Wef6dChQ44NBwAAAAAAYAXDMFl9e9DRyAbgcn777Te1atVKERERKlGihM6cOaPExERJUnR0tMLCwhwbEAAAAAAAwBpGNm4POBrZAFzOlClTFBgYqC1btujdd9+VYfzft3WtWrX0yy+/ODAdAAAAAACAtUzZuD3YaGQDsJlbt25pypQpdr8Y45EjR9SrVy+5ubnJZLL8ovbx8VFMTIxdzw8AAAAAAGAXzMjOEI1sADaTL18+rVixwu6N5Pz58yshISHdfRcuXJC3t7ddzw8AAAAAAGAXNLIzRCMbgE1Vr15dx48ft+s5GjdurNmzZ+vq1avmbSaTSbdu3dLixYvVtGlTu54fAAAAAAAA9xeNbAA2NX78eEVERGjVqlW6c+eOXc7x8ssv6/r162rVqpVGjhwpk8mk//3vf2rbtq1iY2M1cuRIu5wXAAAAAADArgyT9bcHXB5HBwDwYBk7dqxMJpPeeOMNTZo0Sb6+vsqbN6/FMSaTSRs2bLD6HL6+vlq3bp3CwsK0b98+lStXTrGxserQoYNeeOEFlhYBAAAAAAAuycgBS4RYi0Y2AJvy9vaWt7e3KlasaNfzeHp6avjw4Ro+fLhdzwMAAAAAAHDf0MjOEI1sADa1ZMkSR0cAAAAAAABwTTlgiRBr0cgG4HKCg4NlMqX/xZ4rVy4VKlRIDz/8sHr06KHq1avf53QAAAAAAADWMTEjO0Nc7BGAzSUkJGju3Lnq16+fnnrqKR0+fFiSFBsbq0WLFun06dPZqt+8eXOlpKQoPj5e1atX12OPPabq1asrPj5ed+7cUZUqVfTDDz+oS5cu2rdvny2GBAAAAAAAAAdiRjYAm7p48aJ69uypixcvqnz58oqKitL169cl/bN+9vLly3X+/HlNmDDB6nOULl1apUqV0rx58+Th4WHefv36dQ0cOFB+fn6aOHGiBg4cqI8++kgNGzbM9rgAAAAAAADsjhnZGWJGNgCbmjZtmq5fv65169ZpyZIlMv51ud0WLVpo//792TrHZ599pv79+1s0sSWpQIEC6tevn5YsWSI3Nzd169ZNx44dy9a5AAAAAAAA7hvDZP3tAUcjG4BN7d27V7169dJDDz2U7jrWZcuW1V9//ZWtc1y9elUJCQnp7rt27Zri4+MlSV5eXtk6DwAAAAAAwH1lZOP2gGNpEQA2devWLfn4+GS4P3WZkexo0KCBpk+frtKlS6tOnTrm7T/88INmzJihRx99VJJ08uRJlS5dOtvnu5ubex71nthFLXo2UcHCBRV1+LTCXl+un74+7DQ1nb0eGZ2znitkZMw5Y8yukJExM2ZrkdH56rlCxpw4ZlfIyJgZs7VyYkYPNzcNrFNPtUqUUC3fEvLOl18vb9us1Ud/szrjAy0HNKStxYxsADZVqVIlff/99xnu//rrr1WtWrVsnWPixIny8fFRjx491KBBA7Vu3VoNGjRQr169VKRIEb399tuSpFy5cql///7ZOte/vbxoiJ4Z1V7bl+7RJyMXKSU5Re9uGqfqjR52mprOXo+MzlnPFTIy5pwxZlfIyJgZs7XI6Hz1XCFjThyzK2RkzIzZWjkxY+F8+TW8QZAeKlxERy9fsjpXjsGM7AzRyAZgU71791ZERITmzp1rXv7DMAydPn1aL7/8sg4dOqQ+ffpk6xy+vr5as2aNPv30U/Xq1cvcxP7000+1Zs0a+fr6SpKee+45PfXUU9kc0f+pUu8hPd6tsRaMX6p5ryxRxLyv9XLztxV9+rIGTO3pFDWdvR4ZnbOeK2RkzDljzK6QkTEz5gd1zK6QkTHnjDG7QkbGzJgf1DHbq+alG9dVf/5sPRY2T+/t2W1VjRzFQWtknz59Wm+88YY6duyoatWqqX379pmLaxiaO3eumjVrpoCAAHXp0kWHDh1Kc1x0dLSGDRum2rVrq379+nrttdcyXDY2IzSyAdhUx44dNXz4cH344Ydq1aqVJKl///5q3bq1IiIiNGrUKLVo0cIm52ratKmGDh2qt99+W0OHDlXTpk1tUjcjj3V+VMl3khUx92vztqTbSdq8cLuqN6yiYmWKOLyms9cjo3PWc4WMjDn79cjonPVcISNjzn49MjpnPVfImBPH7AoZGXP267lCxpw4ZnvVTExO1uUbN7L8ONxfkZGR2rVrl8qXL69KlSpl+nHz5s3TRx99pD59+mjOnDkqVqyY+vbtq7Nnz5qPSUpKUv/+/XXq1ClNnz5db731lvbs2aOXXnopSxlpZAOwucGDB2vbtm165ZVX1K1bNz377LMaM2aMNm/erIEDB9r0XDdv3lRsbGyamz08FFhR547/pRvXblpsP/bdn5KkSoEVHF7T2euR0TnruUJGxpz9emR0znqukJExZ78eGZ2znitkzIljdoWMjDn79VwhY04cs71qImtMhvW37AgODtauXbv00UcfqXr16pl6zO3btzVnzhz17dtXffr0UVBQkGbMmCFvb28tWLDAfNyWLVsUGRmpDz/8UMHBwWrbtq3effddffPNNzp8OPNrr3OxRwB2UapUqWwvIZIRwzD0ySefaMWKFbp0Kf31tY4ePWrz8/qU9NaVv66m2R7zV6wkqUipwg6v6ez1yOic9VwhI2POfj0yOmc9V8jImLNfj4zOWc8VMubEMbtCRsac/XqukDEnjtleNZFFDlrrOleurM93/umnn5SQkKA2bdqYt7m7u6tly5batm2bedvu3btVpUoV+fn5mbc1atRI3t7e2rVrlwICAjJ1PhrZAOzi+PHj2rVrl86fPy9JKlOmjB577DFVqVIl27XDwsIUFham/v37a+bMmRo8eLBy586tTZs2KSkpSYMGDcr2OdKTN7+7km4npdmeeCtRkuSe393hNZ29Hhmds54rZGTM2a9HRues5woZGXP265HROeu5QsacOGZXyMiYs1/PFTLmxDHbqyYeXFFRUZJk0aCWpEqVKumzzz7TrVu3lC9fPkVFRaU5xmQyqWLFiuYamUEjG4BNJSYm6o033tD69etlGIb5N3opKSmaPn26OnTooEmTJsnd3foffl9++aWGDRumHj16aObMmWrRooWqV6+uF198UYMHD9aZM2dsNRwLt28myi2vW5rt7vn+GUvizUSH13T2emR0znqukJExZ78eGZ2znitkZMzZr0dG56znChlz4phdISNjzn49V8iYE8dsr5rImuwsEdK8efN77t++fbv1xdMRHx8vd3d35c2b12K7p6enDMNQXFyc8uXLp/j4eBUqVCjN4728vBQXF5fp87FGNgCbev/997Vu3Tp169ZNEREROnz4sI4cOaKIiAh17dpVGzZs0Pvvv5+tc5w/f15Vq1ZV7ty5lSdPHsXHx0v6589gunfvrjVr1thiKGlc+StWPiXT/hlVkZLekqSYC2n//Op+13T2emR0znqukJExZ78eGZ2znitkZMzZr0dG56znChlz4phdISNjzn4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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can see that, the languages used next year- javasrcipt,css,html,python are to be used by developers only and likely there are more job roles for developers only." + ], + "metadata": { + "id": "wgWFN_zUNcdY" + } + }, + { + "cell_type": "code", + "source": [ + "df.columns" + ], + "metadata": { + "id": "78CdyEbXDfJs", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6c879cfd-6b26-446c-a8d6-1f7b16b0637a" + }, + "execution_count": 462, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['Respondent', 'Hobby', 'OpenSource', 'Country', 'Student', 'Employment',\n", + " 'EdLevel', 'UndergradMajor', 'CompanySize', 'DevType',\n", + " ...\n", + " 'Age', 'Dependents', 'MilitaryUS', 'SurveyTooLong', 'SurveyEasy',\n", + " 'Age_Start', 'Age_End', 'Average_Age', 'JobSat_Num', 'Ethnicity_Num'],\n", + " dtype='object', length=134)" + ] + }, + "metadata": {}, + "execution_count": 462 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**STUDENTS vs EMPLOYMENT**" + ], + "metadata": { + "id": "qqHE-n_8S1Vf" + } + }, + { + "cell_type": "markdown", + "source": [ + "*students who are employed*" + ], + "metadata": { + "id": "UKBK4Q7nQZwn" + } + }, + { + "cell_type": "code", + "source": [ + "# Count the number of respondents who are students and employed\n", + "student_employed_count = df[(df['Student'] == 'Yes, full-time') | (df['Student'] == 'Yes, part-time')]['Employment'].value_counts()\n", + "\n", + "# Display the count\n", + "print(\"Number of students who are employed:\")\n", + "print(student_employed_count)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0jTvMZtkO1PU", + "outputId": "abbff90d-c9aa-4090-bf1f-c631c0fa6026" + }, + "execution_count": 463, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of students who are employed:\n", + "Employment\n", + "Employed full-time 6\n", + "Employed part-time 2\n", + "Name: count, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*STUDENTS WHO ARE EMPLOYED AND NOT EMPLOYED AFTER COMPLETING THEIR STUDIES*" + ], + "metadata": { + "id": "uj0w9HBHS7r_" + } + }, + { + "cell_type": "code", + "source": [ + "# Count the number of students who are employed\n", + "student_employed_count = df[(df['Student'] == 'Yes, full-time') | (df['Student'] == 'Yes, part-time')]['Employment'].value_counts()\n", + "\n", + "# Display the count\n", + "print(\"Number of students who are employed:\")\n", + "print(student_employed_count)\n", + "\n", + "# Count the number of students who are not employed after completing studies\n", + "completed_students_count = df[(df['Student'] == 'Yes, full-time') | (df['Student'] == 'Yes, part-time') & (df['Employment'] == 'Not employed, and not looking for work')].shape[0]\n", + "\n", + "# Display the count\n", + "print(\"\\nNumber of students who are not employed after completing studies:\")\n", + "print(completed_students_count)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lseR-H-mQVHT", + "outputId": "a439a608-5836-4503-c628-f9fd5d091158" + }, + "execution_count": 467, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of students who are employed:\n", + "Employment\n", + "Employed full-time 6\n", + "Employed part-time 2\n", + "Name: count, dtype: int64\n", + "\n", + "Number of students who are not employed after completing studies:\n", + "6\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Counting the number of students who are employed\n", + "student_employed_count = df[(df['Student'] == 'Yes, full-time') | (df['Student'] == 'Yes, part-time')]['Employment'].value_counts()\n", + "\n", + "# Counting the number of students who are not employed after completing studies\n", + "completed_students_count = df[(df['Student'] == 'Yes, full-time') | (df['Student'] == 'Yes, part-time') & (df['Employment'] == 'Not employed, and not looking for work')].shape[0]\n", + "\n", + "# Plotting\n", + "plt.figure(figsize=(8, 6))\n", + "plt.bar(['Employed', 'Not Employed'], [student_employed_count.sum(), completed_students_count], color=['blue', 'orange'])\n", + "plt.title('Employment Status of Students')\n", + "plt.xlabel('Employment Status')\n", + "plt.ylabel('Number of Students')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "GgB0p4F7R_92", + "outputId": "940bde8f-4054-40bd-8c25-22e00aaa0090" + }, + "execution_count": 466, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "*PAY OF PYTHON USERS NEXT YEAR*" + ], + "metadata": { + "id": "W7n_CEb3WDpJ" + } + }, + { + "cell_type": "code", + "source": [ + "# Filtering the DataFrame for respondents who plan to work with Python next year\n", + "python_next_year = df[df['LanguageDesireNextYear'].str.contains('Python', na=False)]\n", + "\n", + "# Calculating the salary distribution\n", + "salary_distribution = python_next_year['SalaryUSD'].value_counts().sort_index()\n", + "\n", + "# Creating the bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "salary_distribution.plot(kind='bar', color='skyblue')\n", + "plt.xlabel('Salary Range (USD)')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Expected Salaries for Python Developers Next Year')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 619 + }, + "id": "T__mP_LiSv3C", + "outputId": "0ca53ea2-9404-466a-c532-24c67b250897" + }, + "execution_count": 472, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can conlude that the frequency 3.0 that is the respondants can get the highest pay of 120000 USD." + ], + "metadata": { + "id": "qAtU244EWtgO" + } + }, + { + "cell_type": "markdown", + "source": [ + "We performed a good analysis and visualizations where we estimated the relationship between two columns and now we can answer any kind of questions." + ], + "metadata": { + "id": "JAKGINoAXTAZ" + } + } + ] +} \ No newline at end of file diff --git a/bit of analysis.png b/bit of analysis.png new file mode 100644 index 0000000..d396d39 Binary files /dev/null and b/bit of analysis.png differ diff --git a/bit of anlysis done.png b/bit of anlysis done.png new file mode 100644 index 0000000..4a3a8e4 Binary files /dev/null and b/bit of anlysis done.png differ