{ "cells": [ { "cell_type": "markdown", "id": "47a5dabf-00f4-4bc6-956b-1f049c4b791d", "metadata": { "tags": [] }, "source": [ "# Assessment of Urban Decay in Detroit City, Michigan" ] }, { "cell_type": "markdown", "id": "222d43d9-4493-4809-afa8-a5bf00caf2e2", "metadata": {}, "source": [ "https://cybergisxhub.cigi.illinois.edu/notebook/ggis-407-final-project-urban-decay-in-detroit-city/" ] }, { "cell_type": "markdown", "id": "70203310-cad2-420d-b974-404714e244c3", "metadata": {}, "source": [ "Three main aspects to portray urban decay:\n", "1. Physical = vacant buildings\n", "2. Demographic = population total and population by race\n", "3. Socio-economic = unemployment rate and household income" ] }, { "cell_type": "markdown", "id": "6669f5d7-fcf1-415f-bbf8-14d1991baa81", "metadata": { "tags": [] }, "source": [ "## Content\n", "- [1. Libraries](#libraries)\n", "- [2. Data Preparation](#prep)\n", "- [3. Analysis and Visualization](#viz)\n", " - [a. Total population](#pop)\n", " - [b. Population by Race](#race)\n", " - [c. Household Income](#income)\n", " - [d. Unemployment rate](#employ)\n", " - [e. Building vacancy](#vacant)\n", "- [4. Regression Analysis](#reg)\n", "- [5. Conclusion](#conclusion)" ] }, { "cell_type": "markdown", "id": "864629a9-2d9d-4d7a-9a01-6bcde3bba130", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### 1. Libraries " ] }, { "cell_type": "code", "execution_count": 1, "id": "f8cfedca-e523-408d-b6fb-c643b9707922", "metadata": { "tags": [] }, "outputs": [], "source": [ "# import required libraries\n", "%matplotlib inline\n", "import os\n", "import fiona\n", "\n", "# pretty printing - makes some kinds of text output easier to read\n", "import pprint\n", "import IPython\n", "from matplotlib import pyplot as plt\n", "\n", "import pandas as pd\n", "import geopandas as gpd\n", "from pandas import Series\n", "from geopandas import GeoSeries, GeoDataFrame, read_file, gpd\n", "import contextily as ctx\n", "import numpy as np\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import r2_score" ] }, { "cell_type": "markdown", "id": "48cb7431-54c6-4ad5-b779-2f73dc29755a", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### 2. Data Preparation " ] }, { "cell_type": "markdown", "id": "abf02a65-8f2e-45e1-9815-3eb66e760d16", "metadata": {}, "source": [ "The primary goal of this study is to detect the differences between the period before the Strategic Neighborhood Fund program in 2014 and after the program in 2022. Five variables for each year resulting ten datasets for variables. To avoid repetition some functions are created." ] }, { "cell_type": "code", "execution_count": 2, "id": "313d9e15-e272-4614-a3f8-9e37e39e0595", "metadata": {}, "outputs": [], "source": [ "# create function to read multiple files\n", "def read_files(filenames, names):\n", " dfs = []\n", " for filename, name in zip(filenames, names):\n", " try:\n", " df = gpd.read_file(filename)\n", " dfs.append((name,df))\n", " except FileNotFoundError:\n", " print(f\"Error: File '{filename}' not found.\")\n", " except Exception as e:\n", " print(f\"Error: {e}\")\n", " return dfs" ] }, { "cell_type": "code", "execution_count": 3, "id": "460654b5-877d-4890-831c-5ca4d965dd9a", "metadata": {}, "outputs": [], "source": [ "# list files to be read and their output names\n", "filenames = ['data_raw/18f98a29-473c-4598-a95f-90a6aa3a6e952020330-1-20bvlw.3fg7n.shp',\n", " 'data_raw/Parcels.shp',\n", " 'data_raw/pop_detroit_2014.csv',\n", " 'data_raw/pop_detroit_2022.csv',\n", " 'data_raw/race_detroit_2014.csv',\n", " 'data_raw/race_detroit_2022.csv',\n", " 'data_raw/income_detroit_2014.csv',\n", " 'data_raw/income_detroit_2022.csv',\n", " 'data_raw/employment_detroit_2014.csv',\n", " 'data_raw/employment_detroit_2022.csv']\n", "names = ['vacant2014','vacant2023','pop2014','pop2022',\n", " 'race2014','race2022','income2014','income2022','employ2014','employ2022']\n", "dataframes = read_files(filenames, names)" ] }, { "cell_type": "code", "execution_count": 4, "id": "eaceefde-c907-48e6-9d69-22432cdf81b3", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Convert each tuple (name, DataFrame) from result into separate variables (individual DataFrames)\n", "for name, df in dataframes:\n", " globals()[name] = df" ] }, { "cell_type": "code", "execution_count": 5, "id": "7ae1210f-fefb-4024-bbb8-8f60efa38a73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['OBJECTID', 'GEOID10', 'NAMELSAD10', 'SqMiles', 'Acres', 'CounciDist',\n", " 'Likely_Occ', 'Potentiall', 'Likely_Vac', 'VeryLikely', 'Total_MCM_',\n", " 'Pct_Likely', 'Pct_Potent', 'Pct_Like_1', 'Pct_VeryLi', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check files and columns\n", "vacant2014.columns" ] }, { "cell_type": "code", "execution_count": 6, "id": "3c756409-2ed7-4f05-830e-eb04194d562a", "metadata": {}, "outputs": [], "source": [ "# filter necessary columns\n", "# Pct_VeryLi is the percentage of verylikely vacant (verylikely vacant building/total building) in census tract level\n", "vacant2014 = vacant2014[['GEOID10','Pct_VeryLi','geometry']]" ] }, { "cell_type": "code", "execution_count": 7, "id": "4bf2ff96-caa9-4ad7-ac60-1955f7c7cd67", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['OBJECTID', 'object_id', 'parcel_num', 'ward', 'address', 'council_di',\n", " 'zip_code', 'taxpayer_1', 'taxpayer_2', 'taxpayer_s', 'taxpayer_c',\n", " 'taxpayer_3', 'taxpayer_z', 'property_c', 'property_1', 'use_code',\n", " 'use_code_d', 'tax_status', 'total_squa', 'total_acre', 'frontage',\n", " 'depth', 'homestead_', 'nez', 'is_improve', 'num_bldgs', 'total_floo',\n", " 'style', 'year_built', 'sale_price', 'sale_date', 'assessed_v',\n", " 'taxable_va', 'landmap', 'related', 'zoning', 'subdivisio',\n", " 'legal_desc', 'SHAPE_Leng', 'SHAPE_Area', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "vacant2023.columns" ] }, { "cell_type": "code", "execution_count": 8, "id": "01b27f44-943b-4db2-848a-4d4caecdda6c", "metadata": {}, "outputs": [], "source": [ "# filter necessary columns\n", "# property_1 provide building type and condition\n", "vacant2023 = vacant2023[['property_1','geometry']]" ] }, { "cell_type": "code", "execution_count": 9, "id": "676bdb19-77b5-4eeb-abe9-b20f502fe15c", "metadata": {}, "outputs": [], "source": [ "# decided to use the projection: EPSG 2898 and ensure all data match the projection\n", "# change the projection\n", "vacant2023 = vacant2023.to_crs(\"EPSG:2898\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "8c9f8795-7143-463e-a176-b56c1e64ada5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'NAME', 'Population', 'geometry'], dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# all data mostly already clean except vacant building data\n", "# check columns\n", "pop2014.columns" ] }, { "cell_type": "code", "execution_count": 11, "id": "87219c55-1470-4eb0-8683-d688374d6973", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'NAME', 'Population', 'geometry'], dtype='object')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "pop2022.columns" ] }, { "cell_type": "code", "execution_count": 12, "id": "c4956a7f-98aa-4297-8bd8-83e665bc2f8d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'pop_white0', 'pop_black0', 'pop_asian0', 'pop_other0',\n", " 'pop_latino0', 'p_white0', 'p_black0', 'p_asian0', 'p_latino0',\n", " 'p_other0', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "race2014.columns" ] }, { "cell_type": "code", "execution_count": 13, "id": "c4ea7c8d-1034-4f20-911d-3f95956b786b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'pop_white0', 'pop_black0', 'pop_asian0', 'pop_other0',\n", " 'pop_latino0', 'p_white0', 'p_black0', 'p_asian0', 'p_latino0',\n", " 'p_other0', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "race2022.columns" ] }, { "cell_type": "code", "execution_count": 14, "id": "acb119d8-39d6-4058-b78a-2e65542b64bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'Mean income (dollar)', 'Median income (dollar)', 'geometry'], dtype='object')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "income2014.columns" ] }, { "cell_type": "code", "execution_count": 15, "id": "05aa1584-836b-46c9-991c-05c874320f5e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'Mean income (dollar)', 'Median income (dollar)', 'geometry'], dtype='object')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "income2022.columns" ] }, { "cell_type": "code", "execution_count": 16, "id": "48f24f75-3aa0-4f3d-87e2-19083e60937c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'Employed', 'LaborForce', 'Unemployed', 'geometry'], dtype='object')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "employ2014.columns" ] }, { "cell_type": "code", "execution_count": 17, "id": "8a5ed4c0-2a15-431f-8b34-a4697dd923d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['GEOID', 'Employed', 'LaborForce', 'Unemployed', 'geometry'], dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check columns\n", "employ2022.columns" ] }, { "cell_type": "markdown", "id": "390169d6-9007-48a8-9afc-875d0e7f275c", "metadata": {}, "source": [ "All dataset (except building vacancy) originally have no geometry, but because we use geopandas to read the data, a geometry column is automatically added with no value. All dataset are also still in object type. Therefore, we need to add the real geometry data and change the type into integer or float. The geometry information can be found in census tract data. Since the census tract in 2014 and 2022 are different, we use both census tract data." ] }, { "cell_type": "code", "execution_count": 18, "id": "236a0a7c-be16-4012-af30-d19267a1c6de", "metadata": {}, "outputs": [], "source": [ "# load census tract 2014 data of Detroit city\n", "tract_detroit2014 = gpd.read_file('data_raw/tract2014.shp')\n", "\n", "# check and change the projection\n", "tract_detroit2014 = tract_detroit2014.to_crs(\"EPSG:2898\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "60693714-f1e4-489f-afaf-64ec3ddeec92", "metadata": {}, "outputs": [], "source": [ "# create function to drop geometry and merge with census tract data 2014 shapefile\n", "def filtermerge(variables, outputs):\n", " dfs = []\n", " for variable, output in zip(variables, outputs):\n", " try:\n", " variable.drop(columns=['geometry'], inplace=True)\n", " df = tract_detroit2014.merge(variable, on='GEOID')\n", " dfs.append((output, df))\n", " except FileNotFoundError:\n", " print(f\"Error: File '{variables}' not found.\")\n", " except Exception as e:\n", " print(f\"Error: {e}\")\n", " return dfs" ] }, { "cell_type": "code", "execution_count": 20, "id": "4b3d34ab-7300-4f75-a584-ae34697c6bb3", "metadata": {}, "outputs": [], "source": [ "# list files to be read and their output names\n", "variables = [pop2014, race2014,\n", " income2014, employ2014]\n", "outputs = ['pop2014_','race2014_',\n", " 'income2014_','employ2014_']\n", "dataframes2014 = filtermerge(variables, outputs)" ] }, { "cell_type": "code", "execution_count": 21, "id": "e4a4e707-3cae-424e-a0ce-46f8d151bb62", "metadata": {}, "outputs": [], "source": [ "# Convert each tuple (name, DataFrame) from result into separate variables (individual DataFrames)\n", "for output, df in dataframes2014:\n", " globals()[output] = df" ] }, { "cell_type": "code", "execution_count": 22, "id": "a2b5d5f6-9189-4744-bf80-4935cb3e9bf5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryNAMEPopulation
026163524800POLYGON ((13450299.502 278352.151, 13449823.16...Census Tract 5248, Wayne County, Michigan3135
126163521900POLYGON ((13472055.602 310118.573, 13471825.55...Census Tract 5219, Wayne County, Michigan3044
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" ], "text/plain": [ " GEOID geometry \\\n", "0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... \n", "1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... \n", "\n", " NAME Population \n", "0 Census Tract 5248, Wayne County, Michigan 3135 \n", "1 Census Tract 5219, Wayne County, Michigan 3044 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check the result\n", "pop2014_.head(2)" ] }, { "cell_type": "code", "execution_count": 23, "id": "6e43f1d4-e867-4e78-ba7a-a7db53a0742e", "metadata": {}, "outputs": [], "source": [ "# load census tract data 2020 of Detroit city\n", "tract_detroit2020 = gpd.read_file('data_raw/Detroit_2020_Tracts_Joined.shp')\n", "\n", "# to join with other data with GEOID, rename the FIPS to GEOID\n", "tract_detroit2020.rename(columns={'FIPS': 'GEOID'}, inplace=True)\n", "\n", "# change the projection\n", "tract_detroit2020 = tract_detroit2020.to_crs(\"EPSG:2898\")\n", "\n", "# filter necessary columns\n", "tract_detroit2020 = tract_detroit2020[['GEOID','geometry']]" ] }, { "cell_type": "code", "execution_count": 24, "id": "7e4e0dc5-781b-4da8-af00-6bd7a1ef84cd", "metadata": {}, "outputs": [], "source": [ "# create function to drop geometry and merge with census tract data 2020 shapefile\n", "def filtermerge2(variables2, outputs2):\n", " dfs = []\n", " for variable, output in zip(variables2, outputs2):\n", " try:\n", " variable.drop(columns=['geometry'], inplace=True)\n", " df = tract_detroit2020.merge(variable, on='GEOID')\n", " dfs.append((output, df))\n", " except FileNotFoundError:\n", " print(f\"Error: File '{variables}' not found.\")\n", " except Exception as e:\n", " print(f\"Error: {e}\")\n", " return dfs" ] }, { "cell_type": "code", "execution_count": 25, "id": "6f74c253-f09a-4d79-8ca2-0dd96bc63d2e", "metadata": {}, "outputs": [], "source": [ "# list files to be read and their output names\n", "variables2 = [pop2022, race2022,\n", " income2022, employ2022]\n", "outputs2 = ['pop2022_','race2022_',\n", " 'income2022_','employ2022_']\n", "dataframes2020 = filtermerge2(variables2, outputs2)" ] }, { "cell_type": "code", "execution_count": 26, "id": "ff563cb2-9b93-43a7-93dc-35bf31f5150a", "metadata": {}, "outputs": [], "source": [ "# Convert each tuple (name, DataFrame) from result into separate variables (individual DataFrames)\n", "for output, df in dataframes2020:\n", " globals()[output] = df" ] }, { "cell_type": "code", "execution_count": 27, "id": "9bc6f6c6-a5bb-4397-ad64-170fa1d56cc6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryNAMEPopulation
026163500100POLYGON ((13506896.601 347570.905, 13507023.94...Census Tract 5001; Wayne County; Michigan3622
126163500200POLYGON ((13504095.532 346792.304, 13504079.97...Census Tract 5002; Wayne County; Michigan2549
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" ], "text/plain": [ " GEOID geometry \\\n", "0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... \n", "1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... \n", "\n", " NAME Population \n", "0 Census Tract 5001; Wayne County; Michigan 3622 \n", "1 Census Tract 5002; Wayne County; Michigan 2549 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check the result\n", "pop2022_.head(2)" ] }, { "cell_type": "code", "execution_count": 28, "id": "13058d19-efdd-48d8-b629-43cc865a8b7d", "metadata": {}, "outputs": [], "source": [ "# create function to change the column from object to integer\n", "def convert_to_int(df,columns):\n", " for column in columns:\n", " df[column] = pd.to_numeric(df[column], errors='coerce').astype(\"int64\")\n", " return df" ] }, { "cell_type": "code", "execution_count": 29, "id": "a8a79e17-29e8-4d55-b4fa-e6a974d4f158", "metadata": {}, "outputs": [], "source": [ "# change population data into integer\n", "pop2014_['Population'] = pop2014_['Population'].astype(int)" ] }, { "cell_type": "code", "execution_count": 30, "id": "7da31b16-3fea-4966-bb20-1dca919c0f6d", "metadata": {}, "outputs": [], "source": [ "# change population data into integer\n", "pop2022_['Population'] = pop2022_['Population'].astype(int)" ] }, { "cell_type": "code", "execution_count": 31, "id": "b068b8a8-b113-44ce-a4ec-9512dc982232", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "race2014_ = convert_to_int(race2014_,[\"pop_white0\",\"pop_black0\",\"pop_asian0\",\n", " \"pop_other0\",\"pop_latino0\"])" ] }, { "cell_type": "code", "execution_count": 32, "id": "1fb6f108-c291-4ba4-bb54-014003637f33", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "race2022_ = convert_to_int(race2022_,[\"pop_white0\",\"pop_black0\",\"pop_asian0\",\n", " \"pop_other0\",\"pop_latino0\"])" ] }, { "cell_type": "code", "execution_count": 33, "id": "12d3640c-5649-4afa-828f-32014a2f9063", "metadata": {}, "outputs": [], "source": [ "# change the NA value to 0 otherwise change to integer will not succeed\n", "income2014_['Median income (dollar)'] = income2014_['Median income (dollar)'].replace(\"NA\",0)" ] }, { "cell_type": "code", "execution_count": 34, "id": "c8871aeb-e28d-4051-88a7-5ef08cec02bc", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "income2014_ = convert_to_int(income2014_,[\"Mean income (dollar)\",\"Median income (dollar)\"])" ] }, { "cell_type": "code", "execution_count": 35, "id": "58d362f9-1f0c-4184-afe9-7df4ee0a5bb4", "metadata": {}, "outputs": [], "source": [ "# change the NA value to 0 otherwise change to integer will not succeed\n", "income2022_['Median income (dollar)'] = income2022_['Median income (dollar)'].replace(\"NA\",0)" ] }, { "cell_type": "code", "execution_count": 36, "id": "560b8860-ae4b-406d-b4ec-eabe0abafd27", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "income2022_ = convert_to_int(income2022_,[\"Mean income (dollar)\",\"Median income (dollar)\"])" ] }, { "cell_type": "code", "execution_count": 37, "id": "ba66bd40-a40c-4ba9-bcef-80e1c29e9823", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "employ2014_ = convert_to_int(employ2014_,[\"Employed\",\"LaborForce\",\"Unemployed\"])" ] }, { "cell_type": "code", "execution_count": 38, "id": "fc2f235e-4192-493d-bc72-0cdc62b76f57", "metadata": {}, "outputs": [], "source": [ "# change each column data into integer\n", "employ2022_ = convert_to_int(employ2022_,[\"Employed\",\"LaborForce\",\"Unemployed\"])" ] }, { "cell_type": "markdown", "id": "85c6405e-79dc-4536-8bd6-d0620651a39f", "metadata": {}, "source": [ "Since the focused in this study is the SNF program, the location of SNF neighborhoods also be presented and be compared with Detroit City." ] }, { "cell_type": "code", "execution_count": 39, "id": "b46300a5-2c69-4730-8ed9-8839155e617c", "metadata": {}, "outputs": [], "source": [ "# load SNF shapefile\n", "snf = gpd.read_file('data_raw/SNF.shp')" ] }, { "cell_type": "code", "execution_count": 40, "id": "26fa399f-e990-4f83-8f59-43b7a3209e0b", "metadata": {}, "outputs": [], "source": [ "# change the projection to match other data\n", "snf = snf.to_crs(\"EPSG:2898\")" ] }, { "cell_type": "code", "execution_count": 41, "id": "db3e8591-1679-401d-81da-448ac6911f27", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OBJECTID_1Proj_NAMEStaff_ContSNFReferenceSHAPE_LengSHAPE_Areageometry
01Campau / BanglatownEastSNFhttps://detroitmi.gov/departments/planning-and...0.0907450.000337POLYGON ((13480796.360 334353.480, 13480812.92...
12Jefferson / ChalmersEastSNFhttps://detroitmi.gov/departments/planning-and...0.0978770.000553POLYGON ((13507733.564 324825.695, 13507985.12...
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" ], "text/plain": [ " OBJECTID_1 Proj_NAME Staff_Cont SNF \\\n", "0 1 Campau / Banglatown East SNF \n", "1 2 Jefferson / Chalmers East SNF \n", "\n", " Reference SHAPE_Leng SHAPE_Area \\\n", "0 https://detroitmi.gov/departments/planning-and... 0.090745 0.000337 \n", "1 https://detroitmi.gov/departments/planning-and... 0.097877 0.000553 \n", "\n", " geometry \n", "0 POLYGON ((13480796.360 334353.480, 13480812.92... \n", "1 POLYGON ((13507733.564 324825.695, 13507985.12... " ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snf.head(2)" ] }, { "cell_type": "code", "execution_count": 42, "id": "a5cb9e1c-e5a4-4ad5-b1c9-55443a0ad930", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# check the visualization of SNF neighborhoods\n", "# Plot the GeoDataFrame\n", "ax = snf.plot(figsize=(10, 8), color='none', edgecolor='black')\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", " \n", "# Add background map using contextily\n", "ctx.add_basemap(ax, crs='EPSG:2898', source=ctx.providers.CartoDB.Positron)\n", "\n", "# Customize the plot (add title, legend, etc.)\n", "plt.title('SNF Neighborhoods in Detroit City')\n", "plt.box(False)\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('SNFneighborhoods.jpg')\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7e2f69e4-4e89-453c-984e-565b4480a87f", "metadata": { "tags": [] }, "source": [ "### 3. Analysis " ] }, { "cell_type": "markdown", "id": "fb61ac9f-296f-435a-955c-c7ca2de86fa6", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### a. Population " ] }, { "cell_type": "code", "execution_count": 43, "id": "0f7d5017-4e20-470b-af59-edbf407492a2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryNAMEPopulation
026163524800POLYGON ((13450299.502 278352.151, 13449823.16...Census Tract 5248, Wayne County, Michigan3135
126163521900POLYGON ((13472055.602 310118.573, 13471825.55...Census Tract 5219, Wayne County, Michigan3044
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" ], "text/plain": [ " GEOID geometry \\\n", "0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... \n", "1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... \n", "\n", " NAME Population \n", "0 Census Tract 5248, Wayne County, Michigan 3135 \n", "1 Census Tract 5219, Wayne County, Michigan 3044 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "pop2014_.head(2)" ] }, { "cell_type": "code", "execution_count": 44, "id": "83c429ba-9565-4aaa-9342-38cb559e269f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DataFrame contains zero values\n" ] } ], "source": [ "if (pop2014_['Population'] == 0).any().any():\n", " print(\"DataFrame contains zero values\")\n", "else:\n", " print(\"DataFrame does not contain zero values\")" ] }, { "cell_type": "markdown", "id": "c6e3cce1-73ee-4601-ad73-4bb14923320d", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "We can not remove rows with zero values in population because it will delete the census tract as well and affect the overall map." ] }, { "cell_type": "code", "execution_count": 45, "id": "f5994123-fb9c-4a3a-9214-f36c91fbc74e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5990" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of population to find the scale\n", "# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n", "pop2014_['Population'].max()" ] }, { "cell_type": "code", "execution_count": 46, "id": "f6cfa126-88ff-41cb-a0fd-ecbe44e3d4fa", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "pop2014_.plot(ax=ax, column=\"Population\", cmap='cividis', legend=\"TRUE\", vmax=6000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Population of Detroit City, 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('pop2014.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "id": "e4cd2820-0971-4a79-9a42-d4543dd9ddd4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryNAMEPopulation
026163500100POLYGON ((13506896.601 347570.905, 13507023.94...Census Tract 5001; Wayne County; Michigan3622
126163500200POLYGON ((13504095.532 346792.304, 13504079.97...Census Tract 5002; Wayne County; Michigan2549
\n", "
" ], "text/plain": [ " GEOID geometry \\\n", "0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... \n", "1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... \n", "\n", " NAME Population \n", "0 Census Tract 5001; Wayne County; Michigan 3622 \n", "1 Census Tract 5002; Wayne County; Michigan 2549 " ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "pop2022_.head(2)" ] }, { "cell_type": "code", "execution_count": 48, "id": "529721f0-e4c8-4fa4-8f12-e5e6c142f668", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5888" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of population to find the scale\n", "pop2022_['Population'].max()" ] }, { "cell_type": "code", "execution_count": 49, "id": "32113a3f-88c3-4022-84ea-ed85696865ef", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "pop2022_.plot(ax=ax, column=\"Population\", cmap='cividis',\n", " legend=\"TRUE\",vmax=6000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Population of Detroit City, 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('pop2022.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8371ee4f-9b05-46d1-add3-2413b792be2d", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### b. Population by Race " ] }, { "cell_type": "code", "execution_count": 50, "id": "2f1af8ee-a692-48fc-a4b2-6a4dee219c70", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometrypop_white0pop_black0pop_asian0pop_other0pop_latino0p_white0p_black0p_asian0p_latino0p_other0
026163524800POLYGON ((13450299.502 278352.151, 13449823.16...4829120361390.0153110047846890.92886762360446600.04433811802232860.0114832535885167
126163521900POLYGON ((13472055.602 310118.573, 13471825.55...10361608511262230.3403416557161630.5282522996057820.0167542706964520.07325886990801580.0413929040735874
\n", "
" ], "text/plain": [ " GEOID geometry pop_white0 \\\n", "0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... 48 \n", "1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... 1036 \n", "\n", " pop_black0 pop_asian0 pop_other0 pop_latino0 p_white0 \\\n", "0 2912 0 36 139 0.015311004784689 \n", "1 1608 51 126 223 0.340341655716163 \n", "\n", " p_black0 p_asian0 p_latino0 \\\n", "0 0.928867623604466 0 0.0443381180223286 \n", "1 0.528252299605782 0.016754270696452 0.0732588699080158 \n", "\n", " p_other0 \n", "0 0.0114832535885167 \n", "1 0.0413929040735874 " ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "race2014_.head(2)" ] }, { "cell_type": "code", "execution_count": 51, "id": "2442cab0-b482-46e0-bfed-175c1f751776", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2391" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of column to find the scale\n", "race2014_['pop_white0'].max()" ] }, { "cell_type": "code", "execution_count": 52, "id": "2b8f8108-fcfb-444f-85fd-34556204056f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5003" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of column to find the scale\n", "race2014_['pop_black0'].max()" ] }, { "cell_type": "code", "execution_count": 53, "id": "0f3418d4-c8fd-4236-aafc-a648a907d98d", "metadata": {}, "outputs": [ { "data": { "image/png": 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iqRcy45PVcLFClsVisVgslnpAMpPCoQFjHd8tFovFYrFYMoDVZFksFovFYqkXNjdzodVkWSwWi8VisWQAq8myWCwWi8WSeSRDZXUaMFbIslgsFovFknEEay5MGyKSJyLfiMh3IvKTiNxs5o8Tkb9EZK6Zupr5IiIPiMg8EfleRPZwtHWaiPxhptMc87uJyA9mnQfEHD0R2UJEJpvlJ4tI00xtp8VisVgsloaLiGwlIlNF5Gcjj1xi5o8UkcUOeWSQY53hRrb4TUT6O+YPMPPmici18frOpCarEuijlCoRkWzgMxH5wPx2lVLqjbDlBwLbm2kv4BFgLxHZAhgBdEcXKJotIhOUUmvMMmcDXwMTgQHAB8C1wCdKqTFmJ1wLXJPBbbVYLBaLxRKHjWQu9AFXKKW+FZFitBwx2fx2r1LqLufCIrIzcDywC9AG+FhEdjA/PwT0AxYBM4088nO0jjOmyVKaEvM120yxqjgOBp4z630FNBGR1kB/YLJSarURrCYDA8xvjZRSXymlFPAccISjrWfN52cd8y0Wi8VisWxGKKWWKqW+NZ83AL8AbWOsMhh4RSlVqZT6C5gH9DDTPKXUfKVUFfCKWTYqGY0uFBGviMwFlqMFpa/NT7cak+C9IpJr5rUFFjpWX2TmxZq/KMJ8gFZKqaXm8zKgVZTxDRORWSIya8WKFUlto8VisVgsFheIIBmYgObBZ7mZhkUfgrQHdkdbwAAuNPLI0w7XokTlkahk1PFdKeUHuopIE+BtEekMDEcLPjnA42gz3qgMjkGJSEQNmlLqcTMGunfvHkvLZrFYLJZNmepqKCuD8nIoLdWfg9+DU1kZ+Hw16/j9etl162DYMGgV8X3dkgAZKRANK5VS3eMtJCJFwJvApUqp9SLyCHAL2sp2C3A3cEY6B1Yv0YVKqbUiMhUY4LB9VorIM8CV5vtiYCvHau3MvMVAr7D508z8dhGWB/hXRForpZYas+LyNG6OxWKxWOoDvx82bIA1a2DxYli6FJYtg/XrtfATFJaCAlJwCs4vKYHSUlRJCQQCUJAP+fmO/3mQlwd5uZCfC/l5kGUeiwrwemDVGuTDKXDssVbI2oQxvuFvAi8qpd4CUEr96/j9CeA98zWaPEKM+RHJmJAlIi2AaiNg5aMdxe5wCD+C9pX60awyAa22ewXt+L7OLDcJuM2hxjsYGK6UWi0i60Vkb7Ta71Tgf462TgPGmP/jM7WdFovFYonDZ5/BwoVaYNqwQQs/wc8bNqA2bIAN62vNY/0GqKiAokJo3Ai2bGmm1kijYigsgDZbQH4bLSgVOgSognwoKNDLFBRAVoX2Ck6UQACOvQLGjIFOndK+WzY3NlYKByNvPAX8opS6xzG/tcO16EhqyyMvicg9aMf37YFv0JuwvYh0QAtXxwMnxuo7k5qs1sCzIuJF+369ppR6T0SmGAFMgLnAuWb5icAgtINZGXA6gBGmbgFmmuVGKaVWm8/nA+OAfHRUYTB6cQzwmoicCfwNHJupjbRYLJbNCR1npEApUAEgoP87JwI1v6sAcsABqEP7QbOmWhgqyIfCXGi5BRS11fOKCqGoQH8uLtRTfh54HK7Dkg0FLRMfdOUa8Fckvt5z74NfwZVXxl/W0pDZDzgF+MH4iQNcB5xg0kgpYAFwDoBS6icReQ34GR2ZeIFxf0JELgQmAV7gaaXUT7E6Fn3BWLp3765mzZq1sYdhsVgsmSckAPlrpoD+rxDwlet5BExMeMCxfCDx/jrsBV+9Dk0bpzbuwrYkowdRlWvBX57YSms3wH7HIdOnw847J9Frw0dEZrvxZUoXO2Z71RNNCtPebs+VG+p1OxLBZny3WCyWho5Te1RLS6QcwlAkbZJzUjXzoiFZ4M2F6vXpHX9+HpRXQippocWLNoAkoRiQJALpH34NOfLI/6yAZakfrJBlsVgs6SIoDIUEokj/A+Y/+r+/smaesw2nQBVNsJCsxDU0scgugkB1+toLUlgAZSmOM78lkoyABZCoH9DSFfD86/D998n1Z4nKxvDJ2phYIctisWw+hNwjVASBKGx+HaEoEOH3gPYTUn6S0rCANs01BCQbSMIU6IaC/BSFLNECZdLjS1CTde8LyFlnQduYKZAsCSO2QLTFYrHEJBCoCY8PTm3aQMuWDr+dSMKJQ1uDR5twxKPNQCI1mp3g+rHMXU6Bx5tj2hVqzEkOwckpTGUCrzf5thuSS2xOod6vyZjW4lGQD2VJOJ4HyW+JpCIAJqI9+XMhTPwYfvst+f4sFoMVsiyW/yLBxIvheYNKS1GlpTpcft06/X/VKp13aP06PW99CbJhPZSU6rYELViVBtsp13mFCgqguEg/QNeXwDcf6+iwVBGvNqG5RQXA402936TZmG/maZLSPDkOX60MSH6pmgu9zvElQwLH6I6nkSuugKapOJBZomHNhRaLpX5QKmLixFAOoZIN5vsGLeCUlEBZae1lysprBKeSDVowKivXQlF+nk62GEy6mJ9n8gfl6YdeUaGemjaC9ltA8VbQuBgaNYUmTfUyInqcHtHtFBXq+d4woWbYFTDmPhh9XRp2TII3YeUDyQOVAV+ijNNAVFnZhcbkCRkRGlMxF+Y1R1ISsHCvnZv7K8yaCy+9llp/FovBClkWSyo4fXkCJqIraBoLN2sF5195HTz7ohascnNrEicWFdYkUCwqhEIjBBUYwaa4EFptUbNcUOApKIC8HPCW6u/5eZCbk7izr3OzcpsmZp4ZPRz2HggnHAW77Jh0v0njLwePvZ0lhTffIWBliFTMhVkFaRify2vh9seRm27S15Ql7YhgfbIslv8MTgHIGc1Vy+kZIkaERZxP2DJhWggVcGfmWrwY7h0DJxxTVyOULAEflC5JT1sA/gqUJ9u9ar9lc7j+Mrjsevjw9doJJBMlGa2F8httli/+sg0JcfqRJUGqGh6ArNz0tBOLZDVZuU2NFstTs69C56TU/FNSezeK83rHXcTk9G9g8TI4/fTEx2lxjTUXWiwNgYih8I5w9pATNOam61zGoUGqV1zePArztdYrXQJWIn27xVcOuXkkFM11+vHw0ps69P2045LvO9kHvq9M53hqKCY4twRNshuDrKIMCFhizHPmvwgUFkGVQG4zR8BD2DLO9ZAaX0B81HqpCd9Virrz6+zOONeHUnDHE8joWyE7mfo7FktkrJBlSZ6Y4fBRcgQ5NUrOSDTCBagEHjreBIWBjU1Bgfaxauj4K0zknks8HrhnFBx9BhzSD5pvkVy/SZuGlH5IZ9r0lXZSEJBTFc48EdIiKGWuKafWCGrG6RR2HNesuY5rayrM/IJ8qFCQl6gzeVWCy0chnvZk4gwtyw0Zkp7+LFHxbGbmwgzE6loaJMGQ+oBfm5b8Vdq05SvXGoDqEqjaAFXroXKtrvVVsQrKV0L5Cj2vYnXteRXBaSVUroLK1Xq9qrVQtU63Vb1Bt+0r1f34yrX/jL+iZgyBKj2mUMmOBB8c/go2qVO5IK8mci9tZODG5StHJbpfu+wCxxwGN41JoeMUBAdfmckMXp+kKOjENZ8EtT1enSvKk62jAT05iQnB4WQXE+nlREQQ5UeUDwlUO6YqM5nvqhpRPmZ8+gUHHXYivQ89gb6DT+Xzr2bX7auoQAdsOHhnwkRWr14DwLjnX2b2t3Nrr2M0bAv+XsiUaZ9H3IRbxz7AnO9+DH0f98Jr9BowhF4DhtC03S7M/T5YVk7v43GvvEezTn2prtZm5dcnfIynVQ8Y8xjP9unD7DlzmDZtGjfccEOcnWexuMNqshoq4WaxoFN1uDN1eDFWlL4RK59juTSYzhq6hsBf0QBMRS4FnaJC7fS+EbpOGF8FypuAbxbAdZdCj/7w+TewX48kOk3BRwnq3/QWqzsVzN+Fw6wNtQ6YZIM3KyxXmLnuQ+vFIsn95fFGNhUm4Ce2ctVqRtx+PxNefoxGjYrZsKGEefP/rrVMIBDAU5APC5fXmv/OuxPpvMuObLFFU4aeckLdxgNai7Xg74VMmf45fXrtV2eR7374meuuuij0fejJxzL05GPx+Xx0P2AQXXatWxJn223aMO2L2fQ7cC/en/wZXVq3hK22Yejdd4MI06ZNi7vdliQRsT5ZlvSgqsuMs2WkRIqOz1mF5nYbFJSiOVUr91Xks/IzUxqjoeOvNJFIDdz5ubBQl+1IKxm6cfnLIStBc2xxEdx+g3aC/+x9yElQ25Kqj5K/HLIKEzgPxCFYOOZFRIV9VOZaCzeFO4SkeASj55ybLLHGEEay+yvWOi5fqiZ+NJ2TjxtMo0bFABQXF7F7l10A6LLfoey6yw503mkHWs3/m2cnTaPk2zncdvMN7LjD9nw4eQq//Po7Q448jNKyMvbfd2969dyPU844j8VLltK2dSuef/J+Hn/mRT7/ahZffjObT95/NdR3aWkZBQX5ER/aMz77mp777RXxt8MHHMg7H0znwH32oLykjCYr1yBjxzLy5pvZf//9ycqqeSw++eSTPPvsswDcf//97LHHHnH3iSU6wuYXXbgJ2Vg2MSpWQulCKF0MZUuhfBmUL3eY1tZok5ry1zaXEUXrJEGnUDdsXidxLVQACBaSrWfcdlmYfp8s/TDJ0OXsK0cl+hAfPADabQkPPZ1Eh47oMfHWmMe8efoFIqtAT9mFutZepMl5MIK+f4HqumZyX5k2ZVeXGNN2cFofZSrV6/srIRA0dVfptgM+o0EOXsf1RRLnek5jYmuq3LW5ZNm/tG7VEoCXXp/A/gOO48obbgdg0ZJlPHbvaK697FyOO2Afpu3dg08mvs1d9z3E1lu3Y0C/Prw47lGuurxGE/X2+PfZecdOzJj0BrvstANvvjORYaefxCnHH11LwAKY9umXHLj/3hHH9daEiRx52ADH5tRsT+uWzfh3+SomT/+a3n6gSROIIDytXLmSCRMmMGPGDMaPH8+oUaNc7ROLxYnVZGUKtyrRhCJ73N5MN5HoqpB5JN1t+qkROOpxXyi30YUZcnzPxP4ErUH9ci78vRDKK6CiQofjl5VDeTmUmv+VlVBRCZVV+v9vf8Dk6XDpOYnl7PLmEl1IiRFlVmdRld7iyUCDDLBI9Lh784m7gss2W7dqyZJl/wJw4jGHs2+PPRg55gEAOm3fgcJCnW9q0h9/cv+Mz1BDTmL5ipVR2/tz/gL22H03ALrvsRuz5/xAq5bNIy47ecoMrrr03DrzlVJ89uVM7r9TC0V33vcI73/4Cacdc3BomR577MKI2x7mvaUreXX7HSK2P3/+fL777jt69+4dbzdYEsCaCy3pwY3WSbITrCq/eZ2cqRHUaNWjH5nbw1NQ1wk4Pf2Hm3g8NRpQ8eigh2RMqctWIIeeCEcOgi2a6mSnebnQqBhat9SZ4PPzIM8kQc3L1VNurs6f5cneOCZcjzdDhz9Fn7G0k8B9QbyOWo+ptzno4AM5+pQLOfaIQ2jcuBifv+Y4exy50m4f/yHTd+hI5esvsF+fQQBkZ2fh99c+QNtt257Zs7/lkIN7Muvb7+m4bXuys7PxB+oeyEWLl9K2Tes682fOnsseXXfFa1KkXHXpeVx5yTlQtoxxr7wHwDGHHcTKCVPZ8vgT4OefI25bhw4d2HPPPXnjjTcAqK7eDF0wLCljhayM4eIm5UkwH0umNBUbjUwLjX79UNlYDvviqR0KHzS5NW6mowuDCRTDHaND8w0O32n9WTnOA0caDW8eEBS0lEN7pPS8rDxtFkuULVugDukLu++KXDIs8fUTFbDSJsMobVb0pTvIoKEFgSRwHeU0cjd2l64JLZo3Y+S1FzP4xHPweDxkZXm5NoJ26dD9etDzlbfpMfJWmjRuDED/vn04/5KrOeaow0PLHXH4IN546x16Hnw0rbdsyTWXn09ZWTnDR4zhuFPP49XnHgFg8ZKltGtbV8ACePvdDznq8IHhG1TrWwePh7ELl+js7scfH3nbWrTgkEMOoWfPnni9Xvr06cONN97oar9YopCI18t/BEnY1+I/Svfu3dWsWbPS1p4qXap9r2LhyUVyit03GvCHIm5ikgnH97SUtgjH4257EiErQokQV4KWIwGi0ycoRFDSCc8R5PwfvnyUa+vLb2D4SJj6fpwxJYaqXBs7OMKbp8+hOpmznY04gjICRlgD+O1POHIY8u3HWoOVKFkF7s9JTy5pU0EptP9VOs183jQHV6QarBHwuas0kNPIfZv+6vSaWv9cAMeeDT/OjL6MCgYRxD9Wv/3+J5VVlezWuSZ6UJ+pUbLCK6Xvx5KtZ517DdJ+Gxh9u75nbKaIyGylVPf66m/nvGz1Qrsk8+fFoNufy+t1OxLBarIyhRtxPVCJojiB91C3fl6bm+AcKTrMgfIDXiMjOQWjCIlPU9l1bl/R8vO0D1PaiXN+BAUwt9voFDh37Ai99kE9PA659qJYa0XGV659repbAyRAdr52WE9bmw1No+z2DrIRzZwF+bAhlhZVgqFngCfCKB3XqlLssP22oAIof3VNYEM8PCbK9YuZMPUzmD1SByVlFUBuU+MLaMk01ifLkh7cnkjice/87vrkzMSNNIE2nbmBgDoaIudbpien9rLB54DTPBbev1NQqrNPou0jI2g1hPQO+UnWcYtHpm9eV58L/U+GYSdr36yEUO6F/3TLAsqRO65BkulkphgtVgL9RG0z6OcXjGZ1XNvBdVT4+kqbyEtLtaYqvGh6qOnsmnthdVli43VLRSVcMBz53+01GtlglGlWkc5In6gbhyUhbAoHS5pwuWsTuo9k+uR0ZJUOZZY24fNKauaLt/YUvNniuPEScEx+kwfIhLgHqo1ZIPg0dSyrHP+Vsw1H/rBgV4kKFQGfKSOSIdwey/z8zGiyMu3s0GErOLwf6p5Hk1s/UOnyAZbm81zE5Pr6rxJ7fwXT7ykVQAX8ZvKhAtUofxXKX4nyVaB8ZajqUlR1CQrRUYhZeVrD48nRx86bpQMKxGOuweB1GSyR5Udf7z7H5IeCXP1i4askYmUHT1iR6ky9MDz6LHTeEQb0qfubrwRKFuqKFoGGKpBbNjWsJitTuH3gKV/6H45K1ajGa2bW+BGFEiWGSwWB2rOcn71iss6ndaBpbi8OIsYnKVPO8OEavCgUZEjIqo/o0yvPgf2PggvOgNatEl/fX2kE83o+9iqgr4m0+ACmeT8HNb+1TN7hPnORNLZmH/rjbJPHq/P0JYI3h1r3g1q+ikng9eqI0/IKncKkDuHnQwbO5dVr4MGnkUmvxl6u2pQDy2kMuY2p/zJN/10EwWPNhZa04PZE8ldon4B0tolKv0N5g/JBSYFaDrHp3qgEhKxN0VwIsGULOH4w6u5HkLtGJr6+8hvNaD1rCkS04JDydWFeiMTrMJmhBRmnObyOySxIMHDCafLOIrKjf7Q3njBiHHelBPxJ+KNlwq+zsFCbDMOFLE9OhGCVDPi93fs4HNYftt/WxcLK1GBdD7lNtLl1cwuLs6QFK2RlDJcXpK/SvZDlmo3sk7VRcTNOpc2GG6v0UH4+VFWBzwdZ6bwE6+kN8dIzYJ8j4OKzYeu2ia/vL9emqKiClstzLaQBMibqUF6mSPvBzMsuNg/0sAg0gVDqjGgCUq154cfN4e8XFFBcXzIZvLY8HvAno4HOwJiKCnTqkpYtwn6IdLzSLNAsXAIvvol89UGCKwZ04fuqddo5Pru4fl5m/quI9cmypAvXF6Jf+z+kk4zcszPQaCbelt02qfwZcnB1cSxFMuT8Xk83r+ZbwBnHosbcn3wbykdIQAr6AQb9//A4/P8cfoAhfz8cTtMB3ZY3mxpnvYgd6smTrTVa3mwtaHuCPkZeLZCIx/yXulODJfLYFJJcXjRwH4yTCIWFdSsdSJREtene32P+B2ecAFu2TG595a8plVZdkpl712aCmCLR6ZwaMlaTlSkSUS2nWhC3DgHSLz+7NIUl1GQG/NESEQYDvgxEnbk0Q+bn6fI0yeScitp1KsfHY0xeHsdhDgpBgk6B4fAbuuxS6HoA6vcF0Gk7vXit9BiRvpsi6DmNEE+M4x4MkkgE19dPQ4w0zNADW1yei5FQgfRfmwVGk+XE443i65nGe81Pv8Hk6cjsj1NvK+CD8uWorHwdjZhd1OAf8paNixWyMsZGvPCUSn/3KlK6hJQbTXN7CSJi3tjT6J/ltqm8ZHNlhZm5ahVCLjf+PYAKoIJBDs6QeeUHpZDidjURYqadhB4WzfLg8otQo+6GZ+9OcBvi7CARbbrL1PmRiaCHlHyI0r+dCk9qucEyockqCqvZKd7oJvt03mtuuRcuOwcap/GFprpURyFmFaIKWiHZhelr+z/O5mYutEJWptioTpLWJ8s1Au7zZxmhplakVfgNwxPl2KsaZaBCv9VXVBuTZaRkqG6cnsPyDPkqUGv/cLEdQJMOqcvh554BDz4G3/0KXXZ0v54K1pWMgSSa0yzR454NqoHUoktVSRzVwT6Fa7Y+zIWe7Bh+kWm6f341G375HXnpSdJ1D1OebKhcq7/4SmH9fFR2IyhohfynU4VYksEKWZkioTexTUCyz4R2DEh/lF+EtpzJUUOOzcH/QW1WUDhyJkmMkDAxShchIkVKRVq3qBBKS9KrVUlEsE+HZjI/H7nmMtQt98EbieTOcnG8E9YMJSipKGeeto1Nek3xCo/O+ZQKEQoyp0yRozB6LC0WpGd3KKW1WNdfBflG0+SvSinCVIEp0xRG9XpYtx6V00QLW97wFDoWCHocbALPuzRiHd8zRiK7NhM3+o1o2lMKKith7TpY+i/89Tf89CvMnguffgEfTYEJE+Gl12HZv2Fj9tR2hq6TGDXCJMHPWaA8+ubtr9I5mXwVOk2Gv1xPvvD/ZTW/Kb/JSG0SKIYnTAxj2owvuOHmMbXmXXTZNe72UWEhlCT3IBxz5/0sXry07g9h+XzOu+FhVq1ZH/p+8/0v02XgxfqLUtx5z4N02LFbxD4W/P0PnoKW/DHvTwBGjh7Lx1OmM/e7H3hq3As1C55+sj6+X33HyDEP8vG0L+KOf+Std/PxlOlxlkrw/E3Yp1Hq7K/UaAjCWpA0aKHSIvyHBTY0agwbymoSm8ZbN2lM4MQnn8LqNciJxzh+yta+VMkGvXhyYteJrFoLa39HlS5Bbazo5QaNIJ70Tw0Zq8nKFIlI6xmRsRJwpq+u1g6ppWX6f1lZzffQVAplFbChVP9WUqI/l5bC+g3me4n+X1Kq+y/I11F0eXna0bugQP/Pz9Pzps6AG66FS86rGXOIMA1SvE1xmtmSzdbsr4iTWiA+/7t3rLv1w3JlBQIBPLGcwR1ce9UlkX8I02StWruBZk1rFwXOzcnij7+WsMOWAb74aiZbtWsTtZ8dO23P/Q8+zoP33RGa17XLrnTtsmvNQtnZyPDLUbc9APt2dTV+dyd8okJWEo7awcCLTJjGEiYVrVrNvlLi1Yk0UyaA8mQjUeuBGs12MJ28Wae25lfV3qQsL9x0K7z+Njx6X+x8VZ5syAsWEo4VMVr7c2jJQAB16wNw4zU6EWqQ4D3Gk6Mz2fsqXF/vClxGayqoWAUVa1D5zeG7P5E9e6Q5XYtlUyFjR11E8oAZQK7p5w2l1AjH7w8AZyilisz3XOA5oBuwCjhOKbXA/DYcOBOdse9ipdQkM38AcD/aweNJpdQYM78D8ArQDJgNnKKUSnN2zngkYroJQLlDoNlQooWXEiPElJZpwae0HKrKa25sjkkFlI7SUUqr+v0gwXVLy/X6ZWW1BCdVWmpKXfi0Kr+wUCcKLMiHwnwozDOCUq4ui9F8a6RJE2jXDoqLoKio9v/CQmjUCAqyIdvFm+Id98KatQ0rPD5uDqfY7N9nIJ9MfINDjz6Jye+9AcBBg47mg3de5qOPpzH23gfx+Xzc5M1iQGkZe/fsz+5ddyU/L4/Va9aSl5fLjz/9Sr+DDmTE9Vfz3fc/cv4lV+P3+7nwvDM5+YRjGXr2hdxw7eX88OMv3H7nfRQVFXLlpRcw8KD9QuP4468lbN++rgB1xMF78/ZHX3Jq+73YcsuWrFm7FoBff/uDcy+6EoAjDx/E4MMGskfX3Zg3/y/Wrl0XWn/ajM/5eMp0Ro+8jkcef4ZnX3iV/LxcHl28BOY35/m/F3HH/U+wzVZtefKB0fyzaAmnX3AdlZVVHDawN9dccnZIqPniq5lcdvWNFBTkc/LxQzhz6ElJ7XNNMgKK0ZymRfOz8c9hpVR6/cz81aTtDdCbB2cOhSZN4ba7oHGjmItLrcjIJMbw5njE64UjDo3WgRlXLpBXo8mOhSc7wWCCAMyYjAw8BbXzjnD7HchhhzWs+91GYHMzF2ZStK4E+iilSkQkG/hMRD5QSn0lIt2BpmHLnwmsUUp1FJHjgTuA40RkZ+B4YBegDfCxiOxg1nkI6AcsAmaKyASl1M9m3XuVUq+IyKOm7UcyuK11CT+RQokTcdw7TOTXVjuiyiu0QFNkBJ2iAijI05qgwjz9OS8XcrJqtx/K6eP47BFo0hLatNLao3ABqsD891aBpwxys91d+C12J+4NTwm4lWeLimDlInfLuiVUmiSFh0OKglZubi6tWrZg4aLF+P1+2rVtTVZWFnfd/zBTPniLQCDAwE57MKCsjJWrVnP91ZfTrl0bhp59If379uHR/93NXgcczIjrr+bGUbfz4rhHadumNfv3OYTjhhwZ6uet8e/x2otP0X6brfUD1mHGmPzZHPru16XO2PbssgOPvfQhjSZ8wOBDB/DLr78DMPzG0Tz6v7vYsdP2BAIB/lmoj8tZQ0/miaefr9PO8uUreP2tCXw+9X28Xi+Bt9+Fy66l60Wn8+wjd9D/qDNZu249d9z/JCOvvZAD9unOwCFnc8qxg0NtfDDpE+4YfSO9eu6nx58Kya6vfKSlzJKoOqecCmp1FNRoZh1+fqH/AZ3WIulz1qznyUqTFsuQjtQyWXk1+3enHaCqEoYNhZbN0zLEiFRXw81j4P4x8e9rIWHLOKz7IhemVuLR2d8TQSm48S4Cd1wIjQuRqy5BjR2DjL0L9t03sbYsmywZE7KUvsMEdavZZlIi4gXuBE4EjnSsMhgYaT6/ATwoWuQdDLyilKoE/hKReUAPs9w8pdR8ABF5BRgsIr8AfUz7AM+adutXyEKgfI3DxyfG23JZOfz8gRak0kVx+/gPjoq1UJ7ufEEJ3JTzcqEihn9D0qTBoTlFQeuoww/hjbffJRAIcPTgQ1m5chW//PY7fQ8ZAsDyykpUWTktWzSnncNk13kXHaWXn6/PhTVr1tF+m60B6NB+a5YvXxla9vprLmf0mLvx+fxcf81ldOywdei3L779lbOOO7jOuESgdcumvPrmeD7+4B3G3PUAACtXrWLHTtsD1DJbHjn4EHr3P4Ke++9Tq52/FvzDHl13w2tMMZ4jDkUuu5bOGyoAaNO6JevWb2D+XwvZY7edAeiy64789fei0LVw3tlDGX3HvTw57kUuPu8seuy5R2I7uRbJaqNEa4GVz5wypp3w4IdaaTCCRcxVzf/wwuZx/PnqkJNaegGtxUq3sj4FjYM3T+fAChWNBtath2dehOnvp2d40XhiHHTYBvoc6H6doLCVVQgEjHO78/hJ7Ht4JCZMhvINcERP8HhQvfaAt6fDMUdBt+7ImLGw886JtbmpI8TOkfcfJKNbKyJeEZkLLAcmK6W+Bi4EJiilwj132wILAZRSPmAd2twXmm9YZOZFm98MWGvacM6PNL5hIjJLRGatWLEi6e2M0rb28QlUxb84CzNUyy4eCaeZcPPQSODBkp+vTZjpJl3qaH9F0s7RA/sfxKTJU5n8yXT69+tN8+bN2HWXnfhk4ptMm/QO3510LFJeXscPK1yV3qRJIxb8/Q/V1dXM/+tvWjo0ANts3Y4nH7mfYWecyj0PPBI6nj6fn0BAkZMT2WR7ypG9OaR/b7IdJt0WzZvz+x/ayT3gSA7p9Xo5/JABvDW+9oNx2w7bMOe7H0LLBpSCA/dHXnpDm5/Rsse2HbZi9nc/ATD3+19ob8rwKKBp08Y8fP8djB19EyNG31l7kMpfb2lQRBRUbdDZvEsX66lsCZQthbJlUP4vVKzQGb8rV0HVGl1mpXq99tHxlZrgiUrzUuWn3h3hPVmxHbLrC28eZBea95ywl7ynntOCT/utI65ai2Q1aBtKYOx9cPPV2n0i0etX0OddViFk5euhSHbiWqyKSrj5HtS1p9aUe/J6YUgf1Ef3onZpjuq5P2roqbBwYey2LJs0GfXEU0r5ga4i0gR4W0R6AscAvTLZr1uUUo8DjwN07949/XdFTxb4XZgh8vN1dfr6ZmMXPC3IkJCVtshKpaMUvdlRBeUXX32Lr775FoAbrrk0ND8/P58mTRqTleUlNzcXgMsvOo+DBh2NiLDzhhIeOqR/3BGMuvFaTjztHPx+Pxece2YtwWjk6LF89c0sSkpLuXvMqNDx/Hru7/Tosn3UNnt02YEevQ6vNe+2Uddz9vmXISIhn6wgZ51+MiNvHVtr+RYtmnP0EYeyb69B5Ofn8ej/7oKO2yK//Aav1tSHu/riMxl6/nCqqqo5dEBv2rZpZX4RHnvqOd4aP5GSklKuueLC2oMUAXJAJXJdpKDBzGmsBaeNFiWYQr8iGRKwEriOImmunFRUwIOPw9t1Tc9p5X+PwoH7wq476xfcQJUZW4IBDsH8edlFur5sojz1KnRsA3t3rvtbbg6ceRjq2D7IExNQXXaF04Yi198AzTNoRm0gNPRowHQjKftCuO1I5Cb0qXseELxzbg3MN35Yk4CRSqkvRSQLWAa0AK4FUErdbtqZRI1ZcaRSqr+ZP9zMGwOsALZUSvlEZB/nctHo3r27mjVrVno21qAWzzA2/jj0PReeHA2d3FSHd0lxeySOuVBVl0FJAj5Rzbu4c1p0G7r84Sfw6DMw4VX3Y3BDoDq9xZ8lqyaHVjzi5ckKctcDOsXFrSPiL5sAgaVf8/Wcn2jdcgu2bhNeiNdBk454CpKs4xaLz79CnXkBfPWufphEI69ZfB+kkM+SS38pbz6pCCuqap2OCtsYNEotOawqW5G0aTsquc2QeG06hatYPP08jJ/oXsjyuPQTdbJiJXTdF6ZOgA4RtGVZ+ehHUOKmZRUIaI2lm/v5uvXQ4zDUCyOgY7v4yy9fgzz8Fkz8Ai66GLn8CmjcOOExJoOIzFZKda+XzoDOhXnqrV1c7JME6TTzz3rdjkTImCpDRFoYDRYiko92UJ+tlNpSKdVeKdUeKFNKdTSrTABOM5+HAFOMX9cE4HgRyTVRg9sD3wAzge1FpIOI5KCd4yeYdaaaNjBtjs/UdsbEraaoMF+nR6hvEg55d3tzcnlzzE+2tEya+neL8pF2DUdhgT7m4fnAYk7eCJOHmsLJAh4ve3XtFFvAAvBnqHbffnsjO+0AL8S75FwcIxFCZYLcENoniezPYPFpo7VIa+6sBEj1Zbe+tdLe3OhmwXD8frjvYbj8/MyO6c774ajDIgtYoP2sfGXUKjTuEvF4kJxiyG9R4yQfjTseg77d3AlYAC2bokaeiXr9Vvjxc1TH7VC3jq5J3GrZpMmkubA18KxxdPcAryml3oux/FPA88axfTVaaEIp9ZOIvAb8DPiAC4wZEhG5EJiETuHwtFLqJ9PWNcArIjIamGParn88LndvQb5Os5BW3Ny0kxGyXDyE3EYl5efppKUNAjFvzsGCyFLzP4THRYi8y4dlYSFsWJ96VFs4koUO7I1DJkvK3HQtDDkFTjpcBzekREBrB11l6Q4kZhIKQ8SLymuufbDqHRN9nCz1FRbvzTVJf6OYBSMxYSJs0RT239t9P7EqEgSTHVdU6pe0qipYuAhefBW+/ih+274yQCCrAJ0VyD0iHlROI1BF2o8vEHatfTMX3nkf9V6i9TyBbbZE3XE+LPMjdz2J2uZeOP0M5JZbdF7B/wAim5+5MJPRhd8Du8dZpsjxuQLtrxVpuVuBWyPMnwhMjDB/PjURiBsPt2/FmXB8d5XvMdGT3e3btst2ky6SHK0/k8pCvPrBXEtICv535t5xhNHXwhl6H4YnJ7Yp0u0ualSk86ClG4/Lc86fQSFr9y5I111RL0yAsyJe0mkJAI3caIpkFSQg1KWRZJKp1iLDmqxkhCvQ19fVN8Epx8GXM2uSFTvzAZaWQokj6fEGk+y4vEJPFc6pUgtYOTk1SY1zciA3F66/Etpspf0o3WQv9pUaJ/f8hLZJRFcLULmN9XpV6/U94d+VcM41qJFnQdMko0VzimHbAnhkBPy9GG59ArVrZ2TESDjhhNqJVS2bBDYFbSZxK2QVFegbS32TqJDl+kaUgLmwrDzKfnLmFwr7H1EwciwmXhNG73K4iRCo0tqiqPvCZafFxTpTfrpxa17LtBAxYjgcfhwcNwiKC1NsTIEnt67WINJyKSIiqNxmUB6hbFEmSdlcmAntgDKZ0bMTF66ClJbB4iXw3iSY9rlJWlykXyyLi0xOwGLYsnVNLr+iIp0vsKhYa0LzcrUQlZ9f8zk8DYAK1ER3IuDNcSdsqYBOMCpZkJWbhLCVhcptCsuXw3HnoY7sCf1SeL+v2gBKoXKbwNZtkMdGwOffou69H24ZhTz2OPTqlXz7DYDNLYWDFbIyiVutQnEmhKxMmQtd4La4b0G+1mTVt9YgVWI+EF0+LBs1gg0ZELLcnnOZ3ue7dUZ6HYB6+nW4ZGjd3xOVKZTfCLexfMnSJGhk5WnNTb2mRPCjUwkmSUwtmNT4q3k8DlOcwzQebh4Plsxx43MVi+JGULaithAYrzi0czkVcCdAOo+VoNsXj/vUFsoH1T7tcO91GbwS7G7+AtSRJ0C/3eHCIfFXiEd1id73OUV62/fvBvvtAeeORH3wAbKpC1k247slbbjVKhTmbSQhK9Em06zJKijIUAqHTOOPbzaMR6NiHYWUbtxqTzNpLgxy/VXQ5xA47ShoEruMSlyCAkA9BEOHtFllS1JrqKpaa2rLynWQQ/BzQME+u9cWHvx+885jTN4he6pT6AnvwMxQSqegyG5Ue775XOdqFK82lcVDlPbdk4IUBC0PSJJ+cspvTJRx1o96TigjbJlIRTcvFsHIZKcGL2rzCvX8q3D9CNQlx8IJdZP/Jk1e09qRnSKw1Za6rJllk8IKWZnE7QMvNxvK0/zWHPDH12ok+kIRSN6pOCKFBdqcsCkSqNI37zqaFZcOzMXFmdFkuT3nAtWpulrHZ/vtkMGHoG5/BO64Jg0NujUbpgFvrk4J4Xf6DIrRGJn/wWnNerjrUZg8o6bGaNDHMlgHND8/VNZKvv4WNecj2GpLQtniA1WgckObmSg6wNrl9an8OkLO7zKiOeBL0hzpMRrIsHUTMY0G67OmpP3w633qMZpCNy9H8XJsbShBnX8Z/Pg96tkbodM2KYwvjNwmRjgM2+aVa6Fbq0hrbDoEy75tRlghK5O4Nd0U5MGaNAsbyk+8SEARj3nPdXnTS3cenuxsfQOtrnZXULqhoXzUUTG4fSA0KsqMT5bbc66+GH0T9OgF/XpCX2dpniRVUnXMhuFmLm/N/Norxmo07GdVo82qWEGofE6tRQLaEfu5N+G+p2HAgfD0WGhcbOqD5kOUjPtq7yOgvEQLL6GZGyEJqifbvcCRlYQ2yxPNdzHgvm/l18vG6tvtM1v59X725BifTRf3M3+FtuQ6c2wt/Rd1xAnQZUfUm7fFzgeXEB4oaAEikTdp3j9wYfQkw5aGiRWyMolbc2F+Lixend6+Az7tWxAPT5Z7s1cg3ekGpEab1aR+ku+lF2X2n6/2PDcUFuooKZ8PstJ4GSaU5ykNIX5KaWGj3JjDKsr18SwrN2H2FcihA+DYM1B/zwpzgndqhsLTZ4T7C5mh+ssd5VLCBNp0vwR4s/Q15AuLgPX74c0PYOyjsMO28OpD0HmHyG1EIjcHKsNNVxtByJJsdFYcF30H/AmqPSW2BiwhbVYg9stLIrtOhFCdSm+eowxSHMw5oP5dCwOOgGMHweVnQ9lKqFqbwACikLsFZOUj0VJKlJXDb3/C7jED9jcJrOO7JX241Srk52XAXOhScBIv4HLZdD/EQAsbJaWbqJBFjf9Gov5ZIjq6av0GnUMoTYh43T9zgiWDnKgwP6C33tXZuktLdZBCMKS+zAhS5eVaC1mgTWHk5+vP+eZ7rgmz73UgZLWExm1APCk4vwZABbW+mTU7iAgqp3GNkKUUTJoBtz+ko98eHAV7J1HUOjtLO1k7SSG/V/IEtIbKjX9WoDIxbVZcX6pEtVkx2kvmNMjK0/cz8ejr119JXHPrsn9h0PFw0mC4+HTddXEb1Kq1SQzAkNccsvKM/1WMfTtjFuzZTUdebuJYx3dL+nCbjDQv0pttiriNHvNkuc/Hl4ks4Y0bwfr1QJv0t11f1Enr4FJDVFyst90pZIXe8B2CTgJPEeXxmrw/zvaCeb8CNVoBFUAt/Rql/BDwIe32j9yLJwDf/whvvKEF4pAQla9v+Hl5rnP3pOXW6s3XD8R0J3GNgnizUVmF8OkMuOV/Wks3/ALo3zN5P6GcCNf7xjAXghFgXOYFS2SfBwLxD3gigmWs/ZPorhNPjc+TCDqQxZTO8ldGbnDVGtTgU7QGywhYgG4ntylUrklsDPnNwZurS5+5eXmd9BkMPiqxPiwNgs1Lb1ffuDUXRjQfpIjb8PNEzEtuNVmJPHyKCnXiwbSSichK44AbklmMeSs0CeA1NddMuRZPtplyHFN2zVRcpIWsQLXWKvkraxxuA5V68lcavxB3k/gqYMMiXZOyZBGULobSJVC6FMr+hfIVULESKlfrB0PVep0BO9pD7ND+sE07WLwYunWDnXeG9u2hVSstdKU5OeInn3xCr1696NmzJ0ceeSSrVoXVEhSBrFTzbiXAl99wzI77wUUjYOgQmPIyvR99gV5HnM3+h5zONaPuT7zNvBydpdyw4J8lnHLu1VEXf/rZl100msI578nClQjsr3R3v/Bku5SoVY0zerz2lIred6KybqS6iAKh6gLesCoF69ajjjoV+u2rTYTh3Re1dt93XnMoaod4suLWlg1R7YOPPkeOPtp9Pw2UYMb3dE8NGavJyiSuowszIGShUEj8IryJZJl2axJL5H6fl6uzOKcVp5+OuTnXKZETWqBmOXC8XSuH4BEj8WmIalOmw+EkHW8/FBVByfr0moqSrb2nApHXFYER18Bl18OQIRkNUFixYgWjRo3ivffeo7i4mN9//52qqgjXhTcH/BnMyl5aCh9MRr38OgvmfEf7nbaFV58AT81D8eM3HyUrK4v+x5zPmrXraZpIigpvFvjca4Wefv5lzjjthES2IDFUAmZDN4JBQCXgjB7t3Bfj72iSoAbzdqWKeGP7ionpIyhorV+DOvYM6LYz3HhJ5HUC1ZDXLHZx8bxmxizoUnPl5Ms50HFb2GqrxNazNAisJiuTuPXJystJf1kdcKdRSuSh7Dq3UgI3w6zsMP+UoAO0B/cFf8MKJQdTTaiAHovymfw3VREmkxdH+czNL2hSM+smsi2+ssT2Z1Fh+lNYpCJkRaP3/tC2NTzzTHJtu2TixImccsopFBfrkiQ77LADrVu35plnnqFXr150796djz7StemGDruI8y6+iv16D+KGkbdx4aXX0G3fg3j62Rf172dfyJnnXkLPvodx06gxAHz40Sf0Ongw3ffry3Mvvhpabt6f8wHodeAA1GXXojp2QT39HPTdk8kXnky/804Cb93zIBAI4PP7yMnOZsmyFfQ5chgHHHoG5199OwDTPp/FoOMv5PCTL2H/Q06npKSMysoqBn//CwPHPMwJw65l3CsTTGu6/UuuvIED+x/JAf0G88/CRUx4fxI//PQrvQYcxeRPpvPxlBns3esQ9u51CB9PmcGGDSUce8owUIr9DzqUt8e/z18L/ub8S65m2ozPGTj4eA47+mT263MIJbE0xkGzYTziabM82TWCiivCtVlivkuNcBUiyotAIt15slxq2hVUVaJOOR+2aQ23XRNzPSmMkloht4nWXHmz3Wuuwvn4azj8yOTWbXCYFA7pnhowVsjKJK6TkWaiQDS4ep10+1AWD3h0yoeaKfy71pupgL/mswKlAnqe34fyV6F8lajqclRVqba6+X2EynYoH6jqMKGoMs5khCVVXVtQSpoULtpg8Vk3FBbq+m3pJNnInXgPgBFXwS2jtNN7hli6dCmtW9c1vRx33HFMmzaNTz75hLvuusvMFQ4+eACfT53I629N4MyhJ/HF1Ik8Ne7F0Hp9DjyAGR+/y7dzv2fx4qX03H8fpn00nq+mf8hjTz5b08Gq1ajLr4Nvv4NsP0x5Hl6+E048jM/m/MwBe3XR5tisgtAqfY8+l90OPJat2mxJYWE+zbdowkevP8yn7z3Nhg0l/DH/HwBycrKZ8ML9DOy7H598+g3vfDCVfbKz+eCu62nS2KH9Mlqa20ddx/RJbzNi+BU89tTzHH5If3bdZUemffgW/Q46kJG33cVHE17howmvcNPoOykuLmLDhhIqKyvZomlTvvxmFp9/+Q377r2n6T+Hd998gUH9+/LJ1E9jHwC396s4CToTJhhsERS26ghX8dp32aeERwLHwOdDnX4B5AD3jYh/XQWqtZ9VkOxiKGpn/K6S9GX15usI0I9mIIMHJ9eGZaNjzYWZJJE8WQlpsjy67aCAVKuWn9Q4SyuMpkdqfgsnp6jm7S4YTl8r95CYr3pdVbEyveatnGzwpTn7eDrqwCXbhArg2vG9sECbptJJspqseOk5enSDLp3h4Yfh8suT6yMOrVu3ZsmSulnWJ02axP33349SiuXLl4fmd95tdxAvrbdsRedddiI7O7tW5NLuXXcFYNddduKvBX8z/y/FzbfdRXV1NT//+jsA8s8infNoyEBUlx3h+nND6wcCASqrqsjPz9MzfDVax6C58Iqb7uHTr76lY4etOP+q21m7fgMLFi5hybIVAOyy43YAtG3dkrXrNrB0+Up2y9Mao65haR+UUoy992E+mfYp1dU+dupUNyeSiNCokdb0eb36wd+h/da8/tZ4BvU/iK9mzuaLr2Zy1WUX8Pc/i+i88466/zatWbtuXZwjEND+bvHMhv4okYaSRRJe6Oa2FCVxaaQxije5wAfx4CphayCAOv8KWLcaXrjfdYoVKWiJ8lWEkomKSjKJqzdP38Mq18D3v0N2LnTunHg7DRRJqRD6psfmtbX1jXiNI2WevnllF+vyF7lNdERKcNpiS53GwJNjblQe49oT0Ca66gqoKoXKDVC5HirXar+Hqg16qi7RRU6rS/XnqhJTaNSvtTz+6A7UIoJk5yNZeYg3R6u1vVmIx4t4PNqxsNaNIs2nTHZWRvzRUiNF9bPyuxN2CjNhLkzu+Cg3D60br4Sxd2QgUEEzaNAgXnjhBTaYTPjz5s1j6dKl3H777XzwwQeMHz8ej0OjIB6PvqaIHBb+3fc/AfDjz7/SfputGXvvgzz5yL18PPFNmjRujHrsaRrNnsPSG86j8obz+GPRslrrz/7uV/bYbceaGcGknA6aNC5m9Zr1vPTmhwwe1Iup7zzBfnt2NXK+IOIFvBAQVEDRoU1rfvD5UGs28P3cn1ElpaiVK1HlZaxatZppn37Bp5PHc8uNV6PMy4Jz2wIBxfr1G1i/fgN+vxYY9t2rO3fd9zD77dOD3Jwcfv19Hh3ab1NnXVfvHsrvLrAg4vmSyHVjXuqC96dEhKbwDYnqb+nA6zIjvlKoy6+HP/+AZ+9JLNFooBoKtkSUL7k0BcEqA5VrocoIxB98CkOOST6StaGxGTq+WyErk3iyzE2kAnylTP/0cw46+jx6HzGMvkefw+eff6bfVrKr9cO2fCVUrDYX2XotMPlMAWXlp5bw4EgP0XtIXYfMJjsdQp9DjmXfvkfx9cw5AIx78XVmz/khtW0yD/Fb736UOd//HJo97qW36dDlIPx+fbPsfdip+Hzx1eRrFbz15Teh7/v3TYdavGY/zf3+J76dm+A2p+Oa9VfEF3gy4ZMVJ8t/VNwENXTeCQ7YBx54ILk+4tCiRQtuvPFGDj30UHr27MmVV15JTk5O6Pv1119Pk/DabcHQ+whM/+wLDjjoULrsugvt2rXhyMMHMfiYUznrvEtpUlkB9z7IqQ/fzEVPvc45V45hy5Zb1Fr/o+lf0+/AHrUb9ZVCZSV9B51Kr34nMPezL+hfUE6v3DLuGfsgR/Q7ipLffyAw6WUCk15Gff8FgefGoL6ciPryAw5fP5cv1q5lwKXXsuz7WWT/+BlqxpuwbAFNmzalqLCQPgOH8P6HH4e67NFtd444biiffv4VI4ZfTr/DjqPfYccxYrjWKO63Tw/+XriIzrvsRPc9utI01Zxzyl9HmKxDuG+Wa+1SmHDl7NO1FjaCb1Y8IcSVgKlQN94KM2fCyw/qPG8JItmJr4MnW+/vynW1U0EoBRM/R445NvE2LQ0GURsrP0sDo3v37mrWrFlpb1f9PQlQrFy9jmPOu5XxT46gUXEhG0rKmLdgCbt37qg1VtsdSuCPCXjcZv/ObwnV+o2/95BLmPpG7VDyA468kE8/eY/Fi5dy6bWjeOP5R5LfBscbtVIB8Fdy3OmX8crT94Te2Ma99DZ3PvAUNw+/iCGD+9P7sFOZ/PbTZMXYHqUUC065iJtWreOFKdoBeP++g/ns4/FJj7Wmcf3WOu6F1/D5fJw19ET360oCWfAj4TWJDhHjTBzlDXr0WPBVwY1XJd9XGCrgR/3zcfwFw2nRBU80510nv82DAUNg3p/QKMWiz+kiaFpx7OehZ1/IDddeTsfttq297Oo1qAuugL//gnFjoFVzovHGu1M4+tDedbQSaum/qE9eSXq4gcen4jmgExf8vJiTu3Vgn/Z6DJ5z70lBYSFJazGjNxmnkLQz1YEnJ46QZcYWq+5kKIBFM23GZ5x21oV0aL81AJdffB6HHzrQ0Z7juvJXhfpfu3YdU6Z/wVGDB9b87s1hz/0PZuanHwKwc7eePHj3bfTptT833TKWPbt15dC5P8LbE+DDN6FxIVQnWcBdEbo3O6mqquaMy27jhYdGmO3NYuXaMi66+haWrViFz+fnuotOYmBvI9j//Ceceysyf0EtIXLcuHEADBgwgKeeeorrr78+uXECIjJbKdU96QYSZLfGBer9fXeMv2CCbP3hnHrdjkSwPlmZRrygfEycOpOTjuxDI1NWpLioQAtYQNdBF7IrsMsjr9OqVTOee/NjSsoquPWq0zi4ZzdOv+JucnNz+On3BfTdvxsjrrmAmTNncu61d9OxfVvWrItivgkEWLuu5kYx8rZ72X+fPXnt7fe57IIz2alTR/736DhatWxO7577cOYF17ChpISddujIw/eOZuRt9/L3wsUsXvIvLz51Hy2aNwM8lJaWUVCQV+fhc/pJR/Hkc68zZHD/0Lx/Fi3h9Auuo7KyisMG9uaaS85m5JgH+WfhEhYv/ZdtFy1l8r8r6DXgaF5//nHWrdvAiUPP56dffufZx+9j8dJlzP/rb8487QSatt2ZpX/OYfx7kygsLKB3z/048/zL2VBSyk6dtufh+27nocee4fmX3yQ/L5e7b7+Jx595kVWr1zB1xhe8+PSDbg+a26MbBxPZGCwBE05RISyJ5yeTIMk+aP0uTbadOkLfXnDvvTBiRHJ9pRsRyC6M+GALoRTq/Ulw8VVwaG+47yGdPiQGQw7rE7m7Nm1QeYVQkZw/3aGL17Dh3Tl03GqLkIAVHGPyUpZKcf1ITRqNli+KtjXom4WKkRbBlEdyU4w6Qp3CU048ltEjr4uwcLhvVk3fa9et5613P6gtZClhm63b8fc/C9miaVNaNG/GrG+/o0+v/Zk5aw4XrFoD0z9DPngNmjZGibdWIYxAIBAyVTs/R8SbG/Fc/GLWD+zTvbMed1Y+VKzh4mtu4fxTD+eAvXalqqqa2T/8UbPCxE/h6CFRj+mWW26ZkoBlqR+suTDTGOf3Jf+uprUxR7w0fioHDLmCK299AoBFy1byaEEu1556GMcd1pOpr47l4xdv5+4n3gw107/nHnz6xt18MPUb8Fdwy33P8vZTo3nq7qtZtHRFnW5/+PUveg48lp4DjuX6Ky+o9duQwQN5452JAEz8aCqH9O/DmHseYfjl5zH1/VcoLi7ky69nA7BDxw58NP55I2ABIkz7/Bt67rtnnT6bNC5m+47tmfltjXnujvufZOS1F/LZhy8x7dNvWLJUOy5v37E9k956ims670i/Hbdn2odv0qJFM5avWMnTj97Dw/fdxrMvvs4+Pbrx1Tff8s2sufQ6YB++/GY2X3w9i3337s6Yux9k+JUXMfWDNyguKuTLr2cx/r1JTP3gdaZ++Ca7d+nMsNNP4qpLzk1AwEoz4WZeJxlIxCoi7qPEnFQlUKz6movhfw/A2rWJ95MpvLm1UhCMe+LBkBZLrV2POvokuPZGeOgmuOWSuAJWTHxViL81lCfnS/jB9q34rN8uPHOCo2C2x5teASldBHNoRcNfRU0eOgfBFCzKZ1K/uNy2ONF/S5YspXf/wezf5xDOv/gKAL748hv26jWI3oOO5alnX+HxZ15k8pRP6TXwGFasMLmrRJtdv5k1l9lzvufEY4/UwQ8//cqKL2eyxe9/0Lf5FvQ85VyOPmkYAV8VC5asp8/gMznm9CsY9/J49ul/MuddOZorb7qbefP/of+Qc+h12BmMvvtxAE6/8EbOveIWDhh4PDff92KdsU+eMZt+fXqBrxLKV+L3VbF0+SoO2EsHaOTkZLNPt51ZsmwlfY69ggMef50LFvwNQFVVFYMHD2bAgAFMmKC1/gsWLODkk08G4L333qNnz57su+++fPih1tbtv//+oeWGDh1KSUkJvXr1oqSkhMcee4x7773X3TFJK0bjmu6pAWM1WZnG+A60btmUJf/qC/7Ewb3Zd4+dufm+FwDotG07Chf9C2XlTPrydx54ZryOpFpVo+Xo3Kk9APl5OYCHtetL2LqtNu/ssG27Ot3uumMHZkx8iadeeIsvv5nD7l1qolP6HLgvY+59hHPOOJGiokIKCwv45bd5XDvyDkSEktIyenTrCkA3E6Hl2CAmT/2Cqy46M+LmXjzsZEaNfTj0ff5fC9ljt50B6LLrjvz19yLdbpdd9AJ5ebUSM3bcrj15eXmhaKgttmjKqtVr+OLrWVx92flMmf45CxctoV3bNvzy2x9ce9NteswlpfTovjs333Al510ynJycbG654cpoRyXDhAlVgWotBIRHZRYW6tQdwbxAMduLFLEYTJga/M1kpPd4Ey+BVJ5AgfKO28LAvnD33XDLLYn1k0myCkOZ1BWi93fVejjzLGjWGKa9oAMtkiUQgPemwl1P4/n9TwJ9OqMGhV8fbsbpharapjXpc3IaZKwMCWmhZKWRNFph6VIkGLTjOP8EkGyXpXt84MkLaaief+k1PvviKwDG3jqSrl06M/n9N8nKyuLk08/ljz8X8MFHn3DHLTfSa/89UUrx9z+L+GfREl540uE7GPDTo1tXJn40hRaNijk4J4dPp37KXxM/osN27cl65wXeq64mPz+fG0aNZcr0z+nYsSPLV65m8luP4/V6uf2+p7j+8rNp16YVx595FU/efzNbtd2SE8++hkVL/gWgf599efTuG9n74FMYcelJNfskq4A//lzADm0LQ8lIV6xaR4stmtTZBc23aMxHI88j66xRnJKXxx9//MGcOXPo0aMH119/PcOGDat9BAIB7rrrLqZMmUIgEGDgwIEMGDCgTrtFRUVcd911nH322axatYoPP/yQyzMUKRwV4/i+OWGFrExjhKxBvfdkyHm3cuwhPWncqBCfv+Ym6/GIyZVVwZhHXmPaq2OprKxm/yFX1DTjvAOLh8bFhSxaspymTYr5469FkfsO+Dn95GPYr9/RnHNGjU9SVlYWHbbZijvvf5wjD9WmvU7bb8vJxx1Jt931Q8Pn8/HDT7/WVYt7sli8bBVtt+lIrbQRWfrGuP1Ou1FaXs3iZSsgpxHbbrcds39aQM/99mLuj39w0fnD4NOZeLLzkax8cho3xl9do5ePFA21Vbs2TJn2GcOvvIj7H36SZqbWX6ftt+PkE46m2+67hcZcXV3NuMfv46VX32Hci6/Rrm1rKuNFLwYFFTGJUPHUCD610mFEWs/Mr5UdPsJNxF9pfLUcD9ciUxw7nYW3BVOPMsEs+v6yaCOPzDWXwIGHwqWXQrNmifWVKTxelCcHypZDpdFgLFsBX82BOe8mL2ApBR99Cnc+BbkFyH3/g912Q3baEbXfdtA4jpN4ODlZUO04D3ILkI5dkhubE3GZOiQZogla3gK06S6CcOUk4CKyL9SX8Wekrrlw6dJlnHfxVaxdt44Ffy9kyZKlnHf2UEaPuZsnxz3PxeeeTssWEfzsAtV0Ky3nlpdeZ6s1a7ls/71p3qkjHxzcmz2rfZRWVDLs4mtYvGQZ/y5fyfbbdWD77TrQZdfOeE3pqJbNt6BdG/1i+9uff3PqedpUt3b9BhYv1UJW5x21C0h+Xo6OJA/4oWodq1fMp2nj2sWdWzRrzIrVa+sMddWa9Zx//mjWIiz47DOWLFnC/Pnz2X333QHo1q1breVXrlzJL7/8Qt++fQFYvnw5Tl9r5+d+/fpx4YUXcvPNN8c2eVrShhWyMo1RZbZo1oQRl57EEWfrkzsry8M15zmiRkx5mUP69ODAY69izy6daNIoSsV18XDDJacy+Izr2WHbdiGNVh1UAK/Xy8F9ejL+/cm1fjr68IEcO/QClv6uI/uuu/IChl08nHXrN+DxeHjyf2MiNrlkyTLatWlVJ8GeKD+CHwlUc8HZJ9Nv8MlIoJprLjmb0869gqqqag4beBDtWrdEVDBVKWzZuiWr129gyEln8/j/xkbsc9+9urN8xUpEhOKiIvbusQcgXHfVJQy76CrWrV+vx/zwvYwYPZa/FvxDZWUVzzx6H7l5uQwddjE//vI7/7v7dmppfAjUFo6UKYnjyap5O3c+s6I9v+rMj7JgoKp2VFRxUfrzZEFy5kK9Iq4f0h22gcGDYMwYuPPOJPvLANlF4Pur5ntODvgDsGI1tNsysbaUgmlfa+GqOoCMvgMOP7zGNHbG6ci0T1CDExSQsr1QVXP9yMGnN0hLYR3qCFrmxUR54if5FGW0WS4CSgI+/UISgZdefZMjDh/E0FNO4KSh56CUn6ZbNOPh+8eyZNHfnHnBVTz54NhQlDMlpfDq2/DYOIqBsvw8qvY6iKyXnqDby28y9r5H+N9dtzDpk+ns0HFbXnr6Qa6/+Y6QYOLx1lxLHocGptN223DvrVfTessW+P1+RIRHn3ndvCSanILrlyJZ+v7/yWdzOGi/3Wtti9frpXXLZnz69Q8csNeuVFf7mP3D73w+6ycGl1Zy+tvjOenBB1FK0aFDB7777jsGDRrEnDlz2HvvvUPtNG/enF133ZVJkybh9Xqprq5GRKgwiYN/+KHGfePRRx/llFNO4YknnuCoo+q/4LSw+WmybHShIWPRhcu+0cV443HkZXDD2bpGVjxym7pzJM1tiuSmGM4dxm/z/qayooLdOndKT4PPvARzf4GH79Pfoz7ng4JRUHsU50IN+JOvbefNA5VCdKFkRY+08uQQ2oZvZsNl18CnE5PvKwKBpTNj11GLgrTvH7/WpZOly2CvfjD3uwZVV01VroO1v9bMePI1eOh5ePZO2M1lZNOXc+COJ2D1Brh5FHLssXWzfq9Ygeq4HYELe8MWLotWK4W8PRtys1CHdAVvFp6zx6ZHyJJsXOWCSrkfjxa0sgoSTEws7rW2nuw60YVnDj2ZzjvvyKlnXcB2HdoDcOlF5zD3+595650JlJSUcM1l5zHkiEMYdOjxFC9bzuOrVrPFfnvBOUPhwP04/bwrKC4u4oE7R/Hzr7+z6179WLf4Z9auW8/hx51Bmy1b0bhxMf16H0CvA/bhhlvu5Pkn7oWqdRxwyGl8+r6uFDBv/j9cPHwMlZVVZGdn8cYz93DRtbdz/WXD2K5oA31OvYkpj1+GtO4KvjLOHX4ft159Os2a1r4fr1y9jotu/B/LVqzG5/Nz/cUn0WpdCaddPpbtBg4CES699FL22WcfhgwZQlVVFU2bNmXAgAH06tWLG264gRdeeIGJEycyduxYRISdd96Zhx56iBEjRvDJJ5+w1157sWrVKm655RaGDRvG+++/zzvvvMPs2bO57bbb6jUqr0uTQjWx5y5pb7fduzMbbHShFbIMGROy/p0FFSvjL3jScDhnCPTsButKYPFyM/2r/89bCAuXQbMm2jxTkAvlFXDgnnBUP6OgCeg6gNU+k+AzD9mhM3hj5Z8Jz+7uzA4f/h1qsqErI+ileP689R6M/wheejq1dsIxqSaSwpubognPQ8z9EjQb/vwrnHQGzJ6WQl91Cfz7rTaZJUjCQhbAyDtg5YaM1zVMFLXuz9rX3XtT4No74fm7YfcYLzLf/ghjn4QFS2HESOSUU2JeP2r4tajp41FH7x51GSfyyU/I138SOL0ntG6iZ7bbEc+gsxBviuYbT3aCQk8KKJIzT4rHfXqUSH6MUcfjuN49uTD6DrjnQZg1BYyQlixKvFBRN7ioNh7Uil+gLOxeX9gKKWjMa+9O49jDernr8OZHoPWOyC2jkxhtYtR3CocuTQrVBwemP3t92wnfNFghy5oLM03cyAfR5qlmTeGC27QTuNcDbVtBmxbQtqWejtsZ2reB1euhTHTJh+wsGPc2XH+fLpIpHj0vO0tnKl5fCg/fA0OOMH2ZG6KzDE+sV2jJou6bsapx3Amq9P0p1F1s0hjWpjmNQcqk+uIRZ31/hd53hQUZSEZKCubCJLb7svOga0/49VfYMf35b5KmeGud1DcoLB/aRwtLJ18Bbz4EO4blz/rxdy1c/TQPbrwJOeMMyM6u02w4cs218MgjqJ7bQYsIecMCAag2ZmmlYMUG1H471AhYAIt+JfD63XiOvypF1/VNwAyTyCmWkAJAasrRiIJzz4DHnk6+lqezZeVH5TSBqrURfvWiVv4Opcsi/AaU/gvFrd0LWNU+mDAN+SKyu8Ymj0hajkni3cpWwHNAK/RZ+LhS6n4R2QJ4FWgPLACOVUqtEW33vR8YBJQBQ5VS35q2TgNuME2PVko9G6tvK2RlmuKtoKCVFqQ82WbK0g9Cj7emjtOLe6H+nQeVf+lahrGEn7zmNUkCj+oXfbnh98Ga2kkagRpn7njEq+FnmlDePO1HEahOvJxE40YZSgWQwgOnPpS7/gooKNImt38WwdZ1I0SjohT4jLayqgqqqqG83FQNKIdlv8L6pVpgr6jSU1kllFUg5ZVQUQ3l1Xp+aSWUlOsox4rbdFvV1fpG2KI57LwD9DkABvbTPmThNG4E554Ot90Kzz2fvv2TIuLJRhVvDevn18wceCCsXgsXj4IPzQP497/grqfh6+9g+HXI+HN0xKtbmjSBq6/Gc+NN0LjIlMIK6H1f7dPfc7K1gCeClJYRGHkFdGgJf82taWfNUn0scxIo47KxUMoUZPfX5MlyTUDfA135ZlXVNq9HInj/DJr3g5d9i+Zw1mlwx/3wUBp8Bj1hArdkoVbNgw2L466q1i9GCpu66+eLOdC+PXTsmPgYLbHwAVcopb4VkWJgtohMBoYCnyilxojItcC1wDXAQGB7M+0FPALsZYSyEUB39Ik5W0QmKKXW1OnRYIWsDCP5LdwtWFQEnjawIsobUa1GXQoQ+bmZ0ZTUQcBXAp5slORAIIHaXU2bwJq1mRxcEqRDk+Vi+5sWwjlnwgEDdPb0Vi30Q7m8Aior9UO6ohIqKrTw5POD36+X8Xq1tjI3VxewLciHggIoLEByc3SagKwsPa8gX6eLKGoGTQqRoiIzr0Cfd40bQXGxjnbMzYEsY3Za+i989wO8PgEuvwGOP1pHFbYIiyY8Z6jWZv3yC+y0U4r7Lo3kNdcmwypH5u4TD4cXxsP/ntMm+KlfwRVXIi+9rfdREsjw6+D0M/SXrKyaKS9P/w+7FjxA4Mu3UE4hC6B6ExGyxFPjcxj0zUrkmklEQ+XsK4RJcKr8sYW1S8+H3faBP+bD9ttGX87NMILarOoS1JoFsO5v9yuXrYBGbcHv4l783qdwfALVKTZBNobju1JqKbDUfN4gIr8AbYHBQC+z2LPANLSQNRh4Tml/qq9EpImItDbLTlZKrQYwgtoA4OVofVshqyHhunZXAkJWWSpCltuLwdw0A9V68uSgJMudsNW0idG2pZtULuR0qLJc+Kt4PHDXrXD7DfpBsGq1Nvvm5ekpO0tHnebnmwe2VwtX3tiJKyU8VUSybLM17L0nnHMGLFkGdz8Ae/WFx+/VWd+DNGkMV10El1wCkya5fwnIMCKCKu4Aq76nlnn8uvORYy5EjRiBPPlS6uWBRKB168TW8US49fpSCLaoL5Sq66/oK9OpHMTldaPCs7XHIJRJ3iFYqWp3l2iTxnDB2XDr3TDuIXdji4Zkgb8KtWB6UqurdQuRojipTqqq4aPPkTsfTaoPiztEpD2wO/A10MoIYADL0OZE0ALYQsdqi8y8aPOjYoWshoQnyeK+0SjIQ5WV14OnRlgPgaqQql9JFhLrZtq4WIdZ+/1xHPTrEaVSk9GAhNIheL2w4/apdphZ2mwJd98GRx4KpwzTQtU5Q2t+H3YaPP0iTJwIhxyy0YYZjmTloYraQclCQLTp/qhh4DsX2ZjnW6S+q1xEDG9sxBM5sjlQqU17rt/L3Di0B1NECOBSsArngmGwb194bxIc2j/+8nWGkKW3KVCNeAXVpAOs/SvuanUoXwWNt4qtzfp8DnTq1KAidTNBwi4l7mguIs7ItceVUo9H6LsIeBO4VCm1vnZeRqVE3L4puMdmI2tIuNZkuSQ/D8pScEp3TYy8UL5Sk5kqyrZ5PNpMtT6Bsi5u2NjKFLc3kqiXdDDi0yRHFa9jMj59ku3w88upmTK58fvvC1Peg8efheGjtOnSkw15jWDUjTD8Wi0wNyQKtoTCdtC8K1K8DeLJ3vgCfbgmq9MeqEwOKeh4r8x5pSB0jikJWyZgUqCYkjj+KlOAmej5sJSf2nnnYiBS18ep1u/ZJnjD+H6l8twrKoQxN8Ot9yRopvSaaM3qWiZJabodyV5fat0/sReY+Bkce3xSbVtYqZTq7pgiCVjZaAHrRaXUW2b2v8YMiPkfDMteDDil3XZmXrT5UbFCVkPCdQ0mlzeLgrx68cmSeDdNfwX4S1EIKtI25udpn6P0jir5VeO+ZQfTW3iiCz2SpUPQvXlRJlNrTzxohbJXT6G2ggJVsDaXI81GzUBrPxiDU6Y99zu0h6kT4buf4eTzoMyk8jhsoK5c8NJLme0/QUQ8SFFbxNuA/J0cSS5p0goK/e5SvcTEETUcSrobMAJQcKo25rZqbebzlWntiq/cXKcVOhVCoMo4t/uMic6Y6WLlnvNXur+HBfzUPpe9NVUWVHVtk2SgmpQeVQP76Wtk8rT4y4rXRCn6Im6rZOdBkw7JjaN8tcmQH4H1JfDRFzof238ZEcTjSfsUv1sR4CngF6XUPY6fJgCnmc+nAeMd808Vzd7AOmNWnAQcLCJNRaQpcLCZF5WMCVkikici34jIdyLyk4jcbOY/ZeZ9LyJvGPUdIpIrIq+KyDwR+drYTYNtDTfzfxOR/o75A8y8eSYyIDi/g2ljnmmzAd1dY5DuQpcFeSn6ZCWAm7H7y8FXhhKPri1XrzgEoqDmx5tbWxDKygdvvhGAHJPkguQYISqntiDlFITC840FH3ARJyMMiZhVnDnJUiXT+1Zgi+bw7qvaeX7Q0TpKUgRuvh5uHqkjFC3RcWrSttlWH/rKNGT/V/7aghHRhO4k7jXxsrqDFtbcINS8mEgWEHRij/KCkMopLQLDL4db7oquZRWPvu5RdSszhC/atEPSA1JrFkRe94X3oH9/aBvTvWeTR9CO7+meXLAfcArQR0TmmmkQMAboJyJ/AH3Nd4CJwHxgHvAEcD6AcXi/BZhpplFBJ/hoZFKTVQn0UUp1AboCA4xEeJlSqotSajfgH+BCs/yZwBqlVEfgXuAOABHZGTge2AXtxf+wiHhFxAs8hA613Bk4wSyLWfde09Ya0/YmgFsTk8sEffWkydIkcNPxlYG/PCRsqX9XwI23wOXD4dvv0AJRuInMqeXJqvtb0KwWyishNRojby5k5YA3W2sQPF5tpgwKNiEFkcmxE/wcnILzMuFLkIlkwJlMMBzMwaX8kJMLTz4E/Q+CvXrBfQ9B1y7aYf6ppzI3hv8CQU1W83bgNcKVrx59sjIWnKC0iTHWOahEX7PKV1drFY2Aj5QeV0cepl8IHg1PmhsUrtDjCN4TYmjmJTsfmiYZrVi5tm7JoNJyeOpt5PobIq5iSR2l1GdKKVFK7aaU6mqmiUqpVUqpg5RS2yul+gYFJqW5QCm1nVJqV6XULEdbTyulOpopbhbmjAlZZpAl5mu2mZRSaj2E1Hf51Ly6DEaHUAK8ARxklhkMvKKUqlRK/YWWLHuYaZ5Sar5Sqgp4BRhs1ulj2sC0eUSmtjOtuHV8d/sQzc9PvyYraJ4KJ5mbthG2ePhO2KkT/DEPrhwOpetDebdqT1WOKew35XO8wQdqC0ZJPVBSfQhtbKewNCNBU06YJsDjgeuugg/f0WWCOnXVpqBrrsmACfi/gwR9srbaqsYRuDrJCgVBGkr1jmhCk8K8EAVNcYlmi09hTCLw6H1w5/9g3l+6MW+ubjMoXDkJVMfWZjXpQLKPT7V6AbU25tnx0Ls3dE5/JvQGSejlNo1TAyaj0YVG2zQb6Ag8pJT62sx/Bp1J9WfgCrN4KDRSKeUTkXVAMzP/K0ezzpDJ8FDKvcw6a5UKXelxQywbDIk4vksw/47HZNA1zqyhk84DjZvDr3+gvpqtI/hKSx3/S2BDif5fVqY1XmVlOkdTRSVUlOvP5RVQWYVUVpnfKuDk4+Cx+8MGlIK8fuLRkF0Ie+8Nt46BXfeGUdfDSccl32a9ZBRNAxl5MKaxzWAdxnjahp131KWRFi+FkbfCtE9RH32EDB6cvrGkigpAdUmNdnNj4s2CLbcFKSX0wK2uL60zNX1mCn9FWP4sD0gK9UTBpHOIVIXCJdt1gGsug/OvhElvRRaugojRtkUxL0p2HqrptrBmXuLjqFoHnvYQKK/RYk2bkXg7lk2CjApZSik/0FVEmgBvi0hnpdSPSqnTjQD2P+A4YKMUPhORYcAwgK23Tq2+VXoQaBpM5qhqzIKhrMb+mLdGFV5LcOt20LQRDL+xJvlk8H9xoXZSbrMF5LWpmZ9nElzm5+k8W3l5UNgIGrXQ86Z/Do9EMAWl9DZhzHL7dYeJb8KcH+DM8+CDyXDumbD/Pkm2mQqShjbc0MCErJCg7/ApS4S2rVFPPAT3jIaiJsmPI52ogNaaVpdAsOZmXouN+gas8ougTQtEHCbC6lQ1fwlmXs80vjJtGvN43dcrzBiiBbTzz4J33tMld84/K/YqAR+x8nlJ0w6oNfNJZl+qNX8ijdvCOKPF2jlGPc3/EsJGSUa6MamXPFlKqbUiMhXtU/WjmecXkVeAq9FCVjA0cpGIZAGNgVXEDpmMNH8V0EREsow2K2qIpQnzfBx0geg0bGpKSDDZXvjN0u2DLjw7cqvm8OX46Mu7HlgO5DXRn4uLopgg0xXNp2D3zjDjQ+0/ce4l0GEbnR5g990SaDO1IdWbjNVQNG7Bh0mg2pxHJCWEKNDZ/7N9ULUGlde0pnRUfaOUQ7hynGPKr+flFG+ccQFSkA8S5oMVqE7xtE0k63oCCUFTQZkqBZ5sd75XcdvzmbYSGLdk10RUejzabNj7EDh0QOxyVvG0WVm5qC22g9V/JLYNAFUlMPtXePIt5PMvEl9/k0VcRQP+l8hkdGELo8FCRPKBfsBvItLRzBPgcOBXs4ozlHIIMMWktJ8AHG+iDzugawl9g/bs395EEuagneMnmHWmmjagdlhmwyelt+tMvSE4bjIF0YoapyJkRbj5FhXClRfCnC9g0EDoPUg7Vrv280mHJmsTJdF8QIjxazOCSPABnGi3iEkLYI6R8mtH3/pGKT2GihVQvZ6ImgZfycbVrkTK+J4qiZzyQQEikwSdx0N+T2l63ETzCw1HTP8q7Dh33FbXNbztnrrrhBMyUUbpokn7xLfrn+XI8HFw7s263menTomtb9mkyKRI2RqYKiLfowWiycD7wLMi8gPwg1lmlFn+KaCZiMwDLkcXakQp9RPwGtp/60PgAqWU32ipLkTnqPgFeM0sC7r20OWmrWam7U2EFA5JpswfTk1TYUFG0kJEvWVme+G80+HLqfDVLO2v9cQ4XUz3v0Ao7UN99+sUriK9qfsTEtaUeKBitRaynFSuRrmNhk0VpXSupoqVULU2vrajav3GcxaPKmSlanZPgEyaS4PbF+oiKBiloU/liy2kRhOunFxi3BH++DN2XyIxA5IkKxeauizmvHoDctebyJn3wYGHI/P/QgYNcrfufwgRSfvUkMmYuVAp9T26PlA4+0VZvgI4JspvtwK3Rpg/EZ3PInz+fHT04aaHSApKmMyFZYduj4VRNFkpn+hx7HM7dYRXnoabbocHHoV7HoTrr4QTjslQ9u5Ut2djmgFjPMzEqx928bQ4KqDNxMQzy3jAX46gUNn5xjTnbMdos/K2cDf0ZPFXQfWGxByrA1U6ujUrSoLITBLtwZ1SSacEz7lMCb9ODVYtAjWBFKmiTHZ5530nFKThQkMZqmt4T/y6hkFtVhRzpzRpj1rzZ/TtqqyGl6YiL06FE09Cfn0ZWrSIP0bLf4LNyzi6SZDCwz2jEr1pu8CpyZKwqR646z74cz40KoY77oUeveDtd3XUYx0a2huOifokLMeXJ5ggNcYkwSmLutvlzPruN9m0w7s2EagBn3vfGOWLrukRjxFSygg93KOZTarWojKlMQpUQ+VqqFyVXORa1frI+yvTRM0+X4/CuRC7UkMyePOAGIKi8kU5hxNE+WvGHswUr39w38b5Z8OMz+GnX2MvF8e0Klk5kbVZSsHH3yLH3oYs9CHfzEIefGjzFrAE8Ej6pwaMFbIaGin5LdTDyVaQrzVZ1SVacxCc/Kma71yOfecdYeIb0HNfWLMWKqtg5G2w1Y7w8BNhmcaT3R9mvUhJUN1eMhGFCoX2D4qWBT7GFCyLovwR8oSF5Qgj4Nh2k6TVX1Xj1O6aQF2Ni5hIMV9ZHU2IqABkR3AmD1RrM146Cfi0hqxiZYptK6heV/9mw1iarJRI8JxPh19WsBSN12g+473sKZPZPYavUwKdOzLFJ7jviovg0vPhljvjL6vi+GY13ab2vvxtIXL+Q8hznyHPvoS88y50dGlW/I+zMcrqbEwa9ug2Rxqk47uj7dxcXRS4TtmUFB8OboeemwuNGsGdo+GrT6BvLy1s7bUnPPMCdOgML7wC0z6Fv/6pLSA5s8WHZ4gP35ZgJupQVmoz1bf9P+THYia3Jh6RGm2TU8MT8CV2qAJGmxUSrkrjmHuiaDXDzYjJEvBr7VPFCm3qSwfBWn31STSfopRNeImenyqG4C1aSxSzBmeOuSYiREXH61dVJ6dJ82QTyhjv7FP5Exfchg2F2XNNpYkYxNNmeXNgi+1h8UpkxAvIJY/Daecjc3+APn0SG5PlP4UVshocDdDxPbyPwgKdRK8W4TdYYxoLFU7OqakF6M0zNQIdk1tycqDSaC7atYX7xsDk8dC4ESz7F3bvAuddpuvpnXuRQ1ByTsGabikUU65T8icouAWPQRr9XUKFeyvcm/oC/rraRaXg/Q/hqJNg+Qp37QS3K65wZRYnEDk1QtVaVCpmuYDx7Spfln6tmHi1EOimNl+6aDBClokkDSVnFVPD0+S3ErMM/iiTSu2+E6hyL2iFhKtYAl2C13N+Plx9CYxyqc2KNtZ/FiGjnkJOuxt2743Mm4+cfwFk1UuWpE0GIf1O7w3d8d0KWQ2NetVkOYsmBwsm52tH4KwCyCqErCJtAlIOE1RhYd0Iw4BPtyFh/hHBbOHOsjj+ytqCg7/C/b0xP69uGodO28OLT8JbL+o+WzSH55+K4qeVKmbbIglvxCrIm2x3afJ3+/QLOOhwuPkO+Gch3PW/OP16HU7KTvOjC5Sizq1F+bXvVKIoP1Sug/J/taAHRuuUxluXeNFmww2RzXUZMCWKx0R3hhNIUchK5v4RXCW7CLLyzAwXZr90EaiK7acVLMYeU7gyJKPNGnoS/D4PPv869nLBShqhvpTWgJ17BRxwCNKiHfL7PGTUaK1tt1iwQlbDIxWfLPGat9B8hzrfaI+CAlAwdB+hphByQAsJ3jz9ZhBaQiEEEOVHfEEfrBKdCb6stqCj10sl07jL5fLydHmfSOy5B7z7GhxxCJxyJjRtSiicO2WMeTHoTxKXND6Yw801rjA7dM73MPgEOPcyOPs0+OpjePdVePFVXQKnzmrGpFor27tKoF993kTUZlWuQbnNTaX8uvxI2b86p1X4/kyrABAUnP21tWQBnzZNVm9IY18OImqzUjW7J7pfRN8fgomMxUu9ZIMPJ3hdebIJPZZqCVeJjCnBfZiTA8Mvh1Fj4wvUgWr4bT7ccT/s3R9OuxB27qrrro4ZA82bJ9b35oaAeCTtU0PG6jIbHCnmyXFjSkn1AVVYoGsgRms7medEIpqseBqqe27XkyfHaJi8ZlzJmoM8JOVYmzZU2EcPcR86v8+DUbfBF99oc8jpJ+mHCUDrVnDqCTD2Prj/DrNCcB9FMemFNJku90HwgV2rPQXly6EwRinRYDb26tLYfQWqSamOXTT85frh7iuDQJjAlYYEoirgR/08Hlb/Fdk8mZ2A6TwiCVzbnlzqlE4SD0hO+vzdXGP8v8RRi5VEhStDUJuVyPV+4jE6LcyUGXDQgbV/W/qvjkKc8aX+PRCAI4+Cx56Affc147W4poGb99KNFbIaGhurBEkiFOTX0WTVkOwF5PLhXVgYXcCLSkA3H3RcTTRPjyTgcJ5pQj4yMVAKeh4Ml1+gS4gURsgDdfkFsPsBcPlF0L6DMXnGbFRrs1w+fAVQ2cU6KaiT6hJUdSmSXRjWvEvhqlYnSQr0sVB+qFpTd76vFHIap9y8eLywfV/Uj2/Bhn9r/9hk69SfP27OU8mOLFA7y3J5suspI75oTa2z2oATT44+n93kvqpFgtdrVpbOu3fzWOi8M3z5ja7TOv1zWL4Seh4AvfvAlcN1ncHNTFCwJM8m8ETfzNio0YUu1y8oiC5kZfrmU1QAJUlGqqmAniQLcBm6nlJ9twzsCzfO4yL6wTTs9MgCFuhcPcPOgFvvdP/Gr/wkdMuI5ihcsaImb5YK1JgFqyOYBWMRqI4Z8ZXAQN31lSahQ3KKkU4DoDAsX9KWaSgSrPzRTeTi1dorZ/H58N8jfc4IAp48U4cwhkAUNBUGTYduUYHEXQWOPhI2lECn7vD8m9BxZ3jxZVixAt4ZD5dcArvsYgWsFLHmQstGZhOQewszoMlSAXc3r6KiJDRZ4X0ZQSXoe5QxH5QEzGvppkkTWLdOR13WQrTZK1ANF50NXfbTpsUdXObw8eYmps3KKqyrzfJXal8nkcQFKyeebAgYM25KEW5GWIvXRrXRZqX6kBVB8hrBjgejfvkAynRAgBS1TK3dIHWEFuN3FYqsjTSmsOLyKqC1SGlPbSG6XYSErrvgNiXy0hNvOfESKoauFHgVfD0VsnOgoLkVpixpYRN4om9mbAoXdq2s72nCbQRXcZF+20xLn8EQ9BhJRlMpAbIxD2VhAZQ4j5HxecFRUqdJY7hwGIwe675d5U/MpK0CkZ3mK1ehqtaTlIDlydar+Sq031TKSS2VO81NMEo2HXjzkOw8ZMf+kNcE8pumMXO1EZDAOLW78E+KtP1pdV0Qx1hSiVxMJNo2UPvcEG9NBYXg9R58yRJzHublgdejI54t6UcyNDVgrJDV4EjlkNST1qQgP0KerCAZ9skqSqOQFeo6KGw5009A6ldvBq5+tw8np9AaLlw5Oe9Mnd7hh5/q/hYNT278ZRDw5iOeLJ0aIJyEs89TY/7xVYRpXRIrZh2RQLW7U9BXlp6UDuKBrEIkpwDZaQBs1T2NZ4tJNSDZ7tIeECXgQQVcHus4OIWr4FgC1SR3fajIJuhoiJjzxiFUudGa+8rTc5wtmz1WyGpopKLJqq97QmEMTVbSMpZL00Gj4tTNhVHHYN72Q8JWA39FikVpGRQUQqjsSBSKCuGy8+GWRLVZMTQ/3nzjsKwf3KIC4C2su5yv3F1Nw2BtOn9FZJ+0UKRhCojHnZZK+dJnQvPmgWQhuYW6LEuqSJYjHUNYNvRYpCFqMnK7uSA50QW9ZDVlsfzOwOyHbMDr0FQlei27jNS2JI5I+qcGjPXJanCkcMLU17mW9uhCgdvuht/+hGof+H06F1ZZuU7XUFqmhbqKCli9Bk463phDFCjj9xTsVoX+JE9I2PK6F/4aGttsBb//Du3bxV/2rFPhgcd0eZFuXd2174kQ5u/NM5FgEQSh7HzwhwnHygeST9TjFdTE+FyYbkLHLJnzz6s1F2BMm3FMxL4yk3cudd8ssguhah0iSgskCQlwHiMgSY0gk0yakpjneDCqNAHzWbToxXBCgQvp0AyaqguB4H6IUaTaLb4y7YPYwB/imxqb2+60QlZDY6Nqslw2UFAA60ocvjbBtwkz5TjfMmtJPzWfjQYjlMD07ofgpmthu221T0RBgS55UWCmvHytQSvI134T4TfwTGjxUvHHAjaqJqzZFu795vLz4ZpL4ObbYcKr7tZR/powf2+uFnZjPKxFBVBZxeALS+zpK0VlFdTeU0HhKpEHe8DnTkCqPSp9HgYc/fgrwBvHHKX82hcsgQStddtQNYW2nfNc4TF+aWZbk87/Ru12ohGqnxlnfMG6oImYb8Md7l1jTJkBh8ZO+dN8ySl9PmSlmrvMsjljhawGR/S7hHIWCw4KY06hTIxzswqGaEcL0w6u76kRjoIFUL3mzdJfHXl90GkUlix3jswhNCXJNlvBoQN1iZy0karkleT6weMkMRyqVdiH4HEMHrtUHxbFxbA+Ad+1U0/Qgu4XX8G+e7tbR7L1+aJclhLKyq0rZKkA+KtQnhzEm60fmsk6HQeqXZoPzLnuq6g77kC1O2GtusyYw5I4UP4q49sVJhy50WaFamQGTWAqtZxWrjS1cXKkicP/K1GBKRVtVkioytDLzMxv4err4dwL4LTTMtPHZoekMcBj08D6ZDUwFILyZOtJslDi1RHGAVMDUFWDqtJv0oGwGoC+Mq0uD904Tebk3GaQ0xRymiA5jXSenuwiJLsAycpHsvIQb64utCmib5reHF27MJKTaW4uVKY5tLuwADakuXxJffqtBgWroIbCX6GPQzC/UvikgpOvJmotYL4TcAhqnhrBGHB9yTYqSmx/BkuLjLw9vhZCvLp4sPKRyANOVACyI9R082SbtBL+1Io0u6lbJ0aQ85UT9QTxuUlREUhcGAxU65xg1euja5+cNULrYEo7hf+crEk7GBDhhoh+eB7jGJ+sNsqQdBSjin+8k+HbuXD0SXDCUNh7T7j4YlgTIUGtxeICK2Q1NMSjhSVfmX5z9FeYt9RkfYO04KTlpwTeIER0n+LVjsxO8nKj1w9MluLi5JOMZow4DyCFNpMFAkY7Ua6dZdPix2V8mwJGAAulTnB5DCMV8Y7HySfq7NafTIv8u2QZHyCXEVqRcArtWfmQ01jXvQwKl968mvQDyRJJSAz2q/zxj4/y4erW6DYCLShcVa2Lr3ESIr/YYOZH3OXByNgESTR6znlcnPUOUyXpSEPS03+QX36D44fCMafAQb3gx6/htpHQr7fO+G5JmUz4vDd0Hy8rZDU0GtoZEzRJOAWtWNGFyVJcmJh5yxWpqrKiHAslWuvir9CCcKAqSl9pVqUFjCDi5u29MN99FGYwd1CWB264Cm4eU/sBLF4jXEUyBwUSik7TxaONVlW8SB3fumrdjycLsvLct+3NNaZyX21hIBgp6q+qccp3I8S51mbFWC4R4cpJpFxkjmjNyOskKNgnU/dR+cMiBtPIxtRm/f0PnH0h9B8MPfaAH77SqU1yTfqKxx+AH3+C+fNT68ei2cykLCtkNTRSTQCY2wRym5r/jZHcxnUfZAmPKej7YW46+fnp12T5/JCdxNt4RqnxNUOhox59QcHKTbh/hsbkRqNVWBg/n1goMaPJmg5w9GCorob3PtT9eLLRmqt0POD1mEVVG81VLIJ5vZQWtqIREq6cOZh85sErWgAOH5+bm7LbEkKRtFkBX3LClXN84YKDIva4JdH8UQkPyjGmDETcBqpJ+nGU7P1t2b9w2bWw70HQrg18/xVcdqG+vznJz4ezT4eHH06uH8tmjRWyGhypSuUKIYCg0usOGvTV8mSnVj8wGtXV6ReyUq0DqYRp06azzQ5d6d3/cPoddiyrViXimxFfytr/oEMBGDrsIub9WfOmPHX6Z1x9/c0AfDPzW7bptEfotz326aOFC+dYxUMoP5AnBwqKoLJ2np+hwy5hwd8LzXImBUb4GD0ezm3VklU33aqFSuVj5Oix7N/nkJoxOz6HtjPOA37k6LFMmzaVuXPn8NSzL8dcFmDkrXfTZe9+7Nf3CK676Za6gpY316Hd0dvQa8AQfD6j7SNGtGNatVmqxjcr4NPlgqrWpp4Z3ulf5skllJE8FgGXwk+onJRLJAuC6SFUIIJvVhoIBODFV2DRkiRWTlCbtWo13DAKuu0PWV749jMd2VynBJWDay6DZ56BJcmMz1ILTwamBkwDH97mh4RSISS5fvqGErlxTxbkFWTG8T3dJshkc3ahagILUJxy/FFMnfgap504hJffGJ/mMUam2+5dmD3newBmzp7D1lu1ZfnyFfz773K2bNVSP4SzCrSw4c0xwpWpxSaik4yGmwuD0acoYmkjVhUV0qxxI3j9ndC81WvWMmv23OgDDnNYDwQCRvYJapO0tqHrbrtw5mknuNoHd99+E59//A7f/fAzC//5W/trBbc1WDjY2V+tAaSh/I1bbZa/3CFcpem6MC8IKp6ZsNY6LrVZbl8+goKLU+uYCdPMrDlw4EA463wYMTq5Ntzso/UbYPQd0GVvWLMWvpoCY2+Bli3irkqbLeHk4+C225Ibn2WzxQpZDZEUbmT1ElBXUATLV0BVGgWt4qL0+2Ql5NgbjAysrHlAhx2HtevWAzDt0y+5YZTOkD7uhdcY98JrzPvzL/bpM5jeg47ltjv/x+rVa+jVfzC9BxzFxVdcB8B7Ez+iZ7/D2bf3ID78aErM0TRqVExpaRmBQIC53//EmaedxMzZc5k5ey57duvKPwsX0af/4ezXexB33PUAAP/8s4g+A47Q8yZPgZJS/lrwD3sdOIjDjz2d+X/9DcDbEybSY/+D6TPgSCZ+OLlWv3/M+5PtO24LI4frmobVel9cdN5Z3P/Q47WWfea5l+h18GC679eXjz6eApLN0GEXceFl1zJg8PGsXrWc3v0PZ+CRJ/ONEdCmzfiCG27W+27XHgdx4ukX0GXvfsz9PnpZn90678SChcs4aNDR9Dz4CI4+8Sz8fj8L/l5I74FDGHLS2Yx74bXQ8i+99jaXXn1jHG1VIEwbGAWfC8FfBTJQSBmUeKBybWLXdKSM+E7iFVgOpYkhhqCq0pMlvqQErrpBO5qfczos+R0mT4E/5iXRWAxtVmkp3PUAdN4TFvwN0z+AB++Cdm0T6+LyC+Hll2HRoiTGZwkiImmfGjJWyGqQpHJY6uGE235b6LY7HHaCjkZLF5XpLsrq5vFkzEqBSuN0XZfnX3mL7j0H8fATz3HK8UdFXGb6Z19zzhknMXXiawy/8kLmfP8TvQ7Yl6mT3uH+u24jgJe77n+YKR+8xbRJ73DnfQ/FHdmOnTry629/UF5Rzv779mDm7DnMnD2HHt334I67/8fNN1zL51MnMnXGZyxZspQ77nmAm2+4Rs/79TeWrFvPnfc/yj1jRvHWy0+zavUaQHhr/Pu89uKTTPnwbQb271urz48+nka/g3pB757aT+WFVwDYvuO2lJaWsWTJstCyxw05gmmT3uGTD8Zz1/2PhDQe++3VjY/Gv8CTz77EWUNP4IO3X8Dvr6s5W75iFU8/cjcP33sbz774esR94Fdevpn9PTt07MB7b73AjMnvs1OnjkyZ/nmojVefe5QzTj0egJdff4evvvmW+8aOiq/NciOEqwD1fZtUeFD+aqhYpQUiV2ZLQ6zoRIjj8xkUriq10Bhr2VTr+k2eAnv20qkRZk3XWqImjeGCs+G2u5JrM1x4rKiAh5+Azj1gzncw6R144kHYtkNy7bdsAaedaLVZqSBYx3dLA6CBnzRkZcGrz8EB+8G+B8OkTxJvY/0GmPEF/O8xGHYJfDwdBvRzubLJHVVryqo7T0mY25HUnkLCVWwn7FOOP4pZMybSo1sX/lm0uNbhCdbeO+bIQ/j+x1846cyL+HDyNHrutxeBgJ+Thp7DC6+8wcoVy/nltz/oe8gxHHzYsSxd9m/cun177tGVqdM/o6iwkI7bbcu8+X8x69vv2LNbV/6cv4A9dt8VgK67deavBf+YebvpeZ124K9Vq5k/fwG7d92VrKwsduu8Mygf119zOaPH3MPQsy+s5QcG8MVXM9lvnx76y8jr4PZ7wKf3z/nnnM6Djz4Z3HAmTZ5Or/5HcPjRJ7Bw0WKzo4VuZlzz//qH3XfrDMAeXTvX2b6O27UnLy+Ptm22DGkJQ4iXK64bzUGDjuaYIw+jsLCQM8+7jAMPPpQ3xr/PkqVa2Ouy6854vTU+QmPufoibr78ieHTSo82qLqU+Xl5qCVfVDq2uvwLl1t8KomuzoqVcCJ6G4S8ageoYwlSCjvZBVq2Gsy6Ei66CB8bCkw/q6gRBzjtLpxD55bfE2w5qs6qr4ennYNe94OMp8NZL8MITsOMOSbQZxqXnwyOPwPj6cRuwbPpYIatBkuxh0Q7QiniTmMnIIEqFppDjtCcbXYPMTJ4sQslNJRvl8aBuugbGPQZXjYCDj4LHx2nB6Zff4e+FsHAx/PkXzP0BJk+FJ56Fi66GvfrC9nvAqLHwz1LYd1/4/BNo247a3owO/zSdkdVMjuSdoakqSsLPKj0FHAlcg1O8CLewB8zwKy7ktrsepHGjRixdpjPe//DTrwBkZ2dxz5gRPPPI3dx06134/X5G3XAVL457jLvvf5jmzZux6y478ckHbzFt0gS+m/lZXDV3j+578NjTz7FHVy04BQKKlatW07JlC7bbtj2z53wHwJzvfqD9NlvXnjf/L9orRYf2W/PdDz/h9/v54adfANhm66158pH7GHbGqdzzwKOh/nw+H4FAgJwcI5jsvSd03klrAYC+fQ7ki69mUl5RCeLh9jvv5YN3Xmb8a8/h8QTPWRX63KH9Vnz3w89mjD/W2T7n9ocETk92KIr17ttHMG3S25x79mlM+ngqO3TcjukfjefoIw4PLV/Tr+bZx+/j5LMuorxca39UoBrlTzUy0mFCywBauPLVFa6c+F0W04bo2qxwh/VQAt3qKObOQGxtVsCP6/2iFLz+Fux5IGzRVGuv+vWuu1xxEVx8bvLarJ9/gi77wBvvaMHqzReh667JtRWJFs1h3KNw3fDUtXmbKZuZIsuW1WmQZBeCyoU65W/Mf/FCxQqd+DJgchcFw92r1ibfr3igKEpBYef9RFWD8kJ1CeqAvWHOZ8j7k+DDj+HNd2HlKl3cORDQmcSLi6B5M9hma9hlFzj9VOjSWf9Wq3+VWsbvOtsjoEwJkjTQaYftWLFyNS1bNGPJsn8ZdPSpNNuiKQATJk7mwcfGUVZewcnHHck3s+Zy3aixVFf76du7Jx6Ph8svPo+DBh6JiLDzTp146N47ifWQ6rLbLvz+x3y679EVgHZtW5voObj68gs57eyLqaqq4rBD+tO2bWuuvuwiTjv7Aqqqqjls3x60fXMCV156PicOPY9WLVvQyjj4jhx9O1998y0lpSXcPWZUqL+vv5lNj+571B7EiOFw0GEw7HQQLyefcCwjR98BKsChA/vRs99genTfnSbOyCyjHTrrtBM5+qSzee7lN8jNjacxCmYPj1wOaq/ue3DrHfcx69u5NG7UiO233SZiK11324WrLjmPU8++lBcfHklW6QIo3gYpahOlX6XH66+M8ruhuhSyC0iv16MHpQJQuSr+ov5KU0PP5RMlJAAFyzY5tFjKpAEJVpCI2U6VedGK8JugNUfxzLKLlsAlV+t8VK88Az26xV7+nDNg173hp19gl51iLxtOXq42QX46SQtzGUAdcxTcMgb56ivYZ5+M9GH57yCu347+43Tv3l3NmjVrYw/DNWrVD+6cchNCkOKt3PUvXqhcp7948yArLw0OiGnKIB1O0gV0PSlGqUnsHE/O5UQSFzBjJZRcsRK67gOLophdgg7QjmP29Tezab1lK7beOkzQPvks6LIrXHmx24HFSNAahifbmHo9iTmPizeiYKQQVPkqWOvYbvEgLfdAopm3lJhzJM54swvjL+MKs8/9Ffo6qnJZ/sibC1kF7q8z8dacv54c/dljzulEUjjEMrmGnh8R9ksgAE+Mg1vvhHPPhCsvqvtiFY37HoaZc+Clp92PM8i5l0DrVjotQxpReMBXqvOfPf0qTP4a+Why/BUbMCIyWynVvb7622PLJurTU3ulvd2iO8fX63YkgjUXbrJkQkeq3JsknP37K8BXmcC69chG1SW73R/BotBZ0SOkEqWwAEpjCOHKXydCbK8e3eoKWKAfVg88AmvXuezcFBSOhWSZKgIevXzAZSmbIAFfLfOXQghUrEUt/aq2gAWgAqjSf2OMRdWTb5bRRgdrjYJOFJxd6G51v04p4pqgNitoasefXNmnmAWrJXKk4S+/Qd/D4dW34KN34Lor3AtYAMOGwpdfww/Ro06jcs1l8PgzsDo99QYVggr4oGyJFrAATj4K/vgNpk1LSx+W/y5WyNpU2eiG6LCbvb8cfBUpClqZENJS2E9pqUGYCMZUFnTiT4X8fJ2MNJbDtHJktI/FDh1h4MFwb/yIyJq2oxQ6DgpX4kU7Kptloj2so2GyoiuEQOU6LVyt+YWomr2SRdqpPBoBt8WukzmfgsJVZeQyPIlUefAl6JsV0hJWpHg+x+gz4KvZhspKnfqj/xFw/NHw8fjkHM4LCrST+eg7E1+3Q3s4/BBw+BsmQyhmpnw5VIRFUedkw9XnoqxvVuJIBqYGjBWyNlVSLb8TjVRuGP6KxB4C6ew7I6TRNJQQxsHfk528sCWia69VxvA1iqDNisr1V8FTz+r8aK4I02YFC42HC1dOEtVmiaDKlsPqn4nvd6dQpUtjtIU7bVY83606jXpqalxGOZ9E+esWYY/ZfyLnpYrvd+WGWEWcg9UgvvoG9jlIB7p88bHWRnlSuE+ddSrMnAVzv0983WsvhyfHaf/QJFCI1lqVLYvuwnD0IFi9EiZNSqqPzZIM5MjabPNkiUieiHwjIt+JyE8icrOZ/6KI/CYiP4rI0yK6fLxoHhCReSLyvYjs4WjrNBH5w0ynOeZ3E5EfzDoPiNnbIrKFiEw2y08Wkcx4QG5UMnRipdqsvxKqy5IUtBqYkBV8eGysvlVAC54eU+S4DnEEi0hZ38MJ9hGPbbaC447WSR3dEqzB580nVJolZv09cSdUekxdQuWL4dAegdLFKF8M05cbbZYrHz3zeh0SrlzgTSAdQkLXVxrvE8of+VwpLYUrh8OJZ+oC468/q3OsxWHajM+5YeTtEX8bcctY9hk0hNnHHsFZx57K/n0OYfHiGEJyONtsDUcers3cCbJ40SIuvfLaWvnJ/vp7EYedcCG9DjudPoPPZOa3PzLutfd4cq+uqBuuj3kNjRs3jieffDLhcVj+G2TyCVIJ9FFKdQG6AgNEZG/gRWBHYFcgHzjLLD8Q2N5Mw4BHQAtMwAhgL6AHMMIhND0CnO1Yb4CZfy3wiVJqe+AT8/2/RcY0WWlYMFAF1aUN00crYdzu52D0p8nRFSq+7NZJOcuY7wKOyZSOCWWgz649nmgmuSCNG0N4/qlwVMC064KrL4WXXoNFi2MvF/QtUwETMRhHuKo1Hn/0c1vM/gzUOKkLCpps765tQJXGGLtbbVasc0KyjFkwscS6onwmetAFgSr3Wl/lc1en0W1b4cdm6gzo3lNrjGbOgKMOT4srw5Tpn/Hl9A/pNuI6fvv3Xz6761batm0dc506pZWuvgyeek4HgUSiVsS00ueer4zJn3xCv1771bouzr50JHeNuoJp7z7D+BcewOs1+6HrzlBRhpowIYmtTIw627epYs2F6UFpgklfss2klFITzW8K+AYIetoOBp4zP30FNBGR1kB/YLJSarVSag0wGS2wtQYaKaW+Mm09BxzhaOtZ8/lZx/z/DhtLwxIk3j0+UJ24oNUQ1b5BgcmZ7DSUw8uJqQeoHCk1EopMrJU1NfI4MMWPncJbLM1P0ya6RlvcrqNoKMLZshWccQrcdnf0MYqX2mkYEsilBOYcCNumoHClTJqS8FUKYz98a1G2DOWLIQAFIggSEccYaX6WERKTNPEmktzT50KbFTTNuvY3c0EwQematXD+ZTDsIrjnNnjmEWi+RVIJSp985gUO6Hs4B/Q9nG/nfM+Djz7N9z/+TK9+h3PlyFv53uPh0COORynFeRdfSZ8BR3DIkcezZs1aps34jMOHnMThQ07i3fc/5JAjj6fXwYdz7Elnwtbt+Hifvdh7797sfeBAPp4yHVSAXgcP5oqrr2fP/fvy1NPP6Chtf3nIFDz9s6/ptf9ekFMMwN8Ll9C6VQs6bd8BgOLiQvbosjMAH075nEO8wiGnnIzy+5k7dy4HHngge+21F7eFZYZfsGABBxxwAEOGDKFr1668/PLLHHzwwey///6UlmqN86hRo+jVqxd9+vRhwYIFLFiwgN69ezNkyBDGjRvHaaedxoEHHkjv3r3/O0LXf5yMPqlFxCsic4HlaEHpa8dv2cApwIdmVltgoWP1RWZerPmLIswHaKWUCuqWlwGt0rE9DYpUHaOjkkBEXDwC1VBVkqCg5czgnqVNQ6Ep2zFl6Yevc5laGd+dCU1TICgwKV+NAEUA1/sp3XKjONINeLJjOzMXFur6cHEJuH84XnYhvDsR5jkyxYvXmPCiCIqJnqvBwsxBzV0U4SrUPAqauHeuVqVLov8oxNf8RNznjpqArrRhEbpWPl3029XCLkzZwfGIJJedPRLVlfDIk7rIck42zP5UB0UESfDBv3bdeia8P4kZk8cz/rXnGXX73Vw47FR23WVHpn34BnfddhO7dunMe7m5vHffw2y9VTumfPgOF557Fo8+OQ6AqqpqJrzxIp133okWzZsxbdI7vPrcI+CrYOSihXyUn89Hb4/jplG3Gw1jgJOPG8xnH73Osy+9WWs8SilKy8opKioMaQGXrljHlq2aRxx/2zateP+TV2iTnc1399xDp06dmDZtGl9//TWTJ08OJcUNUlJSwmuvvcbVV1/NK6+8wkcffcSgQYOYNGkS33//PYsXL2batGk89NBD3H67NqUuX76cV199lVNOOYVFixYxffp0pkyZUicR76aCeCTtU0Mmo8lIlVJ+oKuINAHeFpHOSqlg6ueHgRlKqU8zPAYlIhHv0CIyDG2aZOutt87kMNJPpjRZIb+Y/7d33nFSldcffs6U7Y0O0gXEghEBFTtiw95b7LHFkliiPzUxsSbRGFus0dhLrLHEaOwtdrCDIggoVell65Tz++O9szu7TN2d2V3Y83w+AzPvvfe97707c+/3nnPec+K/uNJCLGTxpdYwNKxGC8qzCFCMu1BnomWSrSON/7Qe8bUxVCx2M2xxPhvxOk8786vFIGJiSwGfP/H2FRWufFEmxFxw6f5G3bvBWae5GWT33+mOLV3mb41ZUjI4kare8WQXsC2lfdEV32a2cs2PaOkGSLIcZtGQ93dP8jcJ1UIwtq3nJm72nY14ealaUTTal0aQ+gq8pKhewG+yB5j4HFmwdnLSbFGF/76K/u5K6NMDnn8c+VmCTOqiThxnaMWdNft7pn49nV0mHZz8WHw+OP8svr71HzxaVMRLr7xOOBxh221cWqQxozeHSAPDBvVi802Gc/TxpzB2y80576yTEfFREY1ARXmz8kujNh1JMBjE1+IG/fmX09hilEuAKoAGy+jXuzsLFyWe8DFq4+EgQv8J41lx6y3M3msvfnPBBdTU1DB9+nR++umnZutvuumm+Hw+NthgA0aNcqWmNthgA5YvX84333zDm2++yYQJEwDo189ZaLfYYgv8fj9+v5/jjz+eY445hsGDB3PllVeum0Krc2uinNMuGd9VdYWIvIGLmfpKRC4FegGnxa02H4jPhDnAa5sPTGjR/qbXPiDB+gA/ikg/VV3ouRWbf9ObxnUncCe4ZKStOriOIm/uwsyCj7O6XGskc6HVhvtAXmirC7MxtipPCMlvTsWFrkhuRsQsY2kSok6fAVM+g6+mOauFj8zOkfhT963qrGGxkkmN22R27gRFK4fDypkZra9rFiBVGybpTJxQSBpXFcW5NGPFoxOIMV+gVSJLNIIGStZONOwrcDFb4mv6DcVyq7U8r3PnQ/cqKImL8RIBKXDlpLLly2noxVfAvHlwyckwcTyUpHAOZCzohKFDBlFSXMiTD98FQCiURJwddyQjr/orxx12EL+5/mq3bkOId999F59GINpAfX095555Ej6fjz0OOJajDz+A6IKFrDryEFi1mkhceaVk16FX3vgfu++yQ1ODhhk8eBCLFi9n+ozZjBwxlDVrapgx6/vm/QwbjH41ndt+8xsuvPhiJkyYwA477LCWFT9+vy3LSm200Ubsscce3HzzzY3nYv78+Y1CKhKJcNRRR3Hcccdx6qmn8vHHH7PNNtukOcdGR5PP2YW9PAsWIlIM7A58IyIn4+KsjlJt9qj4HHCcN8twPLDSc/m9BOwhIt28gPc9gJe8ZatEZLw3q/A44Nm4vmKzEI+Pa19/yFvgezbm/mwsWp7QSus67GKPOTkhmkQYS3YiMRpOfl/8YR6cdjbsth9sM9bVnssmr5UmiQtSxbkG8URJ/Pcvu+9CVjMNa39ME5sVSvmwoY0pDZL8XjQLF2xL4q1ZviAUVEGwFPH5E4iDFvuPRmGjLeCE01iLbFNkLPoJPesCdL8jYOJoePnvsOu27jtV+xMaSSIihdTfDQXwo5EQPbtXsc+k3dhpj4PZZa9Dufq6WxJvU1DA/n/4P+b8+0UmTjqQiXsewIsvPt/M2vn9D/PZadLhbLvrQfTq2Z3e3btx6YpV7P72e+x+wDFcetHZaQ958qdfMG7Mz5odCsEy7rrxcs7/w3Xssv8v2O/nZxGJJPi7H7k/+0ybxllnncXhhx/eVAM0Q0aPHk3fvn2ZMGECu+yyC/fee2+z5atXr2bXXXdl++23Z+7cuWy+eQ5rMrYXAl2teGHeyuqIyM9wQeexSOHHVfUKEQkD3wMxP8a/vHYBbsFZu2qAE1V1stfXL4Dfeuv/UVXv9drHAffhZim+CPzKcw/2AB4HBnn7OlxVl6Ua7zpXVqd6Iaz5Ifcdl/RHgpnNctL6ldlbacQPqSxaWVgvMtxh69w2jZv7IdnNJBMCJbk5Hl8gfT/SYp2jToT+/eDqy8Gf3jrZ2Adxffy0GP5yI/zzCfjFcXDumS6gHjzLVxbHFm91aXQLprH0Zfl9iFYvghUzMlu5uBe+quGp952wdI8PXTYd6TM6tQwUvyvD0goUL64w3nKVdD9x5/U//3V1Amtr4d1XXCqDZutmUL6ougZuvQtuuQs96hA4fX+oLFt7vYIqpDxZrVPP9Rz/0KbqxuqVXHrwn0+yZk01p59yfOI+WvZ33yNw7m9h5hToXpl+m2gUho6BN56FJLUuW/L4v57n8IP3bb5rcOkcfMEmt3oid6gq7H0CnP0b5OijM9pfR9PuZXU26KbvnjQx5/2WXPWvTltWJ2/uQlX9AtgyQXvCfXozBM9MsuweYK0iVp4IG5WgfSmwa5ZDXrfIm7swT5asGGldh53sqaQzuS7TEbMWxW66/3cenHsBjJ/oSuPsOyn9U19M0Kxc6erH3XWvy4815R3o07v5utGQJ/4y/M5ozJLi3YAzzjmVOVLaD81UZNUuRsv6I8lSJ8RK93jnRBE0XANLvVIvkfrUQe6tic3yZq+KRtPHZzUNtOltYZHLj3bUoXD1DXD7DS1W9SYVJPqd19fDPQ/BX2+B7baCV59Ahg52P4E1c9dev2EFGu6R+PzFAvMbc70FnNXJc1c+9uSz3HnPwzzluQlTMn8B/OpCWPQjvP5MZgILXCzXKcfBtTfD7X/NaJOWAgs8x2dBBdR7ZXr8xYm/uyJw8enwf5fCEUdAoF2icdYpYoasrsQ6GDVnAHkUWdnMBGzlGDJ2HXYC1rkLQlzA+Jgt4fX/wGW/hSuvhl32hjfTzDOprYEbb4efjXc3t3dfgev+tLbAittd5vjiAvYzLIatzWsUputfxAelmbsNdU2qmYZuVp4CGg2jS75qEliArp6XfFvgzbf/xyWXX5Nw2Q67H9RiX95symjYy4OV/Lgn7LF/i4Nochef899XiFRWQL9+8PyL8N2s5usmmmkYCsF9D8MWO8Irb/DwyT/n6YP2hqEx64/w1gdfsevh57HLoeew2xHn8e7HX7pF1QuT/46jERprccbVTLzvocc47OD9eOeVp+ndO/GsPXdcnvVq+z15qXsl5+84Hka7Z+olS5ex+wHH8N9X3uQ//32dOd/P5ZiTzwFghz0OberjrJPgxddg5uzk+8mEePdxuCa5K3jHbaBPd/SBB9q2v/UZn+T+1YkxkbWukq8UDlmlW2jD16e9hFZbu+80QjDbC4nn0vAHYd+94YM34PST4azfwL6HwuRPm68eDsO9D8EW28F778N/n4Y7/7a2u2mt3WQigqTJDZkm1ql1eJM1NATRBqS8f+b7qP0JDdcmXKSARurR5d+iiz9bO3v7mnkZfL00TbHsmLiKrG3xShUzttZuFBBuvPZK/H+4CG6/C04+Af6UwIITi82KROCRJ2HMzvD40/CP6+GxO3nj+3lM3GnbxtWXLl3KZTc+xNN3X8kbT97I03dfRUmxd0zhGghVJ87ZJF7wewt3730PPZE+x9Pc+UQPPBr+8QA89zATb/0Lb733cePif7/4KvvvtRuTdp/APpNSuJ+qKuGMX6B/vhFtZYycxmZbZ5ISQwR+9yu47NLUJa2MLkNGd0kvGP0YEfmD93mQiGyd36EZKekM7sI2z7xrD6HVWURSPOK94jLEx3KDxfJ/+Vq8oMkqkM1uYtnjAwVw5OHw6btw4H5w5AlwxPEw9Wt44mkYuxM89hQ88Hd4/H7YZGTm+0n694uJq2iTda01gapJE3zGXKPNBYr4gkhlkpmDibpfPXet76Ai6Mo56I8fQ0OKrPkN6fOQLVu2ggmTDmWXvQ7j1+f/vmmBL8i9DzzChD0PYNxOe/Pya28BcMJp5/LLsy9mh9325/I/ugLJH0/+hDHb7sLhR5/E8hUrAdh59/0axcphPz+BRYsWM2HPAwnvuB2Le3Rn/3+/wC5PPssZx50KwF4HHAnA7y79E+ccfAxsNZFJ518CN10Fzz4A27hKZitXraaysrxxmC+8/BZHH74/Fd2cNbO8rIQtR7ks+6N3P4ljTzyNa677Gx9+NIUJexzA9rvszb0PPALAn6+9gZ0nHco2E/bl08+/4qPJn/LZl1PZdZ8jePCfTzLzu9nssf9R7LznIVx1zY2gygkT9+esLXdk0qw58Nq/YNQmBINBRo7YkK+mTQfgmedf5sB99+C+h5/gH/c/mvC83/vQ40zY+wjGPfciL7/0Onz1CR9M/oIxO+7DUSf+ijE77gPA4iVL2f+Ik9llnyM549xLALj1zgcYP/EgdtnnKD75+H0ItUiFEovRSsTWo2HT4ejt2Zf06Qp0sbj3jGOybsPdfScCV+CC1p8CtsrTuIx0dIoC0TkYQzbpHVq3g1Zu5/16o7HYkha/ZonvWpv/r3GfozGBEJeos9lxxo8vulZXOSG+DmJhCZzyCzj6cPj7PTBhb9h4I5e1e+LOrbtiaXjtIPhYXFiiXFexc9KWCQGxAOpkbsfiHlC9EEIZJGOtWwqhDaCgzP2VQtWw5MuMhqFr5iPdUwvSTz//ggk778hlF5+NqmcFUSDSwBGH7M+Jxx7BypWrOOy4X7LHrjsDsOeuO3HHTX9mm13259LfXcAVf/4rzzz2IN27VzF4pAt13X7bbXj3vQ8ZO2YL1lRXNyXMFOHq/htw8fsfse1vz+fCfz7B+x9+zEbDN2T6Xffx/T/uJ+AT5l/9Bwb+733YcXzjWKd+/S2bjmw+GWDBoh/ZfNORUNybRx64i9sfeJZtxmzKX39/OvMWLuHdZ2+htPcIJh16Cs89+RDl5WXsvs+hHH3koZx95qlcfP65zJzxDZf+8ToevucWRm++Ga8+/yiBQIAjjvsld9/2VwYO6M9Rh5/IvD0PgZmz2P6353LLOb9sNo6D95/EM8+/zNDBA1m2fCUD09RHPOLg/TjxmMPdud1xX/a4+R6uWrKS5x79B92qKhm82fYAXH397Vx83ulsu81YLvzDn3n/wyk8+8KrvP7MXRQXFyV+CIxZs5LFFf72LDjsdDjpJCgvT7yO0SXIVGRto6pjRORTAFVdLiI5KohltIrOkMKhtaIoGoXaOpfDqbbe/b+6Bv18OjJvIQzqD716uhlSNd6rrtZtE9uuJvbZW15b69rr6qCu3pnq6+pc+Y8rLoELzk10sE3/a9zn+OPyqcty3Vp8wbi/Vbrz1Uy55Yi4PsVzeahCaTmc+2v41RmZ57pKRex7k0pcNQ4pJlyzEFmN1iwvYF5T/01EfFA5xMVRZdL9qtloj1FuZmJdyonIzalZhHbf2GWdT8JOO2zLW++8x9G/+DWTdtuJY486pHHZS6++yU2334Oq8tPipY3tozbdGIDiokIQHytWrGLQIDeTb6PhwwA49KD9uP+hx/hp8RL22nN33HOw+zt+vaaai2prkQceYc3c+Wz9j/vZ/oOPeeuZ5ykYPYqi4cN4JSpst/WYZmN95Y132WPijs3a+vXpzYJFPyIa5udHHs5240Zx+fX3ATBy2EBKS4qheiGffzGV/Q89BnAxU4sXL+X5F1/m4UefxOfzJTxH02d8x7Ennw2rVrFi6jfMO+EoGNyfsfvssda6k3bbmRtvu4eNNxrGXrtPSHq+G8/ta29x0+33unPr98MLr7NqyED6DxiIaJgRw4a4czV9Jhdddg0iwprqGrYaN5bL/u90zjj/SoIFQa68+Cz6JIodC9cmn9iw2cZQV4fefTdyzjlpx9plWBdMTzkmU5EVEml8HEdEepHdNDQj1+QjJmtNNawIA2ucUGkULHVQ3+BETU2Na1+5Clavdgkba+qaBFBM+NTGCaGYCIp9rq+HwkKXLLGoCIoKobwMNt8Uhg+HKZ+6/kuKodhbp7jQve/VA4qL3PuSYve+qKj5+8JC12dhIdx+t1e/L83XVRr/yTEd7K5MJGbip9YHPJdHpoHoydCIc3NmmqW9xcy9tEgs3UMW4wyWQ1EPZ6lKR0Rg8TSIZJghPw5tWIUUJLFWqEsiecXvzgPxM3r8Ls1E1p+vv5W3XnyC+voGtt/94Mb2ZvehcB2VleXMm7eAbt0qmeEFs4/ZcgvO/b9LWLxkKdf+8Q9NOwRGbjScYw47iLHn/xau+D3hG25m0cXnse+9D3HSvpMoLyvjxlvv5LF7b2423A+nfM5Zpx7brG3vPXbmkGPP4vAD96GiqhvhcNPfrDFjukbYcvONefKxByktLSUUChEMBrntznv59IPX+e672ZxyhnvQCQYDRCIRAoEAI0cM48ZD9qfv2RcRefA6ZO8DueOM3yTMZF5SUkzPHt24+e/3cceNf1preUv+fN3tvPXiY9TX17P9HofCKSdQ8dCjLJg3h6qq7sz0EoqOHLEhRx9xEGPHjoFwDeH6akKhMPfe+kceefI/3PfPZ7nw7JPW3oHI2klnAyXe5AVFVq2GjTIv92Ssn2Qqsv4GPA30FpE/AocCl+RtVEZ6cm3J+mYW7HqsK5tSVNQkWAoKnGApKmzeXlwE4QjSq5vbpqQkTvwUpf5cVOimVyciUNr2G348vXvB1xmWW0lE/FT01pCV+zUTS1aW1q7GYN1kgibOAiV4QdGtJZucWbG4tHTreWWNIvXe+wxK/zTuQqB8MJpKZEkA6sOw7CsoKIMevbP/Wy//Fu0ztvnRNBpJI3z04Yf89vKrCYXC7DZhh2ab7jtpN3aadChbjx1NVWVF4v41wu8vuoD9DzuajYYPY9DA/o2LttlqLB98NIX+/eOKZPsC/HaXHTn11F+zsroG339e4B9vvcCQwQNZfsOt7LDt1pSVlXL+7y5n5CabNbpUGxoa8Pl8BFqkHujVsweXXfRrDvj5aW6538eFpx9CSy475+fsd/DRKNC9WxVPPXofW4/bkp1224+ddti28Zq1z6RdOfDIkzj5+KP445EH8YujT6N+5FCCdz7Kk+PHkup7cdC+e/LHv97CJi1cmonYd9JEdpp0OFuP3cKd2zNP4pI77mb/g05g+MbDGDhgAxTh4gvO4bSzzmPlylX4fD7uuulyLrv6Vmb/MJ/6+gbuufmq5DsJ14Kv0KXbiIabqgQI6J8ugttuRfbeO+1YuxJdzJCVeTJSEdkYl3tKgNdU9et8Dqy9WeeSkUZDsPiT3HX49Xdw+mXIlLey2Mi/9oyrtpJrkfXw4/DG/+Ce21rfR6i29WPyF4E/Q896y+SNCUmS4yh5p82FVlrrkSd+Wnu8mZTmab5BkvW9eo8ty8D4CjK3lnlEV30Pa+avvcBfCCtXwJq4qlv9N2+VNUv674Dg84RgOLlY9QUTJjhNvwNf8pxcGhfvB3D3A/Cr8+G261zsXap8TerNQo2G+PGnJUyfMYudtk89p0nFD6u/J6HYL+yePPO+Ks2Sz343G510KFx1Duy3W1wfPfIUnwmhP95A4LuZVF/3B/Y87Jf877//zIEVl8S6sK4exuyFvPQybLFF2/aRJ9o7GenY/t31/TN2S79ilhRe8kSnTUaa0hwiIt1jL1z9v38Cj+BqA3ZvjwEaSci1u7CsxLkLsxpDboeQF8rLsj+ulrTlgp+1JavtqyTdIH4WXtLvj9JYpqc1U97bnN3em3EZbUhcZy/aQLYnQUr7r2359RfD0kXNBRbA4tmtshLrqnlOQETqUlsDo608Pxqrk9iCpiiOJrYfDz17wEH7pU+IKdIo3vr07plWYAGIRqAsSab3+mVoOImIjE99sGAhuv9R8JtfNBdYAPVLvbQJuefdrccw4YXX2WnTXTh/v91y80CX7OtYVAhnn4z+3pw+XZl0V5MpwGTv/8XAt8AM7/2U/A7NSI3k1mVYWgKrM5iJta5RWgpr2npcbTnP+QhkbyMaySDbupffSAJklToiVrQ4Y2LrS5O4SmfpyfIGLP4AlMXVnvcXw5L5UJcgNUPDGvCVZtF5AKpGIMFCNKO/ddS5l1pDIqtxItG28Uaw6y5wWwbZ1MH9zXzZzmMSF4OXiJpFydOyaASWr0YPOBqOPQCOOzjxetnkCMuCCbvvzJtzPmXKGcdx4LMvZ/kQ1AqOPwQ+/RQ++CC/+1mX6GI5HFLePVR1qKpuCLwK7KeqPVW1B7Av8HJ7DNBIjIhkeTNLQ8yS1WmSb+aI8jKo7kBLVlYiKw8Xi6Rdanqx0rjcs2xl+n3L2l2oXjxLhm60aCjr776U9nb7CpQ4gVWfwiW4eFZm56ZqONJtuJdzMwqhmswGoxFa9bduac2K5SBLxO/Oh9vvAS+nVkpEshdZPj8EkojF0Ork56KmBj30WJiwFfwqRc3C0Eo0l9e3eErK4YLTYdVqeP3d/OwjxszZEAmjf78jv/sxOi2ZPqKPV9UXYh9U9UVgu/wMyciYXCr4giAE/G7mYOYDyN3+80VpadvdhW0RnjkXrVmec02xfjLXm/iBWOxW7CYecyMG0guQWCHgVIgXcxWp89yCWZ6nLM+r+IJQNggWzUotsAAaqsGXokh6+SCk2wj3oBPvHg2vydDNFc08Tq8l8dnpU4nZ4RvCXnvAzX/PsOPMrFkqfhRxdfxSWdJrFqIt4wtDIfTok2FIX7j01+mvXw3Zx8ZlgkRDECyBC34JV9+au9+oKnzzHTz0FPzmcph4OBxyKhy5P1x2Xm72sa6TByNWJzdkZTy7cIGIXAI85H0+GkhR9MtoH3L87SorhdXVbgbg+kJ5aQe7QfNgGWy8kaf7+2uz/xL3JU03mZjwSRlXFV/wN5o8UD8aTjI8r0B0W91BGqaxVE8mqzfUwbzPIVm8UEt+nAm9BzSPr/IXIlXDvDxdSfYbqoZAqjI6HjFrXNYxQZ41K5MC2xefBzvsAWecDD3ShNCKoL4gkqSYtYrP7bdhBY1fKH8xkCQbfqTOZcovrPKGHUVP/TUQghuuSj67uFkf1S5JcS4nwsQIlsABe8Jf/w6v/Q922zH9NjFUYcky+O577zUHZsyGjz5zYRdbj4YtR8GBe8G2Yxrj4rRhdfJUH12Jzq6KckymIuso4FJcGgeAt702o0PJh8haDamKtq5rlJa2k7vQu/HFHtVo+T4V2aRkyPaGk8ayEg01WTAyzlnlzYJU9bJeh1n7GNTF7DSO1zsPkRzG2ohkdOqia5bBNy9A5UCoW5FZ3+E60ALAG3/5ICRYkl7YhKvRYKkLDk+Hzw+RVgiIcE2aeogeQwbDgfvCTXfAFb9Nupric5ap0Gq0uLez9MSWiTdjsn4Fa53saH3qPGTVi9BgOSI+9IJLYM5sePSm9MH48dQvQwsqcm8zj4Zdjrj/O91Zs3bdYe3f+U9LYOlyeG8KPPwvWLzU5emb9YOz+m84GIZ5r0P2hj9fDAP6Jd4fuFi1YKlLlGt0GTL6tqvqMuDsPI/FyJZcPxF0uNUnD5TFH5O0+D+elqVxiLPSJLiTB4qbps6n+zskmiWXiExunNmSSVot9VyBWfcds3p58YEtUytEw00upVyKq8b+Qzhxm/gAFdClc2D2/1zD6gUujihTa9ZPM2DIVkhRVWrrVUsa1kAwA2twNExmf6AW+FLEYrXkwnNh/EQ469S1Hp5UfE50huKsUeFa8AWcS9AXcJarVGlFYtbPRMegYahfjt54P7z1Djxzu8uZlw3RBrJPW5IeQdFgOey/h7Nm3fkQDBnoLFNTv4Xp37lXVQVsNw6OPQTGbeHSMgwbDN2rst9ptAHql0HRevQQ2wq6msbMSGSJyBsk+BWpaory50b+ybXIKsuryGo+4yg29rUvztIydUCiPDTqNUpcSZxEYqHQC85dvdglVm0NgSQ3TGn8px1pxU05HRry8lu18kYmAJGmQOzGEjs+L5g9j5MpfAnEHbgCzz9Mhp/i0vlFI1DSE1YlyJmViEgIkYIMZmK23K4GLSjLwJqlLjYr27xZidI2JGPgADjsILjxNvRPfwB87ngaVjqLWEtCq9GiXhBamdn3IRqC4l5Q+1Pi5XfcCQ8+Bc/dCZWtdJXVL0ELeyI5LzKizm15xfnwu2ucFWrwAOfuO/ogGLO5S8OQS2oXowVViC9PQf1GpyPTv/T5ce+LgENotKMbHUaKR4ImQeNuyomS+zVfB2TVanTpYog0NLmDiCUQjDYlEyTOVdQobmLL4sROy/UzuTGUD05sGUq2aSb3mjIv+L17K0VWe024zMfMzky7bK3Aaka0Kehdw/mxXq21yxDx1kQFN5tr+itQk8CNVb2EbDL467xPkaHbkPWXoGG1i/tJx1o5tdJYbcSLhcvGin3B2ejWE+C0I6FHBmMKV2f3fYjVlWwpKp99Hf72sBNYfdpgvYldV3KMaBQNlsHE7eH953Lef0I0CrWLoTSFW3F9x2Ky1kZVW+bEeldEPsrDeIwsUF8hhBbHiRrvFQ1D/cqmm5wviPoL3UVQo+6JXiOsdeEq9EH1Qlg+PbMBFPdqXfbqlCRLn9wGykphTY0r/9MaknkXc36tyOBGEh+ongmNlr50u4542dTbkExUfE3xWuJrZWB3tij4ClANQd0adP6nsPz75KuHaqByAKxemFn3dSvRcBgJZJkcM1LrBW1nYs0q9HybES9OK8VvyhcgY8ERm6DQfwM46lC48Q64MoNZbuEaCJZlLpI14q4FNYua2h58Dm58CB67GYYkSVyaDXVL0OJeSE4eBuJoTcLdtlK/DC3shmQyQWJ9I5MQ1XzsVuQeXOqpn1R1lNd2GXAKLu8nwG9jWRRE5GLgJNzMml+r6kte+yTgJlyw6z9U9ep0+87UXRg/NcUHjAUqM9nWyB/iL0RXzkq/olc2Iy3dyrP7AeT6ggeeJSTHfbY1jUPCe1o+zFuZ9JnlyYlGyDimpdUCKyau4rbXKBDx3JCaN7GlAPWr0RmvQe3yzDZqyPC74AtCrxEQXgXBHtl/3xtWo8GS9H+x+N9mNJrc0hYrkp3OEhATVzRl+Jff/AodtzOcfjRs0Cf92LPNTB+pdyI9Ug/X3w/PvAHP3QVDcyCwwP0tAiVxVvMkVvLG95n9PiUaQn0FzYs8twc1i9DywXkrH2SsxX3ALcADLdpvUNW/xjeIyKbAkcBmwAbAqyISq/R9K7A7MA/4WESeU9VpqXacqbtwCk3P7mFgNk7lGR1Jslpm2bByDbLnhS68aXUtesz+mW+bF5EVJe2MuGwpa+MMw051HcxyMCK4nFcZiqysrFlx4qrlPS028y8mrnwBGuOBciBQVRVdsQAWfQU1S7LbuHY5lPeF6sWJl/uD0G0IlJQ6j7zGAtSzJFILBeXZi9dk9Q19BaQVy+KlyGgpGvr2huOPghvvg79cmH4MkVoIlmdRm1TBXwYXXANfzYTn/wG9clR5LVAOxT2RRreweH+OFNeJFuESTfGb3t8x/n1AofbH3Iw1HeJ3VsJg10zlIEiHCEtVfVtEhmS4+gHAo6paD8wWkZlArN7UTFWdBSAij3rr5kRkbaKqzWzHIpLjiEAja5JlXM6GUAQaQugb16PlVUhlBk+5MfImsnJMWRvrFya1ZOX4YhFzs+UaDSeOmUlENJTBGMTrL5xCL7U4NxrBBccDjcHk2YstVdD5n8GPU7PethnRBN+zokqoGgCFwbWNRTWLoHSD7IPg61e6IPisxhZq/vfyF3oHHklhxZK0ubPk3DPR0TvAr46DgRnEBGVzrLV18MtLoKYanr7dPdjkgqJeECx1Aisbmp2nuFnFQuL3+Mk051rW+IJOVBVUQKDErFf5oaeITI77fKeq3pnBdmeJyHG48oG/UdXlQH8gvg7SPK8NYG6L9m3S7SDTK/p7Cdrez3BbI8ccf/zxTJs2DfzFnHnlg1x6i0tf9vqHX3P+tY9m11lJIfh9UFkGPiWTeJ/LbniQN9//PKEgevO9T7jk6syyTD/81Es8/cKbzdpee/N/TJh0MDvtcSAHHXkiS5cuS9vPhElJ6p/FKCuBNTVUDhrNLvsezXZ7HMaHkz/LaIxJyUuQep4i7DPK1dU4CFJmdBcvJqgt7j/1hFwW8TAajRJd9DX6ycNtF1gA1T9BsWdpKe8LG4yCnv2RIEiy9AutSaAarW+dcPYFnLiSgJfLzJ9kQog2Cd50oqhnDzjpWLjx3szGEKlLPrM2nuUr4bAzoLgAHrohdwKrdAASLM27IVkAiloZr5kMfxEU94aKYVA5Aint547FBBb4JPcvWKKq4+JemQis24FhwGhgIXBdPg43pSVLRPriFFyxiGxJ05W6AshgmoqRD7baais+/vhjNt10U1ZV11NT51wDk7+azVajNky5bTQaxedlW45Go/iKCpDaBtjmDKS6jujvT0NOTiNaYsQKCLeSN96bwnWX/rrx8+Ily7nyL3/j+acepry8jG9nfEdDQ5aWg0R4lqzNNx3JG88/zLz5Cznn4qt48oFbM+wgkfjJhyDKpas0QU4wCQItXXsJjqMxv1XcslgQe8biKt3NxJukkSIeRgFC9S6Yfel3Ge43Swb8DJHYJJDYmJN8p+uXQWn/7ON36lahha2wZjUiXqxWi3XED4SzGo+cfTq6xfbOmpVJQHo4ze9v/iI4/CzYbTv4w68yy+SeFj+UD2xfL30uAuADJY0WK2lt2SSj3VDVRh+xiNwFPO99nA/EVZRngNdGivakpPtF7An81evsepzSuw44D0ieQtjIK1tvvTUfffQRDQ0NFBQUEPVcHx9/NZutNx/KOX9+hF1OuJqdj/szPyx009i3+/lVnHHFA1zw18c58Xd386s/PsRep91AbUOYI3cfy64bD+LwEQMIL1jMfU+8zKGnXcE+x1/CPsdfgqqybMUqJh5xAXsf9zs+/szNPlyw8EcmHnImO+5/GmdcdO1a4/zHw8+x0wG/ZKcDfsknX6w9Y3HVqjVUVpQ1fn7h9fc45oiDKC93bRuNGEa/fn34/IupbL/r/oyfsA8P/fNJd6xTPmPMdrtz+LGnsnz5SgB22esQIhFn8j/06JP58Ucv5qZF1vcVK5tqoj302DOM3+0Qtt/zcD7/0uVU2mHSEQDM+X4eJ5z+fwDccffDjN/1YC78w9VM2OcoUOXDjz9hwqRD2H7X/bn3gSwtiIg3A88rvOwLOsHhKwBfoXsS9he50iWBEgiUQqDMWRaC5eAvwQkyP+5nnMg9Ak1BwPHxLPEvX5NVKfZeEuTiytcsQY3LON/YJqgE0LlT0C+ezJ/Aql6MJIprrF+e/KYbysbt7Lmh6rOMGWuJr6CFwPL+btGG7N3r3bvBaSe62KxMiNZ55XMS8M13sM8v4Oj94bKzcyOwivu67Ppt7ykrBIVgRfYbBkqhpB9UbYRUDEWKe5rASkcnKV4oIvE+84OAr7z3zwFHikihiAwFRgAfAR8DI0RkqIgU4ILj0+b+SGmGUNX7gftF5BBVfaoVx2HkgdGjR3Peeefx+eefs8WmI1j800LmzF/C9/OXMHRAL/50ziGUFBfy6vtTufPxN7nq7ENYsnwNvz11Xwb07c6Jv7ub7bYczs2/O4ZbHn6V/XYfy1F7j+f2C+7gya9nwSZD6d+vFzdddjqnXHgDX3w9i5fensJJR+7F0QdNZNKxTl/3rCrj5cduIhAIcOyZlzFjVpO7esnSFfz75Xd465nbWb5iFSed+yeevu+axuVTp89ik42GNjuuhT8uZfPRQ9Y63t9f+RcevudW+m/Qlx12O4AjDj2AK/58Pc88di/du3Vj8CZbAbDrhB1446132XrcltTXN9CnTy/XQbmbXfjltOnsuNeRTP16Bq89+wCRSIS//f0B3n3pMeYv+JGz/u9ynn/srrg9O8ERDke475F/8e5rzzH5ky/48JMvIVDMH666nuf+9Tjl5RXsvvcBHH3sCRQUFtIoZJqV1mlZdqet1EOk5Q023ayzJPmMIPeGuWyOUUM0WvBEQBuQaAQGbAm9N0Xn/A/WJEl22UZ02VykqkfLVidmE1lRG1ZA2YA0qUs8EVS/ksZA9eoFaOkGrRAP4sXqxT4HQBva5FqWs05FN98W5szLzJqVyA35yVdw7LlOXB26V6vH4o0ISvqAv9iLvWqvxHQtCJY2z36fEHHrFVRAsNySimaLEHPvte9uRf4JTMDFbs3DlQmcICKjcV+4OcBpAKo6VUQexwW0h4EzVd1FU0TOAl7CXbDuUdW0sQvp3IXHqOpDwBARWSvBiqpen+ExGjmkwMtc/t577zF29GYsnl/Ii+98Qe8eLqvGtfe8yOsffk0oHGHjDZ1Y7929nAF9m2b7jN10CABfz1rIJ9PmcNfjb1H34zKOrKqiEhg1cjAA/fv2ZMWqamb9sJB9J7oYvy1HDQdg6bLlnPH7P7Fi1WrmzF3IgkVNs7Vm/TCfz6fOZOIhZyY8hlfe+og9dt66WVu/Pj1YsHDtWT7LV6xgyOCBKDB0yCB+XLyUFStXMXDgAFDYaPiGaDTKUYccwJ+vu5l5c+dy0D678cWnU/j1/11B32XL+ef++7H5Zpvxzpsv8497HuD9z7+j39BRDB46jGC3oQzptiErqxugYoizIFVsiJb7IFjGkroCBg0djr9iIKO37Q2+a6G4J59/OZX9Dz0GgCVLlrB4RQ39++c4tiMZrQ2QT3pzTiHAmnba9L/Ef275nswtLEpT1nbxN3N9CUBBIWy0K9RXo9+9BXUrM+s3E7oNhb6joGGJS8AZT/2qxBa92LJEk05i569h1drbReq9+KksbzCxGYUS8P42Xnb+tqQcqKqEU09w1qwbL0m/fqSu+UzDl96Csy+HG38Pe+7U+nEgUNIX/EUdK64a8XKWrSWgfVBQ5ixdwTLEl+PZz0beUdVEtZbvTrH+H4E/Jmh/AXghm32nk+GxCMayBMs6+hfRpdliiy247777OOnJv7K0Msy+Z9zAwbuNZemKNbz18XTeeuBiXnlvKo/8x02S8LV4eoh9HjmkLxPHb8Ihu4+DV6YQfux/PPzDQqS46Saiqgwd2JfPv57FphsN5rOpM9lzp7E88uzrHLDXBE44aj+OOf33KF5wrvgZOngIW225GU/c/RcAQqFQUyJFhY8+/ZqzfnE4jU/qquy9y9YcdsrvOWKbAZQX+Zk5Zx6lBT4qpZpZL95K/16VzJr6Cb0WvEoFq5n78u10Ky9mxvRv0C8eYyiwYMbnPD7jcx6+7Bgq5Vtev/ZIeOwtqKlz+y+o4MRTTmf77bfntDN+zfc/zCMU9TF//nwqK6tA/NTV1YEIX375JQA9e/Zk7ty5RKNRvvjii8bzsuWWW/Lkk09SWlpKKBQiGGzHxIat/vXFbtgJ3H/JBFjj+rHlmSQ4TScCfe6lDU03tWS7BygshU33gZrlTmyFEpSEyZR+P0M2GI343eVP6wKwsoVLMhpyxY8TWTZCq6CwpTXLK7KciuoFaNmAzGfKiY/GvHHxpYPWyhKfPXLWqejPtsvcmoW6klt/+Ts8+wo8cB1s9bNW7t3nWa46i7hyCKAFVU3pHHyFbpxW1DmHSOsfENdR0rkLY9PEXlXVd+OXicj2eRuVkZatt96ad955h5KybpT0685PS1ez1eYb0q2ihNKSQnb7xV/YfKP0F89TDtuZUy+9jzsefQOtruNPK2vh8XkQUTjjyMb1Tj5yLw795ZU8+NSrFBY4MTFxu9Ecf961PPufV9xKDZ6VIVxNr9IQe+/0M3be73j8Ph+7bLcFv//1z91qDSF82kAgsqrZrOleFUF+d+aR7P/Ly1GFbhUl/OPiI7j85D055rKHiESjnH7wDgQDfi45YXcOvPBuRgzsxaA+VY197L3tJrw6+Vsqy+LiSIoLYWHTzdLv97PHHnvw7LPPcuaZZ7Ljjjvi8/m49VYXCL/PPvuwww47sM02znIXCAQ4/vjj2W677dh2220bxdTll1/Ofvvth6rSvXt3nnqqHT3qbcnMnnTbFgJM/LQ6kWjSmXCe0E44Ey51ILygUFIFmx+IrlkM373dqooD0m1Io8ACnOsnUQLQRLX9YtStgECRsyo1rMrsHEUbnEDK1BLiCyb+WwneJAYvWD/btBIA3arg9JPg6r/DHVemXlcVHnsKrrgZJoyH1x6Cnq2w2PoKoLgP+AKdSlw1I+baL6yEkr4mrow2I5qBb19EPlHVMena1mXGjRunkydPTr9iJ0OXTkMXfZjbTqNRZMdz4LV/QK80F1MJZO26+HHxcqbPmsdO22y+1jKN+mBh66fo3/6vd+lZVcphE0c3Nb76KfL5SuSpZ1vdbzgcJhAI8OGHH3LPPffw979nlqYib4RrIJxposgEpCp5I37v/teWvEE+FzQNNNa5jEYyECOZ5ytSBF25AGb/LzvrTnE3ZPODmk8PWPVD4iLHRd0glKBouq/AWbrq06cYaYYEvZlzqa+7ioBG0gdRxwqlt6Z4ck0duvl4ePg6GDUy8TqzfoDzr4aVq+DaS2HsRonXS4WvwLkFxde58vomRNBAMZJJ6or1ABGZoqrj2mt/4wb11A//b9+c9xv41f3tehzZkC4ma1tgO6BXi5isCnKelttoFfm4GPh8sNmG8Pl02G186nVb8aTXp1c3+iQTb224Ct/+r3d5+q0v+c91pzRfUFIIq1Yn3ihDbr75Zp555hkaGhq4//7729RXTmhrTq3GLOaJ+hHaXv896twtGnGWlowtTl4pngysM4Iilf3Q0Yejy+bAnPfJyDpSuxzqq50LMkZxj8QiK1HSUl/QWb9aY0HSEJmUxtHlM8BfiFQNTblezD2fcJyp8BVCWQB+8yu49h9wf4vZweEwPPAv+Os/4NyT4OQjwe938Yot49eSji0IpX1B/OuAuMKFEwTLkFR54oy20UGB7x1JujtkAS4eKwCUx71WAYfmd2hGRuSryOjmg+GTr9Ovl2tzehu0w+kHb8/LN/2SYMtiviVFsLptIuvcc8/lrbfe4v3332ejjVrxNJ9rcpEZP9nNpLVlZBIRrqdVVpYsEBRf98HImKNgQGYPszr/0+YNgZK1U0mAc4H7435jviAUVHmuvwb3PlsSibn4sWkUVv8Aq2ajkRzkiYsnlirEsxbKycfDl9Phs7jKIO9/ArsdBy++A0/fCacd7QQWQKQh+fcmhvihdACU9UfWFYEVKHaB7SawjByT8g6pqm+p6uXAeFW9PO51varOSLWtiBSJyEci8rmITBWRy732s0RkpoioiPSMW19E5G/esi9EZEzcsuNFZIb3Oj6ufayIfOlt8zfx0umKSHcRecVb/xURaacpXx2APz8iS7caCR98mX7FXIusfFyRSwqgOoHLZ12mLTFZjX2ESWqQbtPNRtzNuGFF5vFH8cTKymS9V8XXewSy5VHQb21XdDOWfIvGFUEWESjumXhdX9DVm/OCoInGWeVaI0jDNWiS340Cutj73UXD6JoF2fWdDPF5tU6VZqK3qAjO+xX89W74aQmceZl7nX8KPHkbbDK8RUdRJ0gT4oOS/lA2CPEF1g1xJb7Gcje5Sa1ipKUxH18OX52YTEdXIyLXisgLIvJ67JVmm3pgoqpugUtbP0lExgPvArsB37dYfy9c0q8RwKm4lPeISHdcTottcEUaL40TTbcDp8RtN8lrvwh4TVVHAK95n9dP8hU7sMUwmPadm5WXks79BQc8d+H6JrJyZB1Kdl/RMK372/pcDFNsun+kLsVOUo2r9SJPBHz9RiGjj4ReSWKNAF3UwlJbWLX2SsW93G9MfC4GruV5j4ZckHS2JHP3huuhbmnT55Wz0luz0sWj+Qu9wP7EwlxOOg555W1k872gby/435Ow/+7JRUeo2rkbm3qAkg2gfDDiD2ZfZ7Cj8BVAQWVusr0bRhIyzaT2MPAYsC/wS+B4IEkJe4e6iPrYnS3ovVRVPwUS1XA6AHjA2+4DEanyMrJOAF5R1WXedq/gBNubQIWqfuC1PwAcCLzo9TXB6/d+4E0gg9Lz6yD+ApLH1rSB4kIYORg+/Qa2H518vZw//eXhAl1aBGvWH5GlkTAs+R7CIdTnQ8pKQaPOzaSRplfU/S8FFUhJHxpno8UnSiVC0u9Pohl3qRAf1K9o0ZemvMEnJdqQ/f7XGo4gA8egG2yB/vARLJ/TfIV5H6H9RjV9hQPFnrXH5+oaRr0yQpE0DxqREFn/BjWy1hO4Iujiz5qvFw2hq+eljs3yBRLHh/mCblxpzr0G/fDc/dCzHEakiQEDT8UGnEWvpG/HJxFtDcEy729ttC/S5WKyMhVZPVT1bhE5W1XfAt4SkY/TbSQugnAKMBy4VVVTTYPrz9oVrvunaZ+XoB2gj6ou9N4vAvqkG+u6iogP9RemvxG0hjHD0I++QlKJrJw7BfIQv1MQhLrsp/p3WmqWox895t5X9EU3TH1j1LqlUFDWVEJmrXuhL0HpFrIMrk8ksDwiteArIuu/rXjZzduI+P0wdFsYOA6d8x6sanLB6fLvke6DUVUnRsr6uzisbH5PGnbWrPoV6dcNlKC1S6F2KVLSq3k3DasSl+1ZOQst648Eksw0bPl3ipVJ0lhNxiSbRaPO6hhaBdtmm/NKoHzouieuxAW3t8qNbeSGLuaWzdQfEHtMWigi+3jForun2gBAVSOqOhpX+3BrERnVumG2Hs8ylvAqICKnishkEZm8eHFKw1znJk8uQx0zHPk4TTqFvPxgctxnoSey2jojr7OwJs6dVL00o+PS1fNInq4lSmIBFMnQbSdejrRU42jFuW9MT9B2BJBAEBm+MzLqICj14q/mvIuG610qhtofW5/oM9KQOjYkUIKG6tGVs11erdU/uDQNHorAT58l3lYj6Ko5KXYebXJ5pXENgksurOFaqFmUQRmZBPgLobjXuuMWjOEvdvFXJrCMdiRTS9ZVIlIJ/Aa4GZfC4ZxMd6KqK0TkDVzM1FdJVktW+Xo+Ta6/WPubXvuABOsD/Cgi/VR1oedyTDidR1XvBO4Elycr0+PpdASKXARcrtlyBFx4l6vhVhB0N736BveqKMtYYKmqS24aiUJU0ahCVN2086iikWjje1SJhMuJNoTQcIRoyHs1hNyrPkS0toFIXR3R+gYi1XVEauqI1tYSqa0jUl1LtKaWSHUN4eoaImuq0foGtgIIhaBgPSjeWh1XcDgSgqikT6hSv9xZSQoSFW/Aued8RQmsWemsT+Il7UyzXrTe3eSycRuKujQAbSkh07JLgIIiGLkH1K5w5y2+gHO0IWVC1KRoxMX3tMz67i9C61ZCdYtyUdEQGqpGgi6IXGsWp04Jsep7tHxA4/pr41kj07kGIyE3IaEVSVwB9/co7rOOCSyf5x602KsOR8hNIfF1iIxElqo+771dCewCICLnpNpGRHoBIU9gFQO7A9ek2OQ54CwReRQX5L7SE0kvAX+KC3bfA7hYVZeJyCovmP5D4DicAIz1dTxwtfd/67NQrgtIjouUig8KyqH/QNhsIxi5PxQVQm0dFASR+gZC/3ci0VHD0HAIwiEIhbz3YQg3oKEQhBsg1OCWZ8EPM+pY9XFab3RWaDCI1NSsFyJLq1skwMzwfqer5kCPTZLnAYrNNmwmnjV14tJIfeaCJBrCFcrOYF1f0Ntnbt3HGqsvWL8MfAnKA4m4GbsNrRB2kXoa6xeK3+1r1Q8k/QMt+Qrtt433/ovE6zSNHF05G+m5WYvx+khfc7KFa7C1iB9K+607Akt8LkA/UNTpZ6AZ6y9tuTufB9yYYnk/4H4vLssHPK6qz4vIr4H/A/oCX4jIC6p6Mq7o4t7ATKAGOBHAE1NXArG77hWxIHjgDOA+oBgX8P6i13418LiInISbxXh4G46z0yOlfdA1c9OvuNaGfhdLUliFFFa52VWFlVBQ0VRO4s33obraTfUuKQGfDz3sEKJTPyciaWq1tZY8uCCjwQC+NWugqirnfbc78e5CgPowBDL4KUfq0NrlSEmSVAUa9txOLW6iyaxZGm2aRZgJGs7CmhVXJ7E1lqWWvYnfiaBQBhnaW5NkFJqsWZE6dPWC5qkeEu8I/XGKm8GYCWvmoxWDkZg10lfgzmka1yCROqhbTtsEqx9K+68DAkvcZCB/oXs46GLxP+sEXexv0haRlfJMqeoXwJYJ2v8G/C1BuwJnJunrHuCeBO2TgbXivFR1KbBrqvGtVxRUQrDcWZ9iF1LxuxlAEnBmcl8Q8RW4C1BBuYtNCJYlmuXZnOJi94qnvBxZlYM8TUnIx28w6vc7sbiOo9EwLGuR/WTWZ7DpuMxqMKz5AS2sal67L55ovXMJNfsjRBNbS0KtSPAaqfWm/6e4WTdasTxaOcNQwY07PqVERhtGXN6kVLULE+ErQFd+78aesXWvwcVGBcszOp+6fAb0Ged+t2lKFGkkDA3LW+8abERcYtHOLLB8QSesfAVd7iZudG7aIrI68S+uixEsQYYfhLRXQGdpGYTaWnYlBXk4jqjfv36kcZj7OYRazHyLhGDpcuidQc5djaLVC5CKQUmXJ5xi3SxoXl3wdmtJm+2g5cLMS+24rb30FA0rQVtplcomT5f40FAtLP3cfa4YnJ3lTSOZiaxAMVLaN2H6h2bd5cI1GE/ZgM4psMTvhFUs2N9YBxCLyYpHRFaT+HIoOBed0QmQZJmq80VFBYTyZ8nyBfMgsmCdt2RpQy361YuJFy6YDlXjXSGsdNT+hBb3QoJJfsKRemdtaqa1PGtWqDoDN1gaFJIWgm5pxcqqWx8Q9Yo2t1EURBrIKPeVL4gum9k8fcPquVDaOzsLUmhNCuuZQOVQpKQ34vN5OcQK17LYONegN1MyV8lqywZ2ssztviZhZbME1z2ELmdpTCmyVLW8vQZirDtIWTkSyd+Tra8g97OApLZmnY7H0miUyPvP4KtPZo1TmD8bhgzJ6CKmq7+HbiOTuItjWU8k7mODy3jeWnzBpgkaGnFjTPgVSvK9ioaSBuCr+N3yhuXJt88WUVdCJ5TC+ukrQBd/tfZ50ahzuWY15VehsGJtkVXcC6kcjPjj1HO0Ya1EmrlzDcbRaQSWxVkZ6y45npZmdAlKSxMaIXKFPw8iyz3l53HQeUTXrKDhX7cQ/fYTAmO3xq8rEq+4chFU94eyDMxZoTVQvxKKqhIvj9a7lA4a9m78rRQvEvAC10M0+9LEguzjXYCprFgiXv4nb3O8zw2r2m5ZSz74FIuC6KJPk4939Two65ddLFj9yia3ob8I6TbCJZFNJCoidS49hGpuXYMxSgd0vMCyOKv1ky72tzSRZWRPSUl+LVnB3H8to6pQ2wZLTDujoQaiC2cR+ep9IlNeg3pn4Qh/8w2+jQchyTKhz/kKNh2TUZphXf09FJSvFcvXmL83tBpp9Yw0n0uFEA05IZLUYpbqcwuiDagEnCWsYUV2ObdaQ6S+ufVM/ICg1Ytg9fyUm7pjyTL2RASCJVDUHSnrmzLGUqNeKZ9cugZjlPZPPyEmX1iclbGeYSLLyJ7SUpdYNE8ECnP4tVQXBh1Fia5c2enLWWtdDXXX/RLqqkmYyb16FeGVQrAiSQfheliSYRB8NITW/IiUbeD2HdtfqLoxcFsLq5BsUhqI38Vzxer+pbpZR8NeDbxwZrFYIs64VLc09Xq5QkB9RUi4Fq35yVmnsmHNPKgYmNrl2JLQaqRySGqBJUFnXWzL5INUtLu48TW5A312S1q/scB3w0hPSQkSzqPIaqijW009tUE/ReEoxaEwAfHj9/vx+3z4xYcPL3mwerGUCr5oFIlGkUgUXySChMNI2N24NRhweb46O8ECqE19U47O/JLouHH4oklusgumQ/fxmf26qxegRT3cDS5cu3bNvnAt6gtk4DryknhGI564ymDf4DL9Z4FoBC3qDXUJizi0HVUnFKNhJ47CsZxXrZylGMoyDQRemoYem6w1o09jjwj17SQy842/0Alyn8VZdRks8N0wMqC0FN+02QQrCiCsRHffBjbsD8EgBIJIMAjBAPgDSMAP/gAEfG5mlN8HPp9zR/hosk5I7IYSpfCfL9N76Rq0sJBor574TjoGqax0FrSSEvcqLobCQpfBPRh0r1hOr1ji1KIi9zkY7Pj4kgwRfwACwbRZ8sMLlhDsE0weuL5wPgzYIP0FLVjmBEU4yczLSL2b9ZYqJYG/yIkTjbSi1GAU9RUgWaRaECJoUU+oW5J+5UxoFFYhaFjd7FhFQMsHwMrZreu7dilUDnXuzUyJ1KGRBsQrA6PgLH31K/LvIgUymlXZWizOyuhimMgysmeLLeCccwhUVMLf70CrV8MmfZKsHCFplHwyI0Ygip54PHLr7fhFnFjqSgQL04osXTCHaL8UQfBLf4Be/aAoyY3MF0Qqhrh4nnSB4w2r0UDR2rmSfF4agbbGBIVWoX7vbxxpAAFpMXuuJYKiBVXZiZd4YsIqUgf1q0idDd3L5N6wsnX7WjPfTTDIxhq2/Fu05yiXgytciyRxDToPr3ZcDFVafM792Dg7sGu5ioy1kUR5+NZjTGQZ2dOrF3Ld9QBoTTWsmpbb/gN+V/OwZab5LoIUFKFpXIYAke9m4xvaHZEkVod5M2HYiBYWA4EKL+YnU6uIxmKnPJEQS8egkcRxY1mg4nfixV/n+orFghX3SS8cEhX8VYk73lgqini8ZQ2r1naNJkFE0JKerRdZEa/4djYiKxpCV8111rqSvlDQ3NWtCtStcIHvxb2hMEnh75zizeiM/S+CE1Ep2g2ji2Miy2gbpWXIj6HcOheCfmhYd2YC5pxgaitODF2xmEh0CAF/kpv/mqVQPcSldJAAlA9EYgHm2Vqf6leiBZVILFA9Vzk8Ym7KlvmdwtVooDSl0BKNor5CZ4lTnIipb1FPUwJNFpRoOLuUCvHdEHZuw2yD32Os/iH7IPiYO7TmRzQ4lEbBWLei+XHW/oQWpD5XayNOLMdKb/kCLrmnBJz7tzFOKiaWxESTkRu6mDXTRJbRJqS0FK1PMStMNfuLc1EBrM5TYPO6QDCTtO2OyLdf499kEEKCJJ2BIliyGOk/wUvFoK3Opu62jcVd5eZm22jFSkRojSsmna68TbAU6kPOAtZSYIGX5ytHJaAqBkJR9zirjXceWloKYyFN4n2OT+y6cnYr4qrUFXjWaPLzVbMELemZXGj5i116iID38hd1Yhejsd4ikrhs13qMiSyjbVRWQk2CoOjaenjyHeTv/0H/eCLs/LPM++xeDj91XZElgYLMLYO1a4jUF+MvWA0l3SBQDOEIrFkGK3+CpT/BgE2gR9tKL6mqi38q7uWJhJh1o3HUWXYYdUHmqQhXo8Hy1NYsESfW6pdlt/9WIOFaCGYYHyiJP2hZf2fVypZEAjKe0GrQHnGCT1wR+MIqCFa0X11TwzCaYSLLaBtVVbA6zgUTjsC/P0Dufw3GbwM33YRc+yd0+81crFUmBAMuJqurkom7UHz4Bg3F370HImFYUwervk+4qk5+AX62tZe7KuqFKkW9mKqoF/we8dIveP83bd3Mtai9NkJ6DGzb8YGXMiJNeoNwjbNUkSJnFALVC9o+nkyoXw5lg9qWYd5f4GZ0ZuM2zJSan9BuI5DCblBQacLK6Jx0MQuqiSyjbQwYAD96eXvem4bc9gIMGIK88DKMHQuAPv0vePZ9OGSHzPqsa4CS0jwNeB0gmbvQH8A/dAS+qgqkejE0VMOqDIpe11e74tihHORXWvwt9BhC22OyMrzQNqx2sWBJL8x5TDeQcF9tm0npguj7wMociqziXkj5ICjt17zGoWEYHY6JLKNtDBwI8xcjlz4M3y1Gbv477LVXs6cVufY6mLQ7utdWUJKBlaY+1PXSNsQhBXHnKFiAf8ON8JWXIKt/hPByWJ7GdZQAnfE5MnxE24o8x/qa/yXSf9PWd+ALJs/L1ZJIHWhFiqffOIEViYA/h9Ybf5GLCQtXQ2E3Z1VrbVLSOMTncwlg25S5XtxEhqrhSGFVm8dkGO2GZXw3jCzo08fdiLacgDx7eeK0C2PGwIQJ8PjbcMLu6fsM+CHU9pvZOktpBYFNtsBXWgirFkF4CWSvq5oTqodwjn7uqxdCZBPwt9Ls7wtmnD4BcG7DgrgUBStWwtRv0G++he9mw7vvw4zZsLoaCoLQrQL69IBhA2HspjBhKxjYN/U+/EXNx1Q5HArKXbB/3TLnIsyBwGqkqFvrkov6glAxFKnaEAmsAxUMDKOLYyLLaBuBALJ0edqnE/nTNbDlaFi0zLkD6xqgtgHqQt7nkHvV1iFratBddm6f8XdC/L2qYPGnEAtLE19OigDrjM+RUVtCfSvzPcX39f1HyIbbkrX7THyZW7EA1tTAl5+gU+fCJ5/DlM9g8RLYeDgMHwRD+sH5J8CoEU5c1TXAspWwcAnMnAsffgHXPwi9quCUQ+CwPZv3X9wLSvq59AWrf3DjKxsQF88vqC/YtjisBIgIWj4IVmWYST5QglQNh4rBLg2HYayrWEyWYWRJJubf4cPhkX/C7BlQVgblFVBeiZSVu88lJa5sjveSYNe9kUhJJVq1ATJ8G2ToWHTmh+in/85Bz4quXIPkwhPbsAatr0YKs0wY6y9yM+ES9hmCb76DT6c2vb6fDxsPgy1/BtttAmce4ixUydyCxYXQv7d7jdsUjtwTIufBp1/D4efC8JEwZhiUDYSibs0iw7R88NpZ7cEFqoeryXnsl8+fPgi+sBtSNQLKNkC6WH4hYz1Eul6+NRNZRrsh++3X0UNYJ5BNJiCjdm8K9h61Kzr9HahZ0fbO534Lm2+Tm7p/338MIydmkXtLmseE/bgEPv4C3psCU750Amtwf9hyMxi9GZx4GGwy3LkAoal+X7b4/TBuFFx1NtzyMDz3VEIxlVBg4cVQFXbLeZoIFwTfO3EQfGk/J66Kelg+K8NYhzGRZRidDAkUrPVZxu6PvvNATvrXBXOR7iW02TITDaErf0QqeqRftyEEM+fDe+/DR5/BR59DTZ0TVNuNgcvPhVEjoSxBnJGqKygcrmtdctsYB+8O196LTP8WRo7IbttYUeNomLbOMIxHfP64IHifcwdWDUcKynO2D8PoVFjgu2EYnQ0ZtjU69Q1YNrftnS1dABuMh7rFbe9rwWdQuWdza1YoBNNnOXff59/A59Ng+ncwaAMYtzlMGA//dxpsOCi9YBK/s37FLFiF3SHcyvQHRYXw833Q2+5Ebro2q01FxFmzEBcg39rC1AnH1c3to/eWSEFF7vo1DKPDMZFlGOsAIj58Wx1M9KWbctKfzvoGGdDHs8y0gUgUfeO/yIzF8OV0+HYOfP0t9O8HozeBLTeBwybBZhtBabYFv31Qu5RmFrfQaq+sTSutcMcdABNPhEt/C927ZbVpLLmnklltyQx6hMJKpLAH9Cg2t6DRNehi33MTWYaxjiAbjISBo2DuV23vrHoF+DeCaJa5mlbVwNdzkalz4LNZ8O18ly5hmzEwZhQctS+M2gjKWptMVjzrVQ2EEsxCjIZczqpsZijG06cH7LYdeu+DyG9+ndWmGo26AtPJ6gdmir/QWeQKu1lWdqNrIVjtQsMwOi++cQcTnTctdykdUiUorWtwIuqbuci0H+DrubBiDWwyBLYYiZ5yGGzUB0qAwnIYsEUbrDE+Z5taswgJFqY+vvoVri5fpJWJVU8+GE6+DH59OmQwi1WjUYjWeakvWhvHJlBQ6QpMB0rMamUYXQQTWYaxDiFVfZGRO6DfvN32zkL1oMVALVTXwQ8/wfR5yDfznKCavwQ23ABGjUB3Hg9nHAn9ikkY+F2/GqpXQllV9uPwFaCr5zaKPS3uhqSs7acuCB6yrksNwOYbueSkzzwPhx2UeA+qQBQiDV48WCvFla8AinpAYRXis8ut0dURz93fdbBfvWGsY8iW+6DffQShLLKmx1PbAEtCyPII8sht8NVsWLkaBvaBTTZEtxjl8ksNqoJgywtiCgvT4uloybjMXWC+QrTmJ1d4OZ7qRS4YPFWG9Wh924Lgx26MXvc3JInIQhVqf2xd3wCBYpfoNFhhVivD6MKYyDKMdQwpKke2mIROfiazDcJR5JOF8N1CZMZ8+GkZjBwImw9Fdx8DF5wI5TlITRBpgJVLoFuf1Ov5CtBoCJZPT7xcI6gviKQrYxOq9oJoM7QyhcPw3//BXU/AomXIxecnXVV8PjRdotBEBMucuAqUmrgyjERYTJZhGJ0d2WQX9Jt3YE2CwPWSCug3BKnqDoUBWPIjvlP/jp62H3ravjC8v6sPGUMVtAjWtMFyE2PpDLS8BxJIcGkRv0soWrcCCRSllkbVC6Gkb+q4q2h9ZkHwq6vh0Rfg7iehT0845TDYb2/oNjT1dv6SzEVWQSUU90IC2c6gNIwuRhd7+DCRZRjrIBIIIuMORN97BPoORrr1ciVlfGE3Mw+AGggDVcXoqfu6upEbD0rQmTQXXW1CXS6v3i0EjL/EBY6rJ1rCtVDSB2qSCzvVcPqQq/oVECxJ7Fqc/yP8/XF46mXYcSzc+gcYu5lXZHkgSpqQLp/fzQSMJKtbKE7kFfdC/AVJ1jEMoyvTtSLQDGN9YvCWyLa7srosyL7nXM3E437LdodfzOSv1i46rL/YG979CqbNada+YlUN/3plMkRqoHIAO/3yb20f16p5aIMTJp9Nm8Mnn33jMpq3KL9z+sXXs3S5q2O4anUNOx7xu2bLd9z/NGpD6Z4D1VnIYoTC8MaHcOF1sMfJUBCAl/8Bd1zmBFbZQKgaifgCaQWciEAwQXJQ8TmXYLeRSFl/E1iGkSkiLuN7rl+dmLyNTkSKROQjEflcRKaKyOVe+1AR+VBEZorIYyJS4LUXep9nesuHxPV1sdc+XUT2jGuf5LXNFJGL4toT7sMw1id8Ph/SdxwPPvcuB+02ltfvu4i3H/gtI4f2XXvlsmL09AOQ6x537kGPFatrePrVKe6DNNC66XoJWPwdSoDPPpnCJ59/kXCVZUuX02PgJgBUlJdQWV7KvIXO/Tl77o/06VlFUSB5stRo1Isha1gFPi9B6I33w5W3Q9+e8PaDcMnp0L+Pc+d13wwpqECjkcyPwxdo6lsCzoVZtTFS0hfxdd0i5oZhZEY+3YX1wERVXSMiQeB/IvIicB5wg6o+KiJ3ACcBt3v/L1fV4SJyJHANcISIbAocCWwGbAC8KiIbefu4FdgdmAd8LCLPqeo0b9tE+zCM9Qop6U1xtw14//0POGDilvTsVk65Fxd09p8e5vPpP1BeWsxD15zKp4N689o3c7nynS+4b5mzIM2Ys4hX35/GxBOu5rHrz2BlbZijL32QabMXce8lP2f+4hXMXrCUX+w3nh57/pb5/76cZ9/+itLiAnYZM4KT//woa2rq2XhwH2694FBue+p/PPTfyRQXBrn2st9w18P/Zunylbz53qc8dMsfGsc9Y9Zchg8dgKiiEgANc+AeW/Psqx9x5rF78cwrH3HgHtswc8Y3nHXFg9TX17LbjmO55NdHc+J5f6G0tJgZs+Zx1IETef7VD6itj0BtLc9/PYtVj13PMX+5m1XvTGaLzYbztyvP5r5/Pst/3/qENdXV/PGy3zF6i80zO78iaGGVE1uFVUgXm35uGDmni8Vk5e2KoY5Y1GjQeykwEXjSa78fONB7f4D3GW/5ruKm5xwAPKqq9ao6G5gJbO29ZqrqLFVtAB4FDvC2SbYPw1jvOO70CxnUrye7/uIa9jj5WhYtWcnHX86iuraeN++/mCP22pq/P/4G+P0wfhNnzYo4K9Aph01gt2035fX7LqJX9wp+WrqCuy89kVvOP4QHXvyIbTcfwgdTv+ejaT+w85bDef/LObz/5Ry223wo1zz4Ghcduxuv3XIm5SWFvP/lHJ59+0teu+UMXrvlTLbs5+fko/fj/NOPaiawAF5++2N232kr0DBS1h+AA3bdin+/PhmA/7wxhX13Gcsl1/+Tu/58Bm8+cSPTvp3DvIWu3uL24zbjpYevAaB/357854bz2WD6HL44bA/ufGcyh++/C2/962Zqauv58JNpEK6lsrKC/zz9aMYCCwAJIMU9kaLuJrAMw8iavAa+i4gfmAIMx1mdvgNWqDYGZ8wD+nvv+wNzAVQ1LCIrgR5e+wdx3cZvM7dF+zbeNsn20XJ8pwKnAgwalCAg2DDWAQpKe/D7Sy7m96dP5Z8vfMBND77MFiMHMWbTwQCM22wo10+ezjY/GwYlhch3C9DvFyEbbrBWX8MH9aao5wD69/qJFavr6F5RytKVNbz/5WwuOGYib0yewdyfVjCgdxVff/8jv739eURgTW09W206iMtO3oszrn2SgoCfK07bN+mY35/8Faf8fD/3IdIA/mJ69XAuwOmz5hMMBqiqKOXbWQs4/ty/gL+QFStXMn/REgDGbr5RY1+jfD7Y71f0HzaIFXvsyHfPvsbeE8e7Y//ZSGbOme+22WRA+mD3eHwFLiVDF3vyNoy80sV+T3kVWaoaAUaLSBXwNLBxPveXLap6J3AnwLhx41pbL8MwOpTvv/+efn02IbBiJr27VxCNKsMG9uKV91yNw8lTZzNsYG8q5y5m4X8+JHr1qXw1dQ6bA8GAn0i06asvIhBaDoUVqJdkYWDvKt6YMoOLjtuNvz3+Nj0qSwAYOagXR+85jrEbDwQgHCwnVFzFvbvuxiPPvcn9b86g/6BBNDQ0n/kXDoeJRqMUFMRimqJIaV901Wz23WUcp//+7xy29/YAbLThBtzwuxPp17c3UX8pQoQ7Hvw3Pp/A1Jlw51PIkhXwl/Pgq5looIhhQzZgyhfT2WzkUCZ/MZ2Tj9qHb2b+gI8wRCNu1mA6AsXgL+5yNwTDyDtdzCLcLikcVHWFiLwBbAtUiUjAszQNAOZ7q80HBgLzRCQAVAJL49pjxG+TqH1pin0YxnrHZ599xuF/+hPFASUQreaeq05iQN/u3P/su+x83J8oKy3i4Yt+TuWJ17BgRH/2+c/79KgsA6Bvz0qWrVzDYefeyt8vO951KAJFZY39b7v5EH5avgYRobykkPGbOQvZxcftzmnXPM6qNbX4fMKdf72Qy668gTnzF1PfEObuq06isNsAfnH+dXw1fRY3X3UuAB9+Oo2tRm/S/CDCNVBQyUF7bsNv/nw/D11/DgBXnXcUJ118Kw0NYQKFJTx1xyVQXQtX3gmfT4cdx8C4UbDnDvDVTIiGOeWofTj6V1fxj0eeZ/NNhjF+7GZ8M/MHt581c9GKIamtWcEyl7rBMAyjjYhqfgw4ItILCHkCqxh4GReQfjzwVFxQ+heqepuInAlsrqq/9ALfD1bVw0VkM+ARXAzWBsBrwAic1f9bYFeciPoY+LmqThWRJxLtI9V4x40bp5MnT87DmTCM9kE1is58xs22iycSRc64ATYehJ57WOYdRgszT1BaVOESn66VYlSgajgSl03+w0+m0q9PTwb1b5EZPlCMrpqTfB/LViF3vwRP/BdOOAhOOwzKStZer6ASQi6wH3+xy6EVnz6iauMkpX/EFZ62GoNGF0FEpqjquPba37iR/fWj287Meb/+3X7XrseRDfm8mvQD7vfisnzA46r6vIhMAx4VkauAT4G7vfXvBh4UkZnAMtyMQjzR9DgwDZda8UzPDYmInAW8BPiBe1R1qtfXhUn2YRjrLSI+6LsV+sNrzdtvewbqGtCzktTpS0bQj3uWyeBBrKI31CfIPo+6hKGFTfmmthmzWeI+wrVQ3Btqf2reXl0L9z6PPPBfOGBXeP0e6NU9+VhC1YDPWaQaVjrhFBNdkNiaJX4oKG+ec8swDKON5E1kqeoXwJYJ2mfhrFIt2+uAhI/ZqvpH4I8J2l8AXsh0H4ax3lM2AEr7ubI0AP9+D55/H33k9xDM8uceqYGK/rBqXur1iiqhflny5bWL0cJKJAOx1qzcTjgCT72O3PwkbDsGnrsVhiacw9IcDbus7g0r3OeGlS7GKpa5PVzdPDbLAtwNo52QLvc7M7u4YaxHiIizZn33HKypxXfxXUSfugJ6JMhcnrKjANQKOnMKMqQ/RJMnBaWiVxIrVhw1P6HFPdMXTY7UQ8kG8NwzyHWPQq+ecM8fYYuR2Y2/ZZkdCeBS93nErFn+YifAutiF3zA6jC72WzORZRjrGVLUHa0aBjoTHTcSpkyHkQPTb9hIOfrZB7B6ufd5JLAi8apFFamtWDEaVrlSNOn4aiZy2S2wbDn8/pcwcXxuLsqh1c5aFavrGKnzLFgJYroMwzByRNeaS2kYXQTptSWIoL87Brn9WVi2Kv1G/gr0uwXo/16ME1ig0yZDoCjxNhW9yShmC2DN/ORrrlwNv70JjvkN7L8TvHwn7Lptbp96NepKChVUQK8xSEF57vo2DCMzRHL/6sSYyDKM9RApKIPCbjBiAOy1DXLHc8lX9pegS2rRt16AhbPWXt5QB/UJLhVF5ZlZsWJE6hK7HSdPgz1PglAtvHk/HLu/y06fa8K1UDkcemyBeKWHDMMw8omJLMNYT5FuLiu6nn4A/PcjmLWw+Qq+INQG0P+9Dt9MSdmXTpvsZt/FU9GHjK1YMVbPQ2Pz+lThzifhpIvgsjPgL+dDZVnq7VtLoBR6j0XK+qePCzMMI49IHl6dF4vJMoz1lW4j4MfJ0K0cPWkf5K+PobedAwhoKTrlPajOwI0IoFF0eTVS6n0uLIP65Sk3SdxPBEI1UBuB8/4CixbB87fBgL7Z95UpBRXOepVJpnfDMPJL59ZEOccsWYaxvrJ6rhM1AD/fFb6bD4+9h86Yg77738wFVozvvnAuSIDKvhCXYDQrPpsC+54GPcvhyRvzK7CCZdBjcxNYhmF0CCayDGM9Ree/2/ShpBt6xRnI1ffAjG9b32ldFApKoaEVVqxQGB58E/nF1fCro+HP50JhQevHkg4JQI9RiC+Yfl3DMPKP0OUC381daBjrIRqNgL8A1A/BCqheBOMGoodPRP7zGXrUttl12GswDB4AgQiU9UufF6vZYBTe+wb562PQpwc8cwtsOCC7/beGbhsh/iSzIg3DMNoBs2QZxnqGLv8WnfGklxeq3sv+rhCNwsBe+N6a5rKpZ8qw0TCsLxKMQLAoOyvWN/OQ025GrnkELjwJHrm2fQRWSR+kuHf+92MYRhbkwYqVgSVLRO4RkZ9E5Ku4tu4i8oqIzPD+7+a1i4j8TURmisgXIjImbpvjvfVniMjxmRyxWbIMYz1D1yxwgmrNgrhGRU66HlasJPKbvSGQQYxSv+HQvy8SjEu7UNxj7dqCifhxOXLbi/DWZDj3ODhqn+zL+rQWfxFUjmiffRmGsS5wH3AL8EBc20XAa6p6tYhc5H2+ENgLGOG9tgFuB7YRke7ApcA43LTqKSLynKqmfOo0kWUY6xu+Aq9IchzL18D0H4heexT40jz59RoEAwcihRFcTXYPfyHUpXETVtchD7wJD70AR+8Lbz8A5aWpt8k13TZBfHZpM4xOSQfEUKnq2yIypEXzAcAE7/39wJs4kXUA8ICqKvCBiFSJSD9v3VdUdRmAiLwCTAL+mWrfdiUyjPUMqRiMLp3WvNHvc+JqRTV0T5KLSnywxbZQFEYkgTuxpGdyK1Y4Av+ejNz8BGw3Gl66E/r3adNxtIrywUhhZfvv1zCMDOk0gep9VDWWPHARELtg9Qfmxq03z2tL1p4SE1mGsb5RmKAYdGUpevguyH8+R4/dfu3lPQfCoMFIYZiEF0F/EOoSZHdXhXemIdc9Dj0r4YHrYbNs6iTmkGA5lA/umH0bhtGR9BSRyXGf71TVOzPdWFVVRLLMrJwZJrIMY30jWArib8qRFePEPZB9L0EXLIcNvHxX5T1hw5FQHEYkQcmbGMW9oG5x87av5yLXPwWLl8NvT4KJW0OgEDefppU5tFqL+KD7JojYXB7D6NTkx5C1RFXHZbnNjyLST1UXeu7AmJl+PhD/pDjAa5tPk3sx1v5mup3YFckw1jNEfC5AvSXlJeiJk/A9/7mrO7jZeNh0GFISSV1qxheEhhVNnxcsRS55EDn9BthvZ/jv7bDrNi7WItLgZjW2N5UjkEBJ++/XMIx1leeA2AzB44Fn49qP82YZjgdWem7Fl4A9RKSbNxNxD68tJSayDGM9RKqGJV5w1C6wYAVoIVIBki4IHqC0N0RDzjX4xHvIYZfDgD7w5t3w8wQzFeuXO2HWXhT1hJI8Zo03DCN3dEwKh38C7wMjRWSeiJwEXA3sLiIzgN28zwAvALOAmcBdwBkAXsD7lcDH3uuKWBB8KsxdaBjrI1XDYeFHa7sMC4Po6fvhu/lf6D0XpL9A+YJONKkif30aPvgSnrkRhqaI99QI+AqdMMs3vgKoGmlFnw1jXSCW8b2dUdWjkizaNcG6CpyZpJ97gHuy2bdZsgxjPUQChVCaZHbfvuNhxRp458v0HZX0cmLp4bfgo6nwxHWpBVaM+mXgL85u0K2h28aI38rmGIbROTGRZRjrKyVJRFbAj/76YOSmf0EkRYC6L+iyu0+egfzjWbjrUqho55xXqSgdgBR17+hRGIaRMZKnV+fFRJZhrKeknGk3YQsoLYIXPky+TnUt3P48cvbNcMMFLg4rGxpWQiBPoixQCpVD89O3YRhGjjCRZRjrKRqpT75QBP31Qchtz0KoReqGUBgefxvZ/3fI7IXw77/BjmNbN4hUY2g14qVryKA0kGEYnYsOCHzvSCzw3TDWV+pXpV4+biQM7QdPvAU/39W5Dv/7MXLHf2DIBnDvlTBqeNvGEK6Boh4QWt22fuKpHIZ0RJoIwzDaTicXRbnGRJZhrIdopAGqF6Zf79cHIaffiFaUIg+8BiXFcM05rjROrgitJmcJSot6QGkGgfeGYRidABNZhtHZ0Sg0rPbEirjs6/6C1Nssn5FZCoWNB8H2Y5Dbn4fLz2hKKppLIg0ul1UojWUtHf5CN5uwiz0JG8Z6RRf7+ZrIMozOSDQEDaucwArX0cwKVL88+cxBQMO16E+fpd9HaT8IFsPNF+fZhJ+LvgW6b4a0Z5JTwzCMNmIiyzA6I3XLIVKbeFmk3omvFrMHNVIPy2agq3+AcJJtwQm0glKEMBDOr8AKVjiN1VYrVuUwpCBB4WvDMNYtupgl2kSWYXQ2oqHkAgsAhUgdxNfqU4UV36ELP0i+WXEPKKxsElf5xBeEgorcBLwX97I4LMNYbzCRZRhGRxGpS22FilG/AvxFgEC42uWkQhOvW1DhMrdrgyew8kxRDzerMBcCy19sZXMMw1hnMZFlGJ0BVSeW6paRVCzFEw1BzSK3nTrhJAVlaMUgWPWDW8dfCOX9QUMIofYx0/sLILSGjI4hLT7osRnis8uUYawXrAN5rXJN3pKRishAEXlDRKaJyFQROdtr30JE3heRL0Xk3yJSEbfNxSIyU0Smi8iece2TvLaZInJRXPtQEfnQa39MRAq89kLv80xv+ZB8HadhtIlIgxNW1fOgbilZiZNoqFFgxZCqoU7oVAyC8r4I4fa1AkUaIFc5rKpGWD4swzDWafKZ8T0M/EZVNwXGA2eKyKbAP4CLVHVz4GngAgBv2ZHAZsAk4DYR8YtL63wrsBewKXCUty7ANcANqjocWA6c5LWfBCz32m/w1jOMzoGqmzlYvRBqFjq3muYghxQg/gLovz3iA8mJNakV1C1tu9Aq6YuU9svNeAzD6Dx0sYzveRNZqrpQVT/x3q8Gvgb6AxsBb3urvQIc4r0/AHhUVetVdTYwE9jae81U1Vmq2gA8Chwg7vF8IvCkt/39wIFxfd3vvX8S2FUsqMPoLERDLg1DtCEv3Ys/2DwoPl+IH8oHQ++x0Gcb6DUGKodBsBxCNbQ6wDVQApUjcjpUwzCMjqBdgh08d92WwIfAVJwIegY4DBjordYfiJ8aNc9rA5jbon0boAewQrXRXxK/fv/YNqoaFpGV3vpLcnVMhpE1kXoXrxRak9fdCIqWD4Ll3+RvJ4FS6D0GCRQ3by/uCZXDXDqJUC1EatzxpkpJ0ZLK4YjP6hIaxnpJFzN35F1kiUgZ8BRwjqquEpFfAH8Tkd8DzwH5eZzPbGynAqcCDBo0qKOGYXQV6le42YPtgkJhN2cxywc9NltbYMUh/kIXeE9V04hC1c6VWLfEuUsTUdgNKeqe27EahtF56GJOpbyKLBEJ4gTWw6r6LwBV/QbYw1u+EbCPt/p8mqxaAAO8NpK0LwWqRCTgWbPi14/1NU9EAkClt34zVPVO4E6AcePGdVAAi9FlKOrhzQiM5H1XAmhpv/yILF8QCiqzH1OwFIKlUD7I1VasXQzV8126hxgVG+ZwoIZhGB1LPmcXCnA38LWqXh/X3tv73wdcAtzhLXoOONKbGTgUGAF8BHwMjPBmEhbgguOfU1UF3gAO9bY/Hng2rq/jvfeHAq976xtGx+ELQHEf8jvfpAnRCJTkIXjcF2zzjEXxFyBl/aH3VtDjZ06AlvRBCspzNEjDMDonkodX5yWflqztgWOBL0XkM6/ttzjBdKb3+V/AvQCqOlVEHgem4WYmnqnqHvlF5CzgJcAP3KOqU73tLwQeFZGrgE9xog7v/wdFZCawDCfMDKPj8QddBvPaH9tnf0XdnPUslzMNI3Woak5SQ4gIFHWHou7Yc5BhGOsbeRNZqvo/kkvMm5Js80fgjwnaXwBeSNA+Czf7sGV7HS6o3jA6H4Eil+IgzwHw4KxZWrkhrPwud51q1MVUFWbvMkyFTQA2jC5AF/udt4/fwjCM5gTbsdixL+DSKuSS+hW57c8wjPWffOTI6uSizUSWYXQE/qBXezD/CEDZgNx2mqccX4ZhGOsTVhTMMDqKYFk7pnSIggTWKsPTakLVuenHMIyuRSe3POUas2QZRkcRKKZ1M2MkayuYgEsUmivql6M5KgVkGIaxvmIiyzA6CvG1rvyNv9Dl2vIVuFcGqATcdkU9PNdhG58moyGoaacZkoZhGOso5i40jI6ksBLCWbjexA/RsGdy91Ie+Iuc6EmR5FSKekBZ/8bPWjkMqhfAmhbJQLNh1Wy0pK/NCjQMI3O62PXCRJZhdCS+IBR2h/plma/fUkxphEYXYqSetXJiBUpd2og4xF8IFUPR8iFupmDtT67cTTaxVqE10LASCqsy38YwDKMLYSLLMDqaYBlE69MLHF9hcmuViOdCDLrPjbP/xNUwTIJLBtrNvRjpCjvXLXeir25ZeitXuMZElmEYmWOWLMMw2hURZ82KhFKkRohzD6bEW8dXBBpyNQZ9/syH4i+E0r7uBWi4ztU/rFvm/m8puiTzvg3DMLoaJrIMozMgPlduJ1kBaX8KK1ZCvMD4QGnbhhUogkA/KHU1EFWjEK6DSC3prGSGYRhrYZYswzA6BF/AiZa6pTSzWjULds+Cwirw5XYCsYgPgiXuZRiGYaTERJZhdBZUXVyWrxCicUlKEwW7pyNQAv7M0jsYhmG0D0Kb08esY5jIMozOQrimKSO7v8jLBu9zBZmzQXxQ0I61EQ3DMDJBMHehYRgdgEYhtDruc8QJLVUgS5FVUOGElmEYhtGhmMgyjM5AqHpti1W2LkJwwe7+4tyMyTAMI9d0sQfArnW0htEZ0YhL7JkLCiu7nDneMAyjs2KWLMPoaKJhMsuBlYZgWVMyUsMwjE6HBb4bhtGeqELD6vTrpUP8TmQZhmF0ZrqYpd3chYbRkUTqUmR5z4KCyi4X62AYhtHZMUuWYXQUGoWGVW3vx1+4VgFowzCMTkkXexjsWkdrGJ2J0JrWzSBshjgrlmEYhtHpMEuWYXQE0VBuZhQGy1w5HsMwjHWCrhWTZVdnw2hvVKF+Zdv7kYAFuxuGsQ4hFvhuGEaeidRnXyonEZYTyzAMo1NjlizDaE9UXfkcjbjs7NEQrcqR5S92Ae+GYRjrFF3LttO1jtYwOppwrRNYIl4xaHFiKyvECkAbhmGsA5glyzDaC42uHewuOLHlC7rlmcw2LCgHnz8vQzQMw8gbQpcLcTBLlmG0F6E1QJJYLI04keUrIOXsG18AAqX5GJ1hGIaRY8ySZRjtQSQE4ZrU68RciOJzr2ho7XUKLNjdMIx1mC52/TKRZRj5RiPQsDybDbzA+BYuRH+RBbsbhrEO0/UKRJu70DDyiUahfkXrUja0dCFasLthGMY6Rd5ElogMFJE3RGSaiEwVkbO99tEi8oGIfCYik0Vka69dRORvIjJTRL4QkTFxfR0vIjO81/Fx7WNF5Etvm7+JODukiHQXkVe89V8RkW75Ok7DSEmjSGolMReiZXY3DGN9IBYOkctXJyafowsDv1HVTYHxwJkisinwF+ByVR0N/MH7DLAXMMJ7nQrcDk4wAZcC2wBbA5fGiabbgVPitpvktV8EvKaqI4DXvM+G0f74Am42YGH31vchPsvsbhiGsQ6SN5GlqgtV9RPv/Wrga6A/LvNizO9RCSzw3h8APKCOD4AqEekH7Am8oqrLVHU58AowyVtWoaofqKoCDwAHxvV1v/f+/rh2w+gY/AXga2U8VbCiywWLGoaxniKS+1cnpl38DyIyBNgS+BA4B3hJRP6KE3nbeav1B+bGbTbPa0vVPi9BO0AfVV3ovV8E9MnRoRhG6wmWQH19dtv4CizY3TCM9YjOLYpyTd6dmSJSBjwFnKOqq4DTgXNVdSBwLnB3PvfvWbkS1i0RkVO9uLDJixcvzucwDMMJpmzjBwrMimUYhrGukleRJSJBnMB6WFX/5TUfD8TeP4GLswKYDwyM23yA15aqfUCCdoAfPXci3v8/JRqfqt6pquNUdVyvXr2yP0DDyAYRkCyMx4FSC3Y3DGM9QizwPVd4M/3uBr5W1evjFi0AdvbeTwRmeO+fA47zZhmOB1Z6Lr+XgD1EpJsX8L4H8JK3bJWIjPf2dRzwbFxfsVmIx8e1G0bHkukFQfwW7G4YhrGOk8/H5O2BY4EvReQzr+23uNmAN4lIAKjDzSQEeAHYG5gJ1AAnAqjqMhG5EvjYW+8KVV3mvT8DuA8oBl70XgBXA4+LyEnA98DheTg+w8ieYBlEGkhaXieGuQkNw1jfEJAudl3Lm8hS1f+RPMJtbIL1FTgzSV/3APckaJ8MjErQvhTYNZvxGka74AtAUXeoX5Y8Qam/0ILdDcNYT+laIqtzOzMNY33EF4CiHq5sTiKCltndMAxjfcCiag2jIxC/S1Bav6x5IehgGfj8HTcuwzCMvCGdPlA913StozWMzoQIFFTGfQ64GYWGYRjGeoGJLMPoSHyBplmEFuxuGMZ6j+ThlcFeReZ4tY4/E5HJXlvCOsepailni4ksw+hoAqXOouVvQyFpwzAMIx27qOpoVR3nfU5W5zhhLeXWYCLLMDoaCV8TyAAADBZJREFUEQgUd/QoDMMw8k/nql2YrM5xslrKWWMiyzAMwzCM9iE/Gd97xkrkea9TE+xZgZdFZErc8mR1jpPVTM4am11oGIZhGMa6zJI4F2AydlDV+SLSG3hFRL6JX6iqKiIJ6xy3BbNkGYZhGIbRDuQj6D0zd6Gqzvf+/wl4Glc3OVmd42Q1k7PGRJZhGIZhGOstIlIqIuWx97gayF+RvM5xslrKWWPuQsMwDMMw2oeOSVPTB3jaq5sYAB5R1f+KyMckrnOcsJZyazCRZRiGYRhG/hE6JOO7qs4CtkjQnrDOcapaytli7kLDMAzDMIw8YJYswzAMwzDaia5V1cIsWYZhGIZhGHnALFmGYRiGYbQDbc7Qvs5hIsswDMMwjHaiaznQutbRGoZhGIZhtBNmyTIMwzAMo30wd2HXZMqUKUtE5PuOHkcG9ASWdPQg1lHs3LUNO39tw85f67Fz1zaSnb/B7T2QroaJLA9V7dXRY8gEEZmcQSFMIwF27tqGnb+2Yeev9di5axud6vx1MUuWxWQZhmEYhmHkAbNkGYZhGIbRDghdzbZjImvd486OHsA6jJ27tmHnr23Y+Ws9du7aRuc5f13MXSiuDqJhGIZhGEb+GLfFJvrxy/flvF9f3/FTOk3MWQvMkmUYhmEYRjvRtSxZXcs52skQkXtE5CcR+SrJ8gNE5AsR+UxEJovIDi2WV4jIPBG5xftcIiL/EZFvRGSqiFzdHsfREeT63LVY9lyyftcX8nH+RKRARO4UkW+97+Ah+T6OjiJP5+8oEfnS2+6/ItIz38fREbTl3IlIxGv/TESei2sfKiIfishMEXlMRAra41g6gjydv4dFZLqIfOX1H2yPY+kKmMjqWO4DJqVY/hqwhaqOBn4B/KPF8iuBt1u0/VVVNwa2BLYXkb1yM9ROx33k/twhIgcDa3IzxE7NfeT+/P0O+ElVNwI2Bd7KyUg7J/eRw/MnIgHgJmAXVf0Z8AVwVg7H25m4j9afu1pVHe299o9rvwa4QVWHA8uBk3I75E7FfeT+/D0MbAxsDhQDJ+d0xDEEF5OV61cnxkRWB6KqbwPLUixfo01Bc6VAYwCdiIwF+gAvx61fo6pveO8bgE+AAXkYeoeT63PntZcB5wFX5XzAnYx8nD/cBf3P3vZRVV1vk0fm4fyJ9yoVEQEqgAW5HndnoC3nLhHe+ZoIPOk13Q8c2PaRdk5yff68bV5QD+Aj8nbfkDy9Oi8msjo5InKQiHwD/Ad3E0NEfMB1wPkptqsC9sM91XRJWnHurvSW1bTbIDsx2Zw/7/sGcKWIfCIiT4hIn/Ycb2cjm/OnqiHgdOBLnLjaFLi7XQfciUh07jyKPBfYByJyoNfWA1ihqmHv8zygf/uNtvOR5fmL3y4IHAv8t31Guv5jIquTo6pPe+6/A3EiAOAM4AVVnZdoG8/18E/gb6o6q10G2gnJ5tyJyGhgmKo+3a6D7MRk+d0L4J5+31PVMcD7wF/ba6ydkSy/f0GcyNoS2ADnLry4/UbbuUhy7gAGe7PIfg7cKCLDOmJ8nZ02nL/bgLdV9Z28Da6LuQttduE6gqq+LSIbesGw2wI7isgZQBlQICJrVPUib/U7gRmqemMHDbdTkcm5A74HxonIHNzvoreIvKmqEzpq3J2FDM/fxTgL4L+8zZ5g/Y6LyZgMz99T3rrfAYjI48BFyfrsKsSfO1VdoqrzvfZZIvImTpQ+BVSJSMCzZg0A5nfcqDsPGZ6/2HfuUqAXcFqHDXg9xERWJ0ZEhgPfqaqKyBigEFiqqkfHrXMCMC4msETkKqCSfAUuriO05twBt3vtQ4Dnu7LAauV379/ABOB1YFdgWnuPu7OQ7fkTkQ2ATUWkl6ouBnYHvu6IsXc0yc6diHQDalS13hOs2wN/8dZ7AzgUeBQ4Hni2o8bf0WR7/rxtTgb2BHZV1Wh+R9i1HGgmsjoQEfkn7qbUU0TmAZcCQQBVvQM4BDhOREJALXBEXEBjov4G4GZ4fQN84uJBuUVVW85sWufJ9bnrauTp/F0IPCgiNwKLgRPzM/qOJ9fnT1UXiMjlwNveNt8DJ+T1IDqI1p47EdkE+LuIRHF36qtVNSbkLwQe9R4yP2U9jmfL0/m7A/ede9+7b/xLVa/I0wHkpdvOimV8NwzDMAwj74wbval+/OojOe/X12tLy/huGIZhGEZXpvOnXMg1Xcs5ahiGYRiG0U6YJcswDMMwjPahi8VkmSXLMAzDMAwjD5jIMgzDMIx1DElTKLrFujdIU2Hob0VkRTsMMdlo8vDqvJjIMgwjJV6yzHz2/4KIVHmvM1qx/QQReT4fYzOMTsx9pC4U3YiqnqteYWjgZpqSBrc/XSzju4kswzA6FFXdW1VXAFW4sjOGYaQhUaFoERkmIv8VkSki8o6IbJxg06NwZdeMdsBElmEYWSMio70is1+IyNNeNmlE5E0RuUZEPvLcEjt67SUi8riITPPW/1BExnnL5ngZqK8GhnkujWtbWqhE5BYvSzoiMklEvhGRT4CD49Yp9dwoH4nIpyJyQPudFcPocO4EfqWqY3FFyG+LXygig4GhuKoMHUTXchfa7ELDMFrDA7iL+VsicgUu6/Q53rKAqm4tInt77bvhLFTLVXVTERkFfJagz4uAUZ5LAxGZkGjHIlIE3AVMBGYCj8Ut/h3wuqr+QkSqgI9E5FVVrW79oRpG50dEyoDtgCekyYVW2GK1I4EnVTXSnmPrypjIMgwjK0SkEqhS1be8pvtxBaFjxOI9pgBDvPc7ADcBqOpXIvJFG4awMTBbVWd443kIONVbtgewv4ic730uAgbRResAGl0KH7Ai9pCShCOBM9tnOAlYB2Koco2JLMMwck2993+Etl1jwjQPaSjKYBsBDlHV6W3Yr2Gsc6jqKhGZLSKHqeoT4sxZP1PVzwG8+KxuwPsdOtAuFqXUtY7WMIw2o6orgeWxeCvgWOCtFJsAvAscDiAimwKbJ1hnNVAe9/l7YFMRKfRcf7t67d8AQ0RkmPf5qLhtXgJ+5d1gEJEtMzoow1jH8ApFvw+MFJF5InIScDRwkoh8DkwF4mMSjwQezaDQu5FDzJJlGEY6SkRkXtzn64HjgTtEpASYBZyYpo/bgPtFZBpOJE0FVsavoKpLReRdL+/Pi6p6gYg8DnwFzAY+9darE5FTgf+ISA3wDk3i7ErgRuALEfF52+3byuM2jE6Lqh6VZFHCtA6qeln+RpMFXcxdKCZqDcPINyLiB4KeQBoGvAqMVNWGDh6aYRjtxLgtR+nHbzyV83593Taeoqrjct5xDjBLlmEY7UEJ8IaIBHFxU2eYwDKMrkjXsmSZyDIMI++o6mqgUz5pGobRXnT+vFa5xgLfDcMwDMMw8oBZsgzDMAzDaBekiwW+myXLMAzDMAwjD5glyzAMwzCMdsIsWYZhGIZhGEYbMUuWYRiGYRjtQxeLyTKRZRiGYRhGO9G1RJa5Cw3DMAzDMPKAWbIMwzAMw8g/IiBdy7bTtY7WMAzDMAyjnTBLlmEYhmEY7UTXiskykWUYhmEYRvvQxWYXmrvQMAzDMAwjD5glyzAMwzCMdsIsWYZhGIZhGEYbMUuWYRiGYRjtgHS5mCwTWYZhGIZhtBNdS2SZu9AwDMMwDCMPmCXLMAzDMIz2oYu5C82SZRiGYRiGkQfMkmUYhmEYRjthlizDMAzDMAyjjZglyzAMwzCMdkBAupZtx0SWYRiGYRjthLkLDcMwDMMw1htEZJKITBeRmSJyUXvt1yxZhmEYhmHkH6FDUjiIiB+4FdgdmAd8LCLPqeq0fO/bLFmGYRiGYazPbA3MVNVZqtoAPAoc0B47NpFlGIZhGEY7IXl4paU/MDfu8zyvLe+Yu9AwDMMwjLwz5ZPPX5Linj3z0HWRiEyO+3ynqt6Zh/1kjYkswzAMwzDyjqpO6qBdzwcGxn0e4LXlHXMXGoZhGIaxPvMxMEJEhopIAXAk8Fx77NgsWYZhGIZhrLeoalhEzgJeAvzAPao6tT32LaraHvsxDMMwDMPoUpi70DAMwzAMIw+YyDIMwzAMw8gDJrIMwzAMwzDygIkswzAMwzCMPGAiyzAMwzAMIw+YyDIMwzAMw8gDJrIMwzAMwzDygIkswzAMwzCMPPD/UwqI9OPiJswAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The visualization represents the two largest population shares: the White and Black communities\n", "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "race2014_.plot(ax=ax, column=\"pop_white0\", cmap='OrRd', legend=\"TRUE\", vmax=3000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('White Population of Detroit City, 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "id": "5882692b-06c4-4605-b5d6-19170ef69b13", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "race2014_.plot(ax=ax, column=\"pop_black0\", cmap='OrRd', legend=\"TRUE\", vmax=6000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Black Population of Detroit City, 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 55, "id": "a21389b6-9923-4401-899d-8acc00bcd8c8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2936" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of column to find the scale\n", "race2022_['pop_white0'].max()" ] }, { "cell_type": "code", "execution_count": 56, "id": "aaf8d378-dfe1-48c7-b0b6-399855a17f60", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5572" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of column to find the scale\n", "race2022_['pop_black0'].max()" ] }, { "cell_type": "code", "execution_count": 57, "id": "66425d41-0cbd-430f-8685-58efcaa3e7fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "race2022_.plot(ax=ax, column=\"pop_white0\", cmap='OrRd', legend=\"TRUE\", vmax=3000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('White Population of Detroit City, 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "id": "02f28737-6a90-4202-9cf8-835dfb9371ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "race2022_.plot(ax=ax, column=\"pop_black0\", cmap='OrRd', legend=\"TRUE\", vmax=6000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Black Population of Detroit City, 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "57c00a93-eb30-4a8f-9f7e-6a3bce2a2b47", "metadata": {}, "source": [ "To identify the racial composition in each SNF neighborhood, spatial join between race data and SNF data are conducted." ] }, { "cell_type": "code", "execution_count": 59, "id": "f1fdf179-6b04-4c3a-9053-ef7378cfd66b", "metadata": {}, "outputs": [], "source": [ "#overlay the two geodataframes\n", "snf_race14 = gpd.overlay(snf,race2014_, how=\"intersection\")" ] }, { "cell_type": "code", "execution_count": 60, "id": "e184fd18-a39c-4bc2-920e-549e7a4856d9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OBJECTID_1Proj_NAMEStaff_ContSNFReferenceSHAPE_LengSHAPE_AreaGEOIDpop_white0pop_black0pop_asian0pop_other0pop_latino0p_white0p_black0p_asian0p_latino0p_other0geometry
01Campau / BanglatownEastSNFhttps://detroitmi.gov/departments/planning-and...0.0907450.000337261635106001509746166533800.3543917332080790.1751996242367310.39102865194927200.0793799906059183POLYGON ((13480796.360 334353.480, 13480812.92...
11Campau / BanglatownEastSNFhttps://detroitmi.gov/departments/planning-and...0.0907450.000337261635105003781252306816300.07776177741205510.257560172803950.63114585476239500.0335321950216005POLYGON ((13472882.815 331871.418, 13472668.30...
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" ], "text/plain": [ " OBJECTID_1 Proj_NAME Staff_Cont SNF \\\n", "0 1 Campau / Banglatown East SNF \n", "1 1 Campau / Banglatown East SNF \n", "\n", " Reference SHAPE_Leng SHAPE_Area \\\n", "0 https://detroitmi.gov/departments/planning-and... 0.090745 0.000337 \n", "1 https://detroitmi.gov/departments/planning-and... 0.090745 0.000337 \n", "\n", " GEOID pop_white0 pop_black0 pop_asian0 pop_other0 pop_latino0 \\\n", "0 26163510600 1509 746 1665 338 0 \n", "1 26163510500 378 1252 3068 163 0 \n", "\n", " p_white0 p_black0 p_asian0 p_latino0 \\\n", "0 0.354391733208079 0.175199624236731 0.391028651949272 0 \n", "1 0.0777617774120551 0.25756017280395 0.631145854762395 0 \n", "\n", " p_other0 geometry \n", "0 0.0793799906059183 POLYGON ((13480796.360 334353.480, 13480812.92... \n", "1 0.0335321950216005 POLYGON ((13472882.815 331871.418, 13472668.30... " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#check the result\n", "snf_race14.head(2)" ] }, { "cell_type": "code", "execution_count": 61, "id": "8f79ef66-9d81-4d5b-b39b-0c96a74c4758", "metadata": {}, "outputs": [], "source": [ "#aggregate each race population data based on SNF neighborhood\n", "snf_race14_ = snf_race14.groupby(\"Proj_NAME\").agg({\"pop_white0\":'sum',\n", " \"pop_black0\":'sum',\n", " \"pop_asian0\":'sum',\n", " \"pop_latino0\":'sum',\n", " \"pop_other0\":'sum'}).reset_index()" ] }, { "cell_type": "code", "execution_count": 62, "id": "ffbe5633-ab55-40b6-a155-d6378008fc4b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Proj_NAMEpop_white0pop_black0pop_asian0pop_latino0pop_other0
0Campau / Banglatown2229387947920604
1East Warren / Cadieux30662919748265788
2Grand River / Northwest4294498081095011196
3Gratiot / 7-Mile2242462913114001186
4Islandview / Greater Villages238325431176221558
5Jefferson / Chalmers69476747995238
6Livernois / McNichols2609508211293651425
7Russell Woods / Nardin Park27115383261300
8Southwest / Vernor984542346317701139
9Warrendale / Cody-Rouge9286349202022411893
\n", "
" ], "text/plain": [ " Proj_NAME pop_white0 pop_black0 pop_asian0 \\\n", "0 Campau / Banglatown 2229 3879 4792 \n", "1 East Warren / Cadieux 3066 29197 48 \n", "2 Grand River / Northwest 4294 49808 109 \n", "3 Gratiot / 7-Mile 2242 46291 311 \n", "4 Islandview / Greater Villages 2383 25431 176 \n", "5 Jefferson / Chalmers 694 7674 79 \n", "6 Livernois / McNichols 2609 50821 129 \n", "7 Russell Woods / Nardin Park 271 15383 2 \n", "8 Southwest / Vernor 9845 4234 6 \n", "9 Warrendale / Cody-Rouge 9286 34920 202 \n", "\n", " pop_latino0 pop_other0 \n", "0 0 604 \n", "1 265 788 \n", "2 501 1196 \n", "3 400 1186 \n", "4 221 558 \n", "5 95 238 \n", "6 365 1425 \n", "7 61 300 \n", "8 31770 1139 \n", "9 2411 893 " ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "snf_race14_" ] }, { "cell_type": "code", "execution_count": 63, "id": "6d9327b7-d8ab-4cfc-8f6e-69f23772c793", "metadata": {}, "outputs": [ { "data": { "image/png": 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BEHQPRUrBNxNRCr5t4nsIgqAWzVAKPgiCIJgFCSUSBEEQdJlQIkEQBEGXCSUSBEEQdJlQIkEQBEGXCSUSBEEQdJlQIk3EX//6VyTx9NNPt3vcVlttxTvvvFNGqCAIgnaIZMMarH7J6t16vXF7juvUcVdccQUbbLABV1xxBT//+c/bPO6mm27qLtGCIAhmiFiJNAnvv/8+9957LxdccAFXXnklABMnTmSjjTZi4MCBrLbaatxzzz0A9O/fnzfffBOA7bffnrXWWotVV12Vc889d+r15ptvPo499lgGDBjAkCFDeO2116afNAiCYAYJJdIkXH/99QwbNowVVliBRRZZhNGjR3P55ZezxRZbMGbMGMaOHTu1LEo1F154IaNHj2bUqFGcfvrpvPXWWwB88MEHDBkyhLFjx7LRRhtx3nnnFf5EQRD0BEKJNAlXXHEFu+66KwC77rorV1xxBWuvvTYXXXQRw4cPZ9y4ccw///zTnXf66adPXW28/PLLPPfccwDMOeecbL311gCstdZajB8/vthnCYKg51BXJSJpIUnXSnpa0lOS1pO0sKTbJD2Xf/bJx0rS6ZKel/SYpEFV19kzH/+cpD2rxteSNC6fc7ok1fPz1ItJkyZx5513su+++9K/f39+/etfc/XVV7Phhhty9913s+SSS7LXXntx6aWXtjhvxIgR3H777dx///2MHTuWNddcc2rJ9znmmIPK19GrV6+o4BsEQV2o90rk98AttlcCBgBPAUcDd9heHrgjbwNsCSyfX/sDZwNIWhg4DlgXWAc4rqJ48jH7VZ03rM6fpy5ce+21/OAHP+Cll15i/PjxvPzyyyy77LLcfffd9O3bl/322499992XRx55pMV57777Ln369GGeeebh6aef5oEHHmjQJwiCoKdSt+gsSQsCGwF7Adj+FPhU0nbAxvmwS4ARwFHAdsClTmWFH8irmCXysbfZnpSvexswTNIIYAHbD+TxS4HtgZvr9ZnqxRVXXMFRRx3VYmyHHXZgr732Yt5552WOOeZgvvnmm24lMmzYMM455xxWXnllVlxxRYYMGVJS7CAIgrqG+C4LvAFcJGkAMBo4FOhre2I+5lWgb36/JPBy1fkT8lh74xNqjM8wnQ3J7S7uuuuu6cYOOeQQDjnkkJrHV/s3br65ts58//33p77fcccd2XHHHWdMyCAIghrU05w1OzAIONv2msAHTDNdAZBXHXVvaCJpf0mjJI1q3XI2CIIg6Dr1VCITgAm2H8zb15KUymvZTEX++Xre/wqwVNX5/fJYe+P9aoxPh+1zbQ+2PXixxRaboQ8VBEEQTKNuSsT2q8DLklbMQ5sCTwI3AJUIqz2B6/P7G4A9cpTWEODdbPa6FdhcUp/sUN8cuDXve0/SkByVtUfVtYIgCIIC1LvsycHAZZLmBF4A9iYprqsl7QO8BOycj70J2Ap4HvgwH4vtSZJOAB7Oxx1fcbIDPwIuBuYmOdRnOqd6EATBzExdlYjtMUCtvryb1jjWwEFtXOdC4MIa46OA1WZMyiAIgqCrRMZ6EARB0GVCiTQJ8803X6ePHTFiBCNHjpy6fc4550yXQxIEQVCCKAVfg6dWWrlbr7fy00916/VGjBjBfPPNx9ChQwE48MADu/X6QRAEnSVWIk3M3/72N9Zdd13WXHNNvvWtb/Haa68xfvx4zjnnHE499VQGDhzIPffcw/Dhw/nNb34DwMYbb8xRRx3FOuuswworrDC1fPzHH3/M3nvvzeqrr86aa65ZM8ExCILgyxJKpInZYIMNeOCBB3j00UfZdddd+dWvfkX//v058MADOfzwwxkzZgwbbrjhdOd9/vnnPPTQQ5x22mlTm1udddZZSGLcuHFcccUV7LnnnlOLNQZBEHSVMGc1MRMmTGCXXXZh4sSJfPrppyy77LKdOu+73/0u0LIE/L333svBBx8MwEorrcQyyyzDs88+yxprrFEX2YMg6BmEEmliDj74YI444gi23XZbRowYwfDhwzt13lxzzQXMeAn4sw68s8vnVjjonE1m+BpBEDQvYc5qYt59912WXDLVlLzkkkumjs8///xMnjz5S11rww035LLLLgPg2Wef5d///jcrrrhiB2cFQRC0T6xEmoQPP/yQfv2mlQI74ogjGD58ODvttBN9+vRhk0024cUXXwRgm222Yccdd+T666/njDPO6NT1f/SjH/HDH/6Q1Vdfndlnn52LL7546oolCL4MsUINqgklUoPuDsntDF988UXN8e222266sRVWWIHHHnts6na1c33EiBFT3y+66KJTfSK9e/fmoosu6h5hgyAIMqFEgjbZZETNKjRfkvIKOQiCcoQSCdpk5V3/02gRgiBockKJBEHwpYgValBNKJEgCL4UsUINqokQ3yAIgqDLhBIJgiAIukwokSZhwoQJbLfddiy//PIst9xyHHrooXz66aeMGTOGm266aepx1cUWgyAIGk34RGrQHclU1XSUWGWb7373u/zwhz/k+uuvZ8qUKey///4ce+yxrLrqqowaNYqtttqqW2SZMmUKvXr16pZrBUEQxEqkCbjzzjvp3bs3e++9N5BqXp166qmcf/75/OQnP+Gqq65i4MCBXHXVVQA8+eSTbLzxxnzta1/j9NNPn3qdP/3pT6yzzjoMHDiQAw44gClTpgCp4dWRRx7JgAEDuP/++8t/wCAIZlnqqkQkjZc0TtIYSaPy2MKSbpP0XP7ZJ49L0umSnpf0mKRBVdfZMx//nKQ9q8bXytd/Pp+ren6eevHEE0+w1lprtRhbYIEF6N+/Pz/72c/YZZddGDNmDLvssgsATz/9NLfeeisPPfQQP//5z/nss8946qmnuOqqq7jvvvsYM2YMvXr1mlor64MPPmDddddl7NixbLDBBsU/XxAEsy4lzFnftP1m1fbRwB22T5F0dN4+CtgSWD6/1gXOBtaVtDBwHDAYMDBa0g22387H7Ac8CNwEDANuLvCZGsq3v/1t5pprLuaaay4WX3xxXnvtNe644w5Gjx7N2muvDcBHH33E4osvDqSVzQ477NBIkYMgmEVphE9kO2Dj/P4SYARJiWwHXGrbwAOSFpK0RD72NtuTACTdBgyTNAJYwPYDefxSYHtmQiWyyiqrcO2117YYe++99/j3v//N7LNP/yuqLpxYKfdumz333JNf/OIX0x3fu3fv8IMEQVAX6q1EDPxDkoH/s30u0Nf2xLz/VaBvfr8k8HLVuRPyWHvjE2qMz3RsuummHH300Vx66aXsscceTJkyhSOPPJK99tqLvn378uCDD3bqGttttx2HH344iy++OJMmTWLy5Mkss8wyBT5B/YiKsUHQ3NTbsb6B7UEkU9VBkjaq3plXHa6zDEjaX9IoSaPeeOONek/3pZHEddddxzXXXMPyyy/PCiusQO/evTn55JP55je/yZNPPtnCsV6LVVZZhRNPPJHNN9+cNdZYg80224yJEye2eXwQBEF3UNeViO1X8s/XJV0HrAO8JmkJ2xOzuer1fPgrwFJVp/fLY68wzfxVGR+Rx/vVOL6WHOcC5wIMHjy4Q6XViCfXpZZair/97W/Tjc8111w8/PDDbZ73+OOPT32/yy67THW+V/P+++93j5BBEAStqJsSkTQvMJvtyfn95sDxwA3AnsAp+ef1+ZQbgB9LupLkWH83K5pbgZMrUVz5OsfYniTpPUlDSI71PYDOdWgKZhqi2F8QNDf1XIn0Ba7LUbezA5fbvkXSw8DVkvYBXgJ2zsffBGwFPA98COwNkJXFCUDlcfz4ipMd+BFwMTA3yaE+0znVg/bZ+ZgZ/xMd1w1yBEFQm7opEdsvAANqjL8FbFpj3EDNx07bFwIX1hgfBaw2w8IGTcu4F//daBGCIGiHyFjPJB3Wc+npnz8Igq4RtbNIeRRvvfUWiyyyCDNp0vsMYZu33nqL3r17N1qUIAi+JI0Ogw8lAvTr148JEybQjOG/pejduzf9+vXr+MAgCIIqQokAc8wxB8suu2yjxQiCYCaj0auAZqBTSkTSXMAOQP/qc2wfXx+xgiAIgs7Q6DD4zq5ErgfeBUYDn3R5tiAIgmCWorNKpJ/tYXWVJAiCIJjp6KwSGSlpdduRtxUEQZBptCmpGeisEtkA2EvSiyRzlkj5gWvUTbIgCIKg6emsEtmyrlIEQRAEMyWdyli3/RKwELBNfi2Ux4IgCIIeTGdDfA8ltaH9Sx76k6RzbUfV3CAIggay8q7/aej8nTVn7QOsa/sDAEm/BO4nSq8HQRD0aDpbgFHAlKrtKXksCIIg6MF0diVyEfBg7k4IsD1wQV0kCoIgCGYaOqVEbP9O0ghSqC/A3rYfrZtUQRAEwUxBu0pE0gK235O0MDA+vyr7Fq7qMBgEQRD0QDpaiVwObE2qmVXdtUh5+2t1kisIgiCYCWhXidjeOv+MOulBEATBdHQqOkvSHZ0ZC4IgCHoW7SoRSb2zP2RRSX0kLZxf/YElOzOBpF6SHpV0Y95eVtKDkp6XdJWkOfP4XHn7+by/f9U1jsnjz0jaomp8WB57XtLRX/7jB0EQBDNCRyuRA0j+kJXyz8rreuDMTs5xKC3LVP4SONX214G3SYmM5J9v5/FT83FIWgXYFVgVGAb8ISumXsBZpLpeqwC75WODIAiCQrSrRGz/PvtD/tv212wvm18DbHeoRCT1A74NnJ+3BWwCXJsPuYSUcwKwXd4m7980H78dcKXtT2y/CDwPrJNfz9t+wfanwJX52CAIgqAQnc0TOUPSaqQn/t5V45d2cOppwE+A+fP2IsA7tj/P2xOYZhZbEng5X/dzSe/m45cEHqi6ZvU5L7caX7eWEJL2B/YHWHrppTsQOQiCIOgsnXWsH0eqk3UG8E3gV8C2HZyzNfC67dEzKuSMYvtc24NtD15sscUaLU4QBMEsQ2fLnuwIDAAetb23pL7Anzo4Z31gW0lbkVYvCwC/BxaSNHtejfQDXsnHvwIsBUyQNDuwIPBW1XiF6nPaGg+CIAgK0NkCjB/Z/gL4XNICwOu0vIFPh+1jbPez3Z/kGL/T9u7AXSSlBLAnyUkPcEPeJu+/07bz+K45emtZYHngIeBhYPkc7TVnnuOGTn6eIAiCoBvo7EpklKSFgPNI0Vnvk0rBd4WjgCslnQg8yrRCjhcAf5T0PDCJpBSw/YSkq4Engc+Bg2xPAZD0Y+BWoBdwoe0nuihTEARB0AU661j/UX57jqRbgAVsP9bZSWyPAEbk9y+QIqtaH/MxsFMb558EnFRj/Cbgps7KEQRBEHQvHRVgHNTePtuPdL9IQRAEwcxCRyuR37azz6ScjyAIgqCH0lEBxm+WEiQIgiCY+eiUT0TSHrXGO5FsGARBEMzCdDY6a+2q972BTYFHgFAiQRAEPZjORmcdXL2dw32vrIdAQRAEwcxDZ5MNW/MBEI2qgiAIejid9Yn8jWntcXsBKwNX10uoIAiCYOagsz6R31S9/xx4yfaEOsgTBEEQzER0ypxl+5/AM6SiiAuTFEkQBEHQw+lsKfh9SUUPv0sqjviApP+qp2BBEARB89NZc9b/AGvafgtA0iLASODCegkWBEEQND+djc56C5hctT05jwVBEAQ9mM6uRJ4HHpR0PSlKazvgMUlHANj+XZ3k65GcdeCdM3yNg86JsmZBENSfziqRf+VXhUojqflrHBsEQRD0EDqbsf5zAEnz5e336ylUT2eTEQd1w1We6oZrBEEQtE9nkw1XA/5ICu9F0pvAHtFJsD6svOt/Gi1CEARBp+isY/1c4Ajby9heBjiS1Co3CIIg6MF0VonMa/uuykZudztvXSQKgiAIZho6q0RekPT/JPXPr58BL7R3gqTekh6SNFbSE5IqfpVlJT0o6XlJV0maM4/Plbefz/v7V13rmDz+jKQtqsaH5bHnJR39pT99EARBMEN0Von8F7AY8Bfgz8Cieaw9PgE2sT0AGAgMkzQE+CVwqu2vA28D++Tj9wHezuOn5uOQtAqwK7AqMAz4g6ReknoBZwFbAqsAu+VjgyAIgkK061iX1Bs4EPg6MA440vZnnbmwbQOVKK458qvSl/17efwSYDhwNin3ZHgevxY4U5Ly+JW2PwFelPQ8sE4+7nnbL2RZr8zHPtkZ+YIgCIIZp6OVyCXAYJIC2RL49Ze5eF4xjAFeB24j5Zq8Y7tSwHECsGR+vyTwMkDe/y6wSPV4q3PaGq8lx/6SRkka9cYbb3yZjxAEQRC0Q0chvqvYXh1A0gWkIoydxvYUYGDuhHgdsFJXhJxRbJ9LijBj8ODB7uDwIAiCoJN0tBKZarqqWj18aWy/A9wFrAcsJKmivPoBr+T3rwBLAeT9C5Lqc00db3VOW+NBEARBITpSIgMkvZdfk4E1Ku8lvdfeiZIWyysQJM0NbEZKo76LVE4eYE+mlVC5IW+T99+Z/So3ALvm6K1lgeVJK6KHgeVztNecJOf7DZ3+5EEQBMEM0645y3avGbj2EsAlOYpqNuBq2zdKehK4UtKJwKPABfn4C4A/Zsf5JJJSwPYTkq4mOcw/Bw7KZjIk/Ri4ldSy98LIoA/qRRTFDILadLYA45fG9mPAmjXGX2BadFX1+MfATm1c6yTgpBrjNwE3zbCwQdABUc8sCGpTNyUSBLMSOx8z4/8q47pBjiBoNkKJBEEnGPfivxstQhA0JZ3NWA+CIAiC6QglEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZUCJBEARBl6mbEpG0lKS7JD0p6QlJh+bxhSXdJum5/LNPHpek0yU9L+kxSYOqrrVnPv45SXtWja8laVw+53RJqtfnCYIgCKanniuRz4Ejba8CDAEOkrQKcDRwh+3lgTvyNsCWwPL5tT9wNiSlAxwHrAusAxxXUTz5mP2qzhtWx88TBEEQtKJuSsT2RNuP5PeTgaeAJYHtgEvyYZcA2+f32wGXOvEAsJCkJYAtgNtsT7L9NnAbMCzvW8D2A7YNXFp1rSAIgqAARXwikvoDawIPAn1tT8y7XgX65vdLAi9XnTYhj7U3PqHGeBAEQVCIuisRSfMBfwYOs/1e9b68gnABGfaXNErSqDfeeKPe0wVBEPQY6qpEJM1BUiCX2f5LHn4tm6LIP1/P468AS1Wd3i+PtTfer8b4dNg+1/Zg24MXW2yxGftQQRAEwVTqGZ0l4ALgKdu/q9p1A1CJsNoTuL5qfI8cpTUEeDebvW4FNpfUJzvUNwduzfvekzQkz7VH1bWCIAiCAsxex2uvD/wAGCdpTB77KXAKcLWkfYCXgJ3zvpuArYDngQ+BvQFsT5J0AvBwPu5425Py+x8BFwNzAzfnVxAEQVCIuikR2/cCbeVtbFrjeAMHtXGtC4ELa4yPAlabATGDIAiCGSAy1oMgCIIuE0okCIIg6DKhRIIgCIIuE0okCIIg6DKhRIIgCIIuE0okCIIg6DL1zBMJgiCoC2cdeOcMX+OgczbpBkmCUCJBEMx0HPSV73TDVd7thmsEYc4KgiAIukwokSAIgqDLhBIJgiAIukz4RIIgCLrIyrv+p9EiNJxYiQRBEARdJpRIEARB0GVCiQRBEARdJpRIEARB0GVCiQRBEARdJpRIEARB0GVCiQRBEARdpm55IpIuBLYGXre9Wh5bGLgK6A+MB3a2/bYkAb8HtgI+BPay/Ug+Z0/gZ/myJ9q+JI+vBVwMzA3cBBya+7TPEFHYLQiCoPPUM9nwYuBM4NKqsaOBO2yfIunovH0UsCWwfH6tC5wNrJuVznHAYMDAaEk32H47H7Mf8CBJiQwDbp5Roc9Z79AZvQQHMW6GrxEEQTAzUDdzlu27gUmthrcDLsnvLwG2rxq/1IkHgIUkLQFsAdxme1JWHLcBw/K+BWw/kFcfl1ZdKwiCIChEaZ9IX9sT8/tXgb75/ZLAy1XHTchj7Y1PqDEeBEEQFKRhtbNsW9IM+zA6g6T9gf0Bll566RJTBkHQA+j/8eUzfI3xMy5GQym9Enktm6LIP1/P468AS1Ud1y+PtTfer8Z4TWyfa3uw7cGLLbbYDH+IIAiCIFF6JXIDsCdwSv55fdX4jyVdSXKsv2t7oqRbgZMl9cnHbQ4cY3uSpPckDSE51vcAzij5QYIgCJqBRq+G6hniewWwMbCopAmkKKtTgKsl7QO8BOycD7+JFN77PCnEd2+ArCxOAB7Oxx1vu+Ks/xHTQnxvphsis4KgmYnw86AZqZsSsb1bG7s2rXGsgYPauM6FwIU1xkcBq82IjEEwMxF9xYNmJDLWgyAIgi4TSiQIgiDoMqFEgiAIgi4TSiQIgiDoMqFEgiAIgi4TSiQIgiDoMg0re9KsjHvx340WIQiCYKYhViJBEARBlwklEgRBEHSZUCJBEARBlwklEgRBEHSZcKwHbdLo6qBBEDQ/sRIJgiAIukwokSAIgqDLhDmrCQkzUhAEMwuxEgmCIAi6TKxEgqATxOpwGvFdBNWEEmlF/IM0F/H7CILmJsxZQRAEQZcJJRIEQRB0mZleiUgaJukZSc9LOrrR8gRBEPQkZmqfiKRewFnAZsAE4GFJN9h+srGSBUH3E/6hoBmZqZUIsA7wvO0XACRdCWwHhBIJglmYUKjNg2w3WoYuI2lHYJjtffP2D4B1bf+41XH7A/vnzRWBZ2Zg2kWBN2fg/O6iGeRoBhmgOeRoBhmgOeRoBhmgOeRoBhlgxuVYxvZitXbM7CuRTmH7XODc7riWpFG2B3fHtWZ2OZpBhmaRoxlkaBY5mkGGZpGjGWSotxwzu2P9FWCpqu1+eSwIgiAowMyuRB4Glpe0rKQ5gV2BGxosUxAEQY9hpjZn2f5c0o+BW4FewIW2n6jztN1iFusGmkGOZpABmkOOZpABmkOOZpABmkOOZpAB6ijHTO1YD4IgCBrLzG7OCoIgCBpIKJEgCIKgy4QSmUmQ1LvG2KKFZdipM2OFZJlb0oqNmLs1kvpIWqPRcvR0JC1bY2ztgvP3kvSbUvN1RKn/kVAinUDSkpKGStqo8mqAGA9LGlIl0w7AyMIyHNPJsboiaRtgDHBL3h4oqWhUnqQRkhaQtDDwCHCepN8VlmF9SfPm99+X9DtJy5SUIc+9nKS58vuNJR0iaaHScgB/lrRklVzfAC4sNbntKcAGpeZrj5L/IzN1dFYJJP0S2IVUSmVKHjZwd2FRvgdcKGkE8FVgEWCTEhNL2hLYClhS0ulVuxYAPi8hQyuGk0rejACwPabWU2idWdD2e5L2BS61fZykxwrLcDYwQNIA4EjgfOBS4BuF5fgzMFjS10lRQNcDl5P+ZkpyAPDXfAMdBPyiATI8mm/W1wAfVAZt/6WwHMMp9D8SSqRjtgdWtP1JI4WwPU7SScAfgcnARrYnFJr+P8AoYFtgdNX4ZODwQjJU85ntdyVVj5UOM5xd0hLAzsCxheeu8LltS9oOONP2BZL2aYAcX+Rw++8AZ9g+Q9KjpYWw/bCkQ4B/AB8D37L9RmExegNv0fIBz0BpJVLsfySUSMe8AMwBNFSJSLoAWA5YA1gBuFHSGbbPqvfctscCYyVdbvuzLE8fYCnbb9d7/ho8Iel7QC9JywOHUN60dzwpP+m+fPP6GvBcYRkmSzoG+D6wkaTZSH+rpflM0m7AnsA2eayYHJL+Rssb5DzAu8AFkrC9bSlZbO9daq4OKPY/EnkiHSDpz8AA4A6qFIntQwrLcRjwe+dfmKQFgd/ZLvbkmU1p25IePkYDrwMjbRddjUiah/T0vzkg0s38BNsfl5Sj0Uj6CsnM+bDteyQtDWxs+9LCcqwCHAjcb/uKbDbZ2fYvC83frvnO9j9LyJFl6QecAayfh+4BDi1oNajIUex/JJRIB0jas9a47UtKy9JoJD1qe83sB1iq4gew3eMikyStQPJJ9LW9Wo7O2tb2iYXm7wXcbvubJeZrdprl+5B0G8kf9Mc89H1gd9ubNU6q+hLmrI6ZQHra/qiRQkh6kRo2TdtfKyhGQ/0ANcwWLShptgDOA/4H+L8892OSLgeKKBHbUyR9IWlB2++WmLM1ksZR+/chwCUfLprh+8gsZvuiqu2LsxWhKG38r7xL8m3+X3euSEKJdMwewNmSJpGWpncD9zbAF1Bdxrk3sBOwcGEZGu0HaJoYfGAe2w+1clyWjlR7HxiXn36rI4FKmVq3LjRPZ2n09wHwlqTvA1fk7d1IjvbSvAAsViXHLqRAmBVID0A/6K6JwpzVSSR9FdgR+G/gq7YbroAljba9VqPl6IlIuhn4MXCN7UFKDdL2sb1lQRmaxtQqqS9QSex7yPbrDZCh4d9HztM5A1iPtBIYCRxi+9+lZMhyPGx77Vpjkp6wvWp3zdXwG2Gzk58qNgRWJ3UGO5O0Iiktx6CqzdlIK5Oiv78m8ANcbXvntswohX0zB5FyIlaS9ArwIsn+XQzbl0iaG1ja9ox065whJO0M/JqUkyDgDEn/Y/vaknI0g5/S9kuk4JNGM5+kpSvKKwddzJf3fdqdE8VKpAMkvQn8CzgHuMv2+AbJcVfV5uekFtG/KXnzkPRPsh/A9pp57HHbqxWafwnbE9vKys7/wEXJGeOz2Z7cgLm3IZn45rS9rKSBwPGFfUNIGgtsVll9SFqM5OQeUFiO5UkJhquQTL5AWb9h/uz7Af2pesiz/V+lZMhybEW6Z/2LpNiXBX5EUvT72T6tu+aKlUgH2F5U0qrARsBJ+Q/1GdvdZlPspBzNEIXTUD+A7Yn5Z3Fl0RpJR7TahuS4HG17TCExhjN9VnLJQIsKs7UyX71FY0oqXQQcB5wKfBPYuwFyXE+yVNzOtAoXxbF9U75XrZSHnqlypp/WnXOFEukASQsASwPLkJ4uFgS+aIAcfYGTSf6YLXNs/nq2LygoxpuSliObkrIfYGKpySVNpqUZS3m7Eg20QClZSObEwcDf8vbWwGPAgZKusf2rAjLUykou/rcJ3CLpVlo6cW9qgBxz275DkvKDxnBJo4H/LSjDPLaPKjhfTSTt0WpoQE687PYcolAiHXNv1evM0klDVVxMetKqhNY+C1wFlFQitfwAuxec/w7gK6QSEleWdla2oh8wyPb7AJKOA/5OWrGOBkookWbI3Mf2/ygVBK0k2J1r+7rScgCf5Kz955Q6nr7CND9AKW6UtJXtRijRaqqd6r2BTUmFQrtdiYRPpJNImg+gctNowPyVyIpHq/wRY2wPbIAsjfQDLAh8F9iV9M9xFUmhTCosx9PA6lVlYOYCxtpeqfp3VGcZInO/CqWy708BCwEnkAqE/tr2AwVlmAzMS6pu8RmNWSXXkmsh0v/JsO6+dqxEOkDSaqTs04XTpt4A9rT9eGFRPpC0CNNMSUNINvhiSPoX8ADJ5nsPUO9+9tORE8kuknQJSZGcTlImRcuwA5cBD0q6Pm9vA1yeFeyTJQSw/SFJiTSqACQAkr4L/BJYnHTTLHrjlLQ48FPg68A44BduQA2rvAoaZvu+0nN3gg9IzvVuJ1YiHSBpJHCs7bvy9sbAybaHFpZjECn+fDXgcVIi0Y62i5Ufz0/b65JCntcHVgQes/2dgjIMJSVwbUgyMV5lu3jIdZZlbaDyd3Cf7VGF5x9Munn2p2UkUNEyNJKeB7ax/VTJeavmv4VkQryb5Jua3/ZeDZKlyCq0E3JUZ6z3AlYGrrZ9dLfPFUqkfSSNbR2qWGuskCyzk27cIkVbfNaA+dcm9avYgNTT5DHbBxSafzzwDnAlcCetIsNsP1JCjlYyLU7LcNJifhpJz5BCrsdR5VAvHb0m6T7b63d8ZN3mb/H/KOkR24PaO6eOsvwGuB/4ixt4c1XLopSfAy/Vy58bSqQDJF1HckhVF1Rbq9TTt6RNbN+ZTQbT4YLNbiR9SLph/Y6UB1C0nINSFeHKH2wlKquCbRdp0pVl2Rb4LalB2OukCL6nuzMTuBMy3Gu7YZ30qv4mv0EKePgrLStdF/nbzHkqGzPt7+Gu6u2S/rIqn8gU4CMa6BMpVUUglEgHKPXN+DnpydskX8Bw2+8Umv/nTtVyL6qx2yWTmJSaH21Ayk34lBQJdLftO0rJ0CzkG9cmJGW6pqRvAt932dL8m5JMe63bFJS6edf6m6wSo8zfZl6hfkHLh4pqORqRO9NQalQR2BCoSxWBUCIdIGkn29d0NNaTkLQSsCVwGLC47bkbKMu5tvdvwLyjbA/OymRN21+UNnNK+hMpmewJppmzij5YBC1RStrZHVjW9gmSlgKWsP1QYTmKVRGI6KyOOYbUL7mjsbrQOjO6NbaLRSVpWoOuf5GcmHsAD5aavw0Gd3xIXXgnh33fDVwm6XWqKscWYm3bKxaeczpypNyhldV5Xr3/tocqsz+QFPompDDj94GzaJm3UYJiVQRCibSBpC2BrYAlJZ1etWsBypb8nj//XJH0h3hD3t4GKPp0Q6pL9KjthpVzqEHxarGZ7Uh9vA8nPXkuSCqVX5KRklaxXSSkuB3WqDbv2n5bUsMjlBrEuk5VnR+Fqd/FnA2Qo1YVgZvrMVEokbb5D6mBy7ak8MEKk0k3jiLY/jmApLtJGdKT8/ZwUoZ0MWyPkjRUUn9ahpQWbcfaSqZuT57q5LzVq45GVY8dAoxRalj2CZRvBpWZTVIf5x47kham595bPlPqsljJ51qMBpSiqVVFgBT40O301F90h9geC4yVdHnpUNo26EvLEs6f5rFiSPojsBwwhmnF5UwdSim0Mf9fSCVP/trAygGt63dN3UX5KJyGKNAa/Ba4X9I1pO9hR+CkRgiSb+B9afmQU7I8zunAdcDikk4ifRc/Kzh/5TvoY/vPwJ/zSmgvUhLsyt09XyiRjukvqaHlpTOXAg/lkGOA7Sn/BDwYWKWB8e/rkp7qTpd0O2mp/nfb3dofoT1sz9/xUfUlP+lDWhU3HNuXShpF8gMAfLcRJjZJB5Oq+L5GVaABUPeVmaT/Aa6wfZlS0cdNSQp1+5JJmJJ2JbVs/kDScyRlfiHwMHWqcxfRWR0g6V6mlZfehlxe2nbJyqAVWdYihdhCCq19tPD815C6tBWr3Ntq/kdzOO0CJJ/EbiQ/0Y2kf+B/FJCh3ZbEJXISsvmqdZ5MlQhlHnAkLWD7vba+k5L5GVme50k+ieLtaCWdSlp1jCc93Fxj+40GyPE4SXE9n6tc3E+qbPG3Dk7t+pyhRNpHuQWtpHG2V68ea5A8xTOkq0oozA8MJDn0q/MSijRBqpWJrFRPbCdg5xLJhs1yA28GJN1oe+uq72TqLhrwXSg1btvMdule95X5RarivCvJUjCWpFD+4kLFSlv/j6hA07hQIh2gVDtrA+BaUqmNV4BTSodWNjJDulUJhemw/c96y5DluNv2RiXmmlnI4bTL0/LB4u7GSdQ4JF1AimL8Oy0fckoX56z4Jb4FnAKsaHueQvNOoGUx0iOqt+vxXYRPpGMOBeYh9Wo4gWT33bMBcpxAisZpkSFdYuKKkpD0S7dquCPpl0ARJdIMCkTSSrafVsue91NxwfpdkvYl/X32IwU7DCGZL4qUf1Hq290mhR3aAP/OrznzqyFIWp20GtkFeJOUV1aK85iWFlBru9uJlchMQpNkSNcyJz3WgJDShlHJkFfLnvcVXMKkViXLOJJP6AHbA3MlgZNt16yzVqf5p6thRqowvbjtXiXkaAaUmoLtml9TSEVCr7T9QkMFK0CsRNpALUspT0cpP0AVDcuQlvRD4EfAcpKqS8/PDzRj74R6ch40Tc/7j21/LAlJc+UVUjEza8VHWCHnDx1FMuOcXEoOSafZPqyt/9lC/6u3kPwfu7h8r6F2qfXw163Xj5VIbZrFD1BBqdnRR6TSBZUM6ctKRKIodRPsQ8pYr+5HMLlkBI6kORqds5MzkecjPWleXjJ8s4Ys15GiBQ8jmbDeBuawvVVhOZYnNcZal+S3u6Tk70nSWrZHt/U/W/p/tdlQnXuchBJpciR9HejrVt3SJG0ATLT9r0Jy9AKesL1SifnakGEUMIH01HeL7fENkmNFptm8PyM9gV7ZKHmyTN8gPVjcUipvRqnr57HAqqSe8lc0WUmcAJB0ou26JTyGEumAKrtvNe+SSqKcWO+VgKQbgWNsj2s1vjrJ/r1NPedvNef1wMENcJhWy9CflKk9DFiS1N3wZuCftj9p59R6yTOApFB2Bl514eZMjczQljQFeJkUDTWd8rB9SCE5av2PVsvRY3x2FST9FrjQdt1bWIdPpGNuJv2DXJ63dyVFa70KXExKQKwnfVsrEADb4/INtSR9gCckPUSVP6akfyg/7Z8DnCNpDlKfhGHAiZLesP3tUrIo9dRenHQTn5fCxSAbmaGdaZYqvVvnnwfln9UN5Io8JUs6l3SvuL1UTkgHPAWcq9SN9CLSKvHdekwUK5EOaCMi6RGnSp1TExDrOP9ztpdvY9/ztr9ez/lbzdfUNmdJS9p+pcA8G5Ky5bcndXq8kpRQVpd/0nbkaFiGdjNSy/Zfb6dy1TzrknrsbEqqa/cPkmlxbL3n7kCuFUl+s91IQTDn2a4VWdhl6lJffhajl6R1KhuS1iY1vocyJeFHSdqv9WDOERhd4/i6kZXF06SorPmBp5pFgQAUUiAvkwIMngQG2t7C9kWlFUjmZZJptaFIuk3SQlXbfZTKkDdAFK1ftTGUQvc42w/aHm57Q5Jp89/AkZIelXShUqfBomRT50r59SYpg/4ISVd26zyxEmmfrDQuJEXkCHgP2JfUTe7btq+u8/x9SVVBP2Wa0hhMSqb6ju1X6zl/K1mKtdxsViQtY/ulBstQaVS2Kk2QoS1pjO2BrcbqGhHUhhyDSKabBfPQO8B/lUwArYVSzbthtotVNlaq5bUNqXXyBa7qrCjpme6suBFKpJPkMFca9MRJzlCv1MB5wvadDZChWMvNDuTo0S2LJR3X3n7nHjSlUKpa+52KQ1/SMsB1JcxIVTL0IhUHPbXR/6vNgKS9gavdsu9NZd+C3fndhBLpAElzATsA/WkZAVO6i13Dae0Dyo7lsfX2C9WQo00/VUk5GoWkuYH53bL9aaU453u2Py4szzBS06N/Mm2Fur/toiYtSQ/ZXqfjI2dd2irHU6Eeq7KIzuqY60l259FUmQx6KLVabt5UanI1Scvi6qfeUnO24vekXJm/tBpfH9gc+GFJYWzfkm9eQ/LQYbbfLClD5j5JZwJX0TJ6sGQ9s7lah5rXGqsjv80/e5PM3mNJin0NUlrCet09YaxEOkAFSinPTKhly817bF/X3vHdPPcAUin644Hqfi6Tgbuc27MWkqVhT71qpxWBpCdcoLJznqv4U297qDnqmTXFKlmpC+hxlfSAnBg63PaO3T1XrEQ6ZqSk1WvlapQgP/nfAtxs++lGyFCNc8vNBs09tWUx6elqhbzrmQaUQ2nkU297ZcVLRlyOAh4nRf7A9IUYi928obH1zCR9hZT8OrekNZn2XSxA+7+verFi9T3L9uOSur01LoQS6QwbAHspNd75BKY23CmV0LUnKZluuKQVgAdJSuX2Wk6zeqDpmw5VY9vLlZCjiqGkdsHjSb+PpSTt6bJ9NAbmn9W+sVI3ztclrVMdcQNTIwlLdtM7gtTN7yNSrsx1tt8vOP90SPo2KWqtur9KCf/lFqQ+5v1IJqWKEpkM/LTA/K15TNL5wJ/y9u7AY+0c32XCnNUBOdJkOhoR5pkd2dVJTR8B/7D9qzrPu0irodlIsfD/DTxie4d6zl9DntHA92w/k7dXIGXkNqTbZGly3tLVpIoJ1WHfewC72n6wsDxfI1Vy2A54iVSOZ0xJGbIc55Ce+r8JnE9ScA/Z3qegDDvk1XpDkdSb5Bur9OC5Gzi7HkEXoUQ6iRrQlrYjJC0KbGH7skLzzQb8APgfUhOkk20/WWLuVnJM18Ok1lidZehLKnf+VdtbSloFWM/2BYXmX5xU5mNq2DdwZuuIrVJIWpWkSH4A/KTe+VNtyPCY7TWqfs5HMgNvWFCGQ0m5KpNJbQMGAUfb/kcpGapkmZOUR2TqaPINJdIBmr4t7TKkTO0izstmQKlG1X8Bh5MKHp5i+/kGynMhqVZU9VK9l+1itZwk3Uy6WRxre4BSjaJHS4c7N5JWK5CXSSatv9v+qEHyPGh7XUkPAN8F3iLlVJUsDTQ2/z1sARwI/Az4YwMc6xsDl1Bl8gXqYvINn0jHNKwtbRPxIimE9jRSOYc1JE196rfdOtS03vyQ9BReqRJ7D/CHwjIsavtqSccA2P5cqaptT+J5kp39elIlh6WBH0rJHVA6cx64MZdf+TXwCOkJ/PzCMlR8IVsBl9p+QpUvpCy/BTZvbfIFut3kG0qkYz6z/Zak2STNZvsuSac1WqjC3E76hxyQX9WY6fMV6kqOuf9dfjWKD7KvyACShtAEdawKczzTAi7ma6QgALZPyG//rNRCoXcDstZHS/oHsCxwjKT5mVZhuSRzVBQIgO1ns0Wh2wlzVgdIup1UrfUXwKIkk9batocWlqPHZ85Lutr2zmqjf0Rhn8gg4AyST+JxUl/xnVygamte/dxi+9F6zzUzIGmj9vaXjNrLfsOBwAu238kPGkvarktkVDtytDb5fh+YrR4m31AiHaAGtqVtJcctTMucn2o2sf3bNk+axZC0hO2JzRAxl5X6FJLjUsAzpH/SumcmS9qFFKE3gJSRfDMpSq9YsmUzodRbvTWVvipL2e5VY3+9ZBHpPvE128dLWhr4Sutw7AJyzEUy+W6QhyrRWd3+9xlK5EuQo6HecgO+tMicn4akX9o+qqOxOsvQLJnJa5LyiDYntSi4nbRKKXrTaiaUysH/jNRE7STbtZRMveY+m7QC2MT2ypL6kBT82oXmXwxYrHXUZI6ee912t+cRRT+RNpA0RNIISX+RtKakx0lmi9eUCs6VZqRSS9ziSPpqI+Zth81qjG1ZYmJJX1Eq7T13/rsYlF8b04DMZNuP2v5FztbemhTqu2+JuSWt1yCncU0kbSppBHAi8DvbQ0oqkMy6tg8CPgbIq8M5C85/Bsns3pqFSTXXup1wrLfNmaRM0wWBO4EtbT8gaSVSlMMtheVpZOb8+ZIWJvURuQW413axgocVJP0Q+BHwNUnVNub5SV3bSlCdmVzt2G9UZvJUbL9HKklTKtltD+AsSc+S/i5uccH+NhVylvqxJHPvz2zfW1qGKj5TKtBZCbhYjLKO9a/X8gHZvievkrqdMGe1gaoa7Uh6yvbKVfsedfmGOw31A+QM2I1JT/zrk0J9KzeOIomXSn0i+pCCHI6u2jXZ9qQSMlTJ0hSZyc1AfrDakqRgFwTuIv1t3Ge77mHPkr4AJpD8Q7UCLrattwxVsuxOqm49iJSnsSNJsRXpdaN2Gk61t2+G5gwlUptq+3ZrW3cjbN953g2A5W1flJ9w5rP9Ymk5sizLkm4cw0iOw+IVbRtdRUCNq9PUtCj1Ovkm6W9jPduDC8z5jfb2u3AL56xUNyVZC+6w/VTBuf8OnGX7plbjW5LaF3S72TeUSBvkxLEPSH8IcwMfVnaR4s/rEnPdjjzHkeojrWh7heynuMb2+h2cWnckzWn704LzbUMyJTWsioCaoE5TlmNJ0uevDvsuWYgyqELSCaRIqJEuVCC11fzLk9olj6RlXbX1gK1tP9vtc4YSmTmQNAZYk1TwcM08VrReVLOg1KZ3E1pVESh5A1dz1Gn6Jcl08iTTwr5d0nwTtESpLe2GpJv2ZFI1hbttX19QhrmA79GyrtrlrlPHy3Cszzx8atuSKg67eRstUANphioClfpQH+ZV4VvAEoVl2J60Mu3pHTebBtsXARcp9RepVLrenxT8UUqGT0h13YoQIb4zD1dL+j9gIUn7kfIBzis1uaRekopUC+4E7+Qn/7uByyT9nqrGUIVoXadpPNPaBpfiBaCoWbUWkubNmdpIWkHStvUqsdHG/MfkfJmGI+l8SSOBs0kP6TuSgkFmWcKcNROQY/H7ASuRksoE3Gr7tsJy3EtKoirm/2hDjqaoIlAlz1w0oE6TpD+TstbvIIV9A2D7kDZPqo8co0kmnD6kUOuHSSvn3QvN3zQZ/JKuI/nqngT+STJlvVBajpKEEmkDNVlbWknj3OAy45IuBVYGbqBlS9hihRBzDP7tbmAr1CzHPMCRwNK298sOzRVt31hQhj1rjdu+pJQMWY5HbA+SdDAwt+1fVYfIF5alKTL4lVrRbkFqn9DLdr9C855LUqK3255cYs7wibRNw9vStuIRSWvbfrgBc1f4V37NRkEbbzW2p0j6QtKCpZ/8W3ERKfplvbz9CnANUEyJ2L5EqfFQI3vNQ1osr0daFVaCG4rVq6rGqSjlo8AvJC1Aqm6wL1BEiUjamrQq2whYiJSofE+JuTMXkFZlR0j6FPgHSYnWrTBorEQ6gRrUlraVDE8DXye1H62EHpfKWG8tyzy2P+z4yLrNfz0pUu02Wq6IiplxJI2yPbg68VS5IVFBGTamUOOhDuT4BmlVdp/tXyo1qzqstFmtGZB0Jklp3GP7Pw2WZRHSimxLYHWScr3F3dx1MpRIF1D5trQiPd1Ml51eKmM9y7Ee6UlnPttLSxoAHGD7R6VkyHI03IyTnaebkm6cgyQtR+rzXizpUj2813zw5VCq+TbM9kndet1QIjMHTeITeZAUbXJD1dN3j6wuLGkzUqXYVUgmg/WBvWyPKChDQ3vNSzrN9mFKpdgbWm6kWZD0XeCXwOKk1WHFYrBAQwWrI+ETmXloBp8Itl9Wy8KtxVrCStoO6Gf7rLz9IKkZFMBPbF9bSI7ZSJFI3yW1ThZwqO03S8xfxShJ59Oy8dCogvP/Mf/8TcE520SpBPwY2x9I+j6pftXvS67WgV8B25QsddJoYiUyk9AMPhFJ15LKjZxJ8hEdCgy2vWuh+e8DdrX9ct4eQzIpzQtcZHvTEnLkuUeVqAvVgQytGw/dA/yhEcmHzeDgV6rsPIDUjOpiUjmanW23W1urm2W4rxlKEZUkViIdIOl/a403oNDeFoXnq8WBpJ4ES5Kikf5BuomVYs6KAsncm3ND3mpABv/tkv4buIqWzv1i1YRd1WteqVR/vwYpkI1p5eCXVNzBD3yeqzpsB5xp+wJJRUrhZDMWpNXhVcBfaZm785cSclTJUywEPZRIx1SH8/YmNf4pvlStLMnVqnJtYVQqgawNWmT+2v5x1eZilGWX/LNaiRr4WikBlBowbUv6Px4NvC5ppO3DS8mQ+S2weWsHP1DawT9Zqf/894GNstmxVOb8NlXvPyRFRVUwUFSJUDAEPZRIB7hVD3NJvwFuLS2HpG1J/6wtKteSSpGX4j5J40lP33+2/U7BuQEelLSf7RblXiQdQKE8gAq2ly05XxssaPs9SfsCl9o+Ti2bdZVijooCAbD9bMmyJ1XsQio8uI/tV5X6m/+6xMS294bkl7HdokFa9tWUZjnbu0jaLcv3oVSfLpShRL4885BKkJTmBJITt0Xl2pICOJWgXwfYFThW0pPAlbb/1MGp3cXhwF8lfY9UrwrS0+5cpGKEdScnsPW1/Vze3onUKgBSKZrXSsiRmV3SEqRCf8cWnLc1rR38u1PWwQ+AU1fF31Vt/xu4tLAYZ5Ac+h2N1ZtPlXq7VAq2LkeVea07CSXSAZLGMS18sRfJbNKIxkPNULmWXD7iIUknk/5hL2HazaPec78ODJW0CdNWYH+3fWeJ+TO/IfVqeC5v/4JUZmJuYCjJb1SKn5NWxffafjgn+T3XwTn14Icks14lufAe4A+lJpc0mRohxhVKhNfmHKqhwGKSjqjatQCNyd4/jlRhYymlwqnrk9o6dzuhRDpm66r3nwOvuQH9xZm+cu3rFK5cm5/Cv0NaiSwHXAcU72iYlUZJxVHN2sABVduTbR8MUwtUFiHXEFuqOjrPqdDfDqVkqJp3qoO/9Nx5/vlhakOoiaTQY5FWRKXK888JzEe6p1aXBHqPlFtVFNu3SXqEAiHoEeLbSVo7tF2ur3gf22+rCSrXSnqRFHVyte37S83bTLRO+pS0mu3H8/uiiZeSHiqZId+OHOsDw5m+w2KxIIMsx3RlZxpQimaZwnkpredv12xm+5H29neFWIl0QBM4tJ+R9CapxPZIUpmNolVaq/ia46njC0lfyfZ3qhTIksAXhWW5L9dqah1m3O03ig64gOSvGk3B5NMafCBpd+BKknlrN8r3mblYuXFcNbY3KTT/b9vZZ1JH0G4lViIdoOZoxboCyd5aeS0GPEBSKHUvAhnlLaaRM6EPJcXgP5qHB5F8Jafb/mNb59ZBlrtqDLvgDasix4O21y05Zxty9CflMVWioe4lFYIcX1CG6rDm3iTz4ue2f1JKhtKEEukATavWOhZY0/YXpZfIreRZDtiKdCNb0vbcHZzSHXOuZXu0UrXW6bD9z3rL0ExIGgb8lLQaNamH9Sm2b26oYA1C0ikk5/FfaJlgV3pF1JQ0yuwoaTVSbbdqM3y3R6uFOatjKg7te2iAQ1tSZfWxHqnU9wukVcj3mRbmWldsj84/p1MWDYqBbyi2byFFvjQUSX2Bk4Gv2t5S0irAerYvKCxKZRVSXQamLqaT9pDUjxROW/mbvIfkUJ5QUIaFqzZnI4WgL1hq/io5jgM2JimRm0jl4O+lDiHPsRLpgOzQ/php0R5FHdqSviApi1OB69yAPh45EmhnUrmTW2w/rtR856ekTnZN0d+6pyHpZlJm8rG2B0iaHXjUBas957+NQ2yfWmrOdmS5DbicaYUhvw/sbnuzgjK8SFKgIkVzvggcb7tY5F6WYxypjtij+W+jL/CnenwXoUQ6gaSvkEJZDTxccaoWnLuyGlmHtHp8BLgfuN8F+jdLupi0CnqI9NT5H9JT59G2/1rv+YPaSHrY9tpq2RireFvaJooSm+6zN+L7aAYqvxOlnjPfBCYDT9leqbvnCnNWB+SSEv9LyksQcIak421fWGL+rLD+kl+Vwmr/RUo0W5YyiUyDgTWyP6g38CqprEKx8OJmISeVPdAkUWofKHWvq2QlDwEa0TK4WaLE3sqBD1fk7d2Aon+judzLD0ntcQFGAP/n8lWNR0laCDiPFDX3PunBs9uJlUgHSHoGGFq5YeZ/2pG2Vyw0/4Ikf0hlNbImKSv5flJ0Vt17aEh6xPagtrZ7EpLOJq3GniX5RW4puTJtJcsgkg9gNeBxUtTejraL1s9qoiixZUjfR6Xo4H0kU1uRnK4sw/mkoo+VMPwfAFNs71tKhhoy9QcWqNffRSiRDlBqg7qx7U/z9pzACNtDC83/Btl0RfqneNj2RyXmrpLhQ+D5yiYpW/15GtDTpFmQtBLJWbkFyU92F0mp3Ge7rrkSknayfY2kZYGXgRVJv4uG9PEIptHohMdGJBuGEukASZeSmtxfTzIbbAc8ll/Ybkiph5LkJ7w2aWSGbjOQC919k6RU1nOdm1VVVoLNsiJsliixJonOegTYyfa/8vbXgGtL/Z6qVoW9SWbosaQHjDWAUbbXa+vcLs8ZSqR9cqhcm9j+eSlZggBA0u2k7Ph1SLXUWlA6+bMZosSyHM0QnbUp6bt4gXTzXgbY23Ytk1895fgLcJztcXl7NWC47W6v4xVKJAhmMrJJdRDpZjmdrb108mcTRYk1RXSWUtviis/0GTem2+QTtlftaKw7iOisDpA0mNSroXVxuaJ+ALXR7Kb1WNAjuMD2DySd1yTVApolSqxh0VmS1gZetv2q7U8kDSSVPHlJ0nAXbJuceUzT93gJx3ojyNFZ/wOMo6rAXmk/QC37d7PYxHsiSr2773ZuTlV47ieBb5H6mGxMMptMpfQNK9eLOp3GR4lVR2eZVLC0SHRW9oV8y/YkSRuRikAeDAwEVq6HGakDeXrTMtT4buBs2x93+1yhRNpH0r22N2jg/JXw3sNIWesVFgC+UyLqQy0bc01HD43O+jmwIdCfFId/N3CP7TEF5j6EdIP4Gql3drUSsQuXYM8yzU6DosQkXU+KXKxEL35aau4qGaZGYEk6C3jD9vC8PUsnPIY5q2OOy8vCO2hZXO4vheZvhmY3lcZcB+WfFcfl7oXmbzpsHwdTI7P2I61WT6NA8qft04HTJZ1t+4f1nq8jlPq6XwlcVYlKKsx5pAetk4A1JD1NbptAyukq0bK4l6TZnRrWbQrsX7Wv+H1WBXu8xEqkAyT9CViJVKm1Ys6y7f8qLMcyFROapNmA+Wy/V1iGqY7TqrEeaVKT9DNSKOl8pJLw95JWIhMLy7EBsLztiyQtCsxv+8XCMiwD7JJfX5Ay168umeRXJUsvUkLuxqRWxcvarrtil3Qsqbr2m8DSwCDblvR14BLbRQuVZkU6XY+XelSZCCXSAZKeKZWd3oEcl5P+KaYAD5PMWb+3/euCMowBDqo485UqDP9hVl6qt0W2gX8O/B34J6mOWdEonBx+PhhY0fYKkr4KXFP6htVKpuWB/0cKrS3WWzwr0EpVhyGkPIkxpN9LkSZuOaBgCeAftj/IYyuQHviKloBRwR4voUQ6QNJFwK9tP9lgOcbYHqjUuW0QcDQwuqQ/IjtQLyRlaAt4G/iv0v8gzYJSz/n1gQ2AnYDXS/rPslJfE3ikKrT2sUb4qFqtRqaQTFvtddnrzrmfI0WD/ZnUJuFh2++XmLtZUcEeL+ET6ZghwBilEs+f0LhSH3Pk4m7bA2fa/kw12nDWE6e+IgNyPS9sNyKMsynIyVsbAt8grQZeJmVIl+TTbDKphNbOW3h+8rwPkupFXUPK1q57ZelWXEj6P92BVF1iNUn3kxIeG9mut5EU6/ESK5EOaKvkRwNCfA8BjiKVMfg2ye76J9sbFpRhLtI/an9aOuuOLyVDsyDpRpLSuIf05Fu8ZpWk/waWBzYDfgHsA1yeHe8l5VjR9jMl52wLTWslvR5phfim7ZodOYPuIZRIJ5G0OC3bTBZ3GramKhqk1Hy3kMwGrZ11RcwWzUaOzFq6kTdQSZsBm+fNW23fXnDu79v+k6Qjau134bpyuU7VUJKJcSjwVeBB21u3e+IsSMl6ZmHO6gBJ2wK/Jf1Bvk4KmXuK1F+7tCzfzvP2rhouuQroZ3tYwfmaFknbAL8hhWAvmzOUj3eBulWSJjMtb6c6R+RASR8D/yLVsbqjzqJUzGfz19hX7OlU0nUk8817pNDekcDptp8qJUMTcjG5nlnefpYUNRdKpAGcQLK33m57TUnfJBV2K4qkc4B5SNVizyfliDxUWIyRklavFHXr4QwnFUAcAWB7jFJp9rpju9ZNG5ga4roacFn+WU85/i//nK4IqaTD6jl3Ky4C9rP9ZsE5m51FbV8t6RgA259Lqot/aLZ6XHQW47McWz2bpNmcqnHWtdR3Gwy1vQfwdv6nXQ9YobAMGwCjJT0j6TFJ43KiWU/ksxqBBQ23DdueYnssqfxHI6lp4qoHtm8IBTIdxeqZxUqkY96RNB+prMVlkl6nqgVoQSqNqD7M+QBvkWLSS7Jl4fmamSckfY+Uqbw8cAjJjNIUVFYJDUQdHxLUkSOAG4DlJN1HrmdWj4lCiXTMdqQb+OGkMh8LUtYPUeFGpZ7JvwYeIT1hnF9SgKqM+RZBBj2Ug0n25k9IVWNvJZk+g0TDV2U9lWzS/EZ+1b2eWURntUEuV9DX05df3wCY2KAaQRUZ5gJ6l87TaCvIwHXoURA0P60c/C12AXPbLvKQqga0hG12JD1ke50ic4USqU3OAzimtRNZ0urAyba3KSTHT2z/Kr/fyfY1VftOtv3TEnLk+caSkpVaBBnY3qeUDI1G0mm2D5P0N2rcQEtEZwUt0bSWsLWw7W5PsGt2JJ1KSgC9iirzez0UaiiRNlDu1tbGvnEu1PqzusBh62KHpYsfShple3BWJmva/kJVJbB7ApLWsj1aUs0ENjdHk6igh9OGYq2LQg2fSNss1M6+uUsJQUsHZWtnZWnnZbMEGTSMXPoFYBHg76WLLgbTI+m77e13ubYNTUH2idxg+9QOD+4GQom0zShJ+9k+r3pQ0r6kjO1SuI33tbbrTbMEGTQD2wCnSrqbZDK4pWT1gKAF7ZmWTSpC2GOwPUXSbrRsYlc3wpzVBrlswHXAp0xTGoNJGcrfsf1qITmmkJ72RVoBfVjZRXKuz1FIjl4kX8g3S8w3M5ALYm5Jqly7AXCb7X0bK1UQhE+kqcjO40rm7xO272ykPI1E0h3Ad3ty9d7WZEUyDNgb2Mj2og0WqcdSsl5Us1PSJxJKJOg0Sr2s1wRuo+XTzSENE6pBSKqsQDYmlT65mtSMKExaDULSzeR6UbYHKPV9f7RUEExPJXwiwZfhL/Qw+3I77EEyFRwQzvWmoVi9qJmBWgVb69G2IZRI0GlcqM3ozIDt3RotQzAdxepFNTslC7aGOSvoEEnbkcrAn5W3HyTV4gH4ie1rGyZcYdrJ0gbA9gIFxQmqyJnrZ5B8mI+T60XZ7nFFQittkqt+zgfcXI8mdrESCTrDT4Bdq7bnAtYm9ZO4COgxSqRShl3SCcBE4I+kSLndKV8QM6jC9iM5CbTu9aJmAooVbI1S8EFnmNP2y1Xb99p+K3d3bEhf7yZgW9t/sD3Z9nu2zybl0QQNQtJOpJpdTwDbA1d1VFdrFqZ1wdbxwOX1mCiUSNAZ+lRv2P5x1eZi9Ew+kLS7pF6SZpO0Oz0se78J+X+2J+ciqZuSuvid3WCZiiLpMEnrAL+w/Y7tP5MKpa5k+3/rMWcokaAzPChpv9aDkg6gfHfFZuF7wM7Aa/m1Ux4LGkclEuvbwHm2/05KDu5J9ANOA16X9E9JJwObAb3qNWE41oMOyf1D/krqnVHJeF2L5BvZ3vZrDRItCKaSK2+/QrppDiL5BR7qSQVCK0iak1RhYyipC+p6wDu2V+n2uUKJBJ1F0iakuHOI7P3FgP2A/lQFqNj+r0bJ1NORNA+pesA4289JWgJY3fY/GixacSQtSFIc6+efC5G+l727fa5QIkHw5ZE0EriHVFdtakJbtkEHDUDScsAE259I2hhYA7jU9juNlKskks4lPehNBh4EHgAesP12veaMEN8g6Brz2D6q0UIELfgzMDh3JT0XuJ4UkbRVQ6Uqy9IkM/NzJNPeBOCdek4YjvUg6Bo3SupJN6eZgS9y7bLvAmfY/h96WO6O7WGkHK7f5KEjgYcl/UPSz+sxZ5izgqAL5Mz1eUnBBp+RktscGeuNI1dSOA04FtjG9ouSHre9WvtnzppI6kfyiQwFtgYWsb1Qd88T5qwg6AKVzPWgqdgbOBA4KSuQZUkVBXoMkg4hKY2hpIebkfl1ITCuLnPGSiQIuoakPsDytKySenfjJAp6OpJ+B9wHjLQ9scicoUSC4MuT2yQfSkruGgMMAe6vR9OfoHNIepEaxTFtf60B4vQYwpwVBF3jUJID8wHb35S0EqmrXtA4Ble9702qIrBwg2TpMUR0VhB0jY9tfwwgaS7bT5OqxwYNIhcFrbxesX0aqQRKUEdiJRIEXWNCrpL6V+A2SW8DLzVUoh5Oq4q9s5FWJnGPqzPhEwmCGST3sFgQuMX2p42Wp6ci6a6qzc9J5c9/bfvZxkjUMwglEgRfAknt2thtTyolS9A+knoBu9q+rNGyzMqEEgmCL0FVBJBq7HZEApVH0gLAQcCSpFInt+ftI4HHbEezsDoSSiQIgpkaSdcDbwP3k5pRLU5S8ofaHtNA0XoEoUSCoAtIWh8YY/sDSd8n9a84LbcMDgoiaZzt1fP7XsBEYOlK9FxQXyLENwi6xtnAh5IGkMwm/6KHldhoIj6rvLE9hVQOPhRIIUKJBEHX+NxpGb8dcKbts4Cop9UYBkh6L78mA2tU3kt6r9HCzepEDHUQdI3Jko4Bvg9sJGk2YI4Gy9QjsV23/uFBx8RKJAi6xi6kMvD72H6VVEPr140VKQjKE471IAiCoMuEOSsIvgTZ5l7rySuaUgU9kliJBEEQBF0mfCJBEARBlwklEgRBEHSZUCJBEARBlwklEswySDpW0hOSHpM0RtK6eXyEpFFVxw2WNCK/31jSu/n4MZJur3HdvSR9IWmNqrHHJfXvQJ7zJa3SwTEXS9qxxvjGkm7s6DN3cO33Z+T80tcNZk4iOiuYJZC0HrA1MMj2J5IWBeasOmRxSVvavrnG6ffY3rqDKSYAx5LyQzqF7X07e2x3k2tIBUHdiZVIMKuwBPCm7U8AbL9p+z9V+39NUgJd5UZgVUnTtcCVtLmk+yU9IukaSfPl8RGSBuf3+0h6VtJDks6TdGbVJTaSNFLSC61WJQtI+rukZySdk7PikbSbpHF5NfTLKjnel/RbSWOB9fLYSZLGSnpAUt881l/SnXnFdoekpTsYXzZ/vnGSTqyabwlJd+cV3OOSNpyB7zeYSQklEswq/ANYKt+o/5C7DVZzP/CppG/WOHfDKnNWW4rmC+BXwE+rB/OK52fAt2wPAkYBR7Q65qvA/wOGAOsDK7W69hLABqSV1ClV4+sABwOrAMsB383X+iWwCTAQWFvS9vn4eYEHbQ+wfW/efsD2AOBuYL983BnAJbbXAC4DTu9g/PfA2blS7sQq+b4H3Gp7IDAAGDP91xbM6oQSCWYJbL8PrAXsD7wBXCVpr1aHnUi64bfmHtsD8+ukdqa5HBgiadmqsSGkm/x9ksYAewLLtDpvHeCftifZ/gy4ptX+v9r+wvaTQN+q8Ydsv5Ar015BUjRrAyNsv2H7c9LNfqN8/BTgz1Xnf0paQQGMBvrn9+vlzwKp8vAGHYyvn+evjFd4GNhb0nBgdduTCXocoUSCWQbbU2yPsH0c8GNgh1b77wTmJt34u3L9z4HfAkdVDQu4rUoJrWJ7ny956U9aXW/qlK1F6OA6H2eFU+EzT8smnsKM+UCnm9v23SQF9gpwsaQ9ZuD6wUxKKJFglkDSipKWrxoaCLxU49ATgZ/MwFQXA98CFsvbDwDrS/p6lmNeSSu0Oudh4BuS+kianVbKrR3Wyf6I2UgO/XuBh/K1Fs3O892Af37JzzAS2DW/3x24p4Px+1qNAyBpGeA12+cB55MacwU9jFAiwazCfMAlkp6U9BjJxDS89UG2byKZu7qE7U9JvoLF8/YbwF7AFXne+2nl87D9CnAySQHcB4wH3u3EdA8DZwJPAS8C19meCBwN3AWMBUbbvv5LfoyDSWaox4AfAId2MH4ocJCkcaQ+5hU2BsZKepSk5H7/JeUIZgGidlYQFEDSfLbfzyuR64ALbV/XaLmCYEaJlUgQlGF4drw/TlpV/LWh0gRBNxErkSAIgqDLxEokCIIg6DKhRIIgCIIuE0okCIIg6DKhRIIgCIIuE0okCIIg6DKhRIIgCIIu8/8ByNyBYfzEtf4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plot the data to stacked bar chart\n", "snf_race14_.plot(x=\"Proj_NAME\",\n", " kind=\"bar\",\n", " stacked=True,\n", " ylim=(0,77000)) # set the scale to match with other data\n", "\n", "label =[\"White\",\"Black\",\"Asian\",\"Latino\",\"Other\"]\n", "\n", "# Add labels and title\n", "plt.xlabel('SNF Neighborhoods')\n", "plt.ylabel('Population')\n", "plt.title('Population by Race in 2014')\n", "plt.legend(label)\n", "\n", "# Save the data as an image file\n", "plt.savefig('race2014.jpg')\n", "\n", "# Show plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 64, "id": "6ee0804d-fb9d-4374-a55f-ff09a3e96b17", "metadata": {}, "outputs": [], "source": [ "#overlay the two geodataframes\n", "snf_race22 = gpd.overlay(snf,race2022_, how=\"intersection\")" ] }, { "cell_type": "code", "execution_count": 65, "id": "3c0d8378-d1cb-40f2-96e5-f9d893bf0578", "metadata": {}, "outputs": [], "source": [ "#aggregate each race population data based on SNF neighborhood\n", "snf_race22_ = snf_race22.groupby(\"Proj_NAME\").agg({\"pop_white0\":'sum',\n", " \"pop_black0\":'sum',\n", " \"pop_asian0\":'sum',\n", " \"pop_latino0\":'sum',\n", " \"pop_other0\":'sum'}).reset_index()" ] }, { "cell_type": "code", "execution_count": 66, "id": "0f53fca9-94ce-4c3d-a7a4-215ca3026603", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plot the data to stacked bar chart\n", "snf_race22_.plot(x=\"Proj_NAME\",\n", " kind=\"bar\",\n", " stacked=True,\n", " ylim=(0,77000)) # set the scale to match with other data\n", "\n", "label =[\"White\",\"Black\",\"Asian\",\"Latino\",\"Other\"]\n", "\n", "# Add labels and title\n", "plt.xlabel('SNF Neighborhood')\n", "plt.ylabel('Population')\n", "plt.title('Population by Race in 2022')\n", "plt.legend(label)\n", "\n", "# Save the data as an image file\n", "plt.savefig('race2022.jpg')\n", "\n", "# Show plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e791f173-707f-4fbf-a0af-28b990584195", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### c. Household Income " ] }, { "cell_type": "code", "execution_count": 67, "id": "8522d614-dbb6-4cba-bd25-89d0f2ab9a6f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryMean income (dollar)Median income (dollar)
026163524800POLYGON ((13450299.502 278352.151, 13449823.16...3107220881
126163521900POLYGON ((13472055.602 310118.573, 13471825.55...3384619478
\n", "
" ], "text/plain": [ " GEOID geometry \\\n", "0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... \n", "1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... \n", "\n", " Mean income (dollar) Median income (dollar) \n", "0 31072 20881 \n", "1 33846 19478 " ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "income2014_.head(2)" ] }, { "cell_type": "code", "execution_count": 68, "id": "7899d831-1b09-46dd-a7bf-1eec9be6fa74", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8733" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of the column to find the scale\n", "# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n", "income2014_['Median income (dollar)'].min()" ] }, { "cell_type": "code", "execution_count": 69, "id": "f3423b84-a300-499a-adc2-b069b7f2403e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "income2014_.plot(ax=ax, column=\"Median income (dollar)\", cmap='Purples',\n", " legend=\"TRUE\", vmax=120000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Median Household Income of Detroit City, 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('income2014.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 70, "id": "62f18fab-4be8-4ec5-9a91-1b654bfe0a36", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryMean income (dollar)Median income (dollar)
026163500100POLYGON ((13506896.601 347570.905, 13507023.94...5722544960
126163500200POLYGON ((13504095.532 346792.304, 13504079.97...7093951723
\n", "
" ], "text/plain": [ " GEOID geometry \\\n", "0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... \n", "1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... \n", "\n", " Mean income (dollar) Median income (dollar) \n", "0 57225 44960 \n", "1 70939 51723 " ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "income2022_.head(2)" ] }, { "cell_type": "code", "execution_count": 71, "id": "b156375a-762d-4518-89ab-e78ac92e8c1f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "137987" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of the column to find the scale\n", "income2022_['Median income (dollar)'].max()" ] }, { "cell_type": "markdown", "id": "8415fe8d-d555-49b4-98b0-7c70bb879f0f", "metadata": {}, "source": [ "Because of inflation, 1 dollar in 2014 is similar to 1.24 dollar in 2022. Therefore, with the previous map has the maximum value in 120,000, the maximum value set in 2022 data is 148,000.(https://www.in2013dollars.com/us/inflation/2014?endYear=2022&amount=1)" ] }, { "cell_type": "code", "execution_count": 72, "id": "924cde88-1b9d-4497-ba2b-9ff30575dbb3", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "income2022_.plot(ax=ax, column=\"Median income (dollar)\", cmap='Purples',\n", " legend=\"TRUE\", vmax=148000)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Median Household Income of Detroit City, 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('income2022.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "67eb192a-1c04-43d6-8371-21aa17d6fb9c", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### d. Unemployment Rate " ] }, { "cell_type": "code", "execution_count": 73, "id": "1da2bc2b-7863-4436-a50c-b9566270dceb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryEmployedLaborForceUnemployed
026163524800POLYGON ((13450299.502 278352.151, 13449823.16...640923283
126163521900POLYGON ((13472055.602 310118.573, 13471825.55...12091540331
\n", "
" ], "text/plain": [ " GEOID geometry Employed \\\n", "0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... 640 \n", "1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... 1209 \n", "\n", " LaborForce Unemployed \n", "0 923 283 \n", "1 1540 331 " ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "employ2014_.head(2)" ] }, { "cell_type": "code", "execution_count": 74, "id": "6f0304c7-dc54-4205-8644-fc0274ebaa6e", "metadata": {}, "outputs": [], "source": [ "# calculate unemployment rate\n", "employ2014_[\"unemployment_rate\"] = employ2014_[\"Unemployed\"] / employ2014_[\"LaborForce\"]" ] }, { "cell_type": "code", "execution_count": 75, "id": "02f3f84e-402c-49cf-89f2-a114333fac4b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5727272727272728\n" ] } ], "source": [ "# find the maximum value of the column to find the scale\n", "# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n", "print(employ2014_['unemployment_rate'].max())" ] }, { "cell_type": "code", "execution_count": 76, "id": "150a9dfd-ba58-4eba-a9f8-81c0cce6f9dc", "metadata": {}, "outputs": [], "source": [ "# Replace NaN with a default value\n", "employ2014_[\"unemployment_rate\"] = np.nan_to_num(employ2014_[\"unemployment_rate\"], nan=0)" ] }, { "cell_type": "code", "execution_count": 77, "id": "a06baf70-1e79-400b-bf11-e085d8cd89e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.30660888 0.21493506 0.19733333 0.25766871 0.11538462 0.21818182\n", " 0.16630901 0. 0.0181311 0.15283843 0.21052632 0.1303781\n", " 0.24793388 0.32816537 0.23802915 0.30306604 0.15254237 0.14564831\n", " 0.42657343 0.40512821 0.47863248 0.08826879 0.29963235 0.11789773\n", " 0.31146107 0.2469352 0.40773286 0.17024426 0.37620579 0.2749004\n", " 0.30732861 0.36986301 0.215311 0.25763126 0.14563107 0.19712526\n", " 0.1377858 0.30144033 0.55566038 0.31238095 0.23135755 0.17276423\n", " 0.30911901 0.29933481 0.2522686 0.41257367 0.43687375 0.26401703\n", " 0.47959184 0.27935943 0.0462963 0.26245211 0.19318972 0.29824561\n", " 0.41694915 0.32815965 0.33562428 0.34656085 0.26666667 0.34390863\n", " 0.24878523 0.17167052 0.21624174 0.39534884 0.33078603 0.38999206\n", " 0.37352626 0.35845411 0.41912799 0.27408056 0.40584695 0.22016807\n", " 0.27761836 0.22402827 0.3204983 0.39236479 0.3447205 0.1611479\n", " 0.26582278 0.26932367 0.22572509 0.3551963 0.23207547 0.29185868\n", " 0.27860995 0.33855799 0.22294372 0.10351201 0.25618375 0.29087049\n", " 0.45125628 0.3758465 0.36225976 0.34006734 0.19055944 0.33379598\n", " 0.38963532 0.3946932 0.38317757 0.22650057 0.29120879 0.17670683\n", " 0.21428571 0.08893281 0.25399361 0.31020813 0.18134034 0.17820207\n", " 0.31756757 0.56532663 0.26697353 0.19378428 0.37972769 0.25351014\n", " 0.25090253 0.16286645 0.3372093 0.2925 0.30325444 0.2810219\n", " 0.34947368 0.36521084 0.24582339 0.30114723 0.20342946 0.19401709\n", " 0.32142857 0.21222607 0.12988575 0.30775717 0.17545126 0.17110656\n", " 0.15492102 0.16651904 0.25571726 0.23773266 0.14989293 0.24582104\n", " 0.21770335 0.32267235 0.19406868 0.264637 0.51030928 0.31639723\n", " 0.27586207 0.29252199 0.24762381 0.18274384 0.28817204 0.24071703\n", " 0.34287709 0.35243553 0.21304348 0.35689655 0.37140366 0.33124128\n", " 0.31794195 0.27251732 0.38123752 0.24232082 0.24221845 0.17492417\n", " 0.29982964 0.4295858 0.43218391 0.35368803 0.18211488 0.29714811\n", " 0.15061409 0.27575758 0.38648294 0.45850202 0.18404479 0.36513158\n", " 0.53456998 0.29296236 0.36768448 0.18522542 0.19974392 0.11390728\n", " 0.26161369 0.12087912 0.29681979 0.32921175 0.32258065 0.39699248\n", " 0.33479404 0.42021721 0.35611907 0.19290466 0.21405493 0.3439759\n", " 0.25347222 0.32945205 0.27792553 0.166236 0.21399177 0.27564103\n", " 0.17068273 0.26648199 0.21784473 0.28624535 0.12657389 0.27122642\n", " 0.08625337 0.28116711 0.30633803 0.21588188 0.35934579 0.17712355\n", " 0.20345745 0.07953443 0.2022932 0.3024453 0.17712812 0.11272727\n", " 0.15739868 0.38495093 0.21754386 0.30778739 0.23116003 0.31468531\n", " 0.315 0.43236715 0.23961353 0.15767196 0.3865628 0.37568058\n", " 0.19241192 0.26192541 0.27961433 0.25518542 0.22720798 0.18541667\n", " 0.19162364 0.25338142 0.29708223 0.29583333 0.34627329 0.26052632\n", " 0.28282828 0.30427892 0.39586645 0.3201581 0.3171521 0.20967742\n", " 0.31425091 0.3387471 0.43505338 0.32 0.35014409 0.57272727\n", " 0.3754717 0.34615385 0.30141844 0.33952703 0.16790123 0.34860884\n", " 0.56153846 0.35891381 0.28632479 0.4157161 0.37639008 0.16984402\n", " 0.3104 0.28266439 0.5 0.399754 0.24015748 0.25433526\n", " 0.30733945 0.18644068 0.39008621 0.3866171 0.20183486 0.19056261\n", " 0.28141225 0.24754635 0.34065934 0.21144182 0.28854314 0.38495575\n", " 0.22857143 0.36585366 0.53887399 0.2326454 0.25503356 0.176951\n", " 0.26341663 0.17296073 0.24853801 0.23081571 0.25462555]\n" ] } ], "source": [ "print(employ2014_['unemployment_rate'].unique())" ] }, { "cell_type": "code", "execution_count": 78, "id": "3f07f7c9-dcf6-485a-8b62-b3f0af1f4bfa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "employ2014_.plot(ax=ax, column=\"unemployment_rate\", cmap='Greens', legend=\"TRUE\",\n", " vmax=0.6)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Unemployment Rate of Detroit City, 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('unemployment2014.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "id": "3f093907-ae81-422c-b635-74517a4940c0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometryEmployedLaborForceUnemployed
026163500100POLYGON ((13506896.601 347570.905, 13507023.94...13391626287
126163500200POLYGON ((13504095.532 346792.304, 13504079.97...10891507418
\n", "
" ], "text/plain": [ " GEOID geometry Employed \\\n", "0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... 1339 \n", "1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... 1089 \n", "\n", " LaborForce Unemployed \n", "0 1626 287 \n", "1 1507 418 " ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "employ2022_.head(2)" ] }, { "cell_type": "code", "execution_count": 80, "id": "f83dcc88-5cc2-408d-882a-74cb1a9e7338", "metadata": {}, "outputs": [], "source": [ "# calculate unemployment rate\n", "employ2022_[\"unemployment_rate\"] = employ2022_[\"Unemployed\"] / employ2022_[\"LaborForce\"]" ] }, { "cell_type": "code", "execution_count": 81, "id": "363f45b5-083b-48c9-9cd3-6be8b3437090", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.48878923766816146" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of the column to find the scale\n", "employ2022_['unemployment_rate'].max()" ] }, { "cell_type": "code", "execution_count": 82, "id": "2ab3d080-7238-4a67-9702-c93925f44090", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "employ2022_.plot(ax=ax, column=\"unemployment_rate\", cmap='Greens', legend=\"TRUE\",\n", " vmax=0.6)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Unemployment Rate of Detroit City, 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('unemployment2022.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5ea41601-ce82-46af-aac6-70045dd7de0b", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "#### e. Building Vacancy " ] }, { "cell_type": "code", "execution_count": 83, "id": "7280a4e0-3a35-464d-9c98-0061994c2556", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOID10Pct_VeryLigeometry
0261635248006.168080POLYGON ((13451859.752 280937.886, 13451480.46...
1261635219005.175601POLYGON ((13473279.177 313045.760, 13473462.39...
\n", "
" ], "text/plain": [ " GEOID10 Pct_VeryLi geometry\n", "0 26163524800 6.168080 POLYGON ((13451859.752 280937.886, 13451480.46...\n", "1 26163521900 5.175601 POLYGON ((13473279.177 313045.760, 13473462.39..." ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "vacant2014.head(2)" ] }, { "cell_type": "code", "execution_count": 84, "id": "47293fbb-1152-4ebc-a458-687276c3840e", "metadata": {}, "outputs": [], "source": [ "# rename ID column to match with other data\n", "vacant2014 = vacant2014.rename(columns={'GEOID10': 'GEOID'})" ] }, { "cell_type": "code", "execution_count": 85, "id": "34bbf3cc-10de-4340-9054-3b4264f18579", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "38.8888888888889" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the maximum value of the column to find the scale\n", "# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n", "vacant2014['Pct_VeryLi'].max()" ] }, { "cell_type": "code", "execution_count": 86, "id": "9c35ebe9-4f24-48ce-8256-d14e80332e3c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "vacant2014.plot(ax=ax, column='Pct_VeryLi', cmap=\"Blues\", legend=\"true\",\n", " vmax=90)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Vacancy Index of Detroit City in 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "\n", "# Save the map as an image file\n", "plt.savefig('vacancy2014.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 87, "id": "daa0b064-ef33-4743-afed-5b67d11b9732", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0COMMERCIAL VACANTPOLYGON ((13478376.504 304890.930, 13478464.09...
1COMMERCIAL VACANTPOLYGON ((13478452.818 304761.197, 13478562.97...
2COMMERCIALPOLYGON ((13479117.285 305162.088, 13479177.34...
3COMMERCIALPOLYGON ((13479133.487 304712.942, 13479180.90...
4COMMERCIALPOLYGON ((13479180.905 304741.845, 13479267.17...
\n", "
" ], "text/plain": [ " property_1 geometry\n", "0 COMMERCIAL VACANT POLYGON ((13478376.504 304890.930, 13478464.09...\n", "1 COMMERCIAL VACANT POLYGON ((13478452.818 304761.197, 13478562.97...\n", "2 COMMERCIAL POLYGON ((13479117.285 305162.088, 13479177.34...\n", "3 COMMERCIAL POLYGON ((13479133.487 304712.942, 13479180.90...\n", "4 COMMERCIAL POLYGON ((13479180.905 304741.845, 13479267.17..." ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the data\n", "vacant2023.head(5)" ] }, { "cell_type": "code", "execution_count": 88, "id": "dc3f5f06-fed5-4ba7-8526-db25ed829102", "metadata": {}, "outputs": [], "source": [ "# filter vacant data based on vacancy status\n", "filtered_vacant23 = vacant2023[vacant2023['property_1'].isin(['COMMERCIAL VACANT',\n", " 'INDUSTRIAL VACANT','RESIDENTIAL VACANT'])]" ] }, { "cell_type": "code", "execution_count": 89, "id": "7d61974c-68e5-43fb-b650-cfa7f8240c07", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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property_1geometry
0COMMERCIAL VACANTPOLYGON ((13478376.504 304890.930, 13478464.09...
1COMMERCIAL VACANTPOLYGON ((13478452.818 304761.197, 13478562.97...
\n", "
" ], "text/plain": [ " property_1 geometry\n", "0 COMMERCIAL VACANT POLYGON ((13478376.504 304890.930, 13478464.09...\n", "1 COMMERCIAL VACANT POLYGON ((13478452.818 304761.197, 13478562.97..." ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check the result\n", "filtered_vacant23.head(2)" ] }, { "cell_type": "code", "execution_count": 90, "id": "7f237269-a4b6-42b5-b118-984f4388e08b", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "filtered_vacant23.plot(ax=ax, color='blue', legend='true')\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Vacant Buildings of Detroit City in 2014')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "67ae595b-a41f-40be-b16c-102e2da1d125", "metadata": {}, "source": [ "This map can not be compared with the vacancy index map in 2014. Therefore, some analysis should be taken to calculate the vacancy index in 2023. The general formula for vacancy index is total vacant buildings divided by total buildings in the same area which is census tract level in this case." ] }, { "cell_type": "code", "execution_count": 91, "id": "dc590683-edbd-4aa0-b990-7f15b5f4e10b", "metadata": {}, "outputs": [], "source": [ "# combine vacant 2023 data with census tract 2020 data\n", "vacant2023_ = gpd.overlay(tract_detroit2020,vacant2023, how=\"intersection\")" ] }, { "cell_type": "code", "execution_count": 92, "id": "bb053a63-8396-4ab6-970e-f1e471b56642", "metadata": {}, "outputs": [], "source": [ "# calculate the total building structure for each census tract (GEOID) and assigned to new column\n", "vacant2023_['totalstr'] = vacant2023_.groupby('GEOID')['property_1'].transform('count')" ] }, { "cell_type": "code", "execution_count": 93, "id": "082e7bca-edf1-4a9c-b5e4-85c6f40c4cd2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDproperty_1geometrytotalstr
026163500100RESIDENTIALPOLYGON ((13504324.411 346971.740, 13504363.56...1642
126163500100RESIDENTIALPOLYGON ((13504290.546 349256.355, 13504330.36...1642
226163500100RESIDENTIALPOLYGON ((13504314.027 348277.089, 13504354.17...1642
326163500100RESIDENTIALPOLYGON ((13504301.776 349073.740, 13504341.59...1642
426163500100RESIDENTIALPOLYGON ((13504303.767 348939.693, 13504343.91...1642
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38097926163985900INDUSTRIALPOLYGON ((13478980.014 317914.159, 13479098.13...50
38098026163985900COMMERCIAL VACANTPOLYGON ((13478748.827 318033.988, 13478819.33...50
38098126163985900INDUSTRIAL VACANTPOLYGON ((13478886.891 318104.462, 13478917.35...50
38098226163985900INDUSTRIALPOLYGON ((13478917.352 318044.787, 13478957.40...50
38098326163985900INDUSTRIALPOLYGON ((13478816.382 318242.597, 13478886.89...50
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380984 rows × 4 columns

\n", "
" ], "text/plain": [ " GEOID property_1 \\\n", "0 26163500100 RESIDENTIAL \n", "1 26163500100 RESIDENTIAL \n", "2 26163500100 RESIDENTIAL \n", "3 26163500100 RESIDENTIAL \n", "4 26163500100 RESIDENTIAL \n", "... ... ... \n", "380979 26163985900 INDUSTRIAL \n", "380980 26163985900 COMMERCIAL VACANT \n", "380981 26163985900 INDUSTRIAL VACANT \n", "380982 26163985900 INDUSTRIAL \n", "380983 26163985900 INDUSTRIAL \n", "\n", " geometry totalstr \n", "0 POLYGON ((13504324.411 346971.740, 13504363.56... 1642 \n", "1 POLYGON ((13504290.546 349256.355, 13504330.36... 1642 \n", "2 POLYGON ((13504314.027 348277.089, 13504354.17... 1642 \n", "3 POLYGON ((13504301.776 349073.740, 13504341.59... 1642 \n", "4 POLYGON ((13504303.767 348939.693, 13504343.91... 1642 \n", "... ... ... \n", "380979 POLYGON ((13478980.014 317914.159, 13479098.13... 50 \n", "380980 POLYGON ((13478748.827 318033.988, 13478819.33... 50 \n", "380981 POLYGON ((13478886.891 318104.462, 13478917.35... 50 \n", "380982 POLYGON ((13478917.352 318044.787, 13478957.40... 50 \n", "380983 POLYGON ((13478816.382 318242.597, 13478886.89... 50 \n", "\n", "[380984 rows x 4 columns]" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "vacant2023_" ] }, { "cell_type": "code", "execution_count": 94, "id": "63b7c336-5bfc-47ab-bca5-06377aa80897", "metadata": {}, "outputs": [], "source": [ "# extract only the total building information and GEOID\n", "vacant2023__ = vacant2023_.groupby(\"GEOID\").agg({\"totalstr\":\"first\"}).reset_index()" ] }, { "cell_type": "code", "execution_count": 95, "id": "23c1daa0-cfcb-4c1b-be53-be42a8874a25", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDtotalstr
0261635001001642
1261635002001297
2261635003001564
3261635004001633
4261635005001292
.........
2712616398520037
27226163985300181
273261639855001
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2752616398590050
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276 rows × 2 columns

\n", "
" ], "text/plain": [ " GEOID totalstr\n", "0 26163500100 1642\n", "1 26163500200 1297\n", "2 26163500300 1564\n", "3 26163500400 1633\n", "4 26163500500 1292\n", ".. ... ...\n", "271 26163985200 37\n", "272 26163985300 181\n", "273 26163985500 1\n", "274 26163985800 6\n", "275 26163985900 50\n", "\n", "[276 rows x 2 columns]" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the result\n", "vacant2023__" ] }, { "cell_type": "code", "execution_count": 96, "id": "28a86b4b-bcba-40a5-8f5c-975294b5f453", "metadata": {}, "outputs": [], "source": [ "# combine vacant 2023 data with census tract 2020 data\n", "filtered_vacant23_ = gpd.overlay(tract_detroit2020,filtered_vacant23, how=\"intersection\")" ] }, { "cell_type": "code", "execution_count": 97, "id": "74ef8b4a-a60a-4324-84d7-3bf97267d8e6", "metadata": {}, "outputs": [], "source": [ "# calculate the total vacant building for each census tract (GEOID) and assigned to new column\n", "filtered_vacant23_['totalvacant'] = filtered_vacant23_.groupby('GEOID')[\n", " 'property_1'].transform('count')" ] }, { "cell_type": "code", "execution_count": 98, "id": "68c2bc50-7b11-42e9-a1f6-bd06f0d06635", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDproperty_1geometrytotalvacant
026163500100RESIDENTIAL VACANTPOLYGON ((13504325.564 347957.259, 13504365.71...152
126163500100RESIDENTIAL VACANTPOLYGON ((13504926.887 347349.226, 13504967.03...152
226163500100RESIDENTIAL VACANTPOLYGON ((13504594.066 347468.161, 13504630.89...152
326163500100RESIDENTIAL VACANTPOLYGON ((13504594.166 347146.265, 13504634.31...152
426163500100RESIDENTIAL VACANTPOLYGON ((13504094.962 347948.302, 13504131.79...152
...............
13384926163985900INDUSTRIAL VACANTPOLYGON ((13477412.316 319056.618, 13477549.34...20
13385026163985900INDUSTRIAL VACANTPOLYGON ((13477562.289 318773.261, 13477878.82...20
13385126163985900COMMERCIAL VACANTPOLYGON ((13477627.321 318647.509, 13477630.63...20
13385226163985900COMMERCIAL VACANTPOLYGON ((13478748.827 318033.988, 13478819.33...20
13385326163985900INDUSTRIAL VACANTPOLYGON ((13478886.891 318104.462, 13478917.35...20
\n", "

133854 rows × 4 columns

\n", "
" ], "text/plain": [ " GEOID property_1 \\\n", "0 26163500100 RESIDENTIAL VACANT \n", "1 26163500100 RESIDENTIAL VACANT \n", "2 26163500100 RESIDENTIAL VACANT \n", "3 26163500100 RESIDENTIAL VACANT \n", "4 26163500100 RESIDENTIAL VACANT \n", "... ... ... \n", "133849 26163985900 INDUSTRIAL VACANT \n", "133850 26163985900 INDUSTRIAL VACANT \n", "133851 26163985900 COMMERCIAL VACANT \n", "133852 26163985900 COMMERCIAL VACANT \n", "133853 26163985900 INDUSTRIAL VACANT \n", "\n", " geometry totalvacant \n", "0 POLYGON ((13504325.564 347957.259, 13504365.71... 152 \n", "1 POLYGON ((13504926.887 347349.226, 13504967.03... 152 \n", "2 POLYGON ((13504594.066 347468.161, 13504630.89... 152 \n", "3 POLYGON ((13504594.166 347146.265, 13504634.31... 152 \n", "4 POLYGON ((13504094.962 347948.302, 13504131.79... 152 \n", "... ... ... \n", "133849 POLYGON ((13477412.316 319056.618, 13477549.34... 20 \n", "133850 POLYGON ((13477562.289 318773.261, 13477878.82... 20 \n", "133851 POLYGON ((13477627.321 318647.509, 13477630.63... 20 \n", "133852 POLYGON ((13478748.827 318033.988, 13478819.33... 20 \n", "133853 POLYGON ((13478886.891 318104.462, 13478917.35... 20 \n", "\n", "[133854 rows x 4 columns]" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "filtered_vacant23_" ] }, { "cell_type": "code", "execution_count": 99, "id": "e006bc19-7438-4482-9707-b793f39419e2", "metadata": {}, "outputs": [], "source": [ "# extract only the vacant building information and GEOID\n", "filtered_vacant23__ = filtered_vacant23_.groupby(\"GEOID\").agg({\"totalvacant\":\"first\"}).reset_index()" ] }, { "cell_type": "code", "execution_count": 100, "id": "9155be47-f8c1-4865-bf55-2d191b851122", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDtotalvacant
026163500100152
126163500200166
226163500300477
3261635004001057
426163500500525
.........
26926163985100159
2702616398520016
27126163985300101
272261639858003
2732616398590020
\n", "

274 rows × 2 columns

\n", "
" ], "text/plain": [ " GEOID totalvacant\n", "0 26163500100 152\n", "1 26163500200 166\n", "2 26163500300 477\n", "3 26163500400 1057\n", "4 26163500500 525\n", ".. ... ...\n", "269 26163985100 159\n", "270 26163985200 16\n", "271 26163985300 101\n", "272 26163985800 3\n", "273 26163985900 20\n", "\n", "[274 rows x 2 columns]" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "filtered_vacant23__" ] }, { "cell_type": "markdown", "id": "a7234c31-756e-4b49-9244-6a7e45c5bb6e", "metadata": {}, "source": [ "The difference of total rows between total building structure and total vacant building indicates some census tracts has no vacant buildings." ] }, { "cell_type": "code", "execution_count": 101, "id": "d82cc381-e9a8-4034-a533-a115e70393bc", "metadata": {}, "outputs": [], "source": [ "# join the total building, total vacant, and GEOID\n", "vacant23_final = filtered_vacant23__.merge(vacant2023__, on='GEOID', how='inner')" ] }, { "cell_type": "code", "execution_count": 102, "id": "e8099bd8-9f83-44c4-9514-cb2b49a37fce", "metadata": {}, "outputs": [], "source": [ "# calculate vacancy index and assign to new column\n", "vacant23_final['index'] = (vacant23_final['totalvacant']/vacant23_final['totalstr'])*100" ] }, { "cell_type": "code", "execution_count": 103, "id": "f6db66b6-9d76-49f6-8c80-197fcc6a9b54", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDtotalvacanttotalstrindex
02616350010015216429.257004
126163500200166129712.798766
226163500300477156430.498721
3261635004001057163364.727495
426163500500525129240.634675
...............
2692616398510015921175.355450
27026163985200163743.243243
2712616398530010118155.801105
272261639858003650.000000
27326163985900205040.000000
\n", "

274 rows × 4 columns

\n", "
" ], "text/plain": [ " GEOID totalvacant totalstr index\n", "0 26163500100 152 1642 9.257004\n", "1 26163500200 166 1297 12.798766\n", "2 26163500300 477 1564 30.498721\n", "3 26163500400 1057 1633 64.727495\n", "4 26163500500 525 1292 40.634675\n", ".. ... ... ... ...\n", "269 26163985100 159 211 75.355450\n", "270 26163985200 16 37 43.243243\n", "271 26163985300 101 181 55.801105\n", "272 26163985800 3 6 50.000000\n", "273 26163985900 20 50 40.000000\n", "\n", "[274 rows x 4 columns]" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "vacant23_final" ] }, { "cell_type": "code", "execution_count": 104, "id": "576f380f-6ae3-4a1a-b093-07a08f62940f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "float64\n" ] } ], "source": [ "# ensure the data type\n", "print(vacant23_final['index'].dtype)" ] }, { "cell_type": "code", "execution_count": 105, "id": "bae68b97-dd43-4ced-8e47-92350977dbbe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "87.32394366197182\n" ] } ], "source": [ "# find the maximum value of the column to find the scale\n", "# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n", "print(vacant23_final['index'].max())" ] }, { "cell_type": "code", "execution_count": 106, "id": "62270b3e-c27c-4035-9c5e-aceb7803b2e7", "metadata": {}, "outputs": [], "source": [ "# join vacant 2023 final data with census tract 2020 data to get the geometry\n", "vacant23_final_ = tract_detroit2020.merge(vacant23_final, on='GEOID', how='inner')" ] }, { "cell_type": "code", "execution_count": 107, "id": "449ff479-9d27-466a-b4d1-daead41d3acf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDgeometrytotalvacanttotalstrindex
026163500100POLYGON ((13506896.601 347570.905, 13507023.94...15216429.257004
126163500200POLYGON ((13504095.532 346792.304, 13504079.97...166129712.798766
226163500300POLYGON ((13504200.997 344139.637, 13504188.33...477156430.498721
326163500400POLYGON ((13499043.548 340941.593, 13499029.83...1057163364.727495
426163500500POLYGON ((13503421.584 340974.292, 13503261.67...525129240.634675
..................
26926163985100POLYGON ((13475802.544 327218.694, 13475649.28...15921175.355450
27026163985200POLYGON ((13501258.189 325180.420, 13501195.85...163743.243243
27126163985300POLYGON ((13475526.444 304427.921, 13475351.30...10118155.801105
27226163985800POLYGON ((13426225.191 317082.988, 13426220.46...3650.000000
27326163985900POLYGON ((13480089.238 317506.999, 13480031.23...205040.000000
\n", "

274 rows × 5 columns

\n", "
" ], "text/plain": [ " GEOID geometry \\\n", "0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... \n", "1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... \n", "2 26163500300 POLYGON ((13504200.997 344139.637, 13504188.33... \n", "3 26163500400 POLYGON ((13499043.548 340941.593, 13499029.83... \n", "4 26163500500 POLYGON ((13503421.584 340974.292, 13503261.67... \n", ".. ... ... \n", "269 26163985100 POLYGON ((13475802.544 327218.694, 13475649.28... \n", "270 26163985200 POLYGON ((13501258.189 325180.420, 13501195.85... \n", "271 26163985300 POLYGON ((13475526.444 304427.921, 13475351.30... \n", "272 26163985800 POLYGON ((13426225.191 317082.988, 13426220.46... \n", "273 26163985900 POLYGON ((13480089.238 317506.999, 13480031.23... \n", "\n", " totalvacant totalstr index \n", "0 152 1642 9.257004 \n", "1 166 1297 12.798766 \n", "2 477 1564 30.498721 \n", "3 1057 1633 64.727495 \n", "4 525 1292 40.634675 \n", ".. ... ... ... \n", "269 159 211 75.355450 \n", "270 16 37 43.243243 \n", "271 101 181 55.801105 \n", "272 3 6 50.000000 \n", "273 20 50 40.000000 \n", "\n", "[274 rows x 5 columns]" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "vacant23_final_" ] }, { "cell_type": "code", "execution_count": 108, "id": "95f23e09-b829-4929-88fb-59e52e24711e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot both GeoDataFrames on the same map\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Plot the first GeoDataFrame\n", "vacant23_final_.plot(ax=ax, column='index', cmap='Blues', legend='true',\n", " vmax=90)\n", "\n", "# Plot the second GeoDataFrame\n", "snf.plot(ax=ax, color='none', edgecolor='red', legend=\"TRUE\")\n", "\n", "# Add labels to the map\n", "for idx, row in snf.iterrows():\n", " centroid = row.geometry.centroid\n", " ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n", "\n", "# add title to the map\n", "plt.title('Vacancy Index of Detroit City in 2022')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "\n", "# Save the map as an image file\n", "plt.savefig('vacancy2022.jpg')\n", "\n", "# Show the map\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "774b1c21-3c77-41ee-895f-7ea10cb5802f", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### 4. Regression Analysis " ] }, { "cell_type": "markdown", "id": "dffed9be-e118-41e4-9467-145973dd5f92", "metadata": {}, "source": [ "Regression analysis performed as additional analysis to identify the relationship between the variables. The result provides more understanding about the urban decay in Detroit not just in one variable but also the relationship between variables." ] }, { "cell_type": "code", "execution_count": 168, "id": "656d61a9-4563-4e83-8341-70a96e9d7d0e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/cvmfs/cybergis.illinois.edu/software/conda/cybergisx/python3-0.8.0/lib/python3.8/site-packages/pandas/core/frame.py:9186: FutureWarning: Passing 'suffixes' which cause duplicate columns {'geometry_x'} in the result is deprecated and will raise a MergeError in a future version.\n", " return merge(\n" ] } ], "source": [ "# combine all the variable data and drop geometry to simplify calculation\n", "merged2014 = vacant2014.merge(pop2014_,on=\"GEOID\").merge(\n", " race2014_,on=\"GEOID\").merge(\n", " income2014_,on=\"GEOID\").merge(\n", " employ2014_,on=\"GEOID\").drop(\n", " columns=\"geometry\").drop(\n", " columns=\"geometry_x\").drop(\n", " columns=\"geometry_y\")" ] }, { "cell_type": "code", "execution_count": 171, "id": "149ead4e-1234-4137-a07d-96af8e229711", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDPct_VeryLiNAMEPopulationpop_white0pop_black0pop_asian0pop_other0pop_latino0p_white0p_black0p_asian0p_latino0p_other0Mean income (dollar)Median income (dollar)EmployedLaborForceUnemployedunemployment_rate
0261635248006.168080Census Tract 5248, Wayne County, Michigan31354829120361390.0153110047846890.92886762360446600.04433811802232860.011483253588516731072208816409232830.306609
1261635219005.175601Census Tract 5219, Wayne County, Michigan304410361608511262230.3403416557161630.5282522996057820.0167542706964520.07325886990801580.04139290407358743384619478120915403310.214935
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" ], "text/plain": [ " GEOID Pct_VeryLi NAME \\\n", "0 26163524800 6.168080 Census Tract 5248, Wayne County, Michigan \n", "1 26163521900 5.175601 Census Tract 5219, Wayne County, Michigan \n", "\n", " Population pop_white0 pop_black0 pop_asian0 pop_other0 pop_latino0 \\\n", "0 3135 48 2912 0 36 139 \n", "1 3044 1036 1608 51 126 223 \n", "\n", " p_white0 p_black0 p_asian0 \\\n", "0 0.015311004784689 0.928867623604466 0 \n", "1 0.340341655716163 0.528252299605782 0.016754270696452 \n", "\n", " p_latino0 p_other0 Mean income (dollar) \\\n", "0 0.0443381180223286 0.0114832535885167 31072 \n", "1 0.0732588699080158 0.0413929040735874 33846 \n", "\n", " Median income (dollar) Employed LaborForce Unemployed unemployment_rate \n", "0 20881 640 923 283 0.306609 \n", "1 19478 1209 1540 331 0.214935 " ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "merged2014.head(2)" ] }, { "cell_type": "code", "execution_count": 172, "id": "60468615-b031-4016-9cfe-d3db50c39eff", "metadata": {}, "outputs": [], "source": [ "# Check for NaN or infinity values\n", "if merged2014.isnull().values.any() or not merged2014.isfinite().all().all():\n", " # Handle NaN or infinity values\n", " merged2014.fillna(0, inplace=True) # Replace NaN with 0\n", " merged2014 = merged2014.replace([np.inf, -np.inf], 0) # Replace infinity with 0" ] }, { "cell_type": "code", "execution_count": 173, "id": "e648e575-d41a-4e59-a737-871336cf3fca", "metadata": {}, "outputs": [], "source": [ "def perform_multiple_regression(data, column_names_):\n", " results = {}\n", " for column_name in column_names:\n", " x = data['Pct_VeryLi'].values.reshape((-1, 1))\n", " y = data[column_name]\n", " model = LinearRegression()\n", " model.fit(x, y)\n", " r_squared = model.score(x, y)\n", " results[column_name] = {'coefficients': model.coef_,\n", " 'r_squared': r_squared}\n", " return results" ] }, { "cell_type": "code", "execution_count": 174, "id": "65cb2d0b-84d9-4b0e-a26d-aa177ebaba75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Regression results for Population:\n", "Coefficients: [-41.91430194]\n", "R-squared: 0.13795103164124733\n", "\n", "Regression results for pop_white0:\n", "Coefficients: [-10.91458876]\n", "R-squared: 0.10650780198934451\n", "\n", "Regression results for pop_black0:\n", "Coefficients: [-16.38741764]\n", "R-squared: 0.021675102306864424\n", "\n", "Regression results for Median income (dollar):\n", "Coefficients: [-519.73528442]\n", "R-squared: 0.195814968084439\n", "\n", "Regression results for unemployment_rate:\n", "Coefficients: [0.0049863]\n", "R-squared: 0.24572543576762762\n", "\n" ] } ], "source": [ "# list column names to be read and their output names\n", "column_names = ['Population',\n", " 'pop_white0',\n", " 'pop_black0',\n", " 'Median income (dollar)',\n", " 'unemployment_rate']\n", "\n", "results = perform_multiple_regression(merged2014, column_names)\n", "\n", "# Print the results\n", "for column_name, result in results.items():\n", " print(f\"Regression results for {column_name}:\")\n", " print(\"Coefficients:\", result['coefficients'])\n", " print(\"R-squared:\", result['r_squared'])\n", " print()" ] }, { "cell_type": "code", "execution_count": 120, "id": "b4d96961-cfe9-4f7c-936f-981245181283", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/cvmfs/cybergis.illinois.edu/software/conda/cybergisx/python3-0.8.0/lib/python3.8/site-packages/pandas/core/frame.py:9186: FutureWarning: Passing 'suffixes' which cause duplicate columns {'geometry_x'} in the result is deprecated and will raise a MergeError in a future version.\n", " return merge(\n" ] } ], "source": [ "# combine all the variable data and drop geometry to simplify calculation\n", "merged2022 = vacant23_final_.merge(pop2022_,on=\"GEOID\").merge(\n", " race2022_,on=\"GEOID\").merge(\n", " income2022_,on=\"GEOID\").merge(\n", " employ2022_,on=\"GEOID\").drop(\n", " columns=\"geometry\").drop(\n", " columns=\"geometry_x\").drop(\n", " columns=\"geometry_y\")" ] }, { "cell_type": "code", "execution_count": 121, "id": "26a588dd-ee44-40a6-ba0c-5ac69f8b6d0d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDtotalvacanttotalstrindexNAMEPopulationpop_white0pop_black0pop_asian0pop_other0...p_black0p_asian0p_latino0p_other0Mean income (dollar)Median income (dollar)EmployedLaborForceUnemployedunemployment_rate
02616350010015216429.257004Census Tract 5001; Wayne County; Michigan362212233540128...0.92600773053561600.004969630038652680.03533959138597465722544960133916262870.176507
126163500200166129712.798766Census Tract 5002; Wayne County; Michigan2549712369055...0.92938407218517100.02118477834444880.02157708905453127093951723108915074180.277372
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2 rows × 22 columns

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" ], "text/plain": [ " GEOID totalvacant totalstr index \\\n", "0 26163500100 152 1642 9.257004 \n", "1 26163500200 166 1297 12.798766 \n", "\n", " NAME Population pop_white0 \\\n", "0 Census Tract 5001; Wayne County; Michigan 3622 122 \n", "1 Census Tract 5002; Wayne County; Michigan 2549 71 \n", "\n", " pop_black0 pop_asian0 pop_other0 ... p_black0 p_asian0 \\\n", "0 3354 0 128 ... 0.926007730535616 0 \n", "1 2369 0 55 ... 0.929384072185171 0 \n", "\n", " p_latino0 p_other0 Mean income (dollar) \\\n", "0 0.00496963003865268 0.0353395913859746 57225 \n", "1 0.0211847783444488 0.0215770890545312 70939 \n", "\n", " Median income (dollar) Employed LaborForce Unemployed unemployment_rate \n", "0 44960 1339 1626 287 0.176507 \n", "1 51723 1089 1507 418 0.277372 \n", "\n", "[2 rows x 22 columns]" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# inspect the result\n", "merged2022.head(2)" ] }, { "cell_type": "code", "execution_count": 122, "id": "faa1ecc8-2c3d-458c-8aa8-5c6e79393f25", "metadata": {}, "outputs": [], "source": [ "def perform_multiple_regression2(data, column_names):\n", " results = {}\n", " for column_name in column_names:\n", " X = data['index'].values.reshape((-1, 1))\n", " y = data[column_name]\n", " model = LinearRegression()\n", " model.fit(X, y)\n", " r_squared = model.score(X, y)\n", " results[column_name] = {'coefficients': model.coef_,\n", " 'r_squared': r_squared}\n", " return results" ] }, { "cell_type": "code", "execution_count": 123, "id": "17cb4618-f21a-469b-bdca-7f961e8c52f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Regression results for Population:\n", "Coefficients: [-28.93274234]\n", "R-squared: 0.3092073140052549\n", "\n", "Regression results for pop_white0:\n", "Coefficients: [-0.89283868]\n", "R-squared: 0.0025944159798840793\n", "\n", "Regression results for pop_black0:\n", "Coefficients: [-28.52947575]\n", "R-squared: 0.3072055994482461\n", "\n", "Regression results for Median income (dollar):\n", "Coefficients: [-334.69516267]\n", "R-squared: 0.14918416075012864\n", "\n", "Regression results for unemployment_rate:\n", "Coefficients: [0.00061087]\n", "R-squared: 0.020586971056143155\n", "\n" ] } ], "source": [ "# use the function for merged2022 data\n", "results = perform_multiple_regression2(merged2022, column_names)\n", "\n", "# Print the results\n", "for column_name, result in results.items():\n", " print(f\"Regression results for {column_name}:\")\n", " print(\"Coefficients:\", result['coefficients'])\n", " print(\"R-squared:\", result['r_squared'])\n", " print()" ] }, { "cell_type": "markdown", "id": "d41c7016-2df2-4983-b260-fc1faa7ef6dd", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### 5. Conclusion " ] }, { "cell_type": "markdown", "id": "a521a7e6-83e0-47ba-91da-ad84412fcb48", "metadata": {}, "source": [ "The changes are found in demographic, economic, and physical aspects in Detroit City as well as in SNF Neighborhoods. Total population is relatively decrease in entire Detroit City but some SNF neighborhoods exhibit a slight increase in population which are Warrendale, Livernois, and Campau. In racial composition, Black residents appeared to dominate and the increase in black communities occurs nearly in entire neighborhoods, while white residents tend to decrease except in Campau, Islandview, and Livernois. The median household income is increasing nearly in whole Detroit City. Of the ten SNF neighborhoods, the most significant increase can be found in the Jefferson neighborhood.\n", "\n", "Conversely, the unemployment rate appeared to decrease in 2022 where a lower unemployment rate indicates that fewer people are without jobs. No particular neighborhood shows a noticeable or significant change in this variable. In physical aspect, the vacancy index has significantly increased from 2014 to 2022 in entire parts of Detroit City. The most visible rise can be found in the center and east parts of Detroit where more than 50% of their structures are vacant. Islandview and Jefferson's neighborhood are two noticeable places in this variable.\n", "\n", "The additional analysis, regression, showed that all variables have lower significance to building vacancy. However, the direction of the relationship between population, white race, black race, and median household income is found to be negative with building vacancy, while the unemployment rate has a positive relationship." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3-0.8.0", "language": "python", "name": "python3-0.8.0" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 5 }