{ "cells": [ { "cell_type": "markdown", "id": "6ef16904", "metadata": {}, "source": [ "# Data Preprocessing" ] }, { "cell_type": "markdown", "id": "6577d69b", "metadata": {}, "source": [ "## Data cleaning\n", "### Data will be imported first" ] }, { "cell_type": "code", "execution_count": 192, "id": "763b4527", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape before dropping columns: (330782, 67)\n" ] }, { "data": { "text/html": [ "
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iso_codecontinentlocationdatetotal_casesnew_casesnew_cases_smoothedtotal_deathsnew_deathsnew_deaths_smoothed...male_smokershandwashing_facilitieshospital_beds_per_thousandlife_expectancyhuman_development_indexpopulationexcess_mortality_cumulative_absoluteexcess_mortality_cumulativeexcess_mortalityexcess_mortality_cumulative_per_million
0AFGAsiaAfghanistan2020-01-03NaN0.00NaNNaN0.00NaN...NaN37.750.5064.830.5141128772.00NaNNaNNaNNaN
1AFGAsiaAfghanistan2020-01-04NaN0.00NaNNaN0.00NaN...NaN37.750.5064.830.5141128772.00NaNNaNNaNNaN
2AFGAsiaAfghanistan2020-01-05NaN0.00NaNNaN0.00NaN...NaN37.750.5064.830.5141128772.00NaNNaNNaNNaN
3AFGAsiaAfghanistan2020-01-06NaN0.00NaNNaN0.00NaN...NaN37.750.5064.830.5141128772.00NaNNaNNaNNaN
4AFGAsiaAfghanistan2020-01-07NaN0.00NaNNaN0.00NaN...NaN37.750.5064.830.5141128772.00NaNNaNNaNNaN
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5 rows × 67 columns

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" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "0 AFG Asia Afghanistan 2020-01-03 NaN 0.00 \n", "1 AFG Asia Afghanistan 2020-01-04 NaN 0.00 \n", "2 AFG Asia Afghanistan 2020-01-05 NaN 0.00 \n", "3 AFG Asia Afghanistan 2020-01-06 NaN 0.00 \n", "4 AFG Asia Afghanistan 2020-01-07 NaN 0.00 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed ... \\\n", "0 NaN NaN 0.00 NaN ... \n", "1 NaN NaN 0.00 NaN ... \n", "2 NaN NaN 0.00 NaN ... \n", "3 NaN NaN 0.00 NaN ... \n", "4 NaN NaN 0.00 NaN ... \n", "\n", " male_smokers handwashing_facilities hospital_beds_per_thousand \\\n", "0 NaN 37.75 0.50 \n", "1 NaN 37.75 0.50 \n", "2 NaN 37.75 0.50 \n", "3 NaN 37.75 0.50 \n", "4 NaN 37.75 0.50 \n", "\n", " life_expectancy human_development_index population \\\n", "0 64.83 0.51 41128772.00 \n", "1 64.83 0.51 41128772.00 \n", "2 64.83 0.51 41128772.00 \n", "3 64.83 0.51 41128772.00 \n", "4 64.83 0.51 41128772.00 \n", "\n", " excess_mortality_cumulative_absolute excess_mortality_cumulative \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "\n", " excess_mortality excess_mortality_cumulative_per_million \n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "\n", "[5 rows x 67 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "# Read the dataset\n", "dataset_path = \"C:\\My\\Top-up Degree\\Data Science\\Data Science - Assignment\\Data set\\Kaggle\\Our World in Data - COVID-19\\owid-covid-data.csv\"\n", "data = pd.read_csv(dataset_path)\n", "print(\"Shape before dropping columns:\", data.shape)\n", "display(data.head(n=5))" ] }, { "cell_type": "markdown", "id": "497d1353", "metadata": {}, "source": [ "### Checking for missing values and fixing it" ] }, { "cell_type": "code", "execution_count": 184, "id": "070c9b72", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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Missing Data Ratio (%)
iso_code0.00
continent4.75
location0.00
date0.00
total_cases11.33
new_cases2.77
new_cases_smoothed3.15
total_deaths17.72
new_deaths2.75
new_deaths_smoothed3.12
total_cases_per_million11.33
new_cases_per_million2.77
new_cases_smoothed_per_million3.15
total_deaths_per_million17.72
new_deaths_per_million2.75
new_deaths_smoothed_per_million3.12
reproduction_rate44.13
icu_patients88.80
icu_patients_per_million88.80
hosp_patients88.50
hosp_patients_per_million88.50
weekly_icu_admissions97.01
weekly_icu_admissions_per_million97.01
weekly_hosp_admissions93.15
weekly_hosp_admissions_per_million93.15
total_tests76.00
new_tests77.20
total_tests_per_thousand76.00
new_tests_per_thousand77.20
new_tests_smoothed68.57
new_tests_smoothed_per_thousand68.57
positive_rate71.00
tests_per_case71.48
tests_units67.72
total_vaccinations76.59
people_vaccinated77.59
people_fully_vaccinated78.63
total_boosters86.15
new_vaccinations80.73
new_vaccinations_smoothed47.11
total_vaccinations_per_hundred76.59
people_vaccinated_per_hundred77.59
people_fully_vaccinated_per_hundred78.63
total_boosters_per_hundred86.15
new_vaccinations_smoothed_per_million47.11
new_people_vaccinated_smoothed47.10
new_people_vaccinated_smoothed_per_hundred47.10
stringency_index40.25
population_density15.13
median_age21.07
aged_65_older23.83
aged_70_older21.87
gdp_per_capita22.65
extreme_poverty50.17
cardiovasc_death_rate22.49
diabetes_prevalence18.54
female_smokers41.86
male_smokers42.65
handwashing_facilities62.03
hospital_beds_per_thousand31.58
life_expectancy8.03
human_development_index24.87
population0.00
excess_mortality_cumulative_absolute96.51
excess_mortality_cumulative96.51
excess_mortality96.51
excess_mortality_cumulative_per_million96.51
\n", "
" ], "text/plain": [ " Missing Data Ratio (%)\n", "iso_code 0.00\n", "continent 4.75\n", "location 0.00\n", "date 0.00\n", "total_cases 11.33\n", "new_cases 2.77\n", "new_cases_smoothed 3.15\n", "total_deaths 17.72\n", "new_deaths 2.75\n", "new_deaths_smoothed 3.12\n", "total_cases_per_million 11.33\n", "new_cases_per_million 2.77\n", "new_cases_smoothed_per_million 3.15\n", "total_deaths_per_million 17.72\n", "new_deaths_per_million 2.75\n", "new_deaths_smoothed_per_million 3.12\n", "reproduction_rate 44.13\n", "icu_patients 88.80\n", "icu_patients_per_million 88.80\n", "hosp_patients 88.50\n", "hosp_patients_per_million 88.50\n", "weekly_icu_admissions 97.01\n", "weekly_icu_admissions_per_million 97.01\n", "weekly_hosp_admissions 93.15\n", "weekly_hosp_admissions_per_million 93.15\n", "total_tests 76.00\n", "new_tests 77.20\n", "total_tests_per_thousand 76.00\n", "new_tests_per_thousand 77.20\n", "new_tests_smoothed 68.57\n", "new_tests_smoothed_per_thousand 68.57\n", "positive_rate 71.00\n", "tests_per_case 71.48\n", "tests_units 67.72\n", "total_vaccinations 76.59\n", "people_vaccinated 77.59\n", "people_fully_vaccinated 78.63\n", "total_boosters 86.15\n", "new_vaccinations 80.73\n", "new_vaccinations_smoothed 47.11\n", "total_vaccinations_per_hundred 76.59\n", "people_vaccinated_per_hundred 77.59\n", "people_fully_vaccinated_per_hundred 78.63\n", "total_boosters_per_hundred 86.15\n", "new_vaccinations_smoothed_per_million 47.11\n", "new_people_vaccinated_smoothed 47.10\n", "new_people_vaccinated_smoothed_per_hundred 47.10\n", "stringency_index 40.25\n", "population_density 15.13\n", "median_age 21.07\n", "aged_65_older 23.83\n", "aged_70_older 21.87\n", "gdp_per_capita 22.65\n", "extreme_poverty 50.17\n", "cardiovasc_death_rate 22.49\n", "diabetes_prevalence 18.54\n", "female_smokers 41.86\n", "male_smokers 42.65\n", "handwashing_facilities 62.03\n", "hospital_beds_per_thousand 31.58\n", "life_expectancy 8.03\n", "human_development_index 24.87\n", "population 0.00\n", "excess_mortality_cumulative_absolute 96.51\n", "excess_mortality_cumulative 96.51\n", "excess_mortality 96.51\n", "excess_mortality_cumulative_per_million 96.51" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import pandas as pd\n", "import pandas as pd\n", "\n", "# Import display from IPython.display\n", "from IPython.display import display\n", "\n", "# Calculate the missing data ratio for each column as percentages\n", "missing_data_ratio = data.isnull().mean() * 100\n", "\n", "# Convert the Series to a DataFrame for better display\n", "missing_data_df = pd.DataFrame({'Missing Data Ratio (%)': missing_data_ratio})\n", "\n", "# Display the missing data ratio for each column as percentages in a scrollable DataFrame\n", "with pd.option_context('display.max_rows', None):\n", " display(missing_data_df)" ] }, { "cell_type": "code", "execution_count": 185, "id": "e8a0d381", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Missing Data Ratio (%)\n", "iso_code 0.00\n", "continent 4.75\n", "location 0.00\n", "date 0.00\n", "total_cases 11.33\n", "... ...\n", "population 0.00\n", "excess_mortality_cumulative_absolute 96.51\n", "excess_mortality_cumulative 96.51\n", "excess_mortality 96.51\n", "excess_mortality_cumulative_per_million 96.51\n", "\n", "[67 rows x 1 columns]\n" ] } ], "source": [ "# Calculate the missing data ratio for each column as percentages\n", "missing_data_ratio = data.isnull().mean() * 100\n", "\n", "# Convert the Series to a DataFrame for better display\n", "missing_data_df = pd.DataFrame({'Missing Data Ratio (%)': missing_data_ratio})\n", "\n", "# Display the missing data ratio for each column as percentages in a scrollable DataFrame\n", "# with pd.option_context('display.max_rows', None):\n", "# print(missing_data_df)\n", "print(missing_data_df)" ] }, { "cell_type": "code", "execution_count": 186, "id": "91454529", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dropped Columns and Their Missing Data Ratio (%):\n", "icu_patients 88.80\n", "icu_patients_per_million 88.80\n", "hosp_patients 88.50\n", "hosp_patients_per_million 88.50\n", "weekly_icu_admissions 97.01\n", "weekly_icu_admissions_per_million 97.01\n", "weekly_hosp_admissions 93.15\n", "weekly_hosp_admissions_per_million 93.15\n", "total_tests 76.00\n", "new_tests 77.20\n", "total_tests_per_thousand 76.00\n", "new_tests_per_thousand 77.20\n", "new_tests_smoothed 68.57\n", "new_tests_smoothed_per_thousand 68.57\n", "positive_rate 71.00\n", "tests_per_case 71.48\n", "tests_units 67.72\n", "total_vaccinations 76.59\n", "people_vaccinated 77.59\n", "people_fully_vaccinated 78.63\n", "total_boosters 86.15\n", "new_vaccinations 80.73\n", "total_vaccinations_per_hundred 76.59\n", "people_vaccinated_per_hundred 77.59\n", "people_fully_vaccinated_per_hundred 78.63\n", "total_boosters_per_hundred 86.15\n", "extreme_poverty 50.17\n", "handwashing_facilities 62.03\n", "excess_mortality_cumulative_absolute 96.51\n", "excess_mortality_cumulative 96.51\n", "excess_mortality 96.51\n", "excess_mortality_cumulative_per_million 96.51\n", "dtype: float64\n" ] } ], "source": [ "# Calculate the threshold for dropping columns\n", "threshold = len(data) * 0.5\n", "\n", "# Calculate the missing data ratio for each column\n", "missing_data_ratio = data.isnull().mean() * 100\n", "\n", "# Drop columns with over 50% missing values\n", "dropped_columns = data.columns[missing_data_ratio > 50]\n", "data = data.drop(dropped_columns, axis=1)\n", "\n", "# Print the dropped columns along with their missing data ratio\n", "print(\"Dropped Columns and Their Missing Data Ratio (%):\")\n", "print(missing_data_ratio[dropped_columns])" ] }, { "cell_type": "code", "execution_count": 170, "id": "516883c5", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "iso_code object\n", "continent object\n", "location object\n", "date object\n", "total_cases float64\n", "new_cases float64\n", "new_cases_smoothed float64\n", "total_deaths float64\n", "new_deaths float64\n", "new_deaths_smoothed float64\n", "total_cases_per_million float64\n", "new_cases_per_million float64\n", "new_cases_smoothed_per_million float64\n", "total_deaths_per_million float64\n", "new_deaths_per_million float64\n", "new_deaths_smoothed_per_million float64\n", "reproduction_rate float64\n", "new_vaccinations_smoothed float64\n", "new_vaccinations_smoothed_per_million float64\n", "new_people_vaccinated_smoothed float64\n", "new_people_vaccinated_smoothed_per_hundred float64\n", "stringency_index float64\n", "population_density float64\n", "median_age float64\n", "aged_65_older float64\n", "aged_70_older float64\n", "gdp_per_capita float64\n", "cardiovasc_death_rate float64\n", "diabetes_prevalence float64\n", "female_smokers float64\n", "male_smokers float64\n", "hospital_beds_per_thousand float64\n", "life_expectancy float64\n", "human_development_index float64\n", "population float64\n", "dtype: object" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "code", "execution_count": 171, "id": "425429a4", "metadata": {}, "outputs": [], "source": [ "data['date'] = pd.to_datetime(data['date'])\n", "data['iso_code'] = data['iso_code'].astype('category')\n", "data['continent'] = data['continent'].astype('category')\n", "data['location'] = data['location'].astype('category')" ] }, { "cell_type": "code", "execution_count": 172, "id": "e8dd6f7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "iso_code category\n", "continent category\n", "location category\n", "date datetime64[ns]\n", "total_cases float64\n", "new_cases float64\n", "new_cases_smoothed float64\n", "total_deaths float64\n", "new_deaths float64\n", "new_deaths_smoothed float64\n", "total_cases_per_million float64\n", "new_cases_per_million float64\n", "new_cases_smoothed_per_million float64\n", "total_deaths_per_million float64\n", "new_deaths_per_million float64\n", "new_deaths_smoothed_per_million float64\n", "reproduction_rate float64\n", "new_vaccinations_smoothed float64\n", "new_vaccinations_smoothed_per_million float64\n", "new_people_vaccinated_smoothed float64\n", "new_people_vaccinated_smoothed_per_hundred float64\n", "stringency_index float64\n", "population_density float64\n", "median_age float64\n", "aged_65_older float64\n", "aged_70_older float64\n", "gdp_per_capita float64\n", "cardiovasc_death_rate float64\n", "diabetes_prevalence float64\n", "female_smokers float64\n", "male_smokers float64\n", "hospital_beds_per_thousand float64\n", "life_expectancy float64\n", "human_development_index float64\n", "population float64\n", "dtype: object" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "code", "execution_count": 173, "id": "f5a8428c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No duplicate rows found.\n" ] } ], "source": [ "# Check for duplicates based on 'location' and 'date'\n", "duplicates = data[data.duplicated(['location', 'date'], keep=False)]\n", "\n", "# Display the duplicate rows (if any)\n", "if not duplicates.empty:\n", " print(\"Duplicate rows found:\")\n", " print(duplicates)\n", "else:\n", " print(\"No duplicate rows found.\")" ] }, { "cell_type": "code", "execution_count": 174, "id": "ab18a84b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "iso_code category\n", "continent category\n", "location category\n", "date datetime64[ns]\n", "total_cases float64\n", "new_cases float64\n", "new_cases_smoothed float64\n", "total_deaths float64\n", "new_deaths float64\n", "new_deaths_smoothed float64\n", "total_cases_per_million float64\n", "new_cases_per_million float64\n", "new_cases_smoothed_per_million float64\n", "total_deaths_per_million float64\n", "new_deaths_per_million float64\n", "new_deaths_smoothed_per_million float64\n", "reproduction_rate float64\n", "new_vaccinations_smoothed float64\n", "new_vaccinations_smoothed_per_million float64\n", "new_people_vaccinated_smoothed float64\n", "new_people_vaccinated_smoothed_per_hundred float64\n", "stringency_index float64\n", "population_density float64\n", "median_age float64\n", "aged_65_older float64\n", "aged_70_older float64\n", "gdp_per_capita float64\n", "cardiovasc_death_rate float64\n", "diabetes_prevalence float64\n", "female_smokers float64\n", "male_smokers float64\n", "hospital_beds_per_thousand float64\n", "life_expectancy float64\n", "human_development_index float64\n", "population float64\n", "dtype: object" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "markdown", "id": "48fadad0", "metadata": {}, "source": [ "# Imputation" ] }, { "cell_type": "code", "execution_count": null, "id": "c2993c3c", "metadata": { "scrolled": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 180, "id": "7d8b3438", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing values after imputation:\n", "iso_code 0\n", "continent 15723\n", "location 0\n", "date 0\n", "total_cases 0\n", "new_cases 0\n", "new_cases_smoothed 0\n", "total_deaths 0\n", "new_deaths 0\n", "new_deaths_smoothed 0\n", "total_cases_per_million 0\n", "new_cases_per_million 0\n", "new_cases_smoothed_per_million 0\n", "total_deaths_per_million 0\n", "new_deaths_per_million 0\n", "new_deaths_smoothed_per_million 0\n", "reproduction_rate 0\n", "new_vaccinations_smoothed 0\n", "new_vaccinations_smoothed_per_million 0\n", "new_people_vaccinated_smoothed 0\n", "new_people_vaccinated_smoothed_per_hundred 0\n", "stringency_index 0\n", "population_density 0\n", "median_age 0\n", "aged_65_older 0\n", "aged_70_older 0\n", "gdp_per_capita 0\n", "cardiovasc_death_rate 0\n", "diabetes_prevalence 0\n", "female_smokers 0\n", "male_smokers 0\n", "hospital_beds_per_thousand 0\n", "life_expectancy 0\n", "human_development_index 0\n", "population 0\n", "dtype: int64\n" ] } ], "source": [ "import pandas as pd\n", "from sklearn.impute import SimpleImputer\n", "\n", "# Assuming 'country_data' is the DataFrame with float columns and missing values\n", "# Select only the float columns\n", "float_columns = data.select_dtypes(include='float')\n", "\n", "# Create a SimpleImputer object with the strategy of most frequent\n", "imputer = SimpleImputer(strategy='most_frequent')\n", "\n", "# Fit and transform the float columns using the imputer\n", "country_data_imputed = pd.DataFrame(imputer.fit_transform(float_columns), columns=float_columns.columns)\n", "\n", "# Fill missing values in the non-float columns with the previous values\n", "country_data_imputed = country_data_imputed.fillna(method='ffill')\n", "\n", "# Merge the non-float columns with the imputed float columns\n", "country_data_imputed = data.select_dtypes(exclude='float64').merge(country_data_imputed, left_index=True, right_index=True)\n", "\n", "print(\"Missing values after imputation:\")\n", "print(country_data_imputed.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 103, "id": "26eb89de", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6668\\1467248968.py:17: FutureWarning: DataFrame.mean and DataFrame.median with numeric_only=None will include datetime64 and datetime64tz columns in a future version.\n", " mean_before = data_without_population.mean()\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6668\\1467248968.py:17: FutureWarning: The default value of numeric_only in DataFrame.mean is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " mean_before = data_without_population.mean()\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6668\\1467248968.py:20: FutureWarning: DataFrame.mean and DataFrame.median with numeric_only=None will include datetime64 and datetime64tz columns in a future version.\n", " mean_after = country_data_imputed_without_population.mean()\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6668\\1467248968.py:20: FutureWarning: The default value of numeric_only in DataFrame.mean is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " mean_after = country_data_imputed_without_population.mean()\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import pandas as pd\n", "import pandas as pd\n", "\n", "# Import matplotlib.pyplot as plt\n", "import matplotlib.pyplot as plt\n", "\n", "# Assuming 'data' and 'country_data_imputed' are DataFrames with the population column\n", "# Remove the 'population' column before calculating the mean values\n", "\n", "# Remove 'population' column from 'data'\n", "data_without_population = data.drop(columns=['population'])\n", "\n", "# Remove 'population' column from 'country_data_imputed'\n", "country_data_imputed_without_population = country_data_imputed.drop(columns=['population'])\n", "\n", "# Calculate the mean values of each column before imputation (excluding 'population')\n", "mean_before = data_without_population.mean()\n", "\n", "# Calculate the mean values of each column after imputation (excluding 'population')\n", "mean_after = country_data_imputed_without_population.mean()\n", "\n", "# Create a DataFrame with the mean values and the column names\n", "mean_df = pd.DataFrame({'Before': mean_before, 'After': mean_after}, index=data_without_population.columns)\n", "\n", "# Plot the DataFrame as a bar plot\n", "mean_df.plot(kind='bar', figsize=(10, 6), title='Mean values of each column before and after imputation')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "id": "2cb85608", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ziyan\\anaconda3\\lib\\site-packages\\missingno\\missingno.py:264: RuntimeWarning: overflow encountered in long_scalars\n", " ax2.set_yticklabels([int(n * len(df)) for n in ax1.get_yticks()], fontsize=fontsize)\n", "C:\\Users\\ziyan\\anaconda3\\lib\\site-packages\\missingno\\missingno.py:271: RuntimeWarning: overflow encountered in long_scalars\n", " ax2.set_yticklabels([int(n * len(df)) for n in ax1.get_yticks()], fontsize=fontsize)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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njwoUKJDtA/27du1SpUqV5DiOX4AjISFBM2bMsNd58+bNs/XA3M8//9wOVhg7dqyktP1btGiRvTaqVKmSLQP9Ulpd/a233tK3336rNWvWKDk5WcnJybr++utVsGBBmzXFe4/OTvVDb1m8g968kpKS1LVr12zfnnUdOHBA119/vRzH0bhx43y2rVixwma/eOmll4JUwou3b98+PfrooypSpIgcx9E999yjI0eOBLtYf1mo78fy5ctVunRpvz7EgQMH2vZGdg/0u9f1yy+/LMdx9Pbbb/tsX7VqlapVqybHcfTcc88Fo4h/yv1M33nnHTmOo/79+/tsX7FihapXr55t9yH9vfX8+fOqV6+e4uLifDKYHjhwQDNmzLDHw3EcRURE6Mknn8zqIl+0559/Xo7jBMywdeLECX300Ufq16+f5s6dm22ziS1evFiRkZGKjo72qedKaXWV66+/XmFhYWrYsGG2m9Gf/tzyfu/+f9OmTSpdurSqVq1ql6zJbgP2/qw8t912W0gMFEu/Hy+88IIiIyN9+nsOHz6sV199VYULF1ahQoU0YMAAAv0AJBHk95P+Zu9+/9xzz8lxHL377rs+25csWWJnMr744otZVs6/wl0jyH1guB1P69ev15133mk7bNMH+tM/YLLLg/CPP/7Q7t27lStXLr3xxhs+206fPq0xY8bosssuU2xsbLYO9P/+++/Kly+fmjRp4vO6tyP9kUceCfiz2eVYuHr27KmwsDD16dNH27Zt08KFC9WiRQvFxMQoX758atOmjbp166bKlSsrPDxcffv2lZT99mPbtm2Ki4tT7dq17Wvr169Xjx497LrdpUuXtjPiW7Roka06pFNSUnT69GndeuutchxH77//vs82Sdq7d69efvll5c2bV6VLl87WqftnzpypXLlyqVmzZvriiy80depU1a5dWzly5FD58uX10EMPaeLEiXZ/b7vttmAXOaBjx46pSJEiKlGihI4ePWrP+0OHDmnu3LmqU6eOHeVdvnx5jRkzJtucV+5506NHD78BF97g+LRp01S9enVFRkbqgQceyDYB2dTUVJ06dcpmtShWrJjy5s3rF7jwZlTIzoF+KW2Jl8WLF6t9+/a6//77A75n0qRJ2TrQL6XNmHn88cf10ksv6frrr7eve4/F0aNH7fWdHQP9AwYMkOM4GjVqlOrVq6etW7dKSrs20i9zkS9fvmwb6JfSUuL2799fzz77rJo3b25f9x6PHTt2+AT6f//992AU9YLeffdd1axZUy+//LKqVq1qg3vp05e+99572T7Q/8cffyg+Pt6nTiKlpfR2O3BfeOEFn23ZcRmYp59+OuDn7D5fvv32WxvoyI6p+0ePHq02bdqoX79+KlKkiG1Hea+Nw4cP6/XXX1f+/PmzdaB/zZo1ioiIUKNGjexr3vZecnKyFixYoCuuuMIG+n/99ddgFDVDKSkpSkhIUOPGjf2Cse59d9u2berYsaMc5z9LuWWn2WfepUTcr+rVq+vqq6+2y1T1799fhw4dCpjNLTt1rk+YMEFdunTR3r17fe4/bhl37typwoULq1SpUvr5558lZb/2n2vLli0qUKCA2rRp4/P60qVLbQAwu/b3SP6DLfbt26dHHnlEcXFxKlGihD766KNsdR1k5N+yH2fPnrXPP28f4htvvCHHcZQ7d2799ttv6tmzp70PuGt3Z7drJDk5WfXq1VOePHm0d+9e+/qF6iNJSUlZXcwMuZ9nmzZt5DiOz5IbF9qH48ePB/1+6z0X1qxZo23btuncuXM2G9Lw4cMlpd2n7rrrLuXOnVsxMTFq2LCh7rnnHpvdxn1fMKX/LE+fPq0rr7xSYWFhWrFihX19z549mjJlis0i5s6Q79q1q21rZQfusXEH7bzyyit2m7fdsWLFCrVu3VqO46hJkyb66quvsrysf2bRokVKSkqydVvveZeQkGDb49n5GShJb731lm644Qbdc889Gjt2rL744gvt379f999/f8ABPt4Z/9nJN998o0WLFqlWrVpq3769fd3tQzh27JgGDRqkIkWKEOgHYBHkV9q6hN6RUekr1YmJiapataqKFSvmM1LyQhXCYHfsXKhh4N32888/66677goY6HdNmjQp26ytNXXqVF155ZUaPny44uPjtWnTJklpD2V3v86ePauxY8fq0ksvzZaBfrecP/74oxzH0R133GG3rV27VnXr1g0Y4D98+LCmTZsW9M7PQDM35syZo8svv1yRkZEqUKCATdd2++23a968efb9I0aMkOM4ql27tl8QJDv4448/bOq8Vq1a6ZFHHlHBggXlOGkpikeMGKGkpCT9+OOPKlu2rBzH8RutG2ynT59WlSpVFBcXZwMw6Svr+/fvV6dOneQ4aesUZ9dA//bt29WhQwefNbodJ225lJUrV9pK7tKlSxUVFaVcuXJp+/bt2a6SnpiYqGuuuUZxcXG2g3PVqlXq2LGjDfxdeeWVqlWrlp2V9tNPPwW30P/PPWfcznT3enbPKe9nPWLECMXGxiomJkadO3e2+5od7NixQ2XKlLGfrzuK3hukCRToTz/zNNgWLFhgz5cyZcro0UcflRS4YZqdA/3bt29XdHS0IiIiVLFiRVWtWlUJCQkB9yM7B/rdDgN3kM6MGTN8todKoH/Tpk1ynLT0xJdeeqnq169vU8Knlz7Qn51m9CckJOi6666T4zi65JJLVLBgQW3ZskVS4Hpxdgr0e5cacP+/fft2RUZGqkGDBnawwoXaHgcOHNDw4cOzVVD2/Pnzql27thzH0ZdffinJv04ipQ3qc4/Fgw8+mG0COL///rtq1KhhZ4UXK1ZMp06dkuR/TrmBfu+M/uy23NY333wjx0nL4hbo+pbS6pFvvfWWcuTIoVy5cmXL1P1Hjx5VmTJlVLRoUfsZpz+vdu3apSZNmshx0tYuzU6B/vXr12vy5Mnq16+f7r//fpUvX94OJna/cufOrQIFCqhChQp68MEH1atXL3399dfatWtXUK9x73N61apViomJkeOkrS3epUsXn6xuUloduFu3bgE717MbNztE165d7WsXuuf++uuvNjtdMNq0F/M33QB5VFSUKlWqlK2uA9e/bT/cf0+cOKF27dqpdevW9j1uSvhcuXLZoOahQ4ds5irvszJY/STp/25KSopSUlJUp04dFSlSxPZFLV26NOC1kZycrIMHD6pnz57ZLrvb3XffrcjISDvYe8mSJQH34dy5czpx4oQefvhhTZo0KVjF9fHBBx/IcRw9+eSTSklJ0Zw5c+wASXcQkuM4at26tT7//HMbZO7fv78cJ/hLy6ZvE7n96t26dVN4eLiGDx+uw4cPa9GiRbr55puVK1cu5cmTRzfddJMefPBBu8xC+gyoweQ+D93+dDd7mPu6d5+/+eYblS5dWo7j6KabbspWgf6xY8faQZGvvPKKNm7c6PeepUuXKjw8XDVr1sx2dULXzz//rPDwcDshy/1yM/262WAmTJigrVu3at++fX6DwLMDd4nlW265RbVr17bZg9yBlO55RaAfQHr/80F+t7OjRo0aPqn2049cu/TSS1W8eHHt2bNHUsYNvpSUFB05ckR9+/a1I3GzmrfsS5cu1YsvvqjOnTurT58+2r59u9+o2vSB/rlz59ptr7/+uqKiotSmTZugzw46efKk7egvX768cubMqQ0bNkjyb1QFCvS7xy4zBWoUZdRAc9eGbtmypSRp9erVAQP8bsfulClTdMUVVwQlxVOgDBfpK0TTp09Xp06dVKBAAbVq1cpnxLr782vXrs32KRt/+uknXXXVVTY4ljdvXvXs2VOHDx/26RB9/PHH5ThOtmn4uRISEmw6SbejLVDgbOvWrSpevLgNhgwbNkwJCQlZWlZvuc6fP6/ExES/TuctW7Zo9OjRatSokZ544gm7JrH0n/Pq6NGjypcvn5o1a5Y1Bf8b3GwwhQsXVuPGjW2jvFmzZpo8ebLd73bt2mXLVIHuM8K9rr3Xv/f+4K4RnTNnTnXq1ClbDFZwy7pz506VLFlSjuPo2muvtZ1U3n3xnn/PPvusvT6yS6rfX3/91c4EcJy0tfEk38CglzfQ37t376wuboaSkpI0ceJEFStWzD7TDx8+LEkBA0/eQH/lypX1448/ZnWRM+SuiRkWFmazCwVaE1BKa7S7qfs7duyYbQL9J06c0JAhQ2wHSK1atex1Eej5sWPHDltfadiwoc+srmDbsGGDWrVqZa+RL774QlLGneXeQP/rr7+e6eVLX1910/K7vP8/cuSIihcvrurVq0tKmwkUqO3h3p++/PJLFStWzC7Tk120bdtWjuPok08+8dvmvXc98sgjPoH+YA9qdc2bN0+NGze2g3m8S0BcKNBfpkwZ9e/f3w4KyA62bdum3Llzq1ChQlqxYkWG18WhQ4eUJ08eezzq1q2brdYgP3TokIoWLaq4uLiAa727+7Vx40Z7z61Ro4Y+++yzoAcGA33mp06d0tGjRzVnzhyburhYsWI2dXz6r7p162b6ABK3nElJSfZZ5b0//fzzz9qwYYPWr1+vjh076tJLL7Xl69q1q8+SL+4AxUKFCmWrAaDpff/993agt+SbhjzQPXfo0KFyHMf2R2Ql7/m+bt06TZ06VT169NDYsWP9Jm24AfLIyEhVqlRJU6dOzTb12lDcD/fa8LYfvPU5t06UkpKilStXav369ZLS6vDXXHONYmJibH+bu2yYG4h1v9IPGs3M/Th37pz9HL3X+Pr16+17EhMT1axZMzvg+6effrKB5UDXhtvPFYw08YHusefOnVNqaqoeffRROU7a8lrLli274D7s27dP0dHRat26dYaD4rLKihUrFB8fr5iYGFvHO3funKZPn65y5cqpRIkSqlmzpoYMGeLX/+hmjnnooYeCVXwf7rJgNWvW1Llz5/Tpp5+qSJEiioiIUKlSpWyA9rbbbtPXX39t9+XNN9+U4zi64YYbdPbs2Ww1WahXr14+/TcZ9ZO4WTzc/cguS/3Onj3bDuJxnLRshr1799Y333xj33Pu3DmbCcP7fM9OTp8+rV9++UUbNmzQyJEj1bdvX910002qXr264uPjfe6xuXLlUvHixdW4cWM98sgjGjx4sKZNm5YtBjAsWrRIDRo0sBOd3DqJ5N+OTB/oHzRokF1SAcD/nv/5IP+6det03333KWfOnKpdu7ZPhdr7QG7RooXy5cunffv2af369Rds8K1atUpxcXFZ0ll4IZ999plNz+R+Va9eXYMHD/abtfvzzz/bdT8rVaqkESNG2M62PHnyBBzNFwybNm3SPffcY1MvP/nkk36dNYEC/XFxcerWrVuWdESfOXNGc+fOteVyG33jx49Xt27d7PuOHTtm01ONGjXKziB/+OGH7Xu8AzIaNGigggUL2s6srOJtfC9atEh9+/ZVmzZt1KZNG40YMUKLFi3yef/Ro0d9GkLewSFuANNNIx/MGdc7d+7U6tWrNWvWLM2fP1/nz5+3Zd25c6e+++47zZ4926czylveunXrqlChQtlqxlxKSorOnTtnO9S9MxMDZWB46qmnFB0drWLFiik8PNxvndl/Uvr06N7P8vPPP9c999yj6tWrq3379nZt1YzeL/leG+5s2l69el1wYE1mupi/+fjjj6t8+fJynLQMCn379vUL8o0ZM0aO4/gtRRIs7ufeu3dvO/I8/TbpP51CH3/8sWJiYuxM3yeeeCLLR0gH6uh3P+ddu3apVKlSchxHTZs2te/LKNDfp08f7dixI5NL/Nds27ZNHTp0sM91b7aUjAL9biPRu9xCsCUlJWnKlCl2sNGdd95pj0NGgX73GdKgQYOgZ4PxnjNdunSR4zjKkSOH7ZTOaB1ld3BpdHR0thptf/LkSb377rt2VmaPHj3stowC/W6q0FtuuSVbZVDZuHGjnRVXvHjxPx0U8v7778txHMXHx2dJJq4TJ05o/PjxNiuFe34MHTpUFStWtPXHpKQk26HWuXNn1axZ028QmPssTE1NVf369ZUnTx6tXr060/fhr3DX8a1fv7527tyZ4fv69etnj5njOHrmmWeysJT+vNft3Llz1bhxY4WHh6tx48b64YcfAr5PSgv0ux25V111VVBn86ev+504cUItW7aU4zjq2bNnwPe551SDBg1033336YorrvBb9zeYUlJSdOzYMdWpU0eO42jMmDEZvk+S2rdvr+joaOXLl08FCxbM0tlzf5ZZz10ez3v/nDFjhq2jJCQkaPny5fruu+/05ptv6oEHHlDTpk2zbMDF6dOn9eabb+qZZ57RsWPH7OtuZraBAwdKSqtj/fLLL+rbt69KliypiIgIOU5aWuLJkyfr6NGjevbZZ5UjRw59+OGHkgI/57NCoGeV+9qhQ4dUpkwZFSpUSP3797f9Pc8//7x9r3t9uDObS5QokeUDYLzn1cSJE+090/v14IMP6tChQ3bffv/9d3Xr1s0GyKdNmxb0QH8o78epU6c0evRoTZ482ef19957T7ly5dL333/v9zMff/yxHMfRfffdZ69/9zNYuXKlChQoYDOnFSpUSElJSZlezz19+rQ++OADvffeez6Zmd577z0VK1ZMo0ePtq+5bdQrr7xSlSpV8nuOeNvmTZs2Vc6cObN80pP389q/f7/fAJyffvpJsbGxKlasmG2Tu7NkJd99aNGihcLCwnwmGGSV9Pcp97NPf75JafetvXv3+qxX7+1faNmypSIjI/X5559nWnkv1urVq1W0aFEVK1bMZ1nJCRMmqG3btoqLi1OTJk309ttv223uMV2+fHm2Gqwg/ads48ePl+M4KlOmjL2OAq1tv3DhQuXOnVstWrSwAxmyelkL7zVy9uxZ+/ePHz+uZcuWqUuXLsqdO7ccx1F4eLg6deqk77//XufPn9cXX3xhB9xnp/6R9IFvr6SkJJ09e1affPKJ4uPjVaRIEd1yyy26/vrrbcZW9+uSSy7JNgHypUuX6qabblLOnDlVrFgxnyUkMwr0lyhRQmFhYRo5cmS2GgQDIOv8zwf5pbTAcadOnZQjRw6/QL/bAH3ppZfsiEN3ncJAnWxSWqU2R44cPjPis9rSpUvtjKwePXpo5MiRat68ufLmzav8+fOrZ8+efrN2169fr65du/o86MqVK5dtAvyuTZs2qX379oqJiVHlypU1Y8YMvyCSN9A/fvx4xcfHq1ixYjp48GCml2/atGkqWrSomjRpYjuLJ0+ebD9Tb+fr66+/Lsdx7GAMb6e6dwbTk08+Kcdx1KVLlyydEeStHIwbN045c+b0a3wXLFjQJ22Wt8HqTVXlpr++9tprg155mjJliipXrmw7odxyDR06NMPZ7O41npycrMcee0yO46hdu3ZBnaEVqPEg/Sedm+M4Pp2Z7nHx3teKFy+u559/XlWqVMm0QTDueR6ocTlu3LiAs5R69Oihffv2+ZU9PTejQp06dbK8AzpQyvrly5frs88+0zvvvKPVq1f7zUTcuXOnNm7c6PNZe+9fN954o6KiomznUFZX0DMK1P32228qUKCAHMfR008/bV93y+7+O3PmTEVGRmrQoEFq1apVlnV8ej+nU6dO6Y8//tC+fft8ziHX7t27bbq8iwn0p9+WldwAgOR7bH777Tfde++9dsDIkiVLfH4mvbFjx6pUqVJBa5AHGhAipQ2Kmzp1qp3R36NHD7s9UADgjz/+UOfOnbV9+/bML/T/u9A16K37PfzwwzbQ7x6PjAL93333nc0uFIxGeEbH48SJExoxYoRy5syp8PBwDRgwIODPuH777Te1bt06aLMeLvTZbdy4UTfffLMcJy01+Z/NHp0wYYINQGf2MZk3b54KFCig+Ph4LV++XFJaCl/3/PEGB+bOnevzbPRm5HCfLykpKXZgbnaaAe/eNzdt2qRq1aopb968euONN/wGt7gDLGfNmqXq1atr5MiRql69epZe5xnxXh/z58+3A3LvuOOOC55TBw8e1Ntvv53l1/nF/J1PP/3Unk/erFuS7z0tf/78euKJJ7RhwwYbPAjGYJ6MMqMMGTLEDgpZuHCh33vcY9e9e3eVL19e99xzj0qVKmWXssps3s9q/fr1mjlzpt58800NGzZMW7dutUHz9Mdsz549KlCggOrWrRvw9waacZtZDh48qBtuuEGO46hDhw6S/tPGKFCgQMB6/caNGzVt2jRdccUVdkZm+fLl7eCSihUr+gwYCJbhw4f7BDDdoNgbb7yhyMhIm3HLG+B3P/uUlBS77NkzzzwTtGyHbtA4PDxcL774okaPHq23335bJUqUkOM4at68uVavXu0TIPfOhJ8+fXrQM1tIobkfq1evVuXKlRUVFWX7QdxAbOHChfX111/7/Yw7YLpfv36S0s4j9zpesmSJ8uTJo82bN2vgwIF+g+Mzy7p169SwYUPlzJnTTlByA5aFCxf2yabw+++/66abbrLPj06dOtlt7rWRmpqqJ554wvaTZOVygN576ezZs3X99derRIkSdtJDamqqTp8+rccff9xm5rn99tvtz3iffz169JDjpKW+D+b9asKECRo7dqw6d+6sqlWr2tcDpYN3X/O2Wd39aNKkSVAGFqd/vn355ZdyHEfjxo3ze29ycrIOHTrkM2jHO1jhtttuk+M4NpNBVrafMvpb3jZ6gwYN5DhpWRrdvk73+nb3Y926dcqRI4feeustPfLII1k+QMxbL1myZImef/55PfPMM359gEuWLNHAgQPtMkIxMTFq1KiRvvnmG1WvXl0FCxa0s/yDMWAv/fEIVAZ3X91tR48eVeHChVW3bl0dOXJEUtpAoBUrVtgMMlnVDrwQ774sXrzYZlBp1qyZXeJF8g/0JyQkqE+fPqpevXq2yrAHIGsR5P9/GzduzDDQL6U9FLxp6LyzS7wNPjfgdNddd2XJbCBX+geRm/LLO7vhwIEDGjp0qEqUKKFcuXLphRde8AtoHj9+XOPGjdM999yjXr16ZasRet5KyebNm3XXXXcpLCxMdevW1bx58/we7t40gxMnTsyyGde//vqrXfu5Xbt2tqFUqFChgKmN3PTWuXLlCrjWsDsDqmrVqkFLlTllyhRbwXvrrbe0ceNGffvttz6p5byjoF0nTpzQ9u3bbUd7uXLlbIdnsGb9ucfDHUn/zDPPqFmzZoqPj1dcXJweeOABn0EI3mvr/PnztlPn0ksvtSN1g9nICNTIk6QHH3xQjpO2hqx3pq/XtddeqxtuuEEnT560jfDMqKi7wa88efLY1MlS2rInefLkUVxcnIYPH67Zs2frrbfesoNeHnjggYDn/KFDh7R8+XI72+GSSy7R7t27M638Xm+88YZPkNvb+Pzoo4+UO3du23FQvHhxtWvXzjYkLjTDPCUlxQ6EadGiRZYunZA+QH7s2DHt3r3bL1A0duxYxcbGKioqSq+88krA39WmTRuVL19eZ8+etZ2emX1MvOX/8ssv1bp1axUpUkT58+dX/vz59eKLL/oEAKSLC/QHy8XeT3799VfdeeeddgDi0qVLL/g7Ai1PkJm8ZUhOTlZSUpLOnDnjNzAqMTFRn376qQoXLnxRgf5AaVIzi/ea3bt3rzZv3qyvv/5aCxcuDLhEwl8J9EtZ2zGS0d9OH5w4fvy43nnnHUVHRys2NtbO1JQCP7fd3xOM8+ro0aPav3+/fvrpJ/sM8L5v48aNdrZM/fr1LypNdFbsx+nTp23GnfLly9v03CVKlAiYonfAgAG23vLee+/5bXfTz9aoUcMGY4MRVD5//ryOHDmi/fv3+7x++vRpvfLKK4qKilLJkiU1bNgwG2j1ft433XSTSpQoISlrz6v0z8B9+/Zpw4YNOnr0qN/18e2339qO3DvuuOOCS9KkDzZnNu/1uWbNGn366afq1q2b3n77bb+B527aW8dx1LdvX79B0O5g1k8//TTg789sF3P+Hjx40Ga6aNasmU92BfczT01N1VVXXaV27drp5MmTNsiRlfWSiRMnqmjRoj6DdYoWLaoOHTpoy5Ytknw/2wMHDqh06dKKjY3Vtm3b/AZOZwVvVqwlS5bY+pKbPaFEiRI+9flA5Tt06JCmT59u73XuV65cuWzmsGC0n5KTk7VlyxZbnvTZw37++Wc1bNhQERERKleuXMBr3B18X7duXTvAOKuDAm767ujoaL/ZvRMmTLBZedxgmls+dyZ8bGysChUqFLTlJV2hth/u3z9x4oR69+6tsLAwFSxY0GbYKlmypD777LOAP+sOTGrQoIFfhpf27dsrMjLSJ9tNVtVH3BmghQoVsvfUUqVKBdyPTz/91GYVuueee/Ttt99KSqtLnjx50vaTVKlSJeCM5szivf7Gjh1rBxg98sgj+v777322r1q1Sq1atVJERITq1q2r4cOHKykpSQkJCdq/f789lpdddpmtqwSj32rVqlW2/+2qq67yaa9eSGJiov744w97761QoYLPEhLB8N5776lr1656/PHHfQawBcrAmL7ulJqaagcrNGrUyParZBXvZ7Z//37t378/4ODmxYsX23hB27ZtA04+6dChg+Li4nTs2LEsryOmX8LBnbzRtm1bm5k1fVm2bt2qUaNG2QyNbmZAx3HUuHHjoA9U//777/Xqq6+qXr16atOmjV544QVt3brVJ8uZ+zNJSUl2suaFJtMEoz17IUuXLlWTJk3kOI5uvvlmrVy50u93uP8eP37cxqCCvcQIgOD4nw/ye29+O3bsUOfOnRUdHa169er5VWwXLFhgRxS3bdtWCQkJNkCTlJRk07V6K7VZ/eBbsGCB5s6dqxYtWqh169b2dfdhdfz4cY0dO1YlS5b0C/Rnh5Qu3jIkJCRo586dWr58uX777Te/wMAvv/xi14muW7eu5s6dm2GgP6utXbvWpvhzHEf58+f36bj1Vmi3bt1q08rmyJFDL7/8sj788EONGTPGjtwrUqSINm3aFJR9+e2331SxYkW/zj4pLeWZO6DhiSee8Nl28OBBPfHEE7Zj64YbbrANjGBVOhYuXKjY2FjlypVLU6ZM8dn2+uuvKywsTI7jaOrUqT7btmzZon79+umqq66yAbWsCip7eSu1CxYsUI8ePVS/fn01atRIjz76qM/SCT/99JMdbZ8vXz5NnDjRdm6eO3fOdlB1797d/sw/fb14f5+7vnlMTIyd+TN69Gg5jn/qudmzZ9s0gB07dvQJ9J88eVLPPPOMHVncsmVL2wDP7GPxyy+/2Gv61Vdf9dk2ffp0u619+/Zq0qSJvTaqVatm1xtP33BISUnRyZMn7b2sXLlydvZ5VneKzJ49W7fffrsqVKig+Ph4XXfdderVq5f9XA8fPqxXXnnFdrh16NBBP/30k/bs2aNjx46pe/fuchxHt956a5annpP+M4PG7WSrUKGC/b5q1aoaNmyYz/szCvQHs1HkPeYrVqzQ8OHDdeutt+qJJ55Qv379/GbE/Pbbb3ag2MUE+rOK92/PmzdPXbt2VbVq1XT55ZerSZMmGjt2rM++uIF+97p++umnA2bKyErefZg+fbpq165tlwpyO5ree+89n/SY0p8H+oPB+/e/++479ejRQ3Xq1NG1116r22+/Xd98843PzJnjx49r+PDhio6OVkxMzJ8G+rOK95jMnDlTLVq0sKmhy5UrpzvuuEPr16+39cWUlJS/FejPCidOnPDJnlWoUCGfGfzez/no0aN2BqDjpK3N2KNHDz3zzDO68sors3ywmyv9AKs77rhDRYsWtbOQBw8ebGcjHjlyRB07dpTjpGWA6tSpk1auXKkTJ07o9OnTdqDCnXfeqTNnzgRlkMLMmTPVqlUr5cuXTxERESpbtqzuvfden/uq5Bvov/POO32CgMG673r/7scff6wiRYrYOq379dBDD/lkfenbt6/d1rBhQ3Xr1k3Dhg2zdcdq1aoFJUW/99xfvHix+vTpo5tvvlm33XabhgwZolWrVtn3zZo1S7Vr15bjOLriiit8As/eLGLe7HtZeYzcGcqOkzYjfOzYsXr55ZdVr149OY6jyy+/3Gc5Ebdsbrsw/ZJomW38+PE2vXVycrK9l+zcuVMFChRQRESEYmNjNWnSJPszF0p/7/r888/1wgsvKH/+/LaemJW85XGfD+5AFsdx7BICrnnz5tk2X7Vq1fTwww9r9uzZGj16tM1sULZs2SwZuJ7R/fydd96R4zjq37+/z+tLliyxz4WMluTYv3+/7rnnHpUpUybLMluE+n6sXLnSLxNhQkKCRo4cae+1cXFxmjNnTsCySmnPwSpVqshx0maQb9y4UVu2bLF9iM2aNQtKhsATJ074BP3y5Mmj8ePH2+3pA7Hjx4+39113cPq1116rcuXKyXHSUnm7bfesblN9/vnntk6VPs2+9zpdunSp7rzzTtumrVChgsqUKWPvUTVq1AhKX096Tz/9tC1ToUKFtG7dugu+//Dhw3rqqafssWzQoIG9TwVrP3bu3Kk8efIoPDxcFSpU0GWXXaajR4/+6X3z9OnT2rt3r30eli1bNssHK3jP+08//VRXX321ihcvrkKFCunRRx/VTz/9ZD/XkydPavz48XYZiCpVqujzzz/XihUrtHv3bnudN23aNKiZQCdOnCjHcZQ3b169++67fktHutIP4n3//fd1zz33yHEcRUVFKWfOnLZPLxh1dm+WWbc87uc+ZMiQgBNm3AmZWblsUyDe83flypX68MMP1aVLFz388MOaOnWq33XuDfS3bt3aJ9AfSHaI6wAIjv/pIH/6NHqLFy9W9+7dVaNGDRuU9Ab6k5KSNGvWLBu4KVeunFq2bKlbb71Vl112mRwnbT37YFUIf/jhB9tAuOqqq9S1a1dJ8ntwnzhxQmPGjAkY6A/mLEbvw2ju3Llq0qSJ8ubNa0cNtmjRwi+1kzfQX69ePZ9Af7Afbt6ZVzVr1rSvB0rpd+jQIXXr1s2nM86d7dC4cWNt3bo1K4vuY+HChXIcR48//rjP60uXLrUDGQLN4pfSZgq5nXLuqNtgpnTq2bOnHMfxC/atWLHC7ssLL7zg9/Nr165Vrly5FB8fr4ceesgGdYI1C3PcuHF2tntsbKxtoDqOo7fffts2HJYvX26vD8dJW0OvSZMmql69um3QZnaniPczevrpp22gf9asWXrxxRd9RnN771Xz589X5cqVAwb6lyxZoqefflofffSRvXdl1bGYOHGiHcXsnc1+0003KS4uzg6EOXXqlDZu3Gg7QSpVquQX6N+5c6c6depkBzRcffXVWdoQTz/rwT1PKleurEqVKtnlLFq3bm0HGf3+++8aOnSo8uTJY4M1hQsXtgPgypUrZxvgWXkPdtP/FSpUSBMmTNC5c+eUlJSkyZMnq1WrVoqMjFRcXJxPsFLyDfTXrl07y8obSEYj7L1fV1xxhT766COfWZcXCvQHQ/rzyj2PYmJi7H3LcdJmAC1YsMC+NzExUVOmTPGZ0e9eK8EMLHuvjeuuu0433HCDrZvExcXp7rvv9ss44g30u8cjOwT/xo0b5zMLw/v11FNP+QSbsmugX/K/X7n1WXdAz7vvvmvvt4Fm9AfKmhQMbnDDcRzFx8fb5bEC1cVTUlI0adIklShRwuc6KlWqlDp06JBlg91c3vPKO8DqiiuuUMWKFZUvXz57zbjn1ZEjR/Tkk0+qZMmS9v3lypWz3wfr+SFJH374oS1TpUqVVKFCBZuVJyIiwm9g6IIFC3wC/dll8IjbeRsREaGXXnpJ48aN06BBg1StWjVFRESoadOmmjZtmn3/2LFjVa5cOTvr0f2qWrWqbc8Gawb/+PHjfeq37ldMTIw++eQTW7bPPvvMZnZy28G33XabrX9dcsklPmtNZ5WVK1cqPj4+4PkzZcoUW49yU0l7uQNxvenkM9tnn30mx0mbvfrLL7/4bFuwYIE9r9x6+cUEKdLfj3788UdbXwy0tnRm8J5TU6dOVaNGjRQfH+8TpHQc//TRy5Yt03333Wef9+5XbGysWrZsmakD1wcPHqxHH300w5meqampatasmcLDw306+3/44YcM27PpB+wcPHgw0zNb/Fv247333lOOHDkCLjfjPsfDwsKUK1cuv+B4+v8vWLDAzvZ1M465z79gLOPk/i03u0t0dLRy586twYMH+w1q8O7PsmXL9OKLLyouLs4+76+66ir16NEjKP0kkrRr1y4749ibPTOjjFo7duzQlClTVLt2bV166aXKly+fbrzxRr3xxhv2PAtWYNz7d5999lnlz59fUVFR6tev3wWzxR44cEBvvPGGateurV69evmljQ+Gs2fPatq0aba9XapUqT/t7zh48KA6depk64cNGzYM6mShjz76yD4DSpcubQf21KtXT5MmTbL9uwkJCZo5c6YdoOTW193nSPny5YO6XNvy5ctVqFAhRUdH+9VLMpL+8/7qq6903333KSwsTI8++mhmFPNPTZ061Q5Ieuedd7Ru3TqtWLFCzz33nAoWLKgiRYrokUce8VlGRPpPtmN34FiwlxoI1N8THR2t4sWL+02uW7ZsmU+g35u6HwBc/7NB/vSdCEWKFLEBC3dtWLczMP16czt27FCLFi1ssN/tDHnkkUeCVqmV0joTWrVqZTtwb7rpJrstfSUifaD/pZdeyhbr40m+M2KvvPJK1alTx6eB3atXL5/9ST+jf/78+UFPubxt2zZdeumlypMnjz2fWrdu/acByXnz5mnUqFF64YUX9Nprr+mHH34I+vr1Q4cOleP4poi9UON73759WrNmjf3+6NGjQZ+RKaUN0qlTp47y58/vM/PyQvty+vRpnzVlf/jhB5vyOliNJff6yJ07t0aOHKm9e/dq9+7dGjZsmMLDw+U4aVkV3MbGkSNH1LdvX58gSIECBdSoUaMsCygHWhvOTT3XsmVLn/d6r+30gX5vCkPvTL+sPq8mT55sO8Rfe+01paSkqFy5cj4zxdwyJSYm2hlblStX9gk8SVKzZs1UpkwZvfDCC0HrUHAD5HFxcTZt6ZkzZ/Tbb7/ZAQjVqlXzyVCzcuVK3XTTTTbt2eWXX67bb789yxvgqampOnHihF2nL33aVSlt/btnnnlGUVFRKl26tA1wuGXcvXu3XXs1GLMW0/vkk0/sNd6nTx999NFHGjx4sB2cU7RoUfXu3dtngI430F+7dm199913wduB/+fOpomPj9eoUaO0d+9eLVu2TIMGDbIz4hs2bOgz6ykpKckG+iMiItSlS5egdkx9++23ioqKUv78+X0a2zt37lTPnj1tPbBt27Y2A4fLDfQ7jvOnI+6zwrRp0+z9f/jw4dqwYYO+/vprPfnkk/bZceutt2rZsmX2Z06ePGlT9+fNm1e9evUK3g78v6+++soO6Pnoo48kpa1hvWrVKrteerFixTR48GCfWRybNm2ygf4qVarYgHowpKamav/+/br22mtVpkwZW+5SpUrZzz+jzr/t27drxYoV+uSTTzR16lTt3bs3qPWSmTNn2vNq/PjxOn/+vA4fPqyff/5Z11xzjRwnLZuQGzA+deqUZs+erfvuu892bFWqVElt2rSx11CwnoHuslpJSUk6cuSIZs6cqXvvvddex+lnBbqB/vDwcDVv3jyo55SUtkZ0kSJFFB4e7jPTWpLef/99+5xLP2t506ZNmj17tp555hm98sormjBhgq2rBOv+610mbOjQodq0aZOWL1/uk9HijTfekJR2raxbt07PPvusIiMj7Wyu3LlzZ+osRm/2Ey/32h01apQc5z/rb7t++OEHO6HgxRdfDPg73J995JFH/tEyX8iBAwfUtGlTOc5/Bm8nJyfr/Pnzmj59um6++Wb17dtXZcuWleOkZa26mKUJ06eTdYMljz32mM/rmW3ChAn2fvT0009r1qxZeu2113T77bdnGOg/evSo1qxZo+eff15PP/20Xn31VX3//feZmg538+bNtjw9e/bMMEDepk0bRUZG2mdGRu3Zc+fOKTExUd27d7drrns/88z6/P8t+3H27Fn17dtXBQoUULFixewM0OTkZJ05c0YtW7ZUuXLldPfddyssLEz58uXTu+++a38+fRs1JSVF69atU+PGjVWmTBlVrlxZ7dq1C3q2Q3dJHTewWqBAAfXp08c+C1zpP+etW7dq8+bNWrx4sU6dOmUH7AdjP1avXq18+fL59C0E6iNIvw8nT57UsWPH7NKe3nXWs9KFlvR6/vnnFRERoXz58mnChAkZPn+ktP05cOCA7QsK9sBcKe06mjFjhm03tW7d2u5DRudKnz59dP3112vAgAFBnSy0detWlSxZUoUKFdLYsWN16NAhffvtt2rRooWioqJUqVIljR8/3mci19GjR/XUU0+pRYsWKliwoK699lp17tw5ywfkutxz66233rL9V66/c36sXLnSDu7J6oxD27Zt0+WXXy7HceyAT9dXX31lB4Z4s8O4+7906VI7ODfY3P6eqKgo9ezZU+PGjdNjjz3mM2jV+yyRfAP9t9xyi092LgCQ/oeD/C6307Nw4cL68MMPlZSUpP3792v8+PG2Q71OnTp+gf6kpCQdPHhQy5cv18qVK3XmzJksW3/4Qn788Ufdc889ioqKUlRUlE+HVEaBfje1Vu/evYM++33JkiXKlSuXcufObdfrS0lJ0dKlS306dtIHY91Af2RkpCpXrpwtAhwTJkzQ3LlztWPHDhsoa9WqlV2DzXueZJQmKTsYPny4HMfR0KFDJUmLFi0K2Ph203O7s/e3b98elPJm5MSJE6pataqKFStmO/692Qi8+5KSkqJDhw5pwIAB+uGHH/wqv8G6Tnbs2GE7BtNXajds2GAbTs8//7zfz27dulWrVq3Sp59+qp9++smmys7M+1VqamrAhsMTTzxhr+VKlSrZRrX351zeQP+DDz4YcA20YPAG+jt16qQqVarYNW/TryV85syZgIF+l3ftsKyeMZeQkKAbb7xRjuPYgJnrl19+sfeuJ5980r7ulvHUqVM6ceKEVq9eraNHj2ZaoGnWrFl23dpADh06pDJlyuiSSy7x6Vzynkdbt261HXD33nuvfZ97jPbt25clyyQEWsfda926dSpTpoxy5MjhM9tSSpsd0LlzZ+XJk0fx8fEaNmyY/cyltEavu47kjTfeGDBrzD8t0LFOTU3V77//rvr168txHL9gk5QWVHMDm23atPE5vklJSZo6darCwsJUvHjxTB2AmNGxcFOTuveqd955x25zz5mEhAR9/PHHuvTSSxUVFaVXXnlFiYmJPoOa7r77bjmO4zfTP7P2I6Nzd+fOnXZWSfqZAVLaTGx3wM4DDzxgg2JSWmfhiBEj5Dhp2V8uJqjz38poJntiYqLatWvnF4zxrtHbvXt3RUVFqUKFCj4DSKS0oEO9evUUFxfnt8xCMKxYscLOxHBTYJYqVUrLly+X5J8q80KCUS85ceKEXVYq/fNj2bJlthMuUJ1ESrvvbtmyRSdOnFBiYqKkzK+TpP/+7Nmz9pxKvw9uedwsRI7jaP78+T7bv/vuO11++eUqVqxY0Abluvv13nvvBQwqL1++3NYdvcfiz86pYAUGtm7dause6Z8fv/zyi0qVKiXH8U3B71q5cqXmz5+vUaNGaenSpfb58U+fV++884769u2b4cDA1NRUO/DOXV5AuvDA4iNHjti6+axZs3TppZdmeVvq0KFDeuutt+z37ueXmJho60grV660MzI7dOjg90y40GednJysdevWKXfu3H6DrjOTG/xzHP8l2U6dOuWzdIX32XKhfcms6+PMmTOaMGGCXXLj+eefDxggd5dBGz169J+2zffs2aNixYrpjjvuyLLr+t+yH1JafW/o0KE+SxO6AcqDBw/abDX9+/e3gf6RI0fa97pl9e73+fPntWfPHv3xxx9/GuzMKm5ddfjw4SpRooTy58+v119/3a/dGuxyZmTkyJFyHEf33nuvpIvPUOoen/QDkrKC928dP35cBw4c0IYNG3T69Gm/z/mFF15QWFiY8ufP/6eB/mAI9Pl5r9MzZ85oxowZ9vnRvXt3e21799X784cOHcryrG7ev3/27FktX7484ESCLVu26KmnnlJMTIwN9Afq092zZ4+tb0rBu35SUlJs29xtH/03ZXEzpKYfOPrfSr80YXrz589XeHi4HSjoWrZsma3rBsrMKkl79+6V46Rlz0xMTMz0az2j379+/Xpbl03f33P48GE9//zzGQ4+XLZsmZo3b24nQWXnOAKArPc/G+RPTU3VoUOHbKpFb2ot17Jly9ShQweFh4erXr16PoH+YAfDJd+KjrcSu2LFCp9yu4EnKXCgf+TIkapSpUqWrvmeUdDUXTtx8ODBAbePHz/ePvDcoLNry5YtatGiheLi4oISYM5ohLqUtj56RoH+QBXWrM5EEOh8dvdj2bJlioqKUosWLbRixQrVrFkzw8b36dOnVbJkSdWrV8/uY3bgVqzddUbXrl2rTZs2BexIcBtMa9askeP4r70eTKtWrVJMTIw6duzo8/qSJUvsoKSMlk64mDUz/wmJiYk+1597bs2ePVuzZ8+2r7trYkVGRur999/3+z3pA/3usXrqqaeyxRrdUlpaXDfQHx4ebjt0vNdvRoH+QMGAYDxX9u7dq3z58qlJkyY+ry9btsx+5t61ML3cfcvMmTTuera33HKLXds5vQ0bNihnzpwqWLDgBQcDzJ8/36aaXbhwoX3de8/O7Ib3nw2umTlzpqKionxm76WkpNjP+vjx4/Y5edlll/nt79atW/Xwww9rx44dmbMD/887aj/Qvvz666+Kj49XvXr1fN7nvXbnzZtnBxm6MzJd7vJImZm6e/To0Zo+fXqGjeOzZ8+qdu3aioyMtAOR0u/ryZMnNWDAAOXOnVtXXHGF7SD1/s7MTiMrySf9fKD749q1a5UvXz41a9bMvubO0HRNnjxZBQsWDNihcOLECY0bN87Oxs6se9W4ceNs0CxQPejYsWMqXbq0ihQp4jeoyN3vAwcOqE2bNnIcR40aNfL7HVu3brV/I1iztAL93YSEBDsoJH2gP9AzJdgZq6S0rAJu6mqvCwUyveXOigGUU6ZM8QvMex0+fFjx8fEqWbKkDWgGOj4PPfSQHCctHfHevXt9yrp06VIbrAxG/cT9m61bt5bjOFq8eLEt34WOhXcAlXfN5WC3cRcuXKiIiAi/NLCLFy/+07puIP/0MVm1apVy5Mih2NhYDR061C8AJqV9hu4McTe72ZIlSzKcoXzy5En17t3bro+7Z88e++wI1rU+cOBAlS5dWhs2bJDkO3hyxYoVAQP93rLOnz/f57PxHoeKFSuqfPnyfqnPM4ubWei+++6zr6V/9g8cOND2MYwZM8a+nr7ukhXXR1JSkiZOnKgCBQr4Bcjdcn/99dfKkyePSpQooYoVK2bYNk9NTVWrVq3kOL4pzLPCv2E/3PK6A9GktLpK7969fZbOktIG6vTr1y9goN878DZQWyWr17T2/r30g9OPHTumYcOGqUSJEipQoIBef/31gHWzpUuXBv154eUu5eTNZpqRY8eOaebMmVlQqox5P7uZM2eqdevWKlmypGJiYnT11Vfrscce8xvo7A30f/zxx9km0O+9Rx45ckS7d+/W5s2b/druiYmJmjFjhl22pXv37gEHuWSH8+qDDz5Qp06d1KtXL5UoUcLvOpHSBlH36NHDBvo/+ugje28LVkaIC7nhhhsUGRmp77///k/fe/To0YDPaPde5vbReJ+r/61evXqpYsWKASf1uJ9jr1695DiOhg8fbrddqK77+++/2/vXrl271KRJE9tez6zzzJt9NNDfmDVrlsLDw+3yypJ/neTVV1+V46Qtk5T+eC1cuFB33XVXpk8iABB6/meD/JK0f/9+lSxZUhUrVrQP6/QNudWrV6tRo0ZyHEfXX3+9PvvsM7stGA/sjB5E6TsAVq5cqTvuuENhYWFq1KiR5s2bl+HvOHnypE9K08wybdq0gDOvXGfOnFHVqlWVM2dOm/IyUKe4mz6+WLFiPmnhpbTAghsUyAqBjkf6Y+Huw/r1622gv2XLln4zH3r27Om37n1W8O7Dnj17tG7dOp/tBw8etLOx3GUtvCl7vY2L9u3b2/RIwR7lnZSU5FdZ6tevnxwnbc1Yd3Z4oI4ESWratKmio6P9ZgIG0wcffCDHcdS3b1/72oUqtTt27MjSdWLPnj2rESNG6Pbbb/dZ58sdWX/XXXf5rIvqBitjYmI0Y8YMv9/nPTe/+uorXX/99T6V5sziDcQECsrs2bPHnlveQH/btm3te9LP1pB8A/2FChWyqeeCyR3M0qFDB/vahc6pnTt3+gUAM9PixYttWdKnLHMdPXpUNWvWVO7cuW3wOaOOgjvvvFOOk3VrwXo999xzio2NtYNgAtUh3OUsevToISlwQCwhIUHXX3+9PW4ZpXfMrMDAgAED5DiOnn766QzfM3/+fJsJ6dy5cxkej3Hjxslx0tLnbt68OeDvyoxniVu+YsWK6csvvwx4LM6cOWNnBLgDlAK97/fff7eBJzeFbPpyZ2Zn1WuvveaXbSC9yZMny3EcNWnSxGfQSPqyubMZy5Ytm2FdKrOe7ZMmTZLjOLr00ksznBF98OBBFSlSRMWKFbNB1UCDjHbu3KnixYvLcRw7QDdQytyskH42/unTp/32zz0eJ0+eDBjodz366KO64oorfIINwbRw4UJ7H3I/zz/raPv888+zLLA3a9YsOU7a0muLFy8O+B53oFupUqUCnnfufm3ZskWVK1dWXFycVq9e7bMt/XuD5f7771dUVJStx2eUrercuXM6deqU7rjjDp8gVDAEmkE5ZMgQOc7FLxO2e/fuLF0q4dy5c+rfv7+KFSumfPnyaciQIQGD2W4H7ZgxY/Trr7/a50SggcW7d+9WTEyMX2d5sAIdZ86cUcOGDeU4jqpXr65ffvlFUtq9yt2/9IF+b1+COzt70KBBfvvgdtDXr18/S/ofJNlzym1ne9uH3uv20UcftYF+N6OgFJzjcObMGX388cd28N1zzz3nU44zZ87YgSRhYWF68MEH7TY3CJOammrbWq1atQrK0oz/lv1wrV27VrGxscqdO7cGDhzo9zxLSEjIMNCfkpKi559/XgUKFMjyFNeS/6zxPXv2aNeuXQEzapw4ccIG+t0Z/W4bPiUlRS+88ILKli0bcKB+sGzevFnx8fEqXLiwvv3224DvceuwGzZs0CWXXOK3DE8wuIMTHCdtybUaNWrY5T6vuOIKO9DK1bNnz2wV6PeeVzNmzNB1112nPHnyyHHSUpF3795d33//vc+AmYwC/cGuR7l27txpl6apWbOmLr30Urst/fPgQoH+7DBYwev++++3/QwZtSXcNsmUKVPUvXv3DO+3bra7V1555R8p2+nTp209r169ehlm7xwzZoxPv1BGdV23X/fJJ59U69at7eDwU6dOScq89uygQYNUqVKlC/Yhu213dzJZoDrJ2bNn7fFy+1y8ZQ52ZggA2dP/dJB/w4YNio6OVoECBTLsXJb+00nkOI6uu+46ffHFF1lYyv/wVhKWLVumJ598UldffbWuueYatW/f3i9F/cqVK9WuXbuLCvRnthUrVshxHJUpU8Yvzbjr5MmTuvzyyxUTE2PTl3q5ZT58+LBdq8YNJAajAuX9m6tWrdKbb76pO+64Q3fccYc+//xzn9nM7sPaG+hv3ry5ne3uTRPoDYJmNm9Fevbs2br++utVqVIlTZgwQdJ/9nHZsmXKmzevncUUiJvOtFGjRkFLWepaunSpXnzxRb333ns+gdSjR4/6rHPkHT3pTZfuzjK/8847syQ18cVyA2Ldu3eXlHGnp7svQ4YM0WWXXeaXDj+zHDt2TC+//LIcx1GtWrW0aNEivf/++3KctCVR3BHz3sqoe97ExMQEvLd6rzN3v7JiVtPJkyc1btw4LViwwKfx/M477+jKK6/0aax6U/d708cGCvQnJSXZe4B3TfVgWb16tW1MSb4z+AN1RE+dOlX58uXL1NkP6Zd5cNfhdQVK4+aum1y9enU7s8b7O9yGkPu+jAYMZCY3RV6ZMmUyvEe6adG9Hf2BZtssXrxYOXPmVN26dX0GJ2UFdw1u7zM4vR9//FHR0dHKly+ffRYGSt+YmJioOnXqKG/evDZwlhVOnz6tLl26KCwszA6o8HID4e7ANW/wPlBQ2R18eKGBD5ll2LBh9ngsWLAg4Hu+++47hYWFqUKFCjao4r0+3P//8ccfqlixoooWLZrlS6MkJibqqquukuP8Z53q9AOtDh48qPLly8txHFtPSc+9Ru677z45TloK4GDxnivffPONunTpourVq6tSpUp67rnnfGZmeAP9bur+YsWKafHixT4p43PkyJEtnh1SWod6ZGSkbr31VkkZ10nc58eYMWN02WWX+WRSyUwrVqxQmzZtFB4erjfffNNnm7ez2Z09+v7771+wfuHOIvUGn7OD9NnQXn31VX377bcBg8ru8+LQoUOKi4vTddddF7RUn97rw9tmcgOyboaXjGbAu/syYMAANWnSxGYayUzuvfL8+fMaOHCgChUqFDDQL6UNTnWctExPFSpUkOP4ZkbyPrvdLAzZIeDkOnjwoC3X5ZdfbvtK0gf63aXCbrnlFk2dOlUdO3aU4zjKnz+/38Dc9evX6+qrr1bOnDntwIGs4LZF6tWrFzCw4Z6LX331lfLnz2+fqd4lPLKqryH9s3nSpEmKj49XbGysevTo4bP9+PHj9jq//PLLNWPGDO3cuVNnz57VwYMHbZ33kksuyZIlqf6N+5HesWPH9Oabb6pkyZKKj4/Xm2++6Tdo2xvoj4uL0+DBg5WUlGSDYoUKFfJZFikrpJ81fsMNNyhXrlyKjIxU6dKlNXr0aL9BN+kD/Y8//rjWrVtnB8MULlzYHo+s3geXdymEo0eP2mXL7rvvPp/PODU11add3qxZM4WFhenLL7/M/IJfwOzZs+1gZzcd/PHjx3XmzBnVrl1bjuMoT5482rdvn0/53UB/4cKFNXr06CxvCwbiHazQqFEjtW7dWkWLFrWB8nfeeccnk0d2D/RPmTJFderUsfsUaLkzlzfQX7VqVY0aNSroGbcCtbsnTpyo2NhYXX755Vq/fr3fz3jPsapVq6p69eoB71XuwOyiRYtmmGnx79i/f7+dyFCnTp2AbVE3NlO3bl198sknAVP0u9eDW8evWLFilvRP//HHH7rlllvkOI4aNGjgN0DH5U6YuPHGGy8YpHf7fqtUqWIHJwDAhfxPB/kTEhJsQ9MNgGeUjq1Vq1YKDw9XTEyMypUrp2+++SbLy+uaPn26YmJibKXP2xh99dVXfQJ6P/74Y7YI9G/btk2PPfaYoqOj9fjjjwfsXJZkU6w+//zzF5yp5HZkBaNDXfL97D7//HMVKFDAHgN3JHrz5s319ddf2/d5Z/RXqVJFjuOoYsWKdl3iQoUKBaxsZcU+fPTRR4qOjpbjOOrSpYuWLVvm877U1FSNGzfOBvpvu+02zZkzRytXrtTixYvVsmVLOY6jcuXK2dl/waqgT548WYUKFZLjOLr77rt9lqFISUnR1KlT7ZIDd955p3766SdJ/5lh9+CDD9rKlDvgIruMwv3tt99UpEgRXXvttZo+ffoFO3DPnj2rSpUqqUaNGlk6Y3zdunV68MEHFRUVZTv+ihcv7pOqP31D+68E+rPKwoULdckll6hgwYK2TB9++KEcx1HevHn9ZgV++umnNtDvHdGcUaDfnTUR7NG3KSkpatSokQoUKKDBgwdfsKGUmpqqmjVrqkyZMv9ogy49N4gfKPAwbNgwtWjRQlu3bvV5fe/evfZ6uPPOO21atuTkZJ/PuG7duipYsKBdPzMreO+FrVq18ksh7u0EWLBggRwnLTWbN7tF+mtg48aNio6OVt68ebVjx44sud96B1988803uueee/ze437WqampdkDVgw8+aGc6pQ+Qp6Sk6LrrrpPjOD5LImVW+SXfhr+3A3/nzp1+55ybitBxnICZnNxj5wbaszIbj/eYf/DBBzbQGug9CQkJtt7x/PPP+8yOc6WmpurUqVOqWrWqHMfJcBZUZnCPyZkzZ3wGVAQa2PXGG2/YgWTeme7pl0xynyvpl3/KKt7PduzYsXapkJIlS6pkyZIKDw9XpUqVNGjQIPs+dz9PnTplZ284jmNnE5UpU8amZswOnaD79++3wcs+ffrYupV33XfvAMpatWqpcOHCfvfvzLRmzRqfQV3eARLu5/3CCy/IcRzdfPPNAQPF7j6451QwB44E4p7zGzduVNGiRVWyZEk7GMab1t4bBHAHLARari6rjR49Wo7zn5nTq1atUu7cudW2bVstWrTogvWS06dPq0yZMqpfv36WLRPmvf+/+eabKlCggA3kuXUP1zPPPGOv4zvuuMO+7n1Wuhl8br755qDMUL5QVrpDhw7Zpc4yCvSvXLnSDsJwvypWrGjvVemXG5k8eXKm1iED2bdvny677DIVKFBAn332WYZ17wMHDqhs2bI2yOA4jmbNmpVl5fQeiyVLlmjkyJHq3Lmz6tatK8dxVLBgQT3zzDM+9/+EhATdcMMNchxH0dHRKl68uKpUqWJnzteoUcPe17KqzfFv2Y/03P1KSEjQ4MGDVbRo0QsG+r1LQLh9E+XKlbPXRjCOhzcQ27hxY7Vr1872JT722GN+WVFOnjypkSNH6rLLLpPjOIqNjZXjpGVdcgfxZMV+eM+V/fv3a8eOHTp06JDffX/evHk2sNy1a1etXbvW7x735JNPynEctWjRIsuyiaSXmpqqxMREO5Aq/bN448aNuuKKK+Q4jp544gn7uvd++tJLL9k+K3eWcrB88803ypEjh+Li4jRp0iT7+r59++zA1YIFC2rJkiV2mzfQHxYWpvvuuy9bDFbwnmtTpkzR1VdfLcdJy9h4ob7anTt32iw21113XZYfk/TneaBn+5EjR+x9tkGDBtq2bZt9n3tupaSk2CWqHn744YCZIn7++We1adPGZ7m4/5Z7Hzlw4IDtH/cG+r37c/PNNyssLMzeV719b255U1NTbQbHfv36Zdn9dt26dbr//vsDLmPgnls///yzihYtqgoVKuiHH37I8Hdt375dhQoVUokSJbLNAG8A2dv/dJBfkrp16+ZXUQ201n27du1Uo0YN3XvvvSpVqlTAtFZZYd68eQoPD1d0dLTeeustHThwQIcOHdIHH3xgK7T33nuvz0PAG+hv2rSpT7AtK+3YsUMfffSRffB6R/e7n/N7772nqKgoVatWTatWrfL7HW7F79133/WbEREMX375pZ2l8eqrr2rv3r1avny56tSpoxw5cuiKK67w6RxwKxe7d+9WgwYN5DiOcuXKpTp16lwwm0RmcoMYBQoU8EvD7b0WTp8+rS+++ELx8fG2cRgZGWn/f+2119qRnsFqfLvpm6KiojRs2DCfhps3wDN+/Hg7YzAmJkZt27ZVs2bNbAO2UqVKQelICLROnnc9rz/++MMOhClcuHCGs4JSU1PtrIdXX301y0cSJyQk6Nprr1V4eLiioqJ8Ovy9Zfkrgf6slpSUpE6dOtkOGfdZUapUqYBLC0i+M/ozCvR7/59VgdmMuLNkX3/9dfvZpw8KuA3U1NRUdenSxXYCZVZqwPQp7b3p7g4ePGhnXN55550+A9qSk5M1bdo0u8b7tddeq+3bt/v8vDs47MYbb8zyTp1AnRYfffSRbbh6r4uHH35YjpOWWn3lypX2dW+a9YMHDyouLi7gmuOZwe1EO3/+vN851b9/f5/gtruvM2bMUPHixVWwYEENGTLEZwa5ex2cO3dOVapUUdmyZX1mcmYG79Il3rVRpbQ6Rb58+fT555/7Bfq99cSMZvy0aNHiT2d5/JPc8yD9fkjS4MGDNXToUPu9+54xY8YoLi5OpUuX1rhx4+x+egfCnDlzRuXLl1flypX91prNDN5AT/pr5LXXXlOpUqXs7Fh3PzZu3KjrrrtO4eHhuv/+++1APek/n0tqaqquu+46xcbGXtS6k5lpypQpchxHcXFxdkmFPXv22CBrkSJFfAY2eO8FL7zwgooWLapLLrlErVq1soMogxEY8PL+/XfeeUeO49hnn5t6UvrP8yMlJcUOoHz88ccztRN3586dGdZ5RowYoVq1avllPvvxxx/t8g4PP/ywT/pl77Pu2muvVZ48eQK2T/5JgeqC6Y9F+s8wOTlZx48fV7du3ZQzZ045jqN27drZ7d79cIPKLVq0CGraayltYFtcXJyioqL01ltvSUprI7mBffe4BBqskJqaGpRlwtJnGxo0aJAuvfRS5c+fX2+99ZbPvXPTpk22k7l06dKaOHGijh07piNHjmj//v12eY7LLrssKDOUvefVli1bNHfuXL9tFxPo37x5s/r27av7779fL774YsCBrFkxYDfQZI2UlBSdOHHCPssbNmyon3/+OWCWpH379qlAgQJauHChBg0a5BdkyCrjxo1Trly5bN3DzQQVERGhqKgoPfvssz77eurUKQ0cOFA333yzYmJilCtXLt1www3q3bu3z6DXrPZv2I+MAmcXE+hPSUnRjBkzVKFCBdWpU0dt27a113kwjsdnn32m8PBwFSxYUGPGjLGvu+1dx3HUsWNHv9mnp0+f1rfffqtbbrlFV199tTp27Gj7GrNiP7zH4NNPP1XVqlWVJ08eFS5cWLfeeqvPJCb3PXFxcXKctOwdzzzzjObPn69PP/3U3svKly8f9IkpBw4cUN68ef3achdaniZQGyyY63KnpKTozJkzNnvWqFGjfLavWrXKLvuZfl+ktLr9F198oejoaBUpUiTLlnP6M9565NSpU1W9enWFhYXp4YcfvuBA1W3btqlPnz5ZklnIK/0Sl0888YQaNmyo1157zW9y4u7du+3g4Vq1aumjjz7Svn37dPbsWR09etTeD6pWrRpwaTT3+8yoy7tt03379tlJAFdddZV9BrvX6tSpU22fUJ06dWwfg7ecbt/i9ddfnyWz+L1/27vk3WeffeY32Wn//v268cYb5Thpk+fSPzvc++r27duVL18+1a9fP2hZtwCEln91kP9iGpOHDx+2ayS3bt3aJ7DnrfBVr15d7du3165du+xDIqsrhAcOHLAjy0eMGOGzzV0r0nEcdevWze9nf/zxR9sR4l2TJlgmTZpkO5q9Dhw4YBuA119/vX799VefdWlct912m8LDwzM9GHihEXNr1qxR2bJlFRMT47Nu37vvvmtnxTuOowoVKvgE+t0HdFJSkubNm6clS5YEbdDIihUrFB8fr7CwMJ/gxIUqEdu2bdMbb7yhW2+9VU2bNtUDDzygTz75xFZOghXgdwdc5M+f32e97UDXaVJSklatWqWuXbsqd+7cdrBCtWrV9Nhjj2XZLOtAwXwp7bzbu3ev9u/f73csFi9ebEfRB1o6wTsr6LrrrvNLH5oV5syZI8dJm/GeI0cO1a1bVzNmzPBbe1UKHOjPmzdvhmnAs4I3lfhzzz1nr+UCBQpo2rRpfu/zuphAf2bzDgxxrV+/Xj/88INmzZqlgwcP+mw7c+aMGjVqJMdxFB8fry1btvidd26KyTp16tgO7MzosL3mmmvsjNUdO3ZI8v3sli5dakfU33777T6B/uPHj+vjjz+2z8JixYqpdevW6t69u32ulC1b1g5Gyuxn+MiRI32eDd7P1E3PWLBgQTvgze1QmDdvnmrVqqXw8HDdeuutPp3urq5du8px0tbUO3fuXKZ2nvfr10+NGzf2G8SVnJys3bt32+sj/aC7w4cP66mnnlLOnDlVvHhxPf30037POnc2Tbt27TI1DV2fPn3kOI6GDx9uX3MHuSQnJ9v0wuXKldPMmTN9jtXatWtt6r3Y2FiNHj3a3psTExPt8i716tXLkqwpAwYMUIcOHezn5ZY1JSVFmzZtsscjfUrxHTt26P7771eOHDlUsWJF9e/f36+Dxt2Xe+65J9PXfX/zzTcVFxen6dOn29fczEHJyck2o0C1atVsvds9z8ePH68KFSooIiIi4OBVd0BPkyZNAi7vkVV+/PFHlSlTRrly5fJZqmrAgAEKCwtTVFSUcubMqaioKJ9Av/f827Jli/bt22cH2mTWs+RC68tv2rRJixYt0jfffOPXAXv8+HE98MADdiBDoCUj3Ou8Tp06NlCTGfesQYMGqXLlyvr666/9Av2HDx+2nfuNGzf2WzLATa3uOI7uuusuv8Eh7jl1ww03ZPo55bZFAwX7v/jiC3Xq1EnVq1dX9+7d/Wb/bd68WU2bNlVYWJhq1aqlYcOG6fDhwzpx4oT27dtnUxlnVdrr9Mc5/d9y61jeTCmSNHfuXHs83OWE0nPrjDfccEOWLRPm3Z/vv/9e77//vu688067DFPRokX9Av2rV6+214jjOKpcubIqVaqkIkWKyHGCN0PZeyxmzpxpM3H07dvX770XE+j3ps32/pvZvMfk7NmzSkpKChgo+uWXX+zgkSZNmmjhwoV+9Q53kOWyZct05swZ3XjjjYqKisrSDI7ukkj58+f3mRG7fPlyPffcc4qLi1NYWJiee+65gIMafv/9d1vXCtQeyCqhvB/ec+r8+fNKSkoKuHzfnwX6vUtNJiYm2npVMPpKfvnlF1WvXl1RUVE+y4L0799fjuMod+7c9j7WqVMnrVu3LuDvOXPmjH2+ZvV+TJgwwd5Hy5Urp3z58tlBI+kH2c6cOVPXXnutHcDuts0dx9E111yT5RNTAtV5fvnlFzlOWhYX14UC/Pv27dO7774bsL0UzMyAR48eVfny5VW1alW/5WXdfUnfRvSWNykpSV9//bUNjGZVBsc/GzzprUdOnz5dV1xxhcLCwvTII49cMNCf/lmYlbyZOtyv4sWLq1evXj7v27Vrl33mR0REqHDhwqpYsaKdRBSMCU/pj8e+ffvscgm1atXyGWyXlJSkfv36qXTp0oqNjVXr1q01a9Ysbdy4UUuWLLEZMsqWLRvUwTzffvutreel789ZsWKFcufOLcdx1L59e23atMlv8H7nzp3lOGnZi7NDBjcA2d+/NsjvvQlu3rxZc+bM0aBBgzRy5Ej99NNPtqJ+7tw5zZo1y1Zqa9WqpU2bNgWc/eftgAvGTfbXX39VwYIF1bp1a5/X16xZYwcquGt1B7J8+XJ17NjRLw1XVvA+tE+ePKnHHnvMdhSkX39w27ZtdubG1VdfrWnTpvl03ripqWrUqJGp69cPHz5ckZGRfqODpbROBLdjauDAgfb1t956S5GRkcqRI4emTp2q7t272xka3gEJ2WUknpt+3F3/1uuPP/5Qz5491bVrV3Xv3l1btmzx6/RPvx/BqnycOnVKt99+uxzH0Ycffui3/dy5c1qyZIm+//57bdmyxWfb5s2b9fPPP2vx4sU6ceKEz+zGzDJt2jTbQZZ+RtCnn36qatWqqVChQipQoIA6deqkOXPm+Pz8F198YSvubdq00eDBg7V8+XLNnDlTzZs3z/JgZnrnzp1TmzZtNHDgQHXr1k0RERGqVauWTzru9B0oLje1aYUKFTJttvjFcI//22+/bTsH4uPj9e233/7puTFp0qSAsxozU/qAsvcz/fjjj1W0aFHbkKhbt6569+7tc/2eOnXKptEsUaKEOnTooJEjR6p///72+VKuXLlMa/ClT2nvlsMN9HvL+sMPP9hMHOkD/YmJiVqzZo2aNm3qk2kkb968atasWZbNhF2yZIkdGDJx4kT7uve8d9PleffT9fHHH9s0jWXLllXfvn313Xffac2aNTbt4WWXXZbpA8R+//13m467bdu2ATtg3AELjuPoueee8/n53bt365FHHrFL2lSpUkW9e/fWgAED1KxZM3teucGmzOrY8a5b7x0k6V4np0+fts/rUqVKaebMmT4N7VWrVtlZKm7nR926de0sgvLly9trIzPvt9u3b7fL5jzyyCO2o8/7N0eMGBFwX6W0FIJ33nmnYmJiFBERoUaNGumdd97RmDFjdPPNN9t9yezj4V0ap0KFCj7PBveYnDlzxqZrrFy5st+AtQ8++EBXXnml3debb75Zt99+u2rVqhX0Z6CUdo/p3bu3HMexM/il/yw3kDt3bi1ZskSjR49WdHS08uTJoz59+tj3BcrSkFnH46OPPtK0adN8Uuu7Pv74Y5tK1R2ANWbMGJ9ZKt6BxI7j6KmnntLIkSM1fPhwm7Uqs6+Ro0eP2mdH/fr1NXfuXL9A/6pVq3THHXfIcdJm86YP9M+aNcsOoixcuLDq16+ve++913YylilTJtPPqZ49e8pxHJ9l5Nzj7q7N6X65x+S5557zeaZt2LBB7dq1U548eeQ4aWmiS5Ysab+vWbNmlnbeBvobEydO1MKFC9W5c2efpUaSk5Pt/no7qx944AFNnjxZP//8sxYtWmSPdbCWCRs7dqytU9WvX1/VqlVT6dKl7ec9ZMgQn0D/6dOnNWrUKNWvX19FixZVvnz5/o+9q46qavnCay7dJaESKiIoKioW2K3P7u7uZ7fP7kSxW0xQMR52t2InKhgoKqJg0PH9/rhrxjn3nouo3HPw/fjWYonnHO6dOWfOzJ797f1t1KhRA9OmTZMlQ1lTOZFRo0bh7NmzonONJqKfLz0gNfhnfuzYMfTq1QtlypRB0aJFMXbsWLU9/K1bt1ggaLFixdCrVy8cP34cR48eZXNYxYoVmcLF2LFjmYM9u8ArzvDIyMhAcnIyU2JTXb8BpYrT+vXrYW1tDT09PUEmPO+7EgsQym78V/qhCv67Dh06xMoMVKhQARMnTkRgYKDg+tjYWI1EPz9/i32+VMjIyGCqO3wJo7lz50KhUMDMzAyPHz/G6dOnGXHep08fAdEvR31x/l5FRETAzc0NdnZ2CAgIQHJyMm7cuMGCCAkhgmASQOk73b9/P1q0aIHmzZujd+/e2Lx5s+SJKXw/7ty5w2ytZ8+eCQLZLly4IErwU3/Ivn374OTkJGsihNj4ffr0KSwtLVGpUiV2LLNghZcvX2Ljxo2iJXakeib82nHy5En8/fff8PT0RJ06dTB8+HBRxb+fIfrlwKlTp2BgYAATExPMmTMHa9asQb9+/Zhdq1pS7t27d5g8eTJq1KjB7MkKFSpg8ODBkpeVVJ13O3TogAYNGsDZ2Zm1zcfHR0D0JyYmYtWqVcx/pfojh8qsakJTaGgo2rZtC11dXVSsWFEtYPD06dPM/qpSpQpGjx6Ny5cv4+LFi8zf4+HhIVtCYC5ykYs/D/9Jkp9fJHbs2MHqQtOfvHnzom7dukza6OvXrwgKCmLOQmtrazRu3BgDBgxgDkYpnOk/QlBQEAhRSiVT3Llzhy1sAwYMEFwfGRmpVjdI26SZWMaGmDEYFhaG0aNHQ1dXF+7u7mpE/9OnT1nghbm5OQoVKoRmzZox5629vb3W5e3pwurg4KBWmzYmJgY1a9ZE8+bN2bFNmzbB0tISurq6OHfuHABl1rWvry8UCgU8PT0zrbEsBwYPHgxCiCDDLCIiAitWrGD1POmPr68vq6OlaijJ3ZeYmBi4uLjAw8ND0LaYmBicPHkSPj4+0NPTg56eHqytrRESEsKukbrtu3btAiFKpQq6OaBtUI1QNzAwACHK7OqNGzcKPufEiRMoUaIEU42g/yoUCtGsW6mgGvjx+PFj9OzZUyPRLxbtPGXKFDXSUw58+/YNQ4YMgY2NDZPUcnJyEpX0VsWuXbuYZC4fCKQNaCKUAaWyAB1TderUgZubG3NMd+rUSUAkJSQkoGfPnmprpo2NDVq2bKl1iUk+gp4Gq/wK0U9x+vRpBAQEYPXq1bhy5QoL7pPinYiOjmbOYQcHB2zdupWd49dhsX5S7Nu3Dy1atBAldUqWLCkJSZOeno6LFy8ykqt58+aMUOEz+Kh6hxjRHxUVhWXLlrEMOvqjq6uLKlWqaHWu4p04tO6zqtOZvgMJCQksi48S/fyYjI2NxaJFi+Dq6spkQAsXLowOHTpIJr+akpKCAwcOsMCLvn37MqKff5fXrFmjkegPCwvD1KlT4eTkpOYQqVixomTk39u3b5lztkCBAoK1gd73xMREFmQkRvSfPHmS2TF0vXRwcECjRo0kl7ZXJRg/ffqEDh06oH379uzY2rVrYWZmBlNTU9y8eROA8nlQ4jlv3ryYOnWqxs/UBo4ePcru78GDBwVjnl8/atSowd5hS0tLDB8+XODgfPbsGSZPnqw2pqytrdG0aVNJ3pHHjx8z+XMfHx9Rov/GjRto1aqVRqL//PnzaN68OcuypqStVEFitCyOjo6OYO9x4cIFmJiYwNLSEkuXLsXu3btZBiYhBP369RME4kZGRiIwMBANGjSAq6srbGxs0LBhQ8ydO5e9R9rsx7Rp09CxY0f2f/67zp07Jwg+6Ny5MwBxe3zfvn1sviVEWeJMR0cHhCjVquSwdalymK2tLbO54uLiEBUVhY4dO0JXVxfW1tZqRD+g9DlER0czBR9eUl4O0Hfczs4OW7ZsEZwTUxtTJfofP34sOC8lVAMVaHCto6MjC7hwdHQUlK8BlEEwLVu2ZBmLfECoh4eHQGaZSvbz5SJ+B2vWrMGiRYvYuq065uPj41G6dGmYmJjg4cOHANTJ1bi4OMyaNQsmJiawsLDAiBEjJM8c/a/0IzPwQVX8GCFEWdaF73NcXBwWLVrEiP45c+ZIouykCWLvo5+fH8qUKcP2Ulu3boW1tTVMTU1x9epVdt3cuXNZP3v27Kkm3S8VVMcUJcRVVaoApeKYJqJfE6RUsKFYtGgRypYtyxRVU1JSUL9+fSgUCsyYMYP5Ofkyh3x5mnLlysHBwYG9U1KD79fVq1fZviMqKgoFChSAg4MDEhIScPv27UyDFahykqr/Vyrw/di0aRPzoTk4OLDytxUqVMC///6rluC0d+9eeHl5ZUm6X9tQHcOTJ09WU2f98uULdu3axXw/qkQ/nWufPn2Kx48fIz09XZKEJ02g866BgQE6deqEkSNHokWLFmy99vX1FRD9qampeP36NRYsWIC2bduiVq1a6N+/P3bt2sUUfbTRDzqG+L03/ztfIvDu3buMVxAj+mlwD1UdMTY2ZnZuiRIlGGeVE9bFXOQiFzkf/0mSn2LLli3M4OvVqxfGjx+PWrVqsRo0zs7OzKhNSEjAw4cP0aJFC0bMUCd0hQoVZJHRUwV1ordu3RqAUn5ZjOCnBtTKlSthaWkpuSGYmJiII0eOMDlLaihs3rwZ3bp1Y9c9f/4cI0aM0Ej0R0ZGon///ihVqhR7Hg4ODqhXr55kBhV1+OfJk0eN6A8MDGTjJywsDJUrV1YrIZCens7kJHV0dFCsWDGBNK3cWL16NQhRSl3eu3cPgYGB8PX1hZ6eHgoWLIgePXogMDCQkWl8tk1OQmRkJJNrOn/+PADg2rVr6N27N6ytrZkzimaU6erq4saNG7K09fr160ySvG7dumwsh4WFwdXVFba2tti8eTOSk5Nx+vRpJpNOCMHatWsFnxUWFoZdu3ahTZs2aNOmDQYOHIi9e/eyDBQpyw2ogjd0Hz58iF69eokS/RQbNmxQUyyQI2tAFdHR0Yx8pZm+Tk5O2L9//w+VLDZu3AgXFxetByxoIpTj4uJQoUIF5MmThwXyvHz5Ejt37mQEX5s2bQTPKiUlBXfu3IG/vz/mzp2L+fPnIzQ0VGsEuaoCQXYQ/ZmNSymDemJiYjBhwgRRov9H/aSIjo5GQEAAGjVqhLJly6JVq1aYNWuWpJl/6enpuHTpErvXqkQ/vaeZEf3p6emIjY3FkiVLMGXKFIwbNw7BwcFa3YCL1a3XRH5nlegHlLbLw4cPcfToUbx+/Vpy+dWUlBQcOnSIBeP8CtGfkpKCiIgITJgwAQMGDMDgwYOxdetWrWc3qX7u27dvWYmAXyX6AaWD5N9//8W6detw584dSQN6AOG8wssxhoaGMjI/KioK1atXh6GhIXPw0DWDD/CztLQUrVuqLURERKBr164wNDSEl5cXDhw4gISEBMTHx6Ns2bKwt7dnWWOJiYmYPXs23N3dYWBggIEDB6qpI12+fBlbt27FjBkz4OfnJ8nzUK0r3r59+98i+j99+oSIiAjs3r0bO3bswMOHDyXtA903EPI9o3/JkiUghKhl8B09ehS2trZsLhArsxEbG6uW7a5NgoMv49K/f392nN67b9++CZQfWrduzYI+xdboW7duYfHixahXrx5q166Nbt26YevWrVpdP8SQnp6O1NRUtGvXTo1sovczKSkJ06dPh7m5OWxtbdWk+1Xvu5xB0nfv3mU+Eb7MGW9nidnh0dHRaNiwIQtMevbsmSTt1YTdu3ezudPf3x8A8PHjRzRr1oyRBfPmzRP8zbt373D8+HF06tQJdevWRcOGDTFx4kQ1hcAGDRpAV1eXrU2/87wuXbrE7tmqVasY0cd/5sePH+Hp6QlC1EtY8Hj06BFLhrC2tsbYsWMlC7T4r/QjM5w9exbGxsawsrLCsmXLcOvWLWzduhVDhw5lhH/79u0F8y1P9OfLlw+TJk1i+3EpwT+H4OBggZJQeHg4U1po1aoVDA0NmV+KJ2wLFy4MXV1d6OnpoWnTpmrrvJRYvHgxypQpg+XLl6NChQqsnbzqCwBB0BtP9Ktep805lwadqX4PrcFNiDLgHvi+FixbtkwQQMKXS+Fl+fv168fWVG2X0/rRPVq5ciWsrKwEJSzatGnD3gtabkssWAEAqlWrBisrK1y/fj37G/8T2LFjBwse9PPzQ2JiIl69esWCLby8vLBr1y6NRD8loiMiImTqgRI7d+5ESEgIevTogQ4dOrDjqqp7YkS/lKphP8Lp06ehr68PIyMjgb88MTER9+7dg5ubGyPKeaKfR2alx7Ib8fHxmD9/PsaPHy+wQ1etWgVChCUC7927lynR/+TJE2zYsAENGjSAj48PGjVqhNmzZzP7MZfgz0UucpFV/GdJ/suXL8Pa2hpGRkaCGspfv37FzZs3WX1eJycnFoVOcf78eWzfvh1Lly7F4cOHJXciaMK7d+/g7OwMDw8PbN68mRH8vAOFN6AqV64MZ2dngcEpBfbt24e8efOiatWqTGafGlGEEFy5coVd+yOiPzExEZ8/f8aJEydw+PBhPH/+XFQ+KbvBP2uaVSNG9FPDgWZC9OjRQ1BTFlBGulpYWLDMh9KlS4vKU0kBVdm7qKgoVKtWDYR8zxAlhKBr1664dOkSG09Xr16FoaEhChQoIJBozUmgJKetrS1atmzJpKnq1q2LrVu3snFDnXOLFy+WpZ0ZGRm4ffs2qlevztr35s0bPHr0SDRCPSEhAfPmzdNI9GuCtp0k/Oc/ePAAR48exeLFixEUFCRar1aV6OeNd/rs2rVrh8TERFmdnmJ1IXnH9MCBA9naERwcLBrt/OTJE7Zpos4vbQcs8IRy3rx5ERgYiM+fP8Pc3Bxz5sxRu/7q1auMJFQl+jUhu5+LJgWC7Mrol9pRePPmTbWx/ztEP9/+9PR0yTauwcHBaqTX7xL9mY0vbfRDtW49//00uO1niH5+zIm9B9qcs44cOYI7d+4Ijv0u0Z+ZEom2xtW6deuwfPlyNUWp3yH6M+uHHOsIJet9fHzUzgUHB7N5Kjk5GWlpaexeP3/+HPb29szeLFiwoNbrvgPf79GrV6/Qq1cv6OjowMvLCwcPHsTTp09hZGTEsmDptampqdi5cyer7Ttw4MAsBd5q43ksW7YMBw8eVPv83yX6Ne33tD2m+O/lJYjPnDmDuXPnonbt2oJraXtOnToFOzs7NaKf/zxVCVFt4/jx4yzzqm/fvuw4XyKle/furI+HDh36YfvEzkm9ziclJcHT0xP6+vps3NP7zBP91FbMmzevGtGfU3D48GEYGhqqKQGmpaXh5cuX6N27N2rVqoVGjRphy5YtAsIyOjqaKdVFRUVJ3PLvCA0NRcGCBWFqaipQpZs9ezYUCoUgcWPu3Lmin6Hp3Zg0aRIIUZZyzI7ygFFRUZg0aRLy5MkDFxcXrFixQpQgp+vh+PHjBZL1qhgzZgx0dHRYOaRZs2b9dhv/n/rBQ3UeWbx4MQghanXeU1NTcfDgQaYcxCevAEqif8mSJdDT00PJkiUFJKjUCAgIACFKdYrQ0FDBuStXrjCySbWNtL56jRo1UKZMGeTLl082VYKvX78ywtjR0RHm5uZqZUf5Z6eJ6Jdi3Vu4cCF8fX1x+vRp0e/98OED9PT00LZtW7V29+jRg7WbV1WgoAkf5cqVY2uJNvukKZA8PT0db9++RYECBVCwYEEA3/ccFy5cECgBDhs2jP0dtfvT09MxYMAAEKJMwKPzhhy4evUqnJycYGlpKVg7aNCFgYEBFAoF3N3dsWvXLrW27tu3D46OjnB0dGRcgRygvhRPT08ULFiQzUlidmxISAgr28QrA+eEpBrg+7w7adIkdoz3qb99+5YpivEZ/XzwqhSBrBRRUVGMU+revTuA7/tAPkCa4kdEP4XqPlluDioXucjFn4X/LMm/cuVKEELwzz//sGP8BJmYmMhIttKlSwtqvotBrqhi3qmWlJTEatnnyZNHjeDnFwQqXzps2DDJ61o/f/4c7u7uIISgSZMmrO67nZ2dmpQ0vV4T0S/nosY7j6nD39raGidOnFC7ltbQXLRoEQDlc6MGE5Wl3LdvH0aOHKlWQkGbyMoG4M2bN5g0aRIaNmyI3r17q8k1AsCLFy9gbm6OBg0aaKOZvwX+OQ0fPhyEEJiYmMDZ2RnTp09HQkKC4P2dOXMmCCGixKdUyMjIwK1bt9gcVK9ePfzzzz8oXbo0G/OqBvf8+fNFiX7V66TYyPLfsXPnThQqVIjJShFCUKRIEYSEhKgF5Dx69Ah9+vSBvr4+ChcujBEjRrDIb3t7eyZHJTX4/sTHx+PTp0/4+PGjYENHN7GJiYlqRD91qGdkZGDkyJHw8fHBqVOnpO0E1In+ESNGoFChQiwDQ3U+vXbtmijR/6NSBNmFzCTtf4folyOrbPny5TAxMcHixYvVgrh+h+in/eQzHLVpj+zZsweEEPz111+4fPmy4NzvEv1SzVWa6tb/bka/VO8Fj23btoEQgi5duqg5NrNK9GsKapAyu4k6oZydnbF+/fpsJfpzinPqxo0byJs3L/Lnz68mDw18fw4jRoxgx+hzevLkCQgh2Lp1K7Zt28bUw6Rcz1++fMmI/lKlSmHZsmVwcHBgUr2qc9CuXbsERL/UAVYnT54EIUpZS6qekJ1Ev1z7Pr6NvJJTqVKl0KxZM8G1fH9ViX6p935iOHnyJNuv9unThx3niX4a2GJhYaEWXMYjJ9S1pqhQoQL09PRYe8WCKZKSklg2oJ2dHZYsWZLjiH4qy/3333+z9e3x48eYO3cunJ2dGdFBbcrZs2cjKSmJ3fuYmBhJVYVUkZaWhilTpoAQwjL4ge/S3WZmZrhz5w42btzI3qPZs2ez68TW9KSkJHz+/Bm9e/dmgeOqySC/g/fv32PKlCmwtLRUI8jp2Nm8eTMIUZYrPHPmjOAc8H3dmDFjBkqUKIHly5ejZMmSku6h/iv9UMX27duxe/dudOzYEcWLF2fHVdcOmnFKCMGCBQsE52JjY7FmzRpmH0s1V/Hf8/LlS3h4eMDOzk4tUAFQtp8QZQ1oumehfYyNjUX+/Pkxb948XL16lQW4yLUmRkREMAVEc3NzlnAjNu8CQqJftdShthAVFYVatWqBEIKGDRuy8c637f3791AoFIJMa3696Nq1BGY2EAABAABJREFUK2t3hw4dMHPmTEydOhXly5cHIcryYFIoy9J9OVWhUv2ub9++wdXVFRUrVhQcj4uLw/jx42Fvbw9jY2MsXbpU4F9PS0tj/pMyZcqwMrhyrOWpqalMMYnPtqY+QjMzMxw/fpwFJHh5eWHnzp1qRH9ISAh7P+SySV69eoUuXbqwscOXCBNrE0/084EYOQGtW7cGIYSpj/BrNB2HL168gKOjIwhRllTQlNEvFU6ePMkCWuk85eTkJFCw4ecnnuj38fEREP05ZT+bi1zk4s/Gf5Lkz8jIYI4dSiqLLRLh4eGsXhAlzeRaoPnvfffuHV69eoU3b96okQVXrlxBkSJFQAiBu7u7aGQ5rYlZpkwZQV05KfHw4UNmlFJyXFXGnkdOI/pVx0FqaiqrjWxjY6OW0T916lQQQtCsWTO1aOdu3brBzMwMUVFRko4v/h7fv38fQUFB+Oeff7Br1y41EoxGPvJ/w5NP1BiZOXNmptH4UiA+Ph5v377VKIF+9epV3Lt3TyAtxxtNNWrUgKWlpRqBJRV4NYVbt26hatWqIITA1dUV9vb2mUp+aSL65dp4UwcOjQjetWsXk5NzdHTEihUr1AKowsLCMGrUKEGN1VKlSslWEoUfyyEhIWjRogWcnJzg4OCAv/76S+AcoeOIJ/odHR2xfv16PH78GCNGjGBOCLp5lQL88//48SMLOsqTJw+MjY1ZVoHY5kET0S/Vc8gOAhwQEv1169bVeokEHomJiRg/fjzMzMxQoEAB+Pn5qWXG/E4/pdz0nTx5EnXq1IG+vj6aNm2KS5cuCc7/LtEvxbj63br1moj+Q4cOZUnxIjsRGBgIb29vGBoaokePHmq1UX83o1+qtSMyMhJjxoyBlZUVXF1dsXbt2mwh+un6IoedqHrvaICMphqjQUFBIERZX/HWrVuCc126dBFkBgPSSpDT9/bFixfo1asXIyZ1dHSYo1dVCepHRL8U6Nu3LwhRynRTR9nvEv3nzp2TtA88xN5HGtxNCEHVqlURHR0tqjgECIn+AQMGaF3SNzPQdp04cYIR/b169WLneaKfjrl8+fJlSvTLjfT0dCQnJ6Nly5ZqDnL+mdC+jR49GgYGBihUqBAIIVizZo2s+ydVhIaGwtHREUWLFoW/vz9Wr17NpNOLFy+O0aNH48KFCxg6dCgMDQ1RsWJF0cxLufYg8fHx6N27NytjCCgVY8zMzGBqasrKskVGRrJMWX19fUGmuOq+d8+ePXB1dWVz9aNHj7K93e/evdNIkFN06tSJzW2aJK1r1qzJ1AGlLhsE/Hf6QUHLEOTJkwe+vr6oVasWAM0lNpYvXw49PT00atSI2Vuq77ccJYNiY2Nx7949KBQKgTogf82TJ09QpEgR2NnZqSWv0H08r7gndwmF58+fMwLN1dWV7Ts0Ef3UX2JmZob4+HhJ5t1Lly6hZcuWUCgUqF+/voDoz8jIwLNnzwTroFibJkyYgHz58rE1n+4Z27Rpgzdv3gDQ/piiZU6srKyYrcp/56dPn+Do6MgUq/j7/ubNG/z999+wtraGvr4+SpYsiWnTpmHQoEFs3yhVsEJmSEpKQokSJVC3bl12bNWqVTA2NoapqSlTvggPD4eHhwfzVYlJ9wPyZ1q/fv2a7VcJESqQaCL6qXIKnzUvN6gfjS/zwIPe53nz5rEgq4oVK0pWxlcV9N4+evQI5ubm0NPTg4mJCdu/aipBlVlGf06yEXORi1z8mfjPkvw0om38+PEar0tNTWXRip07d5awhZrx77//wsvLCzY2NrC0tESTJk0QHBwsuObQoUPImzcvIzP++ecfXL16Ffv372eOBzs7O61sTH8GixYtYsZGiRIl2MKsyUmuSvTz0klSQrW2aosWLVC2bFlWB4hG9vOZuuHh4ShevDgsLCwwefJkPH36FN++fcPo0aNBiLL+lpSSbXwfduzYwTIy6I+npyfmz5/PrqEOKTHDgkqG+vr6sowNuXDw4EE0adIE1tbWMDExQcWKFbFr1y5RQpX2hd940740adJE62UffiQrSs/funWLlUzQ1dVlASSajDy6cdXT04Ofn58WWp41HDlyBCYmJrCzsxMQlvPmzYOenh5zlCxdulSthvLHjx9x4cIFjBw5EqtXr5at3hR/j/lMnxIlSrDgC0IIpk+fzq6jbUxMTMTff/8NY2NjGBoawsrKijkfXrx4ASD7nSI/GlOU3Pv06RMj+lU3S2Jt4on+evXqaTVj+datW9kqac+39cqVKyhYsCCsrKxE63ZrE9HR0Zg1axZsbGzg6OiYLUR/wYIFZVElOHfuHGtDdhH9AwcOlLQPv0t+80Q/zeTgM4alxMGDB1GxYkXo6ur+FtHPZ/QvXLhQ0j4ASucfDYbJLqLfzs5ONhlZCj8/P/z999+YNWsWqlSpwo6rzrWfP39Gs2bNoFAo0LZtW+zfvx9Pnjxh5FPNmjW1aieKKYHwhDclZ8LDw9GrVy9W571///5qc7YY0W9qaorOnTtLEmDFjxsacJcdRD8tV8CXFdN2P/gAYPrvyZMnBXuMQYMGsXeXShBrUuE4deoU8ufPrxZgJSVUx/6pU6dgbW0NQr5LmgJCor9nz54gRJkxnpOJfkAZuEDt8PXr17PjtN/UTlyyZAns7e0xYsQIeHp6Sl4+D8jcYRwXF4exY8eyIAz6079/f9y7d4+tHxERESxz7tq1aznKCX3z5k2mkPfmzRvUqFEDhoaGanMBVRUkRFmejld65HH16lUMGTIEI0eO1GqihBhBztffTkhIQKNGjUCIUuVi06ZNTM0nOTmZrZP9+vWTlYD9r/QDUM7Hffv2ZXWr9fX11Uol8QgNDYWVlRUUCoWa0pJcWLduHapXr44RI0bA3Nyc7YXEyn3RADJnZ2fMmDED27dvZ+p65cqV+6HKaXYiszmFL2tEpbF9fX1ZmRBNRL+/v78kWb582y9fvszsPFWi/8GDBywpQhV8u+/evYvg4GCsWLECq1evxuPHj1nSlzb9JHw/qKqAmZmZgOhPTU1FZGQkLC0tGcmv6kP88OED1q9fz+x0+uPi4oLOnTuLPjcpQe/127dvWVDnixcv4OPjI9jn0T3H9u3bWUnTokWLYvPmzTlCKQkQjptXr14xW9HZ2RkhISHsnNj7FRwcDA8PD0mTIn6E3bt3s7Gi6nvgQYOmaQBGo0aNZA20oEHedJzwJao0tYsn+itXrsxKj+UiF7nIxe/ijyb5MzMIt2zZAl1dXdSqVYsRLmIICQlh2RH8pkQO7N+/nxlCrq6ujDSi0f88Tp48iRo1asDU1BSEEBgaGrJrK1eunK3Scr+C58+fo1ixYrCwsGAEc926ddlmQ9OCR4l+Y2Nj2NnZqdWykRLBwcHQ0dGBgYEBOnfujKVLl6JHjx7w9vZmzmXqhIuPj8fy5cuZE4RmqxGilCHns8qlBJ9pPWbMGAQFBWHBggUwMDCAsbExhg8fzq7ln8nbt29x9+5d1K5dG4QQuLm5MWeHXJvwDRs2CMZ4zZo1YW9vD1tbWwwePJht5MQkPePj49GxY0fWFxoNre2+fP36FVeuXFFTP9iwYQP8/PzYJuHmzZuoW7cua9/Dhw9F+0JBA2jy588vy7wVHR3NnDa8FN60adPYpnDQoEGwsLCAvb09/Pz8BKRrTqiryoNuFmxsbARzLS9/NnHiRDUHblJSEpYtW4batWujSJEiaN++vdYj7b98+YLAwEA1Z/Hy5cvRqlUrdjw6Ohr//PMPa7+YI5pHaGgoTE1NoaenpzXHjr+/P0xMTLBkyRKtSNoDSrJGKmlJ1WCIDx8+YMaMGbC2tv5tor9x48YghKBs2bJqsurZjXfv3ql9/tmzZ7OF6D969Cgbg9oMrDp69Gi2163nif5OnTrBwcGBvd/aBF/3mGL//v3ZQvSvW7eOkVNfv37V6ri6e/eu2vqUXUR/UlISyziVsx70y5cv2dhxcnKCm5tbprU5Q0JCmJOaEMJs+EKFCrG5W5vz1tevX7Fr1y6W4UqxcuVKlClThgXc0Yx++px27NghmJ8AIdEfGBgIJycnFCxYUKu1Sa9du8Z+59uTHUT/zZs3Ubt2beTNm1cSWXVqP3Tt2hUnTpxgz33FihWMaOUDa3npfpp5qYnoP3LkCLy8vDJVhtIW+HacOXMGs2fPRv/+/Zl0PSGaM/p5op8636UmlPnvo2uZatmcxMREDB8+HAqFAiVKlBAEpfPvb/Xq1VG5cmUAkISkUQXflvj4eHz8+FEtC/Hjx48ICQlBnz59MHPmTIHELL0XiYmJcHJyQqVKlSRXs9EEsXGxd+9eZo8kJycLsuhevXqF/PnzM7vexsZGY1DVt2/f1OY7beBHBHlsbCxL3jAyMkLevHlRq1YtVqOc38/Kif9CP/h9Xf/+/WFlZQUDAwNMmTJFYyBheno6yy6XSx2QR3R0NOrUqcPIL1tbW9Z2fi6gv6ekpKBz586MmKI/RYoUkdTno0pU3r59G0eOHMGZM2eQkZEhOP/8+XNGHleqVEmUMFadY6VQQ8uM6Kdqek+fPgUhBIMHDwag7Dff1h/NOVKshfy9ogQkT/RnZGQgKioKVlZWaNiwoVq7+N9TUlKwf/9+BAYGYuvWrYiIiJBcqYNvD792qY6JnTt3CgLS+fYdOXIECoWC7curVq0quUpSVp99ZGQkU7hyd3fH4cOHM/0Muv+SSjFQUz/4khaNGjWCrq4u+vTpI7BheVvs+vXrKFKkCPbu3YvWrVvLLtlPg7xnzJjBEjG7devGzmdG9Hfr1g2EKBPQpLA7cpGLXPz38ceS/Pwi8fTpU5w9e1aQ8Xbt2jWWec3XX6NQrZfeqlUr7TdaBXzmxtu3b1G6dGlYWFhg1apVSEtLw61btwQkDe98BpROuCNHjqBTp07o1KkT+vXrh71798qebU2xc+dOHD9+HG/evEGpUqVAiDKjnToANRnk4eHh6NevH/LkySO59CfFrVu3WGbD5s2b2fGMjAx8+vQJTZs2BSHKTGWaeR0bG4sdO3agZs2azDlds2ZN2Qj+o0ePwsLCAnZ2dgIH1Pz586FQKNimjq8Pm5KSguTkZEFdsAYNGkgmEaYJNELSxsYG69atA6DcDFFnjZWVFbp166Zm5L158waDBg1iJS7Kly8vmURYWloaVq1axWqjUwN27dq1IEQpV0ZJyoyMDOZgpu8JlZ7SZBCvWrVKtuhbOm9OmDCBHVu0aBF0dXVhamrKgoy6d+/OghFUif6cgrt376Jo0aIwNjYWvCezZs1im1uqTPDPP/+oEf0ZGRlISkpCdHQ0M861Obb27dsHKysrlCxZko13OqbMzc2ZxBygJJ1p+RZVQlnMcXP79m2tBcAkJiZiwoQJMDMzQ8GCBUVJit8h+lUdz9p2TC1evBgzZ85Uy3ClRH92ZPR37txZ62vgnDlz4OnpKZqdl11E/+nTp1mwpTacVNu3bwch2qlbT69JTEwUtV2yG7Nnz0atWrVEAzWzi+gPCAhgjhNtOQ2XLFkCQghWrlypJt+bnUQ/VfGRO4OD1rcsVqwYqyfMt4m/z1evXsWYMWPg6OiIypUro3PnzpLZWMeOHYOLiwvc3d1x/vx5AN+DXOzs7Ngx4DvRr6enh5IlS2L//v2ZEv0HDx7Uam3SBQsWgBCCGTNmsGP8/coOov/evXsaMx+zGx8/fsTgwYNBCEGNGjXw4MEDrFq1CoQo1cJoiTO+j1SNihAiqvrE/06flVw1Pjdt2sQC0EuXLo169erBxsYGRkZGIISgd+/e7FraxoSEBEb0Ozs7q8lIaxv8/Tt48CD69u2LBg0aoEuXLrh48aJgTFy/fp1JM9va2mLGjBn48uULEhMTkZqayp5V7969GdksZcAC/12BgYGoX78+8uXLh2rVqmH06NE/HN/8u07r0w8bNkyrSk+/CzqXjRo1ih2j7X348CEIITh8+DB2796tVZvkZ/AjghwApkyZwnwLdK6uXbs2CwyTWyoa+G/0Q7Ukm46ODvOh8IHJdEzFx8ejaNGiyJcvn+wkE8XFixfRpk0b6OjogBCCefPmsXP8WKf3OjU1FatXr0bv3r3RrFkzTJgwga3jUjwPvk27d+9G8eLF2Z6bEIJatWrB399fMJaeP38OHx+fTIl+OaCJ6K9Xrx7Onz+P27dvQ1dXV5BgowliZVGkwo+I/sjISBgbGzPfuZhKZWbri1RzLv89V65cwZgxYwR7CeB7O8eNGwdCCMaNG8fO0X3TrVu3YGNjg/Xr12Py5MnMxpcKqvXcd+/ejRkzZmDdunWIiopSs/Fev36NPn36sICdHxH9UoHvR2xsLF6/fo2EhARma9DzmzZtgoODAwwNDTF8+HDcvn1b7bPatWsHExMTQfKAHLYuP96pv+b8+fOwt7cHIULlKjo/qc5T169fx5AhQyQfV7nIRS7+u/gjSX5+gdq7dy9KlCgBHR0dTJs2TSDbvXTpUmYkLl26VDQ7sUOHDiCEYNGiRVpvtyaDJy0tDR8+fNAYkECdPmJEf04CfS5iRvaDBw/g5eUlSvSLXf/s2TNJa1qrYu/evdDX11eTleTbSjPDbW1tBY6otLQ0XLlyBa9evRLNyJMC0dHRaNiwIQghjBQHgJkzZzIycNGiRTAxMWGOGx5Pnz5Fx44dsXbtWtYHuTZP9+/fh4eHB4yMjARkGJWtNzY2hru7OxQKBbp27cqCfWi0cfv27ZEvXz6MHDmSBcBI1Rc+i3XOnDnsXXZxcUFgYKDg2oyMDNy6dQvVq1fPMtEPyOfA7du3L+7evQvgO3FgYmIiIAK/fPkCT09PRmb6+fnlmCAkQHlf582bx9YIitmzZ7NN7YsXL3Do0CH2HCdNmsTmcrHnou0NVExMDMuIq1q1KnunnZ2d1Tav9HpNhHJma5I2EB0djdmzZ2PQoEHsmOr4/RMk7W/dusXGw+LFi9UIyg8fPmDmzJmwsbFB/vz5sXTpUlGif+LEiayfW7ZsYedUP09b7/jnz59RpUoVNpb4oCOK3yH6U1JS1LIitQFat97IyIgpVqhmk/xORj9PamhbUYFKD7Zq1YrZQPx7+jtEvypBq821g77DlpaWArlSit8l+vnnJrfEL6BUfqL2VJcuXdhxTUQ/AERFRSEtLY31Wwq7JDIyEs2bN2dBj6NGjWIBU/z9pW19+fIlevXqxWTsMyP6KbTVD34v9O+//7Lj/PuZHUQ/IN2YunHjBnse9N3Pnz+/oH/AzxH9FHI6c6nNZGlpKVBku3v3LpYsWcKU6jQR/dRBXaZMGSQnJ0vel02bNgkyWwlRKubNmTNHoA546dIl9OzZkwVNlyhRAt7e3kxlxNXVVfYMZV7RzcDAAAYGBiBEKW977969H95bGoji7e0ticLF72Dr1q0siFp1bezWrRv09PQEx6XO8NV0PCsE+bdv3xAaGorTp09LJt+tqb2ajv/J/aCgtkVSUhKTvs6bNy8WL16sRuRTufv69evLrgbK9+vChQto164ddHR0ULJkSY31njO751L7fPh5qlOnThg2bBhq164Na2trWFtbo2/fvgJCTxPRnxPsQYorV66gefPmUCgUaNq0KVM7NDExQZ06deDt7Y0yZcqgZs2aqFWrFnx9ffHXX3+hYsWK6Nmzp6xBC5qI/tDQUMTFxUFHRwdNmjRBdHQ04uLikJCQwAhbmjAEQLbkDtXgEaq06uPjI6rwGxAQAEIIOnbsiK9fvwrufZs2bWBsbCzwS8sxX+3YsYOVYqI/np6emDlzJgsKodfnNKJf9Xn4+PjAzMwMJUuWRLt27dTspDlz5sDKygp6enqoU6cONmzYgJcvXwqUCho2bCj5vJvVe3f27Fk4ODioEf10v5eRkSHYG9N9jNyBSrnIRS7+G/gjSX4Kvoby8OHDERoaqjb5Tpo0iV3Tr18/bNu2DR8+fBAsEl5eXlolnh49esR+VzU+N23aBA8PD6xcuRLe3t5MVovPggM0Z5mpXienrCGFapQ/XbAeP34syOhXlT8bP368wOEjJ2j269ChQwEIHcr8AlyrVi0QoswwlzrjJDPcvn0blpaWTBIMUGbW6evrw8zMDDdv3gQALFy4kDl8VGuEpaSksPEq56bJ398fhAhrCM+ZMwcKhQJmZma4evUqjh49ykjmrl27CrJf4+LiEBYWxgwrqfsSFBTEJHmpM51maAHqWVg80V+3bt0sEf1Sgt/40TaNHTsWhHwvK5Kens7mgc6dO8PQ0BAFCxZkQSc5pS+AMmO/du3a7P+bNm2ChYUFTE1NcfXqVXacV1UZN26cLO8EL2dWr1491h4HBwcBKaDatswIZan7wWfDbNmyBQsWLPgjJO1VsXjxYtjY2KBnz56i53+F6A8ICJCi6QJERESgadOmaN++vcZrfpbob926teQR6QcPHsT06dPZ/1Ulw/+UuvXXrl1D5cqVM30eP0v0DxgwQK08hhSYM2eOwKZTdV78LNHv5ubG6pHnRBw4cIAR/bxCkmq/xTKdpJq70tPTER4ejl69erFxbmtry8hivi0/Q/RLhc2bN6Nr165qx39Vur9KlSo4dOiQrI616OholClTBrq6ujA0NNSoVPAjoj+nkBsZGRno378/CCHw8/NTO5+YmIh///0X1tbWIESzdP/IkSNlKTdw9uxZmJiYwNTUFHPmzEFgYCAGDhwIfX196OnpYcSIEYLAwlevXmHLli0oWLAgy95ydHREvXr1ZM9Qvnv3LmxtbWFra4sNGzbg1q1bCAkJYeXkqlWrhps3b6rNP2/evMHRo0dZEKCHh4dkKmi/g9TUVKa0V79+fRw+fBh3795Fjx49QAhBzZo1NUr0awP8OxkdHY2HDx/i5MmTuHv3rloSgBhB/qNsXinXDYr/Sj+uXr2KlStXonXr1pgzZw4OHTqkdl1SUhILcrGwsECpUqUwbdo0LFy4kJXYc3V1ZYGtcu9t+e+/ePEiWrRowTLJeUJJ7naq4syZMzA2NoaZmRl27dolODd16lQWRLVnzx7BOV66v1ixYrIGIWkKnuAz+p2cnKCrqwsHBwfY29vDyMgI+vr6sLCwYLajjo4OnJ2dc0SddDGi39zcHFu2bEGePHlgbW0NX19flCpVCmXLlkX58uXh6+uLKlWqoHr16ihevDj69OkjeYkX1fKYhBDo6upi0aJF+Pjxo+j4v3nzJlsXx44diwsXLuDt27eMKG/QoIGka4cqtmzZwmy+8ePH49ChQ1i0aBHMzc1hZ2eH/v37sz2tGNHv6emJ4OBg2dpPwffDxsaGBXw6OzsLynEByjKUfJkn/npXV1dmX8mhDBEdHY1Hjx7h7NmzakmkdP3QRPQD3/2my5Yt037Dc5GLXPzf4Y8l+f/9918Qoqx3vm3bNrXzvIE1e/ZsmJqaMukqFxcXJsXu7u6u1bpT69evh46ODpYvX652LikpCTVq1GAOAQMDA1y5ckVwDd8mTVlmcjl2+MXu2rVrmDVrFlq2bInmzZtj165dAqJVjOivVasWc8TPmDGD9U3urAdAWZ+URglSiGUk7t69GxYWFmws8pGScuLJkyeYNWsWI4iPHj2KggULwsTEBBcuXACg7M/jx49ZTTxVx3ROQEZGBkaOHIkWLVqw+79p0yZYWlrC1NQU169fB6Ak8mlEva2trSCjX/XzpAL/Xvbo0YPNP3xpELF3N6cQ/aqOfv53fn599+4dK43CG+j0HRkxYgQKFSqEUaNGoVixYmq15OXGx48f8eTJE2RkZODjx49o2LAhDA0NmcOHZiOfPHkS5ubm0NXVZUExcjhK6L2fM2cOe2/d3NxYtLwmB2xOIJR53LhxA3p6esiTJw+WL1+eoyXtefD3lw/sunPnjlrN+Z8h+hUKBXR0dBAUFKTdDnCg8w+fabFv3z5cuXLll6X7K1asyIgbKWwTsXdw1apVaNeuHe7duyc4nhPr1ouBd+4dOXJEEChKkVWin87NY8aM0XazGcTmoLVr12LZsmVqWRdZJfqHDx8OQggqVqwoeS3Mn8H+/fthbGwMQghGjhzJjuc0YoyWoyFEqYZC5TD5GtaAZqL/4MGDsteOXLZsGaZMmcL+/7NEP3Vay10H8+TJkyy7j9p8586dYzaUJvKAEv26uro5Zu8BKJ9DuXLloFAo2DohljG9YcMGmJmZgRCCHj16sOOqgeLazrZWXaeWLVsGhUKBnTt3Co6vXbsW7u7u0NXVVSP6AaVKRlhYGA4ePIinT5+ytV7Kd1+1L8HBwSCEqPlJHj58yEjKqlWrCoj+5ORkTJ06FQ4ODtDT00PLli1zjBx2VnDu3Dm2f+LfK54UkNo22bNnD3x8fKCvr8/aVb16dfj7+wv+JjOCPCf4ev4r/QgICICtrS3rAyWRx48fzwgbej3N6KdzlY6ODooUKQJPT0/06NGDEfw55d3QJBlfv379HEf00zaMGTNGlPC6evUqUwEdP3686Ge8ePECHh4eUCgUkiuAZvUeXr58Ga1atYKOjg6KFy+OdevWITo6Gs+fP8fdu3cRHh6OsLAwhIaG4s6dO5KrTvJQLSujut+meyMdHR2UK1eOBWdYW1vD3NwcRkZGMDExgYGBgaxlVwFl8Df1C/LBI5rmoB07drDSWwYGBmyOKFSokOSEMo9jx47B0tISdnZ2gkBn3o6nyYxiRD8NuqxSpYra/kpKhIWFwdHREfb29ti6dSvevHmD0NBQlrSSN29enDt3TvA3N27cwPz58+Hh4QF7e3uUL18eXbt2ldwmUVWRrly5MitHlS9fPkycOJGpmwLiRH/r1q1x//59lmRqZ2cnSyBrLnKRi/8+/jiSPyMjA9++fWMZfHy9dNVFm5/4Dxw4gFGjRiFv3rywtbVFhQoVMGTIEK3WnUpJSWHZn7a2tjh+/LjaNW/fvkX9+vVBiFIKkDr4+b5oIvqlKDGgCfxit2/fPpaRQTdKhCiz9Q8ePMiu44n+0qVLM8OpcuXKbLFTdVTLhXv37sHCwgKGhoYCWXVV4+7WrVswMjJCyZIlmRNByjpafHtUx39sbCw7P27cOCgUChZswo/3nj17sgx/QgimTZsmQcuzjoSEBFYHLDExEY0bN4ahoSEOHDgA4LtDMCIigjkejIyM0Lx58xxR3+jJkyews7ODvr4+MwgnTJiQaV1LVaK/XLlykhqC/Fh69+4dnj59imvXruHOnTtq16ampqJSpUowNDRk9Xz58VW6dGk0btwYACSXZVQFT2CIteHYsWMgRFkfV5WMev/+PZycnPDXX3+BEGWZCFVSVypERUWhXr16sLS0RLFixUCIUnqZBoNogpyEsiqio6MxZcoU2Nvb52hJezGozrXr168HIcqSHKp9yCrR//fff8PBwYE5DOVASEgICFHK8oopI2WF6KfXiMkhSoEXL16gePHiIEQpBZ2T69b/CHv27AEhBH/99Zfou/0joj81NRV79uxBxYoVJX8e/D27ceMGsw/Xrl2rZiNlheh/8+YNJk+eLNu4+hnkZKI/PT0d7969Y3WEaaZu6dKlcfbsWXadGNH/6tUr9OrVC4aGhnB0dBRIAEuNx48fs73G3Llz2fGfIfofPHiAgQMHym4nvn79Gu3atcPcuXPRpk0bZoOcOXNGtDQQv9aNGDGCORmTkpJyBHETHx+PSpUqgRCSaTBhZGSkoD53nz59JGylOgIDA3HkyBG0bdsW1apVY8f5MbVt2zZ4eHiwuso/ssvleh4rVqzArFmzsGLFCnh5ebHjaWlpbEw9ffqUOddVif5Xr15h3rx52LdvHz5//sz+9k9AWloaHj16hMGDB6NIkSLw9fVFt27dWAKB1P2gmaSUEK9VqxZTfKBrBP9OqxLkq1atkkWJRxX/lX7Qkg46OjqYOnUqbt68icDAQLZm9+nTh60J9H1ITExE//79YWlpCRsbG2zZsgWfP39m5+Uqm6cJYkQ/IUQWoj8wMDDT5J3ExESUK1cOtra2goDjy5cvM4Kfr5MOKNcYfh8WGRkpWt5Km+C/59q1a1i1ahV69OiBAQMGYOPGjQgLCxNcf+HCBbRo0QKEENSrV09t/6T6mVIGw6iOg8z+365dO+azpklDUVFRiImJwbt37/Dq1Su8fv0ar169YmuH1O9HRkYG4uLiWCCbmHphamoqnjx5gtDQUMG8FBwcjDZt2sDKygolSpRAixYtZFs7AKV/gKrT8OVXaXKcmZkZFi9eDBcXF7U9LR+kO3r0aK3un7JSMurq1atq3A1F165dma9HlegHlP7DuLg4gVKoHAQ/vw42b94cvXr1QoUKFaCvr49atWqxdwL4PtYuXbrEyizQhK8iRYqwdSanrR+5yEUu/nz8cSQ/oNx8mpubo0yZMqLZpjxUjaSPHz/i3bt3gvrq2lwkYmNjMWfOHLRp00ZjPdR3794xx7mtrS3L2tJk7NEsM0IIPn36JKtThyoq6OrqYurUqXj37h1CQ0Ph6+sLXV1deHp6CuS16L1++/YtateuDYVCAXNzc1SsWBGPHz+WqxtqSElJwcCBA6FQKNCgQQOWMQ4onwV9dq9fv0bBggWxd+9ejB49WpQE1Rb4MXH79m34+/vj2LFjatd9/foVhQsXhoGBAcu0zsjIYONx6NChqF69OrZs2QI3NzfZJcLev3/PMqtVcfHiRRBCULt2bXz79k3wDsfExMDR0RG9evWCp6cnnJyc1EpCyIG4uDjs3r0b165dw5EjR5gjYfz48Roz+em/t2/fRsmSJWFlZSWZDJ1q1kaFChUE5Qbat2+Pf//9l42f+Ph4JqfcqlUrFjgFgB2nRIdqhLjU/eH/L1aKYt++fSDke01l/l2PjIyEmZkZDh06hJMnTzIFGLnm39DQUDx69AjJycmoVq0aI/pVa0YCwj5+/PgRQ4cOlZ1QBv4cSfsfYf78+dDT04ORkREWLFjAHBsUWennp0+fWNCIXM70Z8+eoXbt2iCEwNfXF9evX/9poj8jI4OR5XJtXPft24dKlSrl+Lr1P8KVK1eY8lHz5s3VnIZA1oh+SpjL2ZcpU6bA1NQUJiYmWL169S8R/bxzLqcjJxP9gNLZdubMGcTExKBDhw4ghKBUqVIsUA8QV+558eIF2rRpA2dnZ8FaLwfWrl3LlHVmz57Njv8M0S/FPjAz8NmigDLAmBIyYkQ/bSf/DkyePFlUuUpOUBWerl27ZmqHT5kyBYQQJsE6evRorbVpzpw5glIIPM6cOQNClLXcq1Wrhm7dugH4Pi54G+pniX4pkZGRgbCwMGavFy9eXEDy89cB6kT/jRs32Nji34mcUgriZ/H27VskJSWx90vq9/zYsWNMsWr37t3s+K1bt7BgwQL2nGhpQApKkNva2sLExESUFJES/5V+nD59GtbW1rC1tRWoW6xevZqRL1RZRIzop+uJo6MjgoODZVezyQyZZfTzAX3aBJXmrl69ukZ7IS4uDsWKFYOTkxPbF126dEmU4E9PT8f79++xYMEC5pfLLNlFW+C/c+vWrbCxsRFkVBNCkCdPHjXFo5yorMDfs/Pnz2P27NmoUqUKWrdujVGjRuHu3btq9jotd2RmZsaScLLqh5cK7969g62trdr6Fxsbi0uXLqFq1apM1bdJkyYCtcDk5GRER0cjISFBtrWD4vbt27Czs9NYfpX6nefNmwcLCwuYmZmhV69eakS/tvdP9P0WGwdz585F69atcfDgQVSsWJEd531sANCtWzc1oj8nlI2l2L9/P/T19WFnZ4dNmzax4yNHjmQKF97e3rh48SI7R9v96tUrdOjQAe3atcOAAQO0mmSai1zkIhd/JMl/5coVEEIEkfaZQU5pGkBJgtFJPCgoSCDdT4+/e/cODRs2BCEEJUqUYFlbmoj+TZs2MXlNuXDr1i0UKlQIxsbGguhCf39/lrFMiLI8Ak/00wi81NRUnDp1CleuXJG1jpYmPH/+nGXot27dWpRApxLxvESPFOCNqN27d7N655UrV1Yj6RMTE1k/aN1u3qiidbSA745GuZzoISEhqFOnDooXL46VK1eqnadBJXwZBdrm2NhYGBkZYdq0aTh9+jQzoOQwDFWNXH4O2r17t0aiX6z+6oMHD9j7IWVfNm7cyN7hhg0bomPHjnB3d4eOjg7c3d0xa9Ystom4c+cOihQpwlQHGjduzOrkubu7y0YG8PfrzJkzGDNmDHx8fNC4cWMMGDBAjTQ7evQoczirkmW9e/cGIURQu1hOGVbg+ziLiorSSPTTNmZkZLDamXFxcZIRyprKPtD/53RJ+6xi+fLlrJxDVoh+Pz8/0fp+cjt6nj9/zmyRrBL9ly9flqPJauDfkT+lbv2PEBoaigoVKvwU0f/gwQMZWioOfn6ZOXMmDAwMskz0r1+/PkdL8/8IPNHft29fWduS2bzy9OlT5rRVJfqpvZ6RkcHmq5cvXzLiVm4HFW+nZIXop3a8HPNsVr/zzp07aN68uSjRT7Fz504BQQDIY7fzazmvlHTw4EHY2NjA0tJSQApS0ECwFStWoGzZsggICEDJkiW1Rpjfu3ePjRMxFbyPHz+iXbt2MDIyYnarqvQz/wy2b9/OiP5Ro0bJKkkshlWrVrHg3Pz58+PSpUsaA155or9mzZq4evVqjlCE+B1kVm5Myu+nPoJVq1aJnqdqParzF6AMeB85ciSKFi0qWxnD/0o/AODLly/o2LEjCCFYvXo1Oz59+nQQoqw1vnLlSkHwJ8185YOxBg8ezN6rffv2SV5v/GcgRvQbGBigYsWKktjtT548YcpaderUUfMF0IQTmnH98OFDPHz4UJTgp36U0NBQEEI0BmxJie3bt7Os9kmTJmHbtm0YPXo06tSpw0i/ZcuWCfYWly9fRvPmzaFQKNCwYUNR36JU4MfH5s2bmaIn/1OsWDGMHz+elRCgoNL9PNEvtz3I4/3797Czs4OrqysePnwIQGlbDRo0iAVlFCtWDHZ2dtDT00P58uURGhoKQN3foo21Q+wzxXyAERERmDx5MuMFjh8/DldXV0H5VUD5rnl4eLC5rH///mqKlNrC1KlTYW5urjan0DKYdCw5OzvD3t6eSe1T8P0WI/qlhtg4fvr0Kby9vaGnpycIVps9ezYIITA1NWVJEt7e3oJnQ/dRdK2QWokgF7nIxf8f/kiS//79+yCEsA2Dag1JHvHx8di/f3+OcHo+ePAAhBDo6+tjzZo17DhP9FPp/pIlS/6Q6JcTKSkpGD9+PAghmDdvHju+ePFiGBgYQFdXF3v27GF1VF1dXQWy9zl5U8TjwYMHrKZtqVKlMG7cONy9exf37t3DoEGDGKnGS4xJiU2bNrGNxNy5cxEVFSU6Rmi2jK+vL4swzMjIwN9//w1CCEaNGiW7U2fjxo0sK6tnz564cOGCWpsiIiJgZWUFZ2dnHDp0SGAg9enTB4QQQYS6nHJnVDpV7L4GBQWpEf18tOqUKVPg7+8vCA6Qsi8nTpyAvr4+zM3NBXVJv3z5gn79+oEQZZ1Lvib5tWvX4OPjw0p3GBoaokyZMizjXWpjlr/vGzduhIGBAQhR1lmjzk9LS0usWrVK4HigWY358uXD7t27ERISgk6dOoEQgkqVKjGiXOo+fPv2DR8+fMDr169ZbTge79+/FxD9fGZfRkYGRowYgXbt2rHnofr52gA/ZmNjY5GcnKxGfgN/lqS9Kvhx7efnl2Wiv0CBApgzZ45km/CsgHcqZJXoNzAwQLVq1ZhzRCpoGrs80ZWT69b/CHz/rl+/nmWi38jICC1bthS9RtvQ9Ez40jRZJfqtra1hYWGB7du3a7XN2saBAweYA0jKtQMQPo/Pnz/j/fv3uHfvnmhmdXh4uEaiPyMjA2PGjEHFihUFAblS1rXWVJce+DminxCiRo5LAf5eXb9+HQEBARg4cCD+/vtvhISEMAU3ClWi//Tp0+wcrV/cv39/WfZSqpmTmtpAbUU7OzuEhISwgB3+7+vWrYvChQsjJSVFEACuDaxevRr6+vpo37694DgdTx8/fkTHjh1hYmICKysrbNmyRS1TV5XoL1GiBAghmDp1ao5w2PLtW716NQu4HzNmjOhz4ol+uua3bNky03Jiucga4uPj4e7uDmNjY/Z+i42R1atXgxBlPWJqR/FBsHKXS/iv9OPFixfQ09NDjx492LGlS5dCX18fpqamjKikxC0hypJPqhLXPNHv6OiI/fv352ifFj/fXrlyBdWrV4ejo6MaaZvdoM85PDyclegUI/qB7z6qMmXKsBJ0Y8eOZef5ebhu3bowMjKStVwQANy9e5dJpKsGnqenp2PAgAHM56uqQHflyhW0atUKhBB07NhR9vGzc+dOluAwf/587N+/H7t27UK1atVgaWkJPT09dOjQQS3wjRL91tbWAsVTKSFmh6anpyMhIYH5BStXroy2bdvCxMSEBbPR5LTQ0FBWGpOX9ZcC3759w6VLl9RI7+3bt2PMmDHMP/D161f2HtOEBxqsyM+no0ePhpGREZycnNTeIW0hJSWFlRMoXLiwIFCTtvnmzZtMrcnJyUktS1+1H5Tod3JyEiTWaBOTJk0SBBWprlO7du0CIQQzZ85kx+bPnw+FQgEzMzPcvHkTb968QdWqVVnCEx+kwHNVcvvbc5GLXPz38UeS/NHR0UzClDecxJxAr169Qv78+bFgwQKtTqpi0eKq3/fp0ydMmTIFBgYGsLKyEkREixH9Xl5eokR/TsCnT59Qt25dNGvWjB3btGkTrKysoKury4hWKomkUChQtGhRQUbHn7LIhYWFoWHDhowkNDc3Z9ke+fPnV3POSYXTp0/D2NgYFhYWggAKQH0MPn/+nDkMbW1t0b59e1SsWFH2TGsKKpNub2+vUY47IyMD8fHxGDRoEBQKBSpVqoSZM2fi3LlzjJj18fGRRaKfH8snTpzAwIED4e7ujrJly6JmzZoIDg5Wq/vKE/3jxo3D58+fkZ6ezqTJXV1dJc8spdJZffv2BSFETU0hNDSUOTX5zQM/zi5cuIClS5fi2LFjiImJASBvtGpQUBAIIbCwsMCqVasQHh6Oly9fYvLkyTA1NYWxsTHGjBnD2vr582e2YaFBJ3TzQglyKckNADh06BAaN24Me3t7WFpawsrKCuPGjRM4/gEh0V+uXDlcv34dMTExGDt2LIu4p/2Usv1BQUGoV68eypcvDx8fHwQFBak5C3K6pH1m6xXvoMkK0U8jv8uWLSvLO87/zm8809PTf4roP3/+PHx8fODo6ChpoBvfh5cvX+Lly5ca1+GcXLceyHxc8WRXVoj+gwcPokiRInBxcZF8HeSfydevX/Hp0ydBFv7PEv1DhgyBu7u7rJl/2YWjR49KXt5Fdf1o0aIFChQoAENDQ5QuXRodO3bEq1evBM+NJ/q9vLwYGU6lKG1tbdXmbW2Cb1t8fLzaesCfzwrR37lzZxgZGYkGyWkT/LMICAiAnZ2dQBraxMQE3t7egoBKQEn00xq+3t7emDx5Mns+tra2ajalFOD7sn//frRt2xbFixdHx44dsX79erVn1KRJE0YCzJ07F1evXgUAJCQksOzg7t27a1WFgB8nfBAwr4bHE/2UuHBzc8OxY8fUbA3+8zZs2IBq1arJ/ix48Pdy3bp1UCgUIIRgzpw5mX7O48eP0bFjR8lLtvH3Mzk5Gampqey9/d35UoqMTE34/PkzihUrBkNDQ9H62xQxMTEsA1B1DqCQ01/yX+kHoKwPT/tw5coVFC1aFMbGxoyMoe86VW4jRCndT98JOp4o0a+jowMjIyMcOnRI+s78BPj7fuPGDWava3svSz//2bNnokQ/PR8dHc32roQQ9OvXj30GnQvS09NZCcD27duLKqFJiUOHDsHAwAB9+vRhx/hSsAAwYsQIllxw48YNwd+fO3cOPXv2lGXt4PH06VOWAa7qS3z9+jXmzZuHQoUKgRCCgQMHsj04BSVkixQpgpSUFNne8RUrVmDq1KmCYzdu3ECHDh2Yz9be3h5TpkxBbGysYJ2kPpIFCxZI1t60tDRs27YNpUuXxpAhQ9g4WLNmDUvWUN3Xfvv2DV5eXjAwMGBZ83yN+tGjR8PDwwPbtm1DhQoVJNvTfvnyBV26dBFwArRt9D7fvHmTKUU0b96cXcM/B/7d6dmzJwghKF26tFaDYDIyMvDkyRM29/AkPt+edevWoWvXrsyns2PHDlaGhtq1SUlJrPSLoaEhypUrJ5Duz0UucpELqfBHkvyAsvYMjZBUlV/kDcK2bduCEII1a9ZozfCgn5uSksIWBN6xdP36dZaRGxsbi1mzZkGhUGSZ6KcygDmN6A8ODmYL27Nnz1ClShXo6OggODhYcB3N+Kcy3zt27JCjub+FT58+ITAwEFWrVoWXlxd8fX3Rt29f0frX2gYlZqiSAF/+IbMxcu3aNXTv3p0ZMjo6OihXrpxsmdYUz58/R9myZUEIEWTtaerLvXv30LZtW0aQy0XCUqhmjOvr67P7a25uzgjmVq1aqRl7QUFBsLCwYBtfGnhRoEABFg2b3fNWUFBQpsTJ169fUbRoUbi6ugqUBPgaeePHjxf8TWZZP9p8Fj+6N8+ePWNtVg0euXz5MpydnVkWlirGjx+PRo0aoUaNGhg6dCiLtJb6PdmwYQMb4y4uLizrmBACT09PLF68WHD9+/fvmaMtf/78THqyUKFCbMMn5ftBazLSbFYaPNGnTx+17O+cKmnPf9+FCxewbt06+Pv7Cxx7P5PR//79e/j5+TGySQ7iLzg4GP369UODBg0wYsQIgfOWD9pp1KgRC6C6du2aWluvXLnCMoKkDn7Zvn07PD09YWdnB0tLSzamVAmjnFq3nu/Lv//+izFjxqBLly6YNWuW6PyfFaL/2LFjjIiVoz7pzp07Ubt2bTg5OaFOnTqYPn266HU/IvrfvXsnW0CPtiBHP/j1o0iRIsiTJw+zS0qUKIHdu3cLnLYRERFMuYYGgdK1R8r1gx8rgYGBqFGjBgoUKIDatWtj4cKFzIbh72lWiP5Pnz6p/Z1U2LZtG9u3jhw5EsuWLUOPHj3g7e3N2q0aWHnv3j10794dlpaW7JoSJUrIbrfz95r+GBkZoW3btmoBRlQiW09PD4aGhqhYsSIr71S4cGFJlHlUx+zKlSvVxgm9l58+fUKXLl1ACIGHhwdOnDiRKdFP5y4pnwX/fsTGxiIiIgKhoaH48OGDmkN8/fr17BnNnTtX9PNof2gfpFoHVYNGunXrhmrVqqFVq1Y4fPjwb7WDfx6hoaGyqCa1bt2aBUWrrnE8aCDV6NGjJWxd1vEn9SMz1RceCxYsELwTvKIeDbanpQ6HDx+u9o4kJSWhe/fuMDc317pyUnbsEVQ/Qyr78EdEP6Ccb3bs2MHud+fOnZkCa3p6OhITE1ngRfHixTOt/y0VqPoA9Yfw8y4/7tq1awdCCPr06SPwE/N/I6eNe/LkSejq6qJbt27sWFpaGru3nz9/xqpVq2Bvb498+fJh//79AIR21ZAhQ2QrWaNK0s6fP19wPiYmBg8ePMDZs2fx+PFjdpy/51WrVoW1tbVaIIa22x0cHAxnZ2cYGxtj2rRpLAEgf/78gjK3FAkJCSzJUUx1wNfXF+XKlUNycrLke1p+PAQEBDCfAk/037p1ixH9HTt2ZNdrIvqHDRumtRJOqqAJQao+Qb5tT548Ye9Fx44doa+vzwJj6HUpKSnIly8fC650cXGRTeUiF7nIxf8v/jiSnzfoevXqBUKUksvU6OAxbNgwEEJQrVo1rWc1paSkYO7cuejYsaOAlKDyLkOHDmVt/1mi39nZWSC9LCX4+52UlKQmXUjP7969G4QQdO3alWUG0r7cuHEDlpaWaNy4MXNQyR2B+6vgo3TlDLqIj4+Hh4cHzMzMmLNTU3tUN0GHDx/G9u3bERISIqvDk+LatWswNzcXRICKbdz4Y8+ePWMZNM2aNcOQIUPYpk+uvtCahHZ2dli9ejUePnyIBw8eYPDgwcxR7u3tLcgkApTZlxUqVGD1xitXrszIv+w2zinhWqNGDY0ZeVFRUciXLx+8vLzYMZ7g5+WsACAyMhLLli2TLEOcBx37mjb6Fy9ehLGxsSDSHlAStdTZMGHCBI2fTyVkVZ07UuHQoUNsTAUEBCA1NRXJyckIDAxE06ZNoa+vDwsLCzXH7YcPH9C/f3+4ubnBzs4OjRo1Yo50KUnMhw8fokCBArCxscHKlSvx6NEjzJ07Fx4eHlAoFGjevLlaDbecLGm/efNmtnGjP+3atRMlKXiif+HChWpEPx2zcsxXmzdvViNoaDAkVRb4GaIfkH493LFjB2t30aJFWXBV+fLlERAQoGar5OS69WLPw9bWFgcPHlTrR2hoKAsGa9asmUbnshz2SUBAAGu/sbExy1Zu164dU6Xi8SOiH5AnAEYVOS3ANqvg149NmzYhOTkZYWFhOH/+PCOWXVxcsGXLFoHqQmxsLMaNGwcDAwO4urqifv36bI6Ter7aunWrgEQmhEChUKBWrVrMqZwVop93wMtBDNy5c4c5/lSlfR8+fMhKmxFCsGnTJsH5169f48iRIxg6dCiWLVvGSibIZetevnwZ5ubmsLS0xPLly3Hq1CnMnj2bEfe1a9dWswf9/PyYPDEhSpnrBg0ayDau/P39RUmBnyH65SKY+O/dt28fatasyRzn+fPnR9euXdUCirNC9MsJWnpO9WfSpEm/FEzPP6vJkyfDw8MD69atk3w9oSUiihUrJloDna7vfn5+IIRgypQpkrQvq/jT+sGv1VevXsXUqVMREBAgsL/T09ORlJTEMsd37drFztF1YuPGjXB3d8fy5ctRtWpVNXULPqNfG0qIPxqnvzOO5Zi36P0KDw9HmTJl2DrBy5THx8djw4YNbG9ubm6O9u3bo1GjRihatCiz9eUOcKOgyWb169cXPU/bt3fvXpZUwydOyA06Diix3L17d8FxHu/fv2c+93bt2rHjqv4EKf0LqlizZg1TXOVVa8T6Q99zvmxps2bNJFfWS0hIwKZNm1C8eHHWdgcHBxw5coRdo9p+Pz8/6OjooFq1ajh+/DgA5X2n/RgyZIiswS8nTpwAIUrVhGvXrgEQEv23b99mgcaaiH4pxxV/r/bu3StK9KsmMj18+BCEEBQrVgzv379n7zodV97e3ujZsyeaNm0KS0tL2dVyc5GLXPz/4Y8j+YHvE/KLFy/YJpwQgg4dOmDixImYMmUKKlWqxLIXqRNBm4665ORk5sAoV64cACAkJASEKGscbdiwQXB9Voj+9+/fw8fHB4QQWUh+fuG7du0aRo0ahS5dughqOlP8888/IIRg3rx57BhdlC9dugRCCPbs2YPx48fj3r172m+8liBWlkEOfPz4EU5OTsifPz8LmMisPZlF3svtwF6+fDkI+S7P9iu1IOk7I9em782bN/D19QUh6jKFqamp2Lt3L+rWrcs2tqqZpM+ePcO5c+dw/PhxVrdXG30JCwuDp6cnCCGoW7eumuGZkZGBmJgYeHp6wsTEBFFRUbhz544owU83q2fOnAEhQkUJKTB16lQYGxuz2sFi43/hwoVq89Lly5c1BiyEh4fniAyBjIwMfPnyha0pGzduVLvm/v37GDt2LAwNDeHs7MxKodBxk5iYiFevXiEsLIxtXKV+P06ePCna/sOHD6NevXqZEv1yStqL4ciRI4xI7tGjB3r16sWyK2vUqIEbN26IbsYp0b948WI1mUM5cP36ddja2sLc3Bzz589HQEAA+vfvz8izmTNnsjlIjOivUqUKLl26JCvB8fbtW3h7e8Pe3h5bt25FQkICLl68iJYtW8LQ0BBFihTBhg0bNBL9ctatV8XFixdhaWkJY2NjTJkyBX5+fkzi2sLCAuvWrVNbv3miv2XLljkiYOHZs2dwdXWFvb09Nm7ciNu3b2Pv3r3Inz8/CCFo0KCBaDsp0W9paYklS5YIyGapwNtAjx49wtWrV3Hu3DlB8M6vzp1y2CTp6emIj49nZWe2bt2qdk1MTAzLsHZ3d2cZTHx77927h8jISGZjSt2X8PBwFCxYELa2ttiwYQPCwsKwfv16Zmt5eXmxd5hvG08YZhbEJyUCAwNZwDcFH3iQnJzMskfz5csnqOUpBimfheoeYd26dSBEqLyVkpKC0NBQRtCIEf2A0jl669YtvH79WpYMeB488f2rRL+c4FU66tevj7p16zLb1traWi35IacS/RcvXoSZmRnMzc2xcOFCHDp0COPGjYOpqSkUCgX69ev3U2s1/4xmzJgBQpRy2XJkmn78+BE1atRgQZL3799nvhH+/W/QoAH09PTw77//St7GrOBP6Advk+7YsQMODg4gRJk1zmfwUvTr1w+EEGzevBmAMBO1evXqKFKkCIDvvixVoim7fCeqSS98Py5duoR169ZhxowZOHPmjMAW/BUbnH836B5e6oz+zIj+pKQkpjppbGzMSuaVKFECgwYNYskJOWEevnPnDmxtbZE3b14cPXpU43VhYWGwtLSEg4ODLCXBfoT9+/eDEILGjRsDUI4rsbF169YtFoAcFRUle+kNCtXyOT8qT0ORnJwsKDVAx6EcgcWdO3eGnp4eFAoFmjVrxnwFYu/mw4cP0apVK+jo6MDOzg6NGzdG+fLl1fohFz5//syUX1xcXJji788S/VIiK0Q/P+fcv38fhCiVXug8StePtLQ0WFlZYeDAgYiMjGSlUXLCnJWLXOTi/wd/JMnP4/Pnz5g4cSKLgKM/FhYWqFu3riRZAnRx+PDhA6tXXbhwYWYM8Q42fsHOCtEfHR0te62/4OBgtlmqW7cuDh48qHb9nDlzQAhBw4YNmXQvRY8ePWBiYiKJJOP/A9LT0/Hu3TsmNZ5ZLTg6jubOnZtja8atWLEChBA0atToh9d+/vwZhw8fZuNT9V+5cO/ePTbnUPDSfxkZGTh27Bi8vb1haGiIhQsXAtAc0KCNTTcdC8+ePWNyX2JEPwAMHDgQhBA0adIExYsXByFKmUYK3hlSo0YNWFhYSFp3KjU1lRHgLi4uuHDhAgD1cbB27VoQ8l068sqVK6IEP+3P5MmT4erqKml9cU348OEDChYsiMKFCwsk/VQVLbp06QKFQoFOnTqx68TGj7bfEbHP37BhA/Lnz8/+zzsDz5w5IyD6r1y5IvhbuSTtNWHo0KEwNTUV1Cx89OgRqlSpwshvTUS/jY0NCCFYvXq11M1WA822Vi2bs3TpUlhbW4MQopHop6RhkyZNfikYK7sQHh4OXV1d+Pv7qx0fM2YMTE1N4ebmJkr0y1m3Xgz+/v7Q0dFRCw4bO3Ys9PX1YWZmppHor1y5Mgs6kduBQIM5qcOc4saNG+wd0UT004AeNzc3yVU7+Pd127ZtyJcvH8sY9/b2FjgKf/Ye89cvWLAAp06d+v0GZxExMTGwt7eHk5OTmiQsX3+cEjc1atRg90KO9UMMp06dUgsSS09PR3h4OFM6K1mypCjRT1WLrK2t1VRU5AAtW0ZtPzFnZmRkJFq3bg09PT2mQiD3usdjw4YNWLx4MUaOHCmw1/nxEhYWxoj+WrVqMaJfk/NWzqxS4LuNmBWiv3jx4ggJCZF9rgWUQYc6OjqwtrZmpaiSkpKQnp6O9u3bsz49ePBAcO95ov+ff/6Rpe2q8wt9Bqpr4LZt25i9nlWin38206dPZ3OAamC1FKD9fP36NVxdXUEIQalSpbB161ZByTSagenr65sjbBJV/Gn9oHO/kZERVqxYgdjYWNF5hqp5mJqa4uLFi4xsHzJkCMtsTk5O1uoctXTpUgwcOJD5+fjv2rx5s1pZwm7duuHEiRPsmp9pG/9uzJkzB+3bt2dqjtoA/56rquFlRvRTPHjwAKGhoThz5gzi4uLYnkOq+TczRcn09HS8f/8ebdq0ASEErVq1EiRj8WqmL168gJWVFapWrarV2uK/iitXrkBPTw+EEOzbt48d5/ufmpqK2NhYODo6QkdHR1ZpftW2AepEP31fxIj+58+fY8GCBUxhU86ypampqYiIiGDzlZOTE0xMTDBq1Cg19RAely9fZsH5hChLQFWoUCHHqFx8+fKFBRH/LNEvV9t/huhPTExkCVPz5s0T7M9pKd2slJ/NRS5ykQtt4Y8n+SkuXbqE7du3Y+rUqZg/fz4uX74saT1P3uHt5OQEfX196OnpYf369ey42CQfGxuL2bNnZ0r0ywkq92lsbMwi/8UM35cvX6J06dIwNTXFuHHj8OjRI3z58gWjRo1izp6c4Gj7L2Hs2LFMwUIsOpiOn4SEBBQqVAg1a9bMERmxqrh//z7s7e3h5uaG27dvi15DjcLQ0FCULVtWtFaVnKDlKnx9fdXuMS/LTWsAuru7y1Kygq+NR4l+vjYeHTO3b99m5D4hBIMHD2afwUf/U2O2W7dukpMz3759Q8+ePUGIUqJUjOi/efMmTExMUK1aNYHDUIzgT0xMRPHixVGiRAlGcMqJhw8fwtjYGDY2Nnj06JHG606dOsUyzKUkkXjw9/z27ds4ceIE9u3bhx07dqBixYr4/Pmz6Ob8R0S/nJL2PJKTk+Hl5YVOnToJjgHKd6lBgwaZEv1z5syBh4eH5AF7Ymv12LFjUaxYMfZ/3um0Zs2aTIn+Z8+eoWvXrpJmo4j14dGjRzA3N2ft4EmMyMjIHxL9ctStB8T70qNHD5QvX579n2/r9OnTGdG/du1aNaL/8uXLaNy4cabOIG1ArB8HDhxA3rx52frAByTdvXv3h0S/n58fc1DJQfzx5R+qVasGDw8PlkXWv39/dl1W5yL+upkzZ4IQpbJYZqpK2YmoqChYW1vDzc1NIE1KQcf9y5cv4eTkBAMDA5w5c0aStolB7JkHBQWhZMmSrK38e/7+/fsfEv27d+8WJU/kwLRp00AIQdu2bTPNVlqyZAkIIfD09JRF1UIT7t27B0II8uTJgyJFiqBGjRpISkoSfR9+luiXAz9L9Hfv3p3NDarriTahOm4peUQd6KoqgVeuXGGlOEaNGsWOi5W0sLS0lLV03o4dO7B3715069YNPj4+7Dhvk+zbt4/tVX5E9IsR/JaWlrIQ/KptioyMZKSmkZER8uXLh9q1a6NYsWJsbaABrTmREPhT+nH+/HlYWlrCyMiIqZtRaLK/qI+rRIkSrB9ubm4/LAf3u3jw4AHs7Oygp6eHsWPHClQy9+3bx+akPn36oHv37ihQoAB0dHRQoUIFBAcHZ9ovVYi9G/ny5WPPKrug2haxEid0HdBE9Mu93wOEY/fly5d4/PgxXr9+rebHPHnyJPLlywdCCDp37oxLly6pjfvevXuDEIKRI0fK0jdN44NvC/Un5suXT2AHZmRkMP/2t2/f4ODggPLly8uylvP9EFMn1JTRzys5Asp9U/ny5eHm5oZBgwZJXv5I7Hls27YNO3bsQFBQEDw8PGBsbIxRo0ap+QxUS+hevHgRW7ZswbFjx3JE+VUeX79+RadOnUCIsuww9e/wRP+dO3dgYWHBkgTlAO+b4u+dJqKf2idr1qyBjY0N8uXLh86dO2Pz5s1o1qwZCCEoU6ZMjkgWykUucvH/iz+e5P/RJkLqTcbNmzcFUbc+Pj7MIaDJKOKJfjs7OyxevFjCFmvGgwcP4ObmppZJI4akpCSsXr0aBQoUACEEZmZm7Hd7e3tRqbRc/BqoQXLmzBm4u7vDxMQEs2bNEkTU82Otc+fOzEjJKcYfj6ioKNSrVw+EEPTu3VvNgca3uW7dulAoFJlKo8mBe/fuwcbGBsWLF2cOTb7d9JklJyejcOHCMDAwwK1btyRvJ68u8PbtW7bBrlWrliCjPyEhAXPmzIGzszP09fUxbdo0AZGUkpLCoohLlSrFCDOpHenfvn1jcmuqRH9aWhpiY2NZxr+dnZ1Ggj89PZ1tRqZPn54j3pNPnz7B29sbpqambNMtNqYAoEOHDmqRw3Jgy5YtsLW1ZeSYoaEhCCGsbhyFJqK/VatWP5Qp1jZ4m+Hbt2/49u0bkpKS0LNnT8yYMQMA1EizrBD9UpdMUHVS3b17F2FhYZgzZw5atmwpuIa/dvXq1ZkS/bT9Ujh5+Ht4/vx5+Pv7Y+LEifD394e3tzcePnwoaBNFZGQkxo4dy4j+9evXixIzUtqH/He9ffsW4eHhePPmDaZNm4auXbsC+H5P+WunTZuWKdFPHXBSOd34Z3Lnzh0cPHgQBw4cwLx581CxYkXWHtWgnrt376Jq1aqZEv2A9I629PR0xMTEoHz58siTJw9TuHjz5g127drFVMJ69eqV5TaKOdRtbW1x584dLfREHRkZGYzkz2xdSEtLQ3JyMho3bgxCCLZs2SJJ+1ShGph37NgxHDhwAEuXLoWVlZXGmtzv379n864mol/s/3LgzJkzsLS0hJeXF+uPWLvCw8Nha2sLV1fXHBUYHRcXh1mzZjGVC19f30yVH3iiv169ejnS4fkzRH9MTAyGDh0qSYBbSEgIK58hhpiYGNjZ2aFcuXKCd4cvRcUrbwFQW/927NghawDMxYsXQQhB3rx5UbVqVbRp0waAuE2SFaI/JxL8FLwy48iRI1kZRkIIChYsiFatWrH9e06YqzQhJ/eDjmEaUMdn8IrNT3z7hgwZAhcXF7ZOV65cmZHf2uxHcnIyNmzYwMrjjRo1ChEREQCAFi1awNLSEkFBQez6M2fOMH9OqVKlNGZdq0LTu5HdpTP5+3zq1CkMGjQI5cuXR/Xq1TFt2jTcvXuXtZXaiVnJ6JcaqupOBQsWhJGREaysrNC4cWOEhIQIrt+7dy+ztXx8fDBixAhcv34dly5dYs/Lw8NDlrrc/DN58OABLl26hFOnTqmtBy9fvkTz5s1ZW1X7CHxXeOzdu7esigRz586FmZkZU07QRPTTskKqazqg3I/cvXuXBVLKQfCHhYUhKChITTFh48aN8PDwYHMCT/Tz+zy597RZQVaI/rt377LnJFbiSZvg7z3dW/NJm5qIfkC5/5g+fTocHR0FvI+HhwcL2MppzyMXucjF/w/+eJI/p2Hfvn1o0aIFVq5cyRwc5cqVY1mumhyxcXFxmDt3LgghKFCggFYltH4Euuht3bpVLYs3swXr69evCAoKwl9//QWFQgFXV1fUrl07R9S9/a9i9uzZMDY2hrm5Of7++29cunSJnUtOTmZGefny5XOkk43i5MmTTC5s0KBBeP36tdq7QqUAGzVqlKOcn4AyUIEGxPDZM/z7kpycjPT0dJQtWxaEEJw8eVLSNqrWHQ4LC8OsWbNga2sLQtSl+2NjYzF58mTkz58fCoUCzs7OGD58OLp06cIciW5ubrLJg9F56uvXr4KMflWSeN++fYzg9/HxYZmmPEaMGAFCCKpXry75JiMz0OyxkiVLsmejOqYAsECHZcuWydJOQJh50qpVK5QtW5bV465ataqas1WV6G/YsCEIIejZs6dsDgS+TUFBQWjatClKliyJunXrwtraGq1atVK7VhPRf/PmTdEsPCnAf09AQADc3Nygq6sLe3t7mJubw9zcXI1w1ET0z549W3YJ2U2bNrH1gf/RNNcCQqK/aNGiWL58eY4YV9u3b0epUqVgZmYGV1dXWFhYwNHRUa2cET+f8kT/hg0bJFdNEcOWLVtYBgbN6iOEYO3atWrXihH9jRs3loz0zgzR0dFISEiAvr6+gBigbb58+TIj+nv37s3Oa1rvchLZNHnyZGYz8fdaNWBn8ODBIET+ciIBAQGwsrJiyjQFChSAg4MDC+oUu+c80V+mTBkW+CMXNO2RoqKiGJlBg6wA9Wfx+PFjmJmZoVq1alpvqyZo6sPnz5+xePFiNhdPnDgx078JCwtDuXLlmIKB3GoKYvgZop+2X5sBVVRRpH379owU478bUMoNGxoaolKlSoyk4Al+PpAVAN69e4dly5b9kByXElSJy9TUlL3rqgEUfJ95on/gwIGCIDFtzLmq4/l3nfW0jSkpKUhOTsaVK1dw4cIFvHv3TnKi6XeQk/uRlJSESpUqgRCC69ev/7At/DN9+vQpzp49i8ePHzP/ghRlPpOTk7Fp0yaWsDFy5Eg8fvwYbm5uGD9+vNrfPX78GP369csy0S+VPcJ/96ZNm1iAt7W1Nezt7UEIgZOTE1vL09PTNRL9cpDhYti1axdbDzw9PVnZUoVCISjDCigDsypXrszmM1NTU+jo6LD9uxx+Ev6ZbN26FXnz5mVrd+nSpREUFMT8gunp6Th//jzbhxNCMH78eKxfvx6nT59G27Ztmc9H7udDS0w5OzuLBkzy7zUtBUb3spmVYNA2VOXgqVpmu3btBOdTUlKwefNmjRn96enpmDdvHiZMmJCj1J40IStE/8OHD2VVgFmyZAlKlizJ2pBVov/z58+4fv06+vbti0GDBmHGjBmSK0PkIhe5yIUYcgTJnxM3/j8Lvg90o/rlyxeUKFGCkayqRL/qAvDx40csXLhQY4aTVKB9oRmw69atA5C1BYv+bWhoKN68eZMjZK//i+Brvf/zzz9wcHCAQqGAqakpOnTogEaNGjEDsnDhwn9EVCFPEtapUweTJk3CmTNnsGfPHjRq1IhtMGimgNwyy6rYt28f29QtXbqUHU9LSxMYjEWKFIG7uzuio6O10lYxqG72ChYsyDauhBBGYjRo0ECwgfv69St2797N7j/tn5ubG3r27Kkm8y9HfwClo5/OV46OjmpEv7+/P6tt2K5dO/j7++Pu3bs4duwY61vBggUl3WRkZUzxxEDr1q2ZYkJaWprgnvv4+MDGxoY5tqQAPwdlZGSgYcOGsLa2ZjXrP3/+jDVr1qBChQrsvqsquvD34NixY+jYsaPkkvZioDU9efKSEGVtuSNHjrDrMiP6PT09BU56OcA7qby9vZm6joGBASZMmMA2oxT8uF+zZg1zzvn5+clmpx09ehS6urrQ19fHiBEjMGTIEJQtWxa6urqws7MTONvEiP4JEyaAEILKlSvLTo5v376dPY8iRYqwQAoTExMsXLhQTTpZleg3MTEBIfIrdgQHB7N+tGzZEo0aNWJrQ+PGjUWzUHminzrpOnXqJKuEt5+fHwghmDx5MkqVKsWy6FQVFa5cuZIlol9Kgj8rmXtnzpxByZIloaenhxEjRghIPl6NpHLlyjA3N8fly5ezvZ1ZBW//tWzZElWrVmXvR40aNVhwnth4ef/+PVvHa9euLas9kpSUhK9fv+Ldu3dqAYWhoaHsHW7Xrh1iYmLU5iwasDh27FjZ98aHDx9WKxUUFxeHJUuWQE9PDwYGBgJbV8xuevjwIerVq6dRjSEnQBPRv2jRIsnbsm/fPlSoUAEGBgbo3LmzaHDOp0+f4OTkhJIlSwIArl69Kkrw0/H377//Im/evNi8ebOEPdEM+n7Gx8ejd+/eMDc3h5mZGdasWaNGWqgS/TRIeuzYsWrvOc3izi6C/9WrV1izZs0vf87PQBvvuhzzh5xz1pcvX1ggSFYUwb59+6YxYUDKPaAq0T9mzBg4Ojoy21Z1nIeFhWkk+vl2yxFwuHPnThBCYG5ujmXLliEhIQFfv35lwZ2EEBw+fJi1VYzo9/b2VtubSI24uDj4+vrCzs4OO3fuBKDMhB83bhzrx6ZNmwR/8+jRI+zYsQM1a9aEj48PGjVqhFmzZjFfj1ykX1BQEGtzzZo1WS16BwcHTJkyReD3uHv3rqDWO/9TpkwZWWu+83NL06ZNQYiyvEBmRP/Lly9ZAo5qYKJc2LBhA2vPtGnTcOHCBTVfgirRP3LkSHbvaWmFcuXKsbLEOR1ZIfoBecbVt2/f2LpRpUoVFnCfFaJf0zqRS/DnIhe5kBuykPw/2gT8jnEtR0SeGOji8OnTJ5QsWVKN6OedP4cOHRLUuc4p6NatGxQKBSNtMutzbGxsjs4Uz8n41THLj5Vt27YxyW6aBVWwYEF06NAhR9U5EwPf/5CQEHh6ejJCljrWCVHKg0ohoacK/j6/f/8e9+/fx/Hjx3H79m1BhmtcXBwmTJgAHR0dmJiY4J9//lH7LKpG0KZNG8lq8/LYvXs3CFGW0PD398f79+9x4sQJrFy5EpaWliBEKa0qFql96tQpHD16FEFBQXjz5o2g9rKU4MfL/v370alTJ3h6ejIymRL9VLqfYuvWrShdujQjo3jytkaNGpKOLX5MhYWF4dixY/Dz88OGDRtw//595uhMTk7G3r174erqyojKZ8+eCQia4cOHs+cmx4bv4sWLeP/+Pby8vJiDmXdeHTt2DL6+viw7LTOin/ZLzrnq4cOHyJ8/P2xtbbFmzRrcvXsXy5cvZ4ExjRs3RmhoKLtedXMeHh6OihUrwsrKigVlSAXVmoXly5eHg4MDAgMDkZ6ejg8fPqBXr16wtLSEtbU1/Pz81LL0+bG5ZMkSFC9eXNLAC1UbaMiQITAwMBDIll68eBF9+vSBjo4OPD09BbVXVf/+5cuXmD17tqDeqVTgx8aHDx9QokQJODg4YOfOnfj69SsePnyIJk2awMDAAAUKFEBAQIBaIALfnzFjxqBgwYKS90X1nrZq1QqWlpbYu3cvO7ZlyxZGNHXp0kXUkUzvx40bN9CiRQtBCRipkZGRgQEDBoAQAisrK+jq6jKJUr6/WSX6pXSoq0qwnjx5EnPmzMHatWvx+PFjgW1BJe/19fXRsWNHHDt2TPBZ/PohZX1uvg8ZGRlo164dLCwssGvXLgBKe+r8+fNMDaZ+/frsejGi/+3bt+jUqZPkZDI/5x49ehQ9evRA8eLF4eTkhHr16mHq1KlITExk4yMkJIRl+9WoUQPz5s3D5cuXcfPmTXTt2hWEEBQrVkzytUMV//77LwhRqvA8efJEcO7z589YuHAhdHV1YW5uDj8/P3YuM2lsOQN6fgRVop9mPK5atUrytoSEhKBSpUrQ0dFRI/rT0tKQlJSEFi1agBCl8hElx8aMGcOuo1K+fBAPb7fIDToW4uPj0bdvX5bpu3//foFzHRC+Yzt37kTdunXVbBJ/f38QopRbzw6CPzw8HHZ2dnBxcREo5P0poP2Ii4vDrVu3sGvXLgQFBSEqKkqtBNN/BRkZGWjTpg0UCgW2bdvGjqmCjr3Vq1dj48aNauNNKqSnp7P2JSUlYcOGDShcuDDz4fj7+2v8W1Wif//+/YLzchD8V65cgYuLCywsLBgxDgDz589nwayZEf0REREoUKAAFAqF7CT/s2fPoFAosGDBArVzixcv1kj0A8KyiBRy7GnT09Px7ds31KlTB3Z2dmyfFBMTgwkTJsDJyQlmZmYYN26c2p5i165dGD16NOrUqYNevXph5cqVzMcr5/6cf1dpYKcmoh9QErglSpRArVq1QAiBhYWFpHauKg4fPgwdHR1BaTAKTUR/sWLFoKuri9KlS7NgGUdHR5ZQ+KfM4zzR7+rqivPnz8vdJIbnz5+jWrVqzNf8M0R/cnKy2rPLRS5ykQu5ITnJzxs+4eHhOH36NPz9/REcHCwasf4z4Bd3Wv9WG6Q537YLFy5g3rx56NChAzZt2oSrV6+yc3STrUr08wYGjTznJfFzCkaPHs2yajRJWPOOqxYtWshumP8pWLp0qcDAyw6iH1BmboWEhCAgIADh4eGMMMipBD8F3/+HDx9i27ZtaNKkCRo2bIiuXbti/fr1jIySS+5sz549qFixItuAUwfokiVL2DVPnz7FyJEjBVmNY8eOxfr169mGpFChQkyNQMqgpKioKDYPqW4uACVZQCO8+Yz+zO63nAbt5s2bGVnfvn17TJ8+HXXq1EHRokVBiFK6X5Xov3fvHgICAvDXX3+hUaNG6NevH3bt2sWcXlKMLf6e7dixA4UKFRJEyzs5OaFJkyZsLv38+TO2b9/OlDkcHBzQqFEjDBgwgElTSq1CQEEzxVu2bIm8efMyx45qNsnPEP1SQzUL89q1a6LOm2PHjrEM5JYtW2ZK9L948YJlb8gRuPfkyROEh4fDysqKZSPStsXHx2PmzJmwsbFBnjx5fkj0y7WGBAUF4cyZM2jVqhV69uwJQPisnj59iiFDhjCin5KDgGapXbnWwcjISDx79gwmJiZYvny54Nzbt28xbNgwGBkZwdXVFdu2bcuU6JdCSlYTzp8/j5s3b8Ld3V2t5jMAHDlyBBUrVmREv1jNV1XJazmJv9TUVEZyE0Iwd+5cdo4fa2JEf9u2bUWvnTFjhmQZ/Dt37kThwoUFznMbGxsMHToUZ8+eZdctWLCAOc91dXXRunVrdO7cmT2rggULMqeW1HPx9evX8fHjR7i4uIiWBnv+/DmcnJyyRPRLIacu9n0AsHHjRujq6rJnQH+nduDZs2fZnvDChQtwdnZm5/X19ZldyQdVyWm337hxg63ZderUUZN6//z5MxYsWJBlol/byI5xy7fbz88P+fPnlzQQie/Dv//+i8qVK4sS/YCyxBlvN06ZMoWdo0E+6enpLJCpZ8+ekgcW/+iZ0KDO+Ph4Rli6uLjg4MGDmRL9YrLwHz58gLe3N27fvv3L7aXPPyIiAvny5WOKAX8a+CzWGjVqwNzcXLC/qFevHsuk/K+Brr+Ojo5MhYQfO/yYcXFxgbe3t9bLUYmtS3zpKEqwJiYmYsOGDUytwsvLK9PyM5To19fXh5OTE1MZ4/srFcGfnJyMkSNHqgUnzJo1C4QQVkN9/PjxbCz++++/AITZvC9fvhQtTadNiM1Tz58/R4kSJdheNSUlRXCdJqJf1faQa29Lvzc2Nhbm5uasFBU9/u3bN6xbtw6FCxeGmZkZxo8fz3wIPLK7bElWkdl9498dnuinSlwZGRnsPf/y5QucnJxw6NAhHDhwQDZiPCMjA1++fGFlD6hCLiB+T3mif9++fUwh0NzcXJDwlJMDJ8Xw9etXFsxavnx5tfdKTrx8+ZL51LJC9M+YMUOupuYiF7nIxQ8hKcnPT+S7du2Ch4eHYJNqb2+Pvn37/tJGlDfcZ8+ejWbNmrEMZm1h7969rO4UzTp2cnJCQEAAu0aM6C9TpgwOHDiAfv36QaFQwNzc/Lc2pr8LKrdMQe/lpUuX4OzsDGdnZxw8eDBTadKaNWsiX758stQd/dNw/vx5EEKgp6f3w3pq2YGcYkD9CFlpp1xKF7y8Vs2aNVG3bl3kzZuXHRs8eDB7H968eYN169bBzMxMML8RQlCpUiVZ1AgAMJKpVKlS7JhqFuLjx4+RJ08e5lCXu/aaJly4cAEGBgbQ1dVlSiOAcgxdunSJZTnlz58/y9HCUo8tXhK+W7duGDFiBCpXrgxHR0cQQuDu7s4cu9++fcPt27dRv359gbqFpaUlGjRowDYjUgfAHDhwAPb29tDX14euri5WrFgBAGoOWkr0+/j4MKJfrD6snFi3bh3atWuHv//+Gy4uLuw435dz584JiP7MZMkBeearzZs3w87ODhMnThSUcOCzS5KSkgRE/7JlyzIl+qXG6dOnma3k7OyMoUOHAlAf38+ePcsy0S8XNmzYgCJFimDSpEmwtrbGs2fPAAizuD58+PBTRL8cazqVU+/fvz9cXFywdu1aAEonE9+ezIj+nGiLpKSkYMSIEWxO1WST0ft/9epVdq3qOzNp0iRG8mrbFubXjy5duqBv376oWbMm9PX1oaOjA29vb0FfAgMD0a1bN4E9Ymtri/r168uyfgDfA/W6d+8OHx8f9v6qKrq8ePEiy0S/HKDlK6j6S3R0NC5evIgtW7awkgMVK1bE0aNHBfLE8+fPR4MGDeDl5YUGDRpg+vTpOaaeZ0ZGBm7fvs3Wu5xM9PPvKQ3Y/NXvFwtwk3Kc8d91/PhxVKlSBQqFAl27dsXNmzcF1y5YsIC9y2JZv4MHDwYhyvrLVBlCqjmYv49Xr17F6tWr0a5dOyxYsEBQ8oheFx8fz2Sis0L081Atr/I77Y2IiGB7uwkTJqh9R2bt+Blk5k/5HdC2RUZGMvWp6tWrY/DgwahRowYLLtLT08Pq1at/u2yctvrxs+Az4ikhVq9ePUbSqkp59+jRA4QQDBs2TEAaagtfv37F0qVLsWHDBsHx5cuXgxCC06dPA1CufRs2bECpUqWgq6uLQYMGZaqkFRYWhg4dOsDR0VFtvz5nzhxJCH5A2b82bdqgSZMm7Njq1athYmICU1NTlgAVHR2N5s2bs3nr0KFDAOST7ebf5ZMnT2LJkiUYNWoUFi5cCAMDA4FaFW0nhSaiX25in0dSUhIcHR1x9OhRAMJ9R2JiohrRT21Bei3tr5TrOf9dr1+/xr1793D06FGcOnUKqampautx48aNQQhB3rx5ce3aNcE5GuR25swZdkyuOerNmzdwdHSEp6dnltYsviRicnIyDhw4gEuXLuHTp08AtNMPsTGU3c/+8+fPGDx4MAvKkApZUdf4WaJ/8eLFWm1zLnKRi1z8KmSR69+0aRObIDt37ozevXujWrVqTD65YcOGP1XLVkyWysHBQauSphcuXGDtHT58OMaOHYvWrVuzfq1evZpdS4n+2NhYlhlBf1xcXPDgwQOttVMTsmKExsXFMadgmTJlcObMGRZBryohS4iyxqScMkh/CtLS0jBq1CgQopQv4zcROdEJLgdU74Oc9+X48ePQ19eHjY2NQBb6zp07WLp0KXuX+/fvL/i7x48fY/Xq1Rg6dCgmTpyIPXv2aNU4/xHu378PXV1deHt7i56nbTp69CjLDKxdu7bssrFiWLFiBQghGDlyJDvGG+ExMTGsfEX+/PlZfcaMjAw1KT05xtbFixdhaWkJExMTgQx5XFwcLl++DG9vbxBC4ObmpubgOXv2LLZv3441a9bg2rVrbM6VY0ylpqbiyJEjKFKkCAhRykZSx7jYhopm9Ovp6eGvv/5ihKfcePXqFUqUKAFClPUg3d3d2SZcNQguK0S/XEhISMCoUaOgo6MDe3t76OrqMqlZVWdNUlISZs2alSnRLxeePXsmcAT26tWLnVN9X1WJfj7oR258/vyZ2VAuLi4wNTVlRBnvwAGURP/w4cMzJfrlxPbt2+Hu7s6CjGbPni04nxnRL2fwZ1Zq16ekpDCbzNzcnDmeVf+ePrObN2+y/QU99uLFC9SuXRt6enqiCgbZicuXL8PS0hKmpqaC9QMAAgICmDSpp6engFBLTk7G+fPnsWvXLqxYsQI3btyQVRli3759gqC14cOHq13zI6JfTjI8IyMDMTExbD0QU0i6efMmKleuzOwpsWw5SkxTyE3wU2RkZODWrVs/JPqpdL+NjQ3LGJQDCxcuRNWqVX/7c+SyD/nvffv2LR4+fIgJEyagUKFCMDIyQs+ePXHr1i12zcePH1nmMvWdDBs2DCNGjGAS/m5ubpLXUebvWUBAAOzs7NQCnv/55x+2H+JVhn5E9Gf1e38G9L5ERETAwcEBhBCMHz/+tz/3R98HQK18SnYgPj4eHTt2VJtT6fzfrl07EEKgq6uLiRMn/nKJE23342dBn9OZM2dYNnypUqVw8eJFfPnyBSkpKfj8+TMrD1GmTBkWVKXt9/zBgwesNjiVgKfJA+bm5ggODmbXJicnY+PGjfDw8ICJiQlGjx6dqT8zPDycvUu8fd+5c2fky5cv2+0R/l7REnEZGRm4fv06+66nT5+iUqVKMDY2ZmMjLS0NqampLPiA/vB9lwtbtmyBQqFgbTI3N4eBgQHGjh0rKK8KaCb65SjtQsE/k2PHjmHMmDHo1KkTRo8ejdKlSzPVBPrOZkb0U6VJOcD3IygoCN7e3qx8J7Wh5syZo1aakBL9NjY2+Pvvv+Hv78/2kOXLl2fvh5y4cOECCFEqdCQkJGR5zhFbA7UZdBEfHy9amuHIkSM/xc1kBXIE6vKqSGL3kSf6fXx8RIn+7du3w8rKSvLyYLnIRS5ykVVITvKfO3cOZmZmMDc3VyM3Tp06BSsrKxBCULdu3Sxll4gR/FZWVlo1agFg/Pjx0NHRwcaNG9mxlJQUVnuKEII1a9awc5To//LlC6ZNm4b+/ftj9OjRstQk5fty+/ZtrFq1Ci1btsTQoUMxc+ZMxMTEsPZGRkaiSpUqIISgaNGimDNnDp49e4Zv374hJiYGAwcOZBvy3MUu60hPT8fYsWP/k0R/YGAgLl68KHczfhv0Ofz9998ghGDlypWi5w8cOMDeeb5OkybIJWX65MkT5lDX5JDJyMjAmzdv4OnpyeRjvb29fzvbI7sxdOhQEEKwdOlSAOKboPv37zPntKOjI4vkzgnvl5+fHwghmDZtGjvGr2VxcXEoX748U3/4UfCUnH1KSUnB4cOHmTJP586dWXvFiP4TJ07Aw8MD+fPn11gGRg4EBwez8UIIwZ49ewTnNRH9bdu2zVHSp2/evME///zDalm3bduWPQ/aBzGiP2/evJg7d64a4SQXIiIi0KVLF/Y8eLJSE9FvaGgIBwcHHDx4UOrmasTjx48xePBgWFpaghCCIUOGqDnaxIh+d3d3rF+/XnKJZU3IyMhAYGAgswfd3NzUajyLEf26urpo2rSpWokOKcDPP5GRkXj06BEOHjyIy5cvqzluk5OTmXS/hYWFYAxpUudQzQ48d+4ckwPVBmg7aAbvzJkz2Tl+Dbxy5QqaNGkCQghatWqVaSYgIK/qxYEDB2BjY8NIZD6TjEKM6K9YsaLUTRXFy5cvYW1tLaqQRJ/XnTt3WFYtHwwqty2SlaytrBL9lOzw8PBg5fKkQkZGBr5+/cr8B3ww7u98ppTgv2/btm0oXLgwdHV1oa+vzxIKjIyM0K1bN4HyX2pqKnbv3g1nZ2dBwIyLiws6duzIFA3lCBzZunUrCCHQ0dHBlClTEBoaih07drD+DBgwgAW90P4nJCQwot/V1RWBgYGSEAFPnz5lWe7Tp08XfGdKSgoiIiKwfPlyzJ49GxMmTMC1a9d+iSDmn8O0adNACMG4ceOyryNQZlWXLFkSrq6u7PuoT4eC7qF0dHQwatQo0eCjzCBFP34VycnJCAkJYfWrDQwM4O3tjUqVKsHV1VW24BeatU/XZbo35RV36PybnJyMTZs2wd3dHSYmJhg1atQPE5dUx2FcXJzoeppdWL9+vUb11YCAABBC0LVrVxYoTdt37do12NjYoHbt2iCEwM7ODklJSbKth8ePH4ehoSH09fUxevRojB49mpF8NjY2gqBPCn6dpMkexsbGiI+Pl3Vd55Po+J+aNWsKyrgA4kS/tbU1hgwZIruKI9+PGjVqoFGjRjA1NYWuri50dHTQvHlzNf9Bz5492dpCf4oWLaoWkCsXHjx4ACsrK7i4uLC2a7LBvn79Cn9/f7VnpW0kJSVh7ty5qFevnkAVYc2aNex9ltq+y05s3LgRhAil9sXGRXh4OCpUqMD2GnR95MsL0KTHnKIolotc5CIXPCQn+WkE57x58wTHqZF99+5d5sTp0KFDpp8lRvBrW5bq+PHjiIiIQK9evdCsWTN2nF8kaJapKtFPJcHoAiHHpps3FIKDgwWS4/SnbNmy8PPzY0bey5cv0ahRI1aawMTEBC4uLkzWu2DBgpnWDcuFOLRF9MtpyJ45c4YZgjmFLPodxMfHo1ixYjA0NGTzith7u379ehCiLDnCG8b8c5TboQsAQ4YMASEEHTt2xNOnT9XO0zY2adIENWrUgIuLCwghzJmVU0Dfm3bt2mm8Jjk5WVD/r0CBAjh58qSErRRHRkYGKydAA914goaOr0ePHsHDwwMKhQKbN29mf5sTQYl+6kDr3bu3RqI/NTUV586dYwoRcm+8+Xu6f/9+1KlTB4QopT5V5XFViX56be/evX8q40zbeP36NSZNmgR7e3vkyZMHS5cuZRtSMaKf2mUlSpTIURv48PBwlgnv7u4uqDOu+i6Eh4eje/fucHJy0nqppp/Fo0ePMHjwYJiZmaFAgQLYunWrGsHPE/00q9zX1zdHkPx8G3fu3AkfHx8oFAp0795djfBTzSgqUqQI8uXLJ3lAD9+OPXv2oGLFisxm1dfXR7ly5bBz506BEzyrRH9m36VN0O9p2rQpCCGsfaqkMqAkz93c3GBiYoLDhw9L2s6sQHXepUEwgwcPFp1LaR9fvnzJHLk5Ifjw1q1b0NHRQfny5QFoVqE6ffo09PT0kCdPHq0rPfwstm3bhtmzZ7N7LLYm3759G9WrV2fZdLTeNUVcXBxWr17NAkrkGGvLly+HgYEBBgwY8Fufw9v4b9++ldRG2bFjB9tLLF++HI8fP0ZoaCgGDBiAPHnyQE9PD507dxZk9APKAJjr169j586d2LNnD6KiotjaoU1fg6bnfPr0aVhbW8PW1hbbtm1jx1evXg1dXV1ml/fp04eRMLzzfNCgQSwLUzUgK7vbn5GRwUi9QoUKMVsJUBLmU6ZMQalSpQR+EkdHRzRr1oxlNmZlvKv6rBQKBSwsLNSe5e8gPT0doaGhzDcTGxurFoxGMWHCBEb0z549O8uy9VL043eRnp6OqKgo9OvXjwVYEaJUt+nVqxfzb0mtbhEUFMTuuaWlJY4fP87OqxJ6v0L0U2h7znr69CnMzc2RL18+lvXLvwNTp04FId8Vn9LT09m9vnDhAszNzfHo0SPMnz9fckU31XszY8YM6OnpCcp9AUCnTp0Y0S/mO+A/Z+3atbInOp07dw6mpqYwNTXFzJkzsW7dOjRu3Bh2dnbQ0dHBhAkT1NRYeaJ/w4YNsLS0hLu7u1qmvJQ4efIkDA0NYWVlJQjYe/r0KebPn8/e57/++kstQz8oKAiTJk1C586dMWvWLOZnyAnqSAkJCUxhZOzYsWqcAPC9nbGxsWpBoVIgLS2NlfkpXLgwXr9+zRRH8ufPny0BlHKVeElNTWXBqObm5gLVKbH58ujRo8iXLx8IIahQoYJaRn9O2k/lIhe5yIUqJCX509LSmJOARkbyEVB0kr127Rpz4mzfvl3jZ1FIRfCfO3cOhBAUKVIEJUqUYDJoYjWLNBH92V3X7Vdx6NAhFuE8duxYbNiwAcuWLWOSxXny5MGwYcPYohYdHY1Vq1ahSZMmTMaqYsWKGDJkiFYzl/7ryG6in38vIiMjJTdsHzx4gOLFiwsk0n+1DWJ/J/U78/XrVxQvXhx6enqsP2L4+PEj6tWrB0IIAgICJGxh1kDvGyVijY2NMXXqVEGGH91wpKamwsXFBdOmTcPHjx+ZM0RuMpbHxYsXYWNjgxIlSgiymlRx/fp1WFlZMelob29vJCcnyzr3pqeno23btmrRxDwyMjKQkpKCYcOGgRCCvn37StzKn0dqaipCQkJQqFAhEKKUWFcl+lXve04ZU6rkWOXKlaGjo4OuXbuqETL8tSdOnEDr1q1/mCkrB968eYOJEyfCwsICBQsWxJo1azQS/YmJiVi2bJlaVl1OQHh4OJOeLVWqlGAeVm3nixcvZC2JkhkeP36MAQMGwMDAAKVKlUJgYKBGoj86OhpTp07VasmpnwXfxt27d6NMmTLQ19fHgAED8OTJE9FrAWXgn5wBPTRzg2YEVa5cmalc2Nraon///oJAhZSUFAHRT2VOcxK6du0KQr7Xg9S0r6AZsTQgOafMtxR8Ww8ePAgLCwsQopSYFsuOoe90ZGQk25vI2aeMjAzcvXuXja/Lly+LXpeeno64uDhmh5w+fVrahmYC2n4LCwssWbJEI9GfkZGBc+fOwcvLixH9NLhbdR6Wa+69evUqC+TJzF7PDHzbx48fj8qVK0tGXoaHhzNFpJ07d6qd37hxI8qXLw9dXV106dIlS+3S1lp++/ZtFhCo+h2fP39m5bL40oXUV2NmZobly5ezhI6BAweqEf3x8fEYN26cZP6F9+/fM/9HpUqV2Pjv2bMnI/Xr1auHYcOGoWzZsmycFStWLNM9CIWUPqsPHz7A1dUV+fLlY9LbmhRoaLlFhUKBAwcOAMhaiRtAOt/b7+LVq1e4efMmLl68iNjYWLbXlWOe2rZtmyBYxN/fn50TKxOiSvSPHTtWFgVQVSQmJqJRo0aMiFRdLxYtWgRCCKpUqaIWONyhQwfo6+sL3m05smGDg4Nx5swZ1KtXD3/99Rc7zge70NIONjY2OHHihNpnqI4hKfuhes+pogAfrPDy5UvMmzcP9vb2sLS0xPTp0zMl+nfs2MHmDLnUbGiQs5+fHztH7/OXL19w6NAhVvpi2LBhPwwCk6NMjSbs3LkT1tbWKFy4MLZu3SqYi/gSgW3atAEhBMuWLZPcxv369SsrdUBL7Tg5OQnKavzq2OD7QgOcpMTXr1+xatUqGBkZwcjIKFOi/9OnT8weI0SpUiW3wkUucpGLXGQVkmfyUwlJXuaeB12MR44cCUIIJkyYoPEaQNpNRlRUFHx8fFgUbteuXQGIByoAQqJ/3bp1Wm3bz+DZs2fw9PQEIQSbNm0SnHv9+jWGDRsGBwcHmJubY8qUKWqRkq9evUJERAQAZDnyOxeakV1Ev6pzqnTp0hqdjtpCamoqqxHJZ2D8rEHI9+Wff/4R3BOp0b59exCirP+eWY1k+gxHjBghYet+HjNmzICRkRHMzMwwYMAAXL16VXCeEstUCh/IeeTAy5cvmRRj9+7d1ZwIdPxcvXoVFhYWOHHiBEaPHs3mLblBpc/q16+fqZzivn37mEOdzy7KqciM6M9ppKsqVAknX19f6Orq/pDol9Nh+CNERUVh4sSJMDc3R8GCBbF69WqNRD9FTuxHREQEIw28vLwyJfo1HcsJCAsLQ//+/aGvr4/SpUuLEv2qjrec9Dz4tgYGBqJ06dLQ19dH//79MyX6AXnWkJMnT8LAwAB58uRhpFlKSgrevXuHwYMHI2/evNDX10f37t0FjvPU1FRG9BNCRJ27coDeQyqPzDum+ftLfz9x4gT09PRQu3ZtaRv6E/hVol/1dznRuXNnpugiJntN+9isWTMQkj1y8tmFd+/eYdasWciTJw/s7e2xaNEijUR/fHw8y/IyNDRE/fr1cxy5N27cOKYIkZSU9FPzDj+e+Fr3UtmNd+7cgaWlpeB95TNgAWU5tEKFCsHAwAA9evQQqA1JNccuX74cZmZmWLZsmeie6Pnz59DR0UGvXr3YsaVLl0JfXx+mpqYsOGHLli3sHvfr10+N6KfQNnFGM/NiYmKYb6RixYqYP38+FAoFSpcujbCwMGY7ffz4EevXr0e5cuVACEGtWrUyDfTUls9KLBAHUGaMVq5cGYQQ9OjRQ1TphW9T7969QQiBg4ODmjKPFP0Qgxjh/TufoQo5CMzExET06dMHXl5e6NevHxv7vLJpZkQ/HZszZsyQdU9Ov/vOnTuws7ND8eLFWRY7Pffx40fW3tatW+PBgwcICwtDnz592N43M3+KtnH8+HEQQlCyZElUqVIFQ4cOBfB9ruHH+o+IfrmxceNGLF++HAMHDkTz5s3ZcdqHT58+YcWKFbCzs4OVlVWmRL/q30qN5ORk+Pr6Ql9fnwURqs7/iYmJWLNmDWxsbODp6YkHDx4AkHffx7+PYWFhOHr0KFasWIFdu3YhPDycnQ8PD0evXr2gq6uL4sWLY9GiRWpBCrREaPXq1fHx40dJ+8Hfay8vL+jr60NPTw+LFi1ix3/1PouVeBHjeLQBvs3fvn3DihUrMiX6qV+nffv26NevH5vLaMB6LnKRi1zkdEhC8vOT65QpU5iBl1mW0rp160AIQcOGDQWZl/xnyRFF/PbtW1ZHytzcnH2vmIMNEBL9qoS6trBq1SrMnTtX43kqhdSpUyd2LD09nbU7JiYG06ZNg6mpKYoUKcLqDfMSNWLPIxe/jt8l+jU5p+SQD/v27RurZTRp0qSf3izw18+cOROEKGudffnyRevjjR/X9H1Yt24dDA0N4e7ujgsXLqj9Da116O/vz/qcE8Fv5iZPngx7e3vo6OjAysoKgwYNwqhRo1CrVi2WnZITpHAzw4kTJ6Cjo8MchBEREWpjrUuXLjAxMVEjcLQNsfmRXxcuXryIAgUKCLIxedC59uTJkyCEoH379tptcDZClejv168fPn/+LHezsoSsEv38GpjTwRP9hQoVEiX6/wTwRL9qRv+fhCdPnvyQ6M/J+BmiXy6kp6cjIyODST6vWLGCnaNrRHx8PFatWoVChQrB3Nwc8+fPR2pqKpunU1NT0adPHxgZGf10veLfhabxQP//7NkzVseeDypUdVCfOnUKhBC0adNGimb/Mn6W6JcSmb2TdJ0OCgpC/vz5YWVlhUWLFgkcgfSa1NRUlClTBnnz5lWTupcb0dHRmD9/PiwsLH5I9J84cQJmZmYoXbo0CFGWTJKKEMgsII2eu337NhwdHVGoUKGfqpkuRmBaW1tLGsRAgzpLlSqlFlzP94E6yI2NjdG9e3fcuXNHsjYmJCRgzJgxMDExgaurK06dOiV63Y4dO1iQ+eXLl+Hh4QFjY2M1hbcePXqw/Wrv3r21nrmvidSi8wxP9FPlRr5cGf37hIQEbN++HQUKFECePHnYnj0zskwbBH9kZKTgGdDjISEhsLGxQb58+bBlyxbRftO2xcTEoGbNmlAoFFi5cqWk/RAD/907d+7Ejh07ckTZouxATEwM20tQPychBPPnz2fX0GfF3/OkpCSsWLECVatWzTEKT7Gxscwm54ky3v5wd3dnc6m1tTUIUZbEkFs17NWrV/jrr79gYGDAVP5UJeo1Ef2a5jw5cOfOHRag4+rqivr16yMlJUVtTf706RP8/f0zJfpzAr58+YIyZcqAkO/lDMUQGRnJgqxoSQi5wI/hHTt2MN8O/SlQoAD69+/PbMGbN2+iQ4cOMDY2hkKhQJUqVTBjxgyMGzeOBWcVLFiQvSNyPJ9r166BEMJK67i7u2dJsUYTNJV4+Z3P1ISszClfvnwREP08Z8IHXdjb22P8+PF4+/ZtjikxmYtc5CIXWUG2k/z85Pru3Tu1mnAXLlyAm5sbrKyssGLFCrXsRBo9dezYMbbpE8O8efMkIfjFSJq3b9+iQYMGbANIa1trIvppDRhtLGaq+PDhAzMs+Excvk20Vha9t2KRw2/fvmV1Pzt06KD1dv+/QMxpy2fw/QrRL6dzauXKlZg3b55avd1r167Bzs4Onp6eCA0NBZA1w0isL7a2tqzuYXZDrF64KuLi4lC3bl0QQlCuXDncuXOHXcfXjv3rr7+gq6srqOOrLWRHZsOmTZuYJBf9USgUKFOmDHMi5HRjljpFCSFo0KABZs+ejYcPH+L+/ftMZrN27dqSZgzw9+zr168aa9vNnj2btX3NmjWIjY1Vu6Zdu3ZMsu1PAiX6qYNn1KhRcjcpy9BE9Hfr1i3HZS1mFapE/9q1a/9IpylP9JctW1a0TuafAFWiPygo6I8g+Ck0Ef2DBg1i2Tfahr+/P6s1L4bk5GSULl0aenp6LNhRlbhMSEjA5MmTQQiBm5sboqKiAHzvX2pqKpuX5SAyY2JiEB8fL7CvaNs2bdoEExMTGBgYaAwspO/KggULBH+bE6GJ6B81apTAzpKrTefPn8fmzZvh5+eHU6dOCc4lJSVh1KhR0NHRga2tLUaNGqWm/kIVkpo3by5LBqNY4Ag/plWJ/oULFwreF/r7iRMn4ODggAMHDqBNmzaySEefOnVKLaOKz8Bq2bIlCCEYMmRIlt7bnCJB/vTpUzg6OsLV1ZUpPIkFMiQmJqJw4cJMUaFx48aSzbuA0rczffp0DBgwgB2jeyKxPQP119CMZT6pgCovUKn8UaNGaW3fwScyrFu3DpcuXRKcp3348OEDk4Oma4xYm+Li4pgvqG3bthq/D9AOwR8REYH8+fOjXLlyaopgr169YmXBqlWrhuPHj2sMHktJSWHtq1+/vmT9+BF27drFfACPHz/W6nfJhbVr14oS/TR5AABTV0hKSmJrhxT2iNiYVx07ISEhIIQgb968AlURQNnGu3fvonbt2ihQoACKFSuGNm3aiM5tUoL2ITIyEk2bNoWhoSEcHBywZ88eNR+QGNFPCBFN+JADsbGxmDZtGgtWqFq1KjsnJj/OE/0zZ87MkftAWmZq2rRpADTbrbQ8wbBhw6RsnkbwyjTDhw/HokWLMGrUKDg7O4MQZekK+l4/ffoUc+fOVQsIsLCwwF9//SX7O3Ljxg2MGDECO3bsYOtI4cKF1d7xrEAuBZgrV65g586dGDlyJDZs2KCmWvr582dG9BsYGGDcuHGC80OHDgUhwvIXOd0nmotc5CIXFNlK8vOT37Fjx1C3bl2UL19esBlPS0tjUvz58+fH1q1bWcYo//e0Hg2tZ6/qmOjbty+cnJzUHCm/ix85wXgSnNbgLl26NJ49e6bWB/531ah8beLq1assw1UsS3Tnzp1QKBRo164dO8b3m/5+7do16OrqokiRImokbi6yDv7eJiYmIjY2Vi0Sm3em/QzRL6dz6sCBA8wwbdGiBTZu3MjaGBsbyySnBg8enGkfKKTuC9+W/fv3o0ePHqhQoQLGjx+vRtS/e/eO1WYqXrw4Nm3axOQZMzIyWF99fX21Jq+1dOlS7NixQ7T9PwN+Xvr27RuCg4OxbNkyTJ48Gfv27cOHDx8A5BwpXDHwff/333/h5ubGNrlWVlYwMzNjxI2UGQP8d+zevRtVq1aFs7Mzqlatijlz5qhlKfGS0EOHDsWePXsQGxuLt2/fMjnHUqVKSaaqILaB+dVNTWpqKoKDg+Hr6ytZXdXsAv8cDx06BF9fXxgaGqJZs2Y5Lgszq6BEv42NDczNzREQECB3k34JERERTB67bt26f2zJIEr0m5iYwNnZGYcOHZK7ST8FVaKfZtWMGzdO62sHlVo1MzPTmFWVlpYGb29v6Onp4fz58+yYavu/fPnClIdoRpCmDHptg/+ewMBAVK9eHV5eXvDy8sL69esFigJv377FP//8A2NjY6b2cvXqVURERCA6OlqW9eN3oTrv0rrXU6dOlbFVwObNm9meimZQN23aVBDAFx8fjyFDhsDS0hL6+vrIly8fRo8ejXHjxjGFpEKFCjHnrbbHlKa96IcPH/D+/Xt8+fJFbW3niX4HBwfMnz9fLcCiVatWKFCgAOLj49n7JKXaws6dO0GIskbsnDlzcPHiRbVrbt++jTx58qBChQps7Gu63zmF4AeUpDGdizp37izaxtTUVBbAVK9ePVSoUAHOzs5a36OrqjHRMkwAsHXrVixevJgRkHypmcTERFSpUgWEEAQGBrK/oev2+vXr4eHhAT8/P1SuXFlrQSN0rL98+RI1atQAIQQ+Pj4ssIuCJ/rbtGmjkVymfVy9ejUUCgVat26t8btpIJmVlVW2Efzh4eHIly8fCFHWTT579iwA4Vg5d+4cCwZp2LAhzpw5o5Hov3nzJkxMTFCmTBnBs9VWP8TAt+nt27fw8vJC/vz5s0UFU3Wu0yZZw/fj8+fPePPmDe7fv69R2U0T0Q8AI0aMACFE1uzx58+fC8hgqpRE0aNHD+jq6jJ/rar9l5aWhjdv3iAmJoZlycpRJ/3jx4/Mv0ERGRnJkh1KlSqFCxcuZKoY06FDBxgaGkqu7gRoXsPi4uIwb948ZqNQchwQJ/pXrFiB/PnzgxCCJUuWaLXNmUHM7wwAGzZsYO/DsWPH2Hl6DbVJli1bxoL55MbFixdhZWUFIyMjASkMANu3b4ehoSEIIUwpheL9+/dYtWoV5s2bh/nz5+PChQs5psQh9WUmJSWxUlNiRH9m7ZRLAWbLli2wsLCAnp6eIIhi9OjRbD8IKOfnlStXwsTEhCUF9enTBzVr1mTBh6pzRi5ykYtc/AnINpJfdXKlJEvt2rWZccpH2tMMRVtbWwwfPhwXLlxAQkICvn79ioEDB4IQgjJlymicXBMTE9U2Z9nZh7t372Lz5s3o1KkTJk6ciOXLl+Pbt2+CBevt27csw7dUqVKZEv1SZ9Bcv36dLWqqRP/p06fZOZ7MVN2AvH79Gra2tjAwMMCzZ89ydBZQTgV/z0JCQtChQwe4uroib9686Ny5M4KDg5nBmhWinx9bcjun5s+fD319fRgZGUFHRwdGRkZo1qwZey/v3bsHW1tbEEKwbdu2TD9Lzr5s3rxZYAQSQmBvb4+xY8cKrnv37h1zwBkaGsLe3h41atRA0aJFmQNXWxnw58+fByEEenp62LdvHzv+q+/kj/7uT4hW5ftw+/Zt+Pn5wcfHB0WKFEHFihXRt29fNhal3iwFBASwsWRqasp+r1y5stqYnjx5MgwNDdkGvVChQrCzswMhSqUYqVQV+Pu5b9++bFEPSE1NZU4dqWWXf3e9Ug0kKVq0KJydnSWvkZeVbJqsIioqCsOGDYOHhwfevHnzu03LMvg+ZEepgKdPn2LQoEGyBI9k5/N48uQJOnXqhIIFC+Lt27e/27SfgiZb4mfAEwZbt25FvXr1JJOSpUotgwYNUjuXlpaGhIQENGzYEIQQTJ48Wa3N9Drge6bp6NGjtd/wLGDr1q1szaASt4QQdOzYUeCgevXqFZYsWQJzc3NGvtjY2LD1w93dXVJVHrEa0T/7bvDX79mzBx4eHpLVRBfD4cOHoa+vD0IIevbsifbt2zMHuY+Pj6AkVkJCApYtW8ZKuvFBAdWrV2fEgDbtkQMHDrBAAj5jGlAGjpQvXx558+ZFgQIFMGTIELWMREr0W1pawsTEBL169UJYWBiePXvGMhlbt24ti7pCamoqDh06hJo1a7Ixr1AoMGbMGBw/fpxdFxsbi0aNGoEQAj8/P42fJ/ceigcd9+fPn2cqFvy8lZaWJsiWd3Z2xrBhw3D+/Hm2dmjrHV+0aBEriaWK0NBQKBQK2NnZYeXKlWpEPwBWh5sGFvJZylWrVoWHhweA7zZidtuK9L68ePGCZU62adMGT58+Ff2urLSDjh1aOqFPnz6i1x0+fBjGxsYwNDTM1gx+BwcHRroQQlCjRg1GxKoGS9E1pF69eti/f7+grAv9/d69ezAyMkLdunVFx1F29kMMfJvj4+Px8OFDECJUMftVO4t/zy9cuCAYf9kNvo0HDhxAo0aNmB+tcuXKWLNmjWhiE0/0T5s2DdHR0Rg8eDALZpQrUHrRokUgRFmWZevWrYJzdOxs27YNhChlyVX9stlpL/8s+O8+fvw4WrVqhS5duuD69euC869fv0aLFi1AiFK2/+LFi5kS/TRpS0q/An/PoqKi1ErRxMbGYsGCBVAoFDA2Noa/vz+7XozoX7BgAby8vCQJVtBE5me2XlFbw87ODqdPnxa9plGjRlAoFNi9e3e2tfVXsWDBAhDyXTWL4sKFCyhbtiwI+blSnlL54MRUXXjQYLyEhAQWDMMT/XQOyMjIwJYtWwSJl3IpwOzZs4fZhgMHDsSQIUPQunVrdqxq1arYs2cPuz4xMRGHDh1i+yb6U6JEiT9G1TQXuchFLlSR7XL9lDCzsrLC6tWr1c5ToygpKQm9e/eGpaUlm1CLFCnCIpPd3Nw0Tq7amGxVs3qdnJzUiL+aNWtiw4YNgihnTUS/3BF4QOZEP5WhKVOmjECyLj09nS3y8fHxcHBwQPny5XNEf/40qEamKhQKEELg6emJkiVLwsTEBI6OjhgzZgzbdGoi+nlil78OkN45xZcXqFevHvT09DB16lSWrVSgQAEsWrQI8fHxTMrN19cXDx48EP08Ofty8+ZN2NjYwMrKCn5+fti1axdGjBjBnGx9+/YVXP/x40eMGTOG1c2ipGzr1q0ZaaaNdyUtLQ2jRo0SDfz4fw6+EdugfPr0CUlJSew5SD13PX/+HK6urrCzs8PGjRvx/PlzbNmyBdWrVwchBB4eHmrlJwIDAzFkyBDkyZMHlpaWKFu2LAYOHMict1L2gQYouLu7/5I0W04APy6ePHnyy8Q8/zknTpyQvCYb//2nT59Wk5f9Fbx//55loEoxrvg+bNu2DV26dGEqKL8DObJI+b5cvnw5W5SkIiIiJHcaqhKp69ev11hWJKuflZGRwQI4tNkP/nlv3ryZ/a4qVwx8d/YYGxtj586d7LhqzVt/f38QQjBy5EhtNTvLePLkCQoXLow8efJgzZo1eP78OVasWMFqoNerV0+Q1Zeamorr16+jUaNGKF26NIyNjeHr64shQ4ZIun7wY2rdunWCrN3f+Sy5gsQohgwZAlNTU4EjOTIyEt7e3iBEWcKJ7vsA5b2OjY3F5s2bsXDhQkyZMgXHjh2T5B2ncrHNmjVTI355Kdm8efOy/UjBggWxf/9+wedER0fD398fefPmZcH4NjY2IIQIpOS1bXuqlkTgx8CpU6cwbtw4pmRhZmaGpk2b4vLly0hKSsLFixdBiFJpjw/EEMOMGTNkJfh5JCUlYcGCBTAxMYGOjg4GDBigdp/p/n379u3smLZskkePHsHe3p4FQalm2r99+xYTJ06Era0tnJ2d4e/vz4h+2iY/Pz8QopQivnLlCr5+/SroR48ePZCcnKzV8fTx40dUq1ZNbZ7XpNqS2f2k73BGRgaqVq0KQ0NDVj9a9fMePXqEkSNH/nY5BZ7gp+/llClT8ODBAxQqVAh58uQRlBZQ9WlR31rp0qUxe/ZsNTKnd+/eIIRg4sSJos8hu/rxIyxZsgSurq5Yt24d3N3dGbn9q/Mm/3dTpkyBs7OzWrZ8dkFTNnKVKlVQt25dODo6wsLCAp07dxatt71x40b2NzSIydXVldnLcvjhBgwYIPCHtm3bFtu2bWPvMAX1g86ePRtpaWmy+yX47w8ICGCJZy1btsSNGzfYOU1E/6VLlzIl+qXsH9+OI0eOoG7dunBxcVFbq2JjYzF37lwoFApWElfsMwBl9j99htoaV2FhYYJEN9Wkp169eqFx48bo2bMnrl+/LihZ+OrVK1Z2hxCCLVu2ICwsjAXwDhkyhAVayq00m5qaijp16sDAwECg9Hf58mV4eXmBEKImBf/x40eB4g2FlONKtUTW4MGDUalSJYwdOxbBwcHsHF0rVIl+WooVACZMmABCCLp06YLU1FRJCX5+jCUnJ7MgULomU2zfvh2VK1eGQqFA+fLlceTIEcH558+fY+fOnZgzZw527drFgrFy+Y9c5CIXfyJ+muTnjSNVnDt3DqampjA2NhZMrprkVFNSUrB582Z069YNxsbG0NXVRenSpdG7d29ZyA1AudDRjNnhw4djyZIlmDlzJov+dnR0xOTJkwUOUZ7oL1euHKuflROgiei/du0ak6yrWbOmIAuCgpZV6N27N5KSkmQ32v9UBAUFsYysVatWAVAaeO3bt2cBMYMHD86U6CeEICQkRO2z5XJO0bY+efIEdnZ2aNOmDaKjo7Flyxbm/Cxbtiz27duHjh07wsDAgEXkazJo5egLdXzyBEB8fDz279/PnJqqRH9qaipSUlJw7do1XLp0Ce/fv5eE3PjZUg5/ArLTMZlT7sHZs2dBCMH69evZsfT0dLx8+ZJJnrm7u6sR/YDSuf7mzRskJycLsm20Cf6+vXr1Ch4eHrCzs1OTnPsVqLZd6me0evVqWFpaYunSpb9ce1C1zXJEdNPgyaZNm2ZbprTUz4Kugw4ODjh69Kik353doA7cHj16qNWG/lXIMX9R6Ws3NzfR+Sir0JSpoy2oziuLFi2Cnp6eQNoTUJajoRlB5cqVE5CZfDtp1i8lcuVcSy5cuKC2fgDAmTNn0Lx5cygUCjWiH1D29du3b3jw4AGSkpLUFKKkAq2jTAgRkN8/C02y0lIiKSkJpUqVQseOHdkxup99//49C9xTJfo1Qdtrx+nTp1G8eHEQQtCqVSuWVXn//n24uPyPveuOiiL5uqdmyDlIUBADIAoY1oQBzDmnNWBOa1qzmPOa1hxRVwUUc1wTRjAQzGldEy7qmkVJIkqc+/0xX5XdMz2IynSP+5t7Dmfd7p6Zqu6qrlfvvndfCTg4OCA0NBSpqak4evQo+vTpA0KUakNcexJQBldcunQJ9erVQ6lSpeDl5YVOnTqJViuWe69iYmIQFBSEKVOmqMmnX7hwAUuWLEGpUqUYOVarVi3s2LEDdevWhbm5OXPmCo0lGuBjb28vOcFP8eLFC8yZM4cRUwEBARg9ejTWrl3L3lUVKlQQrQzHli1b4OPjAwMDA4wdO1aN6H/z5g1mzZoFW1tbNaKfgpbYsbCwQIUKFeDj48PWHhogrc25fuzYMcjlcrRt21bwfEJCAhITE9XIS1Vw9+ejR49mgVdcgkoV31tSSIjgnzx5MvvuFi1aCKoJcO/niRMnULNmTVbWrG7duli+fDm2bt3KshzLlSuXrz2j7dJI2dnZLICeqg9cuHDhm7+P+46i/gVzc3Ot++j2798PmUyGIkWKYOPGjQCUawm1RczMzNC+fXue4grFqVOnULt2bTRo0AA9e/aUTI2O+3v37t1DcHAwU4+g/p0jR44gPj4egFLtzMbGBgEBAZIpmAqB7p2srKzYs6BQJVkLQvSLDVWVXCor3rFjR0GfYGpqKhYsWACZTAYbG5t8iX7V7y9MLFu2DCVLlsSOHTvUxgM3mIX+ubm5YeLEibzgl4cPH6J37968a/z9/VnpTHd3d53ItM7KykL9+vVhZGSEGzduAADi4uIECf6cnBykpaVh1qxZzB8sNcLCwtSeByEEv//+O7uG+qM+fvzI5kipUqUwd+5cFoxRrFgxNbUfbZd44eLixYt48+YNypUrh7Fjx6q1HVDyVM2bN4dMJkOPHj2QkpIChUKh8f0q9fzXQw899PhWfBXJT+VolixZwjtOF+6ZM2cKZo0Dyvpt69evx/Tp07F37161urbPnj3D48ePkZWVJZlz6sGDByhTpgwIIbwMIUBp5A4cOBC2trZwcHDA4sWLGbEHKIl+utEKCAhAdna2Thi4AJ/oX7p0KQDlM9u/fz9q1qzJIuwXLVqEiIgI3L59m21GihcvLqlU5o+OmzdvwsPDA2ZmZjzJ+t9//x2EKGXfqaS9JqL/119/hZmZmRq588cff4jqnDp8+DBP4ghQOpapEUfr2X748AEjR46EqakpM8RpOzVlAcyaNUvrfRGaj7NmzUJAQAA7z70mMjJSkOjXJFMqxnzXFtEvtSG7Z88ewdqqug6he37o0CH4+voKSn4mJSUJEv2qmTdigfubycnJ+PvvvyGTyXh14761Xdwxpe3sHyGcPXsW1tbWkMvlvCCeb4VU6/ndu3fh5uYGe3t7NbvkWyAkqa0NcL/348eP8Pf3R5EiRQpFWlHVNhQzy/fGjRsoWrQorK2tsWXLlu/+PjHfvdxn8vr1a1SoUAFFixbVSj/ElIfv0aMHCyA5ffo075rY2Fg0b94chBC4uLhgxYoVSE9PR2ZmJrKysjBq1CgQQlC7dm2WbS0WhObenj174OjoyM5xiZWLFy/yiH6ujCk3u1RMcMn4f//9F76+vnB1ddVKHWVtgvtbmZmZeP/+PbKystC5c2e256XPgt5rTUS/VGtFXl4eYmNjmepDp06dkJ6ejmvXroEQokZypKamYsKECYL2JLe83ps3b5CYmChaPWXu/QsPD2eKfx06dGCkn+rYePv2LVauXIlmzZqpOaurVq0qqOaTl5eHiIgIVK5cGbdu3dJqn74WKSkp2L9/P1xdXdX6U6FCBVHIDe53b926FV5eXhqJ/tevX3+R6B86dCjc3NxACEGRIkVQu3ZtUUpYAGBKaFw1pA8fPmDNmjVo1aoV7OzsULx4cTRt2vSL62FeXh4rF1OyZElBsrawQOdCQkKCGsFPcerUKTY2jhw5Ivh5QOmPmD59Ois3wv2rUqUKG1NSZi4mJyezOWxiYoIFCxZ8U3CBkEKgnZ2d1n0ld+7cgbe3N0xMTHjy9gsWLGAEPy3x1759e974p88qOTkZubm5otavL8iade/ePaxbtw6VK1cGIUr1lOrVq2PHjh24d+8eK2fIJQelxNmzZ2FmZgYzMzOeslB+pWa4RL+fnx/Onj2rE75cmpBiZ2eHP/74I99rU1JSvoroL2ykpKQwcr5KlSrYtWsX+92oqCiYm5vD3NwcCxYswJEjR9CvXz+4urrC2NgYAwcOVCtNMXfuXPj5+bGySe7u7ujWrZtW1TO/FqNGjYJcLseZM2dw//59QYKf+ncfPnwIa2trjBgxQqrmMpw7dw6mpqawtLTEokWLsGnTJkyaNImtC5MmTVJTzfv06RN69+7NVJRUbRJ6nbZLvHBBA9Y7duwIGxsbpiQtFHB08OBBtgZyFQv00EMPPf5L+CqS/8KFC+yFTjNmgM8EBZXrjoyMZOeePn2K8PBweHt7s8+ampqiYcOGOicFfOTIERgYGKB///7sGNfwfvHiBcaPHw9jY2NUqlSJETR0AXzx4gXat2+Pmzdvit/4L4BL9FOHlUKhwMmTJxEYGCgYxefp6SkJOfNfgUKhwKJFi0AIvy7k/Pnz2Qbp4sWLLGvcyMgIw4YNEyT6VeWVFQoFzp49C39/f1HG25kzZ9i4mDJlCp4+fcracvv2bZQpUwZ2dna8uf/nn3+iR48eMDAwYJ/t3r272ibj0aNHaN68OaysrApF/lgIXAPv8ePHuHPnDv7991+MGzcOlSpV0rjpO336tCDRL5V0LFD4RD93g/Ts2TPRN0xnz54FIQS9e/fONxtG18C911evXkVERAT27NmD1atXw9raWmO2SH5Ev1TYuHEjAgICMG7cOFhaWrJ6f9/aJu4YmjZtmiibKdW2zp8/H3K5XCukstDvFRZUs6KPHj0KQj7Xs/0ecPshVo3Pe/fuIT4+Hra2tiwQDCic+qqqZWy0AdV27t69G4TwpZK/Fdy+vH37VvD3Cgvc701NTcX169dBCOE5AAvjmXBrxn8vhLK5uWsvl5QfMmQICxRUJfrPnDnDlJMIUZbWql69Ory8vCTLCOL26dq1azhy5Ai2bt2K7du3o3r16oyUVA0+zI/oFxuqsvovX75UC/QujDF18+bNby4nURBw27h371506NABXl5e6Nq1K2xtbdGhQweN7VMl+r8kDa9t5OXlISYmhhH9nTt3xsyZM1G9enV2DXcO5WdPCtm5YhIetNazlZUV1q9fr9FOV12fQ0ND0bdvXzbfuVLmqtdmZ2erkdG6hJcvX2LLli0ICgrChAkTsHHjRrZWiGGrc9+HW7ZsgYeHBwwMDDB69Gi1BICCEP0PHz5EVFQU7t69i7S0NFH6oVAoGOlE/U7p6ekYMmQIDAwMYGJiwjLHuftc1az2R48eYcWKFUyFQCxi/O3btyx7dcqUKew4nZ/Z2dno1asX5HI5I5W4z021DvbTp0+xYMECjBgxAiNGjEBoaCiTvJaSMKP9SU5ORuPGjUGIsoxnfgqiQpCyBOD69evVkqGohLqlpSWuXr2KK1euwNPTE4QoS6uojiGxlZG4Y+Xx48eIjY1FWFgYYmNjBZN8MjIyMH/+fF5AVZcuXVC3bl0YGhqiTp06hVKS61tB7xmVEKfJTVxkZGTgjz/+wKpVq7BhwwbeuefPnzN1i+bNm2tdweJLiI6OhrW1NYyNjXn72fyCFZKSkhjR7+DgoJacp23Ex8dj+PDhzF9OA+1XrFgBQvjqmR8+fMDWrVtRoUIFyOVyDBgwQG38vHnzBrdv38b58+fx4sULUQNguODa49y5uWnTJpaxTvmOCRMmsPPUrwt8Vg5TlZMXA6r7m3nz5oEQouYn2blzJyPxJ06cyD5H39FZWVnYu3cvFixYgFWrVglK29+5cwdjx47VOo+gUCiwb98+2NvbM6UaGgjHnSPc5zV58mQWCKtQKCRPdNJDDz30KGx8tVz/1atX0bt3b8FzNPpr0qRJePjwIc6dO4eWLVvC1NQUdnZ26NixI0aOHIlq1arxFkCpX670xT9+/HgQQpjMi1C7EhIS0KBBAxBC8Ouvv6qd14WIQk0QIvoBpXNu06ZN6NKlCypXrox27drht99+KzRZ4P8VqG7GPnz4gKFDh6Jbt27sWEhICKysrGBhYcE2rs+ePcPgwYOZg3ro0KFqRL/Q9+fm5n6zBPXX4tGjR1i0aBEz+mrXro0VK1YwNQta+3bAgAE8ucPExETs27cP5ubmcHNz0zimoqKitLYp5N63HTt2oHTp0jA1NYWFhQV8fX1RoUIFPHz4UO1aCi7RP3ToUK208WtRWEQ/d3xNnjwZP/3003fJI34L7ty5A19fX7i4uOD8+fNq7foaCH1O206S8PBwWFtbw9DQEIQoJeUcHBxYRo1Qm7hEv6+vr6QBb4mJiWjatCkLOihSpAhz+H3L2qzqYJPL5TA0NPwuOfCvwYEDBxAZGYlmzZqhXr167HhhBCwsWrRItLrd69evx9ixYzF79mwUL178uyUwVaVLK1WqxOabthAeHg5bW1tMmDABFhYWjJAsjGdB5VcHDBhQGE39IkJCQtjz9/DwYMcLoy9z585FvXr1RAmqDA4ORpUqVVjNberELYx+zJ49G0WKFMHChQsLpa2Akow5ceKEmkx3aGgo+vXrx7tnVIFKiOh/9OgRVq9eDWdnZxQpUoQFskqdEbRlyxbY2toy25yuI6oOQE1Ef4sWLSQvf7F8+XI4Ojpi+vTp8PHx+e5ya9zPTZ06FSVKlEB4eLjW13Ju3Xq5XM7q1vv6+goqDQkR/e7u7qIFUGkCJforVaoEmUwGT09PFC9eHC9evBC8h7pYCurSpUtwcnKCkZFRgQP1VMmxS5cuoUuXLizA+EdDfu9kMYORuL+1bds21KhRA4aGhpgwYYJaUAsl+m1sbDQS/VyI1Q+q2EIz+RcuXAhClDXqo6KicP/+fezevZvVeqbkBheXLl1C7dq14erqyivVo+114/nz5+jbty9+++03dkz1N6myn7m5Oe7cuaPxu3RlTH3pXEpKCtuXlC9fXk39UxOECH4xpKLpb8+cOROBgYGMXKLru4WFBa5cuQJAGcRAFRCtrKzQrl07pgYhlRIPoCy14+3tzdY9QgjKli2L1atXs2soyadQKJCZmYmQkBDUqlWLKTcSoixrSgN4pIJCoUCbNm1ACOHNh+fPn2P79u28xDNCCLp27cobO0+fPsWAAQMkX8uBz+8qIbs6OTkZy5cvx+jRoxEWFsZTpElOTmaJRt7e3l8sRVLYePjwIYYNGwZjY2OUL18eu3fvRuvWrdGqVSt2DZ0nmZmZOHjwICpWrChI9AvNC7HmSkF/h9arJ4RfOoX2MS8vD2PGjAEhSlUibQaufglhYWG4du0apk6diubNm7Pj3MDO/fv3s/IQXKL/a6TtxQqQyc7OxuHDh1nZJm9vb8EgQq6iBA3M1UMPPfT4L+KrSX4uVq1axZNliomJQdWqVSGXy5m8Ho3w5Gb40og3Pz8/nZBBoti4cSPPaazaNvr/VBqtfPnySE1N1ak+fAlC0v0UCoWCGSM/Up/EBr032dnZjGTnGhHXr19nUab//PMPq9FEN60mJiZqWSWRkZHsuZiYmKBPnz6SRw8D6kZbdHQ0unbtyuZ3/fr18ffffyMjIwPDhg2DXC7nyQXSe/XgwQOWHZxf4II2QeWcaAZGyZIl2f/PnDmTXSdkqJ4+fZrVo+NG50qJ73XMChFmhBDRM9FycnLY71evXp3Nna8dG9z+zJgxQ63GrDbw559/8ta5Bg0awMnJCYQQ1KpVC+/fvwcgnBGXlJSETp06gRCCOnXqICcnR7L3blxcHLp27cpUN74141pTBk1+TsfCBH2Pli1bFjVq1GCqPN+qvCHUn5IlSxZaHXZNSEhIgIWFBQgh8PHxQZkyZb7r+4T6YW9v/101s7+EzMxMTJkyBUZGRixIitYRL4zgEUKU0pV0fdUm/v77b7Us8O+BUF8cHBzUJJALG+np6ahbty4IIShatCgMDQ2/K7BAaA2xtrYusEP+S8jLy8P+/fvh5eXFU8mie4gyZcqoyWznR/QDyrl1584dHD16FM+fPxe04cTCwYMH2bjq0aMH6tWrx+ySqlWrMlKAQpXop9lmgYGBvEwhMZGdnY3WrVuDEAJHR0cYGxt/V+kdobkhl8u1Xkf53r17KFq0KBwcHLBhwwZcunQJmzZtYhm+7du3Z8GgQu1NTExExYoVIZPJWJCDlOAS/YQolcNoMKHQ+5drT9rY2BSKUsn3YM2aNSCEYMaMGexYQdYN1Sy7Bw8eoFixYiCErzL4I0HszF6h3zp58iRmz56N1q1bo3Tp0iCEwNjYGBMnTtSY0S9E9Etl49ISef369cOnT5/QuHFjlC5dWrCMA72WEKKW5fvXX3/h7NmzrD9ila7gEkKafrNly5YghGD06NFsH/Wl71X9t7bBncMPHz7E6dOnsWHDBhw4cECNUOUS/RUqVPiirSJlBj9FcnIyUyTMyspCu3btYGxsjEOHDgH4vBd5+PAhj2SuX7++pOsGrV1PCcqxY8eiT58+7Ni4ceM0Zo7/+++/OHnyJHx9fVGxYkVmx0rpR8zOzmZlnMaNG4fc3FxERUWhTZs2MDMzg729PVq1aoVp06YxIlM18Uw1e1ls0PtH5wBXuezJkycICwtjCh+EEMhkMjRu3Bhnz55l16WkpGDNmjWMMBf7mVCi38jICHXq1EGVKlXQs2dPAOpKBPkR/VKNJe7vnj9/HgsXLkS/fv0QFBSEvXv3Mr8moOxrQEAACCEoV64crl69iqSkJGRlZSE5OZnNJy8vL7x8+RKANEmOVD1TJpOhatWq7HlQcPusiejnXqcLzwZQvm8PHz4MDw8PZrPTdVq1fOa1a9dgYGCAFi1aiNtoPfTQQw+R8M0kf2JiIjMsVqxYAeCz/PuAAQPg7OyMtm3b8mr7Uty6dQtyuRxdu3b99pZ/I7iLApX/oaAON2NjY42SowqFAo8ePYK1tTVsbGw0ZkboMrhEP1dWMy8v77uzBf9XkJGRgfXr12PZsmW8jenatWtRpEgRLF++XM14O3nyJAghaNGiBTIyMhipp1AokJiYCBcXF/z6668wMzODs7Oz6PVhC4oXL17g8OHDKF++PAhR1rmdNWsWlixZAm9vb7i7u/My41WlAsUC97fev3/PakLv2rULgDIAg0ZIC80FVURERMDX11dQvk6bEAo2ose+leiXol5hfs/+w4cPrJ7ftGnTvtpxppoVS4iy9uH79+8L9V2m2ocePXrAysqKjan379/j0qVLzAlat25dtc0FF2/fvkX//v1FH1MU3P7ExcUhMDAQBgYG8PX1ZYFIwNcHjUjlYHv58iXatGkDExMT5hikqgRfC6n7Ex4eDk9PT6aE8K3S9JrmurZKo3Dx5s0bzJ07FyVKlGBrH30ehRE8IubYWrhwISOLLC0tv1kFQVOmmRjPA1A6olq1asUcN9OmTfsmuWqx1pCLFy+iatWqIISgf//+rPyHm5sbL9ud+34VIvrzW3/EsndV29ChQwfY2NiwerFZWVkIDw9nWeFt2rRRC2LhtjU6OlpQ2lRspKamsoxpmUyG0NBQAN8XqKftLExu27KyshAdHQ1CiFo97rNnz6JKlSogRCl9LxQYRdv97t277y51U5igRD+1rapWrZpv/fC8vDwmcezp6YmPHz9KshfMzc1lct2q5NjXgLadjqVVq1YVajsL8tv/BYSGhjKbqlWrVmjYsCGqV68OQgiMjIwQFBSkFqDGle53d3fH4sWLRVOeE8KzZ8/g4eGBkiVLYuvWrbCysmIqe0Iy6XRfValSJbx69UoSlTAhCP0mbdvGjRthZGSEKlWqfJcal7YgpKrHJbo9PDwwevRo3me+lugHPgccajuDX/VZqN5rWuK0du3aSE1N5ZVXyMjIgIeHB4YPHw4vLy/Y2tqyMhxi4+zZs7CwsIClpSV27NjBO7dgwQL2fI4ePco7p9r/5ORkVnJPypKGFLdv32YBxsWLF2f9+Pnnn3H8+HFGMu/atQtyuRzt2rXTiXarYvHixZDL5Rg9ejRu3bqF06dPo3HjxjAxMYGTkxO6dOmCadOmMZXc8ePH8z5Pn5M2ApI0KQNxcefOHQwdOpQpgVarVk2jr1mV6B80aJDWg58LgrCwMKayRf/kcjm8vLxw4cIF1o+bN2+iSZMmIERZmrhy5cqoVasW3Nzc2DtMjBIvX0Lnzp2Zvd6kSROkpKRoLPHCJfqnTJkiWbsLst5mZmbiyJEjbG3p2bOnoIIFLd8zZswYNT+1Hnroocd/Ad+VyX/p0iXI5XIQQtTq/SQnJ/MWDJqVnJeXxxaXdevWsWNigPsSP3PmDJo0aQJzc3OeBBqNtAsICODJC3Oz3FNSUmBvb4/atWuL0m5tgEv0c+vF61Ew3L17F02aNGE18PLy8lgktKOjI06ePKn2mT179oAQgr59+7JjNPvq1atXIIRg7dq1OH78uGTSbRRXrlxBWFgYevfujblz5wrWjnr//j1GjBgBNzc3GBoawtfXF56enrC0tMT06dOZlL/UeP78OV6/fg25XC6YoRwWFlZgop8+L21vBFVr3aakpKiVOqCG9tcS/VITZmvXrsXChQvVyNfLly/D0dERPj4+uHr1KoCCrQ2asmK1KQ9/4cIFvH37Fh4eHhgyZAg7Ttv78uVLVnOxXr16+RL99BmJOaY0IS4uDp06dWIZAdx6z18bNCI2Ccu99x07doSpqSmKFCmCbdu25Vu7UAhS9oc75sPDw+Hu7g5CCPr06YNnz5591XdJ0Q9V583r168xe/ZsuLi4wMrKCgsXLmSb7h8heIT7+4sXL0axYsUgl8sxbty4r3bKStUXblAYoCT6mzdvDkIIKlasiOjoaJ0OuoiMjETDhg3ZOu3k5ISDBw+y80JOzC9l9EuJM2fO4NmzZ/Dz80NQUBAAfh/Onz/PSM4vEf303SZ1qbDU1FR07dqVOTcvXboEoOA2rFRzY+PGjRgwYACmTJkCNzc3dpy7HsfFxX2R6Oe+t3WJWMvNzUVMTAwjADp16pRvFllubi7mz58vqWM9NzeXOcoLosiUkpLC+sQFfYa7du0CIUq1JW1Cm/s11Wcl1t7w+PHjLICLBrNmZmYiKysLU6dOhZ2dHQwNDTFu3DjBjH46l6tXry66XDQX6enp+PXXX0GIUsnNzMwMAwcOBCCsLhcdHQ0HBwc4OjrqBMlUELx48YLZi6pEny6BWxZl5MiR+P333zFy5Eimlte0aVPe9apEf35KQVTlR1tB60KkJFVso6DvHZoxy5XDpj6E9PR0GBgYYM6cObh+/TrL4hdz7aB9ofWpubL8ABAbG8vWvUmTJuX7Xbq2/tE23Lx5E7Vq1UL58uXRqFEjrFmzRu1amoATGBgodjMLhJiYGNSsWRMGBgYwMzNj5RS6devGy9rfunUryxRPT08XzSb8+PEjC+7g7rUPHz7M/n3//n2MGDECtra2kMlkWLFixReJfjr2goKCJB1Thw8fhkwmg7GxMaZNm4aQkBCMGDGC2VTUz8D18wQFBaFWrVqQyWSQy+WoWbMmJk6cKKhoKia4dm23bt2YvU6TOvIj+qmCK9ePKha47bp79y4iIiIwefJkhIeHqyk0ffr0CYcPH2aqaNWqVcPRo0dx+fJlPHv2DP379wchSiU4XVDd0kMPPfTQBr6L5Ac0y79z67hxF/LRo0czEl1IJk0M7Nu3j0UU9u/fH4cPH2ZBCOfPn2dZD23atMHly5fVPj927FgQQjBs2DBkZWX9sBFgV65cYUEaQooLemhGVlYWgoOD4eHhARsbG+Ywd3Nz05hxef78eXYNlzwDgP79+0Mmk/Fqc0tlBG7ZsoXVrOX+BQYGIioqSs3BHBkZiZ49e/KuLVGiRKFJ9n4PVq9ezcj7KlWqMLnf7OxsXj++hujXNrjtioiIQGBgINzd3VG0aFH07NkTf/75p5pjPz+in9sHqQmzQ4cOsfvcoUMHhIaG8mow0rqZw4cPZ5/RNXI5PDyczYeaNWsiPDwcwOfNLd1EvXr1qsBEv7bBHQPx8fGIjo7GypUrERUVpVae4cKFC+jQoQOL8KYS64DuBY1oyqR5+fIlK4VQvnx5nD9/vsBzWcz+aBrbqjVwaRbK+PHjkZiYWKDvFqsfBbF/KNFvb2+P4sWLY/Xq1QUi+sUeW5rawm3H0qVLYWNjA0NDQyxZskTNwasJujCuuPjnn3+Y3VK7dm1cvXpV54IuuO0ZMmQIZDIZZDIZAgICNKqfaCL6ue8xKbFv3z6WEVu0aFFs3LgRgLpz7fz582jUqJEg0S9F5kl+v0fbnpqaiu7du4MQZVkTWm7gS22Vag158uQJq+H5008/oWzZsuycapsLQvTrKmhG/08//VQgop9CyqxGWruW1kUXaidt3+7duzF27FiNZXSoXanNUlvc8XL69GlMnjwZQ4YMwaxZs/Du3buvDjTkgjs/xCqnRfszZMgQEPJZsVG1PSEhIShevDiMjIwwYcIEtfa9fPkSS5cuZQGKUvpL7t+/jzJlyrA9iJubGwueVm3X+/fvWd3umJgYKZr7VaDzY/v27TAxMYGfn5/kUtdCiImJgbW1NczMzFjQCMXmzZthZGQEQgg2bdoE4PNY4xL9Li4ugqVTAOU7vV69elpRRuK+g06dOoUxY8agZs2aqFKlCsaOHYvdu3fzrk9ISIC5uTmsrKywc+dO3rnBgweDEH4JESn8DZmZmahQoQKcnJx4gVIXLlxAxYoVBQl+Wuta10Hv5/v375GWlsYrecF9H3fs2BGEEISEhADQrflCERkZiaCgILi5uaFr165Yv349O0fb+88//8DQ0FDrwWxcfPr0CQsWLECrVq14pbM2bNjAbCWKBw8eYPjw4TA1NUW5cuWwc+dOjUR/VlYWdu/ejcaNG4uuVKU6DwcMGABjY2OmuEWRnp6O9u3bsz0GV/0QUAY/JCQksDXxSzXtxQK3FCwtaWFubo5r164B0Ez0b9++HZ6enqIHvakqwLi7u7PSkvRvxIgRuHz5MruWEv3UB2dhYQETExO4urqCEGWJTF1QVNBDDz300Ba+m+QHNMu/U6SlpeGff/5BmzZtQAhB6dKl85UM1CYiIyNhaGgIa2trQWI7JycHW7duZcZtsWLFsHHjRpw9exYJCQkYNmwY2xz+KNHd+SEuLg7W1taiZlz+6OAaEfv372fR55aWlmxjCqgbDpmZmSyCsHHjxtiwYQNu3LiBXr16scAX7iZECmzfvh2EKEtWzJ49G3v27MHGjRvh7+8PQ0ND+Pv7MzlT1bm7Zs0aVK5cmb0LuLWqpMLw4cNZpCohhBGyFNw+6ALRzzVmQ0JCWMS2j48PKlSoAHNzc7i6umLChAksI0AT0a8abCI1wQ8AixYtgpGREUxNTSGXy2Fqaop27dox58Lt27fh4OAAQgi2bduW73dJ1Z9jx46xeuk02EsVXyL6xdxUcMfUzp07UbZsWRbkZmBgAHt7e2zatInnIL948eJXEf0AMHPmTFGegarM8ocPHwSd+69evWI1qytVqoTo6OgvzmUxxxS3La9fv8a9e/dw4sQJPHnyhGVFUGzfvh0uLi6MqPgS0S9WP7h9uHbtGrZs2YL+/ftj2bJlauovNKvPzs4OxYsXx6pVq/Il+rnfLTbBn5SUhCdPnuDChQt49+6dmirNsmXLYGlpCUNDQyxduvSLRL9U4yo+Ph6nTp3CypUrceTIEdy5c4d3LZfo9/f3/yLRL/Yzob+ZkpKCokWLsrWQZjFxgyK5ECL6dYWsiYyMROnSpSGXyyGTybB48WIAn9cMbp3L6OhoHtFPgxTFhlCQ2ObNm7F7926kpaXx6j9zM/pLlSr1RaJfartk9+7dLLCbEKJG1HDBJfq7deuGBw8eiNLGwsC3Ev3ahmr5Kfpvmu1btGhR9t7ijhVum318fODj46OmdgUoM9AIUSqsiRGYwd1H0L+qVasiJCSE7e++VTVlzpw5qFu3rijKJDRRg8ry0/I0qskbwOca9sbGxpg4caIa0a9NueiCgrbh8uXLTHrYyMgIvXv3ZvZjXl4ea2NaWhpKly6NcuXK6cRetqC4desWC2SgpKUugY4VblIQoCT/aVmeadOm8c5xA8H9/Pwgl8sFMzDps9NGcBJ3zoaGhjKSyd7eHiYmJmyvPnLkSHZdTk4Opk6dCiMjI1SqVAkzZszA6dOn2fpYo0YNUZOdhN7z6enp8PHxgbOzMyNTNRH81BabNGnSN5cPExtC5SK57yGatFWvXj3JEs/yg+paoaqGwiVsaWY2VWcVY13/9OkTCwTz9vZGUlISdu7cyfzkqsEt8fHxGDZsGIyNjVGpUiXs2rUrX6Kf2pZSrB1RUVGIiYlBmTJl0L17d3Y8NzeX1x5KlDs7O/PKt6pCzOAR7m8pFAqkpaVpHN80ScvCwoLtqTQR/XQvLEUAKLUJDQwMMGjQIAwdOhSBgYHMzmrQoAH279/P2kul+6m6TY0aNRAWFob4+HimJKon+PXQQ4//KgqF5Ac0E/1v3rzBpEmTWF2kxo0b48WLFwDEf7m+efMGzZo1AyH8zHVVAyM7OxsHDx5E69ateRt1GmHs7u5eoLpgPwq4Djo9CgY6VpYtW8ZIZFNTU8yaNYuNbyHExsayYBdCCKvx5O7uzhxUUjncbt68yaIcVeuybdmyBdbW1iCE8CKIAb4BePnyZV7Whi7ItgUFBTHJrBEjRqjVhdRE9M+dO1fspjLs3bsXhCglB2lZk6SkJLaJs7W1xfDhw/Ml+gkhiIiIUPtuWq9QTEc614nbtGlTGBoaYtasWUyCuWTJkli6dCkyMjIQEREBQghq1aqlRkpRSE0MnDx5Ek5OTsw5ILSxEyL6K1SoIFl2HFci85dffsHEiRPRq1cvyOVymJiYYNy4cbz7d+nSJR7Rz5UFVAXd1Jubm4tG8B87dgx9+/ZF+fLlUapUKXTt2lWt9MzLly8LTPRzv1vMDOV9+/ahVq1aLHDE0dERjRs3Vqv5vmPHjq8i+gFg9uzZWusHtw/h4eFsPnD/AgMDcePGDZY18+bNm68i+gFg+vTp7J0nBsF/4MABNGrUiKnZeHl5oVu3boiPj+d9Zvny5QUi+rnfrc3nofpbNOOB+zyKFSuGKVOm8D6TkJDwVUQ/tx9i1Eun8/Xu3buIjo7G1atXERAQAEIIunbtqpbhTv/L/Y6uXbvCxMTkq8tdaANUjp+SraVLl1ar4y5E9BsYGKBOnTqiB+SqBom5u7szBTBCCHx9fTFjxgwWuA18PdEPaN8uye+3d+/ejRo1aoAQZb1e1d/nfjYuLo4FBQwePPiHchIKEf1SykR/CW3btmVkgZByR15eHsuIHTx4sOBeNi4uDt27d9dq+SaK48ePw8jICAYGBpg4cSLWrFmDgIAAGBoawsXFBYsWLUJycjKAry9VQ+eHvb29qAkGNFORBu1x7VfumKHKSUZGRggKCtJJpQva3gsXLsDOzo7ZW0OHDlXbt48YMQKEEPTq1euH85HMmzcPhBCUK1dOY8a7FMjOzka9evVgZmbGa1d+WeN0vlCkpaUx21fTu1ebZBoNGrK2tkZwcDDevHmDW7du4c8//4SlpSUIIWjWrBm7/t69exg4cCCMjY15tpiHh4eoPh/uPQkODsbYsWPZ/7ds2RIWFhb466+/cPnyZVSoUEHtWVBfw61bt+Dg4MAUVn5EpKam4vnz58wX5+HhoVM+qy+Bax/S/1LlG39//68uI/a9ePXqFVq1asX2GHTN1qQo+fDhwwIT/VLh8OHDLJjT19eXzReuAgT3/dOgQQMQQjBu3Djk5uZK2g9VNdA+ffqgZMmScHNzQ8uWLbF+/Xo1/wGtUf+ljH6p+hUXFwcbGxtYWVmpJRAcPnyYJZjVrl2bp46SlZWFw4cPM7Wh4cOHs2fIDZDRQw899PivodBIfoBP9C9fvhyAcpFYuXIlunfvjqVLlzKDXQrHSHx8PJydnVG3bl12TFOdOxr5tmjRIrRu3RplypRBixYtMHXqVNGlg/TQXaxcuRIWFhYYMmQIypQpA0tLS0yYMIHn8FTFnTt3sHz5cvj6+qJZs2b45ZdfWEaNlA5DSnDPnj2bd/zChQvMKcjd9Ak54rn/lipbWeh3abS2iYmJWgADwG8/JUNlMhnS09NFN2pv3rwJDw8PmJmZ8bLZaQaEiYkJy3bXRPT/+uuvMDMzU8ts+uOPP5ijUIy63FzQdsbHx8PR0RGdO3dGYmIitmzZwrLjqlatigMHDqB79+4wNjbGqlWreH0D+M9am8SAavSyKjl/4sQJ9hwGDhwo6AjkEv22trYgRBqFi+joaFhZWcHMzExt/E+dOpWt20ePHuWdo0S/sbExqlWrhtjYWMHvP3XqFLp27aoViUwK1Uwa2uaSJUvC2dmZBUwFBgby5CS/NqOfOki1SSoL9aN9+/bo2LEj6tSpw6LVt27dyrtelejPz5mzYsUK5ozUZj9U1V927NiB0NBQVKpUCYQQ1K1bFwcPHmRzODExkUf0r1mzRiNBHhkZCTs7OxgbG4tCbnKfR8OGDVG/fn2WOe7k5KQm+V5Qoh8AFi9eLFowkmrN2zlz5mDcuHEsULV79+481SBVov/atWsa173NmzdDJpPByspK60oEt27dwvr169UCXk6dOqWR6Oc64bjyszSLRSy7hHv/Pnz4wDuXm5uLc+fOsXWvXbt2+RL9MTExqFKlCooVK1bgch2FDe6YGjJkCObNm4fu3bujdOnSMDExQbt27XiZ7WlpaTyi/+rVq7x+cUFryYpRR/mff/7B+fPn1d6de/bsQaVKlSCTyTBkyBC1oB4uzp07h+bNm/+Qam6qRH/jxo1FtUlUHdBDhgxBkyZNEBQUhLNnzzI7EVCSMXQ9dHV1xY4dO3D//n18+vQJiYmJ6NevHwhRluSh2dhC40tViaWwoGpHTJo0CUZGRjw1iLdv32LmzJlwcnKCo6MjFi5cqEZcCkEokNXOzk6rNhYXeXl5bC9BiFJJhHtOtZ2LFy+GkZERI2tnz56tkwEwtO3Xr19HlSpV2JpYtmxZLFq0CMHBwTzyj5L/ukI+5Qfat+fPn6Nq1aqws7PTqYzrT58+wd/fH6ampmwcx8XFCRL8ubm5SE1NxaxZs5gigSYlj8KGpmf94sULtmar7qNu3boFLy8vti/n4tmzZ9i7dy8aNWqErl27YuzYsSy4Suw5QhMICPmszrFo0SIQQuDn58fWBW5pE/pOVigUaNKkCeRyuWACwY+A1NRUDB48mKk7NmjQgPnrdPF9lR9SU1Nx//59RrCXLl1a9GAF7lzx9fWFoaEhjIyMmO9GU1t0neg/duwYqlSpwoJzWrRowc5x20d9PDt27GD2lK4Q/CEhIWyue3p6ws3NjanYtG7dWs1+FSL6pZ4TtD9Lly5VS77ijqsLFy6gfv36IISgZ8+ePH9ddnY2Dh06hBIlSrCAUJrs9SME9eihhx56fAsKleQH+ET/kiVLAChf0qmpqTwSSgrQWsotW7YEoFluRrV9WVlZLNtMvyDoAfANKepIDgkJgYeHBywtLTFp0iQ1ol91vFG5INX66mKDjukuXbqAEIITJ06wc/lF2NP2A9Ia5dzfvnLlClatWoXo6Gi1GphBQUEgRKm6IOT44M7t3bt3MwNYbIktuuHmZiXPnz8fhChLQly8eBEHDx6Evb09jIyMMGzYMEGin5I49JhCocDZs2fh7+8vmuzv4cOHsW/fPt6xDx8+sOzc+fPns2MjR45kG2+agWpvb69RNWXWrFlaC1jgjoXz589j5MiRCA4OViMGTp06xTJ+hw4dynNQU3DJTeowFGsdob9DiXzuxhtQzhfq1Bk/frxamwGlOkfDhg1RvHjxfMkAVSJLWzh48CAjr//44w98+vQJL168wM2bN1nQRa1atfDhwwfWfy7RX7VqVURFRQk+g6SkJDRq1AiOjo5ad6afOnUKRkZGsLGxYWQ+XSMoeUEIwbVr13ht5RL9w4YN0yjBt2rVKnh7e2uVUL527RqKFSsGuVyu5vTcunUrrKysQAjBhg0beOco0e/k5AQTExONsrJPnjzBzJkzce/ePa31geL48eOQy+WwtbVlJWkoOdSyZUv2POLj43nzgxL9ZmZmmDNnjpqcJsWUKVNQunRprRP80dHRsLa2hrm5udoz+eOPP5jMLK2HS9c3LtHv7e2tMfP12rVraNasmdbJ2D179rB1oE6dOnj27BnvfFRUFCP6u3Tpghs3brB5kpOTg1mzZmHQoEG89UOstZw7X6OjozFo0CDMmzePdw0l+mnWXLdu3RiBL0T0X7p0SS0QQCzExsbC2toapqamanL2K1asYERZWFgY7xyX6Le0tOTVbOXi9evXaNeunVbsEu69OnjwICpXrgwXFxcsXrwYGRkZaqoqFSpUgEwmw9ChQ/Ml+mkWkJjKPKrj91vHQV5eHmJjY+Hm5gZ7e3vRM/8AYVn7UqVKYeLEiTxb4tWrV6xkhampKYoUKQJvb2+mHFOuXDnJa6ueOHEC58+fR7Vq1RAYGMiO0z1ISkoKFi9eDGdnZzWiX+idJIVSlaZ348OHD+Ho6AhCCGbOnKkmvU/H/549e2BnZ4eZM2eidu3aWk+G+J53OZ03CQkJmDJlCnsH0z+ZTIbatWuLMq60sSbl5OSw0pLNmjXTCdKMYsiQITA0NERcXBzu3bsn6F+g+6j79+/D2toaY8aMEaVt9+7dUyubw8XNmzdhYGCAvn378o5zAxUmT56s8ftVfT1ivK+45TXevXuHmjVrwtnZmSej/uLFC3h4eLDxz+0DtYEVCgVGjRoFQpR11r9UokpXkZWVhV27dqFBgwb4/fffRQ/+LCwkJSVh1KhRrFyolCq5AJgCIw22L1++PNu3abJTuER/1apVsWXLFkneVZqk6U+dOoWGDRvCyMgI1tbWbM+keh0A3LhxA8bGxkyyX+p3LvWT2NnZISQkBBkZGXj27BliYmLYeleyZEkkJyfzfKWU6LexscGlS5ck7IES9D42adKEF1wlFBBy8uRJpoiouhfJzs7G4cOHGdE/ZMgQPdGvhx56/KdR6CQ/wCf6f/vtN238xDeBGiENGjRgxzQtxO/fv8ehQ4fY/3OJMj3+95Dfc6fnMjIysGnTJkGin7txjIqK4mWW6MqYGj58OORyOatbGxsbK7gBp3Wyunbtqpb1LzZUSYHixYuDEIJBgwYJRmePHz++wEQ/oH0Hruqz//DhA4YOHYpu3bqxYyEhIbCysoKFhQWLrn327BmTKbW3t+cRzJqy3uk51XIF2sKZM2fYOjBlyhQ8ffqUte327dsoU6YM7OzseNJaf/75J3r06MGIKJp1qvpcHj16hObNm8PKyqrQyVhVeWJKHLdt2xb3799Xu+ZriH7Vf2sbCoUCubm5+Omnn2Bra4t///2XtT2/AB7VzLfr168zIkCT+o22oVAo8PbtW5bZp5rlHh8fj3LlyrHsZQp6v1+9esUIpyZNmmiUanv48GG+dfUKox8AMGDAAEEC/OrVq0x6bty4cew4d9zs2rULxsbGcHJy4mVkq0LbNSY3bdoEQgjmzJnDOx4bG8v6oFrTk+Lt27eYOHEifHx88lW+EeMdnJOTw8aGasDBrVu3mCoB19nMfR4rV65kTpP8nJ/azJil42ru3LkghF82C+DXvNXkiH706BFq1qwJW1tblhkrBKF3XGGCEoAGBgZYsGABnj59KujUUSX6o6OjAYCVrPH09BS9zqpqyQRKRlavXl2N5KZEf/ny5ZkqgSain0IKWXWqbqJaR/nSpUsa1xCKtLQ0NG/eHHK5PN9SVtpYF1XVX6gDeujQobh586agBOnXEP1igtvGO3fufPc4yMvLw+XLlyWR6z9z5gxMTExgYWGBBQsWYMeOHRgwYACbK7/88gsvWEqhUGDatGms3J5cLkf16tUxYsQI9p6SiqQ5duwYCFEq8VSvXh1Tp04F8DkIhFtPvCBEv5gEP/d3P336hPfv3+PFixe8sZCZmYlFixbB3NyclRyg4F7XvHlzeHt7s8+o9qWwcPPmzS+W+CkI6GezsrLw9u1brFq1CnPmzMGkSZPw559/al11srD6oQr6XXfu3EGtWrUkK5vALZnD7d/atWtBiLJMgre3t8asceBzcCVX9ltbWL58OVxdXREeHq7R37dnzx4QQjBt2jR2LL991PPnz3H69Gn2/1JmKj9//hyfPn2ChYUFz29DCb6rV68ytbmOHTvi6dOnbB/46dMn/PLLLywAVIo1o7CRmprK9hY/aj9CQkLQs2dPrF69WlKVXECZ0PHzzz9jy5Yt6NChAxsrNMg2P6KflkZp0qSJ1lR3CoLVq1cjNDSUd+zEiROoV68ea9/ly5fZuby8PDaGHj9+DFtbW9SqVUvy8i7Jycksq13VTxIXF8feu9ySG9x9Nk0y8PT0RHZ2tk74qOn7Z9OmTQA0B2bQvQoNxOJep0r09+jRQ9LxpoceeuihTWiF5AeUBiMloDRlNomNhw8fws7ODnK5XC0bhYIaSM+ePYOTkxOCg4PFbKIeOgiukfDkyRNcuHAB27Ztw9GjR9WyFTIzMxnRb2FhgUmTJrFraL10FxcXNQe8LoDW2R0zZgyOHz8uKNFPN+BJSUlwcnJCjRo1tO7w1wSuYUfJJplMht9//12tfufXEP3abGt2djYj2bltun79OtsY/PPPP0x+OCUlBU2bNoWJiQmOHTvG+1xkZCQjwk1MTNCnTx+dqjH16NEjLFq0CGZmZiBEWStrxYoVzKjet28fCCEYMGAAb41ITEzEvn37YG5uDjc3N7WSAxRRUVFazRaiUmfGxsYIDg5WC474WqJfSlSrVg0uLi5ISUkBkL9E5rt379C3b19BaX6pnSH//PMPzMzM0KlTJ97xgmbSvHjxAoMGDdJI4ou1mX3//j1cXV3h6+vLGyv5OQxVHQcHDx5k5LjYRCD9PVqvlxuok18fVEnud+/esdIKUmbSJCUlwcHBAX5+frzj+fVFNfhg48aN7F0lFTGbk5ODmjVrwsrKiufc/5qat//++68a0SwmoqKiYGpqChsbGzU7XYg0iIqKQv369SGXy1G8eHFGmJcsWVISNR4Kun6YmJhgxYoVyMnJ0Zi1+yWiX0rk5uaiQYMGMDExQUJCAjue35hKT0/n2SLv379nyk9SzHMqperg4MBUOii46g8U+/btQ8WKFQsk3S82Nm7cCCcnJ8yYMaPQvlPb40z1+6kyFTczLikpCTt37kSpUqVAiLIEkpDvICEhAQkJCTwHu5Rrx/nz5xEQEAATExMQopTBpVB9X6kS/YsXL+YpoklF8EdERKBnz57w9vaGq6srOnTogIULF7LzDx8+xNChQ2FqagpjY2P069cPT548QWJiIj5+/MhImm7duiErK0tr79vVq1fD0tISq1atYmoP2ny3a2teaLsfNLiX7rXEUhspaB+oYhDNqKSghHNeXh5Gjx7NCGdu+S1tIC0tDQMGDIBMJkOlSpWwfft2QaKfZsfS4Nvz58/nq0SwcuVK1K1bV6OCjVhYs2YNU/7y8PDA9evXAfCV/wBlf2igVcmSJVG/fn20bNmSKSr5+PhIppoiVBLyfxXcMZmWlia5Si4F3d8lJSWxAB0fHx81ol917Pz1118sEUQqxMTE8BIEuPbrqVOn4O/vD0KUpbWESlUMHDiQ+bOk9sM9ePAAJiYman6S/Gx21Xf3qFGjJAsQE8KMGTNACEHlypUF/R50bFG/Ys2aNZGbm6vWr+zsbBw5cgSWlpawsLDglXTTQw899PgvQWskP6CMVNbk9JQCCoUCQUFBkMvlatKQXIcBAJbVxa2Jrcf/Hrjjdvfu3aw+L/3z9vbGsGHD1DIiNm3aBE9PT1hYWKB///6Ii4tj8nmOjo75Zi6KDWpwP3nyBO7u7nB0dETJkiVBCGFZKQCfZGrXrh0IIdi4caPo7VXFgQMH2H3dvn27xuu4z2jChAnMAf/nn3+K0UxkZGRg/fr1WLZsGY9kXLt2LYoUKYLly5erbdJOnjwJQpT1wDIyMhhRoFAokJiYCBcXF/z6668wMzODs7NzgWp9ahuqfYiOjkbXrl1hY2MDQgjq16+Pv//+GxkZGRg2bBjkcjmOHDnCrqfP6cGDB2zTmJ86gTZAs7Ps7Ox4RFN+jg0u0T98+HDJo7mBz9k0DRo0ACEER44cQXR0NMtM1iSRaWJign79+knVbI04e/Ysc1ZR5Ldxffr0Kfbu3cs7JkTqiI2kpCTY2dmhUqVKLHhEUz/oXJ81a5aghLqUBEe/fv1gYGCAs2fPAtAcPJKdnY3MzEz07t2blz1AIbV9+Pz5cxgaGqJevXpsfOQ3rl69eoWFCxcKZiZL+TxycnJQq1YtWFpaMmJIUz9yc3ORlpaGiRMnsnVcyGkiFqgNThVq1qxZk29buG2Ni4vD0KFDIZPJYG9vz6uzKsU8/9r1Izs7G2fPnmVEf48ePfJVUhATubm5qFOnDqytrdl6rEnlKTc3F0lJSZg1axZOnjzJy+YEpHFC37lzh2XucJ8Fl1AC1NVrKNFvbGyMHj16qAWOSoHIyEgWAMOVW/5RsHv3buzatQudOnVCly5d2HE6L7KzsxERESFI9OuynHJsbCxatGgBU1NTFCtWDIcPH2bnNBH9rq6ukMlkWLt2rdo8EZPgDw0NZftZDw8PFC9enJXNatu2LVNCefDgAaZMmQJ7e3sQQlCsWDG4ubmxuVW6dGmNQYeFgY8fP2LChAkwNzdH6dKlsWbNGq0R/dq0R8Tsh5jgtj0mJgZLly7FL7/8gqlTp/KUEQClLH716tVBCEGlSpVw+/ZtllmdmpqKvn37ghCCsmXLMhJG22tHQkICxowZAxMTE/j6+vKIfvrb8fHxcHR0hKenJ44cOYIqVapo3EdlZ2ejTJky8Pb2ZkF7UmHatGkgRFkyRy6Xsz2RUDZsQkICunTpgrJly7L3wk8//SSJagp3TCkUCnz8+JEXvPI9UB1PUhPkXwtdelcIteXt27do1aqVWkY/nR8KhYLnP5Q6YI+S/O3atWPHVBM5KNHv4+ODMWPGIC4uDhcuXED37t1BiLLMZH5qVWKB7j8GDRrEjuW3n3358iUiIiIESy5K6Sfh/v7r169RuXJlGBgYYNy4ccwu4SZQAZ+VpLt3767xO7Ozs3H8+HGdCt7VQw899ChsaJXkp5B6keDiyZMnjOAIDAxkzmkuaP3iunXralVeVY8fB9z6kR06dECvXr3g4+PDag43adKE55TNzMzE5s2bWTY8lQn18vJi2cdSGbN5eXlqWclUxn3ChAmwtLRk8pMU3GzTcePGgRCC5s2bS04qv379mklphYeHs+PciOGHDx/i4cOHLIuZghL9hBCWJa9N3L17F02aNIFcLsekSZOQl5eHzZs3swCFkydPqn2GygNyawDSZ/Hq1SsQQrB27VocP35cqw62/FCQ33v58iWOHDnCaoEVK1YMs2bNwpIlS+Dt7Y3SpUvj4cOH7PukIgYUCgUyMjIQGBgIQgj++OMPtWtycnIQGRmJ06dP4+rVq7xzp06dQtGiRb+YUa5NCEm/bt26FQYGBggICGCBStz2ced348aNYWxsjKNHj4rX6ALi3LlzIITg559/BqAMIBHauNIAi7CwMHh5eQmu81IiIyODOdSTkpI0kuO0H+fOnYOjo6OaXLbUmDVrFgghmDFjBk6ePJlv8EhiYiJcXV3RsGFDXg1AXcCbN29ga2sLHx8fZGdnIyYmJt/ncfz4cRQtWlQngtxU0bdvXxgaGuLs2bO4evUqe+dqCuhxcHDA8OHDpWouD+np6ayMS0Gy2VWlGOPj43H37l1WMkFsG0uhUCArKwudO3cGIURN+hNQZghdunQJR48exevXr1nWT3Z2Ns6dO8dsxqFDh0ruyM3Ly0Nubi569OgBQgiOHz+Ou3fv5js37t+/D0IIRo0aJVWzeTh06JBaYBigHBsvXrzAL7/8gg4dOqBOnTo4deoU79104MABuLq6wtXVVRJbV3Xsz5o1C3K5vFAIfqG5oU1bKy4uDoQQ+Pn5oWzZsujVqxcAdf9ATk4OIiIiULp0aZ0n+rntiY6OZuUEmjVrxqtnq0r0p6amYvbs2ahUqZJawPeCBQtYgJA2CH4u6NywsbHBhg0bkJ2djdevX+P+/ftwcXEBIQQVK1Zk79Pk5GScO3cO/v7+8PT0ZERsu3btBMujFTZev36N3377DTY2NnBzc/thCfL/Sj+EEBYWBiMjI14yhKGhIcqXL8/KzQFKtc+6desy8rl69eoICAhgCQbly5cXPWs8ISEBI0eOFCT6aTuoehUNWudK33PJZ1rbetq0aTph786ZM4c9j6CgIHac+86nff348SPev3+P69ev48aNG8jOzmZ9kILgP378OPr06QMPDw/4+Pigbt26OHToEG9N/pp5w+3DxYsXC6fB+UA1Cejt27d4/Pgx8vLy2LlvXXt1OTjh7du3aN26NSP679y5w87RwBO6l5f6vffmzRvY29ujQoUKasElFKdOnUKdOnWYP5e+A+zt7dG0aVM8e/YMgPR2ClVSpn5DTUG5dB+4du1aVKpUiWeziAnVZ5+RkaH2zvz48SOWLl0Ke3t7ODs7Y9asWYJlQ2jAxZIlS9TO6aGHHnr8L0EUkl/XcPfuXbZB9fHxwdixY3Hy5Ens3r0bnTp1AiEERYsW1Ud56QFAmT1qbm4Oa2trXlbos2fPcPDgQSZv1rBhQ172bnZ2NuLi4tC3b1/UqVMHgwcPZlHpUhmBBw4cQGBgILy8vNCnTx+sWrWKd/7p06do3749DAwM4O3tjXnz5uHx48dITk7GkydPmMKFh4cHi1iV0ohKSEhgmXtcpKWl4fLly2jcuDEcHR1RtGhR1K9fnxHJFMOGDYOlpaUoMmFZWVkIDg6Gh4cHbGxsmGShm5ubxrIB58+fZ9ecOXOGd65///6QyWRMeg+QVkLvypUrCA0NRe/evTF37lzs2bNH7fr3799j5MiRKFGiBAwNDeHj48MUL6ZPn64T9bHS09NRvnx5lChRgie79vbtWxw/fhzVqlVjzpIiRYrwMk4B4OjRoyhfvrxomX8F2Rzfu3cPNWvWZO0eOnQoO8cN+Bk1ahQIIejUqZPWJTK/BSkpKahQoQKKFSuGLVu2sBrjQhvX3Nxc+Pr6wsPDg22+pYJQ0Mqvv/7KIs5pP4RqkyoUCtSpUwfm5uaIi4sTt+H/D9XAG/qeuXHjBkqUKAFnZ2cm6SkUPKJQKJj6i2rNeymg6sRRKBTo1q0bCCEYPXo0m+Nc1QFuX2jdeu67V2woFApejVf67w0bNoAQZT1FSvBrGlctWrQAIUS0sjVfwqtXr+Ds7IwSJUqw91J+7zducJKqHSKV0zAtLQ2urq4oXrw4I8cA5fpx+vRp+Pn5sUzZatWqYdGiRWzdy83NxalTp9CwYUONJUWkAA1yLVWqFLy8vDS+cwGlFLOhoaHOjKk//vgDhBDMmTOHHXv48CEWLVrEspCp09bExERNDSoiIoI5E6UaU3/++Sf27t2L2rVr84Jvv9X25tqJkydPxurVq7+7jV/C/fv30b9/fxgbG4MQgpYtW7Jzqv1QJfoHDx7Mm0tio6DPPTY2Fo0bN2ZZ8Nz6vapEf1pammAw0oYNG1C0aFHcvn27sJqvBoVCgaSkJI11e+Pj41ndXipfzEV6ejoSExNx4cIFvH37lhHUYuw/Xr9+jVmzZsHW1hYlSpT4YQny/0o/uKBBI0ZGRpgyZQrWr1+PIUOGsODPYsWKYffu3WycZGZmYsSIEbw9lZ+fH4KCggRV3LQJes9pjXBTU1OUK1cOW7du5QUivXr1Cr6+vky9Qgg0ESIgIABv374Vpf0Fwdy5c9l9prWtAd0jwrjjn5Y9IoTA1dWVqbzIZDL8+uuvaoH2XwJ3PM2ePRtyuVyr6x+3L7RuvaurK2xsbFCnTh3MmDHjmxUSuNfHxsbqRBa5Kt6+fYs2bdqAEAIXFxds376dEbFubm68ElBigLsO03GflZWFpKQklClTBoQQXjAC9zMAcOLECTRs2BCGhoZo0KABQkJCkJiYyPM7SI0nT56gaNGikMlkWLFiBSpXrqxxP5ubm4uffvoJLi4ukuw5uPf20KFD6Nu3Lzw9PVGjRg3069cPR48eZcE8L1++xKhRo2BlZQULCwu0adMGFy9exL///ovk5GQMGTKEBSbq0ntXDz300EMK/E+S/IByE9u+fXvm3OH+Va1aFffv35e6iXroCKh0Io0MBPiGyb1791j2bmBgoOB3ZGVlMeNPKiOQq0ZACIGBgQEIUdaQ4pKrT548Qb9+/Zj0uIWFBRwdHVlt9WrVqklWl00VFy5cACEE5cqVY5uFGzduYMyYMSz4wtXVlWUHeHp6qmXOpKamAtBuX+h4+fTpE/bv3w9nZ2eWwcDdbKu2ITMzE/379wchBI0bN8aGDRtw48YN9OrVizkRaPvFBncObNmyhY0X7l+3bt0QFRXFuzY7OxtRUVHo2bMn79oSJUowSTcp8erVK0ZY7tu3D4Ay2r9fv36wtbWFXC5H1apVWdYWIUSt5APdQGlbxYZ7X6Ojo7F+/Xr06dMHixcv5knGAuAFJA0YMADnz59n5zIyMjBgwAAWcS8UIS0G8nNu0k05LXtiYWEBQgh+++03dg33PUbnzbhx40SvkVcQJ+25c+cgl8vZGOJmBHGdvcOHDwchBL169RKU09MWClJXPiMjg22sCVHWE6fg3vOxY8eCEGXZEVVFFTFQkOexe/du3vuISwpyn8fQoUPZHFJVxNE2CtKPDx8+sIAemUyGsWPHsnP0vSR2zVtVCGXK5OXl4fnz58yWioyM1Pj53Nxc5OXl4ffff0dUVJTW2/s1yMvLQ+XKlWFnZ4dz584BAK5fv47+/fuzzJ/q1avD19cX5ubmKFWqFE/FJy8vj80dMVTQCjKmMjIyWIAnIQR9+vRh52hbFQoFG1O6FCQWEREBQgisra2xZ88ehIaGsqwmHx8fBAUF4fr16yzoysnJSVDBTSpbl6rX1K1bFz4+Phg4cCAAfHN2KLcfXNInOTlZ6+RifHw8Ro0aBZlMBkII1q1bx85pIvqp4338+PFabZsmcNt1+fJlbNq0Cb/88guGDBmCPXv2qJXQ4RL9bdq04RH9QhC652KskY8fP4a5uTlPnhjgl9zRpEbFDS6jEIOYpr/78uVLzJw5E3Z2dnBxccGaNWuY2sO3tkNofmurT/+1flD06dMHJiYmvABvhUKBlJQUFlDo7OystrZnZGQgPj4e8fHxUCgUovtKVO/PzZs3MWrUKBgYGKBGjRoIDw9nbVEoFIiKimJBMN7e3ti4cSOOHDmCAwcOoFGjRiwAgAYXi7GPyu8Zc9s+f/58EEIgl8uxZcsWdo2uEf2AMriNEAJbW1uEhoYiPT0d2dnZ2LVrF1Oka9GiRYGTNLjjifr1rK2ttaaYoilY4aeffoK3tzfbj1etWpUlBRR0rnL7Mm3aNFhaWmLp0qWS++SEkJqaytSt6J+vry9TNRVL7fdL6xUtE8L1jQhdf+LECQQEBDAfFzcgT4x1UNNvcJ89VdkzMTEBIQQzZ85k57gB1P369QMhBGPHjhXdT8IF1z9tYGDA1GCKFi2K7t27szn+4sULzJgxg9mFMpkMtra2rIyQl5cXu1YX32l66KGHHmLhf5bkB5RZpSdPnkSPHj3QqVMn9O/fH5s3b2YEhx7/e1A1nrKzs1GnTh0QQpgzmWuQUqPqzJkzsLOzg6mpKasvrpr9KCUuXrwIKysr2NnZITg4GBEREVi7di3LqunSpQvPsfT27VtERESga9eu8Pb2houLC9q1a4dly5axCEld2UzQKGF/f3+MGjWKkc0BAQFYs2YNnj9/jvv378PPzw9yuRwnTpwAIH6dd/oby5YtAyEEpqamMDU1xaxZs/KNwI6NjWV95Gadubu764Qxu337dhBCYGxsjN9++w179+7Fpk2b4O/vD0NDQ9SuXRubN28WbGdwcDCra0gI0ZnyKMHBwSwIo3Hjxiwgpnnz5tixYwcyMjKQmZnJCNiFCxcCUM/WEgthYWEsO5T716dPHxw6dIhdt2/fPpYdZ2FhAX9/f/j7+6N48eKM9JCqnAh3bDx//hyPHj1CXFwcEhMTeW35+PEjy3x3cHAQJFrHjBkDQghq1arFZL/Feibcfty8eROHDh3C3Llzcfz4cdy8eZN3Lc26JoRg0aJFvIxYhULBAhoqVKjAsj3EdiKcOHECY8aMgZ+fH7p3747x48fj+fPn7L4nJiaiYcOGLNhq7dq1iI+PR3p6Op4+fcpKX0il/sL9rbt37+Ls2bNYu3YtLl26pKa2MX36dPY8hJRIRowYwZx0Yj4P1d+hNW979uyJ3377DVu3buWdf/LkCQtUqlGjBv766y+8e/cOgNLupY4dLy8v0WreCvWD/ibXpqL3uG/fvmoBecDn91JGRgZKlCiB5s2bix5soQlU3n7mzJkwNDSEh4cH6tWrxxxWzZo1w44dOwAog8no3JgxY4Yk7VUNEgsODsaIESMwceJExMTE8DJ7jh07xkojNWnShNlRHz9+5NVRLleunOhj6ksICgpSWxsHDx6Mv/76i429T58+oXz58jA1NdUpFbdbt26hW7duMDc3ByEE9evXZ+e+9t0jRHI4ODioEdWFASEZaECZ0T9y5EjIZDKUKVOG954VIvoPHDiAmjVrSp5lFh4ezhzJ9M/ExAQuLi7YtWsX73NxcXE8or+gMrhC5Lm2QMsnDBgwgB3Lr27vs2fP1FQuxITqPbl79y4mTpwIU1NT+Pr6YvXq1d+cCc8dn+vWrePZzIWN/0o/uDh79izi4uLg7u6O3r1789rDJZipUqabmxtbI4Qg5v6J+1v79+9Hq1atULJkSd5c9/Pzw7Zt29hakZ2djZs3b6JWrVpq64qRkRGaNGkiSvkKCu578/bt2zh//jw2btyIU6dOsdrV3P7S4C4DAwPJiP4v7ZVfvXrF7A3qP6C4dOkSPDw8QIiyHEJBILT22draar0kCqDM4CdEWYIlNDQUCoUCiYmJePbsGapXr878OgUtCSTUF0NDQ51IksgPS5YswaRJkzB79mzRlTq4WLFiBcqXL4/u3btj5cqV2Lt3L16+fMnKUnETB7jgBlaeOnUKtWvXZkQ/d2+vzfcXd47euXMHcXFxiIyM5PkOAKUPt2PHjixwVdX3AHz2k9SsWVN0PwkX0dHRMDMzQ5EiRbBu3TpcvXoVZ8+eRc+ePVmClr+/P/NNpaSk4PLly+jZsyfKlSsHU1NTBAQEYPjw4Yy/0RX/tB566KGHVPifJvn1+N8FNWS4hgDXeHr58iWys7ORm5vLCIywsDCN35eRkcGyqzUZiFKCSpaqOqMuX77MSL/OnTsLZpB8+PCBEfvfWz+sMEHbcP/+fSZ9b2BgAHNzc0yePFmNHKTPR3XDKDZWrlwJCwsLDBkyBGXKlIGlpSUmTJggSGhQ3LlzB8uXL4evry+aNWuGX375RfLSD4CSxHR1dQUhhJEXFFu2bIG1tTUIIVi/fj3vHHcjcfnyZSxdulTUrIcvIT09HUuWLIGZmRns7Ozg4eGB+fPn49OnT7z2LV68WNAhKiYOHjzIgiwmTJiAWbNmYfjw4SzTvWLFiryMuZiYGAQFBaF06dKMfPLz88PYsWMl23hzx8OuXbtQrVo1pnbh6+uLTp064Z9//mEb2UePHjEJupIlS2LixIkIDw/Hhg0bWJ3P0qVLix4Eo0oKODo6sqxFQ0NDWFpaYu7cuTwH5+rVq5mDsGbNmujduzf69+/PJEG5keliP5fQ0FCeA5P2xcfHB7///jvbdL958wY///wzCzSxtrZGiRIlYGlpyTJVpOgD93ls3boVxYsXZ4FtVlZWKF68OMLCwnjOtYkTJ7L+Nm/eHGPGjMGYMWNYrXRPT09JlWzCwsJYH7h/devWRVxcHJOAvnPnDsqXL8+IvMqVK6NOnTpwc3NjgSNS9mPBggUoX748U9+gWSQnT55EqVKlYGNjg6VLl/ICv7jBAFTyc+7cuTrn0Hn+/DmCgoKYtGyZMmUwb948ZGZm8t5F69atAyEEU6dOlbC1wObNm9XGlJ2dHerUqYNjx44BUL5D9+/fz8hLQpQlqmrWrMn66evrqzMqT6pt2Lx5M8aOHYsZM2bg4MGDatcmJSWhePHiqFy5sqQZTUK4ffs2Bg4cCAsLC8hkMt56/i2Zf5QYsLGxKVSSQzVT7uPHj8jNzVUrw3T//n0MGzYMMpkMFSpU4JVBEyL6aRk0sTL+VMENZJ08eTLCwsIwYsQIlrVLCFEr28Ql+tu3b4+YmBhJ2q4JFy9eBCHKsgKA0tEuRPDTex8eHg4PDw+cOnVK9LZyx9WePXtQr149ODs7M/uCEGVG9bdI3qvKd9PAOJpRX5j4r/SDC7r/6NmzJ7y9vZkkNJcQo23LycmBv78/G2PcmuRSY/PmzSywe9y4cVi4cCEmTZoEBwcHto/iEv2A0mbZvHkzxo8fj759+yIoKAjHjx9nfhQx1kBVG9fFxYXt/ajtsXHjRvzzzz+8z8yZM0dSop8bYCs0Bu7duwc7Ozt06NCBdzw2NpaVf5gyZUqBfkuMtU8ICoUC6enpTPUvPDycd/7atWvsnTtq1KgCfaeYwQrcsUD//S3jQ9M8kMJGvHnzJhwdHdX2T8WKFWOBPe3atUNoaChu3LiRr6rv6dOn2fusW7duuHXrllbbrupfKFq0KEtAqVSpEvbs2cPz1cbExKBVq1YsIPG3337Dli1bEBISwgJo3N3dRfe9qf7OwoULQQjB7t27eceTkpKwe/dutvdu1aqVWiJQSkoKHj9+DODzmqMLew899NBDD6mhJ/khvuScHrqB9PR0rF27lieVCihJ2FKlSiE2NhaAUgqLEIIePXqwbDgh0Ozfbt26SeaMUkVwcDB27dqF4OBg1KtXjx2ncreAcqNBs/46d+6sJl/PrV2lCwSsJmzfvh0nT57kZc1wjb1q1apJUgOMgvtuoSRfSEgIPDw8YGlpiUmTJqkR/arjiI4/XTFmqcQWV2ocUGYEUcOc6zAUyuLk/lvq/qji7t27uH//Ps8hwX0mjRs3hqWlJc6cOSNam1TnYOvWrWFubs5KC1CcOnUKrVu3hpGREby8vHhZWLm5uUhJScGdO3dw+fJlZGVl6cSY2rJlC9t0V6lSBcWLF2cb7zJlymDr1q0sMyUpKQmtW7dWUzCwtLRE69atRc2kUQVX+r1fv37o0aMHmjZtyo51796dJ+N78OBB+Pn5saAY2t9+/fpJFpl+8uRJGBoawtbWFsuWLcPRo0exe/du+Pv7w8jICDY2NhgyZAibG6mpqQgPD0dgYCCKFSsGR0dHtGrVCgsXLpRc/WXHjh3svv78889o1qwZ/Pz82LFRo0bx6jAGBwfDy8uLOVAIUZYT6d69u6TBVdShbmJigmnTpmHVqlUYO3Ysqy3u5eWF8PBwJpWekpKCoUOHokaNGqwfNWrUkKTmLYVCoUBmZiYLNggICGBEEqB8v06fPh1GRkaws7PDxIkTce3aNXY+OzubSavXqFFD52ov0jXu48ePSE5Oxq1bt3hKPdz1o0mTJjA2NmbyxVLsP+iYMjAwQFBQEFauXImuXbuyABGZTIadO3ey9t29exczZ86Ei4sLbG1tIZPJ4OfnhwkTJkianaUJ+bWFW75i4MCBIIRg9OjRkrafu75zx8qtW7cwYMAAGBkZoXLlyrws3S+NG7EJ/uPHj6NPnz7w8PCAj48P6tati0OHDvH2T/kR/VLMA02/efv2bfau4rYRUGbLcYPCVAPB4+LiWABy3759v7nEgjbw/v17VK1aFUWKFMHGjRuZOhLXXufOjwoVKqBUqVKSKCpQUPvQxsYG06ZNw6ZNm7Bs2TJ4enqywM6vIciF5oWVlZXWyb//Sj8AZR3lihUrsoBhbvkHbrvpu4z2vUWLFlpvW0Fx8eJFWFhYwNDQUG2OX7hwAT///DOMjY1Rvnx5bN26tUD+HbF9JTt37mTvoQ4dOqB169aspICVlRV69uyJ69evs+tVif6tW7eK1lY6RvNbw/bu3QtCCIYOHcqO5ac08vDhQ0aycr9L22vf7du38y2Z+PTpU5ibm6N58+a84xcuXECFChUE+6JJ0UXMYAXub+/evRuTJk1SC9YrjO8WG6mpqXj16hXu3LmDXbt2YcWKFWjXrh1q164NS0tLFshOiFLt0NLSEnXr1kXHjh2xePFitYAZSvQbGBigVatWPOl+bYHODRpoW7ZsWRCizNifOXMmL7nhzp07bL/E/bOyskLLli0l9ZOsWbMGu3fvxqJFi1C9enV2nNuWnJwcHD9+HF5eXjA2Nsby5cuRl5fHs6WkUtDUQw899NBl6El+Pf5nceHCBbi4uICQz7W3aca7ubk5Tp8+DUAptWVvbw9ra2u1THjgcwYaNbyGDBkiXifywatXr5hBV6FCBTRs2FDtGmoUaSL6fwRo2kxTB5VCoWASwF27dtV6ZgPFl+qLA0oFiE2bNgkS/dSRQGsAcjdYUhuz9J536dIFhBAm3QvkvxHnOnml7sPXgLaVu7GgUmctW7aUZL5ERkbi0aNH8PPz4zlCVImB7t27QyaToUWLFoxsEtogSQHubz948AAuLi5wdnZmDqd///0X169fZ/XvihUrhg0bNrBs5dzcXJw6dQoLFizAxIkTMWvWLMTExDCSU4qanh8/foSfnx/s7e3VMhS3bt3KghY6derEyxJ49eoVHjx4gIiICBw7dgzv3r1jc15syU8AGDduHAhRl61/+/YtpkyZAjc3N6aaokq0Jicns2AMKdRfuM8jOTkZFSpUgKOjI+tLVlYWPnz4gPnz57PyJ4MHD+bV9kxISEBsbCy2b9+OnTt34unTp0wWXqxxpXrPAgMDYWpqquaIfvnyJcsadXd3x9GjR3lS+Dk5OXjw4AGTIafvCCkcO/TZvH37lq0TNWvW5BH9WVlZGD9+POzt7SGXy2Fvb4/+/fujY8eO7DMeHh46Ua5GE4SCh+l7V6FQsPWjefPmoq4fqsF1PXr0gKmpqdo8v3nzJvr3789syD///JN3/t9//0VCQgKuXbuGT58+iVJHuTCes9B6xy3DIUXJIFVSIjMzk5fBTnHr1i307dsXBgYGqFmzZoGIfrEJfm7tYVdXV6byIJPJ8Ouvv/KC2x4+fCg50c8lrYV+8/Dhw5DL5Rg0aBA7pkrWz5w5E4Qo1XrOnj3LO3fu3Dl069aNqd6IhYLcP7rG00DJOXPmsHPcEigDBgxgATCqssBi4erVqyyoSHX9e/DgAQYOHAgrKyuULFmyQAS5VPLd/5V+cBEREYG6deuyoND9+/ezc6rtvnLlCgwMDODi4oKnT5/qxD5w48aNIERZl5qCe1/j4+PZWlilShWEh4dLakMBfLv67du3+Omnn2Bvb8/Lhs3IyMD06dNRunRpyOVy/Pzzz7xgVgCM6BcKYtJWuwcNGgRCCOzt7XH48GG1PgFAVFQUC1gAlOMmP6WRJUuWgBDC21Nx7QVtrH0rV66Eubk5NmzYwPacqrh69Srzq1Hk5yN5+fIltmzZomYTSqVGQINH3NzcEB0drdXf0ha4iUpC85Ue2717NxwdHVG0aFF06tQJrVu3hpOTE+zs7NgccXBwUEv2ioqKgq+vL6ytrfNV5Pxe5OXlISMjA02aNIGjoyOb60lJSZg6dSrc3NyYH5G7lwWUZfeCg4MxYcIE/P7777h06ZLofhIuuP7pcuXK8Uh+VaSnp2PBggUgRFkqTA899NBDjy9DT/Lr8T+N0aNHgxACMzMzDB48GIQQFC9eXE3Oc8iQIczAO3r0qGBEa4cOHUCI9HLwXJw5c4YZUn5+fnj+/DkUCoWgA5pL9AcGBha4PpguIycnh9UfLlu2LMvC1LZjgbu5fPLkCS5cuIBt27bh6NGjas6+zMxMRvRbWFhg0qRJ7Jq8vDxMnDgRLi4uWLZsmVbb/C0YPnw45HI5kyKNjY0V3LxmZWXh06dP6Nq1q1rW/4+EnJwcvH//Ht26dQMhSuluKeqMHzhwAIQoazzb2dmxeyoU0RwTE4Ny5cqBEIK1a9eK1sYvgdvG9+/f49q1ayCE4I8//lC7Nj09nTmaS5YsiQsXLnzx+6Ug/m7fvs1kJrllW7h9PXbsGCM+goKC2HFN7RXbCbp9+3YcOHAA3bp140ll5uXlsTampaXh999/h42NDUqWLMlUbyj5wZVhlZKA/eeff3D//n2Ym5tj0aJFgteEhYWxwIulS5ey45ruuxRO6cjISERHR6NcuXI8sikvL485m7k1GKtVq8YcOEL3X2rHOm3zu3fv4OPjI0j0Z2dnIyQkBO3bt2cEGnU2dunShb13dSlr/EvIy8tDeno6KzXg7u4uyfoBKOW5X716BV9fX3Tt2pUd50rVZ2RksCwgDw8PXiagmODWjC+s+5SQkIBTp06hQYMGzNEodUmRkydPon///vD29kb58uXRokULHDhwgEcq37p1C3369GFEvyaSRPX/KZmjTWLgzz//ZCRjaGgo0tPTkZ2djV27drF53qJFCx6xHh8fz4j+ypUrY9u2bVppmxAWL16McuXKsZIUQqCEysyZMwHwCX46FrOystCnTx8QQjBu3DgA/DFE55QUQYe3bt3CxYsXceTIEWRkZKiVqKtTpw4bF0JKdbpSt3fXrl1qmb25ubmsLS9evMDYsWNhaGgILy8vrF69mgV0S5kR+1/th2p7jhw5woJxW7RowVPf4dopCQkJsLa2RkBAgORlUej8HTp0KAghmD59OgDh8X3jxg2mTlerVi0e0S+lPZWQkIDk5GTePhDgB3Ju3boVvr6+MDU1xYwZM5CVlcVbRydNmgQrKyvRApFycnIQFBQEQpSlvYTWsFevXsHV1RVFixbFwoULmV+BloMA+Eoj1atXh6urqxq5CXwOwirM4Jfs7GyMGjUKxsbGKFmyJDZt2iRI9N+/f58F2QPK/Xh+wQrbtm1DmTJleGuSFBn8CoUC7969w08//QRHR0fBBKevher6p831UHVOqtqNXHVS+u8PHz7Ay8sLvr6+LHD92bNniI+Px969e7Fw4UImDa/qRz137hw7pw3Q30pNTYWVlRUWLFjAO56RkYGNGzfyEoaoDH9+kHJ/zvVPlypVCteuXdP4Ln38+DFTOuTuB/TQQw899BCGnuTX438SXENi3rx5zNCwt7fHkSNH2DnuJrRt27YgRFmrdN68eYiLi0Nubi7S09OZI7Rq1ao6Jx/LNaS4JJ8mot/Ly0unFAm+Bc+ePcO8efNY7bZKlSqJ5sBVlTmjzk365+3tjWHDhvGu+/TpEzZt2gRPT09YWFigf//+iIuLw7Bhw0AIgaOjo1YjhL8VtPbjmDFjcPz4cUGJfroRT0pKgpOTE2rUqCFZNtD34PXr1xg3bhxcXV1BiFIqmm6ixCaazp07By8vLyYtR+eqJhnJNWvWgBCCRo0aITs7W6cyXzdu3IhmzZphzJgxsLCwUJN2p/9NT09n9eVq1KghuYNQFdu2bYO5uTkmTJgAMzMzFmUvJL24Z88e9j7gOrikRlxcHAuIKlasGFq0aKE2Vmg/kpKS0LVrV162jS4hLCwMxYoVw+TJk2FkZISoqCgAwrUlly9fzrJNuZmmuoAjR46AEGXN2+LFi2P8+PEA+HOd9uXNmzcsoIcbQCIVVMeOqgwjkD/RTz9z/PhxHDhwAKGhobh//z7LbvyRCP4nT55g5syZKF26NOurVOsHLV/RsmVL+Pn5MXJASE780aNHaNGiBYyNjbFy5UoA4pIaixcvBiGEV4e+MNYvmvlnYmKCjh07SlKGg3sfQ0ND2ZpQtGhRZmdQ4pibgXn79u0CE/3AZ4Lf3t5eawTgq1evWJ1X1UDnS5cuwcPDA4QQTJs2Te2z8fHxTE2hUaNGhSYLnB/evXvHAogCAgI03hdaL7Zp06b5jg1ausrHx4e9n6RGeHg4HB0dYWVlBUKU0r4rV67kte/ly5eMnHV2dsbo0aOxceNGrFmzhh13d3eXTDWF/h4tizBs2DAAwuP80aNHbAxWqFABq1evVsuEl4oY/6/0QxXc9kdERLDSQD///LNaKUTgsyrEoEGDdMaGX7duHQgh6N+/PwDNa8DWrVvZO7lSpUrYtGmTpDbIpk2bIJPJMGDAANjb2+PcuXMAPrefm728ZMkSGBsbw9nZmSk6cZ+d2Fm9OTk5GDt2LAhRSodzVWmobfjbb7/B0NAQFhYWagQ/tRPz8vJYIsf48ePVxtSOHTtgYGAAc3PzQp8baWlpmDZtGiwtLeHq6qpG9CsUCqSkpKBatWoghGDBggWoUqVKvsEKVatW5T0jLmbPng2ZTCbKPKfktomJCZYvX87r07eAu25oWxGA+1tnzpzBxIkTUa1aNbRu3RqDBg3CP//8I+iDysrKQs2aNUHIZ3VKofWOu/fSpi0s9N2ZmZkoXrw4jh8/ztpHr8vMzFQj+rl+Q6mDu4XA9U/PmzdP8Bo6p2mJvYsXL4rZRD300EOPHxJ6kl+P/1lQ4y08PByEEMjlchgZGakZd1yDrkePHiBEWcNMLpejUqVKrB6uLsvHnjt3jhlS3IhcIaL/0qVLqF27tlajUrWNuLg41K5dGzY2Nhg8eLAktWKp04+SYL169YKPjw9zuDVp0gSvX79m12dmZmLz5s2MKKeZi15eXizCXldIDdqOJ0+ewN3dHY6OjihZsiQIIZg6dSq7jkvYtGvXDoQQbNy4UfT2FgYePXqE4cOHw8vLCxMmTJC0znheXh5iY2OZ88DBwQEPHz5k5yjonL569SoMDQ1RunRpngyr1Hj16hX8/f2ZM9PW1pbVu+P2g97jt2/fwtPTE3K5nGU66MLGNSsrC3PmzIG5uTmT9qPjXOh5AGAOLkp66EI/Xrx4wZywhBDUr1+f54CioP++c+cOTE1N4e7urlPBbRkZGRg1ahQjzAghTJ1HNZORgq7tNJtfV9bww4cPo1q1aqzmbe/evdk5odqje/fuhaGhIdq2bStySzW/C7l1KoVqjmsi+vOrYa0L8+Vr8OTJE7Rq1QqVK1fG+PHjWVasFOtHTEwMHBwc2Dxv1KiRxnbk5uZi/vz5IESpBiVmXfHMzExMnjwZhCjrjXJVXgpjfi5atAjbt2+XVLYU+JwBb2Njg5CQEKSnp+Pjx4/Yu3cv21906tSJqT4AfKI/ICBAo9Ty8+fP0aVLF9jb22u1XixVsFEN+IqNjWXBtlOmTMn381OmTBFV1v6vv/5Cnz59eO9UCjq+bt68iaJFi8LDwyNfBaFHjx7B0dERrq6uLGBESnDr9jZt2hQlS5aEmZkZzM3NMWzYMFbyCFBmMHbt2pWRafTPxsYGbdu21QnVlN27d4MQgo4dOwJQz6Sk/z516hRrv7u7OxYvXsxsXu47Qwxli/9yP7hQVaqiZEzFihUxadIkXLlyBVeuXGE2lru7u07MEYqjR4+CEGXZiqtXrwIQ9o3cunULNjY2TDGpQYMGku2nsrOzWXBHkSJFeIFwQiRkTk4OmjdvzshwQH0NFdumUiX6VQOer127hoCAABgaGsLDwwO3bt1S+w6qxlmrVi1BpZHz58+jY8eOamUKvhdcVbPJkydrJPoBYNmyZSyImBDCU3mj40ehUOCXX34BIQTDhw9XC3alwb7W1tZan+chISEoU6YMJk6cCDMzM9y9exfAt9tc3HVj1qxZIIRg8eLFhdJWVagGTtJ9k6mpKfO9ubq6Yvny5YIEOC1hEx4erpX2FRSqCk/jx49H9+7dMX78ePz00084evQogM/3lkv0ayoBqqvg+qdpqUYKbtnVsmXLwtXVVef7o4ceeuihC9CT/Hr8TyMzMxPjxo2Dh4cHy9Q3MTFRq0/K3TStWrUKXbp0YQa7j48P+vTpI0km0Nfg/PnzzJDi1m3jGpPUiKeOXE2ZwbqOrKws/P3337h8+bLodZQB4OzZszA3N4e1tTXP+frs2TMcPHgQTk5OLLNGVaI4Li4Offv2RZ06dTB48GDJxpXquFB1ZuTm5iIjIwMTJkyApaUlCCFo3749O8+NlKYbp+bNm//QZSDevXuHJ0+eCBKfYiM3NxexsbEs8lxIWYDO44SEBJibm6N+/fqStVcToqKi0KZNG/Zumj9/PjunSmLm5eUhMDAQhBCsWLFCiuZqRHJyMhYvXswyFn/66Se2GRVyGK5fv545Crk1A6XGy5cvMXLkSPY8goOD2TluP3JycpCYmMhI9Nu3b+sU8fr06VNMmTIFzs7OjOgQqm9L7zslMrt06aJ2jdQ4duwYmjVrxuwTbjkh1XZSNQYnJye8ePFClHEVHBzMHIGq6xQd57///js7JkT0v379GmXLlmVkMs3mFZNU1jZevXrFyyKSYs7T8RIXFwc3Nzem3EFLbgiBErhlypQRff1OTk5malv29vaFQvQLvY+lev9yM6m3bNnCO3fz5k22nqjW7gWURD+tFd2mTRs1YoDi8uXLBZJu/R5QUpkrQ55f7eGHDx+qkTaq6j3aAvf5cx3G+/fvZ85zet2rV6/QtGlTRswmJSUJtvnRo0ewtbWFv7+/pO8shUKBDx8+oGXLlrCzs8OOHTsAKG3A4OBgFjQyYMAAHtEPKJ3tK1euxIwZMzBv3jzJ6/ZyERsbCwMDAxBCeM+Ii7y8PPzzzz8oUqQIOnfuDJlMhurVqzO5ewpKjtrZ2YlOjP9X+qEK1Yz+WrVqsX7a2tqy/zZu3FgyBZv8QEvoVKxYEffu3QOg7g95+vQpjIyMsHjxYkyfPl1QGl5MpKamYvHixZDL5TzbFRAOkg4JCQEhSlUoXcGXiP7jx4+jcuXKbE81fPhwHD9+HCEhIWjUqBEIUZZwo2NKaB3XljIMl+ifMmVKvkQ/VRswNTUVDBajwQrVq1dnSSncOfXx40eMGDECN2/e1EpfKNLS0ljpGTc3N5iamuLBgwcAvs1GUlUckclksLCw0Ho/qD1ibW2NdevWIT4+HgkJCZgyZQocHBxgb2+P4cOHIzU1lfc5quoxefJkANIHe3OThbh/9evXVwv6EiL6bW1tMXz4cLx69UqyPhQEXKJ/5cqVbA5QUJ9EkyZNdEYpSQ899NBDl6En+fX4n0daWhoePXoEQFmbjBACY2Nj7Nu3j3ed6ob00aNHuH//PtLT00WvufitKAjRL/T/2gb397gOssJqh9j9oc6XJUuWCLbh3r17jBwLDAwU/I6srCzRnJ6q4Lb1wIEDCAwMhJeXF/r06YNVq1bxrn369Cnat28PAwMDeHt7Y968eXj8+DGSk5Px5MkTJunt4eEhav1hbh8+fPigJmFYmN8vFSjRX716dbYBElLgoNnZgwcPRk5Ojk60nduGyMhIdOjQgWX5cJ2fXMlJAJg+fbpaMIDU4ErYL1y4EKVLl4ZMJsPo0aNZnVt6DX2/nT17FoQQ9OjRQ5pG54MXL16wWrympqa8QKW8vDzWh48fP8LV1RW+vr5qDmhdwL///otJkybB0dERJiYmmDNnDk/mE/j8PGg27eDBgyVrryq4c+To0aOMbGrQoAEuXbrEznGfyZMnT2BlZYV69eqJ0saDBw+yTELqDOSuV6tWrWI2B3c9FHJCx8bGsqCMatWqMeesFHaVqoO1sAMepXwH09+OjY1lRH/btm1ZJhwFve937tyBlZWVZKV2UlJSeJLzhZ3RLyXu3bvHskO5KGgG/I0bNzB69GjBDHgxx1hUVBQI+Vy65cqVK/nWHqblEu7fvy9aG/NDZGQkI5JUZcYvXbrEAlkDAwNx9+5dNVnogQMHghBlaQWpx2RycjKKFCmCGTNm8I5nZGQgIiKClQwRIvqFILa9rgmUDHRzc0NMTAzvs3T9e/fuHczMzPD7779j6dKljIjlZmOXKFECtra2WlG2+K/041vA7fuRI0dQr149GBgYoHHjxti0aRPevHnD5r+u+Eq4a1zt2rVBCIG/v79g1njfvtqxuzgAAQAASURBVH1hbGzMC5iSuh8pKSlYsmQJC6iYNWsWO6fqP6AqErpE8gP5S/cDSnn3Hj16sHcw/TMzM0PLli1ZoJbqsxBj/Sso0f/48WOmZEEIwYgRI7B06VIsWbIEtWrVYntfXVADvX//PoYPHw4bGxsQoiwHqJoxXhBoKilS2KoKqkhISGC2E80Mp+2OjIxE8eLFQQhfHp6ep/LxTZo0kXxuR0dHw8LCAhYWFpg7dy42bdqENm3awMnJCTKZDJMnT86X6A8NDYWtrS3KlCmjFsygi+D6p5s3b47Bgwdj9erV7L3M9SHqgg9LDz300EOXoSf59dADfIOB1sxTJfq5Ru6jR48k2VAUBgpK9IsF7u9evXoVy5Ytw4EDBwr9u7UF1d/Izs5GnTp1QAhhdaC5BAEdN2fOnIGdnR1MTU1x5MgR9l26NI5Uo4ipI2HAgAG86PgnT56gX79+TDbQwsICjo6OMDMzY4QN3byKsXFSrf82ZswYTJ48uVAi+qWWOFQFle6vWrUqk6LbvHkzTpw4gQcPHqBnz55sg6RLEpkA/95FRUWhVatWbINH5w7Anz80e4MSz1LffwrajuTkZCxcuBDFihVjjnYaRc8d+926dWNOOV3K5Kd48eIFi553dHREaGio2jXDhw9nxI4ulYHg4unTp5g0aRKsra1RsmRJrFixgrWVO646derEk5HUleehmiFXv359yGQytG3bFqdOnVK7npJNtOatGPOjdevWIERZNkSI6N+wYcMXiX5AGSRTpUoVppLk5eUlCamsun6MGjUK69atYwE73wOpAypVf5eb0d+5c2f8/fffagQmDRL75ZdfJHN8JiUlYe7cuYzop9LEQOHIyALSKFcdOHAAhBCMHDmSHcsvA/6ff/5BXFwc7xhtt7afjdB9puPo1atXcHV1RdGiRbFw4ULWfk21h6tXrw5XV1fJsmFVneJXr15Fly5dYGBggBo1arCybRRnzpxhJbQCAgIwfvx4XLhwAbGxsczGKlu2LK8ElxgQep9kZGSgePHigvuPnJwcjUS/VMpt3HH15MkTXLlyBWFhYbhx4wZPaYGWPCFEqaCnaf2TyWQsGxtQnxfbtm1j65S+H4ULVaK/Ro0aIERZZoiq/ahepwvIycnBkSNHWKkBW1tbrF27FhEREbh79y769u0LQgjq1q2rlqUtNSjRL5fLYWJigkWLFgleR21cqqok9TNQVQbLj+hPSkrClStXEBQUhNGjR2P69Ok4c+aMTiiN5Ef0c8nV1NRUTJ48mflR6F+RIkXQvn17ScuiqPqe7t27h+HDh7O+bNmyhZ0vyLjRRPCLoTgSHR0NU1NTtYDt2NhYVg5TU+Dkhw8f2DwXe0+ral+tXLkShPBLrD59+hSLFi2Ck5MTbGxsMHv2bObXUrVpPn36hB07dvxQxDg3o58QghYtWsDX1xeDBg3SebVcPfTQQw9dgp7k10OP/wfXwNJE9APAqFGj4OXlla+8qa6DS/RLWXuKa3Tu3r2bRdh2796d1eb+VnANQZod8T3EDW2rpprOL1++RHZ2NnJzc9GwYUMQQhAWFqbx+zIyMtCrVy8Qwq/Rpiu4ePEirKysYGdnh+DgYERERGDt2rUwNjZm0oApKSns+rdv3yIiIgJdu3aFt7c3XFxc0K5dOyxbtkzU+vXcMbVjxw7Y29szAuPy5cvf9d3c9kst1cgFJfqpdL+hoSFkMhlcXV1hbGyMRo0aiRpk8TXgPq+zZ8+yupFVqlTBpk2beNdSScMqVaqoyebqArhE/6JFi+Ds7AxTU1O0bt0aly5dwrNnz5CWloZBgwYxElNsUuBr8PLlS4wYMYKtFYMHD8bChQsRERGBli1bsuwTXXciPHv2DBMnTmTvs379+uHx48dISkrCp0+fMGzYMBBCUK5cObVsZl2Aas3bunXrghCCUqVKYf78+Th//jz++usvJjkrVs1bLinUvn17NaKfe57K9qsS/fR9RK/t0aMHBg4cyEraSEma7dy5k9Wub9u27XcTKtx3L7e+ulSgfb1w4QIj+uvUqYOJEyfi4sWLuHjxIrNRpAgSUyUBHj58yGzzkiVLYu3atez819p23GexcuVKyep8RkREgBCCdu3aAVBmjeeXAb9mzRoYGxtrXe42P6xevZoX9EXt699++w2GhoastjuX4OcqqFDp4vHjx6sFlBQ26Bji/g7339z7+NdffzHCXojoj4mJQcWKFVnwqpmZGZPKLl++PFNTEMvGUl0Xxo0bh6ZNm+L3339H6dKlsX79egDq5L0q0T9w4ECmxCN2cJvqHpB7f83NzeHh4cHbg0dHRzNFG7p32rFjB65cucKeXe3atXl7Ewpt9u2/0o/CgOq4pEpjvXv35pF8umYvZmVlITY2lpVupH90z+vh4aETmdZCSE1NxaJFi9j7aMiQIbhz5w5ev36N1NRUZuN6e3urSWFrG196zvRe5ifdn9/91oVnQd/5XyL6AaW9tXv3bixatAhr1qzB33//zQKtpFg7NOHevXsYOnQojI2NUalSJezZs6dARL9UBD9tEy29tnDhQnYuv8DJJ0+esPXv6dOnqFu3Lp48ecL7TjERGhqKVatWYdiwYbwSmPS+JicnY+3atQUi+lU/+yOAqhwSQpiNT23MH6kfeuihhx5SQk/y66EHB5qI/o0bN+LOnTsYNWoU27Treo2jLyE6OpoZ3x8/fpRUop/WipPJZJgzZw5ev379Xe3hGoK///47+vfvXyhRuenp6Vi7dq2anOfKlStRqlQpFvgxbdo0EKKU4s4v+y84OBiEEHTr1k2yLBoK1Y3yH3/8oRZFDCjru1LnYOfOnQWdUB8+fGDEvlQ1b+mYMjU1xYoVK77bmcwdU3PmzEGVKlXUMuqkBJXup5ko1apVQ2hoKBITE9kz0tUNkirRTwlkQghq1qyJRo0awcvLizmpdNXRBqgT/bQGLiEEzs7OTHKyRo0aOht4wcXLly+ZdD/9K1myJEqUKIGff/5Zo1SmroES/TTox8LCAqVKlWL/X7VqVVGex7eua6qOc6poQQiBpaUlDAwMYG1tLXrNW+661a5dO0b0UxnughD99N2sUCjg7OyMpUuXIiMjg9lYUsxzun4YGxtjzZo1310Hkvsspk+fjvbt23930FlhQIjoJ0RZy9Ta2hrm5uZo1KiR6HWUueN97969aNWqFezt7eHt7c1sxWLFijEiEyj4OOH2gaoDlC9fHrm5uaLbwUlJSShTpgzc3d2xZs0aQUc0zYDPzc1F5cqVRQ+44Aa43rt3T2OA8LVr1xAQEABDQ0N4eHgISl7TQL1atWqxgCpt3/OMjAwsWrQIkydP5j17Wn+XW4Lq9u3b+RL98fHxCAkJQfPmzVGzZk20atUK8+fPZ8SZFOugprq9tHSCULtUif4uXbpIWut28+bNrN29evXCkCFDWAknmUyG+fPnIzU1FQqFArdu3WKKNap/np6ektqH/5V+fC9U7RW6L+ndu7fW5boLA0uWLEHv3r3h4eGBFi1aYNSoUYKKXLqE1NRULF68mGWKu7q6onjx4ix5okqVKqLvObhj9+7duzhw4AAWLVqE7du34+3bt2rJE/ll9Ofl5fG+T0qflRCorZuWlobJkydrlO7/1u8vLHDv4d9//40jR45g8uTJ2LVrFy5cuMC79v79+xgyZAiMjIzw008/fZHo53632Bn8FHQ9nDlzJgBlwkp+dtXo0aPh6+vLfIQ0IFEKn9xff/0FQgicnJzg4eGBpk2bsuQhLpKTkxEcHAwnJyfY2toKEv0/MrhEPw2O0zWlUz300EMPXYae5NdDDxVwDaQpU6aAEAK5XA5zc3O1aG5d3ewVFBcvXsSjR48kbQOthezg4IAdO3aw40LG3LfKhLm6uhZK5tyFCxfg4uLCMzwpGW5ubo7Tp08DAA4fPgx7e3tYW1urkeTAZ1Jj7969LOpeVxAcHIxdu3YhODiYV9c5NzeXzY1r167B3d2dEf00Up1b0oJeK8WGIyIiAjKZDDY2Nti5cyc7LjRfC9I+oTFlb2+PhISEwmlwIYES/bQeXadOnZgjnUZC6yq4c/vMmTOMMKSEwIABA7Bq1SqtO9roffqezaSqdH+ZMmWY033evHm4ceMGC/75EdaQFy9esAA3T09PJmlP32M/Qh+Az9L9xYoVY9nZ06ZNw5kzZ9g80VZfClvq/ejRo2jRogUIIWjatClWrlyJlJQU5qgSk4zlOsN+/vln9n6kUsOaiH5u/VgArDwElzyUYmzR7Go7OzteSSNNbfnSu0I1QIwGD3yvGkxh3Rva/tjYWEb0V6lSBZGRkbwsJymexZYtW1ggy8iRI7F27VoMGzYM5cuXZ3bjH3/8wa7/0noutJY7ODhoLTNeyCFO/52Tk4PMzEyMGzeOBVaoZsBzJe5pBvyECRO0ngFPwb2f9N0ydOhQNoe3bNnCu/748eOoXLkyCFHWtx8+fDiOHz+OkJAQFphUsmRJFjQihn348uVL+Pv7gxCCvn37AgDCw8OZM507x4EvE/0UlAygkGJ+xMXFwdzcHNbW1iwzdNCgQYzo444lIaL/+PHjsLKygqOjo2TqSGfOnIGZmRmsrKywfft23jkaFEIIQWRkJO9ceHg4RowYgapVq6JTp06YNGkSU36R4ln8F/pRmCSKaqkhPz8/GBoaokOHDrwyBLoE1fcR3duKVRLle5GSkoKlS5eyjP4aNWpg3bp1OHHihOiBSKqqetwgQmpjLF26VO3e5pfRLxXJxx0XV69exebNm9G/f3+sXbsWMTEx7Bxtn1BGvy6UeeDev23btqFEiRJq5QOmT5/O8ws+ePDgq4h+AJgxY4YkBD/wWam0Ro0aCA0NZf4QIbsqMzMTFSpUgLu7O0tMkRIpKSn47bffmHpInTp12DnVd5Mq0T9nzhydLZv3LdC10rJ66KGHHj8S9CS/HnoIgGtMrVu3Dq1atUKlSpXQq1ev/2RdIKmyyJOSkhAQEABCCLZt28aO03ubnZ2N58+fC2YECUGTTNjt27cLrc3UWWNmZobBgweDEILixYvj4MGDvOuGDBnCHMhHjx4VrAdPMzw2b95caO37Hrx69YoZ1RUqVEDDhg3VrqEGtiaiX2rk5OQgMDAQhBCEhISonf/06RPOnTuHffv24cWLF19F0NAxZWtrW6hjqjBBpfurVKnCiGUa4KLrEd7cZxEZGYm2bdtCJpOhe/fuuHbtGjunrYCFdevWYcGCBcwZUxhEf1JSEpPuL1GiBBYvXsxIM6nVO74GL168YOROiRIlcPToUXZO18cVF0+fPmVZNhUrVkRoaChvvdEGli5dik6dOuGvv/767u9SJfrr1KkDAwMDdOvWjff9YjhCuM/91q1bOH/+PHbu3Mmk9osUKSKY0b9hwwa2zjRv3hz9+vVD/fr1WUa1VM42hUKBDx8+oFu3biCEYMOGDWrX5OTkICoqCpGRkbh+/To7rmkOaAoQ+971Y9asWejWrZugXfEtoOMlJiaGOeP79evHnIZSzPGrV68y5ZM9e/bwzl2+fBnDhw9n46wgRL/YMrLcdrx58wbPnz/Hw4cP1YI7rl+/zoIWvLy88OzZM7WgAGp31q5dW7QMeO7379mzB40aNYKTkxOT36Z/W7du5X0uOjoaPXr0YM+O/pmZmaFly5aSqL9ERkay91Lt2rWZ3b5//352Dfd5cYn+mjVr8oh+KddtTXV7uU7wlJQUhISEMKJvxowZ7JzqPc/OzkZUVJQkNiIdX1QpiFt+AwCuXLnCaigHBQWx46p9oAEvtO1SEeM/aj9Uy6JkZWUxG5XiW9vCtanOnDkDd3d3WFtbi1KupjBUkzTJX+syUlJSsHjxYsjlcri4uPDKnokVHMYFV91iwoQJ2Lt3L+bOnQszMzMULVoUY8aMYe9U7n8p0W9vb4+9e/eK3m4KVWK8aNGiasoby5YtY5L7FN+a0S8Gtm7dyhKYxo0bh6VLl2LatGlwdHQEIcqSmdySpPHx8Tyif+/evRrnxKFDh2BoaAhTU1PRCX5A+a4KDAyEgYEBihQpAkIIpkyZws5zSwfREmdz5szRGZ+uaukNbjC0JqKfJh8tW7ZM5NZqF1yiX8p3gB566KHHjwY9ya+HHhrANabS09ORmprKjENdMQZ/dCQkJMDY2Bj+/v4A+FHQ165dQ+PGjZmcZK9evXDx4kWN36VtBy53QzNv3jxmeNrb2+PIkSPsHHcTTWv72dnZYd68eYiLi0Nubi7S09Px66+/ghClTLQuRBBTnDlzhvXNz88Pz58/V5PJEiL6AwMDkZycLFWzGVJSUuDs7AxXV1ckJyeztiYmJuLkyZPw8/NjUdLu7u4ICQnRGP0sRW25wnAmUaKfZtR17NiRBSfpOiGrmtHfpEkTlnXNdToUttPt0qVLkMlkcHBwwMqVKwuV6KfS/U5OTnB0dMTChQvZXPmRnIcvX75k763SpUvzApt0fVxx8ezZM0yaNAkWFhbw8PDAxo0b2dpe2M8jISGBSYz379+/UIKDVKVw69Spw4Jhbty4IXhdYYP73Zs3b2aOz/Lly8PU1JRlJWuS7j948CAcHR1hYmLC1puKFStKLlH8/v17+Pj4oFSpUjyC4u3btzhx4gSP4HRwcODJxatCG+uHQqHAs2fPYGRkBEIIBg8eXOhEf1xcHJP47dGjhxrhIxZotvXQoUPZMe4zef36NSur5eTkhHXr1rFzquNH7LVclSCvVq0aihQpAnNzc7i4uCAoKAjXr19n/YmMjGS2bo0aNTBy5EgcO3YMISEhaNiwIQghKFWqlKgZ8BT0OdjY2GDs2LH4888/MXPmTBakqhqkCyiD265cuYKgoCCMHj0a06dPx5kzZ9i6KuYeij6Le/fuwcrKCoaGhjA3N8eBAwcAKO+l0Lsyv4x+qdftNWvWYNeuXVixYgUaN24s2KYdO3YUiOj/0nFtIjMzE15eXnB1deXJd+dXQ5m+76himC4QsT9qP7i/deTIEfzyyy+oVasW/Pz8MHXqVB6x8rXvHO54Onv2LLKysnDx4kWtKKBx+0GzdIEfyy4tTKSmpuL333+HXC6HlZUVVq5cyc6JeU9OnDgBa2trODo68tQtaJkcSjRrIvrHjx8PQgjKli2LT58+STrHqaoQJY2jo6Oxdu1ayGQylilO1RIouER/qVKlsHr1asnsKYqLFy/C3t4exsbGPPVMAFi2bBmzLbkqiMBnot/c3Bxubm48vxcX169fx9ChQyUty7F37154enoyP5aQkhoNIqlbt26hKK19C7hzkfu+TElJwZIlSyCXy2FqaorVq1cLfoZ7bcWKFZl9+F8Cl+j/888/pW6OHnrooccPAT3Jr4ce+eBbJeP1KBgSEhJgY2OD6tWrs2O3b9/G2LFjWUQxV06sZcuWgoSsWA5calxTp6dcLoeRkRFz/tHzXDKjR48eIITAwMAAcrkclSpVYnW6uaUfdMkZwSX6uVkpmoh+Wi9dF8oOfPz4EbVr14aNjQ2T4L1y5Qr69u0LW1tbJhNYrVo1Rg5wiTEKMcYU936+efOGZQIUxlhQJfobN27MpO51Hdz7cvbsWTRr1gwymQzt2rXj1QwszHdxYmIifvvtNzg7O8PFxQXLly8vVKI/JSWFEf1OTk5YtGgRUlJSCqPp+f4uF4UxrlSJfq6U5o+E58+f84j+TZs2MedwYa/xBw8ehL+/PwwMDNCnTx+tEf1yuRzdu3fXmvS4EPbs2QNCCJydnREaGoq0tDTcu3cPoaGhqFevHiPDHzx4AEC5NtK2//333zh06BB+++037N69W+slEwqCly9folSpUiCEMBLw0qVL6NevH2xtbSGTyVClShUWfEQI4dWNpdD2+nHmzBm4urqCEIIBAwYUOtF/8eJFltEvFdE/e/ZsEKKUjwWEx8Xdu3fRvn17EKKUgefaK0IZsWLXieUSA2XLloWHhwf7/2rVqmH16tUswOjChQto06YN7O3tmc1ICIGpqSlatGghSQb81atXYWNjI6imkJ6ejlmzZglm9OfXRqls3X379oEQwkiZQYMGsXOa2ssl+v39/XViveMqbvn6+qJp06Yar/1aol9s5OTkwNPTE+7u7szeiouLEyTG8/Ly8O7dO4wcOVKtdrTU+NH7QetYE0JgaGjIy1L+9ddf2XUFtY2442vmzJkoUqQIq5Fd2OC+T2JiYjBq1KhC+y2p/D2F8btpaWksI9ja2hqrVq1i58R4BycmJqJVq1YghPDUBGjJIktLSyxYsADOzs4wMDDA6NGjWdAbl+ifPXu25GUlIyMjYWNjAwcHB946t379ep7c/bhx41ipDYq0tDRMmzaNJXV8+PBB7OYD+DymFi1aBEIIlixZwjt/8eJF5i+YMGECO86dy/Hx8ejRowdKlSqVrz+BG2gjFZYsWYJixYqxEiGbNm3C33//jcjISLRu3ZrZjGIHTqoqhaiOeQpa7k8ul8PGxgZr1qzhfY6L1NRUSctqaRuRkZEghOisgqYeeuihh65BT/LroYcekuHdu3eoU6cOCCFo3bo1hg4dyuS1AgICEBwcjMzMTFy9epU53lUlm8R24NIaqh4eHixT38TERM0ByjXYV61ahS5dujDnoo+PD/r06aPTpR/OnTvHNq67du1ix4WI/kuXLqF27dp4/Pix2M0UxIQJExiB36hRI5ibm4MQgmbNmmHnzp3sfnfu3FltQwuIM6a4m7STJ0+iZcuWqFSpUqHIWNKxl5eXhwsXLsDNzQ3GxsZajfLmjgtutmVhSGZyif5OnTrh/Pnz397QfPDu3TvMmzcPRYoUQbFixbRK9Lu6umLWrFlaKXPBbevjx48LXO6koOAS/TY2NoiIiCjU7+eC25cPHz6wuVkYDhlK9FtaWqJcuXJYs2ZNoTqnuG0/fPgwatasqXWi38TEBK1bty6U0gBfQkpKCmrVqgVCiFoNYoVCgTdv3qBNmzZqGf3Z2dka55MUBKBqW1atWgVClDXSmzZtykiPZs2aYfv27fjw4QM+ffqEYcOGgRCCxYsX8z6vzfWD29Zz587B2dlZFKK/bdu2ohP9wcHBIISgadOmalK4XKxdu5aRt66urlixYgU7xx1PlFwQK4P/77//hqurK5ydnVmme1paGo4ePYp69erB0NAQrq6uWLJkCVOAevnyJWJjYzFixAgMHz4ckyZNwqlTpyTJgAc+E+O0lj2gXtaEq2wVHh7Ojufm5vLuv9QB0vPmzUNAQADmzJnDlEf69OnDzudH9Pfp0weEELRp00YnCAxuIG7NmjUFFbcouEQ/V/pXTKi2i/5/Xl4eqlWrBhMTE1y7dg0xMTGCxDgNhLlx4wZsbGwwfvx48Rov0G7V///R+sHFuXPnYGZmBltbW6xcuRLXrl3Dli1bMGLECLb2de/evcBKhkLrn5mZGVv/CxOqUuo0OcDT0xOXLl36ru/m9qMw7U5VcPvAXWML47e4RH+RIkWwaNGi7/7OguLq1auws7PDqFGj2LFly5bB0NAQlpaWbF8ye/ZsmJubw9raGiNGjNBIekpVJiUlJYX5CrglnGgQoqWlJRYuXMh8VxMmTFAjwKmygmqpHjFBx1mdOnVgZGSEW7duFUhxRHWP+ujRI6ZEp4u+K+682bRpEyvPQxNz6L/r16/PfCJSlEY5evQoevfujYoVK6Ju3bro0aMHYmNjeWqgycnJTJHjS0S/6vf/16BJcVMPPfTQQw916El+PfTQQ6v4ktF548YNVK1alRnf1tbWmDx5Mt6+fcszvEeOHAlCCE9ejPvdYmZopaWlscjySZMmgRACY2Nj7Nu3j3ed6sbh0aNHuH//PtLT05khr4ubJAquTBa35qdQzUJNG3NtoCAbmZEjR7JSAmXLlsXcuXPVnNMhISEghGDevHmC30E38drM4A8PD2e1a1u2bMmThP0WcDd+tI795cuX8c8//3zX9+YHbn+uXr2KZcuWsSzYwvres2fPokWLFmoOx8LGu3fvMHfuXNjZ2RUq0U/nRUpKCpYtWwaZTAZPT89ClwnkPv+jR4+iVq1akMvlvECdbwV3bqekpKBHjx4wNTVFfHz8d3+3ELh9iY6OxpgxYzB58uRCITPpe/f58+eYMmUKCCGoXLlyoasrcMfMwYMH4efnB7lcjt69excKEa9a89bb2xt2dnYs61ebePbsGSwsLFC6dGmNtds/ffrEst7t7e1x9+5dANLWtdY0j+mYSE1NxcKFC2Fqago7OzuULl0a8+fPx6dPn3j9W7hwIZNuFQKVpNWmqlBUVBSrNd63b99CmRvcZ3P16lVYWFiAECLKmOLi1q1bcHFxgZubG65cuQKAby/R5/jixQu4uroy+XhfX1+1bLnp06eDEGXpJDEI/ry8PNy4cQOEEF4ZAYrbt2/j119/hampKcqVKyeoBqEKKQJgaNbfmDFjAPDfN9z2DBkyhNmKmzdvZsd1wenMJWIfPnwIQLmecOcNBR1fqnb5lStXMGLECPz7778itfrLKIjiFsWOHTtYaRTVDE4xwQ00pe8ZOsZatGghSDRxgyoaNGgAExMTnD59WrxGC+BH7ofqe2Tp0qVqwdyAsl8HDx5kRH///v3ZuS+tocDnPbk237kUtMa4paUlgoODNZbgKCi4/Vi5ciVmzZqllT0H91mcP38eAwYM0GhPfC1o/2mNb0II3NzcRCurFx8fj0mTJrG95/Hjx1GqVCmYm5sjJiaGXff333+zJA5aEkZ1ry4lHjx4AEL4ZYOWL18OQ0NDWFhYsGAFGhxKCEFQUJDGTHepfT7NmzeHtbU1Wws1KY7k5OTg/fv36NGjB7Zs2aL2PbqwtmsCd179888/CAsLQ4cOHdCyZUsMGzYMe/bsYXs9KZ5HaGgoGysymYwlABkYGGDSpEm8wPyUlBSW0W9tbZ2vdL8eeuihhx56AHqSXw899NAiuAbokydPcO3aNRw+fBinT59GTk4OI7qfPHmCM2fO4OjRozypYe7na9asCUdHR7Yx4WL+/PmiSrAC/A0OrQurSvTTzYNCocCjR4/UNhO6vEmiKAjRL/T/hQ2hTIqLFy9i//79WL16Na5du6YW6fvkyRPcuXOHR05wCYymTZvC2NgYZ8+eBcDvw/Lly1nQibbG1ObNm9m4FSICvhbc8TVjxgwQQrBx48bv/t78wL1nu3fvZrWcu3fv/t2BBarz5fLly2jXrp1Wav1xx9WnT58wb948FC9eHCVKlMCyZctYNsO3jHNuP/79918oFAqsWbOm0DObuG0LCwtjTv1Bgwbh+PHj3/Xd3D5QucrMzEymRlLY4PZlx44dTMK6c+fOuHz58nd9N7cvSUlJ+PDhA2bOnMkI6MKEanbln3/+iSZNmsDIyAgDBw78LpUF1Zq3CoUCFy9eFE3a9Pnz57C2tkaZMmXYWi4UAHbhwgUWcGVnZ4d79+7xzosJ7m9euXIFe/bswapVq/D333/zMmgApfP53r17vBrC3PWjUaNGsLKyYusHFzS72cHBodDXD9UxFR0dzd67/fv3/66MF+6YiouLAwD89ddfWgnk+dK7NCMjg8mqVqlShWXz089RIuDRo0cghCAsLAyrV69mRCy97vr16/D19YWxsbEo9uGaNWtQq1YtjBkzBp6enjwZVW6fHzx4wAITevTowY6rPl8p7USqkhAQECCYwU7bduTIEdjZ2TFbUVMwrhgo6O9xlTC4RD8l8xQKBW9u0/EmNUnDRUEUtyhCQ0NRokQJPHnyRMwmMqxbtw5OTk5qdXVv3ryJkiVL8ggyChqso1AoWKB3165d81X20DZ+pH7kp76yY8cO7N27F4GBgfD19WXHVQPwIiMjGdG/dOlSjd8nVVmUS5cuwcHBAUZGRmpKf99rr9NA7/Lly7NyQoUFVRuXqhD4+fmxAO1vBdfOofbAkiVLRK+Tnpqayvo5ceJEyOVyrFy5EgD/Pg8bNgwmJiYs8EoqxRFN2LBhA1OGiImJQZkyZWBmZobo6GjedV26dGHzf8yYMVrbH30PevXqxXwDZ86cQaVKlTQGJP3777+ws7NDhw4dfjhCuSBzX4o+nT17FhYWFihSpAiCg4Nx+/ZtnDhxAoMHD2ZEf2BgIK5evco+QwOPpVDk0EMPPfTQ48eDnuTXQw89tAJV8s/b25tX669OnTpYvny5RrlqusnIzc3FiBEjGMGjmqH14cMHdOzYEc7OzqLXa+JuEDQR/QAwatQoeHl5ITY2VtT2FRYKSvQXNubNm4dx48ax/+dG92/ZsgWWlpYwNjYGIQQuLi7o3LkzkpKSAPCfjSopkJeXhzFjxrDseaExuGTJEpQtW1ZrDqpz587BwsICZmZmvFIP+WUw5He/VR1scrkcpqamWq3PzW0PVUWQyWSYM2cOXr9+XWiZNPPnz8egQYOQnZ2tFalc7liJjY3Fzp070a1bN1SvXh2EEHh7e2PZsmXflNGv+lzc3d1x6tSpwmu8ALZt28YIxpCQEN6573V6Usnrtm3bfm8zCwQ6rkxNTbFixQo1IvZrofo8KleurLU5oiqnP2XKFPj7+8PHxweEEFhYWGDAgAHflNGv6og2NzdntcvFQkpKClxcXNRkTFXx/v17lilE/7SpLKIJ3OexZcsWVmucEAJzc3OMHTuWZYwLfY479r60fuzbtw+Ojo6FXiqD24eTJ09i7NixGDRoECP5aVDPtxD93DE1depUJt+sDXDfuU+fPsWdO3dw9OhRXL58mdeOV69eoUyZMiCEoHr16oiPj1cjWQcMGABjY2MWPKLal0+fPiEsLEyUMZeUlMTWDU9PT5iZmeHixYsar4+JiWE2jDbLnnwrnj17Bk9PTzg4OODgwYManeIvX75EiRIlUK9ePTYOjx07JnJr+fMjMTER9+7dw7lz59QUc2g/NBH9wGebnlvLWhfxNfY5VfoQW3ErJycHAwYMYEobqgT5gQMHWB/Gjh3LCyrKysrCoEGDQIiy1BnNkBUreORH7ceCBQvQpUsXQfWJuLg4ZiPWrl0bjRo1AqBOetG2rVq1CoaGhmjdurWgDSYFwU/bunjxYhBCMHfuXLVzXwtN/dCmb4Fr465cuVJj2Y2CgtuH8ePHw83NTa1OfGGhoGWX0tLS4OXlBTMzM0ZeKhQKtt8dPnw4KlasiNDQUFSqVEmnFFNUQQM4ly1bBkDZV3rPaQBP2bJlWbCClEF63N+mbTx58iSsrKzg7e3N2jl58mR2HXeP3aJFC8hkMt668qOCq+4hJrmv+vxXr14NQtRLnAHKANGyZctCLpdj6NChPDWI1NRU9q4rV66c6OWz9NBDDz30+HGgJ/n10EMPrYJmKxNC0Lt3bwQFBaFZs2ZwcHCAjY0N+vXrx3PAqTpU+vfvD0IIypQpo9Ep8ubNG8lqnWki+jdu3Ig7d+5g1KhRjETQJN/2I4DrSOTWXdUW7t+/z35v5syZvHO0TiwhBIGBgWjcuDHLoKlYsSLevn0LQN2RmZeXh/T0dHTr1g2EEJQuXRovXrxg51RR2FLqXNBM++XLl6udS0tLw4YNGzBt2jQcOnToi+SEJseUWFkbf/75J3MYfimDryAOD6H+FC1aVOtZEWFhYYz4K1euHCpUqAADAwMQQlCqVKmvlu4XIsdtbW21Jm8PKLOTab1hbmZffsEj+Tk8hJ6Fvb09bty4USjtzQ8RERGQyWSwsbHBzp07BdtEURCnjSYpWW6mtjYQGhoKIyMjEELQunVrdOjQAVWrVmVrRd++fb/KiSzUD2tra60oEWgCvd+zZ8+GgYGBRoUNSggMHDgQPXr0QEBAAAghPLljscFdP7p3745WrVqhSJEiMDAwQNOmTXHu3Dl2raqTlLt+eHp65rt+aDNLMzQ0lAVNtmrVCm3atIG/vz+P6P8a6X6hMWVgYMAjzgsL3Hu6Z88eVK5cGdbW1iCEwNDQEAEBATh27BjLnLx58yY8PT3Ze3nq1KmIiIjAxYsX0bNnT5ZpTt/Nmn5LDCgUCly/fh2NGjUCIcoasHRN1NSWvn37wsDAQBS7ShX5rdG5ublIS0tjGWYNGzbEX3/9xc4rFApe2ZMiRYogOjoaCxYsACHKWvGPHz+WpC/79++Hv78/U7MpVqwYpk6dyguoEiL6f/75Z/z999+MjHV0dBRNGeV7IFUgriZw34f379/HqVOnsHjxYvj4+MDQ0BDe3t5qJSr27t3LnleJEiXQrFkztGzZkqnAlCtXjpF/Yqkp/Kj9+Pfff5kdOHDgQLX98cePHzFw4EBWKszY2DjfYMPLly/DxsYGcrlczc6QKoOfkuENGjQAIQRnzpxRa09+n1WFFP04fvw42xdwg701BeF8aT4LBXsTQvDgwYPCaTAHqkqNN2/eREJCguAeKT09HeXKlQMhhKktcM9Xr14dtWrVQlZWFrNbxFRMKWjW94cPH1CtWjUQQnjzntq5q1atgo+PDxYuXIgqVaqIrppSkH68evUKbdu2ZetFv3792DmuzUgDWdu2basxGUePgmPLli1YtGgROnXqhLp167LjeXl5vPkeFhYGW1tbGBkZ8d4JgDKwOjg4WE2tSg899NBDDz240JP8euihh9Zw7tw5mJubw8LCQi0SeM6cOawOlaoh++DBA8yfP58RIZUrV2ZOCtWNny5IiHHbQOs7y+VymJubgxACDw8Pje3/kRAdHc0cHx8/ftT6BmPbtm3MWcbNUm3RogVsbGwYifnhwwfcuXOHZdCVK1dOjeh/8uQJ+vfvzxwNNWrUYESTmGNKoVAgLy8PtWvXBiEEUVFR7NzTp0+xbds2lulLszs6dOiA69evC36fVA42iqSkJEbcbdu2Ta1d2dnZeP78eYEzWqXIpAGU9dJpoAIlWzIyMnD9+nW0b98eZmZmcHV1LTDRr4lQ1nY/wsPDIZfLeZkZFK9fv8aECRPQuXNnjBkzBidOnOARNqqQcmzl5OQgMDAQhBA1NQJAmZ177tw57Nu3Dy9evPhq5yd1rGr7eZw6dQqEEFhZWfGCLvLy8jB//nx4enrCwMAAffv2LVBGv5g1bwvyfo+OjmaZ1iNHjuSRetwatiVLlsSgQYMAfA6eEmstVC0h0KRJE9jb2/PsjgMHDqBFixYghKBevXo8oh9QOkbHjRsHNze3L64f2gYlBmxsbHjyxImJidixYwdbO3755ZcCZfRrmhvanudhYWGsrR07dkS/fv2YA71EiRKYO3cus5v+/fdftmbSP0pglClThl2nC/agQqHAjRs30LRpUxYURdVCVINYAWDo0KEghGDevHmitlO1bu2tW7dw69YtNVnqO3fuoEKFCiCEoFmzZoiOjlYbVzQQ4OLFi8jIyECjRo1ErTkupCpECEH79u0xYMAA+Pn5wcjICA0bNuTVg6b3IC4ujqmScMcVdaaLkfn+vdAVop/7e+Hh4YxsdnBwQLFixVgby5Qpg8OHD/M+e/bsWQQGBsLV1ZVdV6lSJfz6668sG1mKdeNH7Mfx48dRvnx5EKIs40LfkbRfHz9+xODBg2FrawtjY2PMmjVLY732vLw81KpVi81xIYi5dnDRtGlTyGQypsKT333lkpXc95/Ytq5CofiijZuZmYmYmBgcOHAAz58/55UREYKmdVwbwd7cNmzduhUlSpRgc6NatWqCiki0rGKTJk1w/vx51maaCMFV7RMT3L7cunULFy9exJEjR5CRkSFYJrBHjx4ghODgwYMA+JnvtWrVwk8//QTgM/Ev1trB7UdUVBTmz5+PFi1aICgoCMHBwbz+XL9+nflCmjZtigMHDuD9+/fIyclBcnIy+vTpA0IIvLy8WHC9WLbVl9arH5HYvnXrFkssKVeuHCs/xb2n3H9PnTqV+bI0qXD8yL5EPfTQQw89tAs9ya+HHnoUOqgRTglvVcnXS5cuMflebh0wir/++guWlpZwcHDA4MGDRXfufAu4Bvq6devQqlUrVKpUCb169WKbJF1uf0EhZs1nANi5cyfLpv7tt9+Ql5eH0qVLY8KECewaeu8/fvzIHFHe3t6M6KfjsVmzZihZsiQmTZrEHNlSPZPJkydDJpNh9uzZSEhIwLlz59CyZUuYmZnB1tYW7dq1w7Bhw+Dt7Q25XM6kKIXk9wBpCH4ASEhIgLGxMfz9/XntS0tLw7Vr19C4cWOULl0ahBD06tUrX+liqSQ/MzIyWG3kP/74g3cOUGYpTps2DdbW1ihRogSWLVvGnIW6Ro4PGTIEhBAsXryYHXv48CFWrVrFngP98/HxwZYtWwS/R+qxlZKSAmdnZ7i6uiI5OZnd58TERJw8eRJ+fn5M5trd3R0hISEaCU0ppWTHjh2r9jy4Tr+9e/eiUqVKMDIyQr9+/fINhhGzH9z17Pbt24iIiMCkSZOwceNGtTqkYWFh7Fn06NEDJ06c4J2nGUHz588H8DnQSWzcunULCQkJcHV1xezZs9XOX716FZ06dRIk+h8+fIihQ4fC09MT48ePZ2uLFOvHuHHjQIh6fWR6TyMjI1mA4Zek+6Wa52fOnIGJiQksLCx46i/AZ9LbwMCARxKnp6cjJCQE/fv3R/Xq1dGyZUtMmDCBKSTpkn1Fif5mzZqBEAJ/f38WUMSVjQWAunXrwtDQEEePHhW1fRTbt29HyZIlYWZmxtq6fv163vVXr16Fl5cXCFHKlA8aNAhRUVE4ffo0unfvzjL3U1JSAABBQUEghPDsNDFw8OBBGBkZwdHREWFhYew4nTOGhoaoUqUKr3QWnTdPnz5FYGAgunbtypPK1aVx9SWIrbiVH3bv3g1CCJydnbF582Z8+PABHz9+xPr169GmTRsWAH3kyBHe59LT05GYmIhLly4hJiYGGRkZvPJt+n7kD9WSLpTM00T0DxkyBDKZDE5OTti5cyevJB5VgMrIyEC5cuVQrFgxwf3f9u3btRpwKIScnBxkZ2cz233q1KnsnKpdTm2u+fPnq/kcpFoD09PTUaJECRQtWpSVmQM+27jVqlVjdlXFihUxZ84cjRLdUvWBzg1CCMqXLw8PDw/22+Hh4bzM8Js3b6Jly5aQy+UoXrw4OnfujJo1azIyWWqlw/DwcDg6OsLKygqEKJVrVq5cyeYDHUNUrt/V1RV3795lwRdUqp+WlpMq4DA0NJT5TLh/TZo0QWhoKBtDV65cYfdfJpPB09MT5cuXh4ODAxtzYiencO9ZQkICYmJisH37dhw6dAjJycnsGXxLe7ifEfvZvHr1CrNnz4a9vT1bL+geQijY6N27dyhTpgxcXV1FV4PQQw899NDjx4ee5NdDDz20gszMTNSoUQN2dna8SNQLFy5oJPgzMjKYU+Hu3bu4cOECc1D/CI42rrGenp6O1NRUtgH8Edr/NRAzs4lL9Pfv3x8+Pj44efIkgM/3lbbn06dPgkQ/RXx8PHO0SRGZTn/z2LFj8PX1hZGREezt7Zmqxc8//8yr2R4cHAxClPWIc3JyeFK6FFIR/IByI25jY4Pq1auzY7dv38bYsWPh6OjIsjLp82vZsqUg6SRlfzIyMuDj4wMbGxu1gBx6v1+9esVKh5QtW1Yj0S/1czl06BAsLCzQrFkzHDx4EHv27EH16tVhYGAAd3d3DB48GNu2bWOO0Y4dO6p9h9R9AJTO59q1a8PGxoZlwV65cgV9+/aFra0tCCGoUqUKy/x1cnISLCEgpZQsACbbTee0UGZQcHAwzM3NYWZmhoEDB7L+ciFmP7jjeceOHShdujRTVKF/I0eO5BGwGzduhJOTEwghsLS0RPPmzdG/f38mIV+2bFmt1YUtCLZv3w4TExNMnjwZTk5OjFBVJVyvXbumkeh//fo1Hj9+LPr6wUVOTg5TrKGkkuq7ClC+B+izGjBggKB0v5TBL8OHDwchBGvXruWdv379OssaDwoKYsdV7Q367qXfp4v2lUKhwM2bN9GwYUOWxXX+/HlGGuTm5rIAmOrVq/OIHrGwbds2Nk6qVq3KMjIJIZgxYwbv2ps3b6Jdu3aMBKAEFCVpuJLgCxcuBCF8BabChNDzfvjwIapUqQJDQ0Ns3ryZHacZpBYWFux9XKVKFV5GP9130OxL+v+6OK6+BLEVt4SQmJjIlDe2bt3KO5eXl4f79+/jl19+ASHKsifcTPhvlSrXBn7UfnB/4/j/sXfWYVUsbxx/hu6UEMFCLOxOFK/deu3Ca3ttxavX7m4vio2YiFjYiYEidqEiYqMgoXSe7+8Pnnnv7gmMn5yD1/08j4+6u+ecmd2Z2Zn5vnHyJBnoeHh4KIR6TktLw8iRI8FYblqsVatWKaQwGj16NBjLjeQhNALgfP78GZ07d86XyEjyYd95H+UEBgbS+Hry5Ek6ruzdUKVKFRQqVEhp5BdNzHXr1q0Lc3Nzmkvdvn0bf/zxB6UNq1OnDqpVqwZTU1M4OTnRvEXTaw6ZTIbExEQ0aNAA9vb28Pf3R3Z2NhISEijViampKTZv3ixqLxcuXCAvccZyo6bUrFlT45EO9+/fT2Vq0aIFGb0ZGxtjxIgRCqmX2rVrR5ELatWqRXtapUuXzve0cnlx7NgxetfNmzcPGzduxLJlyyidYdGiRTF79myKRvfs2TMsW7YMDRo0gJmZGfT09ODu7o4ZM2ao3RFC2Kb37t1LBiP8T5UqVTBt2jTaP/iWPShhHdauXYujR4/mmcIuP/jw4QOWLFlC86eBAwcqXQ/ytJIVKlQAY0zBaFpCQkJCQuJLSCK/hIREvpCYmIhKlSrBwcGBNmSDg4OVCvw5OTmIiYnB4sWLcfXqVYXN858pPNf35iGXECN/z3bt2kVCsba2NokDwoWeKqGfh4fO6/t/NPLfz8MzCgkICMDAgQNhbW2Ndu3awcvLS+HzPMxbv379lP7OzJkzNSbwA7kW525ubmAsN9/4n3/+iUKFCoGx3DzJ69atQ3p6Om7evIkSJUqAMSYKMQ1oXlT+9OkT5Xzm6ROUCXjh4eEU0tfFxQVr1qwRhf/UVNhrIZGRkejdu7eCKDtgwACEhobSxkZwcDD09fVhYmKCyMhIqq+mNz2FTJo0iQT8pk2bkndyy5YtsXfvXrrf3bp1U+o1qul2BYDyt/O+LRwDhGNE9+7dwVhueo6BAweKDBY09Ux8fX1pvB06dChGjhyJHj16UJuqW7euKEXH0aNH0bdvX8rzyxiDkZERatWqpbHQ9kCuYLdo0SKYmZnR5nlAQACAf5/B1wr9HE2+03nZdu/erXCO5ykG/vWI50K/0LhKk30jPT0drq6uKFKkCG02A2IDUPl0I7xOfPz6WeZUXOhv3rw5GMv1JG/YsCG6du1KHrZly5ZVW7oBft9ycnLw/v17VKlSBTY2NhRN4fnz51i/fj21G6F3LABERUXh1KlT6NGjB3777Te0atUKU6ZMUfDCbNmyJXR1dXHo0CHR7/4/TJ8+XbRukB9L/Pz8wBijqEcAsHTpUmhpacHU1BS3b9/Gu3fvaL5Ss2ZNChvN70le6Wt+JtQdcUueFy9ewNraGq6urmRgJG9Q9eLFC4oCUa5cOWorQMG5/z9rPYTvAQA4e/YsGUQOHjw4T6HfwsICVatWxdy5c7FixQoau5ydnfH27VvR5wDlRmY/CuF4GBQUhMGDB2PBggUiITUmJobC3rdt2xYXLlwQ3QcON8YYMWKEKMQ6AMyaNUut78Ds7Gzk5ORgwYIF0NfXR/HixVG/fn3o6emBMYZWrVpReqfY2FgSxgvSHPfNmzfQ0dHBypUrFc7Nnj0benp6JPQLIxAkJyfj3Llz2Lx5M44ePUrGbZqYG8pkMiQnJ6NNmzawsrISvQfXrVtHRm+DBg1SEPp79+4Ne3t7WudpIoWT/HyhX79+0NXVVVhjP3z4EAMHDoS5uTns7e2xevVqUTotIPd5RkREAPi3/PlZD1XfvX37dpp/DB8+HHPmzIGHhwelPunQoYNo3vgtvzNv3jyKUqAqKsaPQFUqkPfv32PJkiWwsrKCgYEBFi9eLHJU4evDzMxMlC5dGsWLF5c8+SUkJCQkvhlJ5JeQkPjh5OTkICMjA23atAFjDHfv3kVYWJhSgZ8vNO7cuQPGGGbNmqWpYktoAOGms/DfnDdv3tDGvlDo79KlC10jXEQpE/ptbW3V6iUnLP+lS5cwf/58dOzYER07dsS6detEG8sAEB8fL6qD0FOFC5g8jLzwuw8ePEhCWn57beTFnTt3UKNGDcpla25ujilTpuDjx4+ievFwhsLwzMLv1oQQm5OTg8zMTBLOhCGwlUVgGD9+PAwMDODg4ABtbW1s3rxZ4do5c+bkWz2Ezz8rKwupqakKmyVPnz7Fpk2b0KRJE4wdO1bkgcbLGR8fD0tLS7Rs2VLp78yYMSPfjRS+ZlN4zJgxcHZ2JjFs/vz5Ch4YPAezqpzW+fk8VMGf0+zZs8EYQ+vWrRXOAf+OXTt37oSRkRHq1KkDxhjGjh2rYBTE66EOw5GQkBBYWlrC1NRUYcPQ398fjRs3hra2NqpVq0a5SYFcj75Hjx5h586dWLduHYKCgjS6icv59OkTVq9ejbJly5J4zwULjrA93r59G127doW2tjYqVaqEa9euqbvIKpk+fToYyw2rntcGIPdg5oZJQs94jjqjQvD/p6amolSpUihXrhwdz8sA9O3bt5g0aVKeaQfyix8hunOhv1WrVmCMQU9PD1WqVMG4ceOwcOHCfA0Lr+o7ExMTkZCQoPKdJ4wEIS/0y3+3/DPm7bNWrVo/JHqHTCZDeHg4lUco4gvrt3nzZnh4eJAAsGfPHtjY2MDY2BjXr18HkGtgsmHDBmhra8PAwAA1a9YUhe7/r6HOiFtCbt++DW1tbRQtWlRhnBVy4sQJ2NnZQVdXF+XLlxd5whcEof9nrIe8F//o0aPRpUsXEiQZYxg2bJhSoX/EiBEwMTEh477SpUujfPnyGDBgANVfE569e/bsoVDXbdq0Ucgzf+bMGZo71a5dG//88w+ysrKQkJCA2NhYDBgwgMQ9Pibx709MTESNGjXyZR31pWcfFRWFqVOnUqSF8uXLY9GiRQrh3vkcV1l6Q0D973Eg1zO5XLlyNLZmZ2eL2kZeQr88mgptD+SuhQoVKqQQuSYlJQXHjx+nNGfKhP6HDx/i2LFjuHv3LqWq0cQ89/DhwwgNDUXLli3h4eFBx7Ozs+nZvX79GuPGjYOenh5q1qyJJ0+eABDvN/DnkJ9j1okTJ1SK9JcvX4aZmRmMjY2xb98+0bl169aREYwwFU9eKDOCsba2zjMt2vcif8+4IY98246KisLixYthZmYGS0tLTJgwQaHNjB07lox95NuchISEhITEl5BEfgkJie9GOKlNT09XEF/4JnOlSpVQvnx5hUWq0Jq+efPmMDAwwIkTJ/K/4BIFiqSkJPj4+OD8+fMi6/J//vkH1atXR1BQELU1Yeh+oVeDMqE/PT2dvOXUFUJP2Cd8fHxgaGgo8qhmjKFQoUKiMMVCrxvhIpuH8nVzc1MajeDatWsYOHCgWsIrA8DLly9x69YtBAYG4uzZs8jKyqINgpcvX+LChQu04aHs83Xr1oWtrS2ePXum8Dt8rFBXuGj5f2/evJmez/Hjx+m4fHqEadOmoUiRIpg8eTJcXV0VNn69vLzI0OH/rQf3qlBW3oMHD6Jv376oUqUKevXqhW3btil8Xn5zQTjecs+gmTNnKnimXblyBUWKFIGent4PfxbKwhOGhITgwIED+Oeff3Dr1i0FMe/ly5d49OiR6F4LxYsWLVpAX18fQUFBAMR9cNWqVT/seeSFqk3KiIgI2pz29PSk47z8/O8jR45AT08Py5YtQ7t27WgDnrN3717o6urCzMxMLQY9K1euBGMM8+bNUygzAFy9epVClnbv3v2LOeo1sYkrP6Z++vQJK1asgLOzM4yMjDB9+nSFcVXYdu7cuYNmzZqhcOHCiI6OVl/BVcDvPzeYNDc3x4IFCxAfHy+6jo/JgYGBqFKlCtavX48qVaooePZyI7EfMeYKx0lleVMjIyNFBkaurq5kAHrjxg1UqVJFpQHozZs38xSb84OAgACEh4cD+DEb3lzob9asGUUjeffuHZ3/0WJsSEgI/Vu+761atQoWFhZYtGgRqlWrRqKXfBl4GGz5e68szG16ejqSkpIwePBgMJYbxpiLCD8KYUjl2bNn03FhucPDw+l59e7dG3p6evD39xddl5mZCQcHB0qRVKxYMdy4ceOHlvVXJzk5GVWrVoWpqSkJ3qreAe7u7vRcy5cvT9GUCgI/cz14bm4tLS1069YNnTt3RosWLaiMgwcPpggiQqF/+PDhsLCwgLW1NXx9ffH582c6rwmjkW3btpExs7e3t6gMwnfM0aNH0apVKzI2rlixIpydneHg4EBRFuTDwvN6vX37ViFFwf+LsJ3cu3cPfn5+mDVrFpYtW4YbN26Q8WNycjISExPx6NEjkVGUsJ4tW7aEjo4OpakTvpM2bNigNoH//PnzWLx4MSZPnoy//voLJUqUEEVOAMT1lhf6NWGoJ0SZ0WFKSgqcnJyov8pHB/yS0C9EE/Pc06dPU2QtGxsbDBkyBIDyecvTp08pko0yo8/8hqfxmTx5sqjv8rLOnz8fjDGF6BBXr15F1apVwRjD1KlTv+q31BnlQj7iyOTJk+Hm5gY3NzcMGTIER44cEV0fFRWFRYsWUeq5Bg0aYNq0aVi/fj2ld1IVOUVCQkJCQuJLSCK/hITEdyGc1AYHB2Pq1Knw9vYWeUzHx8dTDkzGGIYOHUrnhHltuYdvjx49JKvVX5CLFy/CxcUFhQoVIq/QLVu2kDh3+fJl0fV+fn4k9AtzvqoS+vnGiTot7Pft20cbUytXrsSjR49w7tw5LFq0KE8PucTERERGRqJDhw5gLDfPJA8BqGwDQT7k3o9EuLDct28fypcvD11dXSq/m5sbVq1aJQpZL4T38ezsbMrp2a1bN4WcnsnJyfj9999hb2+f7zk9AdXeCoMGDQJjDK6urpRDXR43Nzf89ttvSEpKIm8EYbvatWsXqlat+n9vJPCwggcPHlQ45+Pjo2A4whjDhAkTRMKRqo0BPt7Wrl2b8i4KiYmJwbJly/D06dP/qw6cBQsWiARuoUjk6+sLU1NTyu9cpEgRdOvWjd4jwjYvH7I7JyeHDGHatGmjtB0uX74cZcuWzffNz+TkZCQkJOD169cKG5nbtm2DsbEx9PX1Veao7tixI5ydnZGRkUEirbxI2q1bNwUPth9dDyD3vnIBn4eMVdZnjh07Rl7i/DpN8jUbYZ8+fcLKlStRpEgRFCpUCAsXLsxT6H/w4AEZMKhjA1f421lZWYiLi8P79+9Fx1NSUjBjxgzo6+vDyckJa9asISM24QZ169at4ejoCODftiQ8n5iYiIEDB4qMsv4fkpOT4evriyNHjoj64vr161G1alWRdys36mrXrh0J/sIQ/UKDJHd3d5ibmytNm5Af7NmzB4wxNGvWjAwjfqTQ37hxYzDG8Ntvv9G49CM3cdesWaMghHOysrIoao2trS309PQospCyUPWqhH5hX0hPT0dAQAAJIRUrVsTjx49/WH2E5Tlw4IBSoV/e8CAsLIzE1ujoaGr/fGytXr06Bg4ciA4dOsDCwkIh3YDE95OVlYXMzExKF9KmTRs6J3yn8blrv3790LFjR7q+Xbt2Sg1B1c3PXA8u/Jmbm5ORC5Bbbl9fX5ibm4Ox3LzQyjz6eR2cnJxw+PBhkbevOjl16hS0tbVhYWEhqocqY4O7d+/Cy8sLxYoVI3G/Vq1aGD16tMp1YH6814Vj1s6dO2FnZyeaq1tYWKB169YUiUd+7BWmpeFz3JYtWyrMcbOzs7FhwwbUr18f9+/f/+H1ECIMoy7807NnT4U5lDKPfisrK6xduzZf16x5IXwmJ06cgKenJ1q0aIHFixejZMmS2LBhAwDFtiUv9A8ePJiiEmgyOhXn0aNHJAwzxtC1a1cAqtv18ePHwRhD9erVkZycrDYBeePGjSReKzOAysjIQKNGjWBsbIwXL17QcWEaJ/lIFp8+fVL6DNQp8Ms7dhgZGSntJ3///bfI8DEqKgpLliyBjY0NGMuN8FSoUCHUqlUL/fv3p7V8QWhjEhISEhI/F5LILyEh8c0IJ7V79+6Fra0tGGPo06cPwsLC6FxOTg78/f1RrVo1EvF5ruGsrCykpKSIhDW+0SZZrf5apKenY+DAgSRqjxgxAowxFC1aVJTfUojQo1+V0C/8tzot7CMiIigstLz4defOHRQvXhyM5YbkFhIdHY2xY8eicOHCJAKoCpGpzj4i3Nzx8PDAxIkT0bJlS9jY2MDCwgIDBgwQbfLIC1X82ZYuXVplH4+OjiYvmx+J8LmfP38eEyZMQIMGDdCkSROMGjVKlDrhzp07aN26NRjLDYm+a9cu8pLNzMzEuHHjwBjDyJEjldaV8y35AlUxfPhwMMZgZmYmCod+7do1yi2+du1aHDt2DCtXrqQwhgMGDFDwAgdyhfuQkBAyunJxcVHwahLyo/rLkydPqO3Ip2IJCAigc7169UKzZs2ob1SuXJnEVflNt5ycHCQlJVG++5IlS9KGiLJyK4uC8f8iL3Z37doVpUqVgo2NDRo1aoSZM2fSff348SNmzJhBmz+9e/fGnTt38ObNGyQkJFAu3M6dOyvkihXWSZkH7Y+shzByxLBhw8AYg5eXFwDxMxB+ZubMmWCM4ffff4dMJtNY2FXh7z5//hxBQUFYt24dDh8+rBCakwv9Dg4OXyX0y39/fiH8zaNHj6J79+4oXLgwrK2tUbduXSxfvpyeUVxcHP744w8wlhsZZuDAgQgNDUViYiJSUlIwatQomnOlpaWpfF/8yPdIcHAwqlSpAnt7e0oRwr0wbWxsRMZ6t27dIu99xnLzJHN47muZTEbGYb17987XHKpCQkJCULt2bTCWGy6Ve3j+qHt17949NGnShN7xXBD/Ed+flZWFNWvWQE9PDyYmJkrDhiclJcHDw4Pu/aZNmxR+X5XQLz9n4Vy9ehUjRozA+PHj8+U9/jVCv/A99vDhQzCWG0WMi0pCo0NLS0uMGDECb968+WIUEglFhM8jMzMT8fHxCqkZnjx5QmvDXr16ic4JReMyZcqgU6dOCA8PR+vWrWFkZETjR37Pc/8r9eDw35k0aRIYY1i2bJnCOSBX6HNycgJjqkP383mJo6MjDh06lC/zj7zqkZ6eTvsD3t7eCtdkZmYiMDAQhw4dwrlz50TnoqKi8PLlS4SEhCA5OVmp4aQ62LlzJxhj0NLSwvTp07Fnzx6sWLECDRo0oHurLOJJdnY2Pn/+jF69epEwqmqOm5aWRqHi84tz587B0NAQenp6+Ouvv7BkyRIyznNycsKWLVsUjLeV5UIvU6aMwnXqRpWRdOfOneka+XYiL/R3795d4/UQ8uTJE3Tq1InqospIPScnBxERETA1NYWpqSmioqLUMjaFh4fDxcUFenp6KqN1Jicno06dOjA3NyeRX1Uap+zsbMTHx2PhwoU4cOCAqA7qFPiF+Pv7097BqlWrcPfuXezduxcTJ06k59K3b1+RMQ4X+q2srFC8eHGFNbI0J5GQkJCQ+B4kkV9CQuK74Xni9PX1sWbNGpGVOZ90p6enY/v27ahRowZ5Nnfp0gUtW7akPHTKwuhJ/BrwDYvU1FTamGIsN2+aMBe0MpHla4R+TXDx4kUwxjBmzBjRceGCVVXo4cWLF+P333/HihUrCkQu64sXL8LY2BgmJiYKOfLmzZtHIW+FXjZAbljAhQsXUr+vVq2ayj6eXwKavIU9F8KNjY1F1varV6+mDZuQkBASj7m3Q7NmzUiQKlWqlMrUDz/K25Pz119/0ZjJPfo3bdoExhj27t0r+tyxY8coNcUff/whEvqTkpIwceJE2qhu27Yt1UEdbWvXrl0wMDBQ6KetW7eGhYUFGcIkJyfj0aNHqFWrFr0X5IX+ly9fYuDAgVTXOnXqUKQLTbQrLmJyr9Fy5cpRtIv27duT0VtUVBRWrVoFMzMzEmbt7Ozg6OhIhgqaDM24ZcsWlChRgvJzz5o1i7zguLiqLNUF9xisV68eAM2UXfibfn5+1Db4Hzs7OwwfPpzEYyBvoV/TdeDzKi5Sli1blsJ6NmrUCDdv3gSQK/SPGzeOxBrejvj/1d2mPn36hJEjR8LQ0BClS5cm466iRYviwIEDCtfziAo6OjqYOXMmGYACueLZ0KFD6R6o0wBUJpPh1q1bJMTkt9DfokWLH7oBnZKSgs2bN4siZ3H4OCoU+nV0dMgAQ5XQf+zYMWpjqiL3JCcnKzVS+lF8i9CflpZGItSSJUtE0VW4eLl79246psmc0D8b8mJx7969UbRoURQpUgRdu3bF2bNnqY2cP38epqamZAj25MkTkTDODSeXL18OmUyGtWvXgjGGKlWq5Gtb+i/VQ75OOTk5qFevHhj7NxKUskg8PNoYYwxDhgz5otCvbo/+9PR01KpVCzY2NiIROzo6GoGBgRS+mzEGQ0NDtaZz+Rpu3LgBOzs76OrqKqydTp06BQsLCzDGsGDBAtG5V69eYfr06WTwWq9ePZVz3Px6H8qPh4sXL4a2traoHh8+fMCQIUNgaGgIZ2dn7N69O0+hf+XKlfliAPYtXL16FcbGxjA3N8fSpUvh5eWFoUOH0j7C5MmT6VplQv/JkydhZmYGW1tbUdTKgkBYWBhF6SlWrBhCQ0MBKEaH+PjxI6ytrVG7dm21zXWfPHkCS0tLNG/eXHT87NmzePz4MZWDp5ELDQ3Fs2fPlAr83Gjv0aNH0NfXF6VtFNaHG5b8SIFf1Xr55cuXtEcg39eB3P0HvtYbOXKkaD7y/v17LFy4EMbGxrC1tcWaNWtonibNSyQkJCQkvgdJ5JeQkPgujh49CsYYrKysRIKTsklpeno6bty4gaFDh8LU1JTEtsqVK+cZRk/i14A/99WrV9Oms42NDc6dO/fFNrFnzx5aoMtbQWsKngdc6H2SV8i5d+/e4fbt2/T/+Ph4pbnL1QlfLE+dOhWMMaxZs0Z0/vr16yrrAwD379+HqakpbGxsMGzYMI32ce4xbmpqivXr1+Pt27d4/fo11qxZQ/k7x44dSxuYcXFxmD9/PpycnGBiYkJGJ02aNFG52fYjEX63p6cnCf2BgYGYOnUq6tatS+eF3lVnz55F+fLllQr9V65cgaenJ3x9fWnjWp3PQmiQM3fuXOTk5KBkyZKiDRqhwQ/fpC5fvjwJ/bxNtmzZEsWLF8fff/9N6QY00a74O9DCwgLbtm0DkLsBFRERQUJz5cqVRQJlaGgoWrdujUqVKoExhgoVKqBr164qI3aog1OnTkFHRwcWFhbYs2cPgNw+wOswYsQIhfCkfBMqNDSUPJs0jdBDq0+fPhg4cCDc3NzIwKRdu3a4f/8+tbPPnz+LhP7FixcrTV+hTo4cOULjzfbt25GVlYWPHz/i7t27qF+/PnkK8c3y5ORkHDt2DB4eHrC2tibjmI4dO6o13Cfvm7GxsZg9ezbdcysrK2pTQG4fF77TFi1aBAcHB+jo6MDa2hr9+vVDhw4dKBJOmTJlaBxTZ9+QyWS4efMm3fMfLfTz0P08skqHDh1+qIAm/K6NGzdi+vTp9H+h0M+jQTg6OuLq1atUNmE5OWfOnFEIL60OhKGshW1AldDP675x40ZYW1vDwcEBffv2xfbt29GxY0cyOuTvFYmvR94YiRt5VqhQAZUrV4aRkRFKliyJWbNm0f09ceIEGbeVK1cOHTp0wIQJEyhtRbly5cjo8Pnz57CxsYGzs3O+pm77L9ZDCO/XO3bsAKA87REACgXPWG7ofu5By6/nQr+WlhaMjIxw7NixfKqJIgkJCRQFcPPmzQByRdo+ffrAzMwM+vr6aNCgAbp160Z12LJli9rK9yW4sd68efNEx69cuUL1Eo7LnDdv3qBTp06oWbOmxue4+/fvx65du9CsWTN06tSJjvMx9uPHjxg3bhwMDAy+SuhX9v/8RH79zFPZCIXYhIQEbN26ldaCM2fOpHPyZc3MzMT58+fzjBymScLCwugdV7FiRVGkOg6P0tWnTx9kZGSo5V1+7949ShFy8uRJAMCGDRvIwIi3Gb4H5ODgQOsPoeGF0GCqVatW0NbWFkW640yZMoXmnz9C4OeGtYDyZ3737l2YmZmhVatWdCw7O1vUfngaKGXj1IcPH7Bo0SKYmZnBwcEBq1evpt8paG1MQkJCQqLgI4n8EhIS30xycjK6du2qclGdmZmJK1euICgoSCGv8+PHj3H37l1cvnwZiYmJJFJJAv+vTXJyMkaPHg1ra2u0aNECjOWGATx48OAXw0T6+fnB0NAQjDEsXbpUTSVWDffiWbVqFQDg0qVLSgVxvmDl3vs8/29BIT09HXXq1IGVlZUohGleBgspKSn0vMLCwnDt2jWyWtdEH3/x4gV5/Ag994DckL7cW0a4kcAJDw/HjRs34Ofnhzt37lAYfnXUQxgefcKECST016hRA23bthVdK9ykkRf6uSgDQBS2WxMbB0Khf+DAgXB1dcXp06cBKIrHaWlpSoV+Tnh4OPUfdddFJpPh06dPNE75+vqKzj958oQ2qMaNG0fHeTmTk5ORmJiIW7duIT4+Xu39Q/5+jR8/Hnp6ehRRQSaTQSaTYfPmzbC1tYWlpSUmT56sNFx6nz59yFtW2Xeri0uXLsHU1BTm5uaiCDAJCQk4e/Ysec21bNmSNmiBXKF/1apVKFasGBhj+OeffzSWLigxMREtW7ZU2qauXr2KChUqqByrgFxjsadPnyIxMZGiFqhbGAeAhQsXgrHcHKP29vY4ePCgyHMJELeTgIAA/PHHH9DS0iLjgAoVKmD48OFkIKMJYYAL8W5ubiT08xzb39tG5Otx//59tG7dOt/yKT969Ig2loUeo0Khv1+/fjTf+pLQL/ysOhD+Nm9DwvmgKqEfyPX4nTt3LnnQ8T9ly5YlIxlpA/37EIYm5sassbGx+P3330mk8fT0pOgoPHKFvb09PQdtbW3UrFlT5N177949GBsbo06dOmrp8/+VenDjAt5fZsyYAcZyI1Epi+bC/81FtYoVK4IxhgkTJlCfEEbF6N+/P0xNTRXW8/kFL9/+/fuhq6sLLS0tSqHCWG40qv3795NIydMGKTM41gQymYzmRleuXKHjea2doqOjyQA3OjoakZGRGpvjArmR5xjLjZZVvXp1DBgwAMC/4y9/Rh8/fsT48ePJo3/Xrl0FKpQ9AHh5ecHPzw+rV69Gs2bNACi+1/bs2fNVQv+Xjmuax48fo0OHDjQ2LVy4EDt27EBoaCh5+js7OyuMGfmB8LunT58OxhhsbW0p8omDg4NCSsP27dtTPx88eDAd5+0uJycHY8eOBWMMXbt2VUiP9+HDBzK8+hEC/5IlSxT2luT7I4+K0qFDB1FZAfE9WLp0KY2379+/F32PUOgvXLgw1q5dK81PJCQkJCS+C0nkl5CQ+GZiY2NRrFgxlC1bVrTQiY2Nxblz51C3bl3o6upCV1cXVlZWOH78OF2jqQ10iYJPTEwMeZLwMJFOTk44fPiwgtAvv/jZtm0bihUrRp/Pb5S1Y94Xrl69Cn19fbRp0wbXr18nrw1lAn9KSgqcnJxQr149teUc/loSExNRqVIlODg40OaTqhx5OTk5iImJweLFi3H16lWF56Opfn/jxg0YGRnhjz/+EB2/cuUKhddTFeZT2QI7vxfdqvKa800N7jHGxSbh5zhCoX/QoEHkgaoJ5J/7rl27SOjX1tbG+vXrAYiFI1VCv3zedGXfry7evn0LS0tL2jDkXL16lfrHlClTlH6W1y8vIU0dHD9+HCdPnkT16tXRp08fOs7b34cPHzBt2jRYWVmBsdyw4tevX8fTp0/x8eNH8giqXLlyvnvA8/ujamOVC8vyRl78+rt375LYJ6wrkCv0z58/H9WqVaNIHZogMjISxsbGCkY8eQkDwn5TEMbc7OxsDB8+HIaGhmjfvj0MDQ1RsmRJ+Pr6Kmz8y5f35s2bCA4OxtGjR/Hx40dRDnV1ISxTVFQUbt68CW9vb9jb28PY2BgtW7ZEREQEgG+/v8J6/PXXX/Te+ZEe/MLy87bxzz//wMLCAvr6+iKv0m8R+jXNqlWrUKlSJeqfXyv0f/78maKIjRw5EvPmzUN0dDSAgivSFHTu3LkDZ2dnGBsbU855AFi2bBkYyw2dbm9vDyMjI0yYMIHud0xMDB49egRvb294e3vj5MmTiI+PF303T/HBxeb8bIP/lXqsXr0aenp6ZDAJ5IrE1apVg66uLiZOnEihxeVDd587dw7FihXDkiVL4ObmprB+4uNJeno6GVz9SFTdF37P0tLS4Ovri8KFC8Pe3h4VK1bEsmXLkJWVJRrreBqr0aNH//Ayfgn591hWVhZkMhl69eoFxhjOnTsHQPXaKTMzE6mpqZg1axZmzZolSisEaG4cfvz4MQYOHEjRK2rXrq1QJlVC/549ewrMevb9+/f0fqhQoQJatGih8tpvFfoLKo8fPyZBn/8pWrQoLCws0KZNm3yPSCd0ChDOUYX56QsVKoSLFy/SOV6Wy5cv07rPzc0Nd+/eRVZWFjIzM5GYmIgBAwYoRE6Rj1Ry7969H7YXxCMzMsYonZn8b/J0RkWKFFGa9otfGxkZieLFi8POzk5p+bjQb21tDX19fVE0SAkJCQkJia9FEvklJCS+mTdv3qBYsWIwNjamXJ6hoaEYPHgwCQIVKlRAw4YNwVhu+PVbt25puNQSBQ1lIST5Qi85ORkjRoygjedDhw4pjfoQHh5Om+Tc0yu/Pc2Ei7c3b94oeOFFR0eT1yX3+BFuGPCccgBoI2jRokUFaiMhJycHGRkZaNOmDRhjuHv3LsLCwvLMkXfnzh0wVnDSJgDA5s2bwRjD/Pnz6VheotmLFy9w9+5dtZYxNTVVFMWBt69jx46JwqOOGTOGPGQ3btyo8D3yQj+v4/jx49VinABAtKEt/M03b95Q/xUK/V26dKFrhO1fmdBfkPJg3r59G4wx9O7dm47l1a5evnwJHx8fdRdTJWfOnAFjuSHsXVxc4OnpCQAKxlTv3r3D8uXL4ezsDMYYTExMYGJiQu/5MmXK5LtX7LJlyzBkyBAFDzJOdnY2GjVqBMYY9Rdl4ndISAh5ivMUQ/xcUlKSQkoCdXPx4kVqU7xcebWpqKgoHDx4UEFg0jRZWVl4/vw5cnJy4OnpSUL/zp07vxjKVx5NhIUHcscoFxcXMMYoDQJjDFpaWt8Vul9Yz/nz59P3/UjjGGFZ/P39MX/+fCQkJCAzMxMbN26EiYnJVwv9165dU/hOTZGcnEwGeQ0bNiTP5K8R+lWNSQVprvWzwT0bV69eTce4kZWpqSmuXLmCnTt3wsrKCtbW1hg/fvxXtXOeGsrZ2VkUgSi/+FnrId8neWh+Ozs7EpTT09OxYsUKWFlZwd7eHnPmzFEaFaV9+/YoUqSI6Lj8+im/3uvCesTHx+P58+d4/PixUmOCN2/e4OXLl9T35cvZunVrGBoa4ujRo/lSViFpaWkkxAsNtIKCgkTXrVy5EowxbNq0CU+fPs0zmtu7d+9gaWmJPn36FIgxl/P06VOMGjUKlpaW0NbWFnkXqxL6eUSlgwcPaqrYCly4cIHeD3Xr1sXbt28pYpU8QqFf3mjsZyIsLAydO3cmQ1xvb29kZmbm+zx32bJlaNKkCa5fv07H5COHMMZgbm5O12RnZ1O7ysjIwKlTp8gb38DAAL/99hsaN25M65AKFSrQukMd7/KNGzcqFfr5b6ekpKBmzZpgjGHhwoUKkas4SUlJFDVFaOAgJDo6GjNmzICTk5PaIqdISEhISPy3kER+CQmJ72Ly5MlgjMHGxga///47jI2NwRhD8+bNsWPHDvL87dGjBxhjWLlypWYLLFEgkA+/Gh8fj7i4ONGiiG+cpKWlKQj9fHNFJpPB09MTdevWxfnz59VWfnnrbXd3d5QrV45yX/L6Xb16lXLQ1ahRQ+l38XzrTZo0UeqlrA6EzyM9PV1B5OObnpUqVSLvcGWbVADQvHlzGBgY4MSJE/lf8K+E5+keOXIkANWiGa/HihUrUKZMGQVP+fwiIyMD69atQ9euXUV5ItevXw/GGHr27Cna9OQ5VI2MjHDo0CGF7xM+z+PHj8Pd3V0tG+ZA7gaGj48Pzp8/LzJk+eeff1C9enUEBQVR+YSh+ydNmkTXKhP609PTKfw999zQNLdu3QJjDPXq1QMg9uBXZgDj7+8PS0tLHDlyRCPllefy5cto0aIF9PX1wRhDjx496Jz8xmdycjIePXqELl26oEaNGjA2NkajRo0wduzYfA+nHh4eTmX09PRUKTi0a9cOjDFs375d6XlePt5/lOXCBTQraj5+/Bh6enro3LkzANVjFW9TW7duRZkyZVRuFqoLZR5L/H7HxMRgwoQJSoV+oUjz4MEDNZY4b3bv3k2i2bp16/Dw4UOEhoZi6NChKFOmDBhj3yT0C/vG3LlzyYstv+rs5+cHxhhKlCiBkJAQALlzrW8R+g0MDER5aDXNixcvyJCnXr163yT0C/MOFyQB7WckIyMD/fr1ExnnbdmyBWZmZjAxMaE28+bNG/Ts2ZM8SCdMmEAGesIx/NOnT7h9+zaN30WKFEFYWJhUDxUIf/P27ds4duwYVqxYgaJFi9K4woX+6OhojB07FmZmZjA1NUWnTp1w8+ZNvH//HklJSbS2+v3330WpnNSB8LcOHToENzc3es9bWlpi5cqVFDFFCK+/sN/zdFYtWrRAQkJCvpY7NTUVixYtQr9+/URpf7gIOHbsWDp24sQJGo+4wZiqtRPPo65JQ1BlUWCA3HnJiBEjYGhoCFdXV+zbt09hPOV/x8bGYvDgwXB2dhbdn4KAUOjnEcQA5e+EPXv2kEHo8uXL1VnMH0pYWBhat25Nxg3cISG/5uvv3r1DrVq1aFzh3urZ2dl48uQJGGOwsrKiMtnY2IgikAjz0L9//x6jR4+Gs7MzGV1Ur15dFFVFncZ63t7eSoX+jIwMZGdnY/ny5TAyMkK5cuVw4MABmqfn5ORQOZOSkuDs7Izy5ctTHZQRExOjsT0hCQkJCYmfH0nkl5CQ+CaEi2u+YW5sbIyiRYti7ty5SE1NFS0WudfSokWLNFFciQKEvADZuXNnODk5wd7eHq1btxblZhN68vLNKEdHR2zZsgVPnjyhjR0zMzNRaDh1ld/X15c2AYYMGUIhbvl1MpkMPj4+JPT//vvvOHHiBEJDQ3H58mW0bdsWjDGULFmSNqzVnX9N+HvBwcGYOnUqvL29Rd7S8fHxaNq0KS1uhw4dSueE+SK5l3mPHj2QmJiovkp8gYiICNjb28PNzQ0BAQHkEahssy0jIwPlypVD1apV1eYxnpCQQLkKa9asiUuXLtGGoZ2dHYnCws0MbhxiZGSEw4cPK3ynvOEGoJ48yhcvXoSLiwsKFSpE5dqyZQt5bfCoLxw/Pz8S+mfMmEHHVQn9vJ8XBC/MnJwcNGnSBNbW1li+fDmqVq2qsl3JZDJUq1YNxYsXV7pxrSmuXr2K7t27Q1tbG0ZGRqLxV9nGZ05ODlJSUhAREQGZTKY0ssqPJj09HX5+fnByckL//v1F54S/y3MQt2rVKs+Q+7xvtW3bViT+FQTev3+PUqVKgTGGOXPmUJqXyZMn0zXCMbdmzZqws7NDeHi42ssqvG+pqamIjY3Fp0+fKD+qMO1IbGysgtDPjUBzcnIwadIk1K5dG4GBgWqvhzyvXr0igyL5XLGfPn3CoUOHUKdOHWprXwrdr0zgt7Cw+CG5YjnC346Li0O1atVgb2+P3bt3i677GqE/OTkZHTt2hI6OjshrtiDw6tUr1K9f/6uFfmH9JH4cUVFRuHHjBoDc+WGzZs1gaGhIxp38efCc3ly4HTZsmIIIe/78efLYdHNzU5tx5c9YD2E/9/HxgY2NDRjLDaNuZ2dHQr+NjQ3Onj0LIPedMmvWLBKZdXR0YGdnBwcHB4o2wN+X6noXCn9n27ZtdG/bt2+P/v37o3Tp0tDS0kL//v0V1lWc9PR0JCQkoFu3bmCMoVSpUmpZR33+/Jl+s1GjRgD+NQpzdHSkCEGcSZMmUf2UGVLKZDJay7Zr1y7fjRTkEd7TzMxMpKSkICUlRSHizpMnT/Dnn39CT08PVatWhb+/v0qhPz4+nupREObqQni0JPn3u7K2z1MAqstIOr94/PgxGR/Vq1cPt2/fztffu3z5Mlq2bAkPDw+Fc7t370ZAQAAA4M8//1QYrwDF/vvhwwc8fvwY9+7dQ3p6OrUpTbQtVUI/kButjRvrVKlSBevWrVOIsjV69GgwxtC/f3+RIbyEhISEhMSPRBL5JSQkFJD3tn7//r3K/FbXr1/HgwcPRGGlhIKSu7s7LCwsKPynxK+Jqo2dihUrws3Njf4/d+5cuo4v4tLS0jB27FgYGRnBwMAAlpaWCuEw1SmQ79y5E4zlhvGV97wQliMlJQWHDx+mzTjGckOt83+7ubnle248VQifx969e2FrawvGcvNVCz2QcnJy4O/vT4JTjx49cOfOHQC5/TwlJQWDBg0CYwyurq7k2avuDUNl3qQ5OTmIjY2lhbednR0YE+dKFwqx3Itx1qxZahHFOffv38egQYOgr6+P4sWLkyeYMFS/TCb7bqFfXaSnp1Mu2pIlS5JxTtGiRZVGHQDEHv2qhH7hv9XVz/O6fzwlwbx58+gZMMYoxzbwb+oQmUyGIUOGgLHcfLGa2tgR1kfYtq9cuYKuXbtCS0sL7u7uopCzws8o61/qamMZGRkkxgC5ogsXYPjfly9fRqlSpWBlZQVvb2+FvLY8OsypU6fIMEvdfI0Q/M8//5AYw8ciDm9TOTk5NOaOGTNG5BGoDoT1OHbsGDp27AhbW1vY29ujfv36SsV6LvQbGRmhRIkS5KnJDUULFSqkNmO9vLh9+zZ0dXXRpEkTOiYcc7Kzs3H+/HlUqlSJhH4u6ClLI8HJL4FfSFRUFB48eAAdHR2sWbNGaflTUlKwadMmEvqF8y0+LqSkpJCRmzrnJfJju7Lf/lahX4oglr+cPn0ajDF06tQJ6enp1IZycnLw6tUrFCpUCMOGDYO1tTVcXFzIuEfIkSNH4Ofnl6dnY37zM9UjICAAjOWmAvP19QUAvH37Fjdu3KD0WtbW1jhz5gyAXGH6xo0b6N27N4n9lSpVQteuXcnbWhOC2cGDB6GrqwsbGxvROmro0KFgLDc1SseOHREcHCz6XExMDMaPH09rlvr166t1HfXkyRPyVi5dujTNcQ8cOEDX8PYTGxuLPn36gLHcVEd79+7Fy5cvER8fjzdv3lC6NhcXF3oWmpjjnjx5En379kWZMmXg4uKCJk2awNfXVzS3ePz4MYYPH/5VQr/8vwsSly5doveDMHqasvLyeaS61oP5dc/khX6+hv9RyKfjFBo5nThxAleuXFH4TEpKCoYPH65U6BcaiRY08hL6w8LC0LJlS2hra8Pa2hqNGjXC1q1bsXXrVtqHKFWqFEWkK6h9REJCQkLi50YS+SUkJEQIJ52BgYFo3749rKysYGxsjDp16sDPz0/pZiz/HN9Ml8lkGDduHFnoK9sUkfj12L9/P21CCfOKc4GVi2XyYX/T09Oxdu1aNG3aFKVLl0bPnj01skF1/fp12NjYQEtLS+QJIB/mXsjz58+xYMECdO7cGc2bN8eAAQOwe/dujWyky7N161YwxqCvr481a9aI+inv0+np6di+fTtq1KhBomaXLl3QsmVLCl9crlw5teTIUyY2ArkCx9u3b/H+/XuFZ3H58mVKJ6IsdYLQm6ZRo0b4+PFjvpVfFZ8+fYKbmxu0tbWhr68v8t4VbjB9i9CvTvizSE1NFXkvWVtbY//+/QrXCfkaoV8dCI1DOA8ePMC1a9cQGBiI6Oho0bm0tDQ0adKENqmePn2q0PbGjh1L3nZ8818THnN5ERwcTBtQrVq1EoV/L2ibUNu3bwdjuek3hPc6KyuLBGNHR0fs3LmT8icL2xH3wuPvnvyqn3w7F/4/LCwMly5dwqlTpxQ8fT5//owBAwaQIKwsFQ2fV9WuXZvqqGkvzGrVqlFf4JGb5OsWFxeHyZMnw8bGhjZB+aanJoz1lMGNQOrXr69y/ElJScHKlSuho6MDExMTpaH71S3wb968GeXKlcOiRYtgbm5Ov6PsfuYl9GvCoEqee/fu5VkGodDP8ysD4jnY7t27YWlpSc9FIn/YsWMHGGMir00uDEZFRUFLSwsrV65EQEAAzdd5HxE+W02/Z36GeshkMiQnJ+O3334DY4wEfnn4+8PGxoZC93NiY2Px9OlTpKamkoCpifVHeHg4qlWrBj09PVE9Fi1aRIJ43bp1oaWlhU6dOolEwtevX2P69OmoUqUKpk2bRvN1ddSDP9/k5GQUK1YMurq6MDAwICMFZeLkq1evSMxkjKFYsWIoU6YMGSlUq1Yt39dO8u1S1Xu8aNGiKFmyJP1/+PDhIkE4PDz8i0L/z8C3CP3qQvjbb9++/eERNoRCf/ny5UXv2f+HpUuXgjHlaQ0CAwNpXREaGkrHhfs6eQn9BZW8hP5nz55h3LhxFJVLS0uLrq1du7Za9kkkJCQkJH5tJJFfQkKCEE6qufjHGEODBg3QpEkT2NnZwcbGBqNGjVKZj1QmkyElJQW9e/fWmIW6RMHk/v37KFeuHIyMjEShZBcsWADGGExNTaGrqwvGGGbOnKkg9MtkMqSnpyMmJoY24NS9UOLhx6dOnapwLjY2FlOmTMHQoUMxcuRI2kwTIi8CarJPHD16FIzl5sgThplUVqb09HTcuHEDQ4cOhampKUUkqFy5MkaPHp3vodT379+Px48fA1DcSPPz80PlypVha2sLa2trDBw4kEKucg4fPkzjWceOHbF8+XKEhITgyJEjaNWqFRjLzWHMN1bU/Vx4/k5zc3Po6Oigbt26OHTokFKvaWVCv7m5uWizShPwcq1evZq8kflG85faxZ49e5R6L+c369evx+bNm+n/QoOKnTt3onDhwjA1NSVBafbs2aI+nJycjLp165K43Lt3b6xfvx6LFi1CvXr1KKqBujd2hO3l/PnzmDVrFrp3745BgwZh27ZtCuGEg4OD0aFDhwIn9Msb9ezevRsWFhbQ0dHBuHHjRM8iPT2dRHxbW1t4enoiODgYaWlpohzE1apVy1dDHl9fX+zfv18UWp+zc+dOODo60sZf8eLFsXXrVlFo9Js3b5KHH2MM48ePx/r167F27Vo0bNiQotjwNqWJdwg31rOyssKmTZvoeI8ePUTGevL3OSEhAVu3bkWjRo1QtmxZ9OjRQ6PepPI8f/4cpqamsLW1xfXr11W2/ZiYGJiZmVFd69ati1evXgEQt1ke7SO/QvTn5OSIQkg7ODhAV1cXDx48UCiLEKHQb2xsLDIq0yRccBKG2lfWvp8/f47atWuDMYY6derQezszM5PqrG4vzF+RkJAQMJYbkUve47p///5gjFEeaKBg9HFl/Cz1iI6OhqWlJezs7MhImPcPYTvv0qWLSqG/IHhb834uTOO3ePFiaGlpwdTUFA8ePMCNGzdQpkwZaGlpoVu3brh06RJdGx8fj3fv3pFTgbrfgUeOHBFF3Pntt9+UGhUK8fb2RqdOnWBrawsbGxs0bdoU8+fPz3cjhW3btuH06dNKv5+viywsLLBt2zakp6cjMzMTJ0+epCgFrVu3prkGIBb6a9asiR07dhRoQVYVBUnoF7bfEydO4LfffoOdnZ1IGP9ehONCREQE6tWrB11dXURGRv7f3w0A165dUxk55+LFi2jYsCG0tbXRoUMHUX14nQuy0C8/VgqfU15Cf2JiIh4/fgxPT08MHToUQ4cOha+vL2JjYwEU3PeghISEhMR/A0nkl5CQUICHA7S2tiYBJD09nbytLS0t0b9/fwUvmXfv3mHkyJG0OKxVq5ZktSoBIHeBtGTJEjDGsHr1ajq+cOFCEvhfvnxJwjNjDNOnT88zNLQmFoCjRo0CY0xkpBAZGYl169bB2dmZys7D4nEPFPn2r+nFa3JyMrp27QrGGLZs2aJwPjMzE1euXEFQUJAoFQeQ6xFw9+5dXL58GYmJifmem9vPzw+MMbi7u1P+aX7/uAcWF1P19fVps2Dbtm2i7zl79iwqVqwIAwMDMMboby0tLTRt2lRjqROA3PvdsWNHLF26FCNGjICuri5q1qyJgwcP0jWqQq5PnDiRPGI1necvOTkZo0ePhrW1NVq0aAHGGJycnHDw4ME8o10Auc/Z0NAQjDEsXbo038t65coVes/t2rVLdG7v3r3Urpo1awYXFxcS+/v06UOby0CumDRw4EBKtSCMYvD7779rVMT08fEReZLwP7a2tjh27JioHlevXtWY0C/vDZaTkyO6X0lJSQByoycEBATA3t4ejDEFoT8tLQ2DBg2Cubk51bV06dKUg9jFxSVfxXHuCV6+fHkEBgaKwt0K25S7uzuqVq1KG+zjx4+nsQ3I3YydMWOGwnOzsrJChw4dNNqmHjx4gPLlyysY6y1evJi8MHlKnZkzZyo1qMjJyUFcXJzGjPU48kYkiYmJaNu2LRgTp3WRzwcNAA0bNoSHhwcqVaoECwsLEnk4fG5jbW393QK/Mi9J4djPy/LkyRMMGDCAoiMMHz6c+owqUlJSyGixRIkS+Pz583eV8UeRlZWFlStXgjEGMzMzkQCorK+eOnWK+nXt2rUVPPo1Pcf6FUhNTSXDng4dOmDTpk148OABrRUbNWr0U0Rx+1nqER8fj8KFC6NYsWLUX5UZgH78+JHeL9bW1iT0a8IgTNlvent7o2nTpjR+7dq1C4UKFYKJiQlCQkLouuXLl9McvUuXLkrDfmuin/v6+qJNmzbw9vYmY86GDRsqNXaWf8fExsYqpHTIr+eyYsUKEuoTEhJEZYqOjoa7uzsYY9i+fbvoc/fv36d9nEmTJil8b3h4OEaOHAnGGFq0aKFgzP6zIBT6d+zYoZEyCNuHr68vpf/q0aMHjh8//n99t7BdnT59GkBuZAlukPijuHnzpkqh/+rVq2jatCmNrV8j9MsbJqkT+fH08+fPSE1NVbq2ViX059WfJWcnCQkJCYn8RhL5JSQkRDx8+BBly5aFoaGhaNHDQ3IZGRmRdb2HhwciIiIA5E6Mo6Ki0LNnTzg4OMDT0/OLlu0SvxYLFixA06ZN6f8+Pj4wNzeHiYkJrl+/TsdnzpxJC6e///67QC2KNmzYQJ4bDx48gL+/P1nGlyhRAgMGDIC/vz+Ftu/cubOmi6yU2NhYFCtWDGXLlhX1z9jYWJw7dw5169aFrq4udHV1YWVlJdpsUPem2o0bNyg8b/PmzUkMe/r0KZydnWFjY4Pt27cjIyMDFy5coBDpjDGRlyn/jJ+fH7p164Zu3bphxIgROHDgAG2AaUrgF/LkyRMMHDhQpdAvH+ECAGbNmoUXL16oo7hfJCYmhsrCNwKdnJxw+PDhL0ay2LZtG4oVK6aWusTExGDy5MlgLDe/LX/fffr0CbVr10ahQoVIxHz16hX27t0LJycnMMbQrVs3kUCemZmJe/fuwcvLC4sXL8bSpUtx8+ZNJCYmAtBMuzp+/Dh0dHRgZGSEefPmISAgANOmTUOzZs3AWG6KDi8vL5EYyIV+LS0ttG3blvL6qoPPnz9jw4YNePToEQBxZIiKFSuSiJeRkQF/f3+VQn9mZiZ8fX3Rr18/GBoaQltbG1WrVsWgQYPw/v170Xf/aCIjI+Hh4QEDAwNUrlwZR44cQWpqKlJSUlCjRg3Y2dmR11haWhoWLlyIMmXKQF9fHyNGjFAwqLp27Rp27NiBefPmYc2aNbh3755G25RMJiMxf9WqVXR84cKF5IUZHh5Ohlk8ModQAJfv8+p8n3zNbwnL7uXlJTonNNqwsrLC2LFj8fDhQxJ3eN1iYmIwaNAgFC5cWOQB/D0kJSXB399fIbzu+vXrUadOHUqLEBERAQ8PD5iYmKBUqVLYv3//Fw2rkpOTsWvXLjJ80bQwnpSUBG9vbxgaGsLQ0DBPoT8+Ph5ly5alZ1W2bFnq3xLq4+XLl/jtt9+gra0tMp4sVaqUxiIjfQ8/Qz2SkpLg4uKi1HuUI5PJkJ2djS5dulBdrK2tKey6ptbj8p7Dz549g0wmg0wmQ/fu3WFgYAB/f38A/6b9S05ORtmyZaGjowN9fX00aNAAN27cUHvZOcLxkQulL168QK1atcAYg5ubm4LQL3+/1ZXegRtAOzs749ixYwrnIyIiYGVlhXbt2omOBwcHo0qVKmBMecQ6TlhYGP7++2+Rl//PyOXLl8nYMjU1VWPvQF9fX+qr8uvW70FZyiBlBhs/ihs3bqgU+q9cufJNQj9jDJcvX863sqpC+OyPHz+OHj16wMHBAU5OTqhUqRJ27NihMI6pEvrlIwhpem4lISEhIfHrIIn8EhISIry8vMCYOL/WokWLaAP3+vXrOHXqFIoVKwZjY2N4eHiIQv9++vQJT58+JatXTW+KSBQc4uLiEB4eDplMhri4OLRp0wYGBgY4evQogH9DrZ47dw5mZmYUCnH06NEaWyDJe9JFRUWhUaNG5F3CF3ceHh64evUqiQDXr1+HgYEBihcvLgrFXFB48+YN9WG+mA4NDcXgwYNhZWUFxhgqVKhA4aF1dHRw69YtjZRVJpPh7t27aNy4MQn97969w+PHj8EYg7e3t+j61NRUihqhTOhXhTrGqrzasVA0DgsLw6BBg5QK/ZytW7cqpCXQRGhiZZuWfIMpOTmZwqQ7OTnh0KFDSiM/hIeHU/1TUlIAqKcusbGxmDp1KhhjKFy4MPz9/fH582cFT1LO9evXyWNfXuhXhbrGLvn2O3bsWOjo6CikcZDJZBg2bBgJ/UJvbCBX6P/999+VRi3IT86ePUtjPh9ruFGVvr6+KLLAl4R+zuvXrxEZGYmMjAyqR37nvX39+jUGDRoEbW1tVK5cGYGBgXj27BkMDQ1JGOfXZmVlYe/evahSpQoJ/UKP/i/9liaYM2cO6tatS/9XZaz3119/0Rg8bdo0ClWqKYT94/bt2/Dz88OIESOwevVq8nLjcEMGxhjmz5+v4Hk5evRoMMbg5+en9PsB4NGjRxRx4f/hxIkTKFq0KCpUqEBerhs3bqSIHELvVi70a2tro3r16jh+/PgXhX6OJo1xhe05OTkZ69aty1Po5325Z8+eGDZsGFxdXcEYI4FNQr1ERUVhyZIlKFu2LJo1a6YWg6r84Geoh7e3N3R1ddGoUSOR1zvvQ7y/T5s2De7u7pQ6r1SpUj9kPPoeuEf5zZs3Fc7dvXsXjDHUqFFD5G2ek5ODpKQklCtXDi1atECLFi3g6OiYr6l25Mkrl70QYfoQodDP90FkMhkZMKiDrKwsdOzYEVpaWrS+lufYsWNgjGHo0KF07Nq1a6hcuTIZ2AuJiIgQhVIHVBsy/GyEhIT8sPD130NwcDAsLS2hp6cnmq/n9e7Oaw4oL/BraWnBwsKCDH3yix8h9Pfp0wd6enpkWKUuVKUrLV26NM0vdHV10aNHDwQFBYk++z0e/RISEhISEvmFJPJLSEgQMpkMnp6e6Ny5M014fXx8YGFhARMTE7Kg//TpE21y2tjYiDz65b9P4tckJydHQfATcvr0aQpbnJycLDoXHR0NJycntG7dmqJHqCtU5te02Xfv3mH69Olo06YNBg8eDF9fX4VrXr58CTMzM7Rq1So/ivlD4F7MNjY2+P3332FsbEwi+o4dO+ie8zCm8ot2dSKTyXDnzh0S+lu0aIGZM2eiatWq1L7kRWEefURe6NeUhb1wwf/o0SOcOnUKK1euxP79+5WGSpYX+gMCAugcf3Y9evRAWlqa2sda4e+lpKQgPj4ecXFxJNAD/woxaWlpCkI/D+/J3zl169bF+fPn1VoHjrzQP2HCBJQsWZK8quXHr9DQUKVC/9eKafnNyZMncfbsWVSuXBkdOnSg41lZWaK6jBs3jgR0+c2/ixcvYsCAAT88rOeX6N69O4Xr5s+Etxl58hL6NfUseL949eoVCf1VqlTB2rVrYW9vT2Hbhe/HnJwc+Pn5iYR+oeFkQdsolMlkePLkCWQyGeLj49GmTRsYGhriyJEjAP71dr916xbs7Oygra0NbW1tjB49mrzONVFmzs6dO2Fvb6+QxmLYsGEiwXz+/Pl0rnHjxhgxYgTWrFlD85LKlSsrhOjPD169eoU2bdqAMYYGDRrg77//BmMMjo6OStO5PH/+HB4eHtDS0kL16tVx7NixAjM2AV/3vk1MTBQJ/YsXL6ZzwrC5dnZ2mDJlCt6/f68QTUFC/fC5fH6ncMpvCnI9oqOjaR7cp08f0btbGGmkYsWK6N69OwDQ+DF58mSNGIL26dMHjDHMmDEDmZmZoj7Kc3pXq1aNBHxexpSUFBQpUgSTJ0/GvXv3yNhKHX1c+BuXLl3C4sWL0bRpU/Tp0wdLlizBq1evRO1CldAPgOYyo0ePzvdyA7njZ7FixaCnp4dLly7RcR8fHzKa56HqmzVrBiDXgFWZwM/H202bNkFLSwvXrl1TSx00QX71jaVLl2L9+vUqz69atQqMMSxcuFDhXFxcHJYsWYI///wTXl5eXzS2V+bBb2Fh8d0pg76V/1foz8jIoHmiJsbdI0eOgLHc1Fi+vr7IyMhAdnY2Tp48Sak5qlevLpqjA/8aJDPGMHfuXLWXW0JCQkJCgiOJ/BISvyiqNtpSU1Np0yAtLQ3t2rWDgYEBbeDyTY/IyEjo6emBMQZDQ0N06tRJ7YKARMFCldcDX7wJN00OHjwIxhj69etH5/gC+82bNzA1NcXRo0dx7tw5tYWSFZbv4cOH2L9/P2bOnAk/Pz8FI5acnBz6wxFusPXt25e8AHlIyoKCcMN//PjxYIzB2NgYRYsWxdy5c5GamiqqFxc7lHk2qwNhNIU7d+7Azc2NwlDa2dnl6YGhSuhXtxAgfP579+5FyZIlKZQq9xY4fvy4gjHL48ePMWTIEOjp6aFUqVKYMGECunXrBsYY7OzsNDLmyoc07Ny5M5ycnGBvb4/WrVuLvFt5nxYK/Y6OjtiyZQuePHmCCRMmkKirbi9MYRuIi4vDlClTwBhDoUKFYGRkhAsXLojqIESV0K9pMeDkyZNgjKFVq1aoVq0aBg0aBEDc54Vl5AY8gwcPps0sjjrrJPwN3k64p7Jwk1q+3+Yl9GviWQjF+5cvX2LQoEFUD21tbdy+fRuAYoSYLwn9mkL47lI2Zp49exaMMTRt2lQhL++bN29gb2+PJk2awMzMDPb29hrPa71r1y7yyJo2bRp8fHywbNkyVK5cGbq6umjevDn2799P12/btg0lS5akCBP8T8WKFWlekt/vkpycHISHh9OcgrcnYd5a+flFQRX6hfcqJCQEe/fuhaenJ7Zu3SqKAgHkpu/gQr++vr6CZ+mYMWO+GE1BQr3Ij2s/KwW9Hk+ePIGzszMYY2jfvj327t0rOs8N+HifuXTpEoyNjdGoUSONiPxBQUGws7NDhQoVyKCV99WPHz+iWrVqKFSoEPbs2SMy+uZzgT179tAxdUfc8vHxgYmJCY29fN5eq1YtbNiwQWR0JBT6q1SpgtOnT6N///40733+/Hm+l50zceJEaGtrY9iwYUhOTsaWLVvAGIOrqysiIiKQnJyMypUrw9HREatWrVIq8PM1bU5ODmrUqIGSJUuq3cP6Zyc0NJTajo+Pj+gcb2cdOnRQaOeRkZHYsmULSpcuLZp7uLm5KUQe4mha4Od8r9Av7HeaGHtjY2PRokULMMawbds2UTmCg4NRpkwZMMYwffp0pZ/ftGkTOU7wtFoSEhISEhLqRhL5JSR+QYST5+joaAqhLk9wcDBt4CYnJ4tCs8XGxsLR0RGDBg2Cq6srnJycEBcXp7Y6SBQshBsvQUFBmDRpEurWrYt27drhzz//VMg1fOrUKTDGYGlpqbAAHTx4MBhjok3s/BZshO1/z549KFq0qGhh7erqiqVLl9I1fKNMWb/hG2z16tVTi6efMuQ9rd+/f68yz/n169fx4MED0TMSbgS6u7vDwsIi3z04lN1LZaHg79y5QykTdHR0qJ2o2hTgQr+uri7WrFmTDyX/erZv305tavTo0fDz86PQ6Y6Ojli3bp1CWOunT59i4sSJsLCwoM9WqVKFRCZ1ipnCe7xt2zaR6MWNL+Q9GXj50tLSMHbsWBgZGcHAwACWlpZkrPHy5UsA+bOB+6V2xTeV4+PjSejnXm/KrucIhf4WLVoUCBHt2rVr+O2332BoaAjGGGrWrEnnhPeBP5OjR49CT08PNWrUEG1WawI+5vDcpIzl5kXmYreq+ysv9Ht6eub7s1AmfAvHTB7R4vnz5xg0aBBsbGzAGMPw4cMVonYoE/pNTEzQt29flWN2fvKlzVXh+f3794Mxhi5dutA53rbevXsHW1tb7Ny5EydOnCBxQFPC2a1bt2Bvbw9tbW3RZjqQG/6eR7LZsmWL6FxYWBiOHTuGiRMnYsaMGdixYwd5nKpz7J03bx71CxcXF4SFheVZBnmh/8SJE2pLvaEM4XP39fWFubk5dHV1RfOsv/76S5SL9/Pnz1i/fj09m6ZNm2LIkCFo0qQJvXfUGb5bQqKgEBYWhmrVqpHo3KxZM3Tq1Ak1a9Ykw1GeaiAsLAxmZmYwNzdXWIupg8TERLRs2RKMMUycOFF0LisrC9OnTwdjDMWKFcO4ceOwfft2Shkk9PBXN35+fmCMwdTUFCtXrsT169dx5swZDB8+HObm5ihWrBgmTZqErKwsUboenuaM/ylXrhwZ5KrLyOLMmTOoVq0adHR0SFQtUqQIDh8+TOXg993U1FRhzitMuciNFSdMmKDRd8jPijAq0NatWxXOr1u3Djo6Ohg6dCiuX7+OkydPwt3dHfr6+nBwcEDv3r2xcOFCNGjQQGVEiIIi8HO+Vuj//fffERwcrJEyyhMREQFra2u0adNGdDw4OBhVqlQBYwxTpkzJ8zt27txJ69mCaiQmISEhIfHfRhL5JSR+MeS9MJs1a4YKFSooDSXGc7YJJ7zcsjshIQGGhoaYM2cOLly4QJsJkifNr4e88Kevrw/GcsNAcw8ICwsLeHt7UzsBgF69eoExBgcHB+zbtw/Hjx+nsI7169cX5WdUF0IRdtKkSdi/fz+WLVsGfX19GBkZYfz48XStcFH9/v173L9/nxauLi4uavP0k0f4PAIDA9G+fXtYWVnB2NgYderUgZ+fn1Kvaf45vokjk8nIYKF9+/Zq8cJMSkpCSEiIQvSDrVu3Ys2aNbTxdPv2bTRv3lxB8FC1qOY5QYsUKaKQHkJdnDx5EsbGxrC1tcWOHTvo+JIlS0jsKFSoEFavXq2wqRkXF4crV67A09MTGzZsoLClmvIc5+KetbU1Nm7cSMf79etH/WfatGnU9nk509PTsXbtWjRt2hSlS5dGz549KU9sftYlMTER/v7+Cl5I//zzD7p06ULHY2JiMHPmTKqDUPBT1o9v3rwJExMT6OrqajznOCc0NBTt27eHiYkJDA0NsXHjRpWeiREREbCysoK5uTmePHmiieKK+PDhA7p06YISJUqQIY+xsTGlClI1lnKh38nJCYwxzJo1K9/LmpSUBD8/P4XwqevXr0e1atWoj3KPflNTUzg7O2PPnj2iqC+AWOjn9ShRooTaw9sL28fJkycxevRotGnTBjNmzEBwcDAJFPzvy5cvk9ghH+2GCwPqNNZTBq8Tz5sqHxI3JCQEVatWVRA5viTGqOu9LpPJ8OHDB5QqVQr29vaoW7cuGfBcvXo1z89GRkbCw8MD+vr6KFGihOhZaIqAgAAwxqClpYURI0Zg9OjR6Nq1Kx1zc3MTpaZJS0vD0aNHYWtrq7FoChISBZHXr19j8uTJZDDJ11oNGjTA27dv6boXL17AysoKderUUbsxHx9/b9y4ATMzM9SoUYM82vkYm5SUhBEjRsDa2lrUx8uUKaOxPv706VPy3N29e7fo3OHDh+Hg4ADGmMj4m5OTk4PJkydj5MiRmDx5Mq231P3+O336NIoUKUJC/oYNG0Tnw8PDySikZMmSePbsmei9J1wDCo3WJfHy6xA+70WLFqkU+kNDQ+Hu7g4dHR3o6upSKqHevXvj0qVLdL/5u7N48eKIj49XGiWxIAj8nC8J/dzwZ+DAgQXCSPro0aNgjMHDw4OOXbt2TWmUCyB3bi9M8SREExFTJCQkJCQkAEnkl5D4pZAXY3kI0oEDB+LKlSsKC7fIyEhYWlqiaNGiOHr0qGjBMmTIEDDGcPHiRTombbT92nDhz9zcHN7e3nj+/DlevXqFGTNmwMTEBEZGRpg0aRKJYZ8/f6YwdcJwuKVKldLIxs6pU6dgbm4OW1tb0abO0qVLoaWlRQvvCRMm0LnMzExkZGTAw8ODyt+qVSu1CJfKkBfGeZkaNGiAJk2awM7ODjY2Nhg1ahRttClLs5CSkoLevXuTiM7rk5/PIzs7G97e3pQXnf8WD4FXqlQp8myVyWS4ffs2GVU0a9YM4eHhSuvD8fb21ohnLJArHrdt21YUBhAA5syZQxtwI0eOhLm5Oezs7LBmzRqR0P8lb3R1cv/+fZQrVw5GRkaifrJgwQKqCzdamDlzpoLQL5PJkJ6ejpiYGBI787ufHDx4EJaWlqhUqRK1e96uzMzMcPPmTbr248ePmDFjBhhjsLe3FxlkKLvnd+/eVUv/UIYqT/KQkBC0bdsW2traqFOnDs6fPy8Skvn9joqKgp2dHapUqaLxUOqce/fu4dGjRwBAoW6NjY1JTBfWWT5dyo4dO1C1alW1pLE4ffo0ihUrhjJlypD38caNG8FYbjh1oUcyF/p1dXVRqVIlHD58OE+hPzAwkAziNLGh7uPjIxJbuGforFmzRJ58WVlZ5HFZunRp7NixAydOnNC4sZ4Q3kbat28PxhguX75M9zSvDVxhuYVpGNTxPOSjbWVnZ+Px48c4d+4cGcJwoV8+zD0gHk8jIiLQqVMnODk5iYws1QW//zKZDBkZGZS+QZgWAQB2796NBg0aQEtLC7Vq1cLJkydF51+8eIG9e/di0aJF8PPzI8FJ0ylSJCQ0TWRkJE6cOAEfHx/cuHFDYczl0dFGjx6dL57YyuY98qG34+Pj0alTJzDGsHbtWjrH+29KSgr27duHP//8E7169cKMGTM0Jo4D/zo5eHp6io5fvXqVjMLk3xmAYlnl57/qgN97/h43MDCAtrY2Jk+erLAGunnzJsqXL08RwgYPHowDBw5g3bp1aNy4MRhjKFGihGRQ9Z0I7xdfIzHGsHnzZtF1V65cwYwZM1C6dGn069dPdJ4/z1evXsHAwAC///670t/i6xZlERI1RV5C/4ULF9CzZ09qW+pC1Rri1q1bMDQ0ROvWrQHk9g1l80NuKOXl5QUTExMFQ18JCQkJCQlNIon8EhK/IDwfup2dHXbu3Kn0Gi70jRw5ElpaWqhfvz7mz5+PS5cukQd23bp1pRD9vwhf2tiOiIigxZB8m7p27RqFv589e7bCZ6dMmYK2bdvC3d0dY8aMQVRUFAD1borExMSgTZs2CotvHmbPzMwMK1asoLCx48aNE33+2bNn6N27NzZt2kQbbJrcfOYW/9bW1lSf9PR08rS2tLRE//79FXJEvnv3DiNHjqQ8gLVq1VJrWHiexoExhkWLFpH3ZbFixeDv7y+6ViaT4c6dO7QR9TVCP6AZC/tLly6BMYapU6fSsRUrVkBHRwcmJibkRf3HH39QxAF5ob8gIJPJsGTJEjDGsHr1ajq+cOFCEvhfvnxJHhGM5eYvFAo9yr4zv4mNjSWPJTc3N+rXRYsWxcGDB5VeP3Xq1K8W+gH19Xf5zfOsrCxkZ2crlOv69eto3bo1GGNwd3eHn5+fQhl5qog+ffpoLFy/srYhrAs3oJIX+oUpU/iYm56eTrnh8/t5vHnzhkSLWrVqYeLEiWAsN+2GsE0JN2gHDRoEbW1tVK5cOU+hn6OJd8i5c+egr68PY2NjLFiwAD4+PujXrx+sra2hra2NUaNGicrNhVvG/s1XrOloNsro378/9PX1cf/+fQC5IViVbeBmZmYiOTkZ3bt3VxrhKr8R3qvTp0+jffv2qFmzJhm+ALk5ublxRc2aNRESEkLnuEccn8MDuaH7+VxdU88iJCQE0dHRKFeunMhQUvg+vnTpElq1agUtLS306dMHCQkJohQQ8hSEdiUhUZCZNGkSCbX5beQaGBiIffv2iY4J+66/vz8YY3BychKJkHn1Y3W/A3lZ+Ptc6HWdl1HYhw8faB6i6dziQG4aqm7duqFEiRIYO3YsXF1doaOjg7FjxyIyMlJ07cOHD9G9e3cULlxY9B43MTFBu3btKCqEZFD17ci/v5YtW0YOA/KpgQDQ/JUjNMrhhvfLly8HIO43p06dgomJCfT19QuMwM/JS+jn9dPEuvzAgQMICgqi/0dHR6No0aLQ19fHtGnTqK8LIzzxua9MJkOdOnVgb2+vsI8iISEhISGhSSSRX0LiF+PFixckdgi9MFUtsvnij4ubmva2ltAM3FNV1YZFcHAwjIyMMGTIENHxK1eukNeDUOCUJzMzE5mZmRrxegByvXEtLCwwatQoOrZq1Sro6enB1NQUt2/fBgAsX76c0hHI58UTll+TfeLhw4coW7YsDA0NReIkz01vZGSEMmXKQEtLCx4eHhRmWSaTISoqCj179oSDgwM8PT014i23f/9+SvPARTOeR5KXU/hvodDfvHnzrxL6NcHQoUNJYOJewMbGxqKQy4mJiXB1dSVxec2aNfQMCgoLFixA06ZN6f8+Pj4wNzeHiYmJyKtUGPb+77//1lif4L8bHR2NFi1aUJns7e1x7Ngxhes4sbGxmDZtGl3r6+ur8lp1IWzTZ8+exciRI1GrVi3UqlULAwYMQGBgoOh6odBfokQJ9O3bFydPnsTJkyfRrVs3MMbg7Oz8xfE9P+uRlpaG5ORkhRQiQqMDZUI/Z8yYMahevbpCKob8JicnB8+fP6ew9Iwx2NjYiEKiy3t/f43Qr27k2/Ls2bOhpaUlEmtiYmLg6+tLoX/lhf7MzExMnz4dHTt2hLu7O0aPHq0RYz1l8Hs/fvx4MJabyuHcuXOUY1Uo1vA6xcTEwMLCAo0aNVJrGFlhv9ixYwe9B3v06IEzZ86Izj979kyl0C+TyTBp0iS4ubmJUj5oatzau3cvGMvNv2thYUFho5UZ+Bw+fJja2aFDhzRSXgmJn5nPnz/j+PHjaNeuHc2heUqr/IJ7vjPG8McffyhNSwMAffr0gZ6eHkW0Er4fCoI4zlm9ejUYY9i1axcA1UZh6enpyMnJwciRI+Hh4VGgctZ/+PABDx48AJA7BpcrVw46OjoYN26cgtAfGxuL27dv4++//8akSZMwc+ZMXLx4EYmJiQA0/x7/GRG24cuXL8Pb2xtz5syBo6Mj9RVhZDf5zwn/5mkT6tevr9T4++nTp5g0aVK+9/PvRSj0z58/X9PFwYkTJ8AYQ7du3UTH169fDwMDA9rnUebBn5OTg4EDB5LDh6bn8BISEhISEkIkkV9C4hcjNDQUZmZm6NChAx37kndlREQEtm3bhsaNG6NTp04YPXo0hf2UFn7/fWbPng0jIyMKP6ysvSxfvhyMMSxZsoSO5eX18Pz5c42GI5YnPDwcCxYsIIH41KlTKFGiBIyNjSnnmkwmw5MnT1CxYkVarAo90goKXl5eImt/IDcfoJaWFkxNTXH9+nWcOnWKRGYPDw88e/aMrv306ROePn0qWtCqA+HvDBgwgLxJunTpovQaTkEX+uVzXALA5MmTwRijfPY5OTkkJvXt2xcGBgYoUaIERZYoCPXgxMXFITw8HDKZDHFxcWjTpg0MDAxw9OhRALmCn0wmw7lz52BmZkapOEaPHq2xevD3lDAvpouLC22WqXqPyQv9qiLfqANV6XYsLS1hYWFB9Zo7d67IMCQ0NBRt2rSBoaEhRVvQ1taGg4ODRry05PO+9+vXDxUqVEDx4sUxcuRIHDlyhM6rEvrPnz+PmJgY8rbT09PTSChyQByCtUSJErh79y4AcYh3QLXQHxgYqLZNQi5AKOuH+/fvx8GDB9GpUyf06tWLjvMxNyMjAwcPHlQp9HOEUSUKwvyQl+HRo0coXLgwnJyc4OzsDMYYpk2bRtcJ68LFse3bt6u9vACwfft26tv8HcERPrvw8HAS+mvUqIFr164B+NcL1cbGRsF4Rt3IZDIEBATA2tqaNs6nTJkCACIDCmG9pkyZQu9+mUwmGRJLSHwDz549o/QkTZo0IUPe/OTatWuYP38+bG1toaWlBV1dXTRu3BgXLlwgAzyZTEZpxMqXL4/Pnz/ne7m+l927d4MxhhYtWuDAgQNKQ/Tzd0ZycjJKliyJihUrkiheENmzZ0+eQr8qpPH3/2Pbtm0wNTUFY7mp81xcXFCqVKk8hX4AiI+Px8OHD8lQ19nZmfqSsmdSEPLa58XNmzcpwmBSUpJGy/Lo0SMYGRnByMhIlBro8ePH6NKlC/T09FCkSBGR0S5n7NixYIyhTp06tNYqSGt0CQkJCYlfG0nkl5D4xeAC4NChQwF836KgIG3gSuQvWVlZlP+1WLFiIsFbCM9v/ddffwHIDc2qyusByM0d5+zsrPZw5KpCQgOg0LAA8Pfff0NLSwv//PMPAHFbHzhwIHn4M8YwZ84cNZT865DJZPD09ETnzp1FeRktLCxgYmKCGzduAMgV8kePHk1CgNCjX/771E14eDhsbW2hp6cHAwMDigKR11glL/TXrFnzqzewfhTKcjbzfwvbz4cPH+Di4gLGGEJDQ+k4NwaYMGECSpYsiYkTJ6J8+fJq91AWIhQqlY33p0+fpnDwycnJonPR0dFwcnKiDSojIyON5n2PiopCixYtYGFhQTlIa9WqRQYhquBCv5aWFrS1tRVySaubAwcOgLHcFCIbNmzAx48f8eHDB+zcuZMi7gwcOFB0r0NCQtC+fXsYGhqidu3a2LZtG+Lj46nNaULg37ZtGxnyODs7o2zZstDW1oaNjY0orYtQ6OfeM3p6erC3twdjDCVLlsSrV68AqHczOicnBx8+fEC5cuXg4OCAhg0bgjGGqlWr4uLFi3SdsvHg9evXGDRoEAwMDODo6IhTp07le3m9vb0xf/58pX3w8uXLtAFdunRpDBo0CIBiCFUu9HNPNKHQr65wq3mNsxx544Ps7Gx8/vwZI0aMIGMXoQeXsI1NmDABjDG0adNGIbe1OggKCoKpqSkMDAxE0RRUvf+eP39OczQtLS2UK1eO5msvX74EoHmRJjMzE4GBgWS4JhT4hGMPL+f58+fpPS4hIfFtZGdn48mTJzh8+HC+R4KSH1tu376N5cuXo0yZMmCMwcLCAvXr18e+ffsgk8kgk8nQqlUrCt0tbwynafh4lJOTg8aNG0NHR4fC2M+YMYOu4+8MmUxGUZGWLVum8bFWGcL7m5fQr8owUeL7OXz4MBhjsLW1xZ49ewDkRtq4f/8+RowYQUK/MC0EkCvwjx07FnZ2dmRswiNu/cx7b3fv3qUooJpqX7yPzpkzB1paWgpOKBcuXECrVq2gra0NJycnDB48GPv374eXlxfc3d3JoFeKZiohISEhURCRRH4JiV+M9evX0wbml+Ah/+RDakoLv1+L5ORkEleKFCmiVOi/ffs2jI2N0ahRI+zatStPgT8tLQ0VKlRAxYoV1bqJLlyI3b17F15eXjh9+rTCdUlJSShVqhT09fVJhJXJZFT+MWPGoHHjxvD19YWLi0u+57lUhap+mJqaijt37gDIvdft2rWDgYEBechysSAyMhJ6enpgjMHQ0BCdOnUisUyTfPr0Cfv27UNoaChOnjwJIyMj8v5T5cnP/7579y4qVaoES0tLREdHq63MwnJ9+PABz549Q2hoKO7du6dwbVZWFurXrw8DAwOKjiHctKlatSratWsHAOTtoM5NHfl2xf+vLBXFwYMHwRhDv3796BwX+968eQNTU1McPXoU586d0/jGDpDrSfL48WNkZGSgUaNGJPQry6korGdcXBzGjBkDe3t78nzXBG/evKF0OzyMLOfx48fkocyNrYSEhISQwUWrVq0QEhKisXc6z81raWlJec8TExPRo0cPMJabE5Z7+wJiEXbWrFmoXLkySpcujd9//13jG5/Xr19HUFAQYmNj0atXLzDGUKVKFerbgHJjn5cvX6Jbt24oWrRovkchCA0Nhba2NgoVKoTVq1cr5H19+PAh+vTpA11dXQqrzpEfc+WF/rFjx4qeT34jP47Ih3ofOHAgqlSpgpEjRyp44j9+/BjNmzeHlpYWatasiTVr1uDjx49ITEzEu3fvKOeti4sLtSt1b+DOmTOHBCN5Pn36hPXr12Pq1KnYvXs3GYAlJCRg3Lhx0NHRQYkSJdCiRQuN51GWH1MyMjIQGBhIHoydOnUiwzD+zuB/37p1Czo6OmjdurV6Cy0hIZEnXztX+PTpE2bPnk2iGGMMLVu2hLe3N/bt2wdTU1O0bt0638dX+fmr8Bg/npiYqNQwbNu2bShevDgYY2jYsCFFwhGOqZ6enmCM4bfffkNcXFx+VuX/Qljn3bt3f5dHv8TXwyPQcAOQzZs3K71u7ty5Kj369+zZgwEDBsDb25vS7vzMAr8QdRmF5sXZs2ehr68PbW1tkcE9kJteYPz48bT/wP+Ym5ujffv2Gl93SEhISEhIqEIS+SUkfjEePnwIOzs7uLi4UFhZefjk++bNm6hRowYCAgLUWUSJAkhycjL69++vVOjPzs5GQkICeZPZ2tqqFPhzcnLQp08fCiutCQ/Sffv2kUdZgwYNFET6tLQ0VKpUCYwxytktXJDWqFEDtWrVAgC1ezFyhPWJjo6m8OnyBAcHgzGGpk2bIjk5me53dnY2YmNj4ejoiEGDBsHV1RVOTk4a26SSL7tQNNq3b59KoV/YfoRhmbnArw6BRlj2gIAA1K5dm3IpM8bQs2dPHDt2jNpKSkoKxowZQ+GIhQIfP+7p6UnfrU4BVni/goKCMGnSJNStWxft2rXDn3/+iadPn4quP3XqFIm1Dx8+FJ0bPHgwGGOicIfq3hDJyygkKipKpdDPyymTycgQ6dOnT+QFramNnfv378PY2Bi9e/cWHb9y5QrlGJ86darKz4eGhpIXXatWrXD16lU6p652dvv2bTg7O8PY2Bi7d++m4wsXLoSWlhYMDQ1JbFYl9L958wbv378nkVCTRjBCnj17hp49eyoV+rlxlUwmo5C+r169ojE3P+vw8eNHzJ8/Hw4ODhg7dqzSa8LCwvDnn3/SuOXj40PnlAm2Bw8eJAFEGPY+P+Fh3M+cOQNA7Hno4+Mj2ozV0tICYwyTJk0S3duHDx+iW7duMDMzo/mKk5MT/b9atWpkSKDufp6dnU1jknDcfPXqFXbu3Ele+sJ3i9CQ7M6dO3jx4oVSL/n85mvGj/T0dBw9ehQlS5YEYwx9+/ZVGraXp+YYP3682t+BEhISyhHOp8LCwnDixAlMmzYNu3fvRlBQkML12dnZSEpKwtq1a1GzZk1K11G8eHFKMSSfjuRHc//+fVH55Y3CevbsiaJFi6JKlSro0qULAgICaE4eHx+PKVOmwN7eHlZWVujduzcuX76MZ8+e4datW+jYsSNFE+JGVQXZq1eVR7+np+cXI1pJfDtJSUlwcnKCgYEBnjx5AkB5JEwePYgxhi1btih8hzIDa4kvIzQEVTWH4KH3x44di/T0dNFzycrKwsOHD7FkyRJMnz4dixcvxvXr12n+Lgn8EhISEhIFEUnkl5D4xeAhixljGDx4sFLrdQ73eFJHKFmJggtfHCUlJYk8+i9duiS67uDBgyTw161bV6l3H1/MNm7cGLGxsWopvxAuBOjq6mLx4sWIiopSunCeNWsWGGOoV68egoODAeTeB74gnDhxosY2noW/e/z4cTRr1gwVKlQgj1ghx44dU4jcwft8QkICDA0NMWfOHFy4cIE2ttS1kaAsxLKqxfj+/fsVhH7hxsesWbPg5eUlanPq3hDZtm0bbdS0adMGvXv3RpkyZaCtrY0yZcpgwYIFJEreu3cPpUuXppDE7dq1Q7169cAYQ5kyZTSSX1w+lDrfkNXX1yejBQsLC3h7e4vKx72XHRwcsG/fPhw/fpwMeerXr6/2kNfCeiQnJ+Pjx494+/at0rQH0dHRIqFfmLJCJpNhwoQJ6NGjB4l+8t+fnyhrv3v37lUQ8q9du6Y0cgqQG62Dj18ceaGf5/FWBzKZjHLY81QoQK7AzxiDqakp7t+/jwMHDpDQP3nyZLqOe9LJf6c6ys35/PkzoqOj8eDBA6VGUc+fP1cp9MtkMkyaNAl16tQRRRrJz7GKlz0uLo6M1oDcMUi+bz569AjDhw8HYwyurq4U/UX4PZzMzEzs3bsXNWrUUFsEmCFDhlCkB6EIfuXKFRgbG8PCwgKrV6/Gvn37sGjRIhqPhw0bJope8ObNG/j7+6NVq1ZwdnaGtbU12rRpg8WLF1MKIU1t4PLUILNmzcKrV69w9uxZtGzZEkZGRihUqBA6deqEv/76C8WKFQNjDAsXLlT6PZoyDgsLC8Px48cxZcoU7NixQyGnbVpaGgIDA8lApGbNmjh27BhCQ0Px5s0bmmOWLl1aI+9BCQkJReQF4lKlStE7mv8ZP348bt26RdcJx4Xnz5/jwIEDKF++PKysrMAYQ9GiRfM1HdXs2bPBGBOtjXiZhEZhBgYGlOrI2toaHTt2xOPHjwHkpmtaunQpGX4zxqCjo0P/rl+/PtXhZxD95J9jxYoVwRjD7Nmzf4ry/0zk5OSgatWqMDc3R1hYGB3j8PudkpKC3377TaXQL/HtCNu5vBMGj7IA5HrsOzk5wdnZWcE7P685lGR4KCEhISFRUJFEfgmJX5Bz587R4nzkyJF4+/atwiSYi5lt27YlryCJXw/5hUx0dDR57Ds6OioI/V5eXiTG9ujRA15eXrh//z5Onz6Ntm3bUi4zvimiTiH2woULMDIygrm5Ofz9/UXn5EP/vnjxAp06dQJjuTnre/bsiTp16mhUhBWWD8gVYvlm08CBA3HlyhWF5xUZGQlLS0sULVoUR48eFW3icMFEmD9aEwL/2bNnMWLECJQpUwY1atRAkyZNcOjQIQXhSCj0//333/j8+TNycnIwbdo0MJab11uZV6A6OHv2LPT09GBmZoa9e/fS8cTERAwbNgyMMRgbG+Ps2bN0LjQ0FHXr1qUNTwMDA416kXL2799PYQm9vb3x/PlzvHr1CjNmzICJiQmMjIwwadIkMtL5/PkzOnTooLD5WapUKbXnLBS2q6NHj6Jdu3aws7ODhYUFLC0t8ffff+PChQuizwiF/po1a+LGjRuIjY3F5MmTSXhWt0GSsB53796l//Mw9/379wcAXL16Nc/UKF5eXihevLjImw34V+jX0dFB/fr1FUJV5hdpaWkYM2YMunbtSse2bNkCMzMzmJiY4ObNmwCA9+/fY+TIkdDS0oK2trYo/YC6jXfk21Tnzp1RvHhxGBgYoGrVqujduzdev36tIGhwob9y5crk5chD+9rY2ODDhw9qrYeQbdu2wdjYGEuWLFGY34WFhVEUjurVq39R6OfieX5GsxH+Lr+HQo/+VatWgTEmymEP5EYasbGxAWMMQ4cOVUhTAOQau8l7YWrSY+7Zs2eUdqNQoULQ1tYGYwzdu3fH2bNnqWwbNmygMSs5OVljZZYXjZydnUXvAcYYRo8ejdDQULqWC/0uLi5gjMHExAQGBgaUAsLNzU3j70EJCQlFfH19aa43ZMgQDBs2jNLs8Khhhw8fpuvl+++HDx+wd+9e9O7dm6Ko5VcfX7FiBZVLGDHgypUrMDExgY2NDTZt2oRHjx7h1q1bGDZsGMqWLUsGeo8ePQKQK8JGRERgypQpaNeuHWrXro0BAwbA19dXLZF4fjTCMXvr1q1o3LixyJBV4sfBnWqGDx9O83JlAnHfvn3BWG7qPMaYaB0p8f2sWLEC5cuXx4EDB0RG3JzU1FR07tyZ5ojKno2qVB8SEhISEhIFEUnkl5D4ReG5lBljaNasGaZPn46goCAEBASQGKvJvKQSmkc+rGGfPn3g6uqK2rVrU9txdHSk0P2cHTt2oGrVqrQ5zRetjDG4u7ur3euBe32PHDlSwYM0r3YdGhqKP/74g8qura2NmjVrFojNZ95/7ezssHPnTqXXyGQypKSkkFhWv359zJ8/H5cuXSLv67p166o9RL+8oYKenh7dXx4y2dzcHF26dFHwQt6/fz/Mzc1p3OKGF8WLF6e8kur2YMzKysLQoUMVPIaA3JQn3FNG6JEsNCa5cuUKVq9ejdOnT5OYnF9t60v3JiIigkRj+XZ17do1FC1alLx+5JkyZQratm0Ld3d3jBkzBlFRUQA000+2bt1K/bZYsWIkJnEP5ZUrV4quj46ORtOmTSlKCfcyLVmyJF6+fAlAM+9AXo9JkyYByI3EU7x4cVSrVg179uyhEP3KBP7MzEy4urqiYsWKiImJUfjuGzduoH79+jAzM1ObJzaQ6y3OUzvw+25gYICTJ08C+Pc+79u3D4z9G3Z99OjRaiujMoRtqnTp0ihUqBCNVxUrVsS+ffsonQOQa2DFI1pw4zDeHjXZptLT0zF79myYmprCyckJK1asEJUbyM1dP2jQIBL6AwMD6ZymNjmF48i4cePovgYFBWHx4sVo2rSp6FpezvPnz1OEIaHQL/w+/hwKygbu06dPMXDgQDg6OqJDhw5Yt24dneNlvHfvHhhj+OOPPzRVTBFC8W/o0KH4888/aZ7BGEOTJk1w4MABKj8P3c8NGurUqQMfHx+Eh4fn+3tQQkJCOXmNgVevXoWFhQXMzMywf/9+0bnDhw+jatWqYCw3f728MSWgXCzL71Rn3t7eNAZ5e3sDANauXatUSP38+TOOHj2KBg0a0HqVv6uFyEep+xn3R4TPWdk7UeL/g7fr48ePw8rKCqVLl8a+ffsUvMR5dKpVq1ahfv36GDlyJCwsLNQ6J/+v8uHDB5QqVYr2FKpUqYLt27cr7Hk8fPgQNjY2KFeuHKWtKChzQQkJCQkJiW9FEvklJH4x5EN9u7q6kncsD8/MWG6Y8p8pBJ1E/rF9+3YS63v27Im5c+eiWbNmlB+2SJEiCkL/gwcPsHPnTrRu3Rpt27bFsGHD4OfnR+GB1d2mUlJSULZsWZiamn7RcEV+cXfixAns3r0bx48fR3x8PADN9okXL16gZs2aYIyJclqrqs/Dhw/RvXt3CkepSU9rIQEBAWAsNyfyhg0bEBYWhkePHmHUqFEkiFWvXl0UaQAAAgMDUbt2bfLybdCgAY1V+bFhuH//fmozykhKSkK5cuXg7Ows2vwTelkLc4sD/+bnVkZ+PgteD1UbGMHBwTAyMsKQIUNEx69cuUIbuHnlfM/MzERmZqbSvJPq4ujRo9Sudu7ciaysLGRkZMDf3x8dOnSAnp4ezM3NsXjxYtHnPn78iOHDh8PFxQW2trZo27Ytefjm90a0Mq5duwYbGxuYm5vDy8sLQO4mdO/evcnLV/558PYnk8nQv39/MJabL13Y3oTP/vbt22rbTFTWrvmzatOmDVJTU0U5c2NiYlC0aFESm01NTRXEaHUhbFM+Pj7IyMjA06dPcfnyZVSvXp3Ee19fX5G3eEJCAv7++2/o6+vD2dkZLVu2pDalyXdIbGwslixZAhsbGxQuXPinEfqF/ZBHm+Jelx07dhRdKyyjvNCvLJVQQeTTp0+iOgvTVXTt2hWMMWzatAmAZjel8xL/AgMDUa1aNQptLQzfn5GRgcDAQDg5OUFPTw+jRo2isUpZag4JCYn8R/7dxMeW5cuXgzGGBQsW0Dnhez04OJiiInl4eGj0HScs17p16+hdsXXrVqxduxbVq1dXem12djYuXbqEKlWqQEdHBwsWLEB2djaNS8JQ3z+7EPizl1/TKEs5l5KSIjr26tUrinTRuHFjHD9+nNqSMF1m7dq10bBhQwCgtG6aWHf81/j8+TOWLVuG1q1biwwO58+fj4yMDMhkMmRnZ1MkBeHYJiEhISEh8TMiifwSEr8gwoVJWFgYdu3ahfbt26NNmzbw8PDAli1bfsoQdBI/nitXrkBfXx86OjqiEPcymQxXr16lMGdFihQR5R7OC00IynFxcXByckKRIkWQmJgIIO8NDvmFuhBNe22EhobCzMwMHTp0oGPK6iI8FhERgW3btqFx48bo1KkTRo8eTSkHNNHH3717Rzno5b1psrKycODAATRv3pzCf3LPX05ERAQuXbqEM2fO5KvhCPdOdHd3VxleOyoqCg4ODqhcuTIdUxVGHcjNB7127Vq1h4CfPXs2jIyMqJ8qazN8E3fJkiV0LK+c78+fP6d2pOkNQ5lMhsTEREonsm3bNoVrHj58iMmTJ8PAwABFixal8N687aSlpeH169d4+vQppX5QZ8QRITwEuXxqkbt371II8ooVKyodjyZMmEAedTzHuJD8fFZ5fbf8vdy1axcYYxgxYgQd4+JeZGQkGGM4ePAgTpw4QQZJ6o7UkZKSQukoduzYoXBNbGwsGV6UKVOGchIL6/rgwQO8efOG3j3qalPCeyUvbMfFxWHRokVfLfTXrl1bQcBVJ8ra+ejRo2nj1s3NDTExMSpDqwqF/j///FNp6P6CCK+DUFgaP348iQbqfo8oKxsPiz1//nw6J3wO165dg7u7Oxhj6Nu3r0i8yMzMxJEjR1CsWDEwxjBs2DCaf2l6riUh8aswdepUUVQQZeNos2bNwNi/aVGUid0nT54kg2Jl70t1okrod3FxQYUKFVS+h1NTU7FmzRpyeND03Fai4CFsW2fOnMGECRNQvXp11KxZE2PGjMGhQ4foPXft2jWKOlelShUsWbJENP/gkYlGjBiB7OxskbGrxP+PTCZDRkYGtmzZgoYNG9L4VKNGDSxbtgxv377FjRs3wBhD4cKF1Za+TEJCQkJCIj+QRH4JiV+Ur1lASBtsEnxjxNPTk44JvUJjY2MpJGuRIkVw6dIlAP96OxSEXGY5OTn48OEDhRo/evSoymv5ps/ixYvzvE6TeHl5kUcikLdXuCo06WkN5Ipe5ubmaN68uahMwk3D06dPo3r16jAwMMDy5csBqK5rfo1VT58+haurKxhjaN68OQnaHJlMhtjYWLi6usLY2BhRUVG4d++eUlGci2xBQUEKaSPym6ysLBK/ixUrRpE35Pvkpk2bwBijHOghISF55nyfMWMGnJ2dlQrJmuDjx48oUaIESpUqRWKxMHQ3kGsg0q9fP2hpaaFPnz50nbI2pIkxy8vLC35+fliyZAl59gDiely6dIki8Pz222+YPXs2zp07Bz8/PzKOKVGiBEW4UNe7XHi/zp49i9mzZ2PUqFGYP38+RUERcujQITDG4ODgoLCxNmDAAGhra+P27dt0TBPjVWxsLOzs7ODk5CRqU8K/4+LiSMR0d3dXEGaFqKtNCX/78uXLGDFiBCZMmCC65muFfp6OpFWrVmrzgk9LS0NUVBTdL/73uXPncP78ebqOp+FhjGHPnj2ia+X/ff78eRQpUkSUAuNn4fPnz4iMjES7du3AGIOzszNFhdDUXJ3fWz7m8PuvTPw7ffo0TExMwBiDj4+P6HsyMzMRGBhIQv/w4cMloV9CQg3IZDK8ffuWxtAxY8aovJYbfPH+q2p9N2/ePDDGMHDgQIXr1I3wt//55x+qp6OjI4KDg1W+jz9+/Ah7e3swxiTRT0KEfMo5HR0dMMZgbW0NIyMjaGlpwczMDCNGjKA549WrV9GqVStKX1iyZEnUr18fFSpUoMh6eUWMk1CNfOqJDx8+4OXLl0qdNd68eYNz586hdu3aJPbb2dlhy5YtqFGjBkxMTNS6NpeQkJCQkPjRSCK/hMRPyo9cNMsvciULYgnOmDFjwBjD6tWrASgXWR8+fEgCh6OjI4KCggAUvHY0efJkMMbQq1cvpXkWuWCTmpqKkiVLokmTJuTNW5BYv349hbj+Ep8/f8bx48cVNt01/Wx4vu169eop3GNetuzsbCxbtow8ZLkXrLrg7SEiIoJynysT+gFgxIgRYIyhffv2tGkzefJkOi8My+ju7g5zc3MEBwfnfyUEJCcnY+DAgQopNuTDtxsbG6NRo0bYtWtXngJ/WloaKlSogIoVK1I0BU0TFhYGIyMjWFtb4/HjxyqvO3/+PPT09MAYEwmGmub9+/e0CV26dGk0btxY4Rrel0NDQ1G7dm0SznR1dcEYg56eHlq0aKHRsPA+Pj6i1CA86sCBAwfw+fNn0bU8b72bmxv8/f1x8+ZNeHh4gDGGRo0aKVyvbqKiomBlZQUXFxfasBX2Gf48Xr16BScnJ+jr69M7UFMIy7dz506K/FCmTBmFfv81Qv+DBw/g6empttQO6enpWLt2LTw8PHD27Fm6x9zocPjw4YiJiaHrhaH7z549K6qf/L9PnjyJypUrIzIyUi11+RGkpKTgjz/+QOHChSm6DRcECkK0rSFDhoAxhi1btgBQLf4tWLAAjDHyGBZeJy/09+nT56eJtiAh8bNz4cIF6Ovro0WLFgD+7bfCqBvTpk0jD9ioqCjRdcC//dnf35/ScxQEr2ThOMM99OXntcIy8jkuTz1w4cIFtZVV4ueBp5wzNzfH+vXrERUVhTt37mDPnj1kINKkSRN6Rz99+hSrV69GxYoVyTDAwcEBTZo0kdJjfifCfnv48GG0bdsWlpaWMDAwQOnSpTF9+nTcvXuXruFjQVxcHPbv349u3bqBMQYtLS0YGBiAMYaqVatKqRIkJCQkJH5aJJFfQuInx9/fX+1ikcSvAxfGe/ToofKajIwMTJkyhTZOihcvLsq7qmn4IjAoKAhlypSBsbExFixYILKaFy7oeG622bNnF8gF98OHD2FnZwcXFxfR4lUIr8/NmzdRo0YNBAQEqLOIX+TBgwewtrZGhQoVKNyw8F7zZ5aRkYFSpUpBX18fd+7cUXs5+YaAUOhv1qyZQqqDu3fvkrjPGMOoUaPoO7jna05ODnmd9u/fn/IuqpPk5GTK1S4v9GdnZyMhIYE8/nloa2UCf05ODomzc+fOLTD9JD4+HtWrV4eJiQkJrcraFQCKQLJ79261lzMvLly4QO2odu3aePnyJWQymdLN9NevXyMwMBCDBg3CgAEDMH78eBw7doxEWk08l5MnT0JXVxc6OjqYOHEilixZQqk5HB0dsWHDBpFRyPXr10X5MvX19clTWd2RCOSRyWQk8ufVVrKzs5GRkUFe1r6+vmouqXJ4OgS+CQ0oN/D6GqGfv1PU0abi4uIwatQoiozw6NEjeHt7gzEGGxsbHD58WKEsPOQtY4zmH6qEfj6O/UwbuaGhoWjdujVWrVpFUTEKyrg7c+ZMMMZQrVo1Mi5SNl5xUaRu3boKEVaAXKH/6NGjMDU1hYmJCQmJEhIS+UNWVpZIhOTwuSHwr3F3VFQU5ar/66+/aBzi/Zhfd/36dTLU0RQ8mhz/t3CsFHr0r127VvQ5oUFuhQoVYG9v/1MZhEmoh6ioKNSoUUMUwYZz5coVuLi4KBh7c1JTU3Hz5k2cPHkSz58/J0PWgvI+/xnZunUr9el69eqhVq1aFLWpcuXKOHPmDF0rP+/YvXs3GSoWLlwYL168UHPpJSQkJCQkfhySyC8h8RPDwz57eHgUGE9Kif8WwcHBsLa2RsWKFVUKygBw48YNWFpaUt656tWrIyMjQ+MeHPIsXLgQRkZGMDMzw9ixY3H16lU6l5GRQR7ZtWrVKjAhyOWJiopCixYtwBjD4MGDRZtSgHijoHnz5tDS0sKpU6fUXcw8iYqKok2QiRMn0nGhmJeRkYGcnBzaSNGE4YgwhcD79+9RrVo1CpEu9OhPTU3FokWLULRoUejp6WHOnDmijYLMzEwMHz6ccjJ++PABgHojKvDfSkpKEnn08xQbnIMHD5LAX7duXaXhuXnOd03nhFbGH3/8AcYYKlWqRM9Ivl0BIGMH+U3egoBQ6BeW71vai7qEcfnfmTRpEvT19SlvL5DbPzw9PWFmZgZ7e3t4e3uTQJCTk4Pnz59j2rRpqFSpEtzd3TF48OAC5ak8Y8YMMMbQtm1b3Lt3j44Lo44AIGF6w4YNGimnkBs3bsDe3h66urrYv3+/6NzXCP2rVq3S6Lzy1q1b6NSpExhjKFu2LI1Xx44dE133LUI/p6DNS76W1NRUqm9BCGPPjSQ+fPiAatWqQUdHB56enoiLiwOgKP7xvLe9e/dW+Z2ZmZk4efIkwsPD87n0EhK/Ltu2bcODBw8A5PZj4XjCo4XxlGD8moyMDCxfvhxWVlZwcHDA3LlzER0dDUA8Dvfu3RuMMaxYsQKAZtIFKYPP/YB/o8JwQ1X5UOk8OkyTJk3UHkVMouBz69YtaGlpUUoKzrVr15RGQPsSP+ucpCBw7NgxSpewY8cOALkG7ZGRkWjTpg0YY9DW1laYU8ivLUJCQshI8WcyAJWQkJCQkBAiifwSEj8xjx49QoUKFURCzfduiCv7nLTokHj16hXc3NwoxKp8aHXebq5fvw5zc3OcPXsWf/31V4HzfBB6dMycORP29vbQ0tKCiYkJevXqhbZt24py471+/Vr0uYLGuXPnKDz3yJEj8fbtW4VFKd+katu2rdpDXn/N2HHw4EFoa2uL0kEAuW1KmBaidOnSKFOmjCg8szoQPvvHjx/j6dOnWLBgAYW+lg/dn5CQgBkzZqBIkSLQ0tJC0aJFMX78ePTr1482fVxcXKhtqVO8lH8e0dHR5LHv6OioIPR7eXlRzvcePXrAy8sL9+/fx+nTp9G2bVswpvmc76qIiooiY4yuXbuSQUV2drbontetWxfW1ta4ceNGvpX3/+HixYu0CS0UzL+UXkdT7+0zZ87g/v37qFmzJrp3707HuRFScnIyZs2aBXNzcxL6uRjI+fjxI3nFA+rpI3ndL/77QUFBqFSpEnR1dTFhwgSRx6MwhH+DBg1gZmaGa9eu5W+h84DXZ/Xq1WCMYc6cOXTuS/2UC/0ODg7Q1dXFxo0b87WsXyImJobEYwMDA8ybN4/OCdvGl4T+gvoe/xmQ7x8pKSkKaZtSU1OxYsUKWFtbw97eHrNnz1ZqYMXFv+XLlyuck5CQUA8HDx6k+ShPayTsi+fOnVMalQrInTuOHj0apqamMDU1RadOnXDjxg28fv0aCQkJImNWdRpKC8t/7do1LF68GB06dMCECRPg7+9PxqpCo2ih0N+kSRP06dMHy5YtQ61atWgtyOe40n6IhJAdO3aAMYaZM2fSsbwE/qioKAQHB0vt6Acik8mQmppKxqA+Pj6i88HBwahUqdJXGVwIn0tBMCyWkJCQkJD4XiSRX0LiJyYrKwvz5s0jz2O+iP3WRYRwQjtz5kwcOHDgh5ZT4ufm7NmzJMYOGzYMkZGRCougfv36wdjYWOS9nF+W0N+7SBZuAu3atYvCdfPc3CVKlECvXr0oRGxBX+jxjToeQn769OkICgpCQEAACbEuLi7koaIJz97o6Gg8fPgQZ86cwd27d0Wi3qdPnzB16lRoa2vD2NhYtFnC4YYK3bp1Q0pKijqKD0Dcxnbs2IESJUqAMQZXV1dRSPFWrVqJhP6kpCTs27eP7j/vNy4uLhg4cKBCmH911+Xw4cPo06cPXF1dUbt2bWo/jo6OovCsQG69q1atSnUwNDSk693d3dWeQ1LYrp4+fYrTp09jzZo12Lp1Kx4+fEj5mzMyMnDgwAE4OzuDMYYGDRogIiJCJMaOHz8ejDG0aNFCISx5QeLSpUtfJfSrAy8vL5w4cULpucOHD4Mxhnbt2qFhw4aYO3cugH89ePmzUyb0C73F1S36CX/v0aNHOHfuHBYtWoRNmzbhyZMnojFn9erVsLS0hJ6eHnr37o3Tp0+LvkvYpjTp+cfbBo/2cvLkSQBff2/j4uIwffp0VKpUibyaNAUXm4yNjcmw6tKlSzS3ULUxy4V+HR0dlW1W4ssI7++RI0fwxx9/wMXFBXXq1MGAAQNw7NgxisgRFRWFsWPHwszMDCYmJmjfvj1CQkLw6tUrxMfHk/hXuXLlAhslSULiVyA6OhotW7akOW1YWBgAsSHkpUuXoKWlpVTof//+PWbMmIFSpUrROGtlZQVra2swxlCmTBm1GkrLz9ctLCxo3sTr0K5dOzJ2Fgr9Xl5edC1jDO3bt0fNmjUxcuTIAhVNSKJgERgYCMYYZsyYASC3vygT+HlbW7p0KZo1a4YnT55opLw/K1euXMHLly9Vnn/37h0sLS3h7u4uOn716lWVBhfyRooSEhISEhL/JSSRX0LiJyCvRXJycjKJNdOnT//mxajw+vnz54MxBiMjIyQmJkoWxxKEUFBu1aoVFi5ciLCwMDx8+JBCfzdt2jTf8oyvXr1alPfuRwj9QK6H5vHjx7Fz5048f/6cyl+QN3WEdT9+/DhcXV3J65qLzzwvnbqFWGHZAgICUKdOHTKiYIzBzc0Nq1atomuePXsGT09PEpLbtWuHyZMnY8uWLSSUlyxZkjbb1D0m7du3D4wx2NnZwcvLC9HR0Th79izWr19PG4ktWrQQCf2c8+fP49SpU9i/fz/evXtHRliaalvbt28nsb5nz56YO3cumjVrhnLlylEobHmh/8GDB9i5cydat26Ntm3bYtiwYfDz8yNhVhPtas+ePShZsqRoY9bJyQnt27en0LGfP3/G7t27KTqHvb092rZtiz///BP169fXWCSC76EgCP1nzpwBYwympqY4f/68wnnuwaSjo0PRQ+RRJfRv3LiRhEJ1Irx/e/fuRalSpUhM5qE/x4wZg4sXL9J1y5YtQ/HixaGlpQUdHR107doVffv2pTQ1JUqUUJqTXBN06NABjDEEBwcDyLuvyoflT0hIIEMFTb4L3759ix49emDx4sXo1q0bGRgFBQWJovNwhIaFPKWIg4MD0tPTNf48fmZ8fHyoX+jo6NA7vXDhwujduzcJeu/evcPMmTNRunRpEtgsLS01Jv5JSEgo5+PHjzTHFgr9WVlZNOZfvHhRpdD/+fNnXL9+Hb169UKZMmVgYGCABg0aYOTIkRoxZgWAnTt3gjEGAwMDLF68GE+ePMHt27cpN3eVKlWUCv1r1qyh8W3WrFmishfktaCE5rhz5w709PRQtGhR7N+/n6KHKRP4MzIyULZsWZQuXZrWKBJfZvPmzWCMYdKkSbRWk+fmzZu0d8DF+y9FVNizZ49Ceg4JCQkJCYn/CpLILyHxE7F+/XosWbJEIQdyaGgobG1t4erqips3bwL4ug004eJ17ty5YIzBxsYG9+/f/7EFl/hpEW6MHzt2DC4uLiQkW1pawtTUlDyV8yus4eXLl8EYg66uLg4ePKi0bD+Sn0EMEJYxLCwMu3btQvv27dGmTRt4eHhgy5Yt5DWviU2qrVu3isJgNm/eHIULFxaFAOXlevfuHTZv3kxtSfinfv36ajdUAHLvb1RUFIX6ExqYcB49eoQyZcooePTnVU5Nta0rV65AX18fOjo68Pf3F5Xn6tWr6Ny5Mwn9ly9f/qrv1IRI4+vrS22jf//+mDBhAho0aABHR0cSkXjO9OTkZNy9exctW7YUGb9YWFigVatWJMb+DJu4BUHo58ZcI0eOVHr++vXrqFu3LnR1dVG6dGlcvHhRoXzyQn+hQoWgo6ODHTt2aKxvCNtUv379MHToUDRp0gR6enrQ1tZG9erVRe8df39/9O/fXzRO2djYoGXLlmpvU8ruWUZGBrKysihSzdixY1Vez0XxJUuWKH2umnwX8t/mG+UPHjxAx44dVQr9/J4Lhf4ZM2YgIiJCzSX/b3H58mUYGRmhUKFC8Pb2xs2bNxEUFIS+ffuiePHiFC3l1atXAHINREJDQ9G3b1+UK1cOhoaGaNiwIUaNGqUx8U9CQkIRodBfvnx5PHr0CMDXCf3Cd0N8fDylaONCm7r7+MWLF2FnZwdra2vs3buXjnMB38DAgIR+Hr1JWeh+XV1dpKamSkZIvziq5j7C4z179qQ1BWMMs2fPpnM8shgA9O3blxxxJC/yr2fdunVwcnKCsbExpkyZQgaCQl6/fg0rKyvy5L9x44ZSgZ8b2e/ZswdOTk44fvy4eiohISEhISGhZiSRX0LiJ+HIkSO0ody5c2ds27aNFhsJCQkU1lrVIlweZQK/hYUFHj58mH+VkPgpEbaju3fvYs2aNahbty5Kly6NOnXqYOjQofka4j47OxsTJ06ksL3CdBI/gyCfX3xN3TWxUXXmzBno6enB2tpaJEjeu3eP8kQzxjB8+HDR5548eYINGzZgzJgxmDZtGgICAsjDVxOiQEREBIyNjVGlShU6Ju/d8+TJExQqVAiMMbRs2VKpR39BgG9genp60jHhZlNsbCyJgkWKFMGlS5cA5LaxnJwcUTvSVJ8LDg6GhYUFjI2NsX//fjr+6dMnXLt2DdWrVyeDIy44cS5evIjdu3dj48aNCA0NLRBeyt+KUOjfsWOH2n5XKJpu376d/s0FbWHbCAkJochCbdu2VRqalF+fkpICT09PlCtXTmNh4a9duwYLCwuYmJiI2hSQ6xX422+/kacjD3sP5Arply9fhp+fH9atW4dbt26Rh6AmBP7o6GiEh4eLzp8/fx66urpwdHTEoUOH6Di//8Jy1qhRAxYWFiTUqJuvHVPu3btH+VflhX7O3r17ERQUJDqWX6mD/ovI388lS5YoGBcBuWkd9u3bh6pVq1J/l/dSTEhIoBROmhL/JCQkxAj7+KdPn8h4qnz58rQH8DVCv1Ak52N4fs0P79y5ozINTlJSEhneeXt703EendDMzAyXLl1CzZo1KWUIj14jrIOvr6/G3oESBQdh/0hISEBUVBTCw8ORnZ0tOhceHo5atWrRuoPPAYV4enqCMYaGDRtKaWq+Ax8fH5QsWRL6+voKQr9MJkNCQgKt/caOHUvzkcmTJ9N1vI/n5OSgXr16sLKykvY6JSQkJCT+s0giv4TET8LSpUuhp6cHQ0NDaGtrw9DQEB07diRx9cGDB7CxsQFjDLt27crzuySBX+Jbkd+4yczMRHx8PNLT09US1jAnJweTJ0/+Twn9P1KAl78Hmrgn/De5wdH69euVnhcaLAk9H1ShKY+ahw8fQkdHB9WrV1d6nrf3U6dOUZjvpk2b4sOHD+os5lcxZswYMMawevVqAMpzEj58+BDu7u5gjMHR0ZGEsoLSv7hH1pw5c+iYcMz59OkTbbjVr1//i3nRC0q9vgUe1cTCwgKpqalqq4P82L5ixQro6upSXnphOUJDQ0no79y5M54+farwfbxPp6amql0cB/4t77Jly8AYw/z58+mcsG+EhISgffv2YIyhS5cuCsYj8qhrrJJP2dK8eXOULFkSGzdupONxcXEYMGAAtLS00LRpU5GRgvDzQ4cOBWMMw4YNEwke6kJ4z27cuIGdO3dixIgRGDt2LI4fP47Hjx+LrpcX+i9cuEDnJk2aRAZkGRkZ6qrCfxIvLy/s27cPS5cuRa1atei4sJ9mZWXh5MmTKFOmDPT19bFq1Srk5OSI+lB+i38SEhJfj3C8ffbsGa5cuQIfHx+KtFWuXLlv8uhXhwEVn/utXr0aSUlJCuffv3+PihUromfPnnTsn3/+gYGBAUxMTBAaGgogN9pQqVKlwBhDhQoVSOjnXr4cySjs1yEoKEhknC3sH/7+/vjtt99gZ2cHMzMzuLm5YfLkyRRdLi0tDYcOHSJhuVSpUtixYwdOnDiBI0eOoHnz5pRy7mdIDVaQEN6nrVu3wtnZWanQD+Q+J2FkrRkzZtC5lJQU+j4+1/3zzz8V+ryEhISEhMR/BUnkl5Ao4PCNsZycHLRo0QK6urqYPXs2eZgVL14cK1asQEpKCo4fPw7GcnNx80W6PJLA/2uSn4KyusgvoV/Ti25/f3/Km/yzk5KSgvLly8PAwIDGFGXi3ZYtW8BYbq57vgEHiJ+jpkNFh4eHU5h3LmYqu+7du3dwdXWlPMXVq1dHTEyMmkucN7zf9OjRQ+U1GRkZmDJlCm2UFC9eHOfOnVNjKVUjk8kopQD3uBYKSbyNPX78GGXLloWWlhZ5nf/XxKWQkBCNe5v169cPjDHY29vj7NmzABSFfm5w0alTJwUvc/nr1f2M+O/xvPWBgYEA/m1HwvIcOXIELi4uMDY2xokTJzRSXiHC3962bRt0dXXBGMPQoUNx7tw50fnLly+jcePGFKZ4yZIlSE1NxcePHxEdHU3ejxUrViTjJHXWTfhbO3fuhK2tLbS1tWkMMjY2RvXq1UXhl4FcoZ+PB9WrV8eMGTModK6Njc0XjTEk8ub9+/f0DMqVKycS+eVJSkrCokWLwBhD8+bN1VhKCQmJb0E43u7YsQNOTk5gjKFYsWI0f+Ue/WFhYQBUC/3CNDD5zezZs6GrqwtTU1OabwhJTk7G4cOHKVVTaGgoKlWqBCMjIzICy8rKQnJyMvr37091qFq1KkULk/j12LBhA7Vl+Sg027dvp/7g7OwMa2trmpuUKFGCUmOmpKTg0qVLaNmypUK6OT09PTRt2vSnSg1WkBAa2+zatQulSpWCrq4upkyZgpcvX9K5tLQ0/PXXX2CMwdDQELt371b4Lm7oXqNGDXrW/7W1oYSEhISEBCCJ/BISBQ5lgiP3rgoPD4etrS26deuGmJgY+Pr6UpiqGjVq4ODBg+jduzf09fWxdu1aAOJFhXBCO2/ePEng/wX52QXlHy30C/vHmzdv1L4IDwoKAmMMHh4e5FXyM5OUlIQKFSpAV1eXQr4rIy4uDi1atABjDDt37lRjCb+N0aNHgzGG3r1749mzZwrneZtr37493N3dUaxYMTDGFDaMNE1wcDCsra1RsWJF3L17V+V1N27cgKWlJerUqUMCWkZGhsY3Q3JyctC9e3cwxjBv3jyl18hkMmRmZmLcuHEkev6X0bS32Z9//gnGGKytrb9b6Nc0Hh4eYIxh5cqVAMT3VFiX4cOHgzGGjh07AtC8YRgAHDhwAIwx2NrawtfXV3ROWL5z586hU6dOZLDk4uICJycn2NnZkaDDPaM0tQm9a9cu2hT39PTE2rVrMWDAAJrfKosM8+DBA/zxxx+UD5cbK2i6Lv8VLly4QPe1RIkSuHXrlsr3wIsXL2Bubg7GGO7fv6/mkkpISHwLfn5+ZKS3ZcsWREVF4fHjx5g/fz7N/fIS+vm7ZNq0aWor8/Lly0VzOvn5j9Doc9WqVWCMYerUqQDE78MNGzbAwMAAzs7OZJik6fmthGbYuXMn7O3twRjDhAkTaN328OFDFCpUCPb29vD19cWnT5/w5MkT+Pj4oGHDhmRMeOXKFfoumUyGTZs2YfLkyejXrx/++usvnDp1itb10nzk2xD22fj4eLx58wZjx45F4cKFYWRkhBkzZoiE/sePH2PkyJE0Z+nbty8WL16M+fPno27duhRpQZofSkhISEj815FEfgmJAkpgYCACAgJEx5KTkzFjxgwwxrBw4UI6NmbMGBgaGpLFMd945wt0eWbPnk3XSAL/r8N/RVD+UUK/cJE3ZcoUVK1aFdeuXfuhZf0Sjx49QoUKFUR50L938ansc5rYvOIelZ6enkhOTlZ5HX+GEyZMUGPpvg5+306cOAFnZ2cYGRlh9uzZIg9RHg46KysLxYoVw5w5cxAXF0ehHwuCEMh59eoV3NzcwBjDH3/8oRDylLed69evw9zcHGfPnsVff/2lcY9xIRs3bgRjDC1btswzh/vBgwcpdUJqaqoaS/jfQzh+ZGVlKbRpHv7ya4T+rl27qpyTqBtejzlz5oAxhtatWyucE/777Nmz0NXVRdOmTdVbUBVERkaiRo0aYIyJvJaEZRc+h6dPn2Lbtm0oW7YsihUrBm1tbdSrVw/jx48nD35NbXreu3cPDg4O0NLSoigdnLCwMIwfP542bn18fETn3759i5MnT2LMmDFYu3YtbdJLG7g/BqHQv2DBAqXX8PcgT9EREhKiziJKSEh8AzExMWQ8tWfPHtG5tLQ03LlzB61atSKhX1no/jNnzsDR0RERERH5Vk4vLy9RihkhGzduxPLly5WG7geAjh07gjFGEWCEKUS2b98OV1dX3L17F23btlVqvCvx67B//36KaDFhwgTEx8fj8OHDYIxhx44dCtd//PgRbdq0ISOZ58+fK1wjP08uSGvBnwHh3HXPnj2oUKECTE1NYWhoSJGrjI2NMW3aNJHQ/+7dO/zzzz8wMjISRVSws7NDly5d8O7dOwDS/FBCQkJC4r+NJPJLSBRAhBtrU6dOxevXr2lS+uDBA5QuXRpWVlaiUMqHDh1Cnz59oKOjQ5/t3bu3wuIiMjISrVq1gpmZGR48eKDWeklolv+SoPz/Cv3C8vOoFowxpQv2/CQrK4t+v1atWpQn7lvvpbA+M2fOFN2P/ESYb5ePNZs3b4aBgQHKlCkj8nTg8MgkXl5eYIxh+vTpainr9zJv3jwYGhrC1NQUf/75J65fvy46zz3Heb57oGBu6pw9e5bCTQ4bNgyRkZEK/bhfv34wNjbGixcv6Ji6PMaV5W4W3sfg4GAUL15c5HkthG/injt3DowxUX5WiW9HeO+vXbuGuXPnYv78+UhMTBRd9zVCf7169cAYw6BBg9S6waYqHzj/f0REBKytrRWMjXib52U9f/48GGPo1q2bOor9Ra5duwYzMzP8/vvvdEzZO0P+2MePH/Hu3TvcunUL6enp1Gc0uenJ86mOGTOGjnHhmP972rRpYIzBwcEhzwgxgLSB+6O5ePEizY/ko+7wd7lMJkPZsmXh6OiYpwGWhISEZuFpqCpXrkzvePn56vPnz8kotHz58uQMIBT6hUauP5rTp0+DMQYzMzOcP39edO7u3bs0Hnl5eYmEfv6+GzRoEBhjmDJlisJ3t27dGra2tgoGjBK/FsI2v2/fPhL6J02ahPnz56NQoUK0HufX8jaTnp5OKTM7dOig0thEihDx/8EjPNnY2GDJkiUICQnBgQMHyJHAwMBAIXQ/ADx58gSBgYH4559/sHXrVoSHh5PDgTQ/lJCQkJD4ryOJ/BISBZDIyEgsXbqUrFHr16+P1atXk1diQEAAbZgLFxcxMTEICAiAsbExihYtSmGp5Dl//ryUs/QX5GcUlJWJM/zY9wr9wvLPnTsXjDFYWVnla1SLvETf5ORk8oKbPn36Ny9ChdfPnz8fjDEYGRkhMTHxh28yyNdD2ebYp0+f0Lx5czDGULNmTdy7d4+uE4bUbN26NXR0dCgfdkFDuLEzY8YM2NnZQVtbG5aWlhg5ciQmTpxIGz3ly5dHTEyMhkv8ZbiXO2MMrVq1wsKFCxEWFoaHDx9i4MCB5AGfVwSG/EDYrpKSkvDp0yel1y1cuJDKv3HjRqURSXr06AHGGKWskfh2hOPGrl27YGtrC8YYunTpQtFOhH3/S0J/cHAw2rZtKzIeyW+EbSo2NhYpKSmIjY2lY7x8Pj4+MDY2hr6+vkqDo169eoExhmXLlok+qymWLl0qSknxtSKF/GZ1QWDKlClgjGH58uUAlNflzZs36Nq1K3R1dSmKVUGqw38dodC/Zs0ahXQ0PN9t8+bN1f7ukJCQUI78fF0mk+HevXvQ1tZGpUqVRPNxIdnZ2QgICICNjQ0YYyhXrhx59PP1Rn6PvwMGDABjDIUKFRI5NADAggULYG5uDgMDA6xdu1ZBZD179iwYY9DV1cWqVauQlpaGz58/Y9SoUWCMoVevXmSgJPHrIuwf/v7+JPS7urqiSJEiIiM2jjDqmZOTE0qUKCHtp+UDjx49ovR3+/btUzi/aNEiODk5QV9fH1OnTlUQ+pUhzRklJCQkJH4FJJFfQqIAIb8gv3z5Mnr06EE5R93d3fHw4UOkpKRgxIgR0NbWxtGjR+l6PoF9+vSp0rCl0gT31+BnF5SF35OWloaEhAQFgxVejm8V+pUJ/BYWFmpLW7F+/XosWbJEJDYBud6utra2cHV1xc2bNwF8nTe4svrY2NjkS15c4f08fPgwBgwYgNq1a2PKlCkKQv2HDx9QtmxZMMZQoUIF+Pj40EaITCbD2LFjwRhDvXr1EBcX98PLmlfZvwXhM/Dx8UGnTp1EYQC1tLRQrVo1ap8F0YMfENf/2LFjcHFxobyqlpaWMDU1pXzdb968UfiMusq2b98+uLm5oWjRonBzc8OiRYsUNm+E4bvHjBmDgIAAJCQk4P379xg2bBgYY6hSpcpPYXRR0NmxYwcYYzAxMcHq1asVBDzh+PMloZ8LCurwmhP+rr+/Pxo3bozKlSujcuXK2LJlC7VxAHj//j1mzpxJRpU9e/bE9evXERkZiZiYmALZptatWwfGGLp37/7Fa+Pj43Hq1Ck1lOr74CkTunfvnmfb4HmWXV1dpTQcGuDSpUsiA7Fhw4bhn3/+Qf369SnfLQ+HK601JCQ0i7APbt++HRcvXgSQOzfn4n1AQIDKOWtiYiKJbDzk9f/YO++wKo6vj5+hV0WaBWygYosau7HGXhJ7wRpbbNhLUKPG7k+NJWJAjSVirIgVMZpYEXs39qhYUcSC9Ha/7x++O9nLvRiNci/o+TxPnuDs7N6Z3ZndmfnOOefGjRtZXm71N6Bfv36ZCv1z5syBjY1NpkL/vHnzpOeqcuXKyVCGnp6e0tsIv6eYjBb9Hh4e0iPmsmXLMj0vJiZGxnrPGPaCeX/Cw8Nhb2+PVq1aybT09HSt98PixYthZWUFGxsbTJo0SWuumF3n4gzDMAyT1bDIzzBG5G0mmI8ePUJISAjKlSsn3ZVOmTIF8+bNQ+nSpeHh4SFjyqmtnAEe5H7q5ERBWd1+Q0ND0aVLF3h6eiJ//vzo3r07tm3bpuNi+E1Cv7pexhb4d+zYIRfM2rZti1WrVsn6vnjxQgrfQ4YMkee8q0cCQ9Rn9erVWkK3sgA4duxYrXyPHz+WG0qsrKyQN29efPnllyhVqhSEEPDw8MhScfynn37SWnz5EEJ/XFwctm3bBj8/P0yaNAlbt27F06dPAWR/N4Dq+p8/fx6LFi1CjRo1UKJECVSvXh39+/fHo0ePABinLr/99ptsT3Z2dvLvWrVq6bTpSZMmwcrKSi7ienh4SGvzEiVKZPtNFzmB8PBwODo6wtbWFkFBQZnmy0zoV9zsGnMhXdmkoHhrUYcyCgsLk/nu3buHhQsXIleuXHLji5OTk2xTXl5e2apNnT59GnZ2dihUqBDCw8P15lEWQ8+fP4+SJUsaLITLu3Lw4EE4ODigfPnyMlyOvvfPrVu34OLiAk9PT8TExBi6mAy0LfqFEGjevDnKli1r9G8HwzD6Wb9+veyv9+/fh0ajwaBBgyCEQJ8+fXTmh8A/YTjatWuHb775Rm7kUfp4VqN+hyiu952dneXmQYU3Cf0xMTFYtWoVHB0dYW5uDldXV9SvX19u8OP3FKOgHtOtX78eXl5e0hW/vrCWSqgKZQPomjVrDFbWT4VVq1ZBCIH69esjMTFRq7+qn9fgwYPl2s+ECRMy9WDKMAzDMJ8KLPIzjJFQD1JPnTqFVatW4ZtvvsGMGTP0Lqi/evUKw4YNQ+HChWFubo4yZcqgePHisLOzw6RJk9iyidEiJwrK6t9fuXIlTExMpOVeuXLlYGtrC3d3d/j6+spFqMyE/q1btxq8/P/G3LlzYWFhAWtra5iamsLa2hqtW7eWC2eXLl2SFjZr165947WMVZ+zZ8/CyckJefLkwaJFi7Bx40aMGjUKuXPn1nIfrfDs2TP4+vqiVq1asj16eHigQ4cO0uovKxbbwsLCpLtOdVv4r4Ljv52XHYS/tyFjPVJSUvD8+XMkJSXJ52CMxc87d+7A09MTrq6uWLVqFe7cuYPAwEDUq1cPQgiULFlSZzNRUFAQhg4dCmdnZzg4OKBy5crw8fFBZGSk0erxMaC0ESW0y+zZs+WxzNq5PqFfCIEjR45kbWHfwI0bN1CsWDE4Oztj2bJluHPnDvz9/fH5559DCIEmTZpoxftNTU3FqVOn8NVXX+Hzzz+HjY0NvvjiCwwdOtRobUp9v9Xxk6OiotC2bVsIIeDj44PHjx/LfBqNRqucjRo1grm5Ofbu3Wu4gushs7bz6NEjVKxYEUIItGvXTqYr7VCpy7Vr12Bvb4+6detmeVmZzDl48KDs3wEBAQCgs/GSYRjjoB7j3bp1CyVLlkShQoWwfPlymb53717pvWny5Mla6wdKGDcAyJ8/P/r374+XL18adDNrxm+YsinB0dHxXy36X716pXX83r17OHfuHK5duyY3AfB7ismIenyyceNGFClSBEIIDB48GLdv35bH1P2jVq1asLS0lF4ymA/H8ePHYW9vj/Lly0sPYvqMNh48eIBChQrJtZ/BgwfLtQWGYRiG+RRhkZ9hjIB6Eh4YGAhnZ2cdy9jOnTtj//79Ou5u9+/fj+7du2vlLVy4MK5cuWKMqjDZlJwsKG/evFku6CxZsgTAa7G4c+fO0spyyJAhbxT6hRAIDQ3VubYiXBlS4Ff6cHp6Opo0aQJzc3NMmTJFxnMvUqQI5s+fj/j4eISGhko39koMzIwYc8NCYGAghBDYsGGDTIuPj8f27dvh5OSkV+hPTU1FSkoKTp48iaNHj+LJkydyUTGrFtvS0tIwZsyYtw7jkFP4kJsJstN9UCxEV6xYIdPS09Nx9+5dtG7dWlpT6/MaEhUVhYcPHyI5OVlaL/Mi7vuRmpoqhVdFqP+3tqduT126dIGVlZWWW3xDc+TIEZ02BbwWKdu0aQMTExMdoR947a0jLi4Oly9fRlJSksEFzLftl1u3bkWePHkghMDo0aNx9epVnTwjRoyAEAItW7Y0ivW7ui5JSUmIjY3F48ePtRbKgdeeCWxtbSGEgLe3N6Kjo3XaW58+fSCEwNixY7PVu+tTRC30BwcHA9D1JMYwjGFR9z+NRoO///4bQggsXrxYJ+/y5ctlHx46dCjOnj2rdVz5dvj7+8s0Q2xmVf/GyZMnsWPHDsyZMwdubm7Soj/jN/vfhH41/I5iMkPd9oKCgqR43KVLF+zevVsrr9I/qlWrhhcvXhi4pB8/UVFRKFasGIQQGDlypExXPyONRoPo6Gh4eHigfv36KFiwIIoWLYqXL18ao8gMwzAMky1gkZ9hjMi6desghIClpSWmTZuGzZs3Y8WKFahVqxbMzc1Rs2ZNrF69GoDu5Nrf3x+VKlWSk/QnT54YowpMNiOnC8rnz59HsWLFYGNjo7X5YPbs2dLtu7I5ITOhf/DgwbCxsdFx27Zs2TLpSjorBXF9C2FKOW/cuAFXV1d07NgRUVFRCAwMlP24cuXK2Lp1K7p27QpLS0v4+flp1Q3QXqDK6g0L+hbDpkyZgtq1a8vj6jz79u3TK/QrItnbXP9D8qYwDjl9oS8oKChTN93ZHX33fseOHShbtqwU6dVxF589e6ZX6E9PT8/xzzG7otFoUK1aNdjb2+PChQv/mv/Fixc63oSeP38OwHCWfxkJCgqCq6urPKa4WAVeWwmphf4DBw7IY0p5jdG21N+OsLAwTJw4ES1atED79u2xdu1a6c5e4ZdffoGVlRWEEGjQoAGmTp2K8PBw7NixA19//bVOrHRDehxR3789e/agd+/eKFu2LAoWLIgmTZpgypQpWm5YQ0NDZZiOL7/8EnPmzMGxY8dw9uxZfPPNNxBCoHTp0lpeCxjjcfjwYTn/2LRpk0zndzLDGJcFCxagRIkSmD59OsqVKydFr7S0NK1vwJIlS2QfLlasGDp06ICxY8fK+WLp0qUNuragfnf8+uuv0gCiSpUqcHR0RL58+SCEgKur678K/WrX/QzztmQU+hWL/jx58qBOnTro0aMHSpcuLecjykbWnOLNLSeg3MugoCDkypULjo6O+Pnnn+Xx1NRUOUdMSEiAu7s7Zs6ciW3btuHBgwcAeBzCMAzDfLqwyM8wRuL8+fNwd3eHEEIrbjTw2lpWcX+9dOlSrWPqgevJkycxf/58nmR8wnwsgrLye3PnzoUQAosWLZLps2bNghAC9vb2OH78uLQat7CwgI+Pj16hX72opVz74MGDqFWrFs6fP58l5c/Izp07pZWbQlxcHCZNmgQhBGbNmiXThg0bBmtrawgh4OnpKTcjZOahY8qUKVm6YUH97O/cuYPLly/j7t27GD16NCpUqJCpcP/nn3/qFfrVoq0hySqh35jvWsWK8ptvvslxFiTqe3769GmEhoYiKCgIixcvRu7cuXH9+nW9571J6Gc+LMozatGiBYQQmDp1qpZArkZ5v65btw7jx49HQkKCjjWhocoLAGfOnEFISAh+++03rFu3DlWrVsWzZ89kPnXeNwn9xkBdttWrV0vLdjMzM5iZmUEIgdq1a+ts7lm7di2qVKkCc3NzGaJEEW5q1KhhlBjE6rqsWrVKlt/JyUn+LYTA119/jUOHDslv+JEjR6T1nBACFhYWsLCwgBACZcuWxd27dw1eFyZz1EL/5s2bjV0chvnkSUhIQI0aNSCEQP78+WFra4tz585p5VGPm7Zs2YL69evL740QAiYmJqhYsaLcKG3o9+2WLVsghEC+fPkQGBgIjUaDO3fu4MCBA2jcuPEbLfptbW1hb2+POXPmSDffDPMuqPvHpk2bULx4cTluad68OVq0aIEZM2ZwaLAs5tGjRxg2bBgsLS3h7u6OyZMn6+QZMmQIhBDYtWuXTOPnwTAMw3zKsMjPMEbi119/lQvoao4dOyZjxo4bN06mqxdN9cVp5UHtp01OFJQzCkBxcXEYNGgQOnfuLNNWrlyJXLlywc7ODmfOnAEA3L9/HwMGDJBlGjRokI7Qr+/6aWlpiI+P/2DlfxMHDhyQC2bff/897t27J8t26dIllChRQie+5LZt29CtWzctEaRr1646Qubt27fRrFkz5MqVC5cuXfrgZVfft/Xr18PDwwPW1taws7ND2bJlUa5cOdy8eVMnr4Ja6B80aNAHL9+78qGFfnUbu3//vsHfvZcvX0bZsmXh5uaGw4cP65TpXdB3niGE2TVr1iB37txSkCxUqBBcXFwQEhKSabnUQn/ZsmV13Msy74b6OUdHR+PJkydam3eWLFkCc3Nz1KpVCxERETrnqzdVlSlTBl988YVRrawDAwOl+3q12J1RfMxM6G/evDn27Nlj6GLroHh4srW1xfz58/HkyRNcvnxZjguLFCki+73CX3/9hXXr1qFJkyZo3LgxvvnmG/zyyy9yg4Oxxofbtm2DEAIuLi5YtmwZoqKiEB4ejsDAQDg6OkIIgerVq2PPnj2y7d26dQtz585Fs2bNUL58eTRr1gzTpk2TFqU81s1eqIX+bdu2Gbs4DPPJ8+jRIzRq1AhCCFhbW2Pr1q0AtN+d6nnFw4cPcerUKSxcuBDz5s3Drl27EB0drXNOVqPRaJCQkCDLHhgYqDdfjx49MrXonzdvHoQQ8PDwYGv+T5APtYlf3T82bNiAEiVKwMTEBP3790dUVJQ8xuORrOXy5csYMGAAbGxsIIRAixYtMG/ePKxfvx5t27aFEAIVK1aU7yuGYRiG+dRhkZ9hDIwycejUqROEEFqLyseOHUP58uV1BH4AWgNYdkPFqMnugrLSXlNSUqTIrp4Ynz17Vsbo/fvvv6XVyYsXL9CkSRNYWVnJeHjKefv27ZPltrKyQs+ePTO1NjUGt2/fxty5c+XEtGbNmvjpp5+kS+vg4GAIIdC3b1+thaioqCgEBwfD1tYWhQoV0gk5oLB//35p1ZhVbNiwQd7jSpUqSbeFQgitHfX6rKn//PNP6VrT19c3S8v5NnwooV/dbsePH4/PP/8cx44d+6Bl/TdSU1OlZ42qVavKvvOu3wV1XX744Qete5KVKMKfEAKdOnVC/fr1kTdvXhk6RImnqs/7w7Nnz9C+fXsIIVCnTh2kpqby9/A/oO6zv//+O77++mt8+eWX+P333+V9j4iIkMJyu3bttNz2KoJseno6+vXrByEEhg0bZrR38Pbt22Wb6tatG+rVqyffV5UrV8apU6e08mcU+jt06CBjryobxozBkSNHUKBAAeTJkwcbNmyQ6bNnz4aJiYm0ai9QoICO0A/ofwcYw9uFEiv1yy+/1OutCnj93a9VqxaEEGjYsKH0OKAmo6cSXlDPnijjsazYdMgwzLsTGRmJJk2aQAiBvHnzSi9JGWNavwljfDuio6Ph7OwMV1dXue6hlEM9JlTC0bi4uGjNbQEgICBAzp14fPjpMGfOHAghpGfC9yWj635ra2u4uLjkOA9qOZ1bt27hp59+ksYD6v/KlCkj+zp7dmMYhmEYFvkZxmgMGTIEpqamOHLkCAAgPDxcr8CfnJyMxMREeHt761j9MwyQMwTl+Ph4LF26FAsWLNCyCg0ICICzszMWLlyoM0Hbu3evdI8XHx8vBT2NRoOoqCi4ublh8ODBsLGxQb58+WQMaGOSsQ5hYWHw9vaGg4ODjDX8119/IT4+Hj4+PjA1NZXWy8A/C1LXr1/Xa7mYlQtW6rK/evUKtWrVgrOzMzZu3Ajg9QYMZRFFCIEFCxboPVchNDQUZcuWxe3bt7OszO/C+wr96uegiOxCCJ042R+yvJkRFxeHatWqQQiBiRMnvrP4pc4/Y8YMCCFgY2ODV69effA2lrEe3bp1Q65cuWS7evXqFU6cOAEPDw8IIVC3bl25mKtP6H/69Cn69OmTbdpVTiNj3Fslpnvr1q0RHh6u5db+3LlzyJUrF4QQaNKkCbZt24bY2Fikp6cjNjZWCvzly5eX7ytDLKpnbFNt27aFg4MDgoKCALweN61Zswb16tWDEAItW7bUcVmsLmdYWBj69u2b5Run3kRiYiJ8fHwghMCSJUtkutI/7e3tceTIEfTt21cK/QcPHgTwui7p6el6vTwZi7t378LR0REVKlSQaerwOQBw4cIFFC1aFEIIDBw4UOZjYSbnYSgvSQzD/IO+97zy/oyMjESzZs3kN1rxwGXsb8ObePXqFQoVKgQ3Nzcp8qu/B8o35MGDByhbtqz06JZR6FfnZT4N/ve//8l5mTqG+/ug7ishISEc892I3Lp1CzNmzEDv3r3x7bffYv78+dKrAvd1hmEYhnkNi/wMYySmTp0KIQRGjhyJ33//Xa+LfsWi7NmzZ8ibNy+qV69uVCszJnuRkwTlK1euoHHjxjA1NcW4ceOQnp6O1atXS5eLe/fu1TknKCgIQgj06tVLpintPzIyEkIIBAQE4PfffzfaxPttfu/Ro0cICQlBuXLlpDgzZcoUzJs3D6VLl4aHh4eW+/vMQnMYigcPHuDx48cwNTWVYR6UsgH/hBp5G6FfeV76xNqsIuMzUd/T/yr0q/vFtGnTIISAo6PjBw1fkRkBAQGYM2eOjjvCkydPwtXVFWXKlMHp06cBvF170VcXFxcXGec+qzh27BiePn2KYsWKaQl6SpkfPXqE4sWLQwiBevXqvVHoV56VIdvVx8bmzZvl+3f16tVaxxTRGHgd516xirexsUGxYsVQoUIFuLu7QwgBLy8vo8XuPXDgAO7fv49q1aphzJgxsuxKWQ4fPixd//6b0K94JzDWYmFUVBTq168Pb29vmebv7w8bGxutcDVnzpyRFvBubm5aQn924ty5czA1NUXVqlUB6H8vA6+fobm5OZydndkSnGEY5l9Qv0uTkpKQkJCAp0+fauVRvmORkZEyjn2FChXw999/A8i+Qn9cXBxKlSqlFWYO0K6zRqNBUlISGjduDBMTEzkfCQ8PN0aRmWyEn59flgr9AAvKxuBN76vs+i5jGIZhGGPAIj/DGBhlchAREQFPT0+4urrKBfQJEybIfIoLZgAyDvHy5csNXl4m+5CTBeXk5GT4+/ujWLFicHBwkNYlhQoVkvEiM6LEei1UqBAOHDigdaxPnz4wMTHRistt6Im3+n6dOnUKq1atwjfffIMZM2ZIi1I1r169wrBhw1C4cGGYm5ujTJkyKF68OOzs7DBp0iTpecGYLF68WIr3lSpVkvENU1JSdCyA31boNwTqsiUmJuLFixc6ninUMcTfRejXJ4o7ODgYRODfsWOHvM9t27bFqlWrZBlfvHiB4cOHQwiBIUOGvLEOCsaqy5o1a6Q79Bo1amDNmjUA/hFWFbE+MjLyrYV+5r9z8+ZNlClTBkII6VEB0O2/yr+vX7+OYcOGyc2IQgh8/vnn6NevHyIjIwEY/v2reKj56quvkD9/fjk+yuiO+PDhw2jYsKFeoT/jN9BQqMsYFxcH4PX927lzp9xsc/HiRVSuXBk2NjZaVopqi38hBAoXLqzXitGYaDQaXLx4UZYxs5Am6enpePnyJapXrw4hhM53nmEYhvkH9fdqz5496NWrF8qXL4/ixYtj5MiRMrQZoD2uyklC//Lly2FhYYHq1atj//79Ml0d+g0AfH19Ua9ePbRq1QoWFhZyszfz6aFuyz/99NMHF/qB7LeR8lPkXcKNMAzDMMynCIv8DJMFZBROM7qxTEtLQ3x8PHx9fWFvbw8hBNq0aSOPq631R48eDSEEmjVrli3ckTPGIScLykp/SExMxJYtW2Ssdnt7e6xYsULmyygSJSUloU+fPhBCoFGjRvjll19w7tw59OjRA0II1K5dGy9fvjRYPdSo+3hgYCCcnZ11YsV17twZ+/fv17EW3b9/P7p3766Vt3Dhwrhy5YoxqqLFkCFDIISAtbU1hBBSjFVQt8PsIvSr729oaCi6dOkCT09P5M+fH927d8e2bdt0rHTfJPSry29MgR8A5s6dCwsLC1hbW8PU1BTW1tZo3bo1Hj16BAC4dOkSXFxcIITA2rVr33gtY9Zl9+7dsLOzk+3Fx8dHJ8+/Cf1sPfPhUKyne/ToIdMyWzBT+kNSUhKSk5Nx8eJFnDlzBklJSXKsYoxns2/fPnh4eMDU1BQmJib48ccfAfzTjpT6aDQahIWFaQn9yuYlYxMYGIjZs2frPbZs2TIIITB48GAA2hsS/vzzTzg4OMiY9xUrVkRycnK2W/RUvnPffvst7t+/r3NcKa+ykXXTpk2GLiLDMEyOQP1+X7VqFczMzOT8wdPTE0II5M+fX+ubkhOFfsWrjRAC3t7eOH78uDymXh8pW7as9HyjxEnnceKnS1YK/ep2pbTB7DbeYhiGYRiGYZGfYT4w6kH/1q1b0aVLF3h5eaFnz57w8/PTynvv3j20adMGZmZmKF26NGbOnIk7d+7g+fPniIiIgLe3N4QQKFasGB4+fAgge07ImazlYxCUlXItWLBAisjW1taYMmWKbNv6CA8PR8uWLWXZzc3NIYSAp6entNQ2Zp9Yt24dhBCwtLTEtGnTsHnzZqxYsQK1atWCubk5atasKV1hZyynv78/KlWqJOumhEwwNmPGjIGJiQlMTU0xdOhQnU1KmQn9M2bMMHRRtdr7ypUrpevOMmXKoFy5crC1tYW7uzt8fX11BMmMQn9GjxLGFMXV4QWaNGkCc3NzTJkyBQ0aNIAQAkWKFMH8+fMRHx+P0NBQCCHwxRdf4PLly3qvZ+zNCgCwd+9e5M2bV4r3EREROnn0Cf3lypVjS/4PzKxZsyCEwKRJkwD8+8L4mxYzjbXQqbjjV7wLeHh4yHeo8o7SJ/SbmZmhTp06Bm37+jh37hyEEChevLjeRWNlw9XSpUsBvK6T8px27twJa2trHDt2DGPGjMHt27cNXv43PXdlU9XmzZvh5uaGPHnyYP78+Xj8+LFOntTUVFSsWBH58+fH1atXs7bQDMMwORwllJmDgwP8/f0BvBa527VrJ+dJ06ZNk/n1Cf2FChXCnTt3jFH8t+LatWty40KjRo10NhyPGDFCK8ShsbzyMNmLrBD61ePjxYsX48cff0RMTMx7lfNj50198X3XbDIL/cQwDMMwDIv8DJNlqMUvIYTccd+3b18tK+qIiAj07t1bCrd2dnZwdXWFjY0NhBCoUqWK0eLdMtmLj0FQXrRoEezs7DBw4ECUKFEC9vb28PX1faObxcuXL2PhwoUoW7YsmjZtin79+klLZmP2ifPnz8u41OvXr9c6FhgYiNy5c2uJNArqCenJkycxf/58aeVoqA0L6jLou4ejRo2CEAJWVlY6dQO0yxkYGAghBExMTBAbG2uUCbcSX9zR0RFLliwBADx79gydO3eGEAJ58uTBkCFD3ij0CyEQGhqqc+3p06dnuSiu77krZb1x4wZcXV3RsWNHREVFITAwUPblypUrY+vWrejatSssLS3lRjL1M1U/j6yui/q3EhISdMT5PXv2SM8D3377rVZYGgX1gnSePHmy1QaYj4XZs2dDCIH+/fsDeHM4hJcvX+L06dNITk42VPG0ULcpxbW9QlpaGg4dOiT7Q+vWrd8o9B85cgSVKlVCgQIFEBUVZaAa6Cc2NhZVqlSBEAIzZ87UeW8q7+D27dvr9JN27drB0dFRKw6zITfCqMsaFhaG1atXY9GiRTobDZOSkjBmzBiYmprCxcUFY8aMwaVLl7SupYg1bdq00Xm+DMMwzD+cOXMGHh4esLOzw7p162T6rFmzYGJiIr1wCSH0Cv2PHz9GlSpVYGJiIkPtZFeuXLmCSpUqwdTUFEII1KpVCy1btkTlypUhhECJEiW0No4xDPBhhX59G6Q///xzREdHf5Cyfoyox4CHDh3Cjz/+iIkTJyIgIOC912zU5yvrQAzDMAzD/AOL/AyTBRw/fhy5cuWCo6Mj/P39ERoaioCAAFhaWkIIgU6dOknXcgDw9OlThIaGwtvbG6VLl4abmxtat26NBQsWyEVcFvg/bXKyoJyxHMrEbOXKlShWrBjs7e0xbtw4HaE/o2ihTKozul43FspGnqlTp2qlHzt2TFqXKlYmgG4Yj4x/G6o+6nKcOnUKfn5+CAsLk/dVYcyYMdLrQkYrd0C7Dps2bZJWQYYW+c+fP49ixYrBxsZGy2W9ImRaWVlJYTkzoX/w4MGwsbGRG6oUFJfZTk5OBrH83blzJ4KDg7XS4uLiMGnSJAghMGvWLJk2bNgwuaCrWDw5OTll6qVjypQpWVoXdXs4fPgwhg0bBn9/fy0hEgD++OMPualt0KBBWu5XFZRnExUVxV5ssoC9e/fCysoKNWvWzPR9qrx/9+zZg8aNG+PUqVMGL6f6mYeFhaF///6YOXOmVh5F6C9Xrpz0aqMI+PqE/hMnTuhsBDA0yu/u2bMH9vb2aNSokRTylWM3b96Ep6cnLC0tMXr0aNy7dw+RkZEYNGiQ3NBgyLA7+li9erUUYIQQsLGxQatWrbTC6MTHx2Po0KFwcHCAhYUFChQogO+++w7jxo2Tnkk8PDzk95+tshiGYXRJT0/H1KlTdQRLxTOPvb09Lly4gLVr18p38pQpU2Q+5ZseFRUlv4HGnkf9G/fu3cP48ePh5OQk6+To6IhatWrJb0Z2rwOT9Wg0Gq3xnrpN/FehX5/AnydPHly8ePHDFfwjZvXq1dK7nvLfl19+iX379und4P1vqJ/HjBkz0KVLF5w5c+ZDFplhGIZhcjws8jPMByDjQrEiDG3cuFEr/eTJk/Dw8IAQAh07dtQS+hXi4uKkKKJ22cx82uQ0Qflt3DvHx8djxYoVeoV+dVzl/fv3a4kZxhYBlHvYqVMnCCGwZ88eeezYsWMoX768zvMAoLXz31h1UP9uUFAQChYsKC169S2Yfffdd28t9AOGtSYFXtdn7ty5EEJg0aJFMl296Hn8+HFs374dTk5OsLCwgI+Pj16hXxGmlDSNRoODBw+iVq1aBonhfeDAAbkQ8v333+PevXuyLJcuXUKJEiXg6OiIffv2yXO2bduGbt26SU8xQgh07dpV57ncvn0bzZo1Q65cuXQsaT8E6na1YcMGuamiVatWuHbtmk6edxH6M/7NvD/3799HkSJFIITAgAEDZLrSf9X9uGHDhjAxMUFYWJhBy6huL+vXr5ehHqpWrYoLFy5o5VWE/s8++0zG8c1M6FfIDuOqiIgI1KhRA0IILF++XKZrNBokJydjxYoVcHNzk7GWlY1+np6eRhfFd+/eDQsLCwgh0KdPH3Tu3FmWtUaNGrh165bMm5CQAD8/PzRs2FBrwdfGxgb16tWTGw+5nzMMw+gnLi4OAwcORIcOHWTa8uXLYW9vDzs7Oyl4PXz4EP369ZNeBH/44QeZX/2OzQ7fwLflzp072Lt3L9asWYOzZ8/K9RP+Zny6/NvYR+196l2F/swEfmOHecophISESIF/8ODB+P777+Hl5QUhBEqXLo0NGzbohAJ8E+rnoXikc3Z2fqMXSIZhGIb5FGGRn2E+IP7+/ti4cSP8/f1Rr149mZ6WliYn02fOnJFWlx07dtQrLCl5c9IEnMkacqKgrG63EREROHbsGNauXYtdu3bh7t27WnmTkpKk0G9nZ4dx48bJPIordTc3NyxYsMCQVXgrhgwZAlNTUxw5cgQAEB4ervd5JCcnIzExEd7e3jqbNAyJuh2sWLFCutifPXu2TkzndxH6DUnGthwXF4dBgwahc+fOMm3lypXIlSuX1qLn/fv3MWDAAGnJrhaWM3Ntrxx7l4WI9+H27duYO3euDNVSs2ZN/PTTT3KDS3BwsAz5EhsbK8+LiopCcHAwbG1tUahQIR1vBAr79+/X6X8fmpUrV8qQIv7+/jr37l2FfubdeVO8SnXc2n379sHW1hZCCAwbNkzvtYYOHSpdqb969SrLyvwmlDZlZWWFn376CampqXq/aW8j9BsatQeBzFCsLr/44gudGMkvX77Erl27ULlyZdjZ2aFo0aL4+uuvs4UF49ChQ2FnZ4dNmzbJtPv378vQCVWqVMHff/8tj6WlpeHFixdYvXo15s2bh8mTJ2Pv3r14/vy5PM4wDMNofzPUXrbOnDkjN2o+evQI9evXh5WVlZwbKuepw2gJITB27FgDlt4w8BrJp4v62Z88eRJ+fn7o3LkzZsyYgd27d8tj6nnF2wr9+gT+rAzX9jGQsS8OGjQINjY2CAoKkmmRkZHo06cPLC0tUbx48bcW+vU9DycnJ/aowDAMwzB6YJGfYT4QkZGRcvJQrlw5NGjQQCePMvnOTOhnmMzIKYKyemFq06ZNKFOmjJblXunSpeHj46OVLzExEStWrEDx4sVhZ2eHPn364OjRo/Dx8YEQAq6urtlyt7biNnPkyJH4/fff9XpUUBYYnj17hrx586J69epGFzO3bt0q76s6pmdG1M/I19dXCm3btm3L8jIqv52SkiIXAdQT/bNnz0p3f3///TfOnTsHAHjx4gWaNGkCKysrudCjnLdv3z7ZDq2srNCzZ0+jxRlXk3FxJCwsDN7e3nBwcJDuDf/66y/Ex8fDx8cHpqamCAkJkfmVe3X9+nW9LlgNtcln9+7d0pWqWvh7k3inFvqHDBnyn1w4Mv+gbkvh4eFYsGABOnTogAEDBmD37t1aHlFSU1OxbNkyuamkVatW+O233xAeHo79+/ejTZs2EELAy8tLhlgx9Iaxd21TKSkpOHjwoBT6u3XrZrSYvep7pWw2UEhPT9fyaNO0aVPY2NggNDQUgG79EhMTcenSJdy/f1/GrTemKJ6UlIQKFSqga9euMk15lz558gT16tXTK/RnBos1DMMwr1G/D48dO4YJEybonc9t375dfruTkpK0visPHz6Eu7s7evbsKa2QY2JiDFYHhskq1GOr3377Tc4hlP8sLS3Rq1cvmUc9r/g3oV/d91jgf3fCwsJw/fp1eHl5oU+fPjJdPT4cNmzYWwv9vOGCYRiGYd4NFvkZ5gOidrdcrVo1PHjwQMtyDtAv9Hfp0kVaMzGMPnKaoKyEFxBCoG3btujRowfKlCmDXLlyQQiBxo0ba4kvSUlJWL16tayXubm5FJgU6+PsYumnlCMiIgKenp5wdXWVrq8nTJgg86kXFlq3bq3jktkYPH78WAowa9askenqMA43b97EzZs3dcKJKEK/EELLUiKriI+Px9KlS7FgwQJERETI9ICAADg7O2PhwoU64tDevXshhEDz5s0RHx8vrX41Gg2ioqLg5uaGwYMHw8bGBvny5TPKe/dthNJHjx4hJCRExhkvUKAApkyZgnnz5qF06dLw8PDAzZs35fUyC89hCDQaDeLj49GlSxcIIbBs2TKdPKmpqdi3bx/+/PNPnD59WuvYH3/8gfz580MIgfHjxxuq2B8d6jYQGBgoN4mo/xs8eDBOnDgh88XFxWHz5s1aeZV3rxAClStXlp4hDPn+VdzVd+zYEUIIrFq1SidPcnIyTpw4gV27duHx48dyETElJQWHDh2S35JBgwYZNcTLnDlzIISAr6+vzntT6atKns8//xzPnj3Tm0eNIeuj/v2kpCS8evVKPpt58+YB+GcBV2kjmQn9xg61wzAMk51RvyPXrl2LfPnyQQiB6tWr49ixY1p5V61aBSEERowYIdMUq/8bN25ACIGQkBBs3bpVzqP4Hcx8LKxZs0aOWadPn47Tp0/jzz//lOPZRo0aybyZCf0//vijTGeB//0ICgqCEAI9e/ZEjRo14OfnB+Cf8aHy7nlboZ8FfoZhGIZ5d1jkZ5gPjFroDwgIkOmZCf1KjKqBAwcavKxM9icnCsoHDx6Era0tcufOjc2bN8v0+/fvY/v27TK2coMGDbTKnZKSgqNHj6JXr16oU6cOBgwYIC1IDS3wZxRNM05AFTfuvr6+sLe3ly6tFdSbK0aPHg0hBJo1a2b0zTy3bt2Ck5MT6tevr5UeExODkydPolGjRnB1dUX+/Pnx5ZdfSiFZwcfHB/b29pm6hP+QXLlyBY0bN4apqSnGjRuH9PR0rF69Wnoh2Lt3r845yiKD2opDeRaKt5WAgAD8/vvvRolprV5EOnXqFFatWoVvvvkGM2bM0HJrqPDq1SsMGzYMhQsXhrm5OcqUKSM9XkyaNEnLMtuYxMbG4rPPPkPhwoW1vCM8ffoUv//+O6pUqSK/i87OzjoWNLt27cJnn32mEzaCeXcU9+8WFhaYOXMmbt++jS1btqBw4cIwMTFBhw4dcOjQIa1zrl27hh9++AFNmzZF9erV0aFDB/z88894+vQpAONssIqJiYG7uzsKFiyoFSrg6dOn+PPPP1GtWjVYW1tLIXnu3LmyP6SlpeGPP/5AgwYNtDYIGZr09HR07NgRpqamMDc3h6mpKQYNGoQjR47ofPuqVq0KCwsLbNiwAUD22NSmfjdu3rwZbdu2hZeXF7y9vZEnTx60bdtW55zMhP5bt24ZrNwMwzA5GUXAtLOzw8KFC/WGqdmwYQOEEChSpAjOnz+vdaxXr14wNzfXcmmdHb4pDPMhOHDgAJydneHi4oL169fL9MWLF8PExAQWFhYQQqBJkybymHrM5efnByEEXFxctMKfAa9D1JmYmCBPnjwsKL8DO3fuROHChWFmZibF/oxkJvRv2rRJeqkCWOBnGIZhmP8Ki/wMkwUcOnRIChobN26U6fqE/hMnTqBmzZo6sViZT4ePTVBWJmSKlR+gXcerV69Ky90uXbrovUZycrKc5BlT4N+6dSu6dOkCLy8v9OzZU+5MV7h37x7atGkDMzMzlC5dGjNnzsSdO3fw/PlzREREwNvbG0IIFCtWDA8fPgRgXNfEx44dgxACpUqVkqLLuXPnMHLkSLn5wt3dXW4kKV68uE6oBCW8SFY/l+TkZPj7+6NYsWJwcHBAs2bNIIRAoUKFsHXrVr3nHD58WOY5cOCA1rE+ffrAxMQEZ8+elWlz4x+DAAC7AUlEQVSGtk5WCAwM1HExKYRA586dsX//fp14rPv370f37t218hYuXBhXrlwxWPnfRGRkpPRMExwcDAA4fvw4evfujTx58sDU1BSVK1dG06ZNZfkzhn1Q3mOpqakGL//HwqFDh+Di4gJHR0esXbtWpi9cuFAuvAkh0KJFCx2hH3jdRtULbYDx3lfp6emoWLEiHB0dZVnPnj2LPn36SEutqlWromzZsrC1tUXRokW1Nv6kp6fLDSfGblP79+/HxIkTYWpqCiEE8ubNi6+//hrnzp1DdHQ0AMDf31/n255dUOI7CyFgamoq4zyXLVsW4eHhOvn1Cf2enp5G3XDBMAyTEzh27BicnJxgbW2ttVEa0J0vtm/fHkIINGzYEDt37sS5c+fQq1cvGeqJXfQzHxsxMTHo3LkzhBBYunSpTJ8+fTqEEMiVKxdCQkJQuHBh6TlQQS30r1ixQmdMkpqaKr1AXb58Oesr85Gxe/dufPbZZzA1NcXnn3+u47kN0BX67ezs4OjoiO3bt2sdB4AZM2awwM8wDMMw7wCL/AyTRShikxBCK5asPrfKins9Yy9EM4YnpwvKGS1LUlJSUKdOHQghsH//fgDa7VpZ/D9w4AAcHR1hbW0t44tndDtubNQhB4QQUiTr27evlgV1REQEevfuLUVbOzs7uLq6yljXVapUMYrL68xo2bIlhBCoVasWhg8fLstdu3Zt/Pzzz3jw4AGuXbuGatWqwdTUFHv27AFg2DjvyvUTExOxZcsW6bLU3t4eK1askPky3s+kpCT06dNHumr85ZdfcO7cOfTo0UPWUdmkYCzWrVsn40ZOmzYNmzdvxooVK1CrVi2Ym5ujZs2aWL16NQDd/uvv749KlSrJNvnkyRNjVEEvikhpb2+PRo0ayf7SrFkzrF+/HvHx8UhKSsKQIUMghMCcOXMA/POss1Pfz4nEx8fj22+/1Vn4VDZd2dvbY+XKlWjevDmEEGjdujUOHjwo82XsS8Z8Hunp6UhLS8PkyZNhbm6OYsWKoV69etI6q2nTptJ6KzIyUoaK+OGHH4xWZn1k7L+nTp3Cd999hxIlSkAIAScnJ7Rv3x5//PEH7t69i4IFC0IIgZUrVxqpxLoom/JcXFzwyy+/4MSJE1ixYgUcHR3lpoSMHl+Af9pTVFQUypcvDxMTE0RGRhq6+AzDMDkC5XuhiJWzZ8/WOZaR8PBwNGzYUI4JFe82np6euH///hvPZZicQMax6N27d1GkSBF88803Mm3RokWwtLSEnZ0dTp48CQDYs2cPXFxcpOdAhYwe0JQ1CuV3EhIS2PPQO6J+RqGhoShdujSEEOjRo4dez39K/qioKPTp0wceHh5y3Uph/Pjx0tsCC/wMwzAM83awyM8wWcjbCP36/s18emR3QVlpo+prqheOHj16hJSUFKSlpaFBgwYQQuDXX3/N9Hrx8fFSeJ02bdoHK+eH4vjx48iVKxccHR3h7++P0NBQBAQEwNLSEkIIdOrUSStm/dOnTxEaGgpvb2+ULl0abm5uaN26NRYsWGBUl9dqlOd17do1aRVvZmYGW1tbjB8/HlFRUVplVJ6PIjgbGqXNLViwQC5eWltbY8qUKTqLAWrCw8PlRgYlXqOy6Kn0DWMtep4/fx7u7u4QQmi5mAReW8vmzp1bR6QFtL8RJ0+exPz587PdAm5sbCzmzZsHGxsbODo6olixYpg1axYSExO1yvjjjz9CCIFx48YZsbQfH3fv3oWLiwv69esn0xYvXiwXPi9cuADg9SaTXLlyQQiBdu3aaQn92W0s8uDBA4wZMwZFixaFEAIlSpTAzJkzkZSUpNWmlixZohPCJruSnJyMp0+fYvDgwahQoYJ8Tw0fPhz169eHubk5unXrZrRQHOo2kJycjLCwMAghEBgYqJXv4MGDcsNRx44d8ffff+tcS/meREdHyw1J2eV9xTAMk53QaDRIT09H9erVIYTAsWPHAOh/Z6rnZDdv3sSIESNQqlQp1KpVC71795ZjZGPPOxjmbdG3Nqav/UZFRWHdunUyFEV4eDhKly4NW1tbOZ5NTU3Fy5cv0b59e+l5qGnTpv9aBja2eTNvmiMoBksA8Pvvv6NkyZIQQuDbb7+V81V914qOjpbrKernPX/+fAghcOnSpQ9UeoZhGIb5+GGRn2GymLcV+plPl5wiKMfGxiIgIEAnFvqiRYtQtGhR6bZ34sSJEEKgW7du0hWxPhTL386dOxt9Yp1xEW3ZsmU64TaA1wKrh4eHFDbUz0UhLi5OPgeln2dHYWPdunXYu3cvTpw4IdPU7aZKlSooVKiQ0S0aFi1aBDs7OwwcOBAlSpSAvb09fH19dcIIqLl8+TIWLlyIsmXLomnTpujXrx8ePXoEwLiLnspmnqlTp2qlHzt2TLqIVIvf+jy/qP/Ojgu4V65cwbVr13D79m2Zpu7fjRo1gr29vU44Bebtyex9snbtWikMnDt3Dp999hmsra21hHwAGDRokByXtGzZEvv27cvyMr8raquq58+f48KFC1qbe9RtqnHjxrC0tJT1yM7jK+XZpaen4++//8bcuXORL18+rXAK7u7uOmETDM3y5cvRt29ffP/99yhUqJBMV9/3o0eP/qvQr++9xTAMw+indu3asLGxwY0bNwC8+b2pdsf/8OFDJCcny9BH2XF8yDBvIjY2Ftu3b5chLJWx3JIlS9CyZUvZF9Ru92fPng0hBGbMmAFAu7/MmDEDFhYWMhxd165dDVSTjw/1fb1x4waOHDmC5cuX48iRIzLMpPqds2fPHin09+3b941Cf8a/FZ49e/Yhq8AwDMMwHz0s8jOMAVAL/WvWrDF2cRgjk1MF5WPHjsHNzU0r7rZSdltbW/z5558AgJ07d8LJyQm5c+fWqRMAGSd58+bNEEJg4MCBWVLe/4K/vz82btwIf39/1KtXT6anpaXJ+3rmzBkZf7xjx446MeoVaxwge4oamZVJWRjUaDQYOnQohBDw9vZGbGysIYsnUU/4FYF+5cqVKFasGOzt7TFu3DgdoT/jZhFlk4liYWCsRU/lnnfq1AlCCBkCAXjdr8qXL6/Xul29SSY7C5f6UMqrtu4YOXKkjAlv7LAJHwMBAQF637EA8PPPP0MIgcmTJwN43QaV/rFy5UpYWlpKjx49evSQ7+Xshr5FQKVNaTQa2aaaNWuWY9pUxr587tw5rFixAvny5UPRokVlnFhj9fmIiAjpPeHzzz9HyZIl5bGMZXoboZ9hGIZ5MxqNBsnJyfjyyy8hhMCUKVMyzauMZRcuXIixY8fqvRbD5CQ0Gg22bt2KwoULo1atWrh+/ToAYOnSpRBCIG/evDh16pTWOenp6ahbty6EENi5c6dMU8azfn5+qFatGo4cOYJq1arpDS3E/Dvq98mmTZtQunRpWFlZQQgBCwsLVK1aFRcvXtR577yN0K8PZc7M7zGGYRiGeTdY5GcYA6G4PHVwcEBCQgIPXJkcKSiPGDECQgjY2NhgwIABEEKgYMGC2L59u1a+gQMHylhqu3bt0ut6uG3btkZ1B5+RyMhIuRmnXLlyWjH8FJR+m9lzyemkpqaid+/eEEKgZMmSUlw3xPvqTb+hHIuPj8eKFSv0Cv3quIr79+/XanPZ5X07ZMgQmJqa4siRIwBeu5nUJ/AnJycjMTER3t7eOlb/OY3U1FS8evUKnTt3hhACxYsXlxbZ2XETTE7h5MmT8l2l9FPgH6FAiVOvDpuiiONbtmyBpaUllixZgu7du+Pu3bsGL//7kJ6ejtjYWHTt2lWG4siJbSpjWZ8+fSo37Rnbu82mTZtQrVo1vZ6oMqIW+jt37iwX5xmGYZh3Y+PGjTAzM0O1atVw9OhRmZ4xbFpqaioqVKigNVZnmJyI0ravXr0qw1V8/fXXmDp1qvRutG3bNr3nKpunf/rpJ61rAUCDBg20PBEBxh9b5TTU91MdWrJ37974+eefZXi8IkWKYOfOnTobhtVC/4ABA+QmVoZhGIZhPjws8jOMATl+/LiWC2Pm0yWnCcrqSd7MmTNl2Z2cnBASEiKPqSd3rVq1ghACjo6OmDlzJo4ePYq0tDTExsZi8ODBEEKgcuXKUtTIDhw4cEDWrVq1anjw4AE0Go1ea1L1c+nSpQueP39urGK/N/fv38fMmTNljOgKFSrI+PWGsH5Xi10RERE4duwY1q5di127dukIkElJSVLot7Ozw7hx42Se9PR0jB07Fm5ubliwYEGWl/tdURasRo4cid9//12vi37Fo8KzZ8+QN29eVK9eXablNB4/fozRo0fD3d0dQghUr15dWnKwK9n3IzU1FbVr14azszN+//13ANr96LvvvoMQApMmTZKuNBWaN2+OIkWKID09XT6HnPI8IiIiMHnyZOnlpkaNGh9FmzKWW/s3bYDatGmTXHDv0KED/vrrr0zPPXr0qNwUMGDAgBz9LBiGYYzFs2fP0LhxYxn27OzZs/KYejNr3759IYTA8OHDs60nHoZ5E8o8UyEtLQ3nzp2TXqYUC351SKmMY5b169dLI5q1a9cCeD2PGjZsmBSjU1JSss1m75xKaGgorK2t4erqqmWc8eOPP8LCwkJuxtiyZYteob9s2bIQQmDMmDE5ajMuwzAMw+QkWORnGCPAu4gZIOcJysqkbM2aNRBCwNTUFBYWFtL1uHJc3b67desGIQTMzMxgamqKChUqoHDhwhBCoFixYnKCn50mfOrnEhAQINMzey5eXl7ZLuzAu3L06FHUrFkTDg4OGDBgAJ48eQLAMKJZRjeAZcqUkfdfCIHSpUvDx8dHK19iYiJWrFiB4sWLw87ODn369MHRo0fh4+MDIQRcXV11XPkbE+U+RkREwNPTE66urihSpAiEEJgwYYLMp44z2bp1awghsHz5coOX90Nx+/ZtDBkyBF5eXvD19ZUbelgAfD80Gg3S0tIwffp0CCHQoEEDnXAtISEhcHZ2hpubG9avX487d+4gOTlZbrDq2LEjkpKSctzCZ0REBL766itUrFgR3333HaKiogBwm/ovqJ/933//jcOHD+tsugsKCkKFChVgYmKCgQMHyjjR+jh06BCaNWsm4+kyDMMw787169dRrFgxGYpm5cqVAF57s3r58iX69OkjN+Qq38Cc9i1nPm3mz5+PKlWq4I8//tA5NmnSJDkHLF++PCIjIwFkvn42fvx4mb9GjRooVaqUXGdQvDxx//jvPHz4EA0bNtTxDjZlyhQIIWBvbw9vb28IIVC4cGFs27ZNZ3P6jh07ULduXbbkZxiGYZgshEV+hmEYI5LTBOWkpCSMHj0axYoVk5b6VlZWCAoK0sqnnoj7+fmhU6dOMDExgRACZcqUQc+ePaV7yewozhw6dEg+F3XMa33P5cSJE6hZs2aOFjaSk5Px119/4eTJk9Lq19DPRe0GsG3btujRowfKlCmDXLlyQQiBxo0b4/HjxzJ/UlISVq9eLa3hzc3NIYSAl5eXtOw3ZB3UbSM9PV3HejotLQ3x8fHw9fWFvb09hBBo06aNPK5eEBk9erRc3M3JHiIAIDo6GhEREbJ+2WlDT07nyZMn0qJ93bp1AP5ph4mJiRg+fDhMTExgZ2eHfPnyoXjx4hBCwMPDQ26CyYkLn5GRkfj777+5Tb0H6nu2fft2VKxYEW5ubvjxxx8RHx+v1S6Cg4NRrlw5mJiYYNCgQW8U+hULLt7MyjAM89+5cuUKqlSpAjMzMynolypVSnpGKlWq1EfhxYb59Hj8+DGaNm0KIQSaNGmCK1euAHg9Lrl9+zbc3NyQN29efPbZZxBCoFGjRjKPvjHrs2fPMHfuXGlR7uDggNq1a3P/+EDs3bsXQghMnjxZpv34448wNTWFnZ2dHBMqHhiKFCmCrVu36gj9yr95fMgwDMMwWQOL/AzDMEYmpwnKMTExMuzEuHHjIISApaUlgoODtfJlnFTfvn0b165dQ2xsrBQCsvPE+/Dhw3rjEWcUc4F/Yl0bauKqLoPy2xnTP9T1DcHBgwdha2uL3LlzY/PmzTL9/v372L59O/LmzSstltXW7ikpKTh69Ch69eqFOnXqYMCAAUbZPKK+X1u3bkWXLl3g5eWFnj17ws/PTyvvvXv30KZNG5iZmaF06dKYOXMm7ty5g+fPnyMiIkJaQ6gtUAwlYqrrERcXJ+/hh/r9nCgoG5OM90ufS/elS5fCzMwMPXv2lMeU91BCQgKmTp2KWrVqSQubBg0aGHThU12HhISED/6ONFSb+rffyUkbDdR1WbVqldwgNWjQIJw/f14e/69CP8MwDPP+3L9/H7NmzULBggXh6Ogow5wNGjRIbnrNzvMohsmMEydOoHPnzujVq5fOse3bt+OPP/7A7du3Ub9+fQgh0LBhQ1y7dg1A5uOxS5cuITw8HOfPn8erV68AcP/4EERGRqJv3764efMmgNeewtzc3GBra4vjx49r5VM2Hru7u2Pr1q0cSoRhGIZhDIgAAGIYhmGMSlhYGNWtW5eIiDZu3EgdOnQgIiIAJIQgIiKNRkMmJiaUmppK5ubmlJaWRmZmZkYpr7pc48aNo9mzZ5OFhQWtW7eO2rZtS0RE6enpZGpqSgAoIiKCChUqRKampnqvkV15m+ei799Zifq3zpw5Q2FhYVSkSBFq3br1B722IZk+fTpNmjSJfvzxRxo5cqROWa5du0b169enx48fU+fOnWnt2rU610hJSSFTU1MyNTWVbc/QrF69mnr16iX/rZSlT58+tGjRIrK2tiYiort379LUqVNpx44d9OzZM7K1tSUbGxuKi4ujxMREqly5MgUHB1PBggUNVhfl/UJEdOTIEdq6dStZWVnRhAkTZLk/xLWJckbfNzbqe/TgwQNyd3fXe+z8+fPUokULioyMpG3btlHLli2J6J/3b3p6OiUlJdH58+epUKFClDt3bsqVK5dB2lXGNhUcHEwlS5ak9u3bk5OT03td25DvYHU9rl69Srdu3aIbN26Qg4MD1ahRgzw8PMjS0vI/3VP1OYmJie/d196FDRs2UJcuXcjZ2ZnmzZtH3bt3l8eUOqvHGVu2bKGpU6fSpUuXqH///jRixAgqXry4wcrLMAzzKfL48WN6+fIlRUdHU4UKFcjc3Pw/f3MYxpiox2oRERFUpEgRIiLauXMnmZqaUvPmzbXynzt3jkaNGkUHDx6kBg0a0OLFi8nLy4sAUHp6OpmZmZFGoyEhhM4YkOcaH47ExESysrIiIQQNGzaMFi9eTKtWraIePXqQRqOR/zVr1ozCw8PJysqKEhISaMeOHdS0aVNjF59hGIZhPg0MvKmAYRiGyYS3sRzX929jobZcHDt2bKYW/cOHD4eXlxfCw8MNXcQPwts+F0OQMX59wYIFIYRA165d8ffff7/XtdXWDop3gKywTs1431JSUlCnTh0IIbB//34A2h4RlHIdOHAAjo6OsLa2RkhIiLxWdukPx48fR65cueDo6Ah/f3+EhoYiICAAlpaWEEKgU6dOePHihcz/9OlThIaGwtvbG6VLl4abmxtat26NBQsWGDx2vfoerl+/Hk5OTjJu+8mTJ9/r2uo63Lt3772u9SmyfPlyuLq6YsqUKbh7967sm+r7Om/ePAgh0K1bN8TExOi1xFZjiD6j/o0NGzbAxcUFQgi0atUK169ff69rq+uueLvIKtT1WLdunXSVrPyXP39+dO/eHTExMQDezZuLuh4LFiyAn58fnj179uEK/wYuX76MwoUL63zXMr77ExIStM4LDg5G+fLlYWlpiW7dukmvPgzDMEzWos/DG8PkNDK2XcUdfK1atbBv3z6dvOfPn8eXX36pY9GvHB87dizatm3LVvvvgb55g741gLt378LV1RU2Nja4dOmSTFfGvr169ULVqlXRrVs3uLq6ytBgDMMwDMNkPSzyMwzDZCOyk6D8NmQm9C9fvhyXL1/G8OHDIYSAra0tIiMjjVjS90P9XNasWWOUMqjbwMqVKyGEgImJCaZPn47Hjx+/VxtRL4zMnj0bffr00Ykp/1/Lq762ur08evQIKSkpSEtLQ4MGDSCEwK+//prp9eLj49GjRw8IITBt2rT3KtuHIOPix7Jly3RCbgDAyZMnpfvCjh07agn9CnFxcVLYV+6bMdx/K+3K2toaP/3003u7WVQ/++nTp6NSpUo4evTo+xbzk+Hhw4do3bq1fPeUL18ePj4+ePTokVZ/v3HjBsqUKQNHR0dcuHABQPb5ZihtytLSEj///DPi4uLe63rqNjVp0iS0adPmvTeivA1r1qyRz8HX1xdLly7F5MmTUapUKfls3kWgz9g3hBDw8vIymMi/Y8cOCCHg4+OjU66HDx+iX79+aNu2LerUqYM//vhDKyzM1q1b4e7uDnd3dzx//twg5WUYhmEY5uPj+PHjaNWqFSwtLdGgQQP8+eefWsczCv0NGjSQm0V9fX0hhICrq6ucRzHvhnq++fDhQ0RGRsrQdwrKnCIhIQHlypVDvnz5cPfuXQBAUlKSzFe8eHEZgkGZ7/LmC4ZhGIYxDCzyMwzDZDOyg6D8Lqgnh99//z2EEDA1NYWtra2MLa5Y8ObkiV5YWBiEEHBwcEBCQoLRRLRt27ZBCAEXFxesX79epusrz9uUUf1Mpk2bJmPpfQgL2djYWAQEBGDv3r1a6YsWLULRokWld4eJEydKS+To6OhMr+fv7w8hBDp37vzBY3v/V/z9/bFx40b4+/ujXr16Mj0tLU32jTNnzsDT01MK/S9fvpR5gNfPSclrrNjeoaGhMDExgYODAzZs2CDT9fXZtymjvnbl5OSEW7dufZgCfyJoNBrs27cPbdq0Qb58+SCEQKFCheDr64sjR47IfCNHjoQQAl9//TViY2ONWOJ/CA0NhRACjo6OWpvWMvsO/Nv7Sp8wbmlpmeUeIo4dOwYnJydYWlrqbOLZsmWL/NYtXLjwra6XWd9QNmgYAmVT0vTp02XazZs3MXfuXGnhb25uDiEErKyssG7dOq3zQ0ND5ca97LKhhGEYhmGYnMfp06fRoUMHmJiYZCr0X7hwAQ0bNpRz8QoVKsgxcUREBADjzaFyKhm9bn322WcoWLAgXF1dMW7cOBw+fFgeT01NRUxMDFq2bAkhBL799lutaw0bNgxCCEydOlVem8eHDMMwDGM4WORnGIbJhmQXQfltUU+qlyxZgq+++goVKlRAjx495G7wnCzwKxw/ftyo7omfPXuG2rVrQwiBtWvXynTl3qakpODBgwdvLRbpE5scHBy0XPC9D8eOHYObmxuEEDKMgyIu2draykWcnTt3wsnJCblz59YR0QBIi/LNmzdDCIGBAwd+kPK9L5GRkXJDTrly5dCgQQOdPErfzUzozw6kpqaiS5cuEEJg5cqVOscTExNx6NAhBAcH4+HDh+8kxirtKk+ePB+sXX0KZLzH0dHRuHjxIlq3bg1XV1cpwo4fPx6nT5/Gixcv8Pnnn8Pd3R0nTpwAYLzFTo1Gg7i4OHTu3BlCCPzyyy86eVJTU7F//37s27cPZ8+elemZlTkzYfxDtKl/+zYtXrwYQgjMnj1bK/3IkSOoVKkShBCYOHGiznn6+klm79y//vrrP5b+v6FswMidOzeCgoKwatUqlC9fHkIIlClTBmPGjMHZs2cxePBgCCGQN29ePHnyROc6H8N3nWEYhmEYw6AeG6nHEKdOnXqj0A+8DvvVrVs3GS6pQYMG0iU8j0f+O+vWrZPzWcX7nBACn332mZZBAQCcOHEC1tbWEEKgSZMm6N27N+rXry/Hj48fPzZSLRiGYRjm04ZFfoZhmGyKsQXld0UtzsTGxuLly5dITEwE8PFNvI1lRX7r1i1YWlqiVq1aAP5ZKImJicGZM2fQqFEjOTnv0aMHjh8/num1DCU2jRgxAkII2NjYYMCAARBCoGDBgti+fbtWvoEDB0oPBbt27dKJBQ0Abdu2hRACq1ev/qBlfB8OHDggF0OqVauGBw8e6Fgv6BP6u3Tpkm1cXb948QL58uWT7reV8kZFRWHv3r2oVq0aLC0tIYSAp6cnVq5cmWk4h+wiYn6spKSkYP/+/bJfCSFgb2+P9u3bo0mTJhBCoGfPnsYuJl69eoUyZcqgaNGiWq7enz59ij179qBq1aqy/C4uLli6dGmm18rKNrVy5UqsWbNG7/tG+W3Faun8+fMy/dixY1IUHzdunNY5T58+1RvqIrv1jTFjxshnoPw3YMAAXLx4UX7jEhMT8dlnn8Ha2ho3btwwSjkZhmEYhsm5vK2xwpuEfvU1wsPDcfnyZR3PaMy78+jRI1SoUAEuLi4IDAxEcnIydu7ciZ49e8rNFBk9S4aFhcHNzQ0WFhYyfGC5cuU+Cs+NDMMwDJNTYZGfYRgmm5Nd3JK/Df/VZTzzdty6dQsODg6oWrWqTLt06RJGjRolrXsLFy4MMzMzCCHQokULvWKsIcQm9XOfOXOmFJGcnJwQEhIij6nFsFatWkn33jNnzsTRo0eRlpaG2NhYaVFauXLlbBd3US30BwQEyPTMhH4vL69s5ZEgISEBNWvWhIODgxQyT506hV69eiFPnjwQQqBSpUqoUqWKtOo9d+6cznWym4j5sZHRyv3PP//EuHHj4OzsLF3XCyFQvHhxxMbGGvXd++jRIxQtWhRCCGzduhXAa+uf3r17I0+ePDAxMUGlSpXQuHFj2Xd27Nihc52sbFP79u2TVktBQUF6hf7U1FS0aNECQgi5aSo8PFyvwJ+amorY2FhMnjwZCxYs0Cp7duob6rKsXr0ao0aNwg8//KCz8Qp47T2mYMGCqFixot6NCwzDMAzDMJmhHosePnwY8+fPx8CBAzFq1Cjs2bMHd+7c0cp/8uTJTIV+9aZRBXbR/35cvHgRQggsWrRIK/3evXsyDGO+fPl0hP5r165h8+bNmDZtGjZv3oyoqCgALPAzDMMwjLFgkZ9hGIZhcgjR0dGoU6eOjL09aNAgKfDVrl0b/v7+SEpKwunTp6XAtnnzZq1rGFJsUhZe1qxZAyEETE1NYWFhgT179mgdV29kUdwwmpmZwdTUFBUqVJAxoosVKyatBLLbos6hQ4ekWKkOOaBP6D9x4gRq1qyps7BlTHx9faWA37BhQxlnvGnTptiwYYNsNx07doQQAr6+vlrnZycR82MnY9u/desW+vfvjxIlSsDW1lb2EUOL/Bl/z8/PT7qEb9KkiYzx3rRpU6xbtw5xcXFITEyEj48PhBD48ccftc7P6jb16NEjDBw4ELa2tvDy8sKmTZv0Cv0TJ06EEALbtm3D9evX9Qr8SUlJAIA7d+4gd+7c6N+/v977Mn369GzRN960CKvUJT09Hd9++y2EEBgxYgQv3DIMwzAM85/49ddf5ThQ7YmqdOnSOHTokFbet7XoZ94NfffuxIkTKFSokPQup95IER0d/UahPyPZbW7OMAzDMJ8SLPIzDMMwTDbi3xYvzp07h8qVK8PU1FQKaOPHj8fTp0+1RJhhw4ZBCKEVS099bUMJsUlJSRg9ejSKFSsmLfWtrKwQFBSklU8t9Pv5+aFTp04wMTGRMf569uyJR48eAci+VgKHDx+WC1ebNm2S6er7riyAKIsohvLU8TaLYsOGDZPhBEqWLIkZM2boWM2sXLkSQgjMnDlT7zWmTp2aLUTMTwWlPSUkJOD+/fvSy4Uh+khmbUr57ZcvX2LOnDmwtraGo6MjPDw8MGvWLCQmJmotBM6ZMwdCCHz//fd6rzdjxowP3qaUsj9+/BhDhgyBhYWFjtCv5NmwYYP0lFCyZEkIITB27Fh5LUUUByBd+2eMYQoAY8eOld5MPmTf+BCLqvqe5dChQyGEwOeff44nT568928wDMMwDPPpsWPHDpiYmMDCwgLjx4/H8uXL0bdvX1SvXl3OmzLOC9VCf5MmTRAaGmqk0n8cZPSosGrVKkyZMgXr1q2Dq6srwsLCdPIBbxb6WdRnGIZhmOwDi/wMwzAMk01QT5YjIiJw5swZ7Ny5E3/++SdSU1Olu+SIiAgcOHAAu3bt0ooTrT6/Ro0acHV1xc2bN3V+Z9asWQYVYmNiYnD79m0AwLhx46RgFhwcrJUvozB5+/ZtXLt2DbGxsbLu2VXgV3gboV/fv7MC5V6p28Xx48exZcsWLF68GGfOnNEJ5xAREYHLly/jwYMHMk29EaFJkyawtLTEwYMHAWjXY+HChXLjCQv8xsMQi27q3zh16hSCgoLg5+eHv/76S8et+19//YWrV6/i1q1bMk3dpho2bIhcuXLJNqVGCfXh4uLywdvU2wj9Cr169ZL9ulevXjJd3cdGjhwJIQRat24t48QqJCUloXXr1hBCfLB6XLx4Uf79oZ75rVu38Mcff6B+/foQQqBUqVIcY5VhGIZhmLcm45ikT58+sLS01BLyNRoN7t+/rzW++v3337XOO3XqFLy9vSGEQKdOnbQ2VTL/jcDAQNjY2EhjgVy5ckEIgV9++QWA/vmpWugvWLCgzMswDMMwTPaBRX6GYRiGyQaoJ9WbNm1C6dKltdwa1qlTBwsXLtQRjxSUhY+0tDRpgdmxY0fExcVp5YuLi0O7du2QL18+XLp0KesqlAF1/RSL1oxCvyIiaTQa3L59W0dUyikuGt9W6M8KZs6cidGjR8t/qy3xAwMDYW9vL2O3u7m5oWPHjnj27BkA7UU5pazK+WoRs0WLFnrb4bx581CyZEkW+N/Ax2D1om7HgYGBcHBwkO3d1tYWo0aNwqlTpzI9T70J4N/aVHBwMFxdXXHhwoUsqMnbC/337t1D8+bNIYSAu7s79u3bh8ePHyM+Ph5RUVHo3r07hBAoUaKE9DiS8Vm/ePFCCubvy48//gghBJYsWSLTPkTbmjdvnvS20q5du2zvPYVhGIZhmOzJoUOHcPHiRXh5eaFTp04yPaMXs/79+0MIAWdnZ60NjABw9OhR9O/fH3fv3jVImT9mdu/eDRMTE5iZmWHo0KHo3LkzatSoASEELCwsMrXmB14L/ZMmTZIenjJuEmcYhmEYxriwyM8wDMMw2YjVq1dLweybb77BmDFj0LRpU7i4uMDBwQG9e/dGdHS0zK+eiKempqJPnz5SbIqMjNTJAwBPnjz5YGLTu6AWoTIT+gFg+PDh8PLyQnh4uKGL+MFQC/3/FsPwQ3Ht2jX5m5MnT9Y6FhwcLI916dIFjRo1QpEiRSCEQPny5aWb94wLb+np6YiNjUXnzp0hhICHhwcePnwoj2VE3TaZzAkKCsrR7RvQblNdu3bFV199BWdnZ5iZmaFJkyZaMVbV76C0tDStNlW8ePE3tqlXr15laT3e1nX/1atX0aFDBwghYGpqitKlS6NixYpwc3ODEAIVKlQwiNV7UlISxo8fDyEE8ubNi2XLlsljH0Lonzt3LtatW4eYmBgALPAzDMMwDPNuKGPEtm3bokqVKhg3bhwA7Y2eyvgiNjZWhjuaOnWq1jHgnw3HPB55NzKOCQcNGgQbGxvpUSE5ORmXL19G165d5SbWo0ePAtAv9EdFRWH27NmIiIjI+sIzDMMwDPNOsMjPMAzDMNmEQ4cOwdbWFnZ2dloW4AAwffp0GaM+Y9zC69evY9asWahcuTKEEKhYsWKmYpOxLYkzE/qXL1+Oy5cvY/jw4dIiWNmkkFMJCwuTYRESEhIMYsm/du1aWFlZQQiBSZMmyfTmzZvDwcEBGzduBPDao8Ply5dRtWpV6ZY7o9AfERGBPn36oFSpUhBCoHr16rh//z6A7NeuchIHDx6Um3hevHhh7OK8Ner2m56ejsaNG8PJyUnrfbR161Zp8V6vXj0toR8AIiMjMXr0aBQqVOhf25QhUdqvPqE/o7XStGnT0KBBA1hbW8PGxga1a9fGxIkTERUVBcAw9Xj+/LkMZeDk5PRBhH7181X+5n7NMAzDMMy7sm/fPnh5ecHMzAxCCNStWzfTvBqNBgEBARBCoFatWjobjpn3Y9u2bXj+/Dk6duyILl266ByPjY1Fjx49pDv+Nwn9Sho/I4ZhGIbJXrDIzzAMwzBGRpkwK/HuFi1apHX8xIkTKF++PIQQ0hJCzcWLF2Fvbw8XFxcMGDAAjx8/BpB9LR7UwpFSZ1NTU9ja2kIIgWLFin00caCPHz+O27dvG/Q3N2zYIBfVpk2bhvT0dHh4eMDX11fmUZ5BQkICvvjiCwghULp0aSn0K22yadOmKFKkCMaNG2dQEfNj5vLlyyhbtizc3Nxw+PBhAP/9nuo7L6s3k1y4cAG3bt2Cu7u7tLhSc/r0abRv316v0H/z5k0MGjQIxYsXx3fffSfbm6HaVGb3RqPRvNGiP6PQn5ycjAcPHsj3lHKuIfvGixcvMH369A8q9DMMwzAMw3wIDh48iIoVK8LCwgJubm7YuXNnpuOwy5cvI3fu3ChcuLD07sS8P9u2bZOe2KpWrSrH7RnHie8i9DMMwzAMk/0QAEAMwzAMwxiV5ORkqlevHt24cYOuXLlCefPmJSKi48eP04ABA+jixYs0duxYmjlzpjwnISGBzM3NydzcnK5evUoxMTFUrlw5srGxofT0dDI1NTVWdf4VjUZDJiYmRES0dOlSCgkJoQcPHlC5cuXof//7H+XPnz/b1+FdSEtLIzMzM4P93saNG6lbt26Unp5OvXv3puPHj9OCBQuoUaNG8r4qZUpKSqIGDRrQsWPHqFSpUnTo0CFydnaW17p58yYVKlSILC0ttZ4b899IS0uj2bNn08SJE6lKlSp06NAhsrKyIgAkhHjr66j7x+TJk6l8+fLUpk2brCo2ERGtX7+eevfuTSNHjqQVK1bQypUrqXnz5qTRaEgIIct/9uxZmjVrFgUHB1PdunVpypQpVKdOHSIievLkCSUmJlL+/PkN2qbUv3Pv3j2Kjo6muLg4cnR0pJIlS2r1zydPntCMGTNo6dKlVLRoUZo2bRp99dVXZG1trffa7/rsPhTPnz+nJUuW0IQJE8jR0ZFmzJhB/fv3JyL6z/c143vX0O8uhmEYhmFyBurxT1xcHJmYmJCNjY08fuDAARo1ahSdP3+emjdvTj/++COVLFlSnqvRaMjU1JT+/vtvqlKlCnl5edH+/fu1rsH8d169ekU1atSgq1evEhFR165dacWKFWRmZqYzRoyLiyMfHx9as2YNubu706ZNm6h69epGG+MyDMMwDPP28CotwzAMw2QDUlJSKCEhgaysrMjKyoqIiI4ePapX4NdoNPT06VNavHgxnT59mjQaDZUqVYqqV69ONjY2BCDbi+MmJiak0WiIiKh///60fv16OnjwIC1duvSjE/iJyCAimXrfZqdOnWj16tVkampKK1eupGvXrtGtW7e08pmZmVFaWhpZWVnRvn375CJQ3bp16dmzZ/JaxYsXJ0tLSwLAAv87oLTvjJiZmdHw4cOpatWqdOrUKZo5cyalp6f/Z4F/5syZNHXqVOrWrRvFxsZSVu3fTU1NpXv37pGFhQX5+/tTVFQUJSUlERFJgV/57YoVK9K4ceOoXbt2dOjQIfrhhx/o8OHDRESUN29eKlKkiEHblPp3NmzYQI0aNaLKlStTvXr1qFy5cuTt7U3Lly+X+fPmzUvff/899e/fn+7cuUMTJ06kkJAQSkxM1Ht9Qy5+qp9vrly5qGPHjuTr60vPnz+n//3vf7RkyRIi0n7Hvi3qduXn50cPHz5kgZ9hGIZhGB2UDZ5ERIcOHaIxY8bQnDlzKCIiQub58ssvacGCBVSuXDkKDQ2lCRMm0OHDhyktLY2EEHLMMWfOHLlZ3dzc3BjVyfEoYz5lnJiUlES5cuWi48ePU7ly5Yjo9drCnTt3yMTEhNLS0rTOt7Ozo59//pm6d+9ODx48oC+//JLOnDnDAj/DMAzD5AQM7juAYRiGYRgt0tPTkZycjBYtWkAIgfPnz+PKlSt6XfQnJiYCAM6dOwchBCZPnmysYn8Q3hTvj9GPOl62vtjZ9+/fR0pKCgBg7dq10nV/+/btZR61W3ElrmJiYqJ03e/q6opnz55leV0+BQICAjBnzhxER0drpZ88eRKurq4oU6YMTp8+DeDt3Kyrn920adMghICLiwsuXrz4YQuuh5cvX+Knn35CyZIlpTv+Bw8eaOVR99+zZ8+iQ4cOMDU1Rbly5XDs2LEsL+ObWLt2LYQQsuwNGzaEtbU1TE1NIYTAyJEjtfJndN0fFBSk47rfkKjv7ebNm/HVV1/ByckJpUuXhhACJiYmKFCgAJYuXSrzva3rfnW7mjFjBoQQ+Oyzz5CWlsbvZIZhGIZhJOpxwbp16+Do6AghBDp06IALFy7o5Dl48KCc11atWhVDhgzBiRMncOTIEXTr1g1CCHh6erKr/g/AlStX5N9JSUkAgFevXqFixYoQQqB8+fJ48eIFgH/mgGri4uLQunVrmJmZ6YzxGYZhGIbJnrDIzzAMwzAGQr3YkZSUJIVYhVmzZkEIgXLlyknRRi3wKxN1AGjcuDGsrKywe/furC84k+2IjY3Fr7/+iv3798uNHwCwePFiVKpUCQcPHpTtbcOGDVLo9/X1lXn1Cf1JSUkoVaoUhBB49OiRgWrz8bJjxw4pKrdt2xarVq2Sz+XFixcYPnw4hBAYMmSIPOdNgqo+gd/BwQF//fVXltUh40aSly9fYv78+fD09ISNjQ0mTpyos4FBXYdz586hUaNGyJ8/P548eZJl5dSHuhwPHjxAqVKl4Orqik2bNsn08PBwTJkyRfaRwYMHa11DEfptbW3h7OyMnTt3Gqz8mREYGAghBOzt7TFs2DAEBATAx8cHn332mdz0sWzZMpn/34T+zDaOnD9/PsvqwDAMwzBMzmbVqlUQQsDGxgYBAQE6onFGob9ChQowMTGBEAJ58uSBubk58uTJg8aNG+P+/fsAtMckzLvh5+cHIQQWLFgg05T1g9jYWFSuXBlCCFSoUAEvX74EoF/oj4+Pl5u9+XkwDMMwTPaHRX6GYRiGMQBqkSU8PBzff/89lixZomUt/fz5czRs2FCKgv3795fHlAl6eno6hg0bBiEEvL298erVK8NVgsk2HDp0CMWLF4ezszO2b98OAFixYgWEEMidOzfCwsK08m/cuFGKmJMmTZLpmQn9jx8/1jnOvDtz586FhYWFtBa3trZG69at5QaKS5cuwcXFBUIIrF279o3XMpTA/zZW2y9fvsSCBQvg5uYGZ2dnzJo1641C/6VLl/D06VMAb29Z/r6ofz82NhZXrlyBEAKLFi3SyRsfH6/l9WLOnDlaxx8/foxvvvkGRYsWNfrml9OnT8Pe3h5CCAQFBWkdO3nyJIYMGQIhBJydnd9K6DfGxhGGYRiGYXI2e/bsgZmZGXLnzq21eVKfaKywf/9+VKxYEebm5vjiiy8QHByMBw8eyA3LPO94PwICAuQ6gp+fn0z/L0I/YLgxO8MwDMMw7weL/AzDMAyTxajFpg0bNsDV1RVCCHTr1k3LpV56ejqCgoKkOz1vb2+cO3cOwOvJd3x8PPr27QshBMqUKYPIyEid6zOfBklJSejTpw+EEPDw8ICPjw+EEChUqBC2bdum9xy1RX9mQr/6b17Y+e+ord+bNGkCc3NzTJkyBQ0aNIAQAkWKFMH8+fMRHx+P0NBQCCHwxRdf4PLly3qvZyghVv3Mb926hYMHD8Lf3x/bt2+X7lcVFKG/QIECbyX0Z7y+oVi4cCEKFiyIX375BZ6enjKsQcaFZI1GgwULFsDU1BTly5fH1atXtcocFRWF58+f6z3XkKxZswZCCAwaNEimqb3CPH78GGPHjoUQAnnz5sWSJUvksYz3nwV+hmEYhmHeBY1Gg+TkZHz77bcQQiAgIEAnT1JSErZv344tW7bg4MGDWsf2798vXff36NEDd+/eNVTRPwkU7wofSuhnGIZhGCb7wyI/wzAMwxiIlStXQggBS0tLLFq0SE6qgX/EsKSkJKxevVpOvm1sbNC+fXs0bdoUXl5eEEKgVKlSuHfvHgC2ePgUUYS6hIQE+Pr6yoUcJycnbN68WSefmrcR+pl3R9+9VhbTbty4AVdXV3Ts2BFRUVEIDAxEpUqVIIRA5cqVsXXrVnTt2hWWlpZyMU79PNRC+fTp0w1iwb9x40YZtkH5L2/evBg4cCASEhJkvjcJ/dlh81FqaqrcWKHEi921a1em+W/duiXfvWoreXVdjF2vqVOnavVffX33ypUraNOmjdxQol6AV9oqC/wMwzAMw/wXEhISULFiRbi4uMgNkMDrjYY7d+6UG9aV/+bPn691/sGDB1GuXDkIIdC1a1fcuXPHwDX4+FDPRRTvbm8j9FeuXFnrGTIMwzAMk/MwIYZhGIZhspxdu3ZRnz59KE+ePLR69WoaMmQI5c6dmzQaDRERCSGIiMjS0pI6depEAQEB1K9fPzI1NaUdO3bQnj17yMrKioYMGUIHDhygggULUnp6OpmamhqzWowRMDExofT0dLK2tqYCBQoQEZGpqSmZmJhQnjx5KD09XebLSKdOnWjNmjVkampK06ZNoylTpsjzmf+Ocq9DQkJoy5YtRPS6LxMRFShQgAYMGEBBQUG0YsUK6t69Ox06dIiGDh1Kly9fprZt29Lx48cpJSWFJk+eTFevXtV6Hsq7YerUqTRx4kRydHSkI0eOUJkyZT5oHZTfWb16NXl7e9O1a9eoa9eu1Lt3b6pduzbFxMTQkiVLqFOnTnTp0iXSaDSUO3du6t27N40ZM4YsLCxo3rx5tGLFCnr69Km8njExMzOj7du3U8uWLenFixdERBQaGkoxMTF683t4eNCXX35JRESnT5+W6eq6GLtezs7ORER04sQJio2N1dt3S5UqRY0bNyYionv37tGMGTNo0aJFRPS6rWo0GnnejBkzaNKkSZQ7d+4saVcMwzAMw3xcJCcnk4WFBUVHR9POnTuJiOjo0aM0atQo6tatG125coVq1KhBnTt3JiKiUaNG0caNG+X5devWJT8/P/rss89o3bp1NHHiRLp7965R6pLTUNYOMv5bGd8REfXu3ZuWL19ORERDhw6lxYsXE9HruUlycjLZ2dnRgQMHqFq1anTmzBny9vYmAAasBcMwDMMwHxRj7zJgGIZhmI+duLg4dOjQAUIIrFixQud4SkoKjhw5goMHD+L69etax65evYrz588jLCwMr169km6Z2fKaiYuLw9ChQ+Hk5IQmTZpACIGCBQti69atWu679bFx40ZYW1tDCIG5c+caqMQfNwcOHJBWM99//z3u3bsn++mlS5dQokQJODo6Yt++ffKcbdu2oVu3btK7gmLRlNEzwO3bt9GsWTPkypULly5dyrI6HD58GPb29sidO7eWV4gXL17gzz//hIODA4QQaNq0KR4+fCiPx8TEYOHChShcuDCEEFi8eLHRLd6Bf1yPxsXFoUWLFrKPhIaG6uRVrJvmz58PIQS+++47g5b1bblw4QLc3NxQqFAhnDp1CoB+zw8PHz6Eu7s72rZtCyEEypYti7i4OK1rTZo0SXo5YAt+hmEYhmEyI+O4TgkfpIScMjU1hRACX331FYKDgxEfHw8AmDBhAoQQGD16tM51Dh06JC36W7Vqxa7734Hg4GAZ5ks9b8jMon/RokUyXRnzvnr1Cs2aNcPNmzcNVGqGYRiGYbICFvkZhmEYJouJjo5G4cKFUbJkSS0xJjo6Gvv27UONGjVgbm4Oc3NzODo6aglQ2UEoY7IvUVFR0sXl4MGDpYi5fft2HaE/o3C8atUqFC5cmF1kfiBu376NuXPnwsbGBkII1KxZEz/99JN0bx8cHAwhBPr27YvY2Fh5XlRUFIKDg2Fra4tChQrJUBwZ2b9//3svfirvk8w2Cc2aNUvvxg8l//nz5+Hu7g4hBLp166aVJyYmBjNmzEDFihVx//799yrnu6LUS9/7Ui30t2zZEkIIFC9eHGFhYXKRUx2HVNkMsGbNGgOUXJd/e+fHx8fj66+/hhAClSpVwqtXr7TOU/r97du3IYTAr7/+isWLF8u2o+Q7e/YsypYtC0tLSxb4GYZhGIbR4m3moCtXrkTevHmRP39+lCtXDnPnzkV6errWuUq4upEjR+q9dlhYGAoVKgQLCws8ePDgw1biI2XPnj1yPHvt2jUAmQv9fn5+UuhfsGCBTE9MTNS6pnoszDAMwzBMzkIA7JOHYRiGYbKSBw8eUK1atSg6Opp+//13qlWrFp06dYp++eUXCg4OphcvXlCZMmUoT548dOTIETI1NaUTJ05QxYoVjV10Jpuh0Wika3gAJISQYRvi4+PJ19eX/P39yd3dnfz8/Kh58+Zkbm6uFdrh5s2bVLhwYbKwsKCEhASysbGhtLQ0MjMzM2bVcizqZ0JEdOTIEfr555/p999/p5iYGKpXrx75+flR0aJF6bvvvqMlS5bQ9u3bqUWLFkT0z3O8ceMGOTg4kKurq9bzUo6/L/PmzaMbN27Q4sWLydzcXOe66enp1KBBAzp8+DCFhIRQ8+bNtdqFUs8TJ05QvXr1KDk5mdavX0+dOnWSx+Li4oiIyM7OzmDhRNT1ePr0KcXExNDz58/JzMxM5x0aHx9PXbp0oZ07d1LhwoVpzJgxVL9+fSpZsiSlpaXR6NGjadGiRVS2bFnat28fubi4ZHn51ajb0v379yk2NpYiIiLIxcWFKlasKO/n48ePqW7dunTz5k2qUqUK/fbbb+Th4aF1v7/99ltas2YNnT9/nkqWLElEpPVMkpKSaOPGjVSrVi3y9PQ0aD0ZhmEYhsm+qMcjt2/fpocPH9K5c+eoVKlS5OrqSuXLl5d5b926RZaWliSEIDc3NyIirfFj8+bN6cCBAxQcHEzNmzeX56nHb0ePHqW8efPyeOQtiYqKoq5du9K+ffuoTJkyFBQURCVLltQ7T0xOTqZvvvmGNm3aREREP/30Ew0ZMsSYxWcYhmEY5kNjtO0FDMMwDPMJMXbsWAgh4OLignbt2sHW1hZCCDRu3Bhr1qzBy5cvAQDe3t46O+2ZTxu1tUt8fDyeP3+OZ8+eSTeYAJCcnAzgtVWGj4+PtOjftm2btCTXaDQYPXo0atSogf379xu2Eh8Rb2PZ9OjRI4SEhEgXpAUKFMCUKVMwb948lC5dGh4eHtI1pkaj0bpmRo8LH4IbN27A0tJSukvN7DcUC/HVq1frPa5Y9I8cORJCCEycOFFvPkN5IFH/ztatW1GzZk3Y2dlJi6X27dtj6dKlWp4L1Bb9tra2sLa2Rt26dWFvbw8hBMqVKye9KWTFs3ibugQFBaFixYrInTs3hBAwNzdH7dq1sXv3bkRFRQF47VWhePHiEEKgVKlSmDBhAkJDQ3H8+HF0794dQgjUrl0bMTExb/wthmEYhmEYBfUYYdOmTShbtiwsLCwghICZmRns7Owwbdo0PHr0SOs8Zcyk9iSmjBebNm2K58+fv/G3mHcjKioKzZs3lyGZrl69CkD/2FV5Dsp/K1euNHRxGYZhGIbJQtiSn2EYhmGykNTUVDI3NyciolGjRtGCBQvIxsaGnJyc6Ntvv6VRo0aRpaWl3HU/c+ZMmjBhAs2aNYt8fX2NWXQmGwCVlcvu3btp+fLldOrUKUpNTaWKFSvSN998Qx07diSif6xmkpKSaPTo0eTv709ubm40ZcoUqlmzJv3yyy80f/58sre3pxs3blDevHmNWbUcidpC5vTp0/TXX3/RwYMHqUSJElSiRAlq3769Vv7Y2FiaOHEibdu2jR49ekQlSpSglJQUioyMpJEjR9LYsWPJ2to6y8udnJxM27dvp9GjR1ODBg1o1apV8pjauvuHH36gadOmUdOmTWnZsmXk7u6u93q//PIL9e/fn1q0aEHBwcFkbm7+QbwN/Fd+/fVX6t27NxERVa5cmWxsbOjw4cNERGRtbU3dunWjn3/+WVqVxcfHk7e3N+3atYuIiLp160YlSpSg4sWLU4MGDcjZ2dlgnggysnr1aurVqxcREbVt25Zy585Nly5dotOnT1OhQoWoX79+1L17dypYsCDdu3ePunTpQkePHpXnm5iYkEajoeLFi9Off/5JBQsW1PE2wTAMwzAM8ybU4xFvb29KT0+n6OhoOnDgABERde7cmYYPH05VqlQhIm3L8cTEROrXrx9t3ryZPD096eDBg+Tm5sbjkQ+Ech+fPn1KPXv2pN27d+u16E9OTiZLS0tauXIl/fHHH1SxYkWaOHEiXb16lYoWLWrsajAMwzAM86Ew7h4DhmEYhsn5ZLS0joyMzDTO+YkTJ3Dp0iVcv35dpqlj4H355ZdwcHDAsWPHsqy8TM5A3a5WrVolrS8+++wz1KlTR/572rRpMp9isZyYmIjhw4fDxsYGVlZWyJMnD4QQ8PT0REREBADDWil/DKifR2BgIJydnbWsYoQQ6Ny5M/bv36+VNyUlBfv375fW1cp/hQsXxpUrVwxW/uTkZJw6dUr+Ozw8XFpbKf8PCwtDsWLF4OjoiCVLlkgvEOprAP/EAu3Xr5+BSp85e/fuhbm5OZycnLBhwwaZfvLkSXz//fdwcnKCEAI9e/bUsehv0aIFhBDw8vLSehbG6hsHDhyAlZUV7OzssH79eq1jgwYNklZ0f/75p0yPjY3FypUr0adPH1StWhUtWrSAr68vIiMjAUCrzgzDMAzDMP/GoUOHYGtrC0dHRwQFBcn0lJQU/Pbbb3B0dIQQAu3atcONGzfk8aioKHz77bfInz8/hBCoWbMm7t+/D4DHI29CmTeo5w8ZvXypPbgB/6wfqC36P/vsM2nRr/aoUL16dVSvXh0A5Nhevf7AMAzDMEzOhkV+hmEYhnkP1BPwnTt3omXLlnB0dIStrS2qV6+OjRs34vHjx5mep4hmGo0GI0aMgBACLVu2lO77GWbz5s0QQsDJyQnLli2T6T169JCC8YQJE6QwqSyiJSUlwc/PDw0bNkSJEiXQuXNnPHz4UCsP8+6sW7cOQghYWlpi2rRp2Lx5M1asWIFatWrB3NwcNWvWlO7uM4rF/v7+qFSpknxuT548MUYVsHr1agghMHjwYK1FwNTUVOnS093dHb/99pt0D69uMx07doQQQrZHY7hb1Wg0SEtLk+J3QECATp6nT59izZo1cHV1lRti1OER1K77vby8cO7cOQPX4jVKOxkyZIjeupw9e1aGfhgzZoxMz7hAq3w3Mr4LGIZhGIZh/g1lfDR58uQ3ho/bvXs3ihQpIsNAKbx8+RKTJk1CyZIlMXHiRDx9+hQAj0f+DfXm/4xhvLZu3YouXbrAy8sLPXv2hJ+fnzymjPfUQn/+/PkRHh6OZ8+eAfhnbDlq1ChoNBre5M0wDMMwHyEs8jMMwzDMf0Q9AV+5cqUU7mrVqoX69esjb968cHFxwZAhQ3Dr1i2dc5R/x8fHo2vXrhBCoHjx4lKI5Uk4c/HiRZQqVQo2NjZYt26dTJ85cyaEELC3t4e5uTmEEPjhhx90xD2NRoOkpCRERUUhKSlJ6xjz7pw/fx7u7u4QQuhYWgcGBsoY6kuXLtU6pu73J0+exPz586VlkyH6eUZroHXr1sHBwQFmZmYYMWKEltCflJQkRXxXV1eMHj0a4eHhSExMRGxsLHx8fCCEQMWKFeXirbGIi4tDhQoVkDt3bty7dw+Abvt+9eoV5syZIzdeKV5WlDrHxcWhVatWUui/cOGCQeugkJSUhDJlysDNzQ0xMTEy/dixYyhfvjyEEBg/frzWOcpzVerCsW0ZhmEYhnkf0tLSULVqVQghpOcgZayqHmcEBQXJue/OnTtlempqKh48eCA3svN89s1MmjQJQgjpjUot8v/6669aXsDMzMwghEDfvn2lRb6SNzo6Gm3atIEQAtbW1ihevDhKliwp1xcePXpknAoyDMMwDJPlsMjPMAzDMO9JcHCwtLRevnw5gNeCjWJpnSdPHvTs2VMK/QoPHz7E4MGDUaJECQghULVq1UyFKubTQ6PRYM6cORBC4KeffpLps2bNkgJ/REQEQkJC5OLPxIkT9S7Eqa/J/HeUxbapU6dqpR87dgyff/45hBAYN26cTM8ormf8+0P384zuPtPT07V+IzY2FsDrcA7BwcHIly8fhBA6Qn9iYiL69u0rNy0IIVCiRAkUKFBALhYq7ypjLt4+efIEHh4eWgvR+rh27Zp8z65YsUKmK/dGLfSXKVMGZ86cydJy69vslZCQgGLFiqFUqVIyPTw8XAr86naVnp6OBw8ewNfXV8d9K8MwDMMwzPvQokULmJqaYteuXQAydyM/bNgwCCEwefJknWP6/s3osm/fPjnW3rRpk0w/duwYcuXKBUdHR/j7+yM0NBQBAQGwtLSEEAKdOnWSHpzU93n48OFS3M+XLx/q1KnDIRMYhmEY5iPHhBiGYRiG+c9cvnyZvv/+e7KysqKFCxdSnz59iIjIz8+P1qxZQ9bW1uTq6kqBgYE0depUunXrFhERASAhBD179ozi4uJo1KhRFBISQgULFqT09HQyNTU1ZrWYbIAQgtLS0qhBgwY0dOhQIiJavXo1/e9//yNbW1v6888/qXDhwtSiRQuaNGkSERFNnz6dJkyYQBqNhoQQeq/JvDsajYaIiHbv3k1ERNWqVZPHjh8/TgMGDKDz58/T2LFjaebMmfLY8+fP5d/qe29i8noI/qH7uRCCXr16Rb/88gtduXJF/g4R0aJFi+iLL76ghw8fkpWVFX311Vfk5+dHefPmpYULF5Kvry+lpqYSEZGVlRX5+/uTn58fde/enaysrOjWrVuUN29e6tOnDx0+fFi+q9S/YWhcXFyoatWqZGJiQtevXyeif56VGi8vL+rYsSMRET18+FCmm5qaUnp6Otna2tLatWupTZs2dOXKFerfvz8lJye/d/kAEBFReno6paWlyb+VtnDnzh35LUhKSiJLS0u6du0aXbhwgU6fPk0+Pj508eJFrXaVlJREJiYm9PjxY5ozZw7NmjXrvcvJMAzDMAyjULBgQdJoNPTzzz/T06dPtcawQgg5vvH09CQiorNnzxLRP+MedV7mzdSvX58OHz5MRESdOnWiTZs2ERHRpUuXKDY2lgICAmjgwIHUrFkzGjBgAIWFhVHRokVp06ZN1K9fP4qJiZFzRiKiBQsW0L59++jo0aN05MgR2rlzJ7m7u/P6AsMwDMN8xLDIzzAMwzDvwaFDh+j69es0ffp06tatGxERzZ49m3x9fcnOzo4OHDhAixYtooIFC9LmzZtp2rRp9Pfff5MQgvLnz08BAQF04MABmjZtGrm4uJBGo+EJOCPp378/+fv7EwB6/vw5BQUFUXJyMm3YsIGqVq1KqampBIDq1KlD9vb2ZGpqSv/73/9oxIgROgttzH9HEbJdXV3JxMSEbG1tiYjo6NGjNGDAAB0hNiUlhZKSkmjw4ME0bdo0IjLcQuepU6fIx8eHypYtS2fPniVTU1NatmwZDR8+nG7cuCE3GllYWFDLli0zFfrNzc2pe/futHr1arp+/TrdvHmTjh8/Tj///DPly5fP4IuFGo1GtmlFyBdC0Oeff04ajYbGjRtHly5dIhMTEy2hPyUlRdaXiHTEe7XQv3r1aurcuTMtX76cLC0t37vMQgiKj4+ndevW0e7duykmJkbesyVLllC7du1o165dRESUJ08e+Q2ZOHEi9ezZky5cuEDjxo2T7So5OZmsrKyIiGjMmDGUK1cuatSo0XuXk2EYhmEYRhGKe/fuTR4eHnT69GnauHEjxcfHE9E/Ir6Sr3jx4kRE5O7uTkRk1I2fOZlatWrRoUOHiIjI29ubtm7dSqmpqVS3bl25STU9PZ00Gg1VqVKFgoKCyMPDg4KCgqTQb2ZmRunp6UREVKBAAapevTp5enpSrly5CACvLzAMwzDMRwyPwBiGYRjmPwKA7ty5Q23atKERI0YQ0T+W1jY2NrR//36qWrUqVatWjVq1akUJCQkUGhpK06dPl0Jb7ty5qUSJEmRlZUUAeHHkE0YtYiqLNI6OjlS8eHESQtCZM2coNDSUatSoQfXq1SOi10KsEILKli1LuXPnpsaNGxMR0fLly+nVq1dGqcfHjLIRZ8uWLbRnzx4aPHiwjsCfnJxMFhYWlJCQQAcOHKDQ0NAPYhX+tjRo0IDatWtHRERffvklTZgwgQYMGEDu7u60ceNGqlOnjsz7b0K/8v+CBQtS0aJFycLCQorlhlgsVG9Uyezd+N1339FXX31FsbGx1LFjR7p69SqZmJgQXoclk+U9cuQIWVpaUs2aNXWuYWpqSmlpaWRnZ0e//fYblS9f/oPV4cKFCzR//nzq168fhYSEEBHRr7/+SoMGDaIHDx6Qg4ODzNu4cWMqX748hYSE0JUrV2jQoEE0Y8YMIiJKTEwkS0tLAkDDhg2jgwcP0ldffUUVK1b8YGVlGIZhGObjQRlHqcdT6r81Gg0lJCTIf5uZmREA8vLyoq+//pqio6PJ39+fNm/eTC9evCAhBKWmppK5uTkREa1cuZKISI5FeIPxf6d27dpS6G/Xrh0FBARojbVNTU3l+LZixYq0adMmHaE/s7E5e1RgGIZhmI8cw0UGYBiGYZicS2YxBRMSEnDu3DkAr+NYf/3117CyssKOHTsAQMa5vn37NiwsLCCEgLW1Ndq0aYO7d+8apOxM9iWz2JVKnHN1vPOtW7dCCIEePXrIY6mpqQCA+/fvw97eHiEhIdi3b5+Ml86xMD8MSgzLiIgIeHp6wtXVFUWKFIEQAhMmTJD5EhMT5d+tW7eGEALLly83eDkBwMfHR8b4dHV1xeHDh+UxdbsCgOTkZAQFBSFfvnwQQmDEiBHy3WWs+J3qMh48eBC+vr6oUaMGvv76awwaNAjXr1+X7fvatWuoU6cOhBBwdHTE77//LuOPpqSkYPjw4RBCoHbt2nj+/LlB6/Hy5UsMHjwY1tbWKFGiBPr06QMhBAoVKoQtW7bo5F+wYAHc3NxgZmaGH374QX5fgNfPqX///hBCoFy5coiMjATA/ZxhGIZhGF2uX78u/9ZoNFrjha1bt6JLly7w8vJCz5494efnp3XuvXv30KZNGwghULBgQQwbNgw3btxAXFwcEhMTMXjwYAghULlyZURHRxusTh87hw4dkuP3atWq4cGDBzrPTvn7zJkz8PT0hBACXbp0MfgYl2EYhmGY7AGL/AzDMAzzL6gn1U+ePMGNGzf0iirh4eEQQqBhw4aIi4uT4lhaWhqio6Ph7u6Ovn37okyZMihYsCCePXtmsDow2Y+3ETHV7NmzB0II5MmTB3/99ZfWsW+//RZCCOzbt0+mGUuczamo+3R6ejri4+O1jqelpSE+Ph6+vr6wt7eHEAJt2rSRx5OSkuTfo0ePhhACzZo1M/iCm7LxIzAwUC4SWllZ4ebNmwD+2XiUkYxC/+jRozPNm9Won8WqVatgaWkJIQQsLS1hZ2cHIQQcHBwQEBCAx48fAwDOnz+Ppk2bQggBGxsblCpVCi1atED58uUhhICHh4cU/jNucsjqekRHR2PKlCmwsrKSGxHWr18v86Wnp2uV6X//+x8KFCgAMzMzODk5oUePHmjVqhVKliwJIQS8vLzkJjHu5wzDMAzDZGTSpEkQQmDDhg0AtEX+X3/9VY4RhRAwMzODEAJ9+/ZFQkKCvMbdu3fRs2dPuLi4yPGkp6cn3N3dIYRAsWLF5MZiQ42tPgUOHDggn01AQIBMz0zo9/LyghACAwcONHhZGYZhGIYxPizyMwzDMMwbUE+mQ0ND0ahRI5QtW1Zrwq2wa9cuCCHQokULmaYIfy9evIC1tTWmTp2KAwcOSAtMXhD5NHlbEXPJkiWyrQBAly5dIIRAgQIFsGnTJoSGhqJbt24QQqBmzZp48eKFEWqT8/kvlk1mZmYoXbo0Zs6ciTt37uD58+eIiIiAt7e3XPh8+PAhAMP388ePH6N9+/YoWrQo6tatCyEEbG1tcerUqTeWRxH6CxYsCCEEJk+ebMhi67B582YIIZA7d24sWbIEt27dwt27dzFp0iTY2dnBxsYG3333HWJjYwG83sAwePBglC5dWi6Ouru7o127dvJZGFoUV9rWrFmzIISAhYUF8uXLh61bt+psJFE/l+DgYPTq1QsmJiZyc0DZsmUxcOBA+U5ggZ9hGIZhGH3s27dPjoU2bdok048dO4ZcuXLB0dER/v7+CA0NRUBAgJyLdOrUSWs+ERUVhQ0bNuCrr75C7ty5IYRAxYoV0bt3bzx69AgAj0eyArVF/8aNG2W6PqH/xIkTqFmzJu7cuWPoYjIMwzAMkw1gkZ9hGIZhMiGjEKtYOfTp0wdHjhzRsea/ffs28uTJg0KFCiEkJERrwaNfv34QQuDQoUMyjQV+5m1ETF9fX+kGMyYmBq1atdKyumFLmg/H21o2RUREoHfv3nB2doYQAnZ2dnB1dYWNjQ2EEKhSpYp8HsZa+Lxw4QIuX74MAOjZs6cU+s+cOQNAu52o/05KSsKaNWvw+eefGzWkyN9//y2t8H/77TetY8eOHUOhQoUghMCUKVMAaL+v7927hyNHjmD37t24ffu2FNON9SzS0tIwcOBAWFtbo2XLlrC2toaHhwcCAwMRFxenlTdj/z19+jTCw8MREhKCp0+fyo1jvKDOMAzDMMybCAsL0xGKly1bpiMcA8DJkyfh4eEBIQQ6duyod+Pw3bt3cfnyZSQlJfF4xAAcPnxY70aNjN7HgH88dSkevRiGYRiG+XQQAEAMwzAMw2TKtm3bqG3btuTq6krz5s2jrl276uQBQImJieTr60v+/v5Uo0YNat68OdWuXZuWLFlC69evp+rVq1NISAg5OjoaoRaMoQFAQohMj9+6dYvatWtHFy9epDVr1mi1q+PHj1OnTp3o/v37NHnyZJo0aZLWud9//z1dvHiR4uPjqVy5cuTr60v58+en9PR0MjU1zbI6fcycOHGCGjduTGZmZjR9+nQqUqQI3b17l4YPH04pKSnUsWNHWrJkCTk4OBARUXR0NJ06dYoCAwPp4sWLFBMTQ1WqVKG6detSt27dyNnZ2aDPQ6PRkImJiVa7U9KIiHr27EmBgYFkY2NDhw8fpooVK5JGoyGNRkNmZmYEgGJiYsjBwYGSk5NJo9GQtbW10drU0aNHqVGjRtStWzdaunSpTA8PD6chQ4bQ+fPnafz48TR9+vS3ut6/9cesJi0tje7du0dFihQhX19f+vnnnyl//vw0depUat26Ndna2sq8/3bPjV0XhmEYhmFyBmFhYVS3bl0iIgoODqbIyEgKCgqiAwcOENHrMYcQgkxMTOjs2bPUsWNHun37NnXo0IGWLl1KDg4OlJaWJseK6vEHj0eyHvXz27hxI3Xo0IGIdO89PwuGYRiG+XQxM3YBGIZhGCY7ExERQTNnziQiogULFlDnzp2JSFs8IyISQpCNjQ0NGDCAnj59SiEhIXT06FF53NPTkzZu3EiOjo465zIfJ5GRkVSgQIFMF12ePHlCN2/epG+//VZL4FdEzPv379P48eN1BH4iohkzZlBqaioREZmampKJiQkL/O9Ixn548eJFio2NpQ0bNlDHjh1leqVKlcjb25s2bdpEAOSCp7OzMzVr1oyaNWtG8fHxlJiYSM7OzvJ5azSaLH8e6raVkpJC6enpFBcXR3nz5iUiIhMTE0pKSiIrKyv69ddfiYgoMDCQ6tSpI4V+5R6MGDGCjhw5Qtu2bSN3d3f5G8ZqU8ePH6fExEQqVqyYVpqPjw9dvHiRxo4dqyXw37lzh6ytrSlfvnx637GGXvjMuNnCzMyMChcuTCYmJvTdd98RAPL395f9WxH6lYV0IqK//vqLypYtq3NtXsRlGIZhGOZtqF27Nh06dIjq1q1L7dq1ozJlyshxItE/4zwAVLFiRdq0aRN17NiRgoKCiIho2bJllDt3biLSHX/weCTrUT+/Tp06ERFRhw4dSAihNdbkZ8EwDMMwny6sMDAMwzDMG3j69Cldv36dWrZsKQV+ADoCkuIYp0yZMjRjxgxavHgx1a1bl1q3bk1DhgyhsLAwKliwIKWnp7PA/wkwdepUKl68OB05ckQuwmTkTSLm+fPndUTM27dv0+PHj4nodXszNzcnc3Nz2Z5Y4H83lPsWEBBAmzZtorS0NKpbt64U+NPT00mj0VCVKlUoKCiIPDw8KCgoiPr3708xMTEyDxGRjY2N9NChPOus7ufqhb09e/ZQ//79qXr16lS9enUaMmQI7dy5k4iIrKysKCkpiYiIfv31V+rRowclJCRQnTp16MCBA/T06VP67rvvaNGiRXTp0iUpMBubXLlyEdFrjwlErz0tDBgwQAr8yuar5ORkInpdt1q1alF0dLTR3rHqfp6UlETPnj2jmJgYiouLI6LXbUKj0ZCLiwuNGzeOBg0aRJGRkTRp0iTatm0bxcTEkJmZGWk0Gho7diz17duXQkJCjFIXhmEYhmE+DmrXrk0HDx4kIqLLly9TXFwcPXz4kPA6hCsRkZyvKEK/Mu4dNGgQvXjxwoilZxShn4ioU6dO9NtvvxERC/sMwzAMw7yGVQaGYRiGeQOnTp2i2NhYypcvHxERpaam6p1Qq9M8PT2pZ8+edODAAdqyZQstWLCA8uXLx5bWnwhpaWl06dIlSkxMpG7dulF4eLheof9dRczVq1dLEZMXdT4Mjx8/Jh8fH/L29qYlS5Zo9U/FQ4K+Bc9+/fpRTEyMzK+4OSXKenGfSFvg//XXX6lFixa0Zs0aSkxMJCsrKwoICKA+ffrQ1KlTiUhX6O/duzclJCRQ06ZNqVy5cvTjjz9S0aJF6ebNm9IS3thUqlSJbGxs6MSJE7Ru3Trq37+/3r5haWlJSUlJtGXLFrKxsTHaJgX1MwkNDaUuXbpQ6dKlqWTJktS8eXMKCQnRaidOTk5S6H/8+DFNnDiRVq1aRbdu3aIxY8bQnDlz6NatW1SlShWj1IdhGIZhmI+HOnXq0P79+4mI6OTJk7Rz504SQmjNUTIK/SVKlKD169fT999/b8yiM/Ra6D98+DAREQ0ZMoQSExP1biJnGIZhGObTg0V+hmEYhnkDiiDz4MEDIiIyNzfPNO+rV69o9+7dUiBTL5gQsaX1p4KZmZkUUu/du0edOnXSK/TnNBHzYyRfvnxywfPSpUs5xrJJeads3ryZevfuTbly5SJ/f3/6+++/6eTJk9ShQweKjo6mqVOnyoVZtdC/fPly+uGHH6hUqVKUK1cuatu2LYWFhVGhQoUM5m1Eub/qDQXK3xqNhooUKULNmjWjw4cP04gRIzLtGxqNhr799lu6fPkydezYkezt7bO87Prqot508dVXX9H27dvJ3d2dSpcuTUePHqWWLVvS7NmztdqMk5MTjR8/noYOHUpxcXE0evRoqlatGi1YsIA8PT3p9OnTlDdv3myx6YJhGIZhmJxNvXr1pEX/oEGDaNOmTUREmQr9gYGB9MUXX9B3331nrCIzKmrVqkXHjh2js2fPkrW1NW/6ZhiGYRjmNWAYhmEYJlP++usv5M2bF8WLF8f58+f15klNTQUAnD59GpUrV0ZwcLAhi8hkU+Li4tCzZ08IIeDm5oYjR44AADQaDdLS0vDixQu0b98eQgi4urpCCIFx48bJ85OSkgAA6enp6NatG4QQmDZtGtLS0oxSn4+ZAwcOQAgBIQQCAgJkukaj0fn7zJkz8PLyghACAwcONHhZFc6ePQtPT0/Y2tpi3bp1Mn3WrFkwMTGBtbU1zM3NIYTA+PHj5fHExET59/379xEZGYm4uDgAMFjbSk9Pl3/Hx8fj5cuXiI+PR0xMjFa+zZs3y75Ro0YNrbIrjBo1CkII1KtXD9HR0Vle9jexefNmCCHg6OiIX375RaZ7e3vL9jVhwgQ8ffpU67wXL15g5cqVqFu3LkqWLAlvb288fPgQgOGeCcMwDMMwnwaHDx+W45JNmzbJdPW4VxmrpaSkAPhnvstkD/h5MAzDMAyjIAD278MwDMMwmREZGUm9evWivXv3Ut++fcnPz48sLS3lcbUL/iZNmtCff/5Ju3fvpsaNGxuryEw2AP9v2RsXF0fDhw+nlStXUoECBWj9+vVUu3ZtmW/btm3Uv39/evr0KVWvXp32799PVlZWWtcaPXo0zZ8/n+rWrUubN28mJycnQ1fnk+Dw4cNUr149IiLasGEDdezYkYi0rbSVv0+ePEkjR46k3377jYoUKWLwsgKg//3vf/T999+Tn58f+fj4EBHR//73Pxo/fjzZ2dlReHg4/f3339SpUydKS0sjX19fmjVrFhERpaSkkIWFhc41DWERpP6dbdu20ZIlS+jy5ctkYWFBefLkoaFDh1KdOnXkffXz86OxY8dSYmIiderUiWrXrk21a9emx48f06JFi2jXrl1UpEgROnz4MLm7u5NGozGIJ4KM/PXXX9SpUyeKiIig5cuXU+fOnYmIaM6cOTR27FiytbUlc3NzevnyJU2aNIkGDx5Mzs7OWtfQaDT08uVLsrW1JUtLSw7xwjAMwzBMlhAWFkZ169YlIqKNGzdShw4diEh3PGio8SHDMAzDMAzz32CRn2EYhmH+hf3791PTpk0pLS2NfHx8aOzYsZQ3b14tt+kjRoygn376iVq0aEFr166V8daZT4+Mi2FRUVHk4+NDwcHB5ObmRuvWrdMS+v39/WnMmDHZXsT8FHibBU/l/qemppK5uTmlpaUZPIRCUlISjR07lh49eiRdra5cuZJGjBhBGo2GDh48SJUqVaLHjx/TjBkzyN/fn4QQNGrUKJo9e7ZWPYzF6tWrqVevXkRE5OjoSEIIevbsGRERtWrVinr27EmtWrWSeX/66Se6ePEiaTQardAD9erVo8DAQHJ3dzeaKA6A5s6dS2PHjqUFCxbQsGHDiIjkRgxbW1s6c+YMnTt3jry9vYmI6IcffqBBgwaRi4sLEek+D15UZxiGYRgmK3lboZ9hGIZhGIbJvrDIzzAMwzBvwbZt26ht27ZERNSwYUOqXr06NWjQgJ49e0arVq2iXbt2UbFixejgwYNUoEABowtojHFQL4rt2LGDgoKC6Ny5c2RnZ0cnT54kIiI3NzfasGED1axZU57322+/0fz587OtiPkpkVMsm65cuUIAqEyZMhQVFUVdu3alI0eO0LZt26hJkybyHRQUFESdOnWSMVaHDBlCP/30k9HKTUR06tQpatasGZmZmdHs2bPpq6++ori4OAoKCqJffvmFbt68SZ9//jmNHTtW3v9Lly7RxYsXad26dWRiYkLu7u705ZdfUuPGjcnBwcHofWPatGm0e/duOnr0KBG93pgwbNgwSk9Pp3379lHVqlWJiMjX15fmzp1LRETff/89DR8+nL1zMAzDMAxjFNTj3sDAQOrWrZuRS8QwDMMwDMO8CyzyMwzDMMwbUAt5u3fvpjFjxtCdO3coMTGRLCwsKCUlhYiIatSoQRs3bmQhliGi14tkPXv2JCsrK2rdujWVLl2aDh8+TA8ePKBr165RgQIFaOPGjVpC/19//UUXLlzItiLmp0R2tmzSt4Fo165d9PXXX1Pz5s0pKCiILC0tSQhBQgh6+vQpVa5cmRo3bkwrVqwgOzs7un//PuXOndtgZc5430JCQqhly5b066+/Uo8ePbTy7tmzhwICAmjnzp1Ur149mjlzJlWrVu2N188Om6oA0I0bN6hEiRL08uVL6t69O+3fv582btxIX3/9NSUnJ5OlpSWdPXuWmjdvTtHR0URE5OPjQ5MnT6Y8efIYtfwMwzAMw3yaHDlyhOrUqUO5c+emR48ekZWVldHHuwzDMAzDMMzbwSI/wzAMw/wLaoHq6tWrdO7cOdq4cSOlp6eTs7Mz1alTh1q3bk2Ojo4sxDIUHh5ODRo0oPT0dFq/fj21b9+eiF63o+PHj9OPP/5IW7dupQIFCtCGDRuoVq1a/3rN7CBifmoY27LpTRsKMr5n1q1bR926daNBgwbR4sWLiYgoJSWFLCws6M6dO+Tp6UlbtmwhKysrKlOmDBUsWNAoGxaWLFlCJ0+epNy5c1NYWBidPn1a1kcIIdv44cOH6bvvvqOTJ0/S1KlTacKECaRMWQDIfMbadKGURQiht2/u27ePGjVqRA0aNKAdO3aQtbW1PPbgwQOqUqUKlS5dmk6fPk02NjZ07do1g266YBiGYRiGUXPixAlydXWlokWLGrsoDMMwDMMwzDvAIj/DMAzDvAVvIyaxEMsQEQUEBJCPjw+NGjVKuuVW4rcTET179oyGDh1K69evpwIFCtD69eupdu3aBECKh8YWMZnXGMuySf3c9+3bR+Hh4RQdHU358uWjgQMH6lh9b9++ndq0aUP58+enbdu2UZUqVeSxPn360OrVq+nU/7V353FRVf8fx9/DJps7mJobiHy/atY31zJTzDTN0jRBXFv4qrjlbqS45FZ9rXDXNFPcUFGStMwyEEVCTR6EaWmLobmUSy4o68z8/vA3N1ArK2VAXs9/YubeuZwz997B5n3O5+zbpwcffFDSjYMECsPx48f1n//8R7/++qv8/Px06dIlff755wW+TM7fb1s1DHd3d+3du1f16tUr1PZe78/uxfzbN27cqMDAQD377LOKjo6W1WqVxWKRo6OjTp48qQcffFBvv/22KlasqPvuu0/VqlXjXgcAAHaXl5cnJycnezcDAAAAt4gkAgBQIlgsln/0+uvX4s7v+mAWJdvhw4clSdWrV5dUMOCXpIoVK2rcuHEKCAjQyZMn1bNnTyUkJBjl1fNfR4R+9tWiRQt9/vnnSklJkZubW6GdD9vviYyMVNu2bTV58mTNmzdP4eHhatWqld5//31dunTJ2L9z587q1auXTp06pdGjR2vDhg3av3+/nn/+eS1btkwtWrRQ7dq1jf3tUW2kcuXKWrZsmWrXrq3vvvtOZrNZ586dk3Rt0IF0rd+2z9O+ffsqICBAVqvV2M9e8gfw27Zt07Bhw/TUU09p0qRJSkpKUl5enkwmk/Ly8iRJ99xzj8qUKaN9+/bp+++/l8lkMt7zSZMm6cyZM6pSpYrat29vLPHCvQ4AAOyNgB8AAKB4IY0AAJQItuB0w4YNSkpK+kfHuj6MIZxBfrbS3J9//rkkFQj4berUqaOHH35YknTixAk9//zziouL41oqgpo1ayYfHx8jwC0s27ZtU79+/eTo6KjRo0frjTfe0MMPP6yvvvpKL730ktauXasLFy4Y+w8dOlQdOnTQrl27FBQUpEceeUQrVqyQr6+vVq1apTJlyvzjwU7/hLOzszp06KDZs2fLz89P586d07Bhw3Tp0iU5OjoWCPpzc3MlSa6ursrMzNQPP/xgt3bb2iRdG3TRoUMHzZ07Vx999JGmTp2qF154QdOnT1dOTo7xxfhDDz2kxx9/XMeOHdOTTz6pVatW6eOPP1afPn20dOlSNW/eXA0bNjSOzxIvAAAAAAAA+Kso1w8AKDESEhLUunVr9e3bV7NmzVK5cuXs3STchZKSktSpUydVrVpVK1eu1AMPPHDT/b744gu1a9dO//rXv7Rnzx41bNhQSUlJcnZ2Juwvga5f7iMsLEyzZs3SypUrFRgYKEnKzMzUxIkTtXjxYrm7u2vy5MkKCgpS+fLlZbFY9OOPP2rZsmX64IMPVLFiRfn5+Wny5MmqWrWqXUr030xOTo62b9+u4cOH67vvvlPfvn01d+5clS5d2gj6be1s3Lixjh49qk8//bRAKG4PcXFxevLJJ+Xk5KTx48eratWqiouL04cffqgLFy5o0KBBmjlzpkqVKiXpWj87dOig+Ph4OTg4GAMs/Pz89Nlnn6l69eos8QIAAAAAAIC/jTpMAIASw9vbW/Xr19f27dt14MABPfroo387+LrZ61hTGZJUrVo11a9fX7t27dLs2bM1Z84ceXp6Gttt147FYpHFYtG0adP0ySefKDQ0VC4uLnZsOezJFvZu375d99xzj+Li4vTMM88YAX92drbc3Nw0efJkeXp6KiIiQpMnT5YkBQYGqkKFCvL19dXUqVM1bNgwlS9fXmazWS4uLkUm4JckFxcXtW3bVrNmzdKQIUO0YsUKnT59WpGRkfL29jbeh1GjRiklJUWPPvqofH19C72d1wfwiYmJys3NLTDo4sknn9Tjjz+uV155RfPmzZMkI+h3cXHRxx9/rKlTp+rAgQO6ePGiGjRooLCwMFWpUqVInRMAAAAAAAAUP8zkBwCUGHl5eXrjjTc0YcIENWnSRAkJCXJ1df3L4Xz+cGby5Ml64IEH1KVLlzvVbBRDn332mZ544glZLBYNGDBAY8eOVY0aNQqEes8995w2btyor776SrVq1ZJ07RplLcy724IFC+Tr66v27dvfsO2DDz7QM888o6eeekoXLlxQu3btFB4ertzcXDk7OxvB85UrV/Tmm28qIiLCCP67d+9uVCcpDjPEc3Nz9cknn2j48OH6/vvv5ePjowcffFB+fn7avn27UlJS5Ofnp7i4OFWrVu2O9iknJ0cuLi43/VuwceNGOTo6asWKFXJzc9Pq1asl/fYe5+Tk6KOPPtKQIUN08uRJDRkypMCMfhuz2SyTySQHBwcCfgAAAAAAAPxjhPwAgLvOH4VBV65cUZs2bbR3716Fh4dr0qRJfylsyR/OzJgxQ+Hh4XJzc9Pp06fl6enJTH4YNm3apK5du0qS2rdvr5YtW6pz586yWCyKiIjQe++9pzZt2mjTpk3y8PCwc2tRGLZv36527drJ09NTsbGxat26dYHtycnJCg0N1cGDB2U2m9WxY0dt3ry5wD6/F/RPmTJF3bp1U/ny5QuzS/9Ibm6uPv30U40YMULffvutnJyc5Ofnp/r166tmzZoaPXq0KleufEdD8XfeeUfnzp3T4MGDVbZs2QLbEhMT1bJlSz3yyCP65Zdf1LJlSy1ZsuSGwTi2oH/o0KE6ceJEgaCfgTsAAAAAAAC4E4r2FB8AAP4GW8C/aNEizZw5U+fOnTO2eXh4aO7cufL29lZMTIxSU1MlyVgv+Y/kD5qmTZum8PBweXl5KTk5WaVLlybgh6RryzZI0jPPPKMtW7YYs5HHjRunRx55RA8//LDee+89+fn5admyZfLw8BBjLkuGxx9/XC+++KIyMjIUExNzw/aHHnpIixcvVpMmTeTk5KQjR45o586dBa4P2/ruHh4eGj16tEaMGKG8vDwNGjRIH374YbG6lpydnfX4448rIiJCPj4+cnR01MMPP6zo6Gi9+eabdzzg37dvnwYPHqyIiAhFRkYqMzOzwPby5curV69e2rNnj7799lv9+uuvkiQnJ6cCfzNcXFz05JNPau7cubr33ns1b948hYWFKSsri4AfAAAAAAAAdwQhPwDgrrR582YNGjRIL7/8svr376/ly5cb4VedOnXUs2dPHTp0SJGRkZKuBWd/FI5dH/BPnDhRZcuWVXx8vBo0aHDnO4Riw2QyGdfSk08+qejoaM2cOVMPPfSQvL29Vb9+ffXv318JCQmqVq2aUcYbd7e8vDxJ0rvvvqvly5dr7ty5kqQTJ05I+m2gUdOmTRUREaGGDRvq22+/1cyZM3XkyJECx8of9I8ZM0bPP/+86tSpo9atWxe7a8nFxUVt27bVnDlzVKlSJS1btkwDBw7UpUuX7vjv9vHx0ZQpU+Ti4qKjR4/Kzc2twPb69etr3Lhx6tevnyQpJibmd/9m5A/6a9asqdmzZ2v69Ol3vA8AAAAAAAAomSjXDwC4K7355psaP368HB0djfWWn3jiCS1YsEBVqlTRV199pccee0xnz57VqlWr1LNnz9891u8F/ImJiapfv35hdQnFzPXre+fm5iojI0Pu7u5ycnKSo6Mja3OXMNef74iICL388sv68MM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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "!pip install -q missingno\n", "import missingno as msno\n", "\n", "msno.matrix(country_data_imputed) # plot a matrix of missingness\n", "msno.bar(country_data_imputed) # plot a bar chart of missingness\n", "msno.heatmap(country_data_imputed) # plot a heatmap of correlation of missingness\n" ] }, { "cell_type": "markdown", "id": "564fc9bc", "metadata": { "scrolled": true }, "source": [ "# Checking outliers" ] }, { "cell_type": "code", "execution_count": 32, "id": "00afd330", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Outliers:\n" ] }, { "data": { "text/html": [ "
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iso_codecontinentlocationdatetotal_casesnew_casesnew_cases_smoothedtotal_deathsnew_deathsnew_deaths_smoothed...aged_70_oldergdp_per_capitacardiovasc_death_ratediabetes_prevalencefemale_smokersmale_smokershospital_beds_per_thousandlife_expectancyhuman_development_indexpopulation
15129OWID_ASINaNAsia2022-02-16109821929.0581226.0555233.8571329329.01968.01995.286...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.721383e+09
15130OWID_ASINaNAsia2022-02-17110417719.0595790.0549642.8571331527.02198.01947.714...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.721383e+09
15131OWID_ASINaNAsia2022-02-18111015976.0598257.0549909.7141333603.02076.01962.000...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.721383e+09
15132OWID_ASINaNAsia2022-02-19111591120.0575144.0548113.2861335458.01855.01924.571...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.721383e+09
15133OWID_ASINaNAsia2022-02-20112130205.0539085.0554180.2861337520.02062.01954.429...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.721383e+09
..................................................................
298919OWID_WRLNaNWorld2023-04-08762609674.050649.068088.4296896136.0207.0305.857...5.35515469.207233.078.516.43434.6352.70572.580.7377.975105e+09
298920OWID_WRLNaNWorld2023-04-09762739136.0129462.075129.8576896765.0629.0349.714...5.35515469.207233.078.516.43434.6352.70572.580.7377.975105e+09
298921OWID_WRLNaNWorld2023-04-10762773745.034609.067734.0006896918.0153.0320.857...5.35515469.207233.078.516.43434.6352.70572.580.7377.975105e+09
298922OWID_WRLNaNWorld2023-04-11762790388.016643.060964.8576897012.094.0257.857...5.35515469.207233.078.516.43434.6352.70572.580.7377.975105e+09
298923OWID_WRLNaNWorld2023-04-12762790388.00.050707.1436897012.00.0220.714...5.35515469.207233.078.516.43434.6352.70572.580.7377.975105e+09
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3245 rows × 35 columns

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" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "15129 OWID_ASI NaN Asia 2022-02-16 109821929.0 581226.0 \n", "15130 OWID_ASI NaN Asia 2022-02-17 110417719.0 595790.0 \n", "15131 OWID_ASI NaN Asia 2022-02-18 111015976.0 598257.0 \n", "15132 OWID_ASI NaN Asia 2022-02-19 111591120.0 575144.0 \n", "15133 OWID_ASI NaN Asia 2022-02-20 112130205.0 539085.0 \n", "... ... ... ... ... ... ... \n", "298919 OWID_WRL NaN World 2023-04-08 762609674.0 50649.0 \n", "298920 OWID_WRL NaN World 2023-04-09 762739136.0 129462.0 \n", "298921 OWID_WRL NaN World 2023-04-10 762773745.0 34609.0 \n", "298922 OWID_WRL NaN World 2023-04-11 762790388.0 16643.0 \n", "298923 OWID_WRL NaN World 2023-04-12 762790388.0 0.0 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "15129 555233.857 1329329.0 1968.0 1995.286 \n", "15130 549642.857 1331527.0 2198.0 1947.714 \n", "15131 549909.714 1333603.0 2076.0 1962.000 \n", "15132 548113.286 1335458.0 1855.0 1924.571 \n", "15133 554180.286 1337520.0 2062.0 1954.429 \n", "... ... ... ... ... \n", "298919 68088.429 6896136.0 207.0 305.857 \n", "298920 75129.857 6896765.0 629.0 349.714 \n", "298921 67734.000 6896918.0 153.0 320.857 \n", "298922 60964.857 6897012.0 94.0 257.857 \n", "298923 50707.143 6897012.0 0.0 220.714 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "15129 ... NaN NaN NaN \n", "15130 ... NaN NaN NaN \n", "15131 ... NaN NaN NaN \n", "15132 ... NaN NaN NaN \n", "15133 ... NaN NaN NaN \n", "... ... ... ... ... \n", "298919 ... 5.355 15469.207 233.07 \n", "298920 ... 5.355 15469.207 233.07 \n", "298921 ... 5.355 15469.207 233.07 \n", "298922 ... 5.355 15469.207 233.07 \n", "298923 ... 5.355 15469.207 233.07 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "15129 NaN NaN NaN \n", "15130 NaN NaN NaN \n", "15131 NaN NaN NaN \n", "15132 NaN NaN NaN \n", "15133 NaN NaN NaN \n", "... ... ... ... \n", "298919 8.51 6.434 34.635 \n", "298920 8.51 6.434 34.635 \n", "298921 8.51 6.434 34.635 \n", "298922 8.51 6.434 34.635 \n", "298923 8.51 6.434 34.635 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "15129 NaN NaN NaN \n", "15130 NaN NaN NaN \n", "15131 NaN NaN NaN \n", "15132 NaN NaN NaN \n", "15133 NaN NaN NaN \n", "... ... ... ... \n", "298919 2.705 72.58 0.737 \n", "298920 2.705 72.58 0.737 \n", "298921 2.705 72.58 0.737 \n", "298922 2.705 72.58 0.737 \n", "298923 2.705 72.58 0.737 \n", "\n", " population \n", "15129 4.721383e+09 \n", "15130 4.721383e+09 \n", "15131 4.721383e+09 \n", "15132 4.721383e+09 \n", "15133 4.721383e+09 \n", "... ... \n", "298919 7.975105e+09 \n", "298920 7.975105e+09 \n", "298921 7.975105e+09 \n", "298922 7.975105e+09 \n", "298923 7.975105e+09 \n", "\n", "[3245 rows x 35 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "# Load your dataset (assuming you already have 'data' DataFrame)\n", "df = data.copy()\n", "\n", "# Define the column to check for outliers\n", "column_name = 'total_cases'\n", "column_data = df[column_name]\n", "\n", "# Calculate Z-scores for the 'total_cases' column\n", "z_scores = (column_data - column_data.mean()) / column_data.std()\n", "\n", "# Define the threshold for Z-score to identify outliers\n", "threshold = 3\n", "\n", "# Identify outliers based on the absolute Z-scores exceeding the threshold\n", "outliers = df[abs(z_scores) > threshold]\n", "\n", "# Print the outliers\n", "print(\"Outliers:\")\n", "display(outliers)" ] }, { "cell_type": "code", "execution_count": 22, "id": "1255d313", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Regional ISO Codes and Locations:\n", "Iso_Code: OWID_AFR, Location: Africa\n", "Iso_Code: OWID_ASI, Location: Asia\n", "Iso_Code: OWID_ENG, Location: England\n", "Iso_Code: OWID_EUR, Location: Europe\n", "Iso_Code: OWID_EUN, Location: European Union\n", "Iso_Code: OWID_HIC, Location: High income\n", "Iso_Code: OWID_KOS, Location: Kosovo\n", "Iso_Code: OWID_LIC, Location: Low income\n", "Iso_Code: OWID_LMC, Location: Lower middle income\n", "Iso_Code: OWID_NAM, Location: North America\n", "Iso_Code: OWID_CYN, Location: Northern Cyprus\n", "Iso_Code: OWID_NIR, Location: Northern Ireland\n", "Iso_Code: OWID_OCE, Location: Oceania\n", "Iso_Code: OWID_SCT, Location: Scotland\n", "Iso_Code: OWID_SAM, Location: South America\n", "Iso_Code: OWID_UMC, Location: Upper middle income\n", "Iso_Code: OWID_WLS, Location: Wales\n", "Iso_Code: OWID_WRL, Location: World\n" ] } ], "source": [ "# Find all unique iso_codes that start with \"OWID_\"\n", "regional_data = country_data_imputed[country_data_imputed['iso_code'].str.startswith('OWID_')]\n", "\n", "# Get unique iso_codes and their corresponding locations\n", "unique_regional_data = regional_data.drop_duplicates(subset=['iso_code'])[['iso_code', 'location']]\n", "\n", "# Print the unique iso_codes together with their locations\n", "print(\"Regional ISO Codes and Locations:\")\n", "for index, row in unique_regional_data.iterrows():\n", " print(f\"Iso_Code: {row['iso_code']}, Location: {row['location']}\")" ] }, { "cell_type": "code", "execution_count": 187, "id": "a5711e90", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Country-Level Data:\n" ] }, { "data": { "text/html": [ "
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iso_codecontinentlocationdatetotal_casesnew_casesnew_cases_smoothedtotal_deathsnew_deathsnew_deaths_smoothed...aged_70_oldergdp_per_capitacardiovasc_death_ratediabetes_prevalencefemale_smokersmale_smokershospital_beds_per_thousandlife_expectancyhuman_development_indexpopulation
0AFGAsiaAfghanistan2020-01-031.000.000.001.000.000.00...1.341803.99597.039.591.9024.700.5064.830.5141128772.00
1AFGAsiaAfghanistan2020-01-041.000.000.001.000.000.00...1.341803.99597.039.591.9024.700.5064.830.5141128772.00
2AFGAsiaAfghanistan2020-01-051.000.000.001.000.000.00...1.341803.99597.039.591.9024.700.5064.830.5141128772.00
3AFGAsiaAfghanistan2020-01-061.000.000.001.000.000.00...1.341803.99597.039.591.9024.700.5064.830.5141128772.00
4AFGAsiaAfghanistan2020-01-071.000.000.001.000.000.00...1.341803.99597.039.591.9024.700.5064.830.5141128772.00
..................................................................
330777ZWEAfricaZimbabwe2023-07-29265693.000.000.005712.001.000.14...1.881899.78307.851.821.6030.701.7061.490.5716320539.00
330778ZWEAfricaZimbabwe2023-07-30265693.000.000.005712.000.000.14...1.881899.78307.851.821.6030.701.7061.490.5716320539.00
330779ZWEAfricaZimbabwe2023-07-31265693.000.000.005712.000.000.14...1.881899.78307.851.821.6030.701.7061.490.5716320539.00
330780ZWEAfricaZimbabwe2023-08-01265693.000.000.005712.000.000.14...1.881899.78307.851.821.6030.701.7061.490.5716320539.00
330781ZWEAfricaZimbabwe2023-08-02265693.000.000.005712.000.000.14...1.881899.78307.851.821.6030.701.7061.490.5716320539.00
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308155 rows × 35 columns

\n", "
" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "0 AFG Asia Afghanistan 2020-01-03 1.00 0.00 \n", "1 AFG Asia Afghanistan 2020-01-04 1.00 0.00 \n", "2 AFG Asia Afghanistan 2020-01-05 1.00 0.00 \n", "3 AFG Asia Afghanistan 2020-01-06 1.00 0.00 \n", "4 AFG Asia Afghanistan 2020-01-07 1.00 0.00 \n", "... ... ... ... ... ... ... \n", "330777 ZWE Africa Zimbabwe 2023-07-29 265693.00 0.00 \n", "330778 ZWE Africa Zimbabwe 2023-07-30 265693.00 0.00 \n", "330779 ZWE Africa Zimbabwe 2023-07-31 265693.00 0.00 \n", "330780 ZWE Africa Zimbabwe 2023-08-01 265693.00 0.00 \n", "330781 ZWE Africa Zimbabwe 2023-08-02 265693.00 0.00 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "0 0.00 1.00 0.00 0.00 \n", "1 0.00 1.00 0.00 0.00 \n", "2 0.00 1.00 0.00 0.00 \n", "3 0.00 1.00 0.00 0.00 \n", "4 0.00 1.00 0.00 0.00 \n", "... ... ... ... ... \n", "330777 0.00 5712.00 1.00 0.14 \n", "330778 0.00 5712.00 0.00 0.14 \n", "330779 0.00 5712.00 0.00 0.14 \n", "330780 0.00 5712.00 0.00 0.14 \n", "330781 0.00 5712.00 0.00 0.14 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "0 ... 1.34 1803.99 597.03 \n", "1 ... 1.34 1803.99 597.03 \n", "2 ... 1.34 1803.99 597.03 \n", "3 ... 1.34 1803.99 597.03 \n", "4 ... 1.34 1803.99 597.03 \n", "... ... ... ... ... \n", "330777 ... 1.88 1899.78 307.85 \n", "330778 ... 1.88 1899.78 307.85 \n", "330779 ... 1.88 1899.78 307.85 \n", "330780 ... 1.88 1899.78 307.85 \n", "330781 ... 1.88 1899.78 307.85 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "0 9.59 1.90 24.70 \n", "1 9.59 1.90 24.70 \n", "2 9.59 1.90 24.70 \n", "3 9.59 1.90 24.70 \n", "4 9.59 1.90 24.70 \n", "... ... ... ... \n", "330777 1.82 1.60 30.70 \n", "330778 1.82 1.60 30.70 \n", "330779 1.82 1.60 30.70 \n", "330780 1.82 1.60 30.70 \n", "330781 1.82 1.60 30.70 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "0 0.50 64.83 0.51 \n", "1 0.50 64.83 0.51 \n", "2 0.50 64.83 0.51 \n", "3 0.50 64.83 0.51 \n", "4 0.50 64.83 0.51 \n", "... ... ... ... \n", "330777 1.70 61.49 0.57 \n", "330778 1.70 61.49 0.57 \n", "330779 1.70 61.49 0.57 \n", "330780 1.70 61.49 0.57 \n", "330781 1.70 61.49 0.57 \n", "\n", " population \n", "0 41128772.00 \n", "1 41128772.00 \n", "2 41128772.00 \n", "3 41128772.00 \n", "4 41128772.00 \n", "... ... \n", "330777 16320539.00 \n", "330778 16320539.00 \n", "330779 16320539.00 \n", "330780 16320539.00 \n", "330781 16320539.00 \n", "\n", "[308155 rows x 35 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Regional Data:\n" ] }, { "data": { "text/html": [ "
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iso_codecontinentlocationdatetotal_casesnew_casesnew_cases_smoothedtotal_deathsnew_deathsnew_deaths_smoothed...aged_70_oldergdp_per_capitacardiovasc_death_ratediabetes_prevalencefemale_smokersmale_smokershospital_beds_per_thousandlife_expectancyhuman_development_indexpopulation
1308OWID_AFRNaNAfrica2020-01-031.000.000.001.000.000.00...1.7318933.91191.032.421.9024.700.7076.880.781426736614.00
1309OWID_AFRNaNAfrica2020-01-041.000.000.001.000.000.00...1.7318933.91191.032.421.9024.700.7076.880.781426736614.00
1310OWID_AFRNaNAfrica2020-01-051.000.000.001.000.000.00...1.7318933.91191.032.421.9024.700.7076.880.781426736614.00
1311OWID_AFRNaNAfrica2020-01-061.000.000.001.000.000.00...1.7318933.91191.032.421.9024.700.7076.880.781426736614.00
1312OWID_AFRNaNAfrica2020-01-071.000.000.001.000.000.00...1.7318933.91191.032.421.9024.700.7076.880.781426736614.00
..................................................................
326853OWID_WRLNaNWorld2023-08-01768982331.003494.0050703.296953730.0054.0097.00...5.3615469.21233.078.516.4334.632.7172.580.747975105024.00
326854OWID_WRLNaNWorld2023-08-02768982331.000.0050420.576953730.000.0096.29...5.3615469.21233.078.516.4334.632.7172.580.747975105024.00
326855OWID_WRLNaNWorld2023-08-031.000.000.001.000.000.00...5.3615469.21233.078.516.4334.632.7172.580.747975105024.00
326856OWID_WRLNaNWorld2023-08-041.000.000.001.000.000.00...5.3615469.21233.078.516.4334.632.7172.580.747975105024.00
326857OWID_WRLNaNWorld2023-08-051.000.000.001.000.000.00...5.3615469.21233.078.516.4334.632.7172.580.747975105024.00
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22627 rows × 35 columns

\n", "
" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "1308 OWID_AFR NaN Africa 2020-01-03 1.00 0.00 \n", "1309 OWID_AFR NaN Africa 2020-01-04 1.00 0.00 \n", "1310 OWID_AFR NaN Africa 2020-01-05 1.00 0.00 \n", "1311 OWID_AFR NaN Africa 2020-01-06 1.00 0.00 \n", "1312 OWID_AFR NaN Africa 2020-01-07 1.00 0.00 \n", "... ... ... ... ... ... ... \n", "326853 OWID_WRL NaN World 2023-08-01 768982331.00 3494.00 \n", "326854 OWID_WRL NaN World 2023-08-02 768982331.00 0.00 \n", "326855 OWID_WRL NaN World 2023-08-03 1.00 0.00 \n", "326856 OWID_WRL NaN World 2023-08-04 1.00 0.00 \n", "326857 OWID_WRL NaN World 2023-08-05 1.00 0.00 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "1308 0.00 1.00 0.00 0.00 \n", "1309 0.00 1.00 0.00 0.00 \n", "1310 0.00 1.00 0.00 0.00 \n", "1311 0.00 1.00 0.00 0.00 \n", "1312 0.00 1.00 0.00 0.00 \n", "... ... ... ... ... \n", "326853 50703.29 6953730.00 54.00 97.00 \n", "326854 50420.57 6953730.00 0.00 96.29 \n", "326855 0.00 1.00 0.00 0.00 \n", "326856 0.00 1.00 0.00 0.00 \n", "326857 0.00 1.00 0.00 0.00 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "1308 ... 1.73 18933.91 191.03 \n", "1309 ... 1.73 18933.91 191.03 \n", "1310 ... 1.73 18933.91 191.03 \n", "1311 ... 1.73 18933.91 191.03 \n", "1312 ... 1.73 18933.91 191.03 \n", "... ... ... ... ... \n", "326853 ... 5.36 15469.21 233.07 \n", "326854 ... 5.36 15469.21 233.07 \n", "326855 ... 5.36 15469.21 233.07 \n", "326856 ... 5.36 15469.21 233.07 \n", "326857 ... 5.36 15469.21 233.07 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "1308 2.42 1.90 24.70 \n", "1309 2.42 1.90 24.70 \n", "1310 2.42 1.90 24.70 \n", "1311 2.42 1.90 24.70 \n", "1312 2.42 1.90 24.70 \n", "... ... ... ... \n", "326853 8.51 6.43 34.63 \n", "326854 8.51 6.43 34.63 \n", "326855 8.51 6.43 34.63 \n", "326856 8.51 6.43 34.63 \n", "326857 8.51 6.43 34.63 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "1308 0.70 76.88 0.78 \n", "1309 0.70 76.88 0.78 \n", "1310 0.70 76.88 0.78 \n", "1311 0.70 76.88 0.78 \n", "1312 0.70 76.88 0.78 \n", "... ... ... ... \n", "326853 2.71 72.58 0.74 \n", "326854 2.71 72.58 0.74 \n", "326855 2.71 72.58 0.74 \n", "326856 2.71 72.58 0.74 \n", "326857 2.71 72.58 0.74 \n", "\n", " population \n", "1308 1426736614.00 \n", "1309 1426736614.00 \n", "1310 1426736614.00 \n", "1311 1426736614.00 \n", "1312 1426736614.00 \n", "... ... \n", "326853 7975105024.00 \n", "326854 7975105024.00 \n", "326855 7975105024.00 \n", "326856 7975105024.00 \n", "326857 7975105024.00 \n", "\n", "[22627 rows x 35 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Separate the main dataset into country-level data and regional data\n", "country_data = country_data_imputed[~country_data_imputed['iso_code'].str.startswith('OWID_')]\n", "regional_data = country_data_imputed[country_data_imputed['iso_code'].str.startswith('OWID_')]\n", "\n", "# Print the country-level data\n", "print(\"Country-Level Data:\")\n", "display(country_data)\n", "\n", "# Print the regional data\n", "print(\"Regional Data:\")\n", "display(regional_data)" ] }, { "cell_type": "code", "execution_count": 12, "id": "7b469814", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Outliers in Country Data:\n", " iso_code continent location date total_cases new_cases \\\n", "5587 ASM Oceania American Samoa 2022-03-16 779.0 163.0 \n", "5589 ASM Oceania American Samoa 2022-03-18 1063.0 284.0 \n", "5592 ASM Oceania American Samoa 2022-03-21 1397.0 334.0 \n", "5593 ASM Oceania American Samoa 2022-03-22 1571.0 174.0 \n", "5594 ASM Oceania American Samoa 2022-03-23 1626.0 55.0 \n", "... ... ... ... ... ... ... \n", "302134 ZWE Africa Zimbabwe 2022-03-31 246182.0 140.0 \n", "302135 ZWE Africa Zimbabwe 2022-04-01 246286.0 104.0 \n", "302136 ZWE Africa Zimbabwe 2022-04-02 246414.0 128.0 \n", "302137 ZWE Africa Zimbabwe 2022-04-03 246481.0 67.0 \n", "302138 ZWE Africa Zimbabwe 2022-04-04 246525.0 44.0 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "5587 61.000 1.0 0.0 0.000 \n", "5589 88.571 1.0 0.0 0.000 \n", "5592 120.286 1.0 0.0 0.000 \n", "5593 136.429 1.0 0.0 0.000 \n", "5594 121.000 1.0 0.0 0.000 \n", "... ... ... ... ... \n", "302134 141.143 5440.0 1.0 1.143 \n", "302135 117.000 5444.0 4.0 1.429 \n", "302136 109.857 5444.0 0.0 1.143 \n", "302137 102.000 5446.0 2.0 1.286 \n", "302138 100.714 5446.0 0.0 1.143 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "5587 ... 1.726 17336.469 283.750 \n", "5589 ... 1.726 17336.469 283.750 \n", "5592 ... 1.726 17336.469 283.750 \n", "5593 ... 1.726 17336.469 283.750 \n", "5594 ... 1.726 17336.469 283.750 \n", "... ... ... ... ... \n", "302134 ... 1.882 1899.775 307.846 \n", "302135 ... 1.882 1899.775 307.846 \n", "302136 ... 1.882 1899.775 307.846 \n", "302137 ... 1.882 1899.775 307.846 \n", "302138 ... 1.882 1899.775 307.846 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "5587 2.42 1.9 24.7 \n", "5589 2.42 1.9 24.7 \n", "5592 2.42 1.9 24.7 \n", "5593 2.42 1.9 24.7 \n", "5594 2.42 1.9 24.7 \n", "... ... ... ... \n", "302134 1.82 1.6 30.7 \n", "302135 1.82 1.6 30.7 \n", "302136 1.82 1.6 30.7 \n", "302137 1.82 1.6 30.7 \n", "302138 1.82 1.6 30.7 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "5587 0.7 73.74 0.779 \n", "5589 0.7 73.74 0.779 \n", "5592 0.7 73.74 0.779 \n", "5593 0.7 73.74 0.779 \n", "5594 0.7 73.74 0.779 \n", "... ... ... ... \n", "302134 1.7 61.49 0.571 \n", "302135 1.7 61.49 0.571 \n", "302136 1.7 61.49 0.571 \n", "302137 1.7 61.49 0.571 \n", "302138 1.7 61.49 0.571 \n", "\n", " population \n", "5587 44295.0 \n", "5589 44295.0 \n", "5592 44295.0 \n", "5593 44295.0 \n", "5594 44295.0 \n", "... ... \n", "302134 16320539.0 \n", "302135 16320539.0 \n", "302136 16320539.0 \n", "302137 16320539.0 \n", "302138 16320539.0 \n", "\n", "[60032 rows x 35 columns]\n" ] } ], "source": [ "import numpy as np\n", "\n", "# Calculate Z-scores for numerical columns\n", "z_scores = (country_data.select_dtypes(include=np.number) - country_data.select_dtypes(include=np.number).mean()) / country_data.select_dtypes(include=np.number).std()\n", "\n", "# Define a threshold for outlier detection (typically Z-score > 3 or < -3)\n", "threshold = 3\n", "\n", "# Identify outliers for each numerical column\n", "outliers = (z_scores > threshold) | (z_scores < -threshold)\n", "\n", "# Print the rows containing outlier data for each numerical column\n", "print(\"Outliers in Country Data:\")\n", "print(country_data[outliers.any(axis=1)])" ] }, { "cell_type": "code", "execution_count": 13, "id": "f72f12af", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Investigation of Outliers in 'total_cases':\n", " iso_code continent location date total_cases \\\n", "36429 BRA South America Brazil 2021-07-03 18622304.0 \n", "36430 BRA South America Brazil 2021-07-04 18687469.0 \n", "36431 BRA South America Brazil 2021-07-05 18742025.0 \n", "36432 BRA South America Brazil 2021-07-06 18769808.0 \n", "36433 BRA South America Brazil 2021-07-07 18792511.0 \n", "... ... ... ... ... ... \n", "285858 USA North America United States 2023-04-08 102873924.0 \n", "285859 USA North America United States 2023-04-09 102873924.0 \n", "285860 USA North America United States 2023-04-10 102873924.0 \n", "285861 USA North America United States 2023-04-11 102873924.0 \n", "285862 USA North America United States 2023-04-12 102873924.0 \n", "\n", " population \n", "36429 215313504.0 \n", "36430 215313504.0 \n", "36431 215313504.0 \n", "36432 215313504.0 \n", "36433 215313504.0 \n", "... ... \n", "285858 338289856.0 \n", "285859 338289856.0 \n", "285860 338289856.0 \n", "285861 338289856.0 \n", "285862 338289856.0 \n", "\n", "[4606 rows x 6 columns]\n", "\n", "Summary Statistics for 'total_cases':\n", "count 2.818070e+05\n", "mean 1.233659e+06\n", "std 5.778035e+06\n", "min 1.000000e+00\n", "25% 1.421000e+03\n", "50% 2.800700e+04\n", "75% 3.391085e+05\n", "max 1.028739e+08\n", "Name: total_cases, dtype: float64\n", "\n", "Top 10 Highest 'total_cases':\n", " iso_code continent location date total_cases \\\n", "285851 USA North America United States 2023-04-01 102873924.0 \n", "285852 USA North America United States 2023-04-02 102873924.0 \n", "285853 USA North America United States 2023-04-03 102873924.0 \n", "285854 USA North America United States 2023-04-04 102873924.0 \n", "285855 USA North America United States 2023-04-05 102873924.0 \n", "285856 USA North America United States 2023-04-06 102873924.0 \n", "285857 USA North America United States 2023-04-07 102873924.0 \n", "285858 USA North America United States 2023-04-08 102873924.0 \n", "285859 USA North America United States 2023-04-09 102873924.0 \n", "285860 USA North America United States 2023-04-10 102873924.0 \n", "\n", " population \n", "285851 338289856.0 \n", "285852 338289856.0 \n", "285853 338289856.0 \n", "285854 338289856.0 \n", "285855 338289856.0 \n", "285856 338289856.0 \n", "285857 338289856.0 \n", "285858 338289856.0 \n", "285859 338289856.0 \n", "285860 338289856.0 \n", "\n", "Top 10 Highest 'total_cases' in Outliers:\n", " iso_code continent location date total_cases \\\n", "285851 USA North America United States 2023-04-01 102873924.0 \n", "285852 USA North America United States 2023-04-02 102873924.0 \n", "285853 USA North America United States 2023-04-03 102873924.0 \n", "285854 USA North America United States 2023-04-04 102873924.0 \n", "285855 USA North America United States 2023-04-05 102873924.0 \n", "285856 USA North America United States 2023-04-06 102873924.0 \n", "285857 USA North America United States 2023-04-07 102873924.0 \n", "285858 USA North America United States 2023-04-08 102873924.0 \n", "285859 USA North America United States 2023-04-09 102873924.0 \n", "285860 USA North America United States 2023-04-10 102873924.0 \n", "\n", " population \n", "285851 338289856.0 \n", "285852 338289856.0 \n", "285853 338289856.0 \n", "285854 338289856.0 \n", "285855 338289856.0 \n", "285856 338289856.0 \n", "285857 338289856.0 \n", "285858 338289856.0 \n", "285859 338289856.0 \n", "285860 338289856.0 \n", "\n", "Date with Highest 'total_cases' in Outliers:\n", " iso_code continent location date total_cases \\\n", "285851 USA North America United States 2023-04-01 102873924.0 \n", "\n", " population \n", "285851 338289856.0 \n" ] } ], "source": [ "# Filter the rows with outliers in 'total_cases' column\n", "outlier_total_cases = country_data[outliers['total_cases']]\n", "\n", "# Print the necessary data for investigation\n", "print(\"Investigation of Outliers in 'total_cases':\")\n", "print(outlier_total_cases[['iso_code', 'continent', 'location', 'date', 'total_cases', 'population']])\n", "\n", "# Check the summary statistics for 'total_cases' to understand the range of values\n", "print(\"\\nSummary Statistics for 'total_cases':\")\n", "print(country_data['total_cases'].describe())\n", "\n", "# Calculate the top 10 highest 'total_cases' values\n", "top_10_total_cases = country_data.nlargest(10, 'total_cases')\n", "print(\"\\nTop 10 Highest 'total_cases':\")\n", "print(top_10_total_cases[['iso_code', 'continent', 'location', 'date', 'total_cases', 'population']])\n", "\n", "# Calculate the top 10 highest 'total_cases' values in outlier data\n", "top_10_outlier_total_cases = outlier_total_cases.nlargest(10, 'total_cases')\n", "print(\"\\nTop 10 Highest 'total_cases' in Outliers:\")\n", "print(top_10_outlier_total_cases[['iso_code', 'continent', 'location', 'date', 'total_cases', 'population']])\n", "\n", "# Check the dates with highest 'total_cases' in the outlier data\n", "date_with_highest_total_cases = outlier_total_cases.nlargest(1, 'total_cases')[['iso_code', 'continent', 'location', 'date', 'total_cases', 'population']]\n", "print(\"\\nDate with Highest 'total_cases' in Outliers:\")\n", "print(date_with_highest_total_cases)" ] }, { "cell_type": "code", "execution_count": 197, "id": "72a85708", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Asia', 'Europe', 'Africa', 'Oceania', 'North America', 'South America']\n", "Categories (6, object): ['Africa', 'Asia', 'Europe', 'North America', 'Oceania', 'South America']" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_data.continent.unique()" ] }, { "cell_type": "code", "execution_count": 196, "id": "a445f7b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Date')" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = country_data.copy()\n", "df_country = df.loc[df['location']==country]\n", "df_country = df_country[['date','new_cases_smoothed','stringency_index']]\n", "\n", "#df_country = df_country.fillna(0.0)\n", "df_country.index = pd.to_datetime(df_country['date'])\n", "df_country.drop(columns='date',inplace=True)\n", "df_country\n", "\n", "fig,ax = plt.subplots(figsize=(10,5))\n", "ax.plot(df_country.index,df_country['new_cases_smoothed'])\n", "ax.set_ylabel('Daily new case count')\n", "ax1 = ax.twinx()\n", "ax1.set_ylabel('stringency_index count')\n", "ax1.plot(df_country.index,df_country['stringency_index'],'ro')\n", "ax.set_xlabel('Date')" ] }, { "cell_type": "code", "execution_count": 81, "id": "f7066692", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "#read cleaned country data\n", "country_data = pd.read_csv('country_data_cleaned.csv')\n", "country_data['date'] = pd.to_datetime(data['date'])\n", "country_data['iso_code'] = country_data['iso_code'].astype('category')\n", "country_data['continent'] = country_data['continent'].astype('category')\n", "country_data['location'] = country_data['location'].astype('category')" ] }, { "cell_type": "code", "execution_count": 82, "id": "8fb8f76d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "iso_code category\n", "continent category\n", "location category\n", "date datetime64[ns]\n", "total_cases float64\n", "new_cases float64\n", "new_cases_smoothed float64\n", "total_deaths float64\n", "new_deaths float64\n", "new_deaths_smoothed float64\n", "total_cases_per_million float64\n", "new_cases_per_million float64\n", "new_cases_smoothed_per_million float64\n", "total_deaths_per_million float64\n", "new_deaths_per_million float64\n", "new_deaths_smoothed_per_million float64\n", "reproduction_rate float64\n", "new_vaccinations_smoothed float64\n", "new_vaccinations_smoothed_per_million float64\n", "new_people_vaccinated_smoothed float64\n", "new_people_vaccinated_smoothed_per_hundred float64\n", "stringency_index float64\n", "population_density float64\n", "median_age float64\n", "aged_65_older float64\n", "aged_70_older float64\n", "gdp_per_capita float64\n", "cardiovasc_death_rate float64\n", "diabetes_prevalence float64\n", "female_smokers float64\n", "male_smokers float64\n", "hospital_beds_per_thousand float64\n", "life_expectancy float64\n", "human_development_index float64\n", "population float64\n", "dtype: object" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_data.dtypes" ] }, { "cell_type": "code", "execution_count": 43, "id": "5ac45e11", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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281807 rows × 35 columns

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" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "0 AFG Asia Afghanistan 2020-01-03 119832.976399 0.0 \n", "1 AFG Asia Afghanistan 2020-01-04 119832.976399 0.0 \n", "2 AFG Asia Afghanistan 2020-01-05 119832.976399 0.0 \n", "3 AFG Asia Afghanistan 2020-01-06 119832.976399 0.0 \n", "4 AFG Asia Afghanistan 2020-01-07 119832.976399 0.0 \n", "... ... ... ... ... ... ... \n", "302507 ZWE Africa Zimbabwe 2023-04-08 264578.000000 2.0 \n", "302508 ZWE Africa Zimbabwe 2023-04-09 264582.000000 4.0 \n", "302509 ZWE Africa Zimbabwe 2023-04-10 264584.000000 2.0 \n", "302510 ZWE Africa Zimbabwe 2023-04-11 264584.000000 0.0 \n", "302511 ZWE Africa Zimbabwe 2023-04-12 264584.000000 0.0 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "0 177.850152 5096.870968 0.0 6.619657 \n", "1 177.850152 5096.870968 0.0 6.619657 \n", "2 177.850152 5096.870968 0.0 6.619657 \n", "3 177.850152 5096.870968 0.0 6.619657 \n", "4 177.850152 5096.870968 0.0 6.619657 \n", "... ... ... ... ... \n", "302507 4.143000 5684.000000 1.0 0.571000 \n", "302508 4.714000 5684.000000 0.0 0.571000 \n", "302509 4.143000 5684.000000 0.0 0.571000 \n", "302510 3.143000 5684.000000 0.0 0.571000 \n", "302511 2.571000 5684.000000 0.0 0.429000 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "0 ... 1.337 1803.987 597.029 \n", "1 ... 1.337 1803.987 597.029 \n", "2 ... 1.337 1803.987 597.029 \n", "3 ... 1.337 1803.987 597.029 \n", "4 ... 1.337 1803.987 597.029 \n", "... ... ... ... ... \n", "302507 ... 1.882 1899.775 307.846 \n", "302508 ... 1.882 1899.775 307.846 \n", "302509 ... 1.882 1899.775 307.846 \n", "302510 ... 1.882 1899.775 307.846 \n", "302511 ... 1.882 1899.775 307.846 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "0 9.59 NaN NaN \n", "1 9.59 NaN NaN \n", "2 9.59 NaN NaN \n", "3 9.59 NaN NaN \n", "4 9.59 NaN NaN \n", "... ... ... ... \n", "302507 1.82 1.6 30.7 \n", "302508 1.82 1.6 30.7 \n", "302509 1.82 1.6 30.7 \n", "302510 1.82 1.6 30.7 \n", "302511 1.82 1.6 30.7 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "0 0.5 64.83 0.511 \n", "1 0.5 64.83 0.511 \n", "2 0.5 64.83 0.511 \n", "3 0.5 64.83 0.511 \n", "4 0.5 64.83 0.511 \n", "... ... ... ... \n", "302507 1.7 61.49 0.571 \n", "302508 1.7 61.49 0.571 \n", "302509 1.7 61.49 0.571 \n", "302510 1.7 61.49 0.571 \n", "302511 1.7 61.49 0.571 \n", "\n", " population \n", "0 41128772.0 \n", "1 41128772.0 \n", "2 41128772.0 \n", "3 41128772.0 \n", "4 41128772.0 \n", "... ... \n", "302507 16320539.0 \n", "302508 16320539.0 \n", "302509 16320539.0 \n", "302510 16320539.0 \n", "302511 16320539.0 \n", "\n", "[281807 rows x 35 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(281807, 35)\n", " Missing Percent\n", "iso_code 0 0.000000\n", "continent 0 0.000000\n", "location 0 0.000000\n", "date 0 0.000000\n", "total_cases 0 0.000000\n", "new_cases 0 0.000000\n", "new_cases_smoothed 0 0.000000\n", "total_deaths 0 0.000000\n", "new_deaths 0 0.000000\n", "new_deaths_smoothed 0 0.000000\n", "total_cases_per_million 0 0.000000\n", "new_cases_per_million 0 0.000000\n", "new_cases_smoothed_per_million 0 0.000000\n", "total_deaths_per_million 0 0.000000\n", "new_deaths_per_million 0 0.000000\n", "new_deaths_smoothed_per_million 0 0.000000\n", "reproduction_rate 0 0.000000\n", "new_vaccinations_smoothed 0 0.000000\n", "new_vaccinations_smoothed_per_million 0 0.000000\n", "new_people_vaccinated_smoothed 0 0.000000\n", "new_people_vaccinated_smoothed_per_hundred 0 0.000000\n", "stringency_index 0 0.000000\n", "population_density 0 0.000000\n", "median_age 0 0.000000\n", "aged_65_older 0 0.000000\n", "aged_70_older 0 0.000000\n", "gdp_per_capita 0 0.000000\n", "cardiovasc_death_rate 0 0.000000\n", "diabetes_prevalence 0 0.000000\n", "female_smokers 1196 0.424404\n", "male_smokers 1196 0.424404\n", "hospital_beds_per_thousand 0 0.000000\n", "life_expectancy 0 0.000000\n", "human_development_index 0 0.000000\n", "population 0 0.000000\n" ] } ], "source": [ "display(country_data)\n", "print(country_data.shape)\n", "# Check the number and percentage of missing values\n", "missing = country_data.isnull().sum()\n", "percent = missing / len(country_data) * 100\n", "print(pd.concat([missing, percent], axis=1, keys=[\"Missing\", \"Percent\"]))" ] }, { "cell_type": "code", "execution_count": 14, "id": "3b314ba3", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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total_casesnew_casesnew_cases_smoothedtotal_deathsnew_deathsnew_deaths_smoothedtotal_cases_per_millionnew_cases_per_millionnew_cases_smoothed_per_milliontotal_deaths_per_million...aged_70_oldergdp_per_capitacardiovasc_death_ratediabetes_prevalencefemale_smokersmale_smokershospital_beds_per_thousandlife_expectancyhuman_development_indexpopulation
location
Afghanistan211630.03243.02095.5717884.0159.097.57132178.21878.85050.951603.656...1.3371803.987597.0299.591.924.70.5064.830.51141128772.0
Albania333897.02832.02210.2863604.021.020.429117473.485996.370777.6351267.979...8.64311803.431304.19510.087.151.22.8978.570.7952842318.0
Algeria271613.02521.02177.5716881.049.038.28632178.21856.14348.495603.656...3.85713913.839278.3646.730.730.41.9076.880.74844903228.0
American Samoa8326.0955.0307.71434.05.01.429187967.03921559.9956946.930767.581...1.72617336.469283.7502.421.924.70.7073.740.77944295.0
Andorra47939.01676.0588.571159.06.01.714600415.81620991.1957371.6101991.408...1.72617336.469109.1357.9729.037.80.7083.730.86879843.0
..................................................................
Wallis and Futuna3427.02654.0379.1437.07.01.000295532.942228872.02532696.004603.656...1.72617336.469152.7832.421.924.70.7079.940.77911596.0
Western Sahara1.00.00.0001.00.00.00032178.2180.0000.000603.656...1.38017336.469152.7832.421.924.70.7070.260.779576005.0
Yemen11945.0287.0109.4292159.060.016.42932178.2188.5173.247603.656...1.5831479.147495.0035.357.629.20.7066.120.47033696612.0
Zambia343415.05555.03870.8574057.072.061.42932178.218277.505193.372603.656...1.5423689.251234.4993.943.124.72.0063.890.58420017670.0
Zimbabwe264584.06181.04579.7145684.0107.078.71432178.218378.725280.610603.656...1.8821899.775307.8461.821.630.71.7061.490.57116320539.0
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237 rows × 31 columns

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" ], "text/plain": [ " total_cases new_cases new_cases_smoothed total_deaths \\\n", "location \n", "Afghanistan 211630.0 3243.0 2095.571 7884.0 \n", "Albania 333897.0 2832.0 2210.286 3604.0 \n", "Algeria 271613.0 2521.0 2177.571 6881.0 \n", "American Samoa 8326.0 955.0 307.714 34.0 \n", "Andorra 47939.0 1676.0 588.571 159.0 \n", "... ... ... ... ... \n", "Wallis and Futuna 3427.0 2654.0 379.143 7.0 \n", "Western Sahara 1.0 0.0 0.000 1.0 \n", "Yemen 11945.0 287.0 109.429 2159.0 \n", "Zambia 343415.0 5555.0 3870.857 4057.0 \n", "Zimbabwe 264584.0 6181.0 4579.714 5684.0 \n", "\n", " new_deaths new_deaths_smoothed total_cases_per_million \\\n", "location \n", "Afghanistan 159.0 97.571 32178.218 \n", "Albania 21.0 20.429 117473.485 \n", "Algeria 49.0 38.286 32178.218 \n", "American Samoa 5.0 1.429 187967.039 \n", "Andorra 6.0 1.714 600415.816 \n", "... ... ... ... \n", "Wallis and Futuna 7.0 1.000 295532.942 \n", "Western Sahara 0.0 0.000 32178.218 \n", "Yemen 60.0 16.429 32178.218 \n", "Zambia 72.0 61.429 32178.218 \n", "Zimbabwe 107.0 78.714 32178.218 \n", "\n", " new_cases_per_million new_cases_smoothed_per_million \\\n", "location \n", "Afghanistan 78.850 50.951 \n", "Albania 996.370 777.635 \n", "Algeria 56.143 48.495 \n", "American Samoa 21559.995 6946.930 \n", "Andorra 20991.195 7371.610 \n", "... ... ... \n", "Wallis and Futuna 228872.025 32696.004 \n", "Western Sahara 0.000 0.000 \n", "Yemen 8.517 3.247 \n", "Zambia 277.505 193.372 \n", "Zimbabwe 378.725 280.610 \n", "\n", " total_deaths_per_million ... aged_70_older \\\n", "location ... \n", "Afghanistan 603.656 ... 1.337 \n", "Albania 1267.979 ... 8.643 \n", "Algeria 603.656 ... 3.857 \n", "American Samoa 767.581 ... 1.726 \n", "Andorra 1991.408 ... 1.726 \n", "... ... ... ... \n", "Wallis and Futuna 603.656 ... 1.726 \n", "Western Sahara 603.656 ... 1.380 \n", "Yemen 603.656 ... 1.583 \n", "Zambia 603.656 ... 1.542 \n", "Zimbabwe 603.656 ... 1.882 \n", "\n", " gdp_per_capita cardiovasc_death_rate diabetes_prevalence \\\n", "location \n", "Afghanistan 1803.987 597.029 9.59 \n", "Albania 11803.431 304.195 10.08 \n", "Algeria 13913.839 278.364 6.73 \n", "American Samoa 17336.469 283.750 2.42 \n", "Andorra 17336.469 109.135 7.97 \n", "... ... ... ... \n", "Wallis and Futuna 17336.469 152.783 2.42 \n", "Western Sahara 17336.469 152.783 2.42 \n", "Yemen 1479.147 495.003 5.35 \n", "Zambia 3689.251 234.499 3.94 \n", "Zimbabwe 1899.775 307.846 1.82 \n", "\n", " female_smokers male_smokers hospital_beds_per_thousand \\\n", "location \n", "Afghanistan 1.9 24.7 0.50 \n", "Albania 7.1 51.2 2.89 \n", "Algeria 0.7 30.4 1.90 \n", "American Samoa 1.9 24.7 0.70 \n", "Andorra 29.0 37.8 0.70 \n", "... ... ... ... \n", "Wallis and Futuna 1.9 24.7 0.70 \n", "Western Sahara 1.9 24.7 0.70 \n", "Yemen 7.6 29.2 0.70 \n", "Zambia 3.1 24.7 2.00 \n", "Zimbabwe 1.6 30.7 1.70 \n", "\n", " life_expectancy human_development_index population \n", "location \n", "Afghanistan 64.83 0.511 41128772.0 \n", "Albania 78.57 0.795 2842318.0 \n", "Algeria 76.88 0.748 44903228.0 \n", "American Samoa 73.74 0.779 44295.0 \n", "Andorra 83.73 0.868 79843.0 \n", "... ... ... ... \n", "Wallis and Futuna 79.94 0.779 11596.0 \n", "Western Sahara 70.26 0.779 576005.0 \n", "Yemen 66.12 0.470 33696612.0 \n", "Zambia 63.89 0.584 20017670.0 \n", "Zimbabwe 61.49 0.571 16320539.0 \n", "\n", "[237 rows x 31 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dataset_LocationWise = survey_df.groupby('location', as_index=False)\n", "Dataset_LocationWise = country_data.groupby('location').max('date')\n", "Dataset_LocationWise" ] }, { "cell_type": "code", "execution_count": 10, "id": "9d494143", "metadata": {}, "outputs": [], "source": [ "country_data.to_csv('country_data_cleaned.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 15, "id": "4f5935ff", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "location\n", "Qatar 116935.600\n", "Macao 104861.851\n", "Luxembourg 94277.965\n", "Singapore 85535.383\n", "Brunei 71809.251\n", "Ireland 67335.293\n", "United Arab Emirates 67293.483\n", "Kuwait 65530.537\n", "Norway 64800.057\n", "Switzerland 57410.166\n", "San Marino 56861.470\n", "Hong Kong 56054.920\n", "United States 54225.446\n", "Bermuda 50669.315\n", "Cayman Islands 49903.029\n", "Name: gdp_per_capita, dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_countries = Dataset_LocationWise.gdp_per_capita.sort_values(ascending =False).head(15)\n", "top_countries" ] }, { "cell_type": "code", "execution_count": 53, "id": "f5ac9f29", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of outliers: 7046\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.svm import OneClassSVM\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import IncrementalPCA\n", "\n", "# Assuming your DataFrame is named \"country_data\"\n", "# Create a copy of the DataFrame to avoid modifying the main DataFrame\n", "data_for_clustering = country_data.copy()\n", "\n", "# Select the features you want to use for outlier detection (e.g., 'total_cases', 'new_cases', etc.)\n", "selected_features = ['total_cases', 'new_cases', 'gdp_per_capita', 'population_density']\n", "\n", "# Create a new DataFrame with only the selected features\n", "data_for_outlier_detection = data_for_clustering[selected_features]\n", "\n", "# Reduce data size: Use a random sample of the data for outlier detection\n", "data_for_outlier_detection = data_for_outlier_detection.sample(frac=0.5, random_state=42)\n", "\n", "# Standardize the data (important for SVM)\n", "scaler = StandardScaler()\n", "data_for_outlier_detection_std = scaler.fit_transform(data_for_outlier_detection)\n", "\n", "# Incremental PCA\n", "n_components = 3 # You can adjust the number of components based on your memory constraints\n", "batch_size = 30000 # Adjust the batch size based on available memory\n", "ipca = IncrementalPCA(n_components=n_components, batch_size=batch_size)\n", "\n", "# Initialize an empty DataFrame to store the IPCA results\n", "data_for_outlier_detection_pca = pd.DataFrame()\n", "\n", "# Perform IPCA in batches\n", "for i in range(0, len(data_for_outlier_detection_std), batch_size):\n", " batch_pca = ipca.fit_transform(data_for_outlier_detection_std[i:i + batch_size])\n", " data_for_outlier_detection_pca = pd.concat([data_for_outlier_detection_pca, pd.DataFrame(batch_pca)], ignore_index=True)\n", "\n", "# One-class SVM for outlier detection\n", "nu = 0.05 # The proportion of outliers expected in the data (you can adjust this parameter)\n", "one_class_svm = OneClassSVM(nu=nu)\n", "outlier_labels = one_class_svm.fit_predict(data_for_outlier_detection_pca)\n", "\n", "# Add the outlier labels to the copied DataFrame\n", "data_for_outlier_detection['outlier'] = outlier_labels\n", "\n", "# Print the number of outliers\n", "num_outliers = len(data_for_outlier_detection[data_for_outlier_detection['outlier'] == -1])\n", "print(\"Number of outliers:\", num_outliers)\n", "\n", "# Visualize the outliers\n", "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(x=data_for_outlier_detection_pca.iloc[:, 0], y=data_for_outlier_detection_pca.iloc[:, 1], hue='outlier', data=data_for_outlier_detection, palette='viridis', alpha=0.7)\n", "plt.xlabel('PCA Component 1')\n", "plt.ylabel('PCA Component 2')\n", "plt.title('One-class SVM Outlier Detection')\n", "plt.legend(title='Outlier', loc='upper right')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "bf75398e", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters: 6\n", "Number of outliers: 19\n" ] } ], "source": [ "import pandas as pd\n", "from sklearn.cluster import DBSCAN\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Assuming your DataFrame is named \"country_data\"\n", "# Create a copy of the DataFrame to avoid modifying the main DataFrame\n", "data_for_clustering = country_data.copy()\n", "\n", "# Select the features you want to use for clustering (e.g., 'total_cases', 'new_cases', etc.)\n", "selected_features = ['total_cases', 'new_cases', 'gdp_per_capita', 'population_density']\n", "\n", "# Create a new DataFrame with only the selected features\n", "data_for_clustering = data_for_clustering[selected_features]\n", "\n", "# Reduce data size: Use a random sample of the data for clustering\n", "data_for_clustering = data_for_clustering.sample(frac=0.1, random_state=42)\n", "\n", "# Standardize the data (important for DBSCAN)\n", "scaler = StandardScaler()\n", "data_for_clustering_std = scaler.fit_transform(data_for_clustering)\n", "\n", "# Incremental DBSCAN\n", "batch_size = 20000 # Adjust the batch size based on available memory\n", "dbscan = DBSCAN(eps=2, min_samples=5)\n", "clusters = []\n", "for i in range(0, len(data_for_clustering_std), batch_size):\n", " batch_clusters = dbscan.fit_predict(data_for_clustering_std[i:i + batch_size])\n", " clusters.extend(batch_clusters)\n", "\n", "# Add the cluster labels to the copied DataFrame\n", "data_for_clustering['cluster'] = clusters\n", "\n", "# Print the number of clusters (-1 indicates outliers)\n", "num_clusters = len(set(clusters)) - (1 if -1 in clusters else 0)\n", "num_outliers = clusters.count(-1)\n", "print(\"Number of clusters:\", num_clusters)\n", "print(\"Number of outliers:\", num_outliers)" ] }, { "cell_type": "code", "execution_count": 46, "id": "4321b433", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters: 5\n", "Number of outliers: 5\n" ] } ], "source": [ "import pandas as pd\n", "from sklearn.cluster import DBSCAN\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import IncrementalPCA\n", "\n", "# Assuming your DataFrame is named \"country_data\"\n", "# Create a copy of the DataFrame to avoid modifying the main DataFrame\n", "data_for_clustering = country_data.copy()\n", "\n", "# Select the features you want to use for clustering (e.g., 'total_cases', 'new_cases', etc.)\n", "selected_features = ['total_cases', 'new_cases', 'gdp_per_capita', 'population_density']\n", "\n", "# Create a new DataFrame with only the selected features\n", "data_for_clustering = data_for_clustering[selected_features]\n", "\n", "# Reduce data size: Use a random sample of the data for clustering\n", "data_for_clustering = data_for_clustering.sample(frac=0.1, random_state=42)\n", "\n", "# Standardize the data (important for DBSCAN)\n", "scaler = StandardScaler()\n", "data_for_clustering_std = scaler.fit_transform(data_for_clustering)\n", "\n", "# Incremental PCA\n", "n_components = 2 # You can adjust the number of components based on your memory constraints\n", "batch_size = 20000 # Adjust the batch size based on available memory\n", "ipca = IncrementalPCA(n_components=n_components, batch_size=batch_size)\n", "\n", "# Initialize an empty DataFrame to store the IPCA results\n", "data_for_clustering_pca = pd.DataFrame()\n", "\n", "# Perform IPCA in batches\n", "for i in range(0, len(data_for_clustering_std), batch_size):\n", " batch_pca = ipca.fit_transform(data_for_clustering_std[i:i + batch_size])\n", " data_for_clustering_pca = pd.concat([data_for_clustering_pca, pd.DataFrame(batch_pca)], ignore_index=True)\n", "\n", "# Incremental DBSCAN\n", "dbscan = DBSCAN(eps=2, min_samples=5)\n", "clusters = []\n", "for i in range(0, len(data_for_clustering_pca), batch_size):\n", " batch_clusters = dbscan.fit_predict(data_for_clustering_pca[i:i + batch_size])\n", " clusters.extend(batch_clusters)\n", "\n", "# Add the cluster labels to the copied DataFrame\n", "data_for_clustering['cluster'] = clusters\n", "\n", "# Print the number of clusters (-1 indicates outliers)\n", "num_clusters = len(set(clusters)) - (1 if -1 in clusters else 0)\n", "num_outliers = clusters.count(-1)\n", "print(\"Number of clusters:\", num_clusters)\n", "print(\"Number of outliers:\", num_outliers)" ] }, { "cell_type": "code", "execution_count": 47, "id": "36b49d30", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.cluster import DBSCAN\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import IncrementalPCA\n", "\n", "# Assuming your DataFrame is named \"country_data\"\n", "# Create a copy of the DataFrame to avoid modifying the main DataFrame\n", "data_for_clustering = country_data.copy()\n", "\n", "# Select the features you want to use for clustering (e.g., 'total_cases', 'new_cases', etc.)\n", "selected_features = ['total_cases', 'new_cases', 'gdp_per_capita', 'population_density']\n", "\n", "# Create a new DataFrame with only the selected features\n", "data_for_clustering = data_for_clustering[selected_features]\n", "\n", "# Reduce data size: Use a random sample of the data for clustering\n", "data_for_clustering = data_for_clustering.sample(frac=0.1, random_state=42)\n", "\n", "# Standardize the data (important for DBSCAN)\n", "scaler = StandardScaler()\n", "data_for_clustering_std = scaler.fit_transform(data_for_clustering)\n", "\n", "# Incremental PCA\n", "n_components = 2 # You can adjust the number of components based on your memory constraints\n", "batch_size = 20000 # Adjust the batch size based on available memory\n", "ipca = IncrementalPCA(n_components=n_components, batch_size=batch_size)\n", "\n", "# Initialize an empty DataFrame to store the IPCA results\n", "data_for_clustering_pca = pd.DataFrame()\n", "\n", "# Perform IPCA in batches\n", "for i in range(0, len(data_for_clustering_std), batch_size):\n", " batch_pca = ipca.fit_transform(data_for_clustering_std[i:i + batch_size])\n", " data_for_clustering_pca = pd.concat([data_for_clustering_pca, pd.DataFrame(batch_pca)], ignore_index=True)\n", "\n", "# Incremental DBSCAN\n", "dbscan = DBSCAN(eps=2, min_samples=5)\n", "clusters = []\n", "for i in range(0, len(data_for_clustering_pca), batch_size):\n", " batch_clusters = dbscan.fit_predict(data_for_clustering_pca[i:i + batch_size])\n", " clusters.extend(batch_clusters)\n", "\n", "# Add the cluster labels to the copied DataFrame\n", "data_for_clustering['cluster'] = clusters\n", "\n", "# Visualize the clusters\n", "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(x=data_for_clustering_pca.iloc[:, 0], y=data_for_clustering_pca.iloc[:, 1], hue='cluster', data=data_for_clustering, palette='viridis', alpha=0.7)\n", "plt.xlabel('PCA Component 1')\n", "plt.ylabel('PCA Component 2')\n", "plt.title('DBSCAN Clustering Results')\n", "plt.legend(title='Cluster ID', loc='upper right')\n", "plt.show()\n", "\n", "# Plot the cluster centers (optional)\n", "if len(set(clusters)) > 1: # Skip if there's only one cluster (excluding outliers)\n", " cluster_centers = pd.DataFrame(ipca.inverse_transform(dbscan.components_), columns=selected_features)\n", " plt.figure(figsize=(8, 5))\n", " sns.scatterplot(x=cluster_centers['total_cases'], y=cluster_centers['new_cases'], hue=cluster_centers.index, palette='viridis', s=100)\n", " plt.xlabel('Total Cases')\n", " plt.ylabel('New Cases')\n", " plt.title('Cluster Centers')\n", " plt.legend(title='Cluster ID', loc='upper right')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "1fe2eeea", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ziyan\\anaconda3\\lib\\site-packages\\sklearn\\decomposition\\_incremental_pca.py:351: RuntimeWarning: divide by zero encountered in divide\n", " explained_variance_ratio = S**2 / np.sum(col_var * n_total_samples)\n" ] }, { "data": { "image/png": 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34i9/+Qvy8/Oxfft2/Oc//8GuXbvwzjvvYMiQIe2PufTSS/Hiiy/iz3/+M6666irU1tbi0UcfRXp6utex09LSMHDgQHz22WeYOXMmsrOzkZubG3RX42nTpuHqq6/GFVdcgdWrV+PYY49FSkoKKisr8fPPP2P8+PG49tprOz3GCy+8gO+//x6nnXYaBgwYgLa2Nrz22msAgFmzZnW5BovFgpUrV7b/f/fu3fj000/x5ZdfYvr06V5VPaGsd/z48fj444/x/PPP47DDDoNKpcLkyZNx4YUX4u2338app56KG2+8EUcccQS0Wi0OHDiAH374AWeeeSbOPvtsDBo0CLfffjseeOABWCwWXHTRRcjIyMCWLVtQU1OD++67r9Pn8cc999yDL7/8EscddxzuvvtuZGdn4+2338ZXX32FRx99FBkZGV1/aN1EpVLh0UcfxSWXXILZs2fjr3/9K6xWKx577DE0NDTg4Ycf7vaxhw4dijfffBOXXHIJDj/8cMyfPx8jR47EoUOH8Nprr+Gbb77BFVdcgf/3//5f+2Nmz56NBx54APfccw+mT5+O7du34/7778fgwYPhcDja9+vsHJ89ezZef/11jBo1ChMmTMCaNWvw2GOPhTXEyCQI0cp4ZphQCdQnJxC7du0S1113nRg2bJjQ6/XCaDSKMWPGiPnz54s9e/YIm80m8vLy/HY/VnA4HKJfv35i/PjxQgh3/w6lX0cwfP311+LUU08VOTk5QqvViqKiInHppZeKzZs3+93/jTfeEKNHjxYGg0GMGTNGvP/++3773CxZskSUlJQIvV7frT45QlDjvSlTpoiUlBRhNBrF0KFDxWWXXSZWr17dvk+gSqgVK1aIs88+WwwcOFDo9XqRk5Mjpk+fLj7//PMu3xPfPjMpKSliyJAh4k9/+pP43//+51UFFOp66+rqxJ/+9CeRmZkpJEny6l9jt9vF448/3t5rJzU1VYwaNUr89a9/FTt37vR6rjfffFMcfvjh7fuVlJSIhQsXBvU8CNAn5/TTTxcZGRlCp9OJ4uJir+MJ4b86Sgj3eee7vy+BHi+EEJ9++qmYMmWKMBgMIiUlRcycOVP88ssvXvso1VXV1dWdPo8vf/zxh7jssstEv379hEajEQCEJEni1Vdf7bCv1WoVN998sygqKhIGg0FMmjRJfPrppyGd4/X19eLKK68UeXl5wmQyiaOPPlr89NNPHaoTO3s/mORAEsKnjIFhGIZhesDSpUtx6qmn4pxzzsHbb7/tVdXFML0Jn3kMwzBMWJk5cyZef/11vP/++7j66qs7tARgmN6CPTkMwzAMwyQk7MlhGIZhGCYhYZHDMAzDMExCwiKHYRiGYZiEhEUOwzAMwzAJSVI1A5RlGRUVFUhLS+M23wzDMAwTJwgh0NzcjMLCwpBaEiSVyKmoqIjKMESGYRiGYXpOWVlZSJ2tk0rkKAP4ysrKOrTJZxiGYRgmNmlqakL//v3b7XiwJJXIUUJU6enpLHIYhmEYJs4INdWEE48ZhmEYhklIWOQwDMMwDJOQsMhhGIZhGCYhSaqcnGBxOp2w2+3RXgbjQqvVQq1WR3sZDMMwTJzBIscDIQQOHjyIhoaGaC+F8SEzMxN9+/bl/kYMwzBM0LDI8UAROHl5eTCZTGxQYwAhBMxmM6qqqgAABQUFUV4RwzAMEy+wyHHhdDrbBU5OTk60l8N4YDQaAQBVVVXIy8vj0BXDMAwTFJx47ELJwTGZTFFeCeMP5XPhXCmGYRgmWFjk+MAhqtiEPxeGYRgmVDhcxTAMwzCJiiwDdbsBayOgzwCyhwAhDLiMd1jkJCGSJOGTTz7BWWedhb1792Lw4MFYt24dJk6cGO2lMQzDMOGicgOw/l2gejvgaAM0BqDPSGDiRUBBcbRX1yuwyEkA5syZg4aGBnz66achP7Z///6orKxEbm5u+BfGMAzDRIfKDcDyRwBzLZBeBGhNgN0MVK4DGvcD0/+ZFEIneXxWvYQsC+yubsGGsgbsrm6BLItoL6lT1Go1+vbtC42m+3rXZrOFcUUMwzBMj5Bl8uCYa4HckYA+DVCp6TZ3JG3f8B7tl+CwyAkjf5Q34oGvtuCezzdjwVdbcc/nm/HAV1vwR3ljr61hxowZuOGGG3DLLbcgOzsbffv2xb333htw/71790KSJKxfv75925YtW3DqqaciNTUV+fn5uPTSS1FTU+P1HPPmzcP8+fORm5uLE044AQBw7733YsCAAdDr9SgsLMQNN9wQqZfJMAzDBKJuN4Wo0osA36INSaLtVdtovwSHRU6Y+KO8EU8t3YlNBxqRadRhUG4KMo06bDpA23tT6LzxxhtISUnBb7/9hkcffRT3338/Fi9eHNRjKysrMX36dEycOBGrV6/GokWLcOjQIZx//vkdnkOj0eCXX37Biy++iA8//BD/+c9/8OKLL2Lnzp349NNPMX78+Ei8PIZhGKYzrI2Ug6MN0BJFa6T7rb1nl6IF5+SEAVkW+GjtAdS12jAsL7W93DnVoMEwfSpKq1rw8dpyjClIh0oV+VLoCRMm4J577gEADB8+HM888wyWLl3a7nHpjOeffx6TJk3Cgw8+2L7ttddeQ//+/bFjxw6MGDECADBs2DA8+uij7ft8/fXX6Nu3L2bNmgWtVosBAwbgiCOOCPMrYxiGYbpEn0FJxnYzhah8sVvofn1G76+tl2FPThjYW9uK0qoWFGQYO/RzkSQJBRlG7Kxqxt7a1l5Zz4QJE7x+LygoaB+L0BVr1qzBDz/8gNTU1PafUaNGAQB27drVvt/kyZO9HnfeeefBYrFgyJAhuOqqq/DJJ5/A4XD08JUwDMMwIZM9hKqomsoB4ZMXKgRtzxtF+yU4LHLCQHObA1a7DKPO/7gBo04Nq11Gc1vvGH2tVuv1uyRJkINMMJNlGaeffjrWr1/v9bNz504ce+yx7fulpKR4Pa5///7Yvn07nn32WRiNRlx33XU49thjuUMxwzBMb6NSUZm4KQeo2Q5YmwHZQbc12wFTLlB8YVL0y+FwVRhIM2ig16pgsTmRauj4llpsTui1KqT5uS/WmDRpEj766CMMGjQo5Ioro9GIM844A2eccQbmzp2LUaNGYdOmTZg0aVKEVsswDMP4paCYysTb++RUUoiqcBIJnCQoHwdY5ISFQTkpGJaXik0HGjFMn+oVshJCoLLRggn9MjEoJ6WTo8QGc+fOxcsvv4yLLroI//jHP5Cbm4vS0lK89957ePnllwMOx3z99dfhdDoxZcoUmEwm/N///R+MRiMGDhzYy6+AYRiGAUBCJn98Unc8Tp5XGkFUKgnnTuqH7BQdSqta0NLmgFMWaGlzoLSqBdkpOpwzqahXko57SmFhIX755Rc4nU6cdNJJGDduHG688UZkZGRA1ckfRmZmJl5++WVMmzYNEyZMwNKlS/HFF1/wRHeGYZhoolIBucOAosPoNokEDgBIQvhmJSUuTU1NyMjIQGNjI9LT073ua2trw549ezB48GAYDIZuHf+P8kZ8tPYASqtaYLXL0GtVGJ6XhnMmFWFcUeJnsUeScHw+DMMwTHzSmf3uDA5XhZFxRRkYU5COvbWtaG5zIM2gwaCclLjw4DAMwzBMosEiJ8yoVBKG9EmN9jIYhmEYJulhkcMwDMMwTM+Q5ZhMcGaRwzAMwzBM96nc4FGq3kal6n1GUq+eKJeqs8hhGIZhGKZ7VG4Alj9Ck83Ti2helt0MVK4DGvdTr54oCp3o+5IYhmEYhok/ZJk8OOZaIHckzclSqek2dyRt3/Ae7RclWOQwDMMwDBM6dbspRJVeBPjMbYQk0faqbbRflOBwFcMwDMOEixhNwI0I1kbKwdGa/N+vNdI4CWtj767LAxY5DMMwDBMOYjgBNyLoM+g12s0UovLFbqH79dFrhhu38vKhhx6CJEm46aabor2UhGfOnDk466yz2n+fMWMGv+8MwzCeKAm4lesAUxaQM5RuK9e5tm+I9grDT/YQEnFN5YDv8AQhaHveKNovSsSlyFm1ahVeeuklTJgwIdpLiRnKyspw5ZVXorCwEDqdDgMHDsSNN96I2traoI+xd+9eSJKE9evXd7rfxx9/jAceeKCHK2YYhkkQ4iABNyKoVOSlMuUANdsBazMgO+i2ZjtgyqWJ51EM18WdyGlpacEll1yCl19+GVlZWdFeTkdkGagpBcrX0G0vnNS7d+/G5MmTsWPHDrz77rsoLS3FCy+8gKVLl2Lq1Kmoq6sL6/NlZ2cjLc2PazJInE4n5ET7Y2cYJnmJgwTciFFQ7CoTLwHM9UDtbrotnARMvyXqYbq4Ezlz587FaaedhlmzZnW5r9VqRVNTk9dPRKncAHx7O/D1P4Bv73Td3h5xN+XcuXOh0+nw3XffYfr06RgwYABOOeUULFmyBOXl5bjjjjsAAJIk4dNPP/V6bGZmJl5//XUAwODBgwEAJSUlkCQJM2bM8Pt8vuEqm82GW265BUVFRUhJScGUKVOwbNmy9vtff/11ZGZm4ssvv8SYMWOg1+uxb98+LFu2DEcccQRSUlKQmZmJadOmYd++feF6WxiGYXqHoBJw26KagBtRCoqBkx4ETn0MOOlfdHvigqgLHCDOEo/fe+89rF27FqtWrQpq/4ceegj33XdfhFflIkoNkerq6vDtt99iwYIFMBqNXvf17dsXl1xyCd5//30899xzXR7r999/xxFHHIElS5Zg7Nix0Ol0Qa3hiiuuwN69e/Hee++hsLAQn3zyCU4++WRs2rQJw4cPBwCYzWY89NBDeOWVV5CTk4Ps7GyUlJTgqquuwrvvvgubzYbff/8dku9VEMMwTKwTBwm4EUelAnKHRXsVHYgbkVNWVoYbb7wR3333HQwGQ1CPue222zB//vz235uamtC/f//wL843HqsYaiUeW7Od4rH548Mem9y5cyeEEBg9erTf+0ePHo36+npUV1d3eaw+ffoAAHJyctC3b9+gnn/Xrl149913ceDAARQWFgIAbr75ZixatAgLFy7Egw8+CACw2+147rnnUFxMQq+urg6NjY2YPXs2hg4d2r5WhmGYuENJwK1c520DAHcCbuEk/wm4yVRyHgXiRuSsWbMGVVVVOOyww9q3OZ1O/Pjjj3jmmWdgtVqhVqu9HqPX66HX6yO/uFDisb2sdIUr4z1SHpK1a9dCCIERI0Z4bbdarcjJyWn/XafTeSWKZ2dnY86cOTjppJNwwgknYNasWTj//PNRUFAQkXUyDMNEDCUBt3E/XdSmF1GIym4hgRMoATfZSs6jQNyInJkzZ2LTpk1e26644gqMGjUK//znPzsInF4lig2Rhg0bBkmSsGXLFq8yb4Vt27YhKysLubm5kCSpXfQo2O32Hj2/LMtQq9VYs2ZNh88gNTW1/f9Go7GD0Fq4cCFuuOEGLFq0CO+//z7uvPNOLF68GEceeWSP1sQwDNPrKAm47aKlkkRL4SQSOL6ixTfFQWMEWquBvT8BVVuBWfcBRROj8lISibgROWlpaRg3bpzXtpSUFOTk5HTY3utEMR6bk5ODE044Ac899xz+9re/eeXlHDx4EG+//TYuu+wySJKEPn36oLKysv3+nTt3wmw2t/+u5OA4nc6gn7+kpAROpxNVVVU45phjQl5/SUkJSkpKcNttt2Hq1Kl45513WOQwDBOfFBRTWkJX4SffFAdLHQkbSwOVYDeUAZ9fD5z5FFBYEpWXkihw4C8cRLkhkhKuO+mkk/Djjz+irKwMixYtwgknnICioiIsWLAAAHD88cfjmWeewdq1a7F69Wpcc8010Gq17cfJy8uD0WjEokWLcOjQITQ2du15GjFiBC655BJcdtll+Pjjj7Fnzx6sWrUKjzzyCL7++uuAj9uzZw9uu+02rFixAvv27cN3332HHTt2cF4OwzDxjZKAW3QY3frLr/FMcbDUkVfHXANo9IAhgy6WG/cBS+5JzCaCvUhci5xly5bhv//9b7SXEfWGSMOHD8fq1asxdOhQXHDBBRg6dCiuvvpqHHfccVixYgWys7MBAE888QT69++PY489FhdffDFuvvlmmEzuEJtGo8FTTz2FF198EYWFhTjzzDODev6FCxfisssuw9///neMHDkSZ5xxBn777bdOk7xNJhO2bduGc889FyNGjMDVV1+NefPm4a9//WvP3gyGYZhYR0lx0BiB2l30f0MmoNZSHqfWQIKnNUGbCPYikvBN0khgmpqakJGRgcbGRqSnp3vd19bWhj179mDw4MFBV291wF8SWd4o//FYJiTC8vkwDMPEAjWl1EdNrQUObiJBo3Z71eG00U/+OMDpoL4zMVie3Zt0Zr87I25ycuKCYOOxDMMwTPKipDjs/Ym8/qoU931CADYzkJILpPQB6vYkbhPBXoBFTriJ0YZIDMMwcU0i9ZNRUhyqtlKSsd1CISrZQQJHo6cBn0pEIJGbCEYYFjkMwzBMbJOI/WQKiqlM/PN51F9HtgEqDXlwcoYCxmzK6QzURJAJChY5DMMwTOwSpZE5vULRRODMp6mKqrUWSC+kEJWjLfiilUTycEUAFjk+JFEedlzBnwvDJCGdjczJGQEc3Aj88iQw/VYgJ0C5dqxTWAKc8IDbU1W3p/Mmgp4koocrzLDIcaH0izGbzR0GXTLRR2la6NnXh2GYBCfQyBxzLZVet9YA9XuAhnKgqCR+jXt3ilYS2cMVRljkuFCr1cjMzERVVRUA6uPCE7GjjxACZrMZVVVVyMzMjO74DoZhehd/I3PMtWTgHW00MgcAdMb4N+6hFK1EcSh0vMEixwNl8rYidJjYITMzM+jJ6AzDJAi+I3OE8G6e57QBag1gzAT0A5LHuMfwUOhYg0WOB5IkoaCgAHl5eT0eXMmED61Wyx4chklGlH4ylevIQ2FtpvlO2hTvfjL69OQy7lEcCh1vsMjxg1qtZqPKMAwTbZR+Mo37yUujMVIvGaED2hrd/WQUb0ayGPcoDoWONxLYn8cwDMPEPQXFrjybEjLeThvgcHlwCifSzECFZDHuUR4KHU+wJ4dhGIaJbZTqo9pSYNnDQF0p0LfYO+9GMe7J0DzP18OVXkReLLuF3oMID4WOJ/gdYBiGYWIflQroMwI4+kYgox9Qu4NydGQH3QbbPC9R8PRwmeuB2t10WzgJmH5LfFaYRQD25DAMwzDxg2Lc25vgVQbfPC/R4KHQXcIih2EYhokv2Li74aHQncIih2EYhok/2LgzQZCEspdhGIZhmGSARQ7DMAzDMAkJixyGYRiGYRISFjkMwzAMwyQkLHIYhmEYhklIWOQwDMMwDJOQcAk5wzAM4x9Z5l40TFzDIodhGIbpSOUGV1fhbUBbAyCpgdzhwBHXAEUTo706hgkKFjkMwzCMN5UbgOWPAA37aeijtRWQbUDNTmD/CuD4O4Hx50V7lb2P4tlqqwcsTYAhAzBmsocrhmGRwzAMw7iRZfLgNOwHLA2A0wpoUwBVKuC0A601wPcLgJxhQGFJtFfbeyierQOrgcYD9L5o9DQstGgyTQVPprlZcQJLT4ZhGMZN3W4KUdktZMgNmYBaC0gSoNEBKbmApQ747SUSRMmA4tna9zPQdAAQTkBrognojeW0ffkjtB8TU7DIYRiGYdxYGykHx9pKHhxfVBpApQWqd5AgSnQUz1ZrDeB0ALKTwlQ6E2DMAoSDtrfWAhveSx7hFyewyGEYhmHc6DMoyVi2kaDxRXaQZ0c4SRAlOnW7gertJGysjSRuJMl9vzYFaGuk+6u2JYfwiyNY5DAMwzBusodQFZXTQTk4nggB2MyALoXCWPqMqCyxV7E2Ao42l/BzdhR+KjUJPklF+yWD8IsjWOQwDMOEiiwDNaVA+Rq6TaQQhUpFZeKmLMBcAzhtgJDptq2Rkm21RiB/NAmiREefAWgMJGRUavJkeSI7SQAJmfZLBuEXR3B1FcMwTCi094/ZTlfuGgPQZ2RiVdcUTaQy8e//BVjqKQdHrQUM6SRwMgcCxRcmR9l09hD6fCvWkoAx1wIGrTtkZW8FjDkkAIsmJYfwiyNY5DAMwwSLUmVjrgXSi6jCxm4GKtcBjfuB6f9MHKEz/jwqE1/5IvXHEU4KUeWPJoGTKK+zK1QqErCN++mzVqkpMVutp+ozlRZQa6jqLFmEXxwhCSFEtBfRWzQ1NSEjIwONjY1IT0+P9nIYhoknZBn49nYSNLkjvZNPhQBqtgOFk4ATFySWoevJaIdEGgvRWZ+cfocnl/CLAt213+zJYRiGCQalyia9yFvgAPR7epG7uiZ3WHTWGAlUqu69nkQL6xUUA/njueNxnMEih2EYJhiUKhutyf/9WiPgqOTqGiBxw3rdFXxM1GDpyTAMEwxKlY3d7P9+uyVwdU0iV2P5ojTPM9dSWE+fRnks+jT63cxN85jegz05DMMwwaBU2QTKyWkqp5wc3+qaRAvbdEWyhvWYmIQ9OQzDMMGgVNmYcijJ2NpMPVOszfS7yU91jRK2qVxHfWdyhtJt5brEnXUUVFiPm+YxvQOLHIZhmGApKHblk5QA5nqgdjfdFk4Cpt/i7ZlJ1rBNT8J6DBNmOFzFMAwTCp5VNp2VRidr2Ka7YT2GiQAschiGYUIlmCqbZK3G8myeV+MSeVojeXCayv2H9RgmQrDIYRiGiQSeYRt9Wsf7/YVtEqV5nhLWa0+4rqTXWjiJm+YxvQqLHIZhmEgQatgm0aqwgg3rMUwEYZHDMAwTCUIJ23DzPIaJCCypGYZhIkUw1VjJWoUVCsnUTJEJK+zJYRiGiSRdhW2StQorWBItjMf0KixyGIZhIk1nYZtkrcIKhkQN4zG9BoerGIZhogk3z/MPh/GYMMAih2EYJpooVVhN5VR15YlShZU3Kvma54USxmOYALDIYRiGiSbdmYmVDPAMLCYMJNlfDcMwTAwSykysZIHDeEwY4MRjhmGYWICb53nDM7CYMMAih2EYJlYIR/O8RBkNwTOwmDDAIodhGCZRSLSeMjwDi+khLHIYhmESgUTtKcNhPKYHsMhhGIaJd3x7yij5K0pPmZrt1FMmf3x8igOegcV0kzg82xmGYRgvAvWUEYJK0TVGoHwtUFsavTUyTBRgTw7DMEy846+njLkWqN0FWBqo747TBix7GDj6xvgMWzFMN2BPDsMwTLzj21PGXEs5OuYaQKMn8aPRAXWllLdTuSG662WYXoJFDsMwTLzjORpClsmD42gDDJmASkPix5QL9C3mmU9MUsEih2ESFVkGakqB8jV0y0YtcfEcDXFwI9BaQ3k4ThvQ1kjenJyhtB/PfGKSiJBzcg4cOIDMzEykpqZ6bbfb7VixYgWOPfbYsC2OYZhukmj9UpiuUXrK/PIkUL+Htqk1QEouCRxTDm3TGqnfDM98YpKAoD05lZWVOOKIIzBw4EBkZmbi8ssvR0tLS/v9dXV1OO644yKySIZhQkDpl1K5DjBluQxcFv3O+RiJTUExMP1WIHc0kD8W6D8F6He4W+AAPPOJSSqCFjm33nor1Go1fvvtNyxatAhbtmzBjBkzUF9f376PECIii2QYJkh8+6Xo0wCVmm5zRgCN5XSlX72Dw1eJSs4woKgEcFgAfbr/mU95o5Jr5hOHbpOWoMNVS5YswSeffILJkycDAI455hhccMEFOP7447F06VIAgOT5x8QwTO8TqF+KUk7cWkOhjIZyMoQcvko8eOaTNxy6TWqCPssbGxuRlZXV/rter8eHH36IQYMG4bjjjkNVVVVEFsgwTAgE6peilBNrjYBaD+iMHL5KZJT8nIISwFwP1O6m28JJwPRbAhv3RPN4cOg26QnakzNkyBBs3LgRw4cPdz9Yo8H//vc/nHfeeZg9e3ZEFsgwTAh49kvRp1F4wrOc2GmjZFRjJqAfEP/t/iNFIkzyDnXmU6J5PBJ91AUTFEF/sqeccgpeeumlDtsVoTNx4sRwrqsDDz30EA4//HCkpaUhLy8PZ511FrZv3x7R52SYuMOzX4rS0t/SAGhT6HebmcSOkqvhW06caFfy3aFyA/Dt7cDX/wC+vdN1e3t8XvUrM5+KDqPbzgROonk8AoVuAf/nPpOQBO3JWbBgAcxms/+DaDT4+OOPceDAgbAtzJfly5dj7ty5OPzww+FwOHDHHXfgxBNPxJYtW5CSkhKx52WYuMI3H0NjpJb+QufdL0X50vcsJy5fD/z+AlCzExBOEkN9RsXvlXx3SNRJ3p2RqB4Pf6FbT7iUPikIWuRoNBqkp6cHvF+tVmPgwIFhWZQ/Fi1a5PX7woULkZeXhzVr1nBvHobxRMnHWP8uULGOQlQSOvZLAdzlxPtWAKteprwNtQZQ6cgLZK5JXOPuS2fGPmcENdn75Ukq0c7pxCsSb4Ti8YinSeC+oVtfuJQ+KYjbAZ2NjaS+s7OzA+5jtVphtVrbf29qaor4uhgmJlDyMWpLaShjXSm19Pc0zEo5cXo/4PeXSdCYcgG1lrw/bU2AtYWMwcoXgDOeJgGUqCRrZVqiejyU0G3lOm/RCrjP/cJJyVVKn4TE5aWIEALz58/H0UcfjXHjxgXc76GHHkJGRkb7T//+/XtxlQwTZVQqoM8Imjqd0Q+o3UHeGdlBtzXbAWMO/b+tnjw9Gh0ZA+EkD5C5Dmg4AGz/BvhsXnzmZgRLslam+Q739CVePR6eoy5qtnc895OtlD5JictPd968edi4cSPefffdTve77bbb0NjY2P5TVlbWSytkmBiis3LiiRcDrbWASkuDHAEy9OY6ulVrXVfAAji0KXEMuz98jb1vZZokuSvTckcmzqBL32R1T+K9eWB3S+mZhCFk3/P+/fvRv3//Do3/hBAoKyvDgAEDwrY4f1x//fX4/PPP8eOPP6Jfv36d7qvX66HX6yO6HoaJCwKVE1euI6+NEqJS6yhMJTsoSVkIwOEgAZQzDGg5GJ9JqMHgG97wV5mWkuu/Mi2eclV8SfTmgaGW0jMJRcgiZ/DgwaisrEReXp7X9rq6OgwePBhOpzNsi/NECIHrr78en3zyCZYtW4bBgwdH5HkYJmFRyok90WeQl8LWTOJGKyhMpdLS/bITEDJgyKAflToxDLs/elKZFu94JqtXb6fXpTGQx6P4wvj3ePg795mkIGSRI4TwO76hpaUFBoMhLIvyx9y5c/HOO+/gs88+Q1paGg4ePAgAyMjIgNFojNjzMkxCkz2EQhGWGsBhdeUtOAG1mm6dNjLueaPJuCeSYfdHdyrT4i1XJRDs8WASkKBFzvz58wHQfKq77roLJpM7Oc/pdOK3336LaEPA559/HgAwY8YMr+0LFy7EnDlzIva8DBMS8dYp19N7AZCQsbUATisgQAKnaBIZeSDxDLs/QqlMS7TqHPZ4MAlG0CJn3bp1AMiTs2nTJuh0uvb7dDodiouLcfPNN4d/hS54wjkTMwQSMvHaFt/Te1G1lYSM3Qyk5gN5Y9wCJ1ENuz88K9OWP0KVaYmWq8IwSYAkQlQPV1xxBZ588slOGwPGKk1NTcjIyEBjY2Ncrp+JAXyFjJCBjCIy/Pt+ASx13p1ym8opxBEPzfQU8Va+GtjwDmBvo9JzX8OebFUp/sRr3qjQclXizcPHMDFGd+13yCInnmGRw/QIz5b/WhPQVEGl1jYzIByALgUYMNXt+QDI+1GznUTQiQvix7CFw7AnEj0RKfHq4WOYGKK79jvkxOPW1lY8/PDDWLp0KaqqqiD79IjYvZuHnTEJiGfLf1Mutfh3tJGw0RiA5krqDly5ASic6E5QjddS43AmoSaCF6O7uSrJOAuLYWKIkEXO//t//w/Lly/HpZdeioKCAr+VVgyTcCgt/9MKgept7gZxAFUhqVQAVIC9lRrIGbPjv9Q4HEmoyezFSNTBlwwTR4Qscr755ht89dVXmDZtWiTWwzCxidLyX3a6G8QpqFSApCKjpjbQ/dZmwOByqSZDRZI/EsmL0R1vVKIOvmSYOCJkkZOVldXpUEyGSUiUlv/WJuoQrPL401FGIjjbXLdW6q8CJFdFkieJ5MXorjcqUQdfMkwcEfK3ywMPPIC7774bZnOAYW4Mk4goLf8t9QBU1AnXE0lDPWVsrSRsJLX3IMDxF1Dflc2fAps/A6p3xP/Mo84IxYsRyyjeqMp1gCnL1RAwK7gBnYk6+JJh4oiQPTlPPPEEdu3ahfz8fAwaNAhardbr/rVr14ZtcQwTMyhN8xr2Ac0HyaNjzCKxYzMD+lQgaxBQs5OGOLZWu9viF00CVjwN7F9J4xMgAbpUYMCRwLQb4idkEwqJ4MXoqTfKdxaWp9hLVg8fw/QyIYucs846KwLLYJg4oKAYmHEr8MtTwO5lQMshMtambPJM2FuBosNosnd6AV2h25qB7+4EDm0GoPIY9tgClC6lgZcnPZh4QsfTi6FP63h/PHgxgvJGbQV2/QCYMjvm6nRn8GUiVKIxTAwRssi55557IrEOhokPCoqBc14Gtn8N/PEx0FhOBk+IjsMMZRlYdBtQUwpAIq9Pm4X2hUSNBKu2krcgHnJTQqE7XgxZppBe1VYAgrot5wyL3vvSlTfKbqFKux8eBDQ6/7k6oQy+TOZKNIaJECGLHABoaGjAhx9+iF27duEf//gHsrOzsXbtWuTn56OoqCjca2SY2EKlAkbPBkae2vlVd91uoGI9JSEr3ZFVWkDlEkWyk/J29v6ceBU2oXoxKjeQh2z/SvJyQQC6tOiG9DrzRplr6bO1m4GUbBqBEahyLJieQ4lUicYwMUTIImfjxo2YNWsWMjIysHfvXlx11VXIzs7GJ598gn379uHNN9+MxDqZRCce3fRd9ZGxNlIIy24hgaM1uO+TJEDSUz5PcyWVnScawXoxKjcA395OIT1J5e4/ZGsGdkUxpBfIGyUEeeesTUBmfyCtgO7rLFens3MlkSrRGCbGCFnkzJ8/H3PmzMGjjz6KtDT31c0pp5yCiy++OKyLY5KERHXT6zNc/XOcgFrb8X4hk9Fy2oG2xvgUel2tuSsvhiwD698h0aDSUDK3gjqb3pea0uiE9AJ5o1qqaaSHPo3CaZ6huO70v+F+OgwTMUIWOatWrcKLL77YYXtRUREOHjwYlkUxSUQiu+mzh1DJcdUW6q0j1N7eAKedSs21RqD1EHkz4knoBStOO/NiKCE9IVPFmSeSBOhc50P5uugYeX/eKKeNztPCSe7xHZ6EWjmWCJVoDBOjhCxyDAYDmpqaOmzfvn07+vTpE5ZFMUlCorvpVSpg3LnAru9d/XOs5NERApDttI8ulaqzNr4HOKzxI/TCJU6tje4+Mio/X0cqDSBAYb9oGXlfb5S5Afj1ae/woyehVo4lQiUaw8QoIVuOM888E/fffz/sdvqSliQJ+/fvx6233opzzz037AtkEphEaRjXGSNPBYbNAvTpgEpNXgDZTmInvQhI60uNBO1tJOz0abSfIvTMtST0YqlxoK847cma9RluD4Zvg0VlmwQqvY+mkVe8UUWHAUOPo4nsTeWuSjkPlMqxvFHB979Rcn/CdTyGYdoJWeQ8/vjjqK6uRl5eHiwWC6ZPn45hw4YhLS0NCxYsiMQamUQlkJteCKCtiZJy2+rjOylXpaLqoAFTKH+joAToPwUYcBSQmgek5FCn5Ix+8SP0wilOs4fQ1HZJ5aqq8kAIOgegAopKYsfIK7k6phzyNlqbSYx5drj27X/Tm8djGKadkMNV6enp+Pnnn/H9999j7dq1kGUZkyZNwqxZsyKxPiaR8eemN9fSFG9LA20XMvDLv4FjbgGKJkZztd1HaSLomb8iO8krUFAMrHkjvvIxwplDolJR88RDf1B1lbnWnZtja6HPP38ciYBYMvKh9L+JxvEYhgHQzT45AHD88cfj+OOPD+damGTDt0TXUke5HtYWSsp1tJFnoPQH6p8y6nRg9BnAkOk0OiGeCFRlVLcb2PB+fOVjhDuHpKCYSsSVPjltjWjvkzNwKnDU9bFp5IPpfxPN4zEM0z2Rs3TpUixduhRVVVWQfeLur732WlgWxiQBniW61dsBcw3Q1kzTvB12ysWQBSDMgMMMrH0d2PAukDscOPomYPx57mPFQ/m1vyqjeJxvFIk1K52kY6njcTB01Ssp2sdjmCQnZJFz33334f7778fkyZNRUFAAyTcmzzChoLjpVz5P+QcOizvZVAAQPsmoTiuFNb78O/0+/rz47rPTnflG0SZSa1apgD4j6IdhGCYMSEL4pvN3TkFBAR599FFceumlkVpTxGhqakJGRgYaGxuRnp4e7eUwnhxYBXx+PdBc5cpZcVAlEjo5PVMLgAvfAn7+d8dS5qZySuSMxfJrf/gTanmjYjsfIx7XzDBMXNJd+x2yJ8dms+Goo44K9WEM0zmGLNeEbieFPCTFldMJLZXAOxdSGXbRpI59dqq3AytfAA7/Cx0/FkNYCuHOx+iN8F2s55DEQwiTYZiIErLI+X//7//hnXfewV133RWJ9TDJSvYQyrWp3kYhqmD9i+ZqMmJqDZA1mASOJFESs7kGqNlBOR7GrNgPYYUrH6M3w3fhzCEJpyiJ5xAmwzBhI2SR09bWhpdeeglLlizBhAkToNV6z+T597//HbbFMUmESgUccQ2w50eg+SAoKSdInDYyag1lrt4zuUD9XsoRkVTk6dGZYruDcLiI1zEZ4RQl8foeMAwTdro1hXzixIkAgD/++MPrPk5CZnpE0URg5r3A1/MBa2tojxWCjGNrNdCwH1DrAEO6a86QoeOoiLyxJIQSKZTR2ZiMnBHAwY3AL08C02+NraqlQKKkYh154SZeBBRNDu4zSvRRIQzDhETIIueHH36IxDoYhig+H5AEsPg+oLk8tMfKDgASiR2lW25KLo1UANzdeA+sAj6bB7QcSqxQRqBOxEqDxdYaoH4P0FBOHYRj4fUGEiVOG/XLadpKr6nPKEpq7mrNnu8BQJ2znTYSvfo0nujNMElGjzqqHThwAJIkoaioKFzrYRhgwgVA7ghg0W3A/t8ABJqBpKJwlFJm7rABznr6XXZSEnPmQO+H2C1k8O0WEjaxGsroTn6Kv07E5lrylDjaqMwbAHTG2Hm9/oSZ55r1afQ5arTBeXaU98BuoX0tDfR4SQ0YM4GsQXR/LHWQZhgmYoQscmRZxr/+9S888cQTaGmhWTNpaWn4+9//jjvuuAMqdgHHHvFYZVJYAsz5Gvj1GWD5o4C92WcHiYZCyk64m+qAvEAC9LtDydXZB2QOoPlQNdvJ6OUMc3frjZVQhvI5la8Gdi+j3CSHNXhPk28nYiFI0DnaAEOmy6OhIWOvHxD91wt0FGa+axYyzXCyW4Lz7OgzaABqxXoSu9oUmmQuOygR3dIAZBTFVgdphmEiRsgi54477sCrr76Khx9+GNOmTYMQAr/88gvuvfdetLW18ZDOWCOeq0xUKuDoG4DB0yi8VL2djKBa55rm7XBd/atI2Gj1LtHjBOAqQ5dtQGsV5epUrKftxkxXo0Hh9h74Dpbs7VCG8jkdWA3U7aLXkdqHPFraID0vvp2Irc1k1LUpHcN30X69Cr7CzHPNAH3GwkmdkIXT27Pj7z3JGkQT3a1NQFqB+/NVawFVBtBcCThyaT+GYRKekC/f3njjDbzyyiu49tprMWHCBBQXF+O6667Dyy+/jNdffz0CS2S6jZLQWbkOMLn6xKi1VMH01c1kVGtKyYMQyxQdBpz9AjBkBqDR0ZU6AEAC1Hq61eoodAWQhwcgY9iOcJWmOykcsvMboHQxUL+fBADgGiwZhVCG8jlVrKWp6yoNlby3NVGIpqWKGh+21pLnJdDn5TvN2lLvEgmCvCAaPZAz1G34o/V6PVGEWVM5rdNpo89IpXELM1mm12HIpCRyIZPQzR1Jn6Xne1K/1zU3K41es9NG+ys5Pvo0Omfq90bvNfsiy/R3WL4mPv4eGSaOCNmTU1dXh1GjRnXYPmrUKNTV1YVlUUwY8E3otNRRjkJLNU13dljJgKb2AQomAsf8A+g3KdqrDkxBMXDJh8C2L4F1/+dOpJUdFILRZwBtDXA32OmimaDDCjRVupJxi4C+48hw9vYwTM/PKa0AaCyjcnfFMFvMgKWRvE86EyVNd+Z58ZxmXbGOjiGBPDg5Q0kAKcTC8E/fERH6DAAqWpvTRoJVCPdkctlB29Ra/94oayPdVzgJqN9NwsZuocekuDw4lobYycmJZ08rw8QBIYuc4uJiPPPMM3jqqae8tj/zzDMoLuY/ypjBM6Gzfbq3K7fBYQUgyMA2VdDPrh+AY24Gpt8c7ZUHRqUCxpwBjJrtzl3Z+jmw91eaeaVc4TttHrk5zk4OKFFYqPkgTT03ZQGDjgk8WDISuU2en5PDSuuRnG4vjFoLCr2pyGCb6+h1dxZeUjoR15YCyx4G6kqBvsXea42l4Z+ewqx6G4kyWzOQXkhzsGp2eHt2PCvmtEbAUekWLUr4S2sA+h1BYSunnd5HfToJfHtbbOTkcD8fhok4IYucRx99FKeddhqWLFmCqVOnQpIk/PrrrygrK8PXX38diTUy3UFJ6NQYyYNjt9CXvaPN//4OC7BsASVnnvRgbCcmK112c4cB4/5E+Trlq0kESCoSCMIlDDrrnCxJtJ9wiQq1Fhh/gf/XHqkrbs/EWyFTFZClgQSORu8K4dhpTeoUWufu5cD48zv/jJRhl0ffSIa0dkdsD//0HBFRvhrY8A6JEa0JXp4d35CbrzfKNy/J4CFmYknYxVo/n3gsTmCYIAhZ5EyfPh07duzAs88+i23btkEIgXPOOQfXXXcdCgsLI7FGpjsoV7St1WQ01TrK6egMIQO/vQA0HwKOuSk+riLVGmDqteSxKF9LgkFpESP8eXF8w1iCXrcxi4y+PrXjQyJ5xe2VeJtOIqS12pVrBJfwkWjdNjOQ0ofCbMEmC3t5SbaT10NjIEMfa4M0PcVr3mj/np2cYe6Qmz/REi9T3QP1NAJ6PymcQ2ZMAtOtPjmFhYVcRRXrKFe0e39yV6gE7DfjiQB2/wA424DptwC6tNi/uisoBmbcCvzyFIXdnDIC5+YI2qbSkOdGdlC+R2EJiRjfXI1IX3H7eh7SCykvRzjo43LaSaDaLeTFyB3hnVMSzBV4rA/S9Ecgz45aR59ZZ6IlHoSdv55GnviG4SIFh8yYBKdbIqe+vh6vvvoqtm7dCkmSMHr0aFxxxRXIzs4O9/qY7qJc0VZtpZlOzgBhKn84rEDNTuDzG+iqOZReLdGioBg452Vg+9fA6teAst/J89Gek+PZS0dFVVpOVxJrWj4JHn9JuJG+4vaXeKtLp/Chw5U0rNW7E4fVOndOSShX4L6DNJWKnlgWPX49O0GKllgXdr6l8770RlJ4rIXMGCYChCxyli9fjjPPPBPp6emYPHkyAOCpp57C/fffj88//xzTp08P+yKZblJQDMy6D/jkKjJoweIwk3FQ64CiNDIODkvsX92pVMDo2cDIU91ip2I9VV0JD7Gj1pGHBHAZv6FAc4X/XI3euOL2TbzVaKm/T1o+iSjPRNua7bROWzPw42PduwJXxFHVNnpvJDVNgD/yr+TRikW6I1rCOSE93Ph68DwFdG/lDsVSyIxhIkTIImfu3Lk4//zz8fzzz0Otpn4kTqcT1113HebOndthaCcTZYomAkf/jfri2EMYeimcJGzKVlEDtbyx8XN15yl2akuB7d+Q6KnZSQbSaSNPTko+eUfMNYFzNXrrijtQeCY1j4SUrcUdnhl/AX0G3bkCV8ITDftp7bZWEnx1O4GyFcDxdwLjz+vZa4kUsSxaQiUWcodiJWTGMBEkZJGza9cufPTRR+0CBwDUajXmz5+PN998M6yLY8JEvyNohlP1dnReUu0H2UaGt6EMKJwIZPSPn6s7pcKozwjgqOvdgmfvz+5KLCE6D3uE64o7mNyZYMMz2pTQrsCV526rB1a9Sg0Q2xooDKkzAboUynNprQG+XwBkDydxzESWaOcOxULIjGEiTMgiZ9KkSdi6dStGjhzptX3r1q2YOHFiuNbFhJPsIUBhMU2gdli6dwzZTiMHGg5QWa6lLvZzOjzxFTzBhj3CccXdneqVzsIz5WuCvwL3fG5LvavTr6tU3ZTjMfZAR6/FXAf8/iJw5rOx/XkmCtHMHYqFkBnDRJiQRc4NN9yAG2+8EaWlpTjyyCMBACtXrsSzzz6Lhx9+GBs3bmzfd8KECeFbKdN9VCrgiGuoaV7jfnTePKYzBNBSCbQeAj64jAy+0iU4lpOSfQk17NGTK+6eVK8EWmewV+BNlRT2Up5b4xpnYDNTorXTlVCuoNbQT82O+PDURYJo9IuJVhguFkJmDBNhJCFESBavqynjkiRBCAFJkuB0hhgaiTBNTU3IyMhAY2Mj0tPTo72c3mfT/4BvbqUclHCgNQFFk4DUfNeXYk7sJiWHg1ANoCwD394e+EpZSSI+cUFohiSY4xaUABBA5Xr3Pm2N1FLA2uwaaGqknB8Fp53ygNL7Aqc9QTPDuvva45Fk7Rfj73XnjYqdcnuGQfftd8ienD179oT6ECZWGH8eNVP7dB5QFYYEcbuFqpf6HQ4Yc4DGcvqyjOWk5J4Q6hV3pKpXgrkCH3Q05d94Prc+nX4sTeSxcdroR62j++2tdL8h0zsPIxmMfzL3i4n1cnuG6QEhi5yBAwdGYh1Mb1FYAlzzE/B/5wJ7vu/hwQRV5+xfCRjSyYuw9QsysKNnh2W5cU0kq1e6CqHJjo7PLUlA3hiaau5oo8Rr2QnATgJHrac15Y1252Ekg/HnfjGJVbnGMB50qxlgeXk5fvnlF1RVVUGWvbvo3nDDDWFZGBNBVCrg8k+ADy4Htnzaw4O5Zj8puR3mOuCnx6nkuWiy21jW7QYstUDVDjIiaQXAkOnkUYgWkQ7BRLp6pbMr8JpS/8+dkkshxgOrqdmgtZnmmykjJTIHuvMwksX4c78YhklYQrYwCxcuxDXXXAOdToecnBxIHl8KkiQln8ipWAu8dDzaxwVc/T1dTccD578BlP0GfHwNUL+7+8cRAoCgDsJCpn40S+4F+oxyzxk6tAVo2Ovu4qvWk/GYcB4w9pzed4+Xrwd+ex449AeFbIxZ5OWaeHH4PBO9Ub0S6Aq8s+fOGkxi1GmjsR2QKUSVN9o7DyNZjD/3i2GYhCVkkXP33Xfj7rvvxm233dZlEnLCc6/vFbgAXjrOdV+cfCH2nwJcvwbY9iXw6zNUniwcoR1DkiAcdghzLYSkgtOQBa0AJHsbsGsp9WNx2lyhEZCBlx00GXv5I8DmT4DB03svx2PT/4Dv7qa+MEqlmaqM+ugc+oOmsIdjHdGsXunqubMGAcfe3Plssp4Yf6eDpqW3HgRS+kbfa9cZ3C+GYRKWkL91zGYzLrzwQhY4HQSOn/v7FgMjTgaOmQ9oDZ3vH01UKmDMGcCo2dQZeP0HwK4lgCO4DslOqOBsrQOEQL2UDqdVjTRhhk4qhx5qqtiBDECi/izCiXZxITuo+27F2t7J8ahYRwKn5RDNrVLryfvkdNDgywOrgW/vAP78MXVF7inRbPjW0+furvHf9D/g5ydJTMkO+sxT+kTPa9cV3C+GYRKWkEvIb7nlFmRnZ+PWW2+N1JoiRthKyCvWuj02wTL6TOC812Pryz0QskxiZ8m9QO3OTncVkNCiSoVatqNNkwa7ygRJtkPjNEOSAINGA4OtBhLgEjiu0JYS3oNEN0OOpzye7CHA4X8BDFnhN4ayDHx6LbD5Y/pdrXN5mFxhNk8y+gNTrgGOvC48a4hmCXZ3n7s7JfCb/kci0dZKITCAmhAqic65w3vXaxcsHRKsfTxu02+JrfUyTJLRXfsdsshxOp2YPXs2LBYLxo8fD61W63X/v//971AO16uETeTcm4luN9QruQI49eHY9uwoVG4APr2OQjh+EJBQpR+ASjkLQ+R9sKjTIAtA52hCq9DDKKxQSU5koxkAIElqDzHhmgouqWhbn1HUVdlcB2QMoPtM2cCo04DDrghPqKOmlJKta7YDKg09nyyDvEx+UOmAwccAs+5JXgMXivF3OoCXZlBn7bQCajZorqUwpUpDj9OlUg+WlNzYq8zifjEME7P0Wp+cBx98EN9++237WAffxOPkoLsdgwGsW0g/E/8MnPVs+JYUCQqKgb/+BPz6FLDyBRIgEOQBScmBVZuBhkYZKp0BslUNtbMNaqcNbdCiUtUXg+QDUMPR/m4JAG7/gc972Fzp6sJrA+p3AXYr5Qbt/Rn47QVgxq09HxxpbSRhA8nlvREIKHCgouff8xPwxXzg1MeAfnGSUB5OQgl57V5O4kfx4LQ1kcBR68gLpDGQeNClkfiJtcos7hfDMAlHyCLn3//+N1577TXMmTMnAsuJF1xeiG4iAGD9W3Csfws1Jz6H/CPOh0qj7eph0UGlAo6+CZg6r0Mi6f6NK1G6+GUMwwEAgN7ZioPIRqWmH5qQhj6iHlmirf1QshBKgMqF5PbsKMMybWb6v0YPSHryBtTvoxAI0DOho88gAyyp6LjoTJTLrqiaDahYDbwxGzj8KmDmXbGbQBspgjX+rQdJPGr0JCadNkCldYe5VCrAKQPOttitzOJ+MQyTUIR8iaLX6zFt2rRIrCV+uLr7TfSEx380Auj77XWwPZCP3z57AbLcAw9RpFFrgOEzgYmX0K1aA02/iXg/+xq83+dGfJp7NbZKQ2GRUuGABirIqJayIUGCEzSxXgUZ7nwc5Qd0pa9Lo8RfCLril1xCUqWhH2sL8MtTFBLpLtlDgKISQKt3bQjh/ba3Ar/+F3hyIuWdJBuK8S86jG4VgSPLFAYsX0MCRqWmajpZJtHq6d2VZZeANboqs9q4LJthmIgSssi58cYb8fTTT0diLfFDN/vgCOUfH9uqhxOT1v4T8++6E19tqIhtsePBoJwUDM1Px0ZLLn41Ho8nVZdih2YY0kQzimR6HWs0h2FX6mRYJSOEr+dEUpG40RiAtgaqulJrAdlGBtBucRlMOwmhxgPkTeouKhX1wckZRs/dHZrKgM9vBDZ84P9+T6NfU+rK+UlQKjdQYvLX/wC+vRPY9CEAFU2olyT6UVL+hCDvmS4FSC/ksmyGYXqFkBOPzz77bHz//ffIycnB2LFjOyQef/zxx2FdYDgJ+4DOrsrIPWgXOJ2wW/TBCbYnkGrQY8FZ43HahEKoVLGd5/RHeSOeWroTFY0WHGxsg0kjoR8OQmNvhk2TisyiUchO0WFQzXKMq1uMw0wHoXeYXf1XDJSI2lpF3hpzrfvA7SJEUEhLpSMvwSmPAgOO7FnORPl64OMrgbp9gLB374XrUoHLP/ceYlm5AVj/Ds3zspupv0zhxPA2GIwVAo572EAtASC5QpBOqqqT7RS66n84NSPs7nDSRCMZBp8yTBjoteqqK664otP7Fy5cGMrhepWITCF/ZApg2dblbsG8y04Af7Hfgh/liQCALKMGC84Zj5PHFsS02PmjvBEfrTmAb7ccRJPFgVS9GhlGLQblpiI7RQchBEqrWjChKB13TtVDZWtyddoFJaeuegUoX+sqVxfkzQHoTROuEIhScT5sFvXd6emgyIp1wOK7KZm2tTb0BogAja2Y/W96bsWrUVPqXY4uucI84Wow2FPCYVQ7Ky1vraFkbXur6/NzApDIg1MwEUjL57JshWQYfMowYaLXRE48ExGRAwC/vwh8/U8EctUE48VRdnnEcQFedJ7ptV2vkTBn6kD8/YRR0OnUPV1tRJBlgcVbDuG1X/ag1erAoJwUmPQaWGxOVDZakJ2iww0zh2NckR/vV+UGCnfs/RlUVq52hTpkulXrKGwFAHljgT7D3Z6DpnIaHaGUI4dixBUjs3s5jbVwtPnfLxCpfYFx5wAnPAB88lfq7qzSkJdHpaEkXFsL3Q6bBZz9UnSv0sNlVGtKKURlyvJuEmiudXuxhATkDAesDUDLQfpM04vos+Ky7MCeMN/zmQkMe8GSil4rIVeorq7G9u3bIUkSRowYgT59+nT3UPFP1jCafSSpAXO1113BChxlN4vQd9hudQi8+NNevPjTXpw1oQCPnz8RGk1s/TGrVBJOGtcXRVlGfLT2AEqrWlDVbIVeq8KEfpk4Z1KRf4ED0Jd5ySXAwQ00MFI4yUiq1PTjdIWUVFogs7/bsPoOipQFsPG94I24Z9WQpRbY8R2NtnAGKXZ0qVQhtOt7Emiyk75sFU+UWkvnhbkW2L+Cxkb0GUH39fYXdGfTxBv2UUJ5ekFwa/E37kEIen0OK1Ww2VqA1BwgfyS91oMbKBdq+q10m8zGqKvBp9XbqGXD5CsBYyYbb3+wF4wJkpBFTmtrK66//nq8+eab7RPI1Wo1LrvsMjz99NMwmQLMuUlkhkwnw1G/B8geBlhaAMvBkA9jhga/iLGd7vPpxkp8urESlx9RhLvOmBBzYmdcUQbGFKRjb20rmtscSDNoMCgnpetwW9FkoGASffE37KE+OUo+jtYEQKaqHI2PCFQGRZatoiGgSnmypxHvbFxEe8nwMJrjZcgAFt+DwP1zPEjvT+v98XHAXEOhqdYq8jwZ0t2T2XWpQFsjULWVRE5vf0F3ZlRNuTTK4sBaatCnS6U8opJO8oj8jXuwNtFr1JlcHjg1vQ8Avcc5wwBzPb1HyW6wOxt8aqmjz6lmJ1C9lTp/s/H2pjPB3hujYZi4IuRvm/nz52P58uX44osv0NDQgIaGBnz22WdYvnw5/v73v0dijbGPWgMcfSPlHbQcBLQad0O0IBEAVjnHYLcoCmr/N34vx7A7v8GlL/8Cs7mbybMRQqWSMKRPKor7Z2JIn9Tg8omyh1AYQ28CRp8FDDmWRMfgY4EBR9E+pmz/M5Q0Bqq8MteQEdenkQdIuTJWGs8FU+k0dR4wJIiRHdoUyhFqKqfPHK6wmqQCHBagpZrK3ttxldUpX9CV6yjckzOUbivXubZv6Pq5QyWQUTXXksCx1ANtdUBzBdCwG9jyqSvnJsBalFlPTeXuZDOn3aOzcSt5IDw/Ky4ZdxNo8KkS7mtrpM8ptW/kz414w1ew9+RvnUkKQhY5H330EV599VWccsopSE9PR3p6Ok499VS8/PLL+PDDDyOxxvhg/HnASQuocsRuBuy2oB8qA9gkD8YTzgshQvxIftrVgDH3f4ejHlqCltbgnzPmUKZmm3KAup3kUckeRLctFTRIM72w45UvALRWU3myYsSFoITm1hoKf6UVkhdl1w9dl3arVMAJ9wD5EwKvVdJQZVD1VjLqfSdSaMphdU1cd9JtaxXQfIjK43VpNLqiqy/o9e8C1TvCW4IeKLx08A/yHAD0vulMtI+QgUObgV+f9v/8np9VzXZ6jyUVAEGCSWMg8eb5WXVWMp5MZfeAtydMwTPcp02h811rZOPtS2deMMWrqzSZZBh0cwp5fn5+h+15eXkwm81+HpFEjD8PGHO2uzPwpk+AXYs7fYgM4A3nTHzknInNYlC3n7qi0YpxDyxGSb90fHTd0VGrxpJlEXqoSiHQCIEBR5GQaTrQscGcEEBTBYWxUvqQMajdRY0FlfJltZYGRv7wIE0WDyZX56xngCX3AXt+BmSr+z61EcgeTF4j2UH7mjLJc9dcSfsoidOyTLkpkgrodzjddvYFrU0Btn5BlV+SKnxhLH/hpbYmoKWKnleldVWxaVyhNi2Jn30+eUSdfVZ2C5X5wwH0nUACyOszCjDJOxlzK/xNPfcM99nNFEZUPitf453MHZkDecEUtEb63mCPIeMiZJEzdepU3HPPPXjzzTdhMFDOgcViwX333YepU6eGfYFxh9IZGAAmXgLp2akQ1Vs6JB8rPQE/dUzDA84rQvbgBGLdgSYMvf1rXHxEEe46dRwMht4bQfBHeSM+WnsAOw+1oKq5DTaHjPx0Ay4/amDwZfCBRggc2kQu+5rtHQdFpuTS780VrqvhNhIMSuikqQJUmq4hD0Mw8fuCYuCSD4GaHcC6tym5uOUgjSpoLqcrbcCdI6TRu0rdfTo6q7QkrIxZJCwCfUGba+m1tTXSpO6MfuHLM/BnVNvq3b1rZAeJC5UrYVqSXHlEDUDVFv8ix99n1VQJrH+bBKBG33GYZ/GF3vk4yZpboXjCGve7z2e7BXDYKOynNXb0hLHxJvwJdk+4ySTjQ8gW8Mknn8TJJ5+Mfv36obi4GJIkYf369TAYDPj2228jscb4Zu4KSJ/fBNua16Fx9fyVAVihxfuO43Cfc07Yn1IAePv3crz9ezkOH5SJt/9yZMRLz5WmgKVVLTjU1AazzQkBYG+tGb/vqUO/rK146sISlAzM7vpg/uYHdTYocsL55Mrf/Cl5b4xZ7sdZW13H1LpyHVQdq7ICDYlUqShPaMKfgLpSQK0GjNmAPp2+ZA/8TjkUfUZRmCEljzxGTqurQgxkwLIHUy+etkb/X9BKqEKZ0m3M8g5jdbXOYN5PX6OqjF2QHST+DOl+QoHek8YCHlv5rIpA1W/BDPPsssJoO1UYHf4XSr5NtAoj3/PZUk/eNGM2kDfa2xMGsPFW8CfYFTrzGDJJS8giZ9y4cdi5cyfeeustbNu2DUIIXHjhhbjkkktgNBojscb454z/QnfKw/jw6X/AVrcfZXIeXpZPhgOGiD/1qr0NGHH3Ilw2pT/uPXN8RMJYsizay8bL6s1wOIWX40oAKKtvw9nPr0BJvwzcMGs4jhnWJ/TKsM4GRTaWu8YKCNdgSA0ZBrvZZcSzSGRYm90GPZgQgGKMLXXUzE75UhWZlOvTWEaPF04SP7oUev62JkqUHjgNgAzU7gaM6f6/oK1NgMV1he7be8Z3ndlDuld67mtUba48Gkkig6rxORdtLYA+lQxuKAQ7zLPLCqMa8qJVbSXRl4ghLM/3qq0eWPUqULeHhI4nbLzd+BPsXXkMmaSmW7EMo9GIq666KtxrSWy0Bvxp/tMwm+0Yc/93vf70b/5Whv/7rQxTBmfhpUsOQ3pqx3483WVvbSt2HmpBdYsVTh+B48u6A4244vXVyDRqcOdpY/Cnyf1De7JAU6LTCygx2Wkj0WC3ULWPWusy4noSOE6P5OxgQgCBjLEk0TraGsggq/V0bEmi59anAvljaL3WVhIRhizvL+i0Qlpj4wFagyG7Y5jCc53lq6k7dHfzV7z6AjUAPz4KlP1G65VcPYlkJwkcIYABU6n0O1SCmeTdWYVR5QbXmlRAWl/KU0nUEJbne6XWBQ7JsvF205lXN9mbTDIdCPovZs2aNTjuuOPQ1NTU4b7GxkYcd9xx2LCBSxy7wmTSYu/Dp+H44b3vdhYAVu6px4R/LcGRCxajra0HE709aG5zoKq5DRabo8vohkKDxYGbP9yIYx/+Hsu2H4LD0cOqEX0GGYK8MVR63u9w6vdiyHAbb8/eLUBwIYDOEh1NOUBhCYWY1GryQDhslCNUOJHuV67C80bRVbjyBZ3eDyj7HdiznIya04GAXSPtFsrVWP9uz0vPFaPafzJw/B1A33H0vthayftka6Xf88cCR10fOaMasMJoF73fuhTKZdIakqfCSDk3Ckqop1DtbrotnMQjMHwpKKZRKac+Bpz0L7o9cQG/R0wHgvbkPPHEEzj++OP9tlPOyMjACSecgMceewxvvfVWWBeYqLx25dFYva8WV7+yEnVRaHNzsNmGUfd+iwmFqfjg6mk9SlBOM2iob58IbkaXJ/sbLJizcDXy0/T45ykjcc6kED07Cv5i9YrAaK0FIKj6SgkFBRsC6CrRUWsE+owGRp8GbP6EvCDZQ8n7YG0OfBVuNwMpOZRkrEsDqjYDLYcox0cRSMo6Gw9Qno9DTa/RN39FydnJGwvU7w0+lKUYig5DRUsiHxryW2HUTB4mjQmwmUks6l3fN8lSYRRsuI8JzmPIJD1BW7bffvsNt956a8D7Tz/9dLzyyithWVRnPPfcc3jsscdQWVmJsWPH4r///S+OOeaYiD9vJJg8MAer7zsVL/+0Cw99sz0qa9hY0YJR936LIwdn4c0rpnQrQXlQTgoG5ZpQWt0S7ASLDhxqtmL+Bxuxbn89Hjirkx41gQgUq08rBJpdzfrS+lLujC2EEED2ECB3BFC2grwvGh0ZXk8RVTiJWvD3P8LtQm8+6N+FHijHJ38Mhbss9ZSH0v9IairYVE6vQ8hARie9QcpWAZ/Po748nqGsCecBrXVA1SYSD0Nm0OtRXnO0jGqgCiOn1VXtpU/eCiM23gwTNoIWOeXl5UhL83Ml6yI1NRWVlZVhWVQg3n//fdx000147rnnMG3aNLz44os45ZRTsGXLFgwYMCCizx0pVCoJf50+DHnpBjzw+WbUWcITQgqVlXvqMeLuRTiruACPnxfabCyVSsLcGcPw6646tFh7tv7/W1mG3DQDbpwZoGy5MwLF6ofNIkFirqMQQCjx+0ObKOemsZyEgNZIibDp/ag83VMoBSMYAuX4mHLIg1O1ldZZtZlyeAon0XHXvBG4N4jdAtTtIlHUZ6S7FLt0MbD2DXc3YmXYaeFE4OSHyGMDRM+o+n5ebfX0ORnTucKIYZiwEPQU8v79++Pll1/GySef7Pf+b775BldffTXKysrCukBPpkyZgkmTJuH5559v3zZ69GicddZZeOihh7p8fMSmkIeJjQca8N8lO7B6bx2a2pxRXcufSgrx4NkTQvLsPPvDTjy5ZCdszu76cwi1BHx47VSUDAii3Nwf/oZfAqF7Kzz7uGhN1G/HXOcytnpg6HGUtxJKWKd8DU1czxlKuUK+OO00g2vKVUC/Ke5qKn9TvwESBft+oTESQ48HjBnu17p/pSvRWnJNRXeCGhhIJM5OeYgaWEYb5fOyNFBidf1uKsv3LQ+u2U6i78QFHL5hmCSju/Y76G+KWbNmYcGCBX7vE0LgwQcfxKxZs4J+4lCx2WxYs2YNTjzxRK/tJ554In799Ve/j7FarWhqavL6iWUm9MvEK5cdjo+vm4YrjhqEnBQtjGpAG4XmxR+uq8CIuxfh+rfXoLSqGbLctXCZe9xwPPKnCUjvYQNCpwAufeV3bCirB0Al6rurW7ChrAG7q1u6XovimSg6jG5VKv/bOsO3j0vmAEpoHnQ0zdPK6EdCIX98aC/OX8KtJ4428hT1m+Jep79ZUQptjdQNOrUPlcYra6/c6JreLoESppwkqiQN/W6pBb7/F1C+PrT1RwLPZOip11IujjIuQnbQbc12rjBiGCZkgrZGd955Jw477DBMmTIFf//73zFy5EhIkoStW7fiiSeewI4dO7Bw4cKILbSmpgZOp7PDSIn8/HwcPOh/4vdDDz2E++67L2JrigQqlYRheWm454yxOHtSEV7/dS92V7fA7pAhyzIONdtQ5zGQU9E/PfOdBOaLTQfxxaaDSNerMXfGMFx5zJBOQ1lnl/TD6eMLce3ba7B4a1W3n7fF5sQVC3/HlccMQU2LDTsPNaPR4oBaBQzpk4o5Rw3ChH6Z3T5+l/gLK0mSW0hoDXR/qEmw3Wlm1llvkNpSqobKHeE+VnMFVUl5IdH9kgQIl1enpRr4/UXgzGdjRzhweTDDMGEkaJEzdOhQLFmyBHPmzMGFF14IyfWFKoTAmDFjsHjxYgwbFvm4vuSTeCmE6LBN4bbbbsP8+fPbf29qakL//t2s3okCE/pl4vE/FXvNghqQZcJN76/FT6W1gBAQkKCWALtTwCnLsDgiI3earE489O12PPztdjxyznicf0TgHCiNRoUXL52M699ZjSVbq2HtZviqzuzAk0t3oijTCAjAbHfC7hDYU92M6p1rcMegbRhlqCcvy7g/UYgjXMY6UjNyutvMLJDx7zuBHq/1aMRpb6NEZQDt8tfrb8RDtNXsiL1qJa4wYhgmTIQUV5g8eTL++OMPrF+/Hjt37oQQAiNGjMDEiRMjtDw3ubm5UKvVHbw2VVVVfgeGAoBer4deH76md9FApZIwpE+q17ZrZgyH1SFQ2diGLJMOqQYNWtoc2H6oGUanjOxUHWoazWiwhl/wCAC3fLwJjyzaip9uPh4mkzbguq89bgRqWx3YVd2C6pbuTUi3OQQqGtqQZtDApNOgWL0Hc9tewBjbTqh3yhBwmeyfnqABkYddQaMAPCuIukMkZ+R011vhz/hnDQK+u9PbM6Q1UCO9dqEjuaaEK7jeNZWWwlixWK3EFUYMw4SBoBOPY4EpU6bgsMMOw3PPPde+bcyYMTjzzDMTIvE4FJRhmKVVLbDaZei1Kgzrk4ojh+Sgb4YBKXo13vxlD37YXo3qpja0Rah/Wkn/DDx2XjGG5Kb6HRnxR3kjPlxdht/21GDrQd8QSnBIAPplGTBG2odbLU9goDjQoedgh2fOGw/MuAUYNbt7YkeWgW9vDxxWCkcSrL8E6e4cy3fQpVoPbPuSOj8D7m7GytplB/2eNRDIGACc+nhyCIpwvd8Mw/Q63bXfvTeiOgzMnz8fl156KSZPnoypU6fipZdewv79+3HNNddEe2m9zriiDIwpSPcKZQ3KSfESGucfMRAHm21IM2pR22pHdVMbwq111pU1Yta/f0S/DD3+cvQQXDZ1UMecHQkw6XXok2rvlkdHAHA4nDjBuRj9REVwD6raBHx4BfWFmXl36LkcvTEjJ1zeig6eoTYqca/b5RoWKlNRFSTy3ECiXj9aE5VqJ8M8pMoN3u9PqCMxGIaJS+LKkwNQM8BHH30UlZWVGDduHP7zn//g2GOPDeqxieTJCRbF47N+fwMqGixoabPCbI9corJeI+Fvs4bj6mOHYUtlE55auhN1rTYUZBjR5nBi1Z5aNITYC0gCMDmtDg/bH8YgHPBbEhiwAE2lpaqokx/snjHzZxzzRsVmEqyvp6J8LbD0fhJliryV1FS9lJoHZA5MjnEBvp4upY9QUzn14km0eViRhL1hTJTorv2OO5HTE5JR5ABUgr23thWNFjuaLHakG7WoaLDgzo83oj5C/Xjy03Q4fHA2DjZaMSwvFfVmO/4ob4TV4YQkZNS0OjoVWpLrRwagkoBZ6QfwoHUBcuA/f6TTKntTLiUmH34lTd8O9cs5nr/YnQ6abr35I+rxo0uhEvW80bEp1MJNKGFHIH4/596AvWFMFGGREwTJKnIC8Ud5I97/fS/+t+YAwjSrswNFmQZMG5qD9QcaUddqg16jQr3ZDocsIAFI00moMXsLLbUE6DRqqCQBs02GWiXhvJQNuMP+H6TA6vd5OhU52hRKHs4aRAm4yfjlHM9CrSfUlAZupAhQDx5zPQngvT+zAQ9EIG9YYzm9VxMvAoomJ895xfQ6Ec3J2bhxY9AHnDChG3OHmKgwrigDY86cgCuOHopDzRbc9+kf2FYVoEldNylvaMMHa8qhkYA0gxpNdidkWUCnluBwChh0OuSrZVS3WAEBqFVAil4DtUqCWqVCQYYGrW12jLFvQCv0MMHaddKxL04rYBWUU5PRj76cK9dRvk0ihCqCETDJWq0UTCsA805g5XOUr+RpwBPpHOkJvo0xFW+Y00bNKJu2kjjsM4pCuSwMmRgiKJEzceJESJKEQE4f5T5JkuB0RnccARMaSon6kD6pWDT/OHyy7gDu/3wz6sM8Q8shgHoLnRsaCVCr1JAkCSqVhBSNBlaHDKNWhRabE7mpemSYdJhQlIFzD+sHbcMu4OtqHLAOQ6ZjHXQega6gmkELkDfHmEVVRb7Tu/PHx+/VJ4cQOqerVgA2M4XxJNfssUAT3uP5HOkp/hpjmmvp3HO00XslnIBGy8KQiTmCEjl79uyJ9DqYbuJwyPiptBqbyuqxrqwReq0aYwvTcdW0ITB0Y7yC0rH4hx2HcOeHG3DIHH7R6hCAw+ZEik4NrVqC3Slg0KpR3D8D5Q1tuHzqQEwamOVRLSYgcnRo1WZCVZ4Nua0eKsjBCRyADJgh3dvIKdO7q7bFXjO8YAkUQgjW0CRDCKurDtN1u0gpZw8JPOE9ns+RcODrDRMCqN1F2wyZVL1nbabhrywMmRgjKCs4cODASK+D6QafrS/Hf5fswL4as1dp+KLNh/DE4p2Y3D8N71w1LaQhmwB1LD5hTAFOuLsAZrMdF722AhsONId38QBabU6U15uhU0vom2GCVqVCpkmLSQOzvBsg6jMgafRItdUBkgDS8oHmECbeyzYSAgdW0WBMZbp1d7sWxwKBQgjBeiCSxQPUVSsAXRp5+nQp/h8fz+dIuPD1hlmbaZiq1vWeKX2X1FoWhkzM0e0+OVu2bMH+/fths3n3PTnjjDN6vCimaz5bX457Pvuj03Ls1WXNGHH3IhRm6PDCxYdhXP8svw37OsNk0uKzecfCZnPi30u24Y1f94V1dESbQ6DNIWCtbYHZ7sCsUfkYlONjcGzNQGsNUL8HcFjpS9aro29XSGTIGw8AlnpKkEzJ6VnX4mjjL4Sg0JWh6akHKN7orMP0wGlUfRZMZ+tk8Hz5w9cb5rS5Br5qyKtjM1NbAr0y142FIRM7hCxydu/ejbPPPhubNm3yytNR5kdxTk7kcThkvLCsFE1B5s1UNNpwxvMrkKIB3vnrUSjunxXyc+p0atx66ljccvIYvPLzbvx3yQ6YbeFpLaiCA0eK9TileQ3S1slY7zwek86YB2h0ZJB/fIxCChoDGR3h7xxzTdv2c3RAJpHjtNNcp32/AAOOAiw1HYdhxgvdna3VUw9QvBJoHhZAVVVdDUy1NVMpeqJ7vvzh6w3TZwBQ0d+i0wZo9OQhVd67eL54YBKOkL/FbrzxRgwePBiHDh2CyWTC5s2b8eOPP2Ly5MlYtmxZBJbI+PLLrhocaGgLuaFfqwM489lfcd2bq1Ba1QxZDt0jo1JJuPrYodh490m467RRyDL2rGn26apf8avuBrym/TcuUC/HqeInTNx4H+wP9ge+vg1Y9w4Z5MyBdOWo0qDz09bDSEka7+0C5AGyNgN7f6RGgT3tWhwtPEMI/ghkaELxACUaSoVZ0WF0q1K5Dbgphwy4tZnCL9Zm+t2UCxRNIqFduY5K0XOG0m3lOvKIVW6I9iuLPIo3rKCEhI0EEn4pOUDhRHcIWBGGeaPi8+KBSThCtlArVqzA999/jz59+kClUkGlUuHoo4/GQw89hBtuuAHr1q2LxDoZD6qbrXA4Rbe7Fn+9pQpfb6nCmMI0zJsxDCePKwg5jKXRqHDlMUNxxbQh+GpTBe76ZBMaQmwseLrqVzyoeQUpUlt74z8JlHajkdsgfn8OkiYF6H+Ey+jKNHHc1kI5AQ6Lx9GEz63KQ++oSdzITjqGJFH+QFpfurqPR7pKqFU8EL6GJlLT1eMJ37BT/vjA4azxFwAb3wve85XIIS1Pb1j5amDDO+QZVetIGIZz5AnDhImQRY7T6URqKiWF5ubmoqKiAiNHjsTAgQOxffv2sC+Q6UifND00agmw9+w4Wyqacd076zAyfyfmnzASJ4zJD1nsqFQSTi8uwuDcVLywbCd+2FaNVnvXYSwVHPir5rOOAsd3R0crhZc0erpalCQyMLpUwFJHxicQSs6OSk1eG5XTlXch0Rd2ay19YWcPiT/D1N3ZWj2drh7vRryzhOuTHuz42kLxfNlbEz+ZW/GG5Q6jrtn+hGEydNJm4oaQRc64ceOwceNGDBkyBFOmTMGjjz4KnU6Hl156CUOGsHuyN5g2NBf9Mg3YerAlLMfbfqgFf/9gPY4fnY+rjx2CcUWhx9LHFWXgqYsOw+6aFmypbMJ/l+zA7urAjQWnqbZgMKoABBA4wmODbANsNvJQpGTTlyngcptrAEMG0NZADxCCjI9w0v9VGveVplpP+yizm+r20BXpqlfi0zB1llAbyNB01wMExH9FVncSroP1fJWvBrZ+njzJ3EDgPKd4Er1MwhOyyLnzzjvR2toKAPjXv/6F2bNn45hjjkFOTg7ef//9sC+Q6YhGo8I1M4bh7k82odEankTvFpsTSzZXYl1ZPQ4bkIUzJhbg2GF5HSeKd4JKJWFYXhqG5aVhXGEGbnpvLXZVtfr17PRBPdSSM2C6sF/srUCrTCIFEmC3kpExpLnGNegBczXglfyuooRjlZp+lCRJRxsg28nl7rDGr2EK1dB01wMU7xVZ3U24DsbzpdYDu5clXzI3kLydtJm4IWSRc9JJJ7X/f8iQIdiyZQvq6uqQlZXVXmHFRJ4zJxYBAP715RZUt9i62Ds4zA4Bc50FZXUWfLq+AlkmLa6ZMRRXHT0k5DDWoJwUHDYoB1q1GnlpOmyubMb+OncOTTWy4BRqCIkqxDocXfL9RdCP7KAOtU7X/yUj/Z5WSLk7jWVUam5poJbzwgmodIDOBKTkkcAxZpM3wm4lcdRnVHwbplANTageoM4EQs4I4OBG4Jcngem3AjnDYvP96m7JfTCer6wh1LepO+X8DMNElB6VxpSVlUGSJPTr1y9c62FC4MyJRThtXAEe/W4bXvox/F2p6812PPT1Nrz3237ccvIonDS2b9BiR6WScO6kfiivt6C6xYbiflkY1icFP2yvgQDwizwGe5CHMSgLWCvlfiYPX4/TTmEqBSVBVnYCaXlklDIHkNGpLwPUrl4eGYVASh/y4NRsB7QGekxGv+Q0TKF4gAIJBHMtdb5Vehg1lANFJbEZvupuwnUwnq8h04E1byR3MjfDxCghX3I5HA7cddddyMjIwKBBgzBw4EBkZGTgzjvvhN3ew0xYJmQ0GhVuN36GHYaLUWq4GDtUF2MGPgzpGBJkDJYqMUHahcFSJSR4h5f21Jox7521OPPZn7G+rD7o444rysANM4djfL8MNFhsaLHKGJ6X4upco8GLjjPRKgwdw1WSp8CRAElNuTeSCv6DWxKFE/avdJc+W5uAYccBZzwDDD4GcDooB8dc7/JYXEQVVp0aprbENkz+Sqr94U8gKLOLzDX0Xqn1gM4Yu2XV3S25B7zLp831QO1u93k0/RZqLtmdY8syTUkvX0O3cnj6TjEM4yZkT868efPwySef4NFHH8XUqVMBUFn5vffei5qaGrzwwgthXyTTCffSF6cOZP7VOmCh+BhO58c4yfkIdosiiE607FhpL85R/4jh0gFkwAwnJOwSBfhOnoxDIgfNMGGvyIcsAFvFGtS+9A+Y1Xth0qroS/7CtwBjZsDjjyvKwJiCdOytbUVzmwNpBg02HmjAk0t3YlH9UYADuEPzFvpIDVCcRG6Bo3J7DlQqQFbqsACoDbTN6UpIFjJ5eSo2UFlrap479FIwwX/VzIb3u19llEz45qX4zi5y2shjZswE9ANiM9TXk4RroHPPlyyHfux4T+JmmDhBEoFGiwcgIyMD7733Hk455RSv7d988w0uvPBCNDbG7pVvU1MTMjIy0NjYiPT09Ggvp+fc29EAC59ffpNH4AHHZdgsOn55j5X24gbNRyiSamCEFSZYYYAVRskGARUOiFxUihzUiTQcKW1Gvsrjs/X0tmQOBm5YG5JBUwaLbqtshkEt4wTdZhRueQmq8rWAs831HK7+NpJEScNOByULA1RCrlJTyMlpo1sh02NGnkxX2F0Np/z29o6GSQigrQmo3Qn0nQCc8TQZ8GTG972yNpPXTKOn6rW2RkoG73c4vY/WZvJ0nPpYbIX6OiRP+4SdujpnwnXsQEncTeXUJiHWk7gZJgp0136HfJllMBgwaNCgDtsHDRoEnU4X6uGY7vLDQ343Sx4/kIApqh34QHsf/qL+wisMJUHGOeofUSTVIAMtSIMFAoBWcpJHCA70lWphggWnqFZ6CxwX7YKqYQ+woDCkEIVGo8Jxo/Jx7XHDcMWxI9DvyLOh+ss3wOn/Ie+ASucWN1ojDQOUlaopjyvl9vuNrnJxLTDiFDISTgewcymw/m26dXqMwfDX6balinry7PoeaKoAanYC390Ze6GX3sb3vbLUU9K3ECRwfNv6x2qor6uwU0+ERbDH9k3i1qfROawkvJtryQvGoSuGCQshe3Luv/9+bNu2DQsXLoRerwcAWK1WXHnllRg+fDjuueeeiCw0HCSUJ8ePF8cfwvWPDGCtczjudV6BzWIQBkuVuE+zEEVSDdJgQSNMyJUaoYcddmggQUAPO2wAUhGgTN0rdwZUWfOn13pmLGpKga9uJiPZUknD/xSsjYDDRk+sM5FxUJBlwGkFNEbgTwuBtjrg5yfp6lh2kABKLwKOvhEYf577cUrYoHw1hWCEkxKUc0eS8a7bRV6jI68DRp4aO+GXaKC8VxXrgOptNFvMlOs92R2IXU+OQiQbGnZ17JpS4Ot/0FgIf2HSWH/vGCZKdNd+h+yHX7duHZYuXYp+/fqhuJiM2YYNG2Cz2TBz5kycc8457ft+/PHHoR6eCTMSACEBKgFMUu/Eg9JLuN1xNdRwIgNmmGCFGXpo4YQODjigBiBBQIIEwBRI4PijthRY93bPcjGyh9Dcm8p1wKBjaT6O004i5dAWCiN5dQp0oeTmZA6kXjmL7wasLYAuhUSKcFIF0Ld30P6K0CkoBvLGAp/No/BCzjBqLmipA6q3ApZGwLYbWPRPYO9PwMSLkzeUoOSl1JYCyx4G6kqBvsXen3Uw+S3RJpK9Xbo6No/VYJheJWSRk5mZiXPPPddrW//+/cO2ICb8KEJHEsBwVTnOVv+An+RipEmtSJEssAmNS9bA9S+Fs1SQO/av8TyoP3Yv71nZtWfJbu0O8r4YM0mAaPV09Ws309wqtY4WItvpCtqQAUydS8MUzXVUkWVtpllXah1gzKJQy89PkbG2t9LVtpCBlkOU+KlPo5BBxXpqEqgzAeocd/VWY1ly5Uz480z0GUEeseWPuD+jYBoKMj0fq8EwTEiELHIWLlwYiXUwoTL9VmD5w0HvruTo6CHjYt0KnCWvQppohhZOmCQrrNC4cnkEBCTo4FDa7wUWOv6wt3S8Cg01PBCoWd2gY4BpN9L2/SspPCUEJQZnDwZm/JOaANbvcw3h1LhGPAhXh2MHiZ2a7cDHV5OXR2Og0IG5BsgoclUOlZLAMWS4Hi8DDlfvHCVnIpYqhyJFVxVAoY6UYHpe5cUwTEgkedlIHHPcbSGJHIDEihpOmIQZJp0JdrsWEE6ohYARdggAGjjhhAQZaqjhhB2A3t+BEED8aFO9r0K7WyrbWcnu2HOBmh3USt9uAfqOA4YcR5VYb51DoSlNiluESBKg0tO+dgsAQeGvnKF0RV27ixKNU/oAhnRKptWZ3AZIdlLVlkbfvSaB8TjUMtgxDjy7KDS6O1bDk3g8nxgmSgQlciZNmoSlS5ciKysLJSUlnY5vWLt2bdgWx3TBvY1BJyB7IQDIMrRqQAg94LS2V2SpIJNPR5LgFGrYoYFeKCXd7kP4PQNUGur+qlyF9nTeUaD8BpWK8nbyRnlvrykFWutoHcIJr+JBIdz9dFQawJTtrmrpOwFoPggc2kxX0bIT0Hr8adhbyfjo0+i4oeRMxGM/lFDnPHGCbGj0xAsWj+cTw0SRoETOmWee2V5JddZZZ0VyPUyoBC10KOMGABl5yIBaB0lpoufV5VgAwgENJKRSe2LIcEuGgBI3ZyhQcom7QVp3BiL2BGsjXRXrUijpWFK7jy1kVwm6oH3SCtyPU6mA/DFA5Uagfjft47STZ8jeSoZEKZG2hZAzEa9DLbs754kJnu54wbo6n479B6BLYw8Pw3gQlMjxLAuP5RLxpOXeRvqyfHaqu5GeJ5KavBgQZLhVKpfQAVUleegfbwQkmXrLqKGMVAjQcSB3JHDOy/TFXVMKHPqDSo3TC3vPUOozKMyUM5yGRjraqG+OpKZ8HEWq5Y7s+OWfXgi01gLZQ4EDv1Pisi7Vu0Q6lJyJaIi8cMEVQL1DKF6wrs6nirXA5zfQeeqwsoeHYVyEnJOzatUqyLKMKVOmeG3/7bffoFarMXny5LAtjgmB7CHAXYfoy3DFs8CKZ+gLUTgBSNTTRKOj+2WXl0LxbvhrlSSp6HFCKSGX6XdJ4/pxNclx2ICswcA1P1PJ9be3kxegtZoqkdoagNzh3n1UgMgYSs+kzn6Hk9CytQLCDiUYh9Q+5LXxxW6hNR53G+X7rHyOHps9hISTtTm0yqF49oZwBVDs0dn5ZKmjIak2M3koM/rFh8eQYXqBkC8h586di7Kysg7by8vLMXfu3LAsiukBKhUw7Xrgb5uBi94Fjr8bOGkBcNX3wIQLKXlWGYHQ7pkJIHIUodOOINGjUtMUb0kFpOYCx99KAmf5I/TFasoicaDRkdip3ECCy5NIGErPzryyHRg8Axh4NOXcZA8GMvrTTCtfFA9N3ijqkzN6NnDyQ8CAqVSt1Z3OuEF5Q2KwKzDgFotN5R0FsOd7xRVAvUeg80mpBpQd9Let1nIHZYbxIGRPzpYtWzBp0qQO20tKSrBly5awLIoJA2oNMPwE+lEouQSo2gyUrSKRodYFiD65BI6sCCHJJXjgSrxtpR+NCcgfR8LA15UuBImN1lp6rtpdgDHbfV+kSmU7JHW2USn4gClA0SRg8yfBVbV0lTPRVYVLPHtDwlEBxISXQOeTtYmqAdV6unBRe4zWiXWPIcP0AiGLHL1ej0OHDmHIEG/jVFlZCY2GK9JjmoJi4KQHgaX3A3t/pti9l8pxJecoicPCgfZJWCq12+mjT6XdTTnUaG/JPeQqzxzgdqVLEokfawt9MbfWkFdErYm8oexMoOSOCL6qJVDORDAVLj3thyLLdIVetQWABOSNpvezt4QF98GJLQKdT067e45YSp+Ogprzp5gkJ2RVcsIJJ+C2227DZ599howMugptaGjA7bffjhNOOKGLRzNRp6AYuPh/wNavgPVvAtWlQFOZR56OcIkZD/e2Su2a8K2irsOmLNrubKMcgJqdNNxSY6SEXUMm9Zsx5QCFEynHpfkgjVUw5faOoQwkUHra2yXYiqmeeEMqNwC/PEUND23NoFldqcCAI4FpN/SewOA+OLFDoPPJaaOLFW2K95BUhVj2GDJMLxDygM7y8nIce+yxqK2tRUlJCQBg/fr1yM/Px+LFi2N6xENCDegMB0rIZdNHwK9P0qgEwOXckQC4hI1KTfsqE79T80j0WJvJM1Kzk8YiKCXbKi3t03ccCZ22JqCxAph6HZA/Nn4NpSxTYrXv1bQQ9Bprd1L+zxlPk8cK8O/1yRsVWORVbqDnOLSZ3nud68rc1kzvef5Y8saxJyU58T2f1HrAUgtA0MWDr8ewZjttP3FBx785birIxBHdtd8hixwAaG1txdtvv40NGzbAaDRiwoQJuOiii6DVakM9VK/CIqcTNr4PLLmPPDFOh8tzA3fJueykxEZTDhlqp41CVbKgvABl0rdaR2EuIQB9OtBnFO03YCoZ53j+EvU3QdpcS/lGlgb3mInhJwFTr3V7QSwNlDdhTAcMWYGNiSwDi24DtnxK778yVkLBUk9CcuzZ8f9eMt3HV5xYW4CfHvXwLvp4DP0ly3uKJbuFztuMImDcOcDIU/ncYmKOXptCDgApKSm4+uqru/NQJlaZcAF5ZVa+SF+ALVVu74HGRKLG4Ep+FIJycJwOcpVLKhI3KhUlJktquso01wJlv9HjWquBQ5vi2wPhW+FirqX3ytFG4QKtkcTMwU3AF3+jwaK2FlcvIjWV0h9xTWADUrebBoNC9h4roaBLpbL2inWcSNoZ0c5nijT+QrGh5E95hly1KUBbPZWhV28G9iyn5PzeDIsyTATplsjZsWMHli1bhqqqKsg+pYl33313WBbGRIHCEuCs58iAttUD5evpC8/WSoLH2uTy4JhdISyli6Agw29IJ0+Q3Qyv7so5w4GmA/TFGs89OzwrXHSp5MFxtFEOEuBurGipB1oP0Vug1gKQ6LZmJ7B/BXD8ncD48zoe39pIHZYF3M0aPVGp6dZu5kTSQMRKPlNvE2z+lGdTQVOuS6RbSVTr0+nc3fsznWMzbk3c94tJGkIWOS+//DKuvfZa5Obmom/fvl5zrCRJYpET73heJfY7HBhwBH0plq+mL0BLPVVxpORR3ojsoLwAQzrdSmoy0JKGwlYaA5CSQ2Eupctv3ligfm/85QJ4VrikFlAYSptC9yl5OQ4rIFpBjRQdgFC5yuYlMiKtNcD3C8izUFjifXx9Bh1PgntiuieyqzGj1sSJpP7wzWcyuBLkbc3ArqVAy8HEzmcKpoOy0lQwrZB6Wzms3mFRfTpgb6OBtbHakZthQiBkkfOvf/0LCxYswD//+c9IrIeJNTyvEMtXA7uWUaVUWwPdr9a6w1hOG1VpqV1zy2WZ7lfr3D07ylYBn88Dmg/F34BBzwqX2p2Ug6NUuNjMdKtSU54SgHYPjkpDxsRuoatnSx3w20vAmc96G5DsIVSN1rCXjmfQeoesbK55XIUl3IjPF1kG1r1DeVMqrbfh1uSQOK8pJcGezIZbCbnKTgqt+oZFVWoAMmDM4v46TEIQssipr6/Heef5cbUziYtyhZg7DBh/vjuc9fsrwO5l7j4dsky3KokMPiQgJdedpGu3AHW7qIqrz0jySNhaKYRzcCNw5HWdJz3GQjWI0j9m5fN0tdvWSJ2d9Wn02tVaqnaRnS7j4TIgKq3rPZHp/9U7OhoQlQoouRio+oO8ERbX/CyABI4QQP4oElrJaqQDwflMwaGEXK1NdI5qfUyA7Mqp06dTHh2HRZk4J2SRc9555+G7777DNddcE4n1MLGOp0tcraNcG8Ugq/UABF0pQqLEW6V3hxDUL0d2Uo6OPs1dmWSuJyP+zT+BPT+Roe+sGiTaHqCCYuCMZ4DP5lEydc4waspWvtqVgwN6HySNO49GksjD43TQPsLp34AoDRuVvJK2BgASNWAcMBU46vrY93hFg+7mM8WCcO5NlJDr/l/dg2s9w6L2VvI2qtTcX4dJCEIWOcOGDcNdd92FlStXYvz48R3Kxm+44YawLY6JcXwNsrXJ3UQwvdDdJwcgj0drNQ3INKR3rEzS6AGHGShbQeGgiZcA6QUBSmQDNODrTdQaKhNf/gjleugzAKhc5feufRTDCrhnQDmsVIJuyAxsQAqKaaJ7qBVCyWawPV+vuYGqAEPJZ/InnHNHAIOPcZ97ifYeKiHXhn0UMrY207koZBI4GgO95uaKyIxdYZheJuQ+OYMHDw58MEnC7t27e7yoSMF9ciKEZ8lu/T5K8nRYqe+G0rOjejuFdwYcSYnLB1YB5hp3ZZLSXDBnOB1LrQHS+lFuSlsdeT8GHeNtcLpqdtYbtBvKbfRjN1PCa2sVeXc0ekqCdbSR6DHlkodr0DHea+6pQIklT1dv0OH16impu6mC3ueuegwd2tSxc3VThTuZPr2IBHqivodKFdruZa6OyUbAlE0XJ3Zz4P46DBMleq1Pzp49e0J9CJPoqFRAnxH0AwBDZ3Ts2dF3An2Rao0kZjwrkwBXXo9MOTuynfIn2ppIIMl2ABJ5gnKHA1mDKdwVCwMIfROzN7xD1SmpeTQMVZkPplKT0TRmApkDvUc69FSgBDtqIlEI9HrNNaBwqQWwOAPnMwEdB8qaaymcKlxDaZ1W+qwS9T1UvIXbvgTW/R91JFdrKaTK88mYBIInajLhx1/PjqxBwHd3ktEw5lBOipI7IQRgbaVtkOiKW6kkUqldM7Vk2laxnvJ4MooofGPIiP4AQs/E7LzRbsGSNYSaKkLQBPa0AiB/tLcB6alA8ex74jlqQp9Gv1dvA1a+AEy+kox2vIdfOnu9hZPo/3YLYLMEzmeqKaXPJ73InS9WW+oup5YdJLAB13u4nd7Dw//SecfqeOPQJmDfry6Po5b+3tL7AuMvYIHDJAxBiZz58+fjgQceQEpKCubPn9/pvv/+97/DsjAmzvHXs0Mpv24sJ8PitJGRUZoLCkFejOZK2l/jSmR2Wj0OIsgTVLeXEpbzx8RWgqSvwPOcPeUbhupKoCh9hToreVb6nigG2xNLnctDsZN6ohiy4j/80tnrlSTKqTHXAVPnkjfQXz6Tb+dqa5N3ObVKTYLbaaNjNVUAh/6gKsDUPCrhn+gnOT6e8BXXGf1IXNfvofy3RPNcMUlLUCJn3bp1sNvtAIC1a9d6NQD0JNB2hgHgLr9e/w6w9UtXiXQalZmbclzVV3a6kla8OLZWn4O4uizLDnfy8vjzYytBMpimbEDXBjuYUJyvwVYw15LXy9FGx0rtS0Y83sMvgV6vgtboSu7OBoaf4H8fz87V+jTyZHiWUytl1C0HgUNbyDME0G3zQfL6HPojfhsLhkNcM0ycEJTI+eGHH9r/v2zZskithUkGFE/HoGOAlc9RCCp7KIkWCHeYQKOjEJVSrdWOK09ecs3JsrVSKCIeZxUFZbC7CMX5GmzAO/yiTSGPhNaYGEbM3+v1xG7p2rPn2bk6d6SrYaNHObW9FdClAAe3UH4PQOebRk/nXFsTietfnwbOfin+3sNwiGuGiRNCyslxOBwwGAxYv349xo0bF6k1MYmOSgWMng1k9veehKzSAWq7q2ke3EmgivfGF42RDNPK54DGA/E3qygSBluSvMMvSqWMcvx4N2L+Xq+CEDR5u6vSZ8/O1TWuEQf6NKrOklR0XjnsgLON9ldCWCoNIGlJPDpswL4VJCaVhPt4IRzimmHihJBEjkajwcCBA+F0OiO1HiaZ8M1faaoE1v4fsPdH9+RuAG6hI4E6BmuAtL5kbFqraeq31hDarKJY6CkTCYOdXkTiyGGjMIzW6G7IqBDPRszf61XaFDSVk6DzrFwLRHvo1CWy1Xq0J72nFwFVW+kzkCQSPspoEsDdvbqtkfbLGRb9cykUwiGuGSZOCLm66s4778Rtt92Gt956C9nZ2ZFYE5NMeOavFIG8O0vs1PnYaffY0eXNkVy9ZtQ6oOWQa5SCjqqXfGcVVe8Elj0MFB1G3p0hMygx9dCm2OgpEymDbaknL5gxm0J3SkNGhXg3Yr6vV2lTEGrpsz+Rvfcn4MBqd7K7pKYwlWdjR0nxLAoaNPvt7fHVUDAc4pph4oSQmwGWlJSgtLQUdrsdAwcOREpKitf9a9euDesCwwk3A4wTZJlCUKtfAxr2u/vkqDSUUKo1Am3NVCKs1lBptm+HW0s90FoLEkbK1bgeyB9L+T5KwzelZLupnMRANBJy/fXJyRsVeq8SxTvVVg+sehWo20PGzNeIRbuBYriIhDdOloFdPwDf3QXUl1LfGK3B+z10OkkEGdLpfHLa4q+hYIfWBT7imhsBMjFGrzUDPPPMM7mKioksKhVw1DxgyjXAmoXAby9SvoRKQ0babibHjsbgusr2OY3bmujLG66kZZWBhoY62qjTstYEDD3O7aqPdkKuv75C3THYvnPFlj/SMw9RrBNsFVuoxxx6HHliWg5S6NNpoxCV0lPH2UYeHkMWhUz7jIq/hoLh8oYxTIwTsicnnmFPTpxSuQFY9w6VRNtbqWIoezBw8A/AfIhEi+LJEYLm8ijJy5KaDLxKTXOl7K20LXcEGSfZTo/Vp1Gll7keOPWx+EvI9Ue4PERdEQv5TeGmcgOFoSo3uMOmQpCAkVT0GnWpQNYA9wT6A7+T91BpKOiwUgK8Pi12vWeJ+NkxCUnEPTlmsxn/+Mc/8Omnn8Jut2PWrFl46qmnkJub260FM0zQBOqg/O0dwJZPqZmgwXWlbTeTmFFQOiYDrtxlV+l5/R668la6LBsyyJvjaIvPhFx/hMtD1BmJOjPLc/jsvhXuc0KXQu0Php8ArHkjuIaCsVzRFglvGMPEEEGLnHvuuQevv/46LrnkEhgMBrz77ru49tpr8b///S+S62MYwt+XccnFQNUflANhqaMra3sb2sNUktq7KgaSuxLdaaMeO0K4ep80AI1lVLWl9c4zi2siacQSfWaWv2nwfUaSUK7aSl4QWyvl5gRqKKh4GOO5oo1h4pigRc7HH3+MV199FRdeeCEA4M9//jOmTZsGp9MJtVrdxaMZJgJ4Xm3vX0lCxekAuWzQsSrGs9+OkAHh2le2u5sONuwH3r0IOP52YPx5vfZS4g7Prrk5IyjUZ6kno54zAqjdEb8NBz3xHD5buQFY87rba9V0AGjYC/Sb7L+hoGd/onivaGOYOCVokVNWVoZjjjmm/fcjjjgCGo0GFRUV6N+/f0QWxzBd4nu1LTupbLx+D/1fpXF7ctqbCwLtXh2l4ZuyDYKEzrd30CYWOv5RuuZqTTR93dJAHjFJTcm2aX1jMzzTXfx5rbQGoGIdsO8XoKDEu6GgZ38iLstmmKgRtMhxOp3Q6bzLdDUaDRwOR4BHMEwv4Xm1DQCQga9voRwJh6DKGAhKBKUHkIFSZhIpjQYlFT1WUgPWFvIQjTmbytT9kcxJm9ZGMviWOqoi0qaQoJQdgLmGKtw0OmDT+0C/I4Eh0wO/j7FOoFlPmQNI7BxYTVVVxiy0NxTMGUZ5XtbmxKpoY5g4I+hvHSEE5syZA71e376tra0N11xzjVevnI8//ji8K2SYUFG8L8seBhrK3EMqNTqX4JFc+SMWMkiSh+EREmkeXQqNiti9HBg+s+NzJGrCbbDo0sjoOyzezQbVWsCuoknyQgZ+fRbQvELej6NvjE/PWGeznlJygYFHUX+cI68lobf3J6B6B1C7m8uyGSbKBC1yLr/88g7b/vznP4d1MQwTNsafR16Y3T+4xj6YgMHHAr88CWz/xlVi7vLeKCEFpTxYUpFxamsAWg92PHaiJ9yGijL+AKAqo5YqUPK3irouQ1D4MF5DgF3NetKZ6JzJ7E/dtUeemrwePoaJMYIWOQsXLozkOhgm/Kg1VOo7/AT3tinXAmUrgeZDAFzCBiqXwJFcHh/XtGmVBkjp631MWQbWvwM0lpPAEYIMXLQbCvY2tmbqPm2p9yidVgOtdaAu0xrXUEuJBl5qjeTd6SoEGIuEOuuJy7IZJmZI4G9hhvFD0UTg+DuB1DyXB8fp7cFRGgO2NQIZ/SiXxJPtXwNbv6TwRPlqquo6sIq8Or79UBIZfQblmeSOAFJyyDNmrqVKNUntrjZq71EkAYZMdwgwnlBmPTWVk6j1REkqzhvFScUME4OwyGGSj/HnAee/AfSbQh4HpXxcYySPhKWecnKm3eDtcajcQDO1rI0UutCnk9entYaST2t3UQl7IjUUDIRi+O2tQNHhQP8pQOZA10BLAwDX4FTPmWLKzDB/IcBYRhmkasohT521mV6HtZl+56RiholZ4shnzDBhpLAEuOJrEi1rFgIt1aB5Qw4y4NNu8M4dUSpsbC2UdCvB7Qly2oA2sytsk0qGvamSpqonKp4T1Gt3uIZR5pLnRraRJ8fg03rdYfMfAowHeNYTw8QlLHKY5MVzEOju5eRhSOnrv9xZqbDJHkqiprUW0DiphFp2UtWWLLva+KuA9W9TImoiGz9fw2+3kLhx2ijhWGNw7ysEJXJnD+kYAowXemNMBsMwYYVFDsOoNf7LxD1RKmx0KdQDxdpC/WBkJ6DWg5KYHYAmnTrgmmuSIwFZMfxKM8b9K4FNHwDmOuobo9GRB6etwX8IMN7gpGIm3kmy/l5x/G3DML2IZ4WNKYeEjrnWFZ5xoD0HJW8s9U7R6BOr429nHNrk3TMoNZ+q16xNgBUUovIXAmQYpndJwv5eLHIYJhiURNvKdVQqrkuh/ButgcZD2FuAlHwKUQHJM5AxUM8gfRqFqIbNpMTkeO54zDCJQJL290pcHxXDhBPfChunzTWQUab5V7pU8tgoTfGCGcgoy0BNKVC+hm5luXdeS7jwHXegT6P3RJ8G9BlF71lbIzD0OBY4DBNNOvtbzR1J2ze8F3/fQUHA3zwMEyyeibZV28iDY2sG0gtJ4CjjDYIZyJgIbuPOxh349gxK9JAdw8QySfy3GheenL179+LKK6/E4MGDYTQaMXToUNxzzz2w2WzRXhqTbBQUAyc9CJz2OHDCvVSKbsigfJxge6cobuPKdYApi6ZVm7KAirXA4rvoiioePDtdjTvQGpOjZxDDxDpJ/LcaF56cbdu2QZZlvPjiixg2bBj++OMPXHXVVWhtbcXjjz8e7eUxyYZSYZM7DMgbHVrvlEATrZ02mtxdvY2GO2YOoI7LY8+hWUixWP0Q6rgDhmGiQxL/rcaFyDn55JNx8sknt/8+ZMgQbN++Hc8//zyLHCa6hNo7xZ/b2FwLVKwHHFaqyrI0Ao5S4NAW6t+z+ROqTIq1MJZvMranGzyYkB3Tc5KsHJjpJkn8txoXIscfjY2NyM7O7nQfq9UKq9Xa/ntTU1Okl8UkI6H0TvF1GwtBPWbaBU4dzX/SZFKfmbZ6YO/PdAU249bYEjqeXY9rXMJNa6SrwqZyHncQaRIhr4vpHZL4bzUuX9GuXbvw9NNP45prrul0v4ceeggZGRntP/379++lFTJMADzdxgD1klGmeCszkVRaaqKnck03l1T0RRSL1Q9KMnZBCWCuB2p3023hJGD6LWxsI0WgvK7Kda7tG6K9QibWSNK/VUkI37G6vce9996L++67r9N9Vq1ahcmTJ7f/XlFRgenTp2P69Ol45ZVXOn2sP09O//790djYiPT09E4eyTARQpaBb293u43NtTTFXGMAWqtpFpbGSFPSARoeam0G8sYAkIBTH4vN6gcOm/QevueQb+ihZjsZrhMX8GfAdCRO/1abmpqQkZERsv2Oarhq3rx5uPDCCzvdZ9CgQe3/r6iowHHHHYepU6fipZde6vL4er0eer2+p8tkmPDh6zbWp5Onxm4BnHby4HgOtpQd7n4WrTWxW/3A4w56jyQuB2bCQJL9rUZV5OTm5iI3NzeofcvLy3HcccfhsMMOw8KFC6GKA+XJMH7x12/HbnZN7s5wD7YUArCZaUyEShO4+sHzykznqpywNcfVVRoTAkGVA3t0247TK3eGCQdxkXhcUVGBGTNmYMCAAXj88cdRXV3dfl/fvn2juDKG6SaeVVnlq4H177gSSK1kvGQHCRyNnoxSc4X/6gfP5FNzDQ3GBKgxoSmHE1ETkVDKgTk5mUly4kLkfPfddygtLUVpaSn69evndV8UU4oYpmf49tv55Slg9zKg5RBdjZuyKfRgrvFf/eA5i0abAljqAYeF7rPUASk5CT+XJikJthzY1gz8+FjSzSpiGE/iwmc5Z84cCCH8/jBMQlBQDJzzMnD6k8CwE4HMIYAhi4yWv+oHz6aCOSPI0+OwAsZs8uA4rUDzQbovgefSJCW+c9SUqjzPbtvjLwA2vJ+Us4oYxpO48OQwTFKgUgGjZ1OH465yKDyTT23N7jJ05apemwJYGgBbiysRdSuw7m1ArQJS+vJU8HjHM6/LX7dtbQonJzMMWOQwTOwRTPWDZ/KppR6QnYDW489ZpaZydKeNxE7FWpp2DlASc3oRcPSNwPjzIvYymAjTWbft8jWhJSczTILCIodh4hHP5FO1lkSN7KBBoQCJHklN+T2VG+k+UxqgT6WwVv0e4Ns7aF8WOvFLIEGcxLOKGMaTuMjJYRjGByX5tKmcysYNGVSNpeSp2VtpW00pjYnQp1H/HZWawlppBYCtlZKdnY7ovhYm/HieH765i0pyct6ohJxVxDCesCeHYeIRz6aCtTuAtEJKPLW4Ssi1Jio/tzaTd8eQ7p2bIUmAIRNoPEBDQIce1zHsAXB/lXgl3LOKuNcOE6ewyGGYeMU3+dSYDYg6QAL939FGYsaU624w6IlGR7OzylcBpYu9e6mYXMNvzXWJ118lWQx2V8nJwX6O3GuHiWOiOruqt+nu7AuGiWkCdTw+uAVYfBegS6EQlS82M4mcPiMpjKX0UmmqoERlACgsoe12s8sDkBPf/VWS0WD3RNR59mLy7LWTCOcCE1fE5ewqhmHCQKDk077FwO8vUpKx1tixaVxbg8vDI7mbyglBPXdUWgCCeu1k9Hf3V6nZTv1V8sfHn/cjkMFO9OZ43Z1V5NmLybPpYCKcC0zSwGcmwyQqag2VietSgOZK8two4yKaKylnJyUPyOzvNmDWJnfPHV0qlZ9bm+k+3/4q8YSvwebmeF0TyiBQholRWOQwTCIz/jzgpAVA1mDyWrTW0G32EGDKNYAx07uXitNO5ecqjXevHQWtkcI88dZfhQ126AQ1CDQOzwUmqeBwFcMkOuPPA8acTVVUrQfdHY/r9wL7Vnj3UvHsuQOJeu0ovXeA+O2vEurkboZ77TAJAYschkkG1Bpg+Ezvbf4GPerTqb9Oay0AAaT0cRs4z+GP8dZfhQ126AQ7CDTezgUmqeBwFcMkK/4GPQon9dyRXWGrtL60zXP4Yyj9VWIFbo4XOsEMAo3Hc4FJKriEnGGSHX9l1Sk5ZPw9++TkjQqtv0qs0aG6yqc5nu+kd4bwd37E+7nAxB3dtd8schiG8d9LBUi8pnlssLtHsjRQjGWS/DPgPjkMw3SfQL1UutNfJZbpbHI3E5ju9tphwkMyNrEMEyxyGIZJLthgM/FEsjaxDBN8+cIwDMMwsQg3sewxLHIYhmEYJhbhJpY9hkUOwzAMw8Qi3HW6x3BODsMwDMPEIj1tYpnkFVkAixyGYZjowAaI6YqedJ1WKrKqtgFtDTSiJXc4cORfgcKSXnsJ0YZFDsMwTG9TuQFY/w5QsZ6u0rUmoHAiMPFirpQJhmQRiErX6cb91GXaXxNLf12nlYqshv20r62Vhu/W7QTKVgDH30kz7ZIAFjkMwzC9SeUG4NvbgZpSQHhUxdTvBQ79AZz0IAudzki2njEFxVQm3v6aK+k1F07y38RSqchq2A9YGgCHFdCZAF0KjeVorQG+XwBkDweKJkbjFfUqLHIYhmF6C1kGfnkKOLQZUGkAXSrdyg7A1kLbf30aOPulxPRM9JRk7RkTShPLut0UorJbSOAYMtxhLrWOvD/mOuD3F4Ezn0348yyxXx3DMEwsUVsK7F8JSCrAmAWotWSA1Fr6XVIB+1fQfow3yd4zRmliWXQY3QYSJ9ZGysGxtZIHx7f0XK2hn5odSVF6ziKHYRimt6jaSh4bnZ9KGYA8O9YW2o/xhnvGBIc+g5KMnXbyEvoiOwGVDhDOpCg9Z5HDMAzTawjXT0/3SUK4Z0xwZA+hKirZTmFQX+ytgD4FMGQGLj1PIFjkMAyTWMgyJfWWr6HbWApf5I0hL46tmUqAPRHC7eXJGxOd9cUynj1j/NFVz5hkQaWiMnFjFiUZO2yU4O60UxhLrSdBmDfaf+l5gsGJxwzDJA6xXnmTMwwYcCSwaynQ1kg5E+2Jx2YyRgOn0n6MNz3pGaOQLKXnhSVUJv79vwBzPeXgqHSAPp0ETuZA/6XnCQiLHIZhEoN4qLxRqYBpNwAtB8nLZDdTZEoCJR3njwOOuj4pjE/IdLdnjEKsC+BwM/48KhP//QWgZifl4BgyyYPjr/Q8QZGE8PWZJi5NTU3IyMhAY2Mj0tPTo70chmHChSxT75lAV/k12+kq/8QFsSEgKjcA65RmgK2ANgUoKklcgxtO/ImVvFGdG+5AAripHDDlxIYAjhQJ4r3qrv1mTw7DMPFPKJU3uTEQCgql7wnjTajvnW/puXJ+KKXnNdup9Dx/fGK+/0rpeZLCIodhmPgnqMqbytiqvEly49MjQnnvuiOAE8T7wbDIYRgmEejptOZEhY116AK4PRzmM9jyiGuSYgxCosEih2GY+CcclTeJRrIl2gYiFAHsO9jS2grINkrc3Z9cgy0ThSST9AzDJCRK5Y0ph3IsrM1Ulm1tpt+7qrxJNBRjXbkOMGUBOUPptnKda/uGaK+w91AEcFO5/95ETeWUuJw1yHuwpbUJ0BoAY7a758z3C4CKddF4FUw3SZK/eIZhEh5lWnNBCfUGqd1Nt4WTgOm3JI/3ItlnPPkSrACu30shKrsFcFqp3FqZLabRASm5gKUO+O2l5HnvEgAOVzEMkzhw1VL8VZr1BooAbg/fVVKIqnCSu/S8fA3l4FhdJf2+qDSASgtU70iu9y7OYZHDMExikexVS/FYadYbdCWAlcGWsg1QpXZ8vOwgz06SDLZMFFjkMAzDJBJcaRaYzgSwMtiyZifNedLo3PcJQWM3DOlJM9gyUUgiHy7DMEwSEGyibTJVmgWDSkVl4qYswFwDOJXBljaaM6ZxDbbMT47BlokCixyGYZhEItyVZrE81T3cFE2kMvGUXMBST1VWDit5cIyZSTXYMlHgcBXDMEyiEUyibTAkY6+d8efRFPiVL3oPtsxPrsGWiQIP6GQYhklUetLxOJmHWgLcLTrG4AGdDMMwjDfdrTRL9qGWAFfpJQgJenYyDMMw3SaUXjsME8OwyGEYhmG8CarXThv3i2FiHhY5DMMwjDeevXb8kcy9dpi4gkUOwzAM4w332mESBBY5DMMwjDc81Z1JEPgMZRiGYTrCU92ZBIBLyBmGYRj/8FR3Js5hkcMwDMMEhvvFMHEMy3GGYRiGYRISFjkMwzAMwyQkLHIYhmEYhklIWOQwDMMwDJOQsMhhGIZhGCYh4eoqhmEYJn6QZS5pZ4KGRQ7DMAwTH1RuANa/SxPSHW00P6vPSOrOzM0JGT+wyGEYhmFin8oNwPJHAHMtkF5EE9LtZqByHdC439WdmYUO4w37+BiGYZjYRpbJg2OuBXJHAvo0QKWm29yRtH3De7Qfw3jAnhyGYRgmtqnbTSGq9CJAkrzvkyTaXrUNqC0FJBXn6zDtsMhhGIZhYhtrI+XgaE3+79caAXMpsOxhwFLP+TpMOyxyGIZhmNhGn0GixW6mEJUvTRVAUzkgAcgZxvk6TDvsx2MYhmFim+wh5JVpKgeE8L5PloFDWwCVBuhbzPk6jBcschiGYZjYRqWisJMpB6jZDlibAdlBtwc30v/zx3bMv/HM16nbHZ21M1GFRQ7DMAwT+xQUu8JOJYC5HqjdTbc5Q4H0Qvrxh9ZIOTrWxt5dLxMTxF1OjtVqxZQpU7BhwwasW7cOEydOjPaSGIZhmN6goBjIH+/d8VjIwDf/DJyvY7dQPo8+o/fXy0SduPPk3HLLLSgsDKDYGYZhmMRGpQJyhwFFh9FtzrDA+TpC0Pa8UZTXwyQdcSVyvvnmG3z33Xd4/PHHo70UhmEYJhboLF+nZjtgygWKL+R+OUlK3ISrDh06hKuuugqffvopTKYAvRIYhmGY5EPJ12mfa1VJIarCSSRwuHw8aYkLkSOEwJw5c3DNNddg8uTJ2Lt3b1CPs1qtsFqt7b83NTVFaIUMwzBMVPGXr8Mdj5OeqH769957LyRJ6vRn9erVePrpp9HU1ITbbrstpOM/9NBDyMjIaP/p379/hF4JwzAME3V883VY4CQ9khC+mVq9R01NDWpqajrdZ9CgQbjwwgvxxRdfQPKYWeJ0OqFWq3HJJZfgjTfe8PtYf56c/v37o7GxEenp6eF5EQzDMAzDRJSmpiZkZGSEbL+jKnKCZf/+/V6hpoqKCpx00kn48MMPMWXKFPTr1y+o43T3TWIYhmEYJnp0137HRU7OgAEDvH5PTU0FAAwdOjRogcMwDMMwTHLBAUuGYRiGYRKSuPDk+DJo0CDEQZSNYRiGYZgowp4chmEYhmESEhY5DMMwDMMkJCxyGIZhGIZJSFjkMAzDMAyTkMRl4nF3+f/t3XtQVOX/B/D3glyEXXC5X0UUBZGL3HQWFDIcUwnRSsXSwUsUCqQiRmPOQH1FscYmJ5XAHEenCaxRlBRCQhBHAgFZNcALAgMpDCNgAhUg+/z+aDy6gbT8Qh5cPq+ZneHcnvPmM+p+fPacPU8uVqbHOxBCCCEvjyfv20O96WhMNTkdHR0AQI93IIQQQl5CHR0dMDQ0VHn/l+Ibj4eLQqHA/fv3IZFIlB4R8V89eVxEY2PjmP8mZaqFMqqHMqrHU1QLZVQPZVSPp57UoqqqCo6OjtAYwjPJxtRMjoaGxgv9hmQDA4Mx/4fxCaqFMqqHMqrHU1QLZVQPZVSPp6ytrYfU4AB04TEhhBBC1BQ1OYQQQghRS9TkDAMdHR3Ex8dDR0eHdxTuqBbKqB7KqB5PUS2UUT2UUT2e+i+1GFMXHhNCCCFk7KCZHEIIIYSoJWpyCCGEEKKWqMkhhBBCiFqiJocQQgghaomanGGWmJgIX19f6OnpYcKECbzjjLhDhw7B3t4eurq68PLywqVLl3hH4qKwsBDBwcGwsrKCSCTC6dOneUfiZs+ePfDx8YFEIoGZmRmWLl2KW7du8Y7FTXJyMtzc3IQveZPJZMjOzuYda1TYs2cPRCIRtmzZwjsKFwkJCRCJREovCwsL3rG4unfvHlavXg1jY2Po6elh5syZKC8vV/l4anKGWU9PD5YvX46NGzfyjjLiTpw4gS1btuDjjz9GRUUF5s6di0WLFqGhoYF3tBHX1dUFd3d3HDhwgHcU7i5evIjIyEgUFxcjNzcXjx8/xoIFC9DV1cU7Ghc2NjZISkpCWVkZysrK8OqrryIkJASVlZW8o3FVWlqK1NRUuLm58Y7C1YwZM9DU1CS8bty4wTsSN+3t7fDz84OWlhays7NRVVWFffv2DW0CgZEX4ujRo8zQ0JB3jBE1a9YsFhERobTOycmJffTRR5wSjQ4AWEZGBu8Yo0ZLSwsDwC5evMg7yqghlUrZN998wzsGNx0dHWzq1KksNzeXBQQEsM2bN/OOxEV8fDxzd3fnHWPUiIuLY3PmzPlPY9BMDhkWPT09KC8vx4IFC5TWL1iwAEVFRZxSkdHo999/BwAYGRlxTsJfX18f0tPT0dXVBZlMxjsON5GRkQgKCsL8+fN5R+Huzp07sLKygr29PUJDQ1FbW8s7EjeZmZnw9vbG8uXLYWZmBg8PDxw+fHhIY1CTQ4bFgwcP0NfXB3Nzc6X15ubmaG5u5pSKjDaMMcTExGDOnDlwcXHhHYebGzduQCwWQ0dHBxEREcjIyICzszPvWFykp6fj6tWr2LNnD+8o3M2ePRvHjx9HTk4ODh8+jObmZvj6+qK1tZV3NC5qa2uRnJyMqVOnIicnBxEREfjggw9w/PhxlcegJkcFA10M9s9XWVkZ75ijgkgkUlpmjPVbR8auqKgoXL9+HWlpabyjcOXo6Ai5XI7i4mJs3LgRYWFhqKqq4h1rxDU2NmLz5s349ttvoauryzsOd4sWLcKbb74JV1dXzJ8/H+fOnQMAHDt2jHMyPhQKBTw9PbF79254eHjg/fffR3h4OJKTk1UeY9wLzKc2oqKiEBoaOug+kyZNGpkwo5SJiQk0NTX7zdq0tLT0m90hY1N0dDQyMzNRWFgIGxsb3nG40tbWhoODAwDA29sbpaWl2L9/P1JSUjgnG1nl5eVoaWmBl5eXsK6vrw+FhYU4cOAAuru7oampyTEhX/r6+nB1dcWdO3d4R+HC0tKy3wzn9OnTcfLkSZXHoCZHBSYmJjAxMeEdY1TT1taGl5cXcnNzsWzZMmF9bm4uQkJCOCYjvDHGEB0djYyMDBQUFMDe3p53pFGHMYbu7m7eMUZcYGBgv7uH1q1bBycnJ8TFxY3pBgcAuru7UV1djblz5/KOwoWfn1+/r5u4ffs27OzsVB6Dmpxh1tDQgLa2NjQ0NKCvrw9yuRwA4ODgALFYzDfcCxYTE4M1a9bA29sbMpkMqampaGhoQEREBO9oI66zsxM1NTXCcl1dHeRyOYyMjDBx4kSOyUZeZGQkvvvuO5w5cwYSiUSY7TM0NMT48eM5pxt5O3bswKJFi2Bra4uOjg6kp6ejoKAAP/30E+9oI04ikfS7NktfXx/GxsZj8pqt2NhYBAcHY+LEiWhpacGuXbvw6NEjhIWF8Y7GxdatW+Hr64vdu3djxYoVuHLlClJTU5Gamqr6IMNwlxd5RlhYGAPQ75Wfn8872og4ePAgs7OzY9ra2szT03PM3iacn58/4J+DsLAw3tFG3EB1AMCOHj3KOxoX69evF/6OmJqassDAQHb+/HnesUaNsXwL+cqVK5mlpSXT0tJiVlZW7I033mCVlZW8Y3H1448/MhcXF6ajo8OcnJxYamrqkI4XMcbY8PVdhBBCCCGjA91dRQghhBC1RE0OIYQQQtQSNTmEEEIIUUvU5BBCCCFELVGTQwghhBC1RE0OIYQQQtQSNTmEEEIIUUvU5BCiRl555RVs2bJl2MZLSEjAzJkzh208AKivr4dIJBK+DZwQQl4UanIIGYXWrl0rPOFeS0sLkydPRmxsLLq6ugY97tSpU/jf//43bDliY2ORl5c3bOMNRU1NDdatWwcbGxvo6OjA3t4eq1atQllZGZc8o5Wqje2pU6fw2muvwcTEhJpMMmZQk0PIKLVw4UI0NTWhtrYWu3btwqFDhxAbGzvgvr29vQAAIyMjSCSSYcsgFothbGw8bOOpqqysDF5eXrh9+zZSUlJQVVWFjIwMODk5Ydu2bSOeRx10dXXBz88PSUlJvKMQMnJeyMMmCCH/SVhYGAsJCVFa9+677zILCwvGGGPx8fHM3d2dHTlyhNnb2zORSMQUCkW/5/7Y2dmxxMREtm7dOiYWi5mtrS1LSUlRGrexsZGtXLmSSaVSpqenx7y8vFhxcbHSef6ZKyEhgZmamjKJRMLee+891t3dLeyTnZ3N/Pz8mKGhITMyMmJBQUGspqZG2F5XV8cAsIqKigF/d4VCwWbMmMG8vLxYX19fv+3t7e3Cz9evX2fz5s1jurq6zMjIiIWHh7OOjo5+eRMTE5mZmRkzNDRkCQkJrLe3l8XGxjKpVMqsra3ZkSNH+uVLS0tjMpmM6ejoMGdn537PnysoKGA+Pj5MW1ubWVhYsLi4ONbb2ytsDwgIYNHR0Wz79u1MKpUyc3NzFh8frzTGw4cPWXh4uFDLefPmMblcLmx/Uv/jx48zOzs7ZmBgwFauXMkePXok/H74xzPB6urqBqyrqvUnRJ3QTA4hL4nx48cLMzbA3x/nfP/99zh58uSgHz3s27cP3t7eqKiowKZNm7Bx40bcvHkTwN9PSw8ICMD9+/eRmZmJa9eu4cMPP4RCoXjueHl5eaiurkZ+fj7S0tKQkZGBTz75RNje1dWFmJgYlJaWIi8vDxoaGli2bNmgYz5LLpejsrIS27Ztg4ZG/3+iJkyYAAD4448/sHDhQkilUpSWluKHH37Azz//jKioKKX9L1y4gPv376OwsBBffPEFEhIS8Prrr0MqlaKkpAQRERGIiIhAY2Oj0nHbt2/Htm3bUFFRAV9fXyxZsgStra0AgHv37mHx4sXw8fHBtWvXkJycjCNHjmDXrl1KYxw7dgz6+vooKSnBZ599hk8//RS5ubkAAMYYgoKC0NzcjKysLJSXl8PT0xOBgYFoa2sTxrh79y5Onz6Ns2fP4uzZs7h48aIwG7N//37IZDKEh4ejqakJTU1NsLW1VanOhIwJvLssQkh//5zJKSkpYcbGxmzFihWMsb//h6+lpcVaWlqUjhtoJmf16tXCskKhYGZmZiw5OZkxxlhKSgqTSCSstbV1wBwDzeQYGRmxrq4uYV1ycjITi8UDzrowxlhLSwsDwG7cuMEY+/eZhBMnTjAA7OrVqwNufyI1NZVJpVLW2dkprDt37hzT0NBgzc3NQl47OzulbI6Ojmzu3LnC8uPHj5m+vj5LS0tTypeUlCTs09vby2xsbNjevXsZY4zt2LGDOTo6MoVCIexz8OBBpToEBASwOXPmKGX28fFhcXFxjDHG8vLymIGBAfvrr7+U9pkyZYow2xYfH8/09PSEmRvGGNu+fTubPXu2sDzUp3bTTA4ZS2gmh5BR6uzZsxCLxdDV1YVMJoO/vz+++uorYbudnR1MTU3/dRw3NzfhZ5FIBAsLC7S0tAD4e9bEw8MDRkZGKudyd3eHnp6esCyTydDZ2SnMhNy9exdvv/02Jk+eDAMDA9jb2wMAGhoaVBqfMSZkHUx1dTXc3d2hr68vrPPz84NCocCtW7eEdTNmzFCaETI3N4erq6uwrKmpCWNjY6Emz/5eT4wbNw7e3t6orq4Wzi2TyZQy+vn5obOzE7/99puw7tnaA4ClpaVwnvLycnR2dsLY2BhisVh41dXV4e7du8IxkyZNUrrO6tkxCCGDG8c7ACFkYPPmzUNycjK0tLRgZWUFLS0tpe3PvrkP5p/HiUQi4aOj8ePHD09YPG1KgoODYWtri8OHD8PKygoKhQIuLi7o6elRaZxp06YB+LuRGOz2dcbYcxuhZ9cP9PsPVpPBPBl3oHMP1JwNdh6FQgFLS0sUFBT0O8+Tj+T+bQxCyOBoJoeQUUpfXx8ODg6ws7Pr90Y3XNzc3CCXy5WuAfk3165dw59//iksFxcXQywWw8bGBq2traiursbOnTsRGBiI6dOno729fUiZZs6cCWdnZ+zbt2/AN/OHDx8CAJydnSGXy5Vuq798+TI0NDSERum/KC4uFn5+/PgxysvL4eTkJJy7qKhIaGwAoKioCBKJBNbW1iqN7+npiebmZowbNw4ODg5KLxMTE5Vzamtro6+vT+X9CRlLqMkhZAxbtWoVLCwssHTpUly+fBm1tbU4efIkfvnll+ce09PTgw0bNqCqqgrZ2dmIj49HVFQUNDQ0IJVKYWxsjNTUVNTU1ODChQuIiYkZUiaRSISjR4/i9u3b8Pf3R1ZWFmpra3H9+nUkJiYiJCQEAPDOO+9AV1cXYWFh+PXXX5Gfn4/o6GisWbMG5ubm/6kuAHDw4EFkZGTg5s2biIyMRHt7O9avXw8A2LRpExobGxEdHY2bN2/izJkziI+PR0xMzIAXSw9k/vz5kMlkWLp0KXJyclBfX4+ioiLs3LlzSN8FNGnSJJSUlKC+vh4PHjx47ixPW1sb5HI5qqqqAAC3bt2CXC5Hc3Ozyuci5GVDTQ4hY5i2tjbOnz8PMzMzLF68GK6urkhKSoKmpuZzjwkMDMTUqVPh7++PFStWIDg4GAkJCQAADQ0NpKeno7y8HC4uLti6dSs+//zzIeeaNWsWysrKMGXKFISHh2P69OlYsmQJKisr8eWXXwIA9PT0kJOTg7a2Nvj4+OCtt95CYGAgDhw48P8pRT9JSUnYu3cv3N3dcenSJZw5c0aYYbG2tkZWVhauXLkCd3d3REREYMOGDdi5c6fK44tEImRlZcHf3x/r16/HtGnTEBoaivr6+iE1abGxsdDU1ISzszNMTU2fe+1TZmYmPDw8EBQUBAAIDQ2Fh4cHvv76a5XPRcjLRsSenW8lhJBBrF27Fg8fPsTp06d5R3lh6uvrYW9vj4qKimF/pAUhZGTRTA4hhBBC1BI1OYQQQghRS/RxFSGEEELUEs3kEEIIIUQtUZNDCCGEELVETQ4hhBBC1BI1OYQQQghRS9TkEEIIIUQtUZNDCCGEELVETQ4hhBBC1BI1OYQQQghRS9TkEEIIIUQt/R/n2OmM65MBrAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "from sklearn.decomposition import IncrementalPCA\n", "from sklearn.svm import OneClassSVM\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Load your dataset and preprocess it\n", "df = country_data.copy()\n", "\n", "# Define the specific country for outlier detection\n", "specific_country = 'Qatar' # Replace 'Country_Name' with the country of interest\n", "\n", "# Filter the dataset for the specific country\n", "country_df = df[df['location'] == specific_country]\n", "\n", "# Separate the features and labels for the specific country\n", "features = country_df[['new_deaths', 'total_deaths', 'new_cases']]\n", "\n", "# Apply PCA using IncrementalPCA\n", "scaler = StandardScaler()\n", "scaled_features = scaler.fit_transform(features)\n", "\n", "# Initialize IncrementalPCA with the desired number of components (e.g., 2 for 2D visualization)\n", "n_components = 2\n", "pca = IncrementalPCA(n_components=n_components)\n", "pca.fit(scaled_features)\n", "reduced_features = pca.transform(scaled_features)\n", "\n", "# Train the OneClassSVM for the specific country\n", "svm_model = OneClassSVM()\n", "svm_model.fit(reduced_features)\n", "\n", "# Detect outliers for the specific country\n", "outlier_labels = svm_model.predict(reduced_features)\n", "\n", "# Optionally, you can visualize the outliers using a scatter plot\n", "import matplotlib.pyplot as plt\n", "\n", "inliers = reduced_features[outlier_labels == 1]\n", "outliers = reduced_features[outlier_labels == -1]\n", "\n", "plt.scatter(inliers[:, 0], inliers[:, 1], label='Inliers', alpha=0.6)\n", "plt.scatter(outliers[:, 0], outliers[:, 1], label='Outliers', alpha=0.6)\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title(f'PCA: Outliers Detection for {specific_country}')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "4c5a03c9", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "from sklearn.decomposition import IncrementalPCA\n", "from sklearn.svm import OneClassSVM\n", "from sklearn.preprocessing import StandardScaler\n", "import matplotlib.pyplot as plt\n", "from sklearn.feature_selection import VarianceThreshold\n", "from sklearn.model_selection import train_test_split\n", "\n", "# Load your dataset and preprocess it (assuming you already have 'country_data' DataFrame)\n", "df = country_data.copy()\n", "\n", "# Define the features to use for outlier detection\n", "features = ['new_deaths', 'total_deaths', 'new_cases']\n", "\n", "# Filter the dataset for the selected features\n", "selected_features = df[features]\n", "\n", "# Use VarianceThreshold to remove constant or near-constant columns\n", "selector = VarianceThreshold()\n", "selected_features = selector.fit_transform(selected_features)\n", "\n", "# Check if there are enough features for PCA (at least 2 features required for PCA)\n", "if selected_features.shape[1] < 2:\n", " print(\"Insufficient features for PCA. Need at least 2 features.\")\n", "else:\n", " # Split the data into train and test sets, using only 50% of the data for PCA\n", " _, selected_features_pca, _, _ = train_test_split(selected_features, selected_features, test_size=0.1)\n", "\n", " # Scale the features\n", " scaler = StandardScaler()\n", " scaled_features = scaler.fit_transform(selected_features_pca)\n", "\n", " # Initialize IncrementalPCA with the desired number of components (e.g., 2 for 2D visualization)\n", " n_components = min(2, selected_features_pca.shape[1])\n", " pca = IncrementalPCA(n_components=n_components)\n", "\n", " # Fit the IncrementalPCA on the scaled features\n", " pca.fit(scaled_features)\n", "\n", " # Transform the features to the reduced dimensions\n", " reduced_features = pca.transform(scaled_features)\n", "\n", " # Initialize OneClassSVM\n", " svm_model = OneClassSVM()\n", "\n", " # Fit the OneClassSVM on the reduced features\n", " svm_model.fit(reduced_features)\n", "\n", " # Predict outliers for the entire dataset\n", " outlier_labels = svm_model.predict(reduced_features)\n", "\n", " # Optionally, you can visualize the outliers using a scatter plot\n", " inliers = reduced_features[outlier_labels == 1]\n", " outliers = reduced_features[outlier_labels == -1]\n", "\n", " plt.scatter(inliers[:, 0], inliers[:, 1], label='Inliers', alpha=0.6)\n", " plt.scatter(outliers[:, 0], outliers[:, 1], label='Outliers', alpha=0.6)\n", "\n", " plt.xlabel('Principal Component 1')\n", " plt.ylabel('Principal Component 2')\n", " plt.title('PCA: Outliers Detection (General)')\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 110, "id": "a01b64b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total cases on the latest date: 264584.0\n" ] } ], "source": [ "latest_data = country_data.sort_values(by='date', ascending=False).head(1)\n", "\n", "# Get the value of \"total_cases\" from the latest date\n", "total_cases_latest_date = latest_data['total_cases'].values[0]\n", "\n", "print(\"Total cases on the latest date:\", total_cases_latest_date)" ] }, { "cell_type": "code", "execution_count": 59, "id": "312ea5d1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6988\\3182298778.py:9: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " country_data[\"iso_code\"] = le.fit_transform(df[\"iso_code\"])\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6988\\3182298778.py:10: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " country_data[\"continent\"] = le.fit_transform(df[\"continent\"])\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6988\\3182298778.py:11: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " country_data[\"location\"] = le.fit_transform(df[\"location\"])\n", "C:\\Users\\ziyan\\AppData\\Local\\Temp\\ipykernel_6988\\3182298778.py:12: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " country_data[\"date\"] = le.fit_transform(df[\"date\"])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The selected features are:\n", "['total_deaths', 'population', 'new_deaths_smoothed', 'new_deaths', 'new_cases_smoothed', 'new_cases', 'total_deaths_per_million', 'aged_70_older', 'total_cases_per_million', 'aged_65_older', 'date', 'new_vaccinations_smoothed', 'new_people_vaccinated_smoothed', 'median_age', 'female_smokers']\n" ] } ], "source": [ "# Import libraries\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.feature_selection import mutual_info_regression\n", "\n", "# Encode categorical features\n", "le = LabelEncoder()\n", "country_data[\"iso_code\"] = le.fit_transform(df[\"iso_code\"])\n", "country_data[\"continent\"] = le.fit_transform(df[\"continent\"])\n", "country_data[\"location\"] = le.fit_transform(df[\"location\"])\n", "country_data[\"date\"] = le.fit_transform(df[\"date\"])\n", "\n", "# Calculate mutual information scores\n", "X = country_data.drop(\"total_cases\", axis=1) # Features\n", "y = country_data[\"total_cases\"] # Target variable\n", "corr_coeffs = X.corrwith(y) # Correlation coefficients\n", "\n", "# Rank features by absolute values\n", "corr_coeffs = pd.Series(corr_coeffs, name=\"Corr Coeffs\", index=X.columns)\n", "corr_coeffs = corr_coeffs.abs().sort_values(ascending=False)\n", "\n", "# Select 10 features with highest absolute values\n", "selected_features = corr_coeffs.head(15).index.tolist()\n", "\n", "# Print selected features\n", "print(\"The selected features are:\")\n", "print(selected_features)" ] }, { "cell_type": "code", "execution_count": 61, "id": "da7dfdbf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "0 1 1 0 2 1.0 0.0 \n", "1 1 1 0 3 1.0 0.0 \n", "2 1 1 0 4 1.0 0.0 \n", "3 1 1 0 5 1.0 0.0 \n", "4 1 1 0 6 1.0 0.0 \n", "... ... ... ... ... ... ... \n", "302507 236 0 236 1193 264578.0 2.0 \n", "302508 236 0 236 1194 264582.0 4.0 \n", "302509 236 0 236 1195 264584.0 2.0 \n", "302510 236 0 236 1196 264584.0 0.0 \n", "302511 236 0 236 1197 264584.0 0.0 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "0 0.000 1.0 0.0 0.000 \n", "1 0.000 1.0 0.0 0.000 \n", "2 0.000 1.0 0.0 0.000 \n", "3 0.000 1.0 0.0 0.000 \n", "4 0.000 1.0 0.0 0.000 \n", "... ... ... ... ... \n", "302507 4.143 5684.0 1.0 0.571 \n", "302508 4.714 5684.0 0.0 0.571 \n", "302509 4.143 5684.0 0.0 0.571 \n", "302510 3.143 5684.0 0.0 0.571 \n", "302511 2.571 5684.0 0.0 0.429 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "0 ... 1.337 1803.987 597.029 \n", "1 ... 1.337 1803.987 597.029 \n", "2 ... 1.337 1803.987 597.029 \n", "3 ... 1.337 1803.987 597.029 \n", "4 ... 1.337 1803.987 597.029 \n", "... ... ... ... ... \n", "302507 ... 1.882 1899.775 307.846 \n", "302508 ... 1.882 1899.775 307.846 \n", "302509 ... 1.882 1899.775 307.846 \n", "302510 ... 1.882 1899.775 307.846 \n", "302511 ... 1.882 1899.775 307.846 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "0 9.59 1.9 24.7 \n", "1 9.59 1.9 24.7 \n", "2 9.59 1.9 24.7 \n", "3 9.59 1.9 24.7 \n", "4 9.59 1.9 24.7 \n", "... ... ... ... \n", "302507 1.82 1.6 30.7 \n", "302508 1.82 1.6 30.7 \n", "302509 1.82 1.6 30.7 \n", "302510 1.82 1.6 30.7 \n", "302511 1.82 1.6 30.7 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "0 0.5 64.83 0.511 \n", "1 0.5 64.83 0.511 \n", "2 0.5 64.83 0.511 \n", "3 0.5 64.83 0.511 \n", "4 0.5 64.83 0.511 \n", "... ... ... ... \n", "302507 1.7 61.49 0.571 \n", "302508 1.7 61.49 0.571 \n", "302509 1.7 61.49 0.571 \n", "302510 1.7 61.49 0.571 \n", "302511 1.7 61.49 0.571 \n", "\n", " population \n", "0 41128772.0 \n", "1 41128772.0 \n", "2 41128772.0 \n", "3 41128772.0 \n", "4 41128772.0 \n", "... ... \n", "302507 16320539.0 \n", "302508 16320539.0 \n", "302509 16320539.0 \n", "302510 16320539.0 \n", "302511 16320539.0 \n", "\n", "[281807 rows x 35 columns]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_data" ] }, { "cell_type": "code", "execution_count": 111, "id": "760ce710", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: missingno in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (0.5.2)\n", "Requirement already satisfied: numpy in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from missingno) (1.23.5)\n", "Requirement already satisfied: matplotlib in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from missingno) (3.7.0)\n", "Requirement already satisfied: scipy in 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c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from matplotlib->missingno) (3.0.9)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from matplotlib->missingno) (0.11.0)\n", "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from matplotlib->missingno) (4.25.0)\n", "Requirement already satisfied: pandas>=0.25 in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from seaborn->missingno) (1.5.3)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from pandas>=0.25->seaborn->missingno) (2022.7)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\ziyan\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->missingno) (1.16.0)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ziyan\\anaconda3\\lib\\site-packages\\missingno\\missingno.py:264: RuntimeWarning: overflow encountered in long_scalars\n", " ax2.set_yticklabels([int(n * len(df)) for n in ax1.get_yticks()], fontsize=fontsize)\n", "C:\\Users\\ziyan\\anaconda3\\lib\\site-packages\\missingno\\missingno.py:271: RuntimeWarning: overflow encountered in long_scalars\n", " ax2.set_yticklabels([int(n * len(df)) for n in ax1.get_yticks()], fontsize=fontsize)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "!pip install missingno\n", "import missingno as msno\n", "\n", "msno.matrix(country_data) # plot a matrix of missingness\n", "msno.bar(country_data) # plot a bar chart of missingness" ] }, { "cell_type": "code", "execution_count": 112, "id": "819875e9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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281807 rows × 35 columns

\n", "
" ], "text/plain": [ " iso_code continent location date total_cases new_cases \\\n", "0 AFG Asia Afghanistan 2020-01-03 1.0 0.0 \n", "1 AFG Asia Afghanistan 2020-01-04 1.0 0.0 \n", "2 AFG Asia Afghanistan 2020-01-05 1.0 0.0 \n", "3 AFG Asia Afghanistan 2020-01-06 1.0 0.0 \n", "4 AFG Asia Afghanistan 2020-01-07 1.0 0.0 \n", "... ... ... ... ... ... ... \n", "302507 ZWE Africa Zimbabwe 2023-04-08 264578.0 2.0 \n", "302508 ZWE Africa Zimbabwe 2023-04-09 264582.0 4.0 \n", "302509 ZWE Africa Zimbabwe 2023-04-10 264584.0 2.0 \n", "302510 ZWE Africa Zimbabwe 2023-04-11 264584.0 0.0 \n", "302511 ZWE Africa Zimbabwe 2023-04-12 264584.0 0.0 \n", "\n", " new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n", "0 0.000 1.0 0.0 0.000 \n", "1 0.000 1.0 0.0 0.000 \n", "2 0.000 1.0 0.0 0.000 \n", "3 0.000 1.0 0.0 0.000 \n", "4 0.000 1.0 0.0 0.000 \n", "... ... ... ... ... \n", "302507 4.143 5684.0 1.0 0.571 \n", "302508 4.714 5684.0 0.0 0.571 \n", "302509 4.143 5684.0 0.0 0.571 \n", "302510 3.143 5684.0 0.0 0.571 \n", "302511 2.571 5684.0 0.0 0.429 \n", "\n", " ... aged_70_older gdp_per_capita cardiovasc_death_rate \\\n", "0 ... 1.337 1803.987 597.029 \n", "1 ... 1.337 1803.987 597.029 \n", "2 ... 1.337 1803.987 597.029 \n", "3 ... 1.337 1803.987 597.029 \n", "4 ... 1.337 1803.987 597.029 \n", "... ... ... ... ... \n", "302507 ... 1.882 1899.775 307.846 \n", "302508 ... 1.882 1899.775 307.846 \n", "302509 ... 1.882 1899.775 307.846 \n", "302510 ... 1.882 1899.775 307.846 \n", "302511 ... 1.882 1899.775 307.846 \n", "\n", " diabetes_prevalence female_smokers male_smokers \\\n", "0 9.59 1.9 24.7 \n", "1 9.59 1.9 24.7 \n", "2 9.59 1.9 24.7 \n", "3 9.59 1.9 24.7 \n", "4 9.59 1.9 24.7 \n", "... ... ... ... \n", "302507 1.82 1.6 30.7 \n", "302508 1.82 1.6 30.7 \n", "302509 1.82 1.6 30.7 \n", "302510 1.82 1.6 30.7 \n", "302511 1.82 1.6 30.7 \n", "\n", " hospital_beds_per_thousand life_expectancy human_development_index \\\n", "0 0.5 64.83 0.511 \n", "1 0.5 64.83 0.511 \n", "2 0.5 64.83 0.511 \n", "3 0.5 64.83 0.511 \n", "4 0.5 64.83 0.511 \n", "... ... ... ... \n", "302507 1.7 61.49 0.571 \n", "302508 1.7 61.49 0.571 \n", "302509 1.7 61.49 0.571 \n", "302510 1.7 61.49 0.571 \n", "302511 1.7 61.49 0.571 \n", "\n", " population \n", "0 41128772.0 \n", "1 41128772.0 \n", "2 41128772.0 \n", "3 41128772.0 \n", "4 41128772.0 \n", "... ... \n", "302507 16320539.0 \n", "302508 16320539.0 \n", "302509 16320539.0 \n", "302510 16320539.0 \n", "302511 16320539.0 \n", "\n", "[281807 rows x 35 columns]" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_data" ] }, { "cell_type": "code", "execution_count": 19, "id": "dd8c2462", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.dates import MonthLocator\n", "\n", "# Assuming you have loaded the dataset into a pandas DataFrame named 'country_data'\n", "\n", "# Filter data for a specific country (replace 'India' with the desired country name)\n", "country_name = 'Sri Lanka'\n", "country_data_specific = data[data['location'] == country_name]\n", "\n", "\n", "# 2. Country-Specific Trends (Specific Country)\n", "\n", "# Bar chart for specific country's Total Cases\n", "plt.figure(figsize=(10, 4))\n", "plt.bar(country_data_specific['date'], country_data_specific['total_cases'], label='Total Cases', color='blue')\n", "plt.xlabel('Date')\n", "plt.ylabel('Total Cases')\n", "plt.title(f'{country_name}: Total Cases Over Time')\n", "plt.gca().xaxis.set_major_locator(MonthLocator()) # Show ticks on a monthly basis\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Bar chart for specific country's Total Deaths\n", "plt.figure(figsize=(10, 4))\n", "plt.bar(country_data_specific['date'], country_data_specific['total_deaths'], label='Total Deaths', color='red')\n", "plt.xlabel('Date')\n", "plt.ylabel('Total Deaths')\n", "plt.title(f'{country_name}: Total Deaths Over Time')\n", "plt.gca().xaxis.set_major_locator(MonthLocator()) # Show ticks on a monthly basis\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Bar chart for specific country's New Cases\n", "plt.figure(figsize=(10, 4))\n", "plt.bar(country_data_specific['date'], country_data_specific['new_cases'], label='New Cases', color='green')\n", "plt.xlabel('Date')\n", "plt.ylabel('New Cases')\n", "plt.title(f'{country_name}: New Cases Over Time')\n", "plt.gca().xaxis.set_major_locator(MonthLocator()) # Show ticks on a monthly basis\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Bar chart for specific country's New Deaths\n", "plt.figure(figsize=(10, 4))\n", "plt.bar(country_data_specific['date'], country_data_specific['new_deaths'], label='New Deaths', color='purple')\n", "plt.xlabel('Date')\n", "plt.ylabel('New Deaths')\n", "plt.title(f'{country_name}: New Deaths Over Time')\n", "plt.gca().xaxis.set_major_locator(MonthLocator()) # Show ticks on a monthly basis\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "3111a092", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "iso_code category\n", "continent category\n", "location category\n", "date datetime64[ns]\n", "total_cases float64\n", "new_cases float64\n", "new_cases_smoothed float64\n", "total_deaths float64\n", "new_deaths float64\n", "new_deaths_smoothed float64\n", "total_cases_per_million float64\n", "new_cases_per_million float64\n", "new_cases_smoothed_per_million float64\n", "total_deaths_per_million float64\n", "new_deaths_per_million float64\n", "new_deaths_smoothed_per_million float64\n", "reproduction_rate float64\n", "new_vaccinations_smoothed float64\n", "new_vaccinations_smoothed_per_million float64\n", "new_people_vaccinated_smoothed float64\n", "new_people_vaccinated_smoothed_per_hundred float64\n", "stringency_index float64\n", "population_density float64\n", "median_age float64\n", "aged_65_older float64\n", "aged_70_older float64\n", "gdp_per_capita float64\n", "cardiovasc_death_rate float64\n", "diabetes_prevalence float64\n", "female_smokers float64\n", "male_smokers float64\n", "hospital_beds_per_thousand float64\n", "life_expectancy float64\n", "human_development_index float64\n", "population float64\n", "dtype: object" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_data.dtypes" ] }, { "cell_type": "code", "execution_count": null, "id": "cab9c141", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 80, "id": "67d70de0", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "pd.options.display.float_format = ' {:.2f}'.format # set the format for two decimal places\n", "# Convert the 'date' column to a datetime object\n", "country_data_imputed['date'] = pd.to_datetime(country_data_imputed['date'])\n", "\n", "# Group the data by 'location'\n", "grouped_data = country_data_imputed.groupby('continent')\n", "\n", "# Plot the chart for each unique location\n", "for location, group in grouped_data:\n", " # Sort data by 'date' for each location\n", " group = group.sort_values(by='date')\n", "\n", " # Create a line chart for each metric (e.g., 'total_cases', 'new_cases', etc.)\n", " plt.figure(figsize=(12, 6))\n", " for column in ['total_cases', 'new_cases', 'total_deaths', 'new_deaths']:\n", " plt.plot(group['date'], group[column], label=column)\n", "\n", " # Customize the plot\n", " plt.title(f'COVID-19 Metrics for {location}')\n", " plt.xlabel('Date')\n", " plt.ylabel('Count')\n", " plt.legend()\n", " plt.grid(True)\n", " \n", " # Display the chart (optional)\n", " plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }