Project that you can see in my kaggle profile
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"# **Introduction** 🤝🏼😊"
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"Netflix, founded in 1997, has evolved into one of the leading streaming platforms worldwide, with millions of subscribers globally. It has revolutionized the way we consume audiovisual content.\n",
"\n",
"In this project, we will analyze a Netflix dataset to understand the impact of the COVID-19 pandemic on the company. We will focus on aspects such as the amount of content added, changes in user ratings, and other relevant patterns. Through this analysis, we will create a visual and descriptive narrative that highlights the key features and trends observed during this period."
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"source": [
"# **Exploring data** 🫴🏻📰"
]
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"Now, we load and explore the data to undestand its composition and have initial insights."
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"source": [
"**Add Libraries**\n",
"\n",
"We import the libraries requiered."
]
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"import pandas as pd #For data manipulation\n",
"import numpy as np #For numerical operations\n",
"import matplotlib.pyplot as plt #For plotting graphs\n",
"import seaborn as sns #For advances visualizations\n",
"from wordcloud import WordCloud\n",
"from PIL import Image"
]
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"source": [
"**Read Data**\n",
"\n",
"A quick look at the dataset to understand its content by using Pandas."
]
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" Documentaries\n",
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" TV Dramas, TV Horror, TV Mysteries\n",
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" Movie\n",
" Confessions of an Invisible Girl\n",
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" Brazil\n",
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" Children & Family Movies, Comedies\n",
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" Dramas, Independent Movies, International Movies\n",
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" show_id type title director \\\n",
"0 s1 Movie Dick Johnson Is Dead Kirsten Johnson \n",
"1 s3 TV Show Ganglands Julien Leclercq \n",
"2 s6 TV Show Midnight Mass Mike Flanagan \n",
"3 s14 Movie Confessions of an Invisible Girl Bruno Garotti \n",
"4 s8 Movie Sankofa Haile Gerima \n",
"\n",
" country date_added release_year rating duration \\\n",
"0 United States 9/25/2021 2020 PG-13 90 min \n",
"1 France 9/24/2021 2021 TV-MA 1 Season \n",
"2 United States 9/24/2021 2021 TV-MA 1 Season \n",
"3 Brazil 9/22/2021 2021 TV-PG 91 min \n",
"4 United States 9/24/2021 1993 TV-MA 125 min \n",
"\n",
" listed_in \n",
"0 Documentaries \n",
"1 Crime TV Shows, International TV Shows, TV Act... \n",
"2 TV Dramas, TV Horror, TV Mysteries \n",
"3 Children & Family Movies, Comedies \n",
"4 Dramas, Independent Movies, International Movies "
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"source": [
"# Load the dataset\n",
"df = pd.read_csv(\"/kaggle/input/netflix-data-cleaning-analysis-and-visualization/netflix1.csv\")\n",
"\n",
"# Display the firs few rows of the dataset\n",
"df.head()"
]
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"source": [
"**Sizing the Dataset** \n",
"\n",
"Here we take a look at the number of columns and rows in this dataset."
]
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"\n",
"RangeIndex: 8790 entries, 0 to 8789\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 show_id 8790 non-null object\n",
" 1 type 8790 non-null object\n",
" 2 title 8790 non-null object\n",
" 3 director 8790 non-null object\n",
" 4 country 8790 non-null object\n",
" 5 date_added 8790 non-null object\n",
" 6 release_year 8790 non-null int64 \n",
" 7 rating 8790 non-null object\n",
" 8 duration 8790 non-null object\n",
" 9 listed_in 8790 non-null object\n",
"dtypes: int64(1), object(9)\n",
"memory usage: 686.8+ KB\n",
"None\n"
]
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"source": [
"# Show an overall information about the dataset\n",
"print(df.info())"
]
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"We identify this dataset has ↓\n",
"* 10 Columns\n",
"* 8790 Rows\n",
"\n",
"We realized duration and variables of dates should be expressed in a **number (int64)** format instead of **text (object)**"
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"source": [
"**Digging to Find NULL or Missing Values**\n",
"\n",
"Missing or Null values affect the statistic variables and our analysis. Therefore, we check if there are values which need to be double checked."
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"Indentifying NULL or missing values:\n",
"show_id 0\n",
"type 0\n",
"title 0\n",
"director 0\n",
"country 0\n",
"date_added 0\n",
"release_year 0\n",
"rating 0\n",
"duration 0\n",
"listed_in 0\n",
"dtype: int64\n"
]
}
],
"source": [
"print(\"Indentifying NULL or missing values:\")\n",
"# Methods \"isnull\" and \"sum\" work together to show us a summary of these values\n",
"print(df.isnull().sum()) "
]
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"source": [
"Fortunately, in this dataset there are no NULL or Missing values, so we can proceed."
]
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"source": [
"**Proceeding to Check Duplicates**\n",
"\n",
"We found out this dataset has a column with an ID for each title. We can leverage this variable to confirm that there are no duplicate values."
]
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"source": [
"#Check for duplicate values in the dataset\n",
"print(df.duplicated().sum())"
]
},
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"source": [
"**Check Uniqueness**\n",
"\n",
"In this section we use \"nunique\" method to see how varied the dataset is. For instance, in the \"**type**\" column we should have only two types: \"Movie\" and \"TV Show\". This part of the analysis helps us to identify possible filters to be used in the **Visualization** section."
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"text": [
"Type total: 2\n",
"Directors total: 4528\n",
"Countries total: 86\n",
"Ratings total: 14\n",
"Categories total: 513\n"
]
}
],
"source": [
"# Check for the number of unique values in different columns\n",
"print(f\"Type total: {df['type'].nunique()}\")\n",
"print(f\"Directors total: {df['director'].nunique()}\")\n",
"print(f\"Countries total: {df['country'].nunique()}\")\n",
"print(f\"Ratings total: {df['rating'].nunique()}\")\n",
"print(f\"Categories total: {df['listed_in'].nunique()}\")"
]
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"source": [
"**Identify the Unique Values of \"type\" and \"rating\" Columns**\n",
"\n",
"These columns have been chosen because they have limited number of unique values. Keep in mind that the more values we have in a filter, the harder it is to interpret the information."
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"Types: ['Movie' 'TV Show']\n",
"Ratings: ['PG-13' 'TV-MA' 'TV-PG' 'TV-14' 'TV-Y7' 'TV-Y' 'PG' 'TV-G' 'R' 'G'\n",
" 'NC-17' 'NR' 'TV-Y7-FV' 'UR']\n",
"Ratings: ['United States' 'France' 'Brazil' 'United Kingdom' 'India' 'Germany'\n",
" 'Pakistan' 'Not Given' 'China' 'South Africa' 'Japan' 'Nigeria' 'Spain'\n",
" 'Philippines' 'Australia' 'Argentina' 'Canada' 'Hong Kong' 'Italy'\n",
" 'New Zealand' 'Egypt' 'Colombia' 'Mexico' 'Belgium' 'Switzerland'\n",
" 'Taiwan' 'Bulgaria' 'Poland' 'South Korea' 'Saudi Arabia' 'Thailand'\n",
" 'Indonesia' 'Kuwait' 'Malaysia' 'Vietnam' 'Lebanon' 'Romania' 'Syria'\n",
" 'United Arab Emirates' 'Sweden' 'Mauritius' 'Austria' 'Turkey'\n",
" 'Czech Republic' 'Cameroon' 'Netherlands' 'Ireland' 'Russia' 'Kenya'\n",
" 'Chile' 'Uruguay' 'Bangladesh' 'Portugal' 'Hungary' 'Norway' 'Singapore'\n",
" 'Iceland' 'Serbia' 'Namibia' 'Peru' 'Mozambique' 'Ghana' 'Zimbabwe'\n",
" 'Israel' 'Finland' 'Denmark' 'Paraguay' 'Cambodia' 'Georgia'\n",
" 'Soviet Union' 'Greece' 'West Germany' 'Iran' 'Venezuela' 'Slovenia'\n",
" 'Guatemala' 'Jamaica' 'Somalia' 'Croatia' 'Jordan' 'Luxembourg' 'Senegal'\n",
" 'Belarus' 'Puerto Rico' 'Cyprus' 'Ukraine']\n"
]
}
],
"source": [
"# Show the different unnique values stored in these columns \n",
"print(f\"Types: {df['type'].unique()}\")\n",
"print(f\"Ratings: {df['rating'].unique()}\")\n",
"print(f\"Ratings: {df['country'].unique()}\")"
]
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"source": [
"**Understanding \"rating\" Codes**\n",
"\n",
"After a quick look on internet, this table has been created, where you can appreciate \"**Audience**\" and \"**Description**\" for better undersanding of the dataset content. This information could be useful later to check for any relations with other variables."
]
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"
}
},
"cell_type": "markdown",
"id": "e93e15f3",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "2acce9d2",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"# **Data Cleaning** 🧼📋"
]
},
{
"cell_type": "markdown",
"id": "ed4d8b2c",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Data Formatting to Dates and Duration variables**\n",
"\n",
"It is crucial to have the correct format for each variable, otherwise our statistical analysis might provide incorrect information."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "71fde409",
"metadata": {
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-]\n"
]
}
],
"source": [
"#Convert number to date\n",
"df['date_added'] = pd.to_datetime(df['date_added'])\n",
"\n",
"#Extract the year from \"date_added\"\n",
"df['year_added'] = df[\"date_added\"].dt.year\n",
"\n",
"# Print to confirm if year was extracted properly\n",
"print(df['year_added'].unique())"
]
},
{
"cell_type": "markdown",
"id": "70819c04",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Separate \"season\" for TV Shows and \"minute\" for Movies**\n",
"\n",
"The duration column stores two types of values: \"# season\" or \"# minute\", which is a mix of **string** and **int** values. It is crucial to separate them to better understand the **duration** column."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "-d",
"metadata": {
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Split up 'Season' and 'Minutes' from 'duration': \n",
"Duration type is: \n",
"0 Minute\n",
"1 Season\n",
"2 Season\n",
"3 Minute\n",
"4 Minute\n",
" ... \n",
"8785 Season\n",
"8786 Season\n",
"8787 Season\n",
"8788 Season\n",
"8789 Season\n",
"Name: Duration_type, Length: 8790, dtype: object\n"
]
}
],
"source": [
"# Separating string 'minute' or 'season' from duration column\n",
"duration_in_minutes = df.loc[df['duration'].str.contains('min'), 'Duration_type'] = 'Minute'\n",
"duration_in_seasons = df.loc[df['duration'].str.contains('Season'), 'Duration_type'] = 'Season'\n",
"\n",
"# Print results for validation\n",
"print(\"\\nSplit up 'Season' and 'Minutes' from 'duration': \")\n",
"print(f\"Duration type is: \\n{df['Duration_type']}\")"
]
},
{
"cell_type": "markdown",
"id": "ada1898a",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Separate Numbers from Duration Column**\n",
"\n",
"After extracting the string part from duration column, the next step is to extract the number to proceed with the numerical analysis."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ce6a270c",
"metadata": {
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
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},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Split up the number from 'duration': \n",
"Duration type is: \n",
"0 90\n",
"1 1\n",
"2 1\n",
"3 91\n",
"4 125\n",
" ... \n",
"8785 2\n",
"8786 3\n",
"8787 1\n",
"8788 1\n",
"8789 1\n",
"Name: Numerical_duration, Length: 8790, dtype: int64\n"
]
}
],
"source": [
"#Separating number from duration column\n",
"df['Numerical_duration'] = df['duration'].str.extract('(\\d+)').astype(int)\n",
"\n",
"# Print the results for validation\n",
"print(\"\\nSplit up the number from 'duration': \")\n",
"print(f\"Duration type is: \\n{df['Numerical_duration']}\")"
]
},
{
"cell_type": "markdown",
"id": "d313308e",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Handling Missing Values in Country Column**\n",
"\n",
"Some steps back was mentioned there were not missing values. However, they were disguised as \"Not Given\" in the \"Country\" column. The procedure is to replace these values with the mode (most frequent country) to maintain data integrity."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0fc177ea",
"metadata": {
"execution": {
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},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mode: United States\n",
"Countries: \n",
" ['United States' 'France' 'Brazil' 'United Kingdom' 'India' 'Germany'\n",
" 'Pakistan' 'China' 'South Africa' 'Japan' 'Nigeria' 'Spain' 'Philippines'\n",
" 'Australia' 'Argentina' 'Canada' 'Hong Kong' 'Italy' 'New Zealand'\n",
" 'Egypt' 'Colombia' 'Mexico' 'Belgium' 'Switzerland' 'Taiwan' 'Bulgaria'\n",
" 'Poland' 'South Korea' 'Saudi Arabia' 'Thailand' 'Indonesia' 'Kuwait'\n",
" 'Malaysia' 'Vietnam' 'Lebanon' 'Romania' 'Syria' 'United Arab Emirates'\n",
" 'Sweden' 'Mauritius' 'Austria' 'Turkey' 'Czech Republic' 'Cameroon'\n",
" 'Netherlands' 'Ireland' 'Russia' 'Kenya' 'Chile' 'Uruguay' 'Bangladesh'\n",
" 'Portugal' 'Hungary' 'Norway' 'Singapore' 'Iceland' 'Serbia' 'Namibia'\n",
" 'Peru' 'Mozambique' 'Ghana' 'Zimbabwe' 'Israel' 'Finland' 'Denmark'\n",
" 'Paraguay' 'Cambodia' 'Georgia' 'Soviet Union' 'Greece' 'West Germany'\n",
" 'Iran' 'Venezuela' 'Slovenia' 'Guatemala' 'Jamaica' 'Somalia' 'Croatia'\n",
" 'Jordan' 'Luxembourg' 'Senegal' 'Belarus' 'Puerto Rico' 'Cyprus'\n",
" 'Ukraine']\n"
]
}
],
"source": [
"#Mode\n",
"country_mode = df['country'].mode()[0]\n",
"print(f\"Mode: {country_mode}\")\n",
"\n",
"# Replacing the missing values with the Mode\n",
"df['country']=df['country'].replace('Not Given', country_mode)\n",
"\n",
"# Validate the replacement\n",
"print(f\"Countries: \\n {df['country'].unique()}\")"
]
},
{
"cell_type": "markdown",
"id": "3fbc7397",
"metadata": {
"papermill": {
"duration": 0.02272,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Organizing the 'listed_in' Column**\n",
"\n",
"This column contains data stored in a particular way, as each title (row) could be categorized into multiple categories (which means columns), but it has been stored in only one. For instance, the title \"Midnight Mass\" has been categorized into 3 categories: \"TV Dramas, TV Horror, TV Mysteries\". However, Python doesn't recognize this information separately as we'd like. To fix this, it is necessary to perform some preprocessing steps to help Python recognize each category and enable accurate analysis."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3e5a96ca",
"metadata": {
"execution": {
"iopub.execute_input": "-T09:05:-Z",
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},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The total of categories is: 42 \n",
"\n",
"The results of the categories' sum are: \n",
"listed_in_split\n",
"International Movies 2752\n",
"Dramas 2426\n",
"Comedies 1674\n",
"International TV Shows 1349\n",
"Documentaries 869\n",
"Action & Adventure 859\n",
"TV Dramas 762\n",
"Independent Movies 756\n",
"Children & Family Movies 641\n",
"Romantic Movies 616\n",
"Thrillers 577\n",
"TV Comedies 573\n",
"Crime TV Shows 469\n",
"Kids' TV 448\n",
"Docuseries 394\n",
"Music & Musicals 375\n",
"Romantic TV Shows 370\n",
"Horror Movies 357\n",
"Stand-Up Comedy 343\n",
"Reality TV 255\n",
"British TV Shows 252\n",
"Sci-Fi & Fantasy 243\n",
"Sports Movies 219\n",
"Anime Series 174\n",
"Spanish-Language TV Shows 173\n",
"TV Action & Adventure 167\n",
"Korean TV Shows 151\n",
"Classic Movies 116\n",
"LGBTQ Movies 102\n",
"TV Mysteries 98\n",
"Science & Nature TV 92\n",
"TV Sci-Fi & Fantasy 83\n",
"TV Horror 75\n",
"Anime Features 71\n",
"Cult Movies 71\n",
"Teen TV Shows 69\n",
"Faith & Spirituality 65\n",
"TV Thrillers 57\n",
"Stand-Up Comedy & Talk Shows 56\n",
"Movies 53\n",
"Classic & Cult TV 26\n",
"TV Shows 16\n",
"Name: count, dtype: int64\n",
"42\n"
]
}
],
"source": [
"# Split every category\n",
"df['listed_in_split'] = df['listed_in'].str.split(', ') \n",
"\n",
"# Expand the lists of each category\n",
"df_exploded = df.explode('listed_in_split')\n",
"\n",
"# Count each category\n",
"category_counts = df_exploded['listed_in_split'].value_counts()\n",
"\n",
"# Count total of categories\n",
"total_categories = df_exploded['listed_in_split'].nunique()\n",
"\n",
"# Print results \n",
"print(f\"The total of categories is: {total_categories} \\n\")\n",
"print(f\"The results of the categories' sum are: \\n{category_counts}\")\n",
"print(total_categories)"
]
},
{
"cell_type": "markdown",
"id": "300f5088",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"# Visualization of the Data 👀🧮\n",
"\n",
"In this section, the exploratory data analysis (EDA) will be done by using visualizations to understand the distributions and relationships within our dataset. This will include basic statistical analysis of key variables."
]
},
{
"cell_type": "markdown",
"id": "a195d94f",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Basic Statistics Variables**\n",
"\n",
"With the following values and graphics we can better understand our data."
]
},
{
"cell_type": "markdown",
"id": "93fc7fa7",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Movies Given in \"Minutes\" ↓**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a2d1d81b",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
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},
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"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b Results: \b\n",
"Average: 99 minutes\n",
"Maximum: 312 minutes\n",
"Minimum: 3 minutes\n",
"Standard Deviation: 28\n"
]
}
],
"source": [
"# Plotting the distribution of 'Numerical_duration' in Minutes\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(df[df['Duration_type']=='Minute']['Numerical_duration'], kde=True, bins=30)\n",
"plt.title('Distribution of Duration (Movies)')\n",
"plt.xlabel('Duration (minutes)')\n",
"plt.ylabel('Frequency')\n",
"plt.show()\n",
"\n",
"print(\"\\b Results: \\b\")\n",
"#Average\n",
"average_for_movie = df[df['Duration_type'] == 'Minute']['Numerical_duration'].mean()\n",
"print(\"Average:\", int(average_for_movie), \"minutes\")\n",
"\n",
"#Maximum\n",
"longest_for_movie = df[df['Duration_type'] == 'Minute']['Numerical_duration'].max()\n",
"print(\"Maximum:\", longest_for_movie, \"minutes\")\n",
"\n",
"#Minimum\n",
"shortest_for_movie = df[df['Duration_type'] == 'Minute']['Numerical_duration'].min()\n",
"print(\"Minimum:\", shortest_for_movie, \"minutes\")\n",
"\n",
"#Standard Deviation\n",
"std = np.std(df[df['Duration_type'] == 'Minute']['Numerical_duration'])\n",
"print(f\"Standard Deviation: {int(std)}\")"
]
},
{
"cell_type": "markdown",
"id": "1a90912e",
"metadata": {
"papermill": {
"duration": 0.02443,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**TV Shows Given in \"Seasons\" ↓**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ac56b582",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration": 0.4363,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"Average: 1 seasons\n",
"Maximum: 17 seasons\n",
"Minimum: 1 seasons\n",
"Standard Deviation: 1\n"
]
}
],
"source": [
"# Plotting the distribution of 'Numerical_duration' in Season\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(df[df['Duration_type']=='Season']['Numerical_duration'], kde=True, bins=30)\n",
"plt.title('Distribution of Duration (TV Shows)')\n",
"plt.xlabel('Duration (seasons)')\n",
"plt.ylabel('Frequency')\n",
"plt.show()\n",
"\n",
"print(\"Results:\")\n",
"#Average\n",
"average_for_TVShow = df[df['Duration_type'] == 'Season']['Numerical_duration'].mean()\n",
"print(\"Average:\", int(average_for_TVShow), \"seasons\")\n",
"\n",
"#Maximum\n",
"longest_for_TVShow = df[df['Duration_type'] == 'Season']['Numerical_duration'].max()\n",
"print(\"Maximum:\", longest_for_TVShow, \"seasons\")\n",
"\n",
"#Minimum\n",
"shortest_for_TVShow = df[df['Duration_type'] == 'Season']['Numerical_duration'].min()\n",
"print(\"Minimum:\", shortest_for_TVShow, \"seasons\")\n",
"\n",
"#Standard Deviation\n",
"std = np.std(df[df['Duration_type'] == 'Season']['Numerical_duration'])\n",
"print(f\"Standard Deviation: {int(std)}\")"
]
},
{
"cell_type": "markdown",
"id": "0b193dca",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Number of Movies vs TV Shows**\n",
"\n",
"The following pie graphic shows the distribution of \"type\" percentages."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "735e23c0",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate the total of Movies and TV Shows y programas de TV\n",
"num_movies = df[df['type'] == 'Movie'].shape[0]\n",
"num_tv_shows = df[df['type'] == 'TV Show'].shape[0]\n",
"\n",
"# Percentages\n",
"total = num_movies + num_tv_shows\n",
"percentage_movies = (num_movies / total) * 100\n",
"percentage_tv_shows = (num_tv_shows / total) * 100\n",
"\n",
"# Tags and values\n",
"labels = ['Movies', 'TV Shows']\n",
"colors = ['#ff9999', '#66b3ff']\n",
"legend = [num_movies, num_tv_shows]\n",
"sizes = [percentage_movies, percentage_tv_shows]\n",
"explode = (0.1, 0) # Highlight the slice\n",
"\n",
"\n",
"# Create the graphic\n",
"plt.figure(figsize=(8, 6))\n",
"plt.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%', startangle=70)\n",
"plt.legend(legend, loc=\"best\")\n",
"plt.title('Distribution of Movies and TV Shows')\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f33dbf8d",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Movies vs TV Shows Added Last Years**\n",
"\n",
"Accoding to the dataset, the following graphic will express the Netflix' behavior adding titles in its platform."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f2a2c7af",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration": 0.49356,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate total per year\n",
"df_movies = df[df['type'] == 'Movie'].groupby('year_added').size()\n",
"df_tv_shows = df[df['type'] == 'TV Show'].groupby('year_added').size()\n",
"\n",
"# Creation of the graphic\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(df_movies.index, df_movies.values, marker='o', label='Movies', color='blue')\n",
"plt.plot(df_tv_shows.index, df_tv_shows.values, marker='o', label='TV Shows', color='green')\n",
"\n",
"# Pinpoint values\n",
"for x, y in zip(df_movies.index, df_movies.values):\n",
" plt.text(x, y, str(y), ha='right', va='bottom')\n",
"\n",
"for x, y in zip(df_tv_shows.index, df_tv_shows.values):\n",
" plt.text(x, y, str(y), ha='left', va='top')\n",
"\n",
" \n",
"plt.title('Evolution of Movies and TV Shows added per year')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Total')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a-",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"It is evident from the data that there is a significant difference between the total number of movies and TV shows added from 2015 to 2021. According to this graph, the gap between movies and TV shows tends to decrease over time. However, the amount of information is not enough to make a definitive statement, as the decline we are seeing is likely influenced by the COVID-19 period. This recent event has impacted production, and since we only have information up to 2021, it's important to consider that this data might not reflect long-term trends accurately."
]
},
{
"cell_type": "markdown",
"id": "5b4d20e0",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Countries with More Titles**\n",
"\n",
"The top 5 countries with the most titles on the Netflix platform are shown in the following bar chart. This chart provides a clear view of the countries that have been the most prolific in producing content for Netflix over the past years."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e25ffdd2",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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6bv3www+SlOVn4r1Y0L9Xr15W9+vWrXtHP0ek66Ol8uXLZ1mgPDtff/216tatq3z58ln1NSQkROnp6Xc85frfGDlypMqXL6/OnTvrP//5j55++uksrykAwHYIpQAAudKxY8cUEBAgT09Pq+2ZV+PL/AcxU6lSpbIco3Tp0rp06VK268HcirOzs/r06aOEhATFxMTctN25c+eUlJR02+mBx44dU5kyZbJsv1lfcqpQoUJZ/gnOly/fHf3D//jjj+do8eyDBw9q79698vX1tbqVLl1a0v8WH37xxRdVu3Zt9ejRQwUKFFC7du20aNGi2wZUjo6OCg4O1ubNmyVdD6Xq1q2rOnXqKD09Xdu2bdO+ffv0999/33UoVaRIEav7+fLlk6Qcv27/fLyXl5dcXV2VP3/+LNtvPOaxY8dUqlQpOThY//l1s/dB8eLFre4fOnRIhmHozTffzPJ9GDFihKT/fR9s6eDBg5Kkhg0bZqlrzZo1lppcXFw0YcIErVy5UgUKFFC9evU0ceJExcXF/avn3bJli0JCQuTu7i5vb2/5+vpa1i67m1Dqdu+Pw4cPS1KOpgXn5BzN6bl17NgxOTg4ZJmult3Pljvh6upqFX5mV2NOeHl5qX///vruu++0c+fObNscPHhQq1atytLXzKvo2eL96+zsrFmzZunIkSNKTk7W7Nmzs3yPAAC2w5pSAABko3DhwpKuj06xlZv9Y3SzkV43W//E+MdC8Ldy42iTW8nIyFDFihUt67D8U+br5ebmpk2bNmn9+vVasWKFVq1apa+++koNGzbUmjVrbrlmS506dfT222/rypUr2rx5s/773//K29tbFSpU0ObNmy3rXd1tKHW3r1t2j78X34t/+uf3JjPYGzRokEJDQ7N9TMmSJf/18/1bmXXNmzdP/v7+WfbfeFW//v37q0WLFlq6dKlWr16tN998U+PGjdO6detUtWrVHD/n4cOH1ahRI5UtW1bvvfeeChcuLGdnZ/3www+aPHlyjkbp3c/z6k6OldNz6365l+soZa4tNWrUKE2ZMiXL/oyMDDVu3Fivv/56to/PDOLut9WrV0uSrly5ooMHD2YJgAEAtkMoBQDIlYoWLaoff/xRycnJVqOl9u/fb9l/o8zRGjf6448/lDdv3iyjAHIic+rKrR7r6+srs9msPXv23PJYRYsW1YEDB7Js/2dfMkdkJCQkWLX7tyOppJsHXXeqRIkS+u2339SoUaPbHtPBwUGNGjVSo0aN9N5772ns2LH673//q/Xr11tGRGSnbt26SktL0xdffKFTp05Zwqd69epZQqnSpUvfdDH2TLl11EPRokW1a9cuZWRkWI2Wutl7+p+eeOIJSden/N3qdbyZO31dcto+c+SOn59fjuoqUaKEXnvtNb322ms6ePCgqlSponfffVfz58/PcW3ff/+9UlNT9d1331mNbMqc6najfPnyZTmn0tLSdObMmRw/3z/rl6Q9e/bckxAwp+dW0aJFlZGRocOHD1uNjsruZ4u9ZI6WGjlypOUqeTcqUaKELl68eNv3yf08h3ft2qXRo0era9euio2NVY8ePbR79255eXndt+cEANwc0/cAALlSs2bNlJ6erg8//NBq++TJk2UymSxXrsoUHR1tdTnyEydOaNmyZWrSpMktRwJkN7UvOTlZU6ZMUf78+a3WqfonBwcHtW7dWt9//71+/fXXLPszR0M0a9ZMP//8s6Kjoy37UlJSNHPmTBUrVkyBgYGS/vfP7o3rqqSnp2vmzJk3reF23N3dJWUNuu7UCy+8oFOnTumTTz7Jsu/y5ctKSUmRlP3IsipVqkhSlsvb/1PNmjXl5OSkCRMmyMfHR+XLl5d0Pazatm2bNm7cmKNRUu7u7nc1fet+adasmeLi4qyu4nbt2jV98MEH8vDw0NNPP33Lx/v5+al+/fqaMWNGtoHK7aap5s2bV1LO3wvu7u45ahsaGiqz2ayxY8fq6tWrN63r0qVLunLlitW+EiVKyNPT87bvjX/KPKdvHHGUmJio2bNnZ2lbokSJLGsVzZw587Zrzd1MkyZN5OnpqXHjxmXpz78ZTZXTcyvzZ977779v1Sa7EUn21L9/f3l7e2v06NFZ9r3wwguKjo62jFS6UUJCgq5duybpzt+rOXX16lV16dJFAQEBmjp1qubMmaP4+HgNGDDgnj4PACDnGCkFAMiVWrRooQYNGui///2vjh49qsqVK2vNmjVatmyZ+vfvn2VdlQoVKig0NFT9+vWTi4uLpk2bJkm3XHRXkj766CPLYuVFihTRmTNnNGvWLB0/flzz5s277XpLY8eO1Zo1a/T0009bLud+5swZff311/rpp5/k7e2toUOH6osvvlDTpk3Vr18/+fj4aO7cuTpy5Ii++eYby6iZ8uXL66mnnlJkZKT+/vtv+fj46Msvv7T8o/ZvlChRQt7e3po+fbo8PT3l7u6umjVr3vF0lY4dO2rRokXq1auX1q9fr9q1ays9PV379+/XokWLtHr1alWvXl2jR4/Wpk2bFBYWpqJFi+rs2bOaNm2aChUqZLXQe3by5s2roKAgbdu2TS1atLCMlqhXr55SUlKUkpKSo1AqKChIX331lQYOHKgaNWrIw8NDLVq0uKP+3g/h4eGaMWOGunTpopiYGBUrVkyLFy/Wli1bNGXKlCzrp2Xno48+Up06dVSxYkX17NlTTzzxhOLj4xUdHa2TJ0/qt99+u+lj3dzcFBgYqK+++kqlS5eWj4+PKlSocNO1kYKCgvTjjz/qvffeU0BAgIoXL66aNWtmaWc2m/Xxxx+rY8eOqlatmtq1aydfX18dP35cK1asUO3atfXhhx/qjz/+UKNGjfTCCy8oMDBQefLk0ZIlSxQfH6927drl/IXU9WDI2dlZLVq00CuvvKKLFy/qk08+kZ+fX5bArkePHurVq5fatGmjxo0b67ffftPq1auzrAGWU2azWZMnT1aPHj1Uo0YNtW/fXvny5dNvv/2mS5cuae7cuXd0vJyeW1WqVNFLL72kadOmKTExUbVq1dLatWt16NChf9WP+8XLy0uvvvpqtj97Bw8erO+++07NmzdXly5dFBQUpJSUFO3evVuLFy/W0aNHlT9//jt+r+bUW2+9pdjYWK1du1aenp6qVKmShg8frmHDhqlt27Zq1qzZXR0fAPAv2OeifwAAWIuIiMhyyffk5GRjwIABRkBAgOHk5GSUKlXKmDRpktVl1w3j+mW/IyIijPnz5xulSpUyXFxcjKpVqxrr16+/7fOuWbPGaNy4seHv7284OTkZ3t7eRpMmTYy1a9fmuPZjx44ZnTp1Mnx9fQ0XFxfjiSeeMCIiIozU1FRLm8OHDxtt27Y1vL29DVdXV+PJJ580li9fnuVYhw8fNkJCQgwXFxejQIECxhtvvGFERUUZkqz6c+Ol2G+U3WXRly1bZgQGBhp58uSxuiT8zY6Rue/pp5+22paWlmZMmDDBKF++vOHi4mLky5fPCAoKMkaNGmUkJiYahmEYa9euNVq1amUEBAQYzs7ORkBAgPHSSy9luQT8zQwePNiQZEyYMMFqe8mSJQ1JxuHDh622r1+/Pstrc/HiRaN9+/aGt7e3IcnyemS2/frrr62OkXnp+szX5WZGjBhhSDLOnTtntb1z586Gu7t7lvbZvb7x8fFG165djfz58xvOzs5GxYoVszxvZj2TJk3Kto7Dhw8bnTp1srxnH3/8caN58+bG4sWLb1m/YRjG1q1bjaCgIMPZ2dmQZIwYMcKqbzfav3+/Ua9ePcPNzc2QZHTu3NkwDMOYPXu2Ick4cuSIVfv169cboaGhhpeXl+Hq6mqUKFHC6NKli/Hrr78ahmEY58+fNyIiIoyyZcsa7u7uhpeXl1GzZk1j0aJFt607u/q+++47o1KlSoarq6tRrFgxY8KECcasWbOy1Jaenm4MGTLEyJ8/v5E3b14jNDTUOHTokFG0aFFLn27s1y+//JKlX/98j2U+f61atQw3NzfDbDYbTz75pPHFF19Y9t/JOZqTc8swDOPy5ctGv379jMcee8xwd3c3WrRoYZw4ccLqe3kz2b3Pb/beze71zs7N+njhwgXDy8sr2/dxcnKyERkZaZQsWdJwdnY28ufPb9SqVct45513jLS0NEu7m71Xb/Z9yu51vfFxMTExRp48eYy+fftatbl27ZpRo0YNIyAgwLhw4cJt+wwAuLdMhnEXK3ACAJALmEwmRUREZJnqBwAAACD3Yk0pAAAAAAAA2ByhFAAAAAAAAGyOUAoAAAAAAAA2x9X3AAAPPJZHBAAAAB48jJQCAAAAAACAzRFKAQAAAAAAwOaYvpcDGRkZOn36tDw9PWUymexdDgAAAAAAQK5lGIaSk5MVEBAgB4ebj4cilMqB06dPq3DhwvYuAwAAAAAA4IFx4sQJFSpU6Kb7CaVywNPTU9L1F9NsNtu5GgAAAAAAgNwrKSlJhQsXtuQpN0MolQOZU/bMZjOhFAAAAAAAQA7cbgkkFjoHAAAAAACAzRFKAQAAAAAAwOYIpQAAAAAAAGBzhFIAAAAAAACwOUIpAAAAAAAA2ByhFB5pH3/8sSpVqmS5smJwcLBWrlxp2V+/fn2ZTCarW69evSz7f/vtN7300ksqXLiw3NzcVK5cOU2dOtXqObp06ZLlGCaTSeXLl7dZPwEAAAAAyG3y2LsAwJ4KFSqk8ePHq1SpUjIMQ3PnzlWrVq20c+dOS2jUs2dPjR492vKYvHnzWr6OiYmRn5+f5s+fr8KFC2vr1q0KDw+Xo6Oj+vTpI0maOnWqxo8fb3nMtWvXVLlyZT3//PM26iUAAAAAALmPyTAMw95F5HZJSUny8vJSYmKizGazvcvBfebj46NJkyape/fuql+/vqpUqaIpU6bk+PERERH6/ffftW7dumz3L126VM8995yOHDmiokWL3qOqAQAAAADIHXKaozB9D/h/6enp+vLLL5WSkqLg4GDL9gULFih//vyqUKGCIiMjdenSpVseJzE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wwd6lAblWRkaG5Q/71NRUSVJYWJhq1aqlSpUq6d1339Vrr72mrl27auHChfYsFXhgmEwmLVmyRLVq1dIrr7yip556Sm+++aaSk5PtXRqQ62X+LdehQwd17NhRK1asUJMmTTRu3Dj169fP0oYRU7hX+Pgaj7wbk35/f39t3rxZI0aM0Lp165QvXz4VKlRINWvW1ODBg9WkSRNVrFjRzhUDuZPJZNJ3332ndu3aafDgwapdu7Y2b96svn37auLEiWratKm9SwRyncwpeyNHjtTWrVu1f/9+lSxZUvHx8SpQoIAkady4cZKkHj166NKlS+rRo4fd6gVys8y/6c6dO6e3335b77//vurUqaNff/1VnTp1UkJCgt566y15eXnZu1Qg19izZ49KlCghNzc3SdLp06c1depUjR07Vv369dP58+c1Y8YM1a9fXwsWLFB6ero++ugjRkzhniGUwiMr84doYmKi3NzcdOXKFTVu3FgTJ07UvHnzVK9ePXXp0kXVqlWTYRj6/vvvlZKSYu+ygVwjKSnJalrr77//rmHDhmnq1Knq2bOnEhISNGHCBPn4+GjgwIGSRDAF/L8bFzWfOXOmpk2bpvDwcPn5+WnhwoVauHChevToIU9PT0nXg6mkpCTNmzePUAq4CZPJpNWrV2vTpk2qXLmynn/+eXl4eKhUqVIym8169tlnJYlgCtD1/4WioqL0zDPPaPbs2XrxxRfl6uqqAgUKqEGDBgoNDVVcXJwaNWqksLAwjR8/XkOHDtXHH3+sS5cuafbs2QRSuCcIpfBIygykVqxYoffff18JCQkymUwaO3asBg0apP/85z/Kmzevpf1///tfXbhwQcWKFbNf0UAu8tZbb2nTpk1auXKlHB0dJUkuLi6qWbOmXnjhBZ04cUINGzbUc889p06dOqlHjx4aMGCAUlNT1bp1a/sWD+QCmYHUjh07tGfPHn366adq2bKlJKlMmTIaNGiQHB0d1a1bN3l4eEiSPvroI6ZLALfx559/aty4cXr88ceVnJwsDw8PZWRkKCwsTEuWLNELL7ygixcvaurUqawXikeayWRSkyZN1KtXL/Xp00cmk0nPPfecPDw8NHjwYDk6Ourdd99V8eLFNWbMGHl5eal06dKqXLmyYmJidPr0aQUEBNi7G3gIsKYUHkkmk0nLly9X27Zt1bhxY7311lsqU6aMQkJCFBsbawmk1qxZo27duumTTz7RokWL5O/vb+fKgdyhY8eOmjx5shwdHS3r4DzxxBMaO3asvLy8NGbMGNWoUUPvvvuugoODVaFCBSUmJmrSpElKTk7mH2tA0pYtW1S7dm3NnTtXSUlJlu1vvvmmRowYoYEDB2rOnDlW+1jHA7i13r17a+7cuTp9+rQ+/fRTy6hEwzAUFham+fPna8WKFbp8+bK9SwXs6urVq5KkadOmqVu3boqIiNCyZct08eJFyweOu3fv1oULF5Q/f35J16/G17ZtW0VHRxNI4Z4hlMIjKS0tTbNmzdKwYcM0aNAglS1bVlu2bFHPnj1VpUoVSdKlS5f0559/KiUlRRs2bFDVqlXtWzSQC+zcuVPJyckqWrSoypcvrw0bNqhhw4Y6efKkJMnX11epqanatWuXSpQoobx58yojI0Pe3t564403tGzZMnl6ejLcG5BUu3ZtjR8/XoZhaOPGjZbzSJKGDx+ukSNHql+/flqzZo3V4zh/gOsyA9q0tDSlpaVZtnfs2FEffvihRo4cqUmTJlld4fLZZ5/VkSNHLGu2AY+qzKsjR0dH65lnnlFGRoYGDx6sJUuW6NKlS5KkZs2a6eTJk+rQoYO6du2qTz/9VM8//7zc3d3tWToeMoRSeGSkp6dbvr548aJ27dqlevXq6cKFCwoODlajRo00Y8YMSdKnn36qxMRE9ejRQ5999pnKly9vr7KBXCHzn+agoCDNmzfP8sdK0aJFdejQIb388ss6ffq0JMnR0VGBgYHatGmT5s+fryFDhmjlypV69tlnLZ+0AY+ajIyMbLe/+uqreuONN7Ry5UrNmjXLch5J0rBhwzRr1iymvALZyAyaVq9erRdffFGNGzdW9+7dFR8fL8Mw1Lt3b33wwQd644039M4771gtyMw/1MD1Dzi+//571atXT7/99pteffVVBQUFqVevXlq8eLGuXbumRo0aadCgQTp58qTOnTunjRs3qnTp0vYuHQ8Zk8EYcDykModrJycny8nJSa6urlq/fr0aNGggSerevbvMZrMWL16s5s2b64MPPlCePHmUmJionj17KiQkRD179uQTaeAGQ4cO1dSpUzV58mR16NBBnp6eOnbsmBo1aiR/f38tWrRIAQEBWrNmjT766CPt2LFD3t7emjt3rqpVq2bv8gG7uHFR888++0y//PKLnJycVLZsWUVEREi6vk7b9OnTFR4erh49emSZFnHt2jXLp9oArlu2bJk6deqkTp066cknn1RkZKSqVKmikSNHKigoSCaTSdOnT9d//vMfTZ48Wa+++qq9SwZyjcuXL+uZZ55R1apVNWXKFMv2Xr166fPPP9eMGTPUvn17y1S+S5cuWa25C9wr/HWDh5aDg4NOnjypjh07KjIyUn/99Zc6dOig5cuXq1mzZipVqpQmTZqkypUr691337X8sT9hwgTFxsZq4sSJBFLA/7t69aqcnJw0fvx45cmTR/3795eTk5Patm2rokWL6scff1RISIjatm2rpUuXqkmTJqpRo4ZSUlLk6urKCCk80jIDqSFDhmjWrFlq1aqVDh06pGXLlmnFihX64YcfNGzYMDk4OGjmzJlKSkrS0KFDrc4bAinA2v79+/XGG29o7NixioiIUHJysiIjI7V27VqdPn1an3zyiapWrapevXrJyclJtWrVsnfJQK6SuS5o5pq5mX/rTZ8+XUeOHNGbb76ptLQ0vfjii/Lw8CCQwn3DSCk81FJTU9W0aVOdOHFCR48e1YwZM9StWzfL/h49emjLli2qWrWqSpYsqT///FMrVqzQ+vXrLWtLAfjfNIlNmzYpMTFRL7/8spycnDR27Fi1b99eHh4eOnr0qEJCQhQQEKAvvvhCjz/+uL3LBuzqxhFS27Zt0/PPP6/58+fr6aefVlpamjZs2KDu3bvrySef1DfffCPp+iLne/bs0bfffssHI4BkNe0uPT3dagHmpUuXKjIyUmfPnlXdunUVFhamYcOGqUqVKqpSpYrefPNNPfXUU5xLwE20a9dOf/zxh3bs2CHpf8FUnz59NGvWLPn4+Gjv3r3y8vKyc6V4mLGmFB5a6enpcnFx0ZAhQ3Ts2DEFBATI39/fcqUw6fraUd27d5dhGFq/fr3MZrO2bNlCIAX8Q+YVKxs2bKjff/9dr732mkJCQtSnTx/Nnz9fFy9eVLFixbR27Vrt2bNHPXr0sFrHDXiUdOvWTXv37pWDg4NlLan4+Hilp6ercuXKkiRnZ2c1aNBAkydP1t69e/XTTz9JksaMGWMJpPjcELj+++f8+fOSro/sWLNmjRYvXqzy5curbdu2ypMnj4YOHaqnnnpK48ePl5+fnypVqqRVq1YpMjLSagF04FF14++TG/8+e+2113Tt2jW9+OKLkiQnJydJkqurq1atWqUdO3YQSOG+Yyw4HlqZn6R5e3tr8eLF+uSTTzRs2DClpKSoZcuWcnFxkSQNGjRIknTlyhW5uLjwaRqQjdTUVE2dOlWvvPKKXn/9dcv2119/Xf369ZODg4NefPFFFS1aVLGxsUpLS7Ocg8Cj5K+//tLevXsVEhJitSBsqVKl5ODgoA0bNlgWLndyclK1atUUHx+vs2fPWo6RGUjx+wiQEhMTVaFCBYWHh6tGjRpq1aqVlixZIgcHB5UrV07Xrl3T8ePH1bx5c8v0osDAQI0ZM0aPPfaY5e894FGV+fvkxx9/1LfffqvDhw/r+eefV+vWrVW9enUNHTpU48aNU8WKFdWsWTMdPXpU3333nV555RX5+fnZu3w8AhgphYfOjZ8EZGRkqGbNmmrZsqUWL14sPz8/jRs3TitWrLB8cjZnzhxJ1z8R4B8AICvDMOTo6KjLly/L19dX0vXh3ZI0ceJEhYWFadSoUZo3b54uXryoIkWKqGTJkvYsGbAbHx8fffvtt6patarq1KmjP/74Q9L1D0jKlSunhQsXKjo62tLey8tLxYoVy7JmFL+PgOvy5s2rDz/8UBMnTtTzzz+vL774Qq1atbKMQjQMQwkJCVq3bp1WrlypQYMGaf78+SpSpIieeOIJO1cP2J/JZNLSpUvVpk0bpaSkqEqVKho4cKCGDx+uQ4cOqX379lq4cKGCgoL022+/6cqVK9q+fbtKlSpl79LxiGBNKTxUMj8JWLt2rVavXq39+/erR48eqlixoooXL67U1FS1atVKf/31l5599lklJSVp4sSJ2r9/P5c3BW6jW7duio6O1s6dO+Xq6mpZd2DQoEH69NNP5eLiogMHDsjb29vepQJ2ceMV8nbt2qXw8HD99ddf+uGHH1SqVClt2rRJ/fr1U8GCBVW7dm1VrlxZ77//vs6fP69ff/2V0YXATezatcuytMLIkSM1fPhwSf875/bv36+QkBC5urpKkr7++mtVrVrVXuUCucpvv/2mZ599VpGRkerZs6ek6x+ImEwmhYWFafjw4SpTpoyk6x/oZ2RkcHEN2BShFB46S5YsUefOndWmTRulpqZqx44daty4scLDw1WxYkWlpaWpa9euOnnypBISEjR37lzWkAJukBnunj59Wunp6fL19ZWrq6v27t2rTp066fHHH9fXX39tNQW2WbNmqlSpElfZA3R9sfJt27YpJSVF27Ztk7+/v9auXaty5copOjpan3/+uZYvXy5/f3/5+flp6dKlcnJyslrEGXjUZf4u+vvvv+Xi4qLDhw/r999/V8eOHTV48GC9/fbbkv4XTKWlpSk+Pl5ubm78LgJusGnTJkVFRWnMmDE6fvy46tWrp2effVYhISFq0aKFevTooe7du6tmzZr2LhWPKEIpPFRiYmLUtm1bDRs2TN27d1dqaqp8fHzk6+urxo0ba8CAAQoMDFR6errOnz8vFxcXRnUA2fjmm280YsQIxcfHKzQ0VC+//LKeeeYZLV26VKNHj1ZSUpLCwsJ08uRJ/fDDD4qNjbV8ygY8ymbMmKFBgwZp9erVKly4sA4dOqTRo0dr79692rRpk8qWLaurV68qNTVVly9fVv78+WUymaxGWQGPusxA6vvvv9fs2bP1yiuvqFGjRsrIyNCCBQsUHh6uoUOHasyYMZKkmTNnysfHR23btrVz5UDuc+7cOf31118qWbKkXnzxRZnNZk2bNk1ubm6WKXv/+c9/NGnSJNZgg13w1w8eeDdecvvcuXN69tln1b17dx09elQNGjRQ165dFRgYqNdee02Ojo7q1auXqlSpogIFCti5ciB3yTyX9u3bpwEDBmjAgAEym82aP3++JkyYoJSUFLVp00YVKlTQe++9pz///FOurq76+eefCaSA/3fw4EG1aNFCtWrVkiQVLlxYhQoVsgS7a9euVYkSJeTk5CQPDw9J1/8BJ5AC/sdkMmnJkiXq2LGjhg4dqlKlSlnOkc6dOysjI0O9e/fWwYMH5e3trblz51ouaQ88yjID3YSEBOXNm1dOTk7y9fWVr6+vLl68qJMnT6pHjx5yc3NTWlqaqlevrvDwcDVq1IhACnbDSCk8cDL/cb548aKcnJzk4uKitWvXqkKFCvL09NSZM2dUtGhRtW3bVj4+Ppo5c6by5MmjSpUqKS4uTh06dNCECRPk7Oxs764AdpV5Ll25csWyDsfevXv1zTff6PLlyxo3bpwkaf/+/Ro2bJjOnTun3r17q127dpbHZy6CDjyKbvxQJFP//v31ww8/WBY4z/TBBx/o1VdfVZ48eXTo0CEVKVLElqUCudrFixctIa10PdwNDQ21rIFjGIauXbum33//3TLtdfny5Ro3bpx8fHw0ZswYlmIA/t93332n0aNHy93dXU888YRmzJghZ2dn/fnnn2rcuLHatm2rVq1aadWqVVq4cKFiYmLk5eVl77LxCOPqe3jgODg46NSpUwoKClJMTIy++OILNW7cWDt27FDevHlVokQJJSQk6MiRI2rUqJHy5MmjhIQEVapUSX379lX//v0JpAD971zq1KmT1q5dK0kKDw/XO++8o6NHj1ralS1bVqNHj1b+/Pn12WefaebMmZbHE0jhUZYZSG3dutVyRcrnnntObm5uGj9+vK5cuWJpW7x4cXXp0kWvv/66Hn/8cbvUC+RGU6ZMUZ06dZSenm7Zdu3aNeXLl0/VqlVTSkqKpkyZokaNGqlp06Zq1qyZdu/erebNm2vt2rX66quvCKTwyMscZ7Jz5069+OKLCgsLs0zNq169ulJTU/XEE08oMjJSM2bMUKdOnTRr1iwtWrSIQAp2RyiFB9Ljjz+ukiVLqmXLlnr55Zf16aefqmnTpjIMQ4ZhKDk5WSaTSX/88Yd27typKVOmaN++ferXr5+KFi1q7/KBXCM1NVUnT57U5MmT9ccff2jWrFmqUqWKduzYoZUrV1raBQYG6q233pIkLV++XElJSfYqGbC7zEvRS9KePXtUp04dTZs2TZJUvXp11atXTytWrNDo0aN1/vx5HT9+XDNmzFDevHn11ltvydHR0eofcOBR1qJFCy1atEiOjo5KS0uTJF29elUXLlzQhAkTVLp0aW3atEmNGzfWzJkzlZaWpi1btkiSXF1dlTdvXnuWD+QKJpNJO3bsUHx8vEaOHKlRo0Zp0qRJmjlzpkwmkypXrqwrV66oR48eWr9+vb799lv98ssvqlatmr1LB5i+hwdD5hSJlJQUXblyRY899pi2bNmiunXrytPTU999952Cg4OtRkCNGTNGs2fPVnp6uq5du6bvv/+eH7xANg4ePKg+ffrIMAxNnTpVTk5O6tKli3x8fNSnTx81adLE0vbAgQNyd3dXoUKF7FgxYD+Z63VI0sSJE3X16lWNGTNGGRkZGjVqlCIjI5WcnKy3335bq1at0p49e/TEE0/I1dVVMTExcnJysnMPgNxp69atevnll7V161b5+/tr+fLlio6OloeHh+XKr5L09NNPq2PHjurRo4edKwZyj/Pnz6tevXrav3+/hg4dqrFjx0q6/jtrx44d6tatm9LT0/XLL7/Izc3NztUC1gilkOtlBlJ//PGHRo8ereDgYL344otKTk7W4cOHNXPmTK1fv15z5sxR48aNrYKpPXv2KCEhQcWKFeOfaOAWMoMp6fraNxkZGerZs6e8vb316quvKiQkxM4VArnLqFGj9OGHH2rWrFm6dOmSYmNjNXHiRI0aNUrDhg3T1atXlZKSovXr18vT01MNGjSQo6MjV9kDbnBjyHvkyBG1bNlSaWlp2rRpkwoUKKDU1FTL4svp6ekaMWKEZs+erc2bN+uJJ56wZ+lArpKWlqbly5dr7NixMgxDMTExln2GYWjnzp169tlnVbBgQW3bts2OlQJZEUohV8sMpHbt2qXQ0FA1adJEbdq0UYsWLSx/xEhS69at9dNPP2nevHlq1KiRnJ2dNXfuXIWGhsrf39+OPQAeHNkFU71791Z6erpGjRqlBg0a2LlCIHe4ePGiQkND1bp1aw0ePNiy/f3331f//v01YcIEDRgwIEv4lJ6ezjpsgKzPhaioKJ0+fVqdO3fWwYMH1alTJ507d05btmxRgQIFZBiGZs2apY0bN+rHH3/UihUrVLVqVTv3AMh9Ll++rLVr1+rVV1/VE088oaioKMs+wzD022+/yWw2E+gi12FNKeRqDg4OOnr0qJo3b64uXbpo9uzZatmypSWQylzXY+nSpapVq5a6du2qjz76SP3791fXrl2VmJhoz/KBB0qpUqX04YcfSpL69u0rR0dHffjhh3J3d1fJkiXtXB2Qe1y7dk3Hjh2z/C4yDMMS4rZq1UpDhgzRRx99ZNmXiUAKj7p169ZJun4upKamKjU1VUOGDLGcJ6VKldK8efPk5+en2rVrKz4+XiaTSSVKlJCPj482bNhAIIVHXub5EhMTo08//VSfffaZ9u/fLzc3N4WEhGjq1Kk6ceKE1fILJpNJVapUIZBCrsRIKeR6U6dO1cqVK7VkyRLLHOiTJ0/qwIED2rNnj/z9/fXiiy9Kkjp16qSDBw/q8uXLmjNnDldjAf6FgwcPqn///jp//rwWLFigokWLsg4OHlmZI3b/qV+/flq7dq0WL16scuXKWaYhDRo0SDt27NCGDRu0aNEitW3b1g5VA7nPjh07VL16dfXv31/vvfeeZXu1atX05ptv6tlnn7VsO3TokDp16qS///5b69atU0BAgNLS0rh6Mh55mb9rvv32W/Xt21cFCxaUu7u79u3bpyVLlqhOnTq6cuWKfvzxRw0dOlR58+bVzz//bO+ygVtipBRyvZMnT0qS5Q+RL7/8Uv369VP79u317rvvqkuXLhoyZIgk6fPPP9e3336rjRs3EkgB/1KpUqX07rvvqlChQnJ2diaQwiPrxkAqNjZW0dHRlquDtW/fXgEBAYqMjNTBgwdlMpl05coVHTp0SAMHDlSvXr00btw4XbhwQXz+B0jFixfX+++/rwULFlhNe83IyJC7u7uk61fdk6SSJUvq888/l8lkUlhYmNLT0/ldhEfSP39/mEwmbdy4Ua+88opGjhypX3/9Ve+++67++usvNWnSRD/88INcXV0VEhKi0aNHS5KOHz9uj9KBHGOkFHK92bNnq2fPnurfv79OnTqlNWvWqGPHjnruuedUrVo1TZkyRXPnztWKFStUunRpe5cLPDT4VBq4bvDgwfrqq6907tw51ahRQ6+//rqaN2+u77//Xu+//75iYmJUs2ZNHT9+XA4ODtq9e7fGjh2rpUuXatu2bdmOtAIeRYmJiVqwYIHefPNNde7cWe+9954qVKigDz74IMu6henp6Tp16pQyMjJUrFgx+xQM2FHmByPnzp3TsWPHJEnVq1fXyJEjZRiGRo0apVOnTqlWrVpq1KiR0tPT9dVXX2nVqlWqX7++UlNTdfXqVXl4eNi5J8CtcfkX5Hpdu3ZVfHy8VqxYIUlauHChatSoIR8fH0mSv7+/8uTJo/z589uzTOChQyCFR9WNI6SWL1+ulStX6tNPP5WPj4+GDh2qMWPGKCUlRS+++KKqVKmiFStWaM+ePapVq5Zl5O6xY8dUpEgRpaamytXV1eriHMCjysvLS+3bt5ckDRs2TJcuXZKrq6tGjx6tL774QpcvX7asvfb444/r7bfftme5gN1k/h7at2+fwsPD5enpKTc3N3377bdq0aKF0tLSlJycrDZt2uiZZ57RjBkztGXLFs2bN08NGzbUqlWr1KRJE8vVK4HcjFAKucaNlwX+p6FDh6pv375ycnLK8o/y/v37VaJECYZ1AwDuyrlz5+Tr62sJpJYtW6atW7fq5ZdftiwY++2336pTp-lZGRobZt26pXr16WY5w9e1bjx4/XokWL9NNPP1nWQgRwnbe3t1544QVJ0qRJk3Ty5Em9+eabOnv2rNLS0uTk5KT09HS99NJLdq4UsA/DMOTg4KC9e/eqTp06+s9//qNXXnlFjz/+uCQpKChIkvTzzz8rPT1dAwYMkHT93Hr++edVtGhRFS5c2G71A3eKUAq5wvvvv68SJUooNDQ0yyW0M8OqzPUGMl24cEETJkzQrFmztGnTJnl6etqyZADAQ6Rr166qWLGiBg4cqIyMDF28eFGvvfaa/vzzT3Xu3NnSzmw26/PPP1enTp300UcfKTExUT179pSjo6POnz+v6dOn65dfftH69etVvnx5O/YIsL/Mv+H27t2r48ePKyMjQyEhIcqfP7/atm0rBwcHvfXWW5Jkufor8KgzmUz6+++/1atXL3Xq1MlqxOCNI3n/+usvxcTE6Nq1a5Kur7t78eJFjRw5Unnz5rVL7cC/wZpSyBWCg4N16NAhffHFF6pfv36WYOqfIiMjdejQIf32229atGgRi5oDAO7KnDlz1K5dO7m6uioxMVFeXl46c+aM2rVr93/t3X98zfX///HbOfth72E0VrMMm4bIr6JiYmyS35OlUn6FTRGh1t6VeFM08nNG2JuZrWQsisI2P3rPz6k0IW0mNNOqbbEf2M7O94++zsdKfmR2mPv1H5dz9jqv83i5XM7lvM799Xg9nmRnZzN9+nSeeOIJS0fvmTNn6N69O40bN2bRokWW/WRmZmJnZ6dbyuWOdzGQ+uSTTxg/fjy2trZUrlwZg8FAfHw8NWrU4JdffiE2NpZJkybRq1cvIiIiSr1W5E516NAhevXqxdKlS2nXrt1fZhOazWaKi4t5+umnWbt2La1ateLw4cMkJSXRvHlzK1Ut8s8olBKruvSko3v37nz99dcsX74cHx+fK86ziYqK4siRIwwdOhRPT8/yKldERCqgjIwMXF1dsbGxISIigq+++org4GA8PDzIyMjA39+fqlWrEhISYrmND7DMwzEajaWuXovciS73GdiyZQv+/v7MnDmToUOHkpiYSJcuXWjYsCHx8fHUrl2b7Oxsli1bxoIFC9i1axd33323lY5A5Nbx4YcfMmjQIC5cuIDBYLjs56ugoICtW7dSVFTEsWPH6NGjB15eXlaqWOSfUyglVnfpCl9t27YlPz+fGTNm0KlTpyt2TBUVFWmOlIiI3JC4uDgmT57Ml19+iZOTExMmTGDdunV07dqVF198kXr16vHTTz/h7++Pk5MTb7zxBn5+fqX2oUBK7nQXPwMZGRkkJSVhMpmoVasWX375Jfb29vz73//m1KlTtGnThnbt2pGamkpOTg7bt2/Hzc2N7OxsDAYDd911l7UPReSWsHPnTnx9fYmOjqZv376X3WbBggWsXbuWzZs3l3N1ImVLZ1BiVWazGXt7e1auXElAQADOzs4cPHiQoKAgtm7darlH+nIUSImIyI3KyMigTp06ODk5ATBlyhSee+454uPjCQ8P58cff6R27dqsXbuW/Px8xo4dS3Jycql9KJCSO9nFQColJYX27dszefJkBg0axNixY0lNTeWZZ54hJyeHHj160LVrV2JiYnj11Vc5evQoDz74IKdOncLZ2VmBlMgl6tata5lhePz4ccvzl/aTXPwMqcdEbnc6ixKrMhgM7Nq1i6FDh9KtWzfef/99UlJSqFevHoMHD75qMCUiInIjMjMzKSkpAcBkMgHw+uuv069fPxITE5k/f74lmIqNjeWRRx7hwQcftGbJIreMSwOpNm3aEBAQQHx8PHFxcdxzzz388MMP2NrasnPnTv71r38REhICQM2aNenevTuPPvoo+fn5Vj4KkVvPvffey8KFC9m0aRMTJkzg0KFDwB+/nQoKCnjjjTdYs2YNL7zwguavyW1Pq++J1X3//fd4eXnRr18/qlSpAsDWrVvx8fEhKCiIRYsW0aFDhyvOmBIREblWmZmZ1KpVC4Dc3FzLCb2NjY3lR/bFH8+xsbEYjUYCAwO57777LIOYTSYTNjY21jkAkVuE0Wjk5MmT+Pr60r17d0JDQwFwc3MjMzOTcePGce7cOU6fPs23335L7dq1AUhMTMTFxYWFCxdSqVIlax6CyC3L39+fuXPnMmrUKJKTk2nTpg0ODg5kZGSwe/duNm7cSIMGDaxdpsgNU6eUWM3FVtOzZ8+SlZVlCaQKCwsBmD59OsePH2fQoEHs2LHDanWKiEjFsXPnTp588kliY2MBsLe3x9XVFfgjaDIajZw7dw6AkJAQAgICiI6OZuPGjcD/fXcpkBL5g8lkwsPDg/Pnz5OUlGR53sPDAwcHB4qKiujatSt169aldu3adO7cmblz5zJ27FgFUiJXYDQaCQoKYseOHTzwwAN88803fPfdd9x///0kJSXRsmVLa5coUiY06FysLisri+bNm/Pkk08SHh5uef6bb75hxowZnDlzhlmzZulKgIiI3LCkpCSmTp1KYWEhr7/+Ohs2bMDJyYl33333stsXFxezdu1a+vTpoyBK5G+kpqYyevRoSkpKmDNnDu7u7nh6ejJkyBBCQ0Mxm80cPnyYyMhIjEYjgwYN4v7777d22SK3DXXnSkWmUErKjdlsxmAwkJyczJ49eygpKcHLy4uuXbuyePFiZs2aRceOHZk3bx65ubnMnTuX9PR0oqKirrgKn4iIyPXYvXs306dP58KFC+zbtw+AOnXqUFxcjI2NjWW2VE5ODv369bPckqQfBSJ/LzU1lTFjxlBQUEBKSgqDBg1i9uzZlvO/i7Rapcj1u/Rz9OfPlMjtTqGUlKs1a9YwYsQIWrVqhYODAxs3bmTatGkMHz6cjz76iMmTJ1NYWIizszO//vor8fHxGigrIiJl4tIT+aSkJGbNmsWOHTu45557eOmll8jIyKCoqIhq1apRUlLCuXPnmDhxoi6MiFyj1NRURowYwdGjR4mKiqJ9+/bA/932qh/SIiLyZwqlpNwcOnQIPz8/3nrrLV566SUOHjxIy5YtCQwMZP78+ZhMJvLy8vjkk0+oVq0aLVq0wMPDw9pli4jIbepqHRl79uzh/fff59dff2XSpEl06NDhstsVFxcrmBK5Rmlpabz88suYzWYmTJiAt7e3tUsSEZFbmEIpueku/ijYtGkT06ZNY9u2bRw/fpx27drRs2dPFixYAMCBAwdo2rSplasVEZGKYOjQofj7+9O1a9crBko7duxg5syZ5OTkMHbsWHr16lWOVYpUTKmpqYwbN45ff/2V2bNn8+ijj1q7JBERuUXphm4pUyUlJaX+BSgoKAD+aN0uLi4mOTmZ9u3b061bN8LCwgDYtWsXYWFhnDx5svyLFhGRCiclJYURI0awbds2iouL/3Y7b29vXn31VWrWrMmbb75ZavUwEflnvLy8mDFjBrVr18bNzc3a5YiIyC1MoZSUKaPRSGpqKmvXrgUgNjaWdu3acebMGWrVqkVeXh6dO3fGz8+PRYsWWQbGrlq1iszMTKpWrWrF6kVE5HZ38aJIcnIyzZs3Z8CAAWzZsoULFy787Wvatm3LyJEj6dmzJ23atCmvUkUqtEaNGhETE0OdOnWsXYqIiNzCFEpJmQsLCyMgIIBx48bx7LPPMnbsWJycnGjevDmDBw/mzJkz1K9fnwMHDpCWlsZrr73G8uXLmTZtGtWrV7d2+SIiUkGsXr0aFxcXXn/99at2TPn4+DB16tRSq++JyI2xt7e3dgkiInKL00wpKRPR0dE0a9aMZs2aAeDr68v27dsJDAy0zIy66O2332b16tWcOHGChg0bcv78eaKjo2nRooUVKhcRkYpo7NixpKenk5uby/79+6levToRERF07NhRQ8tFREREbhEKpeSGmM1m0tLS8Pf354svvrC0aPv6+lJYWMiBAwdYsmQJ/v7+ODg4WF535MgRTp06hbOzM25ubri4uFjrEEREpIJZunQp48aNY8uWLbi6umI2mxkwYABHjhwhMjISHx8f7OzsrF2miIiIyB1PoZSUiby8PKpUqcL+/fupUaMG7u7uAAwZMoTY2FgiIiLo06cPlSpVAiA7OxtnZ2drliwiIhXUlClT2L59O5s3b8ZgMGAwGABo3749p0+fJjw8nA4dOujWIhEREREr00wpKROOjo5kZ2fTq1cvRo8eTXJyMgDLli3j6aefZvjw4cTFxfH777/z7rvv8vjjj3P+/HmUiYqISFm5OOQ8Ly+PEydOYDQaMRgMnDt3DoDx48eTlpbGU089xbfffmvNUkVEREQEdUpJGTCbzZar0Js3b2bUqFE8/PDDjBkzhtatWwMQGBjIypUrady4MUeOHCE+Pp5WrVpZs2wREbnNlZSUYDT+9fra0aNH8fb2pl+/fsybN8/yfEJCAl988QUmk4mZM2daVoAVEREREetQKCX/2MUwqqCgAEdHR0wmEzY2NiQkJDB8+HC8vb1LBVMffvghhYWFdOjQgfvuu8/K1YuIyO3s0kAqJiaGlJQUjEYjrVq1om/fvixYsIC5c+fy2GOPMWXKFHJzcxk3bhyNGzdm5syZAJbvLRERERGxDoVSckM+//xzFixYgJ2dHX5+fjz//PNUq1aN+Ph4AgMD8fb25pVXXlFXlIiI3BTBwcF89NFHdOrUiSpVqrBw4UIWLlxI//79+eSTT5g0aRI5OTlUrVoVFxcXdu/erSHnIiIiIrcIzZSSf2znzp306dOHBg0acPbsWaKjoxk1ahTZ2dl07tyZxYsXs3fvXqZMmUJKSoq1yxURkQrmiy++YOXKlaxatYrly5fTsWNHAAwGA1WrVmXgwIH88MMPxMbGsnLlSvbu3YudnR3FxcVWrlxEREREQKGUXKOLDXUXh8impqaya9cupk2bxqxZs9i8eTPPP/886enppYKpOXPmcPz4cWrWrGnN8kVEpAK4+B108d/jx4/TvHlz2rRpQ1xcHEOGDOGDDz4gMDCQ33//nT179mBra4ufnx9t27bFxsYGk8mEra2tNQ9DRERERP4/hVJyRRfDqMLCQgCMRiNHjhxh2LBhzJkzh2rVqlmeDwwM5LnnnuPHH3/klVde4bfffqNbt27s3LkTNzc3qx2DiIjc/oqKiiwzpH777TcAnJyccHR0JCYmhkGDBjFjxgwCAwMB2L59O8uXLycrK6vUfjRDSkREROTWoVBKrshgMPDzzz/TtGlTPv30UwBq1arFI488gtlsZsOGDZYr1nZ2dgQFBTFw4ED27dtHSEgIJSUlODg4WPMQRETkNhcXF8eaNWsAGDNmDP7+/hQVFeHm5sa+fft44YUXmDJlCiNGjAAgPz+fDz74ALPZjIuLizVLFxEREZErUCglV1VYWMjDDz/MsGHDWL9+PU5OTrz99tsMGzaMY8eOERISwoULF4A/rkAPGzaM8ePH8+abb2I0Gi+7XLeIiMi1WrduHf3796dnz56sWLGCRYsWYWdnh4+PDyNHjqSoqIi8vDwSEhJISkqiT58+nDp1irCwMAwGA1rTRUREROTWpNX35Jqkp6fz3nvvERsby4oVK+jRowdnz54lNDSUhIQEHnvsMd59913s7e2tXaqIiFQAkydPpl+/fjRq1AiAJk2a8MMPPzB16lRee+21v2y7fv16vv32Wx566CGqV6/OunXrsLOzw2Qy6ZY9ERERkVuUQikppaSkpFRnU3FxsWUg7NGjRwkNDWXVqlVER0eXCqa2bdtGs2bNmDNnjoIpERG5IV999RVvvfUWn332Gba2thQVFREQEIDZbGbr1q0sWbKEPn36UKlSJctrTp8+TVZWFjVq1MDNzQ2DwVDqO0xEREREbj0KpeQvTp48yd69e+nbty9AqavMF4OpTz/9lJiYGHx9fcnPz+ftt98mJSWFmJgY7r77bmuWLyIiFYDZbMZgMBAXF0eLFi3w9PQEYMiQIcTGxhIREVEqmMrIyODee++1vP7PF1lERERE5NajUEpKKS4uZuDAgXz//fcEBwfzzDPPAKWDqcOHD/Of//yHrKwsPv74Y1xcXCgoKCA/P18DZUVEpEyYzWZOnDhB06ZN6datG+PHj6d169YADB06lNjYWMLCwvDx8WHUqFEAfPbZZ5YwS0RERERufQql5C/S0tJ49dVXOXPmDMOGDaN///5A6WBq9erVjBo1ih07dlC/fn1rlisiIhXE5QKlhIQEXnzxRR555BHGjBljCaaCgoJYvXo1Li4uODg4kJycjJ2dnTXKFhEREZF/SKGUXNaxY8d4+eWXKSgoYPjw4Tz77LMAFBUVYWdnR0pKCs8//zxxcXHcd999Vq5WRERud5febvfLL79w1113YTabsbOzIyEhgeHDh+Pt7V0qmNq0aRPFxcU88cQT2NjYaIaUiIiIyG1Gwxbksjw8PAgLC8PR0ZElS5awfPlyAMtV6JiYGBwdHalZs6Y1yxQRkQriYiD1zjvv0K1bNzp16sSsWbPIzc3Fz8+PxYsXs2PHDubNm8e+ffsA6NKlC927d8fGxgaTyaRASkREROQ2o04puaJjx44xfvx4MjIyePTRR2nbti3/+9//iI2NJT4+nmbNmlm7RBERuY1desve0qVLCQ4OZsqUKWzdupWMjAw8PDyYN28ezs7OJCQkMGLECBo2bMjs2bNp0KCBlasXERERkRuhUEqu6qeffuK///0vcXFx2NjY4O7uztSpU2nSpIm1SxMRkdvUn+dHbdmyhfj4eB566CECAgIACA8PJyYmhnr16jF//nycnZ1Zv349kZGRrFq1SqvriYiIiNzmFErJNSspKaGwsBAbGxscHBysXY6IiNzGTp8+jaurKwBbt25l9OjR/PLLL6xYsYLOnTsDf6wIu3jxYmJiYvD09GT27Nmlbhu/dA6ViIiIiNx+dCYn18RsNmM0GqlcubICKRERuSH79u2jbt26rF+/HoCHHnqI3r17YzQaiYyM5Pz58wDY2toSFBTEgAED2LNnD/Pnzwf++E4CFEiJiIiI3ObUKSUiIiLlKi0tjcmTJ7Nx40aWLl1Kjx49yMvLY8aMGXz++ed07NiRd955B3t7e+CPjqnPPvuMXr16YWNjY+XqRURERKSsKJQSERGRcpeens57771HbGwsK1asoEePHpw9e5bQ0FASEhJo3759qWDqIpPJpGBKREREpIJQKCUiIiLl5tJQ6ejRo4SGhrJq1Sqio6MtwdT06dPZsmULDzzwAOHh4dja2lq5ahERERG5GXSWJyIiIjfVtm3bOHnyJAMGDMDGxsYSTNWvX5+QkBAAgoKCWLFiBZ06dSIkJISzZ89SUFCgrigRERGRCkydUiIiInJTmM1mCgsL6d27N3l5eYwZM4ZnnnkGKN0xdfDgQSZOnEhJSQmRkZE4OTlx7tw5KlWqhMFgwGw2YzAYrHkoIiIiInITaNkaERERuSkMBgOOjo588MEH3HPPPSxevJgPP/wQwNIxBdCkSRN8fX3ZtWuXZeU9BwcHBVIiIiIiFZxCKREREbmp6tevz+zZs3F0dCQiIoKPPvoI+COYunDhgmUbLy8vjMbSpyYKpEREREQqLoVSIiIictN5eHgQFhaGo6MjS5YsYdmyZQDY29tz7tw55s6di6urK87OzlauVERERETKi2ZKiYiISLk5duwYwcHBpKen06hRIx588EE2b97Mb7/9xu7du7G1tdUteyIiIiJ3CIVSIiIiUq5OnTpFbGwsq1atombNmtSpU4fZs2dja2tLcXExtrZaHFhERETkTqBQSkRERG4Jl67IJyIiIiIVn2ZKiYiISLn78zUxs9msQEpERETkDqNOKRERERERERERKXfqlBIRERERERERkXKnUEpERERERERERMqdQikRERERERERESl3CqVERERERERERKTcKZQSEREREREREZFyp1BKRERERERERETKnUIpEREREREREREpdwqlRERERERERESk3CmUEhEREblJTp8+zcsvv4ynpyeVKlXC3d2dnj17kpiYWK51GAwG1q5dW67vKSIiInI1ttYuQERERKQi+vHHH/H29qZ69erMmDGDpk2bUlRUxKZNmxg5ciTff/+9tUss5cKFC9jb21u7DBEREbmDqFNKRERE5CZ46aWXMBgM7N27l759+9KgQQOaNGnCuHHj2L17NwAnTpygd+/eVKlSBScnJ/r168fPP/9s2cfgwYPx9/cvtd9XXnkFHx8fy2MfHx9Gjx5NcHAwzs7OuLq6MmnSJMvf69WrB0CfPn0wGAyWx5MmTaJFixZERETg4eGBg4MDUVFR1KhRg/Pnz5d6T39/fwYMGFBm/zciIiIioFBKREREpMxlZ2ezceNGRo4cSeXKlf/y9+rVq1NSUkLv3r3Jzs5m+/btxMfHk56eztNPP33d77d8+XIqV67Mnj17mD59OpMnTyY+Ph6A5ORkAJYtW0ZmZqblMUBaWhpr1qwhLi6O/fv389RTT2Eymfj0008t22RlZbFhwwZeeOGF665LRERE5Ep0+56IiIhIGUtLS8NsNtOoUaO/3SYxMZEDBw5w7Ngx3N3dAYiKiqJJkyYkJyfTunXra36/Zs2aMXHiRAC8vLyYP38+iYmJdO7cGRcXF+CPIMzV1bXU6y5cuEBUVJRlG4D+/fuzbNkynnrqKQCio6OpU6dOqe4sERERkbKgTikRERGRMmY2m6+6zeHDh3F3d7cEUgCNGzemevXqHD58+Lrer1mzZqUe16pVi6ysrKu+rm7duqUCKYDhw4ezefNmMjIyAIiMjGTw4MEYDIbrqklERETkatQpJSIiIlLGvLy8MBgMNzzM3Gg0/iXgKioq+st2dnZ2pR4bDAZKSkquuv/L3VrYsmVLmjdvTlRUFI8//jgHDx5kw4YN11m5iIiIyNWpU0pERESkjDk7O9OlSxfCw8PJz8//y99zc3O5//77OXnyJCdPnrQ8f+jQIXJzc2ncuDEALi4uZGZmlnrt/v37r7seOzs7TCbTNW8/bNgwIiMjWbZsGX5+fqW6uURERETKikIpERERkZsgPDwck8nEww8/zJo1a0hNTeXw4cPMmzePNm3a4OfnR9OmTXnuuef4+uuv2bt3LwMHDqRDhw60atUKgE6dOrFv3z6ioqJITU1l4sSJfPfdd9ddS7169UhMTOT06dPk5ORcdfv+/fvz008/sWTJEg04FxERkZtGoZSIiIjITeDp6cnXX39Nx44dGT9+PA888ACdO3cmMTGRhQsXYjAYWLduHXfddRft27fHz88PT09PPv74Y8s+unTpwoQJEwgODqZ169acPXuWgQMHXnctM2fOJD4+Hnd3d1q2bHnV7atVq0bfvn2pUqUK/v7+1/1+IiIiItfCYL6WSZwiIiIickfx9fWlSZMmzJs3z9qliIiISAWlUEpERERELHJycti2bRsBAQEcOnSIhg0bWrskERERqaC0+p6IiIiIWLRs2ZKcnBxCQ0MVSImIiMhNpU4pEREREREREREpdxp0LiIiIiIiIiIi5U6hlIiIiIiIiIiIlDuFUiIiIiIiIiIiUu4USomIiIiIiIiISLlTKCUiIiIiIiIiIuVOoZSIiIiIiIiIiJQ7hVIiIiIiIiIiIlLuFEqJiIiIiIiIiEi5UyglIiIiIiIiIiLl7v8B32UmvJSl0rQAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Count titles per country\n",
"titles_by_country = df['country'].value_counts()\n",
"\n",
"# Sort the 5 countries with the most titles\n",
"top_5_countries = titles_by_country.nlargest(5)\n",
"\n",
"# Graphic bars\n",
"plt.figure(figsize=(12, 6))\n",
"bars = plt.bar(top_5_countries.index, top_5_countries.values, color='skyblue')\n",
"\n",
"# Labels and headers\n",
"plt.title('Top 5 countries with more titles launched in Netflix')\n",
"plt.xlabel('Country')\n",
"plt.ylabel('Total')\n",
"plt.xticks(rotation=45, ha='right')\n",
"\n",
"# Add value over each bar\n",
"for bar in bars:\n",
" yval = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, yval, round(yval, 2), va='bottom', ha='center')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "b29d88d5",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"The bar chart above highlights the top 5 countries that have contributed the most titles to Netflix. The United States leads by a significant margin, followed by India, the United Kingdom, Pakistan, and Canada."
]
},
{
"cell_type": "markdown",
"id": "974fc6e9",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Behavior of Top 5 Countries with Most Titles Added**"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "fccb8dfb",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_countries = df['country'].value_counts().head(5).index\n",
"# Sort by country\n",
"df_top_countries = df[df['country'].isin(top_countries)]\n",
"\n",
"# Create the graphic\n",
"titles_by_year_country = df_top_countries.groupby(['year_added', 'country']).size().unstack()\n",
"plt.figure(figsize=(12, 6))\n",
"for country in titles_by_year_country.columns:\n",
" plt.plot(titles_by_year_country.index, titles_by_year_country[country], marker='o', label=country)\n",
"\n",
"# Add tags and header\n",
"plt.title('Titles added by the top 5 of countries last years')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Total of titles added')\n",
"plt.legend(title='Countries')\n",
"\n",
"# Show the graphic\n",
"plt.grid(True)\n",
"plt.xticks(titles_by_year_country.index, rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9bd7cc4c",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"The difference between the United States and the rest is significant. Nevertheless, Pakistan has shown interesting growth over time, as it has been the only country that has continued to grow in the graph after 2020. This might indicate a rising trend in content production from Pakistan in the recent years."
]
},
{
"cell_type": "markdown",
"id": "5bc7aff9",
"metadata": {
"papermill": {
"duration": 0.03155,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Taking a Look at Rating Variable**\n",
"\n",
"The rating variables is an interesting category because it helps us to understand the primary audience of Netflix.\n",
"\n",
"The following bar chart shows the top 5 rating categories with the most titles."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "633cbe11",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": false,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 5 rating categories\n",
"top_five_rating = df['rating'].value_counts().head(5)\n",
"\n",
"# Graphic bars\n",
"plt.figure(figsize=(12, 6))\n",
"bars = plt.bar(top_five_rating.index, top_five_rating.values, color='purple')\n",
"\n",
"# Labels and headers\n",
"plt.title('Top 5 rating categories with most titles')\n",
"plt.xlabel('Rating')\n",
"plt.ylabel('Frequency')\n",
"plt.xticks(rotation=45, ha='right')\n",
"\n",
"# Add value over each bar\n",
"for bar in bars:\n",
" yval = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom')\n",
"\n",
"plt.show()"
]
},
{
"attachments": {
"54338a50-b7fa-4636-85fd-48a97bd26ac7.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "d5af535c",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"According to the data, the top five rating categories account for more than 80% of the total titles on Netflix. The table below provides a description of each rating category.\n",
"\n",
"\n",
"\n",
"According to descriptions, the majority of ratings are aimed to people from 13 years old and up. This information indicates that Netflix is a streaming platform oriented towards teenagers and adults."
]
},
{
"cell_type": "markdown",
"id": "3bcd3be6",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Graphic of the Rating Titles Added by Year**\n",
"\n",
"Once we start breaking down the information related to rating, we try to discover if there is something else to do deeper analysis.\n",
"\n",
"The following line graph shows the behavior of the top 5 rating categories over the time."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "1f1cb046",
"metadata": {
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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juXjxYqbPBMjU9uCDD3LXXXcxaNAgAgIC6NmzJ59++mmOClR2u51XX32VqlWr4urqSunSpfH39+f333/PcM2jR4/Gy8uLBg0aULVqVYYOHZqjxwX/ex2urq6Oou/Zs2dZsWJFhoLv7t27Abj33nsz/QxERUVl+Bk4deoUw4YNIyAgAHd3d/z9/R2f89U+v//eA66urrz44ot8++23BAQE0KxZM2bMmHHDwquIiBR+WlNKREQkC+x2OxaLhW+//RabzZZp+5WFn1deeYWIiAi++OILoqKiePLJJ5k2bRobN27MtO7TZenp6bRu3ZpTp04xevRoqlWrhqenJ0ePHiUiIuKmZ2Xc6NoARo4cSZs2ba7a52p/sOe1nj178vTTT7NgwQLGjRvHxx9/TL169bJVALuWq32GgGN9m+x83jlxszO9cqp8+fLApSKCWa62/tjHH39MREQEnTt3ZtSoUZQpUwabzca0adMyzObJiRt91tnh7u7OunXrWLt2LV9//TXfffcdn3zyCffeey9RUVHXPNfVTJ06lfHjxzNgwACmTJmCn58fVquVp556KsPPe/Xq1dm1axcrVqzgu+++Y+nSpbz99ttMmDCBSZMmZfsa4FJRrkOHDixYsIAJEybw2WefkZycnGGttssZPvroIwIDAzMd48o3Hfbo0YP169czatQoateujZeXF3a7nbZt2171d9fV7oGnnnqKjh07snz5clauXMn48eOZNm0aa9asoU6dOjm6ThERKfhUlBIRkWIrO4WBypUrYxgGFStWdMxUuZ5atWpRq1YtnnvuOdavX89dd93Fu+++y/PPP3/V/n/88Qf//PMP8+fPz7BgdHR0dIZ+ISEhwP/PYrjSrl27MvVdvXo158+fz1BE+W+/y7OWnJ2dadWq1XWvKyQkJEvnvh673c6+ffsyjOM///wDkGFBYz8/P9q3b8+CBQvo3bs3P//8M6+99lqWznGzRZ/sft5ZPX9ISAh2u53du3c7Zh3BpYXFz5w54/h8L7s8i+3K411trLLq8iNr11oE+8qcV/tM//77b8f23PTZZ59RqVIlli1bluFaL8/UuywvinllypTBzc2NPXv2ZNp2tTar1UrLli1p2bIlM2fOZOrUqTz77LOsXbv2hj8/V/rss89o0aIFs2fPztB+5swZx2Lll3l6evLggw/y4IMPkpKSQteuXXnhhRcYO3Ysbm5uORqXvn370qlTJ7Zs2cKCBQuoU6cONWvWdGy//MhjmTJlrntdp0+fZvXq1UyaNIkJEyY42q/2e+JGKleuzIgRIxgxYgS7d++mdu3avPLKK3z88cfZPpaIiBQOenxPRESKLQ8PD+DSH4E30rVrV2w2G5MmTco0w8IwDMerzxMSEkhLS8uwvVatWlitVpKTk695/MszLK48tmEYvP766xn6BQUFUbt2bebPn5/hsZjo6OhM6/zcd999pKWl8c477zja0tPTefPNNzP0K1OmDPfccw/vvfceMTExmbJd+er4++67j40bN7J58+YM269c+ykr3nrrrQzX+dZbb+Hs7EzLli0z9OvTpw87d+5k1KhR2Gw2evbsmaXje3p6ZulzvZasft7XOz9kvrfuu+8+gEzFtZkzZwLQvn37DO3Hjh3L8Ea+hIQE/ve//1G7du2rzl657NSpU6Snp2doS01NZfr06bi4uNCiRYvr5r/vvvvYvHkzGzZscLRduHCB999/n9DQ0Ezrl92sq93/mzZtynB+yN7PbHbO3apVK5YvX86xY8cc7Xv27OHbb7/N0PdqM8xq164NcN2f72ud97/31pIlSxzrt13233vNxcWFGjVqYBgGqampwLXvt+tp164dpUuX5sUXX+SHH37I9EbLNm3a4O3tzdSpUx3nudLl3wtX++wg8z1+PYmJiSQlJWVoq1y5MiVKlMj2uIqISOGimVIiIlJsubu7U6NGDT755BNuueUW/Pz8uO2227jtttsy9a1cuTLPP/88Y8eO5cCBA3Tu3JkSJUqwf/9+Pv/8cwYPHszIkSNZs2YNjz/+ON27d+eWW24hLS2Njz76CJvNRrdu3a6ZpVq1alSuXJmRI0dy9OhRvL29Wbp06VUX/Z02bRrt27enadOmDBgwgFOnTvHmm29Ss2ZNzp8/7+jXsWNH7rrrLsaMGcOBAweoUaMGy5Ytu+oaL7NmzaJp06bUqlWLhx9+mEqVKhEXF8eGDRs4cuQIv/32GwDPPPMMH330EW3btmXYsGF4enry/vvvExISwu+//56lcXdzc+O7776jX79+NGzYkG+//Zavv/6acePGZZrB0759e0qVKsWSJUto164dZcqUydI56taty6pVq5g5cybBwcFUrFiRhg0bZmlfyPrnfb3zAzz77LP07NkTZ2dnOnbsyB133EG/fv14//33OXPmDM2bN2fz5s3Mnz+fzp07ZyoW3XLLLQwcOJAtW7YQEBDAnDlziIuLY+7cudfN/+WXX/L888/zwAMPULFiRU6dOsXChQv5888/mTp16nULWgBjxoxh0aJFtGvXjieffBI/Pz/mz5/P/v37Wbp0qWOB7tzSoUMHli1bRpcuXWjfvj379+/n3XffpUaNGhnu6ez8zGZHZGQkUVFR3HXXXQwZMoT09HTeeustbrvtNrZv3+7oN3nyZNatW0f79u0JCQkhPj6et99+m3LlymVYFD6r1zx58mT69+9PkyZN+OOPP1iwYEGm9dbCwsIIDAzkrrvuIiAggL/++ou33nqL9u3bU6JECeDa99vlYtXVODs707NnT9566y1sNhvh4eEZtnt7e/POO+/Qp08f7rzzTnr27Im/vz+HDh3i66+/5q677uKtt97C29vbsQZUamoqZcuWJSoqiv3792d5LP755x9atmxJjx49qFGjBk5OTnz++efExcVluRAtIiKFVP6+7E9ERCRvDR06NNNr4S/r16+fERISkqFt/fr1Rt26dQ0XF5cMr5q/2uvlDcMwli5dajRt2tTw9PQ0PD09jWrVqhlDhw41du3aZRiGYezbt88YMGCAUblyZcPNzc3w8/MzWrRoYaxateqG2Xfu3Gm0atXK8PLyMkqXLm08/PDDjtfXz507N1OO6tWrG66urkaNGjWMZcuWXfX6Tp48afTp08fw9vY2fHx8jD59+hi//vrrVY+5d+9eo2/fvkZgYKDh7OxslC1b1ujQoYPx2WefZej3+++/G82bNzfc3NyMsmXLGlOmTDFmz56dpVfS9+vXz/D09DT27t1rhIWFGR4eHkZAQIAxceJEIz09/ar7PPbYYwZgLFy48IZjeNnff/9tNGvWzHB3dzcAo1+/foZh/P/nevz48Qz9586de9X8N/q8r2fKlClG2bJlDavVmuHYqampxqRJk4yKFSsazs7ORvny5Y2xY8caSUlJGfYPCQkx2rdvb6xcudK4/fbbDVdXV6NatWrGkiVLbnjuX375xejYsaNRtmxZw8XFxfDy8jKaNm1qfPrppzfc97K9e/caDzzwgOHr62u4ubkZDRo0MFasWJGpH2AMHTr0hsfbv3+/ARgvvfRSpm12u92YOnWqERISYri6uhp16tQxVqxYcdM/s9fKFhIS4rgnLlu9erVRp04dw8XFxahcubLx4YcfGiNGjDDc3Nwy9OnUqZMRHBxsuLi4GMHBwUZ4eLjxzz//3PD6/3vOpKQkY8SIEUZQUJDh7u5u3HXXXcaGDRuM5s2bG82bN3f0e++994xmzZoZpUqVMlxdXY3KlSsbo0aNMs6ePZvh+Ne6365n8+bNBmCEhYVds8/atWuNNm3aGD4+Poabm5tRuXJlIyIiwvjll18cfY4cOWJ06dLF8PX1NXx8fIzu3bsbx44dy/D5GMa1f/5OnDhhDB061KhWrZrh6elp+Pj4GA0bNszW/SoiIoWTxTBysMqjiIiISD55+umnmT17NrGxsY7Ht4qD0NBQbrvtNlasWGF2lGKrc+fO7NixI0frIxUGv/32G7Vr1+Z///tfrrzVUkREJLu0ppSIiIgUWElJSXz88cd069atWBWkJP9dvHgxw/e7d+/mm2++4Z577jEnUD744IMP8PLyomvXrmZHERGRYkprSomIiEiBEx8fz6pVq/jss884efIkw4YNMzuSFHGVKlUiIiKCSpUqcfDgQd555x1cXFx45plnzI6W67766it27tzJ+++/z+OPP37dtadERETykopSIiIiUuDs3LmT3r17U6ZMGd544w3HG85E8krbtm1ZtGgRsbGxuLq60rhxY6ZOnUrVqlXNjpbrnnjiCeLi4rjvvvuYNGmS2XFERKQY05pSIiIiIiIiIiKS77SmlIiIiIiIiIiI5DsVpUREREREREREJN9pTSnAbrdz7NgxSpQogcViMTuOiIiIiIiIiEihZRgG586dIzg4GKv12vOhVJQCjh07Rvny5c2OISIiIiIiIiJSZBw+fJhy5cpdc7uKUkCJEiWAS4Pl7e1tcpqcS01NJSoqirCwMJydnc2OU2ho3CQ/6X7LGY1bzmjcckbjljMat5zRuOWMxi1nNG7ZpzHLGY1bzhSlcUtISKB8+fKOesu1qCgFjkf2vL29C31RysPDA29v70J/A+cnjZvkJ91vOaNxyxmNW85o3HJG45YzGrec0bjljMYt+zRmOaNxy5miOG43WiJJC52LiIiIiIiIiEi+U1FKRERERERERETynYpSIiIiIiIiIiKS77SmVBbZ7XZSUlLMjnFdqampODk5kZSURHp6utlxcsTZ2RmbzWZ2DBERERERERHJYypKZUFKSgr79+/HbrebHeW6DMMgMDCQw4cP33AxsYLM19eXwMDAQn0NIiIiIiIiInJ9KkrdgGEYxMTEYLPZKF++PFZrwX3i0W63c/78eby8vAp0zmsxDIPExETi4+MBCAoKMjmRiIiIiIiIiOQVFaVuIC0tjcTERIKDg/Hw8DA7znVdfsTQzc2tUBalANzd3QGIj4+nTJkyepRPREREREREpIgqnJWLfHR5bSYXFxeTkxQfl4t/qampJicRERERERERkbyiolQWaX2j/KOxFhERERERESn6VJQSEREREREREZF8p6JUEff9999jsVg4c+aM2VFERERERERERBxUlCogIiIisFgsWCwWnJ2dqVixIs888wxJSUlZPsa9997L2LFjM7Q1adKEmJgYfHx8cjuyiIiIiIiIiEiO6e17BUjbtm2ZO3cuqampbN26lX79+mGxWHjxxRdzfEwXFxcCAwNzMaWIiIiIiIiIyM3TTKkCxNXVlcDAQMqXL0/nzp1p1aoV0dHRAJw8eZLw8HDKli2Lh4cHtWrVYtGiRY59IyIi+OGHH3j33Xex2WxYLBYOHDiQ6fG9efPm4evry8qVK6levTpeXl60bduWmJgYx7HS0tJ48skn8fX1pVSpUowePZp+/frRuXPn/BwOERERERERESnCVJQqoP7880/Wr1+Pi4sLAElJSdStW5evv/6aP//8k8GDB9OnTx82b94MwOuvv07jxo3p168fR48eJSYmhvLly1/12ImJibz88st89NFHrFu3jkOHDjFy5EjH9hdffJEFCxYwd+5cfv75ZxISEli+fHmeX7OIiIiIiEhBYaSnk7hlCyW2bydxyxaM9HSzI4kUOXp8rwBZsWIFXl5epKWlkZycjNVq5a233gKgbNmyGQpHTzzxBCtXruTTTz+lQYMG+Pj44OLigru7O4GBgVit1643pqam8u6771K5cmUAHn/8cSZPnuzY/uabbzJ27Fi6dOkCwFtvvcU333yTF5csIiIiIiJS4CRERRE3dRppsbEEAccWLSY+MJCAcWPxDgszO55IkaGiVAHSokUL3nnnHS5cuMCrr76Kk5MT3bp1AyA9PZ2pU6fy6aefcvToUVJSUkhOTsbDwyPb5/Hw8HAUpACCgoKIj48H4OzZs8TFxdGgQQPHdpvNRt26dbHb7Td5hSIiIiIiIgVbQlQUR4c9BYaRoT0tLu5S++uvqTAlkkv0+F4B4unpSZUqVbjjjjuYM2cOmzZtYvbs2QC89NJLvP7664wePZq1a9eyfft22rRpQ0pKSrbP4+zsnOF7i8WC8Z9fuCIiIiIiIsWNkZ5O3NRpmQpSlzZeaoubOk2P8onkEhWlCiir1cq4ceN47rnnuHjxIj///DOdOnXioYce4o477qBSpUr8888/GfZxdnYm/SZ/Ofr4+BAQEMCWLVscbenp6Wzbtu2mjisiIiIiIlLQJf6ylbTY2Gt3MAzSYmNJ/GVr/oUSKcJUlCrAunfvjs1mY9asWVStWpXo6GjWr1/PX3/9xSOPPEJcXFyG/qGhoWzdupUDBw5w4sSJHD9u98QTTzBt2jS++OILdu3axbBhwzh9+jQWiyU3LktERERERKRASjt+PFf7icj1qShVgDk5OfH4448zY8YMRowYwZ133kmbNm245557CAwMpHPnzhn6jxgxApvNxm233Ya/vz+HDh3K0XlHjx5NeHg4ffv2pXHjxnh5edGmTRvc3Nxy4apEREREREQKJid//yz1S96zW4/wieQCLXReQMybN++q7WPGjGHMmDEALF++/LrHuOWWW4iKisLb29vx9r3Q0NAM60VFREQQERGRYb/OnTtn6OPk5MSbb77Jm2++CYDdbqd69er06NEjm1clIiIiIiJSOKSdPs3pJUuy1Pfku+9xbmUUpR8bgvd992Gx2fI4nUjRpJlSksnBgwf54IMP+Oeff/jjjz8YMmQI+/fvp1evXmZHExERERERyXUJUVHs63g/51asgMvLlvx3+ZJ/v/fu0AGbjw8p+/dzbNQz7GvfgbNffomRlpbPqUUKPxWlJBOr1cq8efOoX78+d911F3/88QerVq2ievXqZkcTERERERHJNWmnTnHk6ac5+uQw0k+cwKVKZUIXL6LsG6/jFBCQoa9TQABl33idsi+/ROXVq/B/6qlLxakDBzj2zGj2deio4pRINunxPcmkfPny/Pzzz2bHEBERERERyROGYXDu22+JnfI86adPg81GqUGDKD30MawuLrgDJVq2JGHTJrZGR1O3dWu8GzZ0PKZn8/Ki9KOPUPKhhzi9YAGn5sxxFKdOzHr70mN97dtjcdKf3CLXo5lSIiIiIiIiUmykHT/O0Sef5OjwEaSfPo3rrbcS+uknlHn6KawuLo5+FpsNj/r1OVe7Nh-SiblyelHxlM5dWr8R8+HJuvLykHD3Js9JhLj/V98YVmTolch4pSIiIiIiIiUuQZhsHZL75gb4eOnIteBU5OlH78cSou+RT3mjVv6tg2L09KD36YyqtWZSpO7W3fnjPLl6s4JXIVKkqJiIiIiIhIkZYaF8eRIY9xbPQY7GfP4lqjOhU/W4L/40OxXDE76mZlKE6NuFScSj14iJgxYy8Vpz5XcUrkSipKiYiIiIiISJFkGAZnli5jX4eOnP/+eyzOzvg/NYyKn3yCW7VqeXZem5cnpR9+mCqr/1OcGjuWvfepOCVymYpSIiIiIiIiUuSkHjvG4YcHE/Pss9jPncOtVi0qLltK6UcfxeLsnC8ZrJ7/X5wqM3IEtpIlST10RXFq2ecqTkmxpqKUiIiIiIiIFBmGYXB68Sfs63g/F376CYuLC2VGjSR00UJcq1Y1JZPV05NSgwZRZVU0ZUaN/P/i1LhxKk5JsaailIiIiIiIiBQJKUeOcKj/AGIjI7FfuIB7nTpUXL6cUgMHYnFyMjvepeLUwIFXL061u48zS5dhpKaaHVMk36golU/S7QYb9p7ki+1H2bD3JOl2I0/PFxERgcViwWKx4OLiQpUqVZg8eTJp/1bfDcPggw8+oHHjxnh7e+Pl5UXNmjUZNmwYe/bsue6x161bR8eOHQkODsZisbB8+fJMfSIjI6lWrRqenp6ULFmSVq1asWnTpry4VBERERERKeYMu51THy9g3/2dSNy4EYubGwFjxxDy8Ue4VqpodrxMHMWp1asoM2oUNj8/Ug8fJubZZy/NnFJxSooJFaXywXd/xtD0xTWEf7CRYYu3E/7BRpq+uIbv/ozJ0/O2bduWmJgYdu/ezYgRI4iMjOSll17CMAx69erFk08+yX333UdUVBQ7d+5k9uzZuLm58fzzz1/3uBcuXOCOO+5g1qxZ1+xzyy238NZbb/HHH3/w008/ERoaSlhYGMePH8/tyxQRERERkWIs5eBBDvXtR9zzz2MkJuJRrx6VvliOX79+WGw2s+Ndl9XDg1IDB/w7c+o/xal293Fm6VIVp6RIM3/+YhH33Z8xDPl4G/+dFxV7NokhH2/jnYfupO1tQXlybldXVwIDAwEYMmQIn3/+OV9++SUVK1Zk8eLFfPHFF9x///2O/hUqVKBRo0YYxvVncbVr14527dpdt0+vXr0yfD9z5kxmz57N77//TsuWLXN4RSIiIiIiIpcY6emc+ugjjr/2OkZSEhYPD8oMH07JXuFYrIVr/sXl4lTJ8J6cXvwJJ2fPJvXIEWKefY4T77xL6UcfwadTp3xboF0kv6golU2GYXAxNT1LfdPtBhO/3JGpIAVgABYg8sud3FWlNDar5YbHc3e2YbHcuN8193d35+TJkyxatIhbb701Q0HqSjdzjqtJSUnh/fffx8fHhzvuuCNXjy0iIiIiIsVP8r79xDz7LBd//RUAj0aNCHp+Ci7lypmc7OZYPTwoNaA/JXs+mLE49dz4S8WpIY+qOCVFiqlFqdDQUA4ePJip/bHHHmPWrFkkJSUxYsQIFi9eTHJyMm3atOHtt98mICDA0ffQoUMMGTKEtWvX4uXlRb9+/Zg2bRpOebSI3cXUdGpMWJkrxzKA2IQkakVGZan/zslt8HDJ/nUZhsHq1atZuXIlTzzxBCtWrODWW2/N0Oepp57iww8/BMDX15cjR45k+zz/tWLFCnr27EliYiJBQUFER0dTunTpmz6uiIiIiIgUT0ZaGqfmzeP4G29ipKRg9fSkzDPP4Nuje67/j+tmchSnLs+c+vBDUo8edRSnSj36CL6dO6s4JYWeqXMat2zZQkxMjOMrOjoagO7duwPw9NNP89VXX7FkyRJ++OEHjh07RteuXR37p6en0759e1JSUli/fj3z589n3rx5TJgwwZTrKWhWrFiBl5cXbm5utGvXjgcffJDIyMir9n322WfZvn07EyZM4Pz58wD8+OOPeHl5Ob4WLFiQrfO3aNGC7du3s379etq2bUuPHj2Ij4+/2csSEREREZFiKHn3bg6E9yL+5VcwUlLwbNqUSl99SckHexSpgtSVrO7ulOofcWnNqTGjsZUuTerRo8SOn8Detu04vWQJRkqK2TFFcszUmVL+/v4Zvp8+fTqVK1emefPmnD17ltmzZ7Nw4ULuvfdeAObOnUv16tXZuHEjjRo1cizQvWrVKgICAqhduzZTpkxh9OjRREZG4uLikuuZ3Z1t7JzcJkt9N+8/RcTcLTfsN69/fRpU9MvSubOjRYsWvPPOO7i4uBAcHOyYPVa1alV27dqVoa+/vz/+/v6UKVPG0VavXj22b9/u+P7KGWpZ4enpSZUqVahSpQqNGjWiatWqzJ49m7Fjx2brOCIiIiIiUnwZqamcnD2bE7PexkhNxVqiBAFjxuDTtUuRLUb9l9XdnVIREZR88EFOf/IJJz+c7ShOnbxy5lQe/A0skpcKzOpvKSkpfPzxxwwYMACLxcLWrVtJTU2lVatWjj7VqlWjQoUKbNiwAYANGzZQq1atDMWSNm3akJCQwI4dO/Ikp8ViwcPFKUtfd1f1J8jHjWv9mrQAQT5u3F3VP0vHy+4v3MtFoQoVKmR4nDE8PJxdu3bxxRdfXHd/d3d3R1GpSpUqlChRIlvn/y+73U5ycvJNHUNERERERIqPpL//Zv+DD15azDw1Fa977qHSiq/w7da12BSkrnS5OFUlOoqAsWMuzZw6dozYCRMvzZz65FPNnJJCpcAsdL58+XLOnDlDREQEALGxsbi4uODr65uhX0BAALGxsY4+/529c/n7y32uJjk5OUNxJCEhAYDU1FRS//O6zdTUVAzDwG63Y7fbs3VNFmB8++oMXfgrFsiw4PnlX5/j21fHgoHdfv033mXF5bfmGYbh+Lpa5h49erB06VJ69uzJmDFjCAsLIyAggIMHD7J48WJsNtt1r/X8+fPs2bPH8f2+ffvYtm0bfn5+VKhQgQsXLjB16lQ6duxIUFAQJ06c4O233+bo0aN069bthuNot9sxDIPU1FRs+fAK18uf+X8/e5G8oPstZzRuOaNxyxmNW85o3HJG45YzGrecKUzjZqSmcuqDDzj9wYeQlobV2xv/MWPw6tAeLJZ8u4YCO2ZOTpTo1QvPLl1I+OwzTs+Ze6k4NXEiJ959l5IPP4x3Z/MWRC+w41bAFaVxy+o1WIzLlQyTtWnTBhcXF7766isAFi5cSP/+/TPNrGnQoAEtWrTgxRdfZPDgwRw8eJCVK/9/4fHExEQ8PT355ptvaNeu3VXPFRkZyaRJkzK1L1y4EA8PjwxtTk5OBAYGUr58+Rw/Drh610lmrNpH3Ln/r1gHlHDhmVaVaHlrqRwd80Yee+wxzp49e811oOx2O/Pnz2fhwoX89ddfpKamEhwcTPPmzRkyZEimhdCv9NNPP9GxY8dM7eHh4bz99tskJSXx8MMPs3XrVk6ePImfnx916tRh5MiR3HnnnTfMnpKSwuHDh4mNjSUtLS3rFy0iIiIiIoWe69GjBC5ZgmvMpYkG52rWJL5LZ9Jv8smNosySmorPpk34ff8DTufOAZDq68upFi04W68u5NGLwESuJTExkV69enH27Fm8vb2v2a9AFKUOHjxIpUqVWLZsGZ06dQJgzZo1tGzZktOnT2eYLRUSEsJTTz3F008/zYQJE/jyyy8zrHu0f/9+KlWqxLZt26hTp85Vz3e1mVLly5fnxIkTmQYrKSmJw4cPExoaipubW46vMd1usOXAKeLPJVOmhCv1Q/2wWXN3uqlhGJw7d44SJUoU6qmsSUlJHDhwgPLly9/UmGdVamoq0dHRtG7dGme9vULymO63nNG45YzGLWc0bjmjccsZjVvOaNxypqCPm5GSwql33+X0nLmQno61ZEn8x43Fq00b0/6+Kehj9l/2pCQSli7l9Ow5pB8/DoBTUBAlBw3Cu0v+va2vsI1bQVGUxi0hIYHSpUvfsChVIMqlc+fOpUyZMrRv397RVrduXZydnVm9ejXdunUDYNeuXRw6dIjGjRsD0LhxY1544QXi4+MdC3RHR0fj7e1NjRo1rnk+V1dXXF1dM7U7Oztn+uDT09OxWCxYrVas1pwvwWW1QpMq/jfueBMuPxZ3OW9hZbVasVgsV/088lJ+n0+KN91vOaNxyxmNW85o3HJG45YzGrec0bjlTEEct4u//86xceNI2bMXgBLt2hI4fjxOfjd+IVR+KIhjdlXOzvhHRFCqZ0/OfLqEkx98QFpMDMenTOH0hx9S+pHB+HTtijWfFkQvNONWwBSFcctqftMrF3a7nblz59KvX78Mi3H7+PgwcOBAhg8fztq1a9m6dSv9+/encePGNGrUCICwsDBq1KhBnz59+O2331i5ciXPPfccQ4cOvWrRSURERERERAoOe1IScS+9xIGe4aTs2YutVCnKvvE65V59tcAUpAojq5sbfn37UDk6ioBnn8XJ35+0mBhiIyext01bTi9ejF0LoksBYHpRatWqVRw6dIgBAwZk2vbqq6/SoUMHunXrRrNmzQgMDGTZsmWO7TabjRUrVmCz2WjcuDEPPfQQffv2ZfLkyfl5CSIiIiIiIpJNidt+ZX/nLpyaPQfsdrw7dqTSiq/wDgszO1qRYXVzw6/PQ1ReFZ25OBXWhtOLFqk4JaYy/fG9sLAwrrWslZubG7NmzWLWrFnX3D8kJIRvvvkmr+KJiIiIiIhILrInJnL89dc59b+PwDBwKlOGwMhIStzbwuxoRZbV1RW/Pg/h26M7Z5Z8xsn33yctNpbYSZM58d77lBr8ML4PPJBvj/WJXGb6TCkREREREREpHi5s3sy+zl04Nf9/YBj4dOlCpa++VEEqn1hdXfF7qPelx/qeew6ngADSYmOJmzyFvWFtOLVwoWZOSb5SUUpERERERETylP3CBWInT+FQ336kHjqEU2Ag5d9/j+BpU7H5+Jgdr9hxFKeiVhIw/j/FqdZhnFqwAPsVb6wXySsqSomIiIiIiEieubBhA/vu78TphQsB8O3enUpffYlXs2YmJxOrqyt+vf8tTk0Yf6k4FRdH3JTnL82cUnFK8piKUiIiIiIiIpLr0s+fJ2bCRA71H0Dq0aM4BwdTYc5sgqZMxlaihNnx5ApWV1f8evW69Fjff4tTrcM49bGKU5I3VJQSERERERGRXHX+xx/Z16EjZz79FICSvXpR8csv8WzSxORkcj1WFxdHcSpw4gScAgNJi48n7nkVpyRvqCglIiIiIiIiuSL97FmOjR3H4YcHkxYbi3OFClT433wCJ4zH5uVpdjzJIquLCyXDw6kctfLqxamPPlZxSnKFilL5xZ4O+3+EPz679J/29Dw9XUREBBaLBYvFgrOzMxUrVuSZZ54hKSkpT88rIiIiIiLF07k1a9nXoSNnP/8cLBb8+vWl0vLP8WzQwOxokkMZilORE3EKCrpUnHrhBfa2as2p/32E/T9/Yxrp6SRu2UKJ7dtJ3LIFIz1v//aVws3J7ADFws4v4bvRkHDs/9u8g6Hti1Dj/jw7bdu2bZk7dy6pqals3bqVfv36YbFYePHFF/PsnCIiIiIiUryknT5N3NRpJHz1FQAuoaEETX0BjzvvNDmZ5Bariwsle/bEp2tXzi77nBPvvUdaTAxxU6dy8oMPKPXww/j26M75deuImzqNtNhYgoBjixYTHxhIwLixeIeFmX0ZUgBpplRe2/klfNo3Y0EKICHmUvvOL/Ps1K6urgQGBlK+fHk6d+5Mq1atiI6OzrPziYiIiIhI8ZIQFcW+jvdfKkhZrfgNGEDF5Z+rIFVEXSpOPUjlld8RGBl5aebU8ePETZ3K7mbNOPrkMNJiYzPskxYXx9FhT5EQFWVSainINFMquwwDUhOz1teeDt8+AxhXOxBguTSDqtI9YLXd+HjOHmCxZD3rFf7880/Wr19PSEhIjvYXERERERG5LO3UKWKnTOHct98B4FKlMsEvvID7HXeYnEzyw+XilG/XLpz5fDnH332H9JjYq3c2DLBYiJs6jRItW2KxZeFvXyk2VJTKrtREmBqcSwczLs2gml4+a93HHQOXrC8OuGLFCry8vEhLSyM5ORmr1cpbb72Vw6wiIiIiIlLcGYbBuW+/JXbK86SfPg02G6UGDaL00MewuriYHU/ymcXFhZIP9sC5XFkODxx07Y6GQVpsLIm/bMWzodYYk/+nolQR1qJFC9555x0uXLjAq6++ipOTE926dTM7loiIiIiIFEJpx48TO3ky56JXAeB6yy0ETZ2K+201TU4mZks/fSZL/dKOH8/bIFLoqCiVXc4el2YsZcXB9bDggRv36/0ZhDTJ2rmzwdPTkypVqgAwZ84c7rjjDmbPns3AgQOzdRwRERERESm+DMMg4auviHthKulnz4KTE6UfeYTSjwzGotlRAjj5++dqPyk+VJTKLosl64/QVb730lv2EmK4+rpSlkvbK9+btTWlboLVamXcuHEMHz6cXr164e7unqfnExERERGRwi81Lo7YiZGc//57AFxrVCd46lTcqlUzN5gUKB716uIUGEhaXNylNaSuwikwEI96dfM5mRR0evteXrLaoO2L/37z3wXK//2+7fQ8L0hd1r17d2w2G7NmzcqX84mIiIiISOFkGAZnli5jX4eOlwpSzs74PzWMip98ooKUZGKx2QgYN/bfb67+cq5SgwdrkXPJREWpvFbjfujxP/AOytjuHXypvcb9+RbFycmJxx9/nBkzZnDhwoV8O6+IiIiIiBQeqTExHH54MDHPPov93DncatWi0rKllH70USzOzmbHkwLKOyyMsq+/hlNAQMYN/94zCV9+iZGWZkIyKcj0+F5+qHE/VGt/aY2p83HgFXBpDak8nCE1b968q7aPGTOGMWPG5Nl5RURERESkcDIMgzOfLiF+xgzsFy5gcXHB/8kn8IuIwOKkPx3lxrzDwijRsiUJmzaxNTqauq1b41a2HAe6dePi9u2cePsd/J98wuyYUoDoN0t+sdqg4t1mpxAREREREckk5chRYsY/R+KGjQC4165N0NQXcK1UyeRkUthYbDY86tfn3PHjeNSvj7OzM4GTIjk2YiQn3n0XzyaN8ahXz+yYUkDo8T0REREREZFiyrDbObVgAfvuv5/EDRuxuLlRZsxoQhZ8rIKU5Bqf9u3x6dQJ7HaOPvMM6QkJZkeSAkJFKRERERERkSLOSE8nccsWSmzfTuKWLRjp6aQcPMihfhHETXkeIzERj3r1qPTFckpFRGhBasl1AePH41y+PGnHYoiNnIRxjbf0SfGix/dERERERESKsISoKOKmTiMtNpYg4NiixcSWKIE9KQlSU7F4eFBm+HBK9grHYtW8BckbNi9Pyr78Egd69Sbhm2/wbHY3vp07mx1LTKbfOCIiIiIiIkVUQlQUR4c9RVpsbIZ2+7lzkJqKyy23UOnLL/B7qLcKUpLn3O+4A/8nHgcgbvIUUg4eNDmRmE2/dURERERERIogIz2duKnT4DqPSdkTEnAOCsrHVFLclXr4YTzq1cOemMjRUc9gpKaaHUlMpKKUiIiIiIhIEZT4y9ZMM6T+Ky02lsRftuZTIpFLb+cLnvEiVm9vkn7/neOzZpkdSUykopSIiIiIiEgRlHb8eK72E8ktzsHBBE2KBODke+9zYfNmcwOJaVSUEhERERERKYKc/P1ztZ9IbvJu1w6frl3BMDj2zGjSz541O5KYQEUpERERERGRIsijXl2sJUpcu4PFglNgIB716uZfKJErBD47DueQCqTFxhIzMRLjOuufSdGkolQ+SbensyV2C9/s+4YtsVtIt6fn2blsNhsWi+WaXx07dsRisbBx48ar7t+yZUu6du161W07duygW7duhIaGYrFYeO21166bZfr06VgsFp566qmbvCoREREREcmOtLg47MnJV99osQAQMG4sFpstH1OJ/D+rpydlX34ZnJw49913nF32udmRJJ85mR2gOFh1cBXTN08nLjHO0RbgEcCYBmNoFdIq18939OhRrP++zvWTTz5hwoQJ7Nq1y7Hdy8uLpk2bMmfOHBo1apRh3wMHDrB27Vq++uqrqx47MTGRSpUq0b17d55++unr5tiyZQvvvfcet99++01ekYiIiIiIZIdhGMRMmgQpKbhUrIg9MZG0uP//e8QpIICAcWPxDgszMaUIuNeqhf+TT3J85kxiX3gBj7p34hIaanYsySeaKZXHVh1cxfDvh2coSAHEJ8Yz/PvhrDq4KtfPGRgY6Pjy8fHBYrFkaPPy8mLgwIF88sknJCYmZth33rx5BAUF0bZt26seu379+rz00kv07NkTV1fXa2Y4f/48vXv35oMPPqBkyZK5en0iIiIiInJ9Cd98w4Uf1mFxdqbcW29SZc1qgufMJia8J8FzZlNl9SoVpKTAKDVwAB4NGmAkJnJ05CiMlBSzI0k+UVEqmwzDIDE1MUtf55LPMW3zNAwyPxdr/Pt/0zdP51zyuSwdLzefr+3duzfJycl89tlnGa5t/vz5REREYLvJKbxDhw6lffv2tGqV+zPBRERERETk2tJOnybuhakAlHr0EVwrV8Zis+FRvz7natfGo359PbInBYrFZiN4xotYfXxI+vNPjr/5ltmRJJ/o8b1suph2kYYLG+ba8eIS42iyuEmW+m7qtQkPZ49cOa+fnx9dunRhzpw59O3bF4C1a9dy4MAB+vfvf1PHXrx4Mdu2bWPLli25EVVERERERLIhfsZLpJ86hUuVypR++GGz44hkiXNgIEGTJ3N02DBOfvghnnfdhWej3PvbWwomzZQqxgYMGMC6devYu3cvAHPmzKF58+ZUqVKFQ4cO4eXl5fiaOnVqlo55+PBhhg0bxoIFC3Bzc8vL+CIiIiIi8h8X1q/n7Oefg8VC0JQpWFxczI4kkmXebcLw7f4AGAbHRo8m7fRpsyNJHtNMqWxyd3JnU69NWeq7NW4rj61+7Ib93m75NnUDbvwaVncn9yydN6tatmxJhQoVmDdvHqNGjWLZsmW89957AAQHB7N9+3ZHXz8/vywdc+vWrcTHx3PnnXc62tLT01m3bh1vvfUWycnJN/1ooIiIiIiIZGa/eJGYiZEAlAwPx6NOHXMDieRAwNixJG75hZQDB4idMJGyb7yO5d+3RUrRo6JUNlksliw/QtckuAkBHgHEJ8ZfdV0pCxYCPAJoEtwEmzX/CzVWq5X+/fsze/ZsypYti4uLCw888AAATk5OVKlSJdvHbNmyJX/88UeGtv79+1OtWjVGjx6tgpSIiIiISB45MWsWqYcP4xQYiP/w678pW6Sgsnp4EPzyyxwID+dcdDRnPvuMkt27mx1L8oge38tDNquNMQ3GAJcKUFe6/P3oBqNNKUhd1r9/f44ePcq4ceMIDw/H3f36s7FSUlLYvn0727dvJyUlhaNHj7J9+3b27NkDQIkSJbjtttsyfHl6elKqVCluu+22/LgkEREREZFiJ2nnTk7OnQdA4IQJ2Ly8zA0kchPcb6tJmWFPAhA3dRrJ+/abnEjyiopSeaxVSCtm3jOTMh5lMrQHeAQw856ZtAox9+10FSpUoFWrVpw+fZoBAwbcsP+xY8eoU6cOderUISYmhpdffpk6deowaNCgfEgrIiIiIiL/ZaSlEfPceEhPp0S7tpS4t4XZkURumt+AAXg0aoRx8SLHRo7ESEkxO5LkAT2+lw9ahbSiRfkWbIvfxvHE4/h7+HNnmTvzZYZUREQEERER1+2zcuXKLB8vNDQUw8j8KOL1fP/999nqLyIiIiIiWXdq/v9I2rkTq7c3gePGmR1HJFdYrFaCX5zO/vs7kbRzJ/Gvv07AqFFmx5JcpplS+cRmtVE/sD73VbqP+oH1TX1kT0REREREioaUw4c5/uabAASMfgYnf3+TE4nkHueAAIJeeB6AU7PncGHDBpMTSW5TUUpERERERKQQMgyD2IkTMZKS8GjYEJ+uXc2OJJLrSrRqhW+PHgAcGz2GtNOnTU4kuUlFKRERERERkULo7BdfcGH9BiyurgRNisRisdx4J5FCKGDMaFwqVSItPp6Y58Zne0kZKbhUlBIRERERESlk0k6eJH7adABKDx2KS2iouYFE8pDVw4OyL78Ezs6cX72aM598anYkySUqSomIiIiIiBQycdOmk372LK7VqlGqf4TZcUTynFuNGpR5+mkA4qZPJ3nvXpMTSW5QUUpERERERKQQOb9uHQkrVoDVStCUKVicnc2OJJIv/CL64dmkCUZSEkdHjsKekmJ2JLlJKkqJiIiIiIgUEvYLF4iJjATAr29f3GvdZm4gkXxksVoJmj4NW8mSJP/1F8dnvmp2JLlJKkqJiIiIiIgUEvGvv07asRicy5bF/8knzI4jku+cy5Qh6IXnATg1bx7nf/rZ5ERyM1SUEhERERERKQQu/vYbpz/6GIDAyEisHh4mJxIxR4l778U3vCcAx8aOIe3UKZMTSU6pKCUiIiIiIlLAGampxIyfAIaB9/0d8bq7qdmRREwV8MwzuFSuTPrxE8Q8+xyGYZgdSXJARal8YqSnc2HTZs6u+JoLmzZjpKfn2blsNhsWi+WaXx07dsRisbBx48ar7t+yZUu6du161W2RkZFYLBbatm2badtLL72ExWLhnnvuybTtyJEjuLi4cNtteuZdRERERCS7Ts6eQ/I//2ArWZKAsWPNjiNiOqu7O2VfeRmLszPn167l9KJFZkeSHDC9KHX06FEeeughSpUqhbu7O7Vq1eKXX35xbDcMgwkTJhAUFIS7uzutWrVi9+7dGY5x6tQpevfujbe3N76+vgwcOJDz58/n96VcU0JUFHtatuJQv34cGzmSQ/36sadlKxKiovLkfEePHiUmJoaYmBhee+01vL29Hd/HxMSwaNEi7rjjDubMmZNp3wMHDrB27VoGDhx4zeMHBQWxdu1ajhw5kqF9zpw5VKhQ4ar7zJs3jx49epCQkMCmTZtu7gJFRERERIqR5P37OfH22wAEjB2DU8mSJicSKRjcqlWjzMgRAMS/OIPk/9QKpOAztSh1+vRp7rrrLpydnfn222/ZuXMnr7zyCiWv+CU7Y8YM3njjDd599102bdqEp6cnbdq0ISkpydGnd+/e7Nixg+joaFasWMG6desYPHiwGZeUSUJUFEeHPUVabGyG9rS4OI4OeypPClOBgYGOLx8fHywWS4Y2Ly8vBg4cyCeffEJiYmKGfefNm0dQUNBVZ0JdVqZMGcLCwpg/f76jbf369Zw4cYL27dtn6m8YBnPnzqVPnz706tWL2bNn597FioiIiIgUYYbdTuyEiRgpKXg2bYp3x45mRxIpUEr26YNn06YYyckcHTkKe3Ky2ZEkG0wtSr344ouUL1+euXPn0qBBAypWrEhYWBiVK1cGLhUzXnvtNZ577jk6derE7bffzv/+9z+OHTvG8uXLAfjrr7/47rvv+PDDD2nYsCFNmzblzTffZPHixRw7dizXMxuGgT0xMUtf6efOEff8C3C1Z1sNAzCIe2Eq6efOZel4ufmMbO/evUlOTuazzz7LcG3z588nIiICm8123f0HDBjAvHnzHN/PmTOH3r174+Likqnv2rVrSUxMpFWrVjz00EMsXryYCxcu5Nq1iIiIiIgUVWc++4zELVuwuLsT+O9SGiLy/yxWK8HTpmLz8yN51y6Oz5xpdiTJBiczT/7ll1/Spk0bunfvzg8//EDZsmV57LHHePjhhwHYv38/sbGxtGrVyrGPj48PDRs2ZMOGDfTs2ZMNGzbg6+tLvXr1HH1atWqF1Wpl06ZNdOnSJVczGxcvsuvOurl0sEszpv6p3yBL3W/dthVLLr1hw8/Pjy5dujBnzhz69u0LXCoeHThwgP79+99w/w4dOvDoo4+ybt066taty6effspPP/101UcCZ8+eTc+ePbHZbNx2221UqlSJJUuWEBERkSvXIiIiIiJSFKXGxxP/0ssA+A97EpdyZU1OJFIwOfn7EzT1BY48OoRT8/+HZ9OmeN19t9mxJAtMLUrt27ePd955h+HDhzNu3Di2bNnCk08+iYuLC/369SP230feAgICMuwXEBDg2BYbG0uZMmUybHdycsLPz8/R57+Sk5NJvmJKX0JCAgCpqamkpqZm6JuamnppdpTd7vgyi91uh+uc//JMqst5Hftc8Z9XioiIoF27duzevZvKlSsze/ZsmjdvTqVKlThw4ECGRcnHjh3L2LFjHeew2Wz07t2bOXPmsGfPHm655RZuu+02x/bL5ztz5gzLli1j3bp1jrbevXsze/ZsRzHsatdpGAapqak3nLGVGy5/5v/97EXygu63nNG45YzGLWc0bjmjccsZjVvOFJdxi5kyBfu5c7jWrEmJnj1v+nqLy7jlJo1Zzpgxbm533YVPeDhnFy3i2JixlF/6GU6lSuXb+XNDUbrfsnoNphal7HY79erVY+rUqQDUqVOHP//8k3fffZd+/frl2XmnTZvGpEmTMrVHRUXh8Z+ZSE5OTgQGBnL+/HlSUlIwDIOAtWuydJ6U7ds5/fTwG/Yr+epMXGrXvmG/c6mpWP4toF2337lzjn8nJSVhGIaj8Hal+vXrU65cOd5//32eeOIJPv/8c2bOnElCQgJeXl6sW7fu/zOWLElCQgLJycmkp6eTkJBA9+7dad26Nb///ju9evUiISGBlJQU0tLSHOebM2cOSUlJNG7c2HGsy0Wzbdu2UaVKlUy5UlJSuHjxIuvWrSMtLe2G15tboqOj8+1cIrrfckbjljMat5zRuOWMxi1nNG45U5THzXPHDspGr8KwWtnVqiV/rFyZa8cuyuOWVzRmOZPf42apWYMKgQG4xsbx56OPciwiAgrhI69F4X777/rV12JqUSooKIgaNWpkaKtevTpLly4FLi3YDRAXF0dQUJCjT1xcHLX/LeIEBgYSHx+f4RhpaWmcOnXKsf9/jR07luHD/79YlJCQQPny5QkLC8Pb2ztD36SkJA4fPoyXlxdubm6XGn18snR9RqtWnAsIIC0+/urrSlksOAUE4N+qFZZcmBFkGAbnzp2jRIkSjmfN3dzcsFgsma7rsgEDBjBnzhwqVqyIi4sLffr0wd3dHbj0iN9/ubq6YrPZ8Pb2pmHDhtSsWZPff/+dAQMG4O3tjYuLC05OTo7zLVq0iOHDh2cqMj7++OMsWbKEadOmZTpHUlIS7u7uNGvW7P/HPA+lpqYSHR1N69atcXZ2zvPzSfGm+y1nNG45o3HLGY1bzmjcckbjljNFfdzSz53j0CszSQdK9u9P1UGDcuW4RX3c8oLGLGfMHLfk6tU5Et4Lr7930eRsAr69wvP1/DejKN1vV5sYczWmFqXuuusudu3alaHtn3/+ISQkBICKFSsSGBjI6tWrHUWohIQENm3axJAhQwBo3LgxZ86cYevWrdSte2mtpzVr1mC322nYsOFVz+vq6oqrq2umdmdn50wffHp6OhaLBavVitWazXXhrVYCnh3H0WFPXarOXlmY+rdoFDBuLLZcutkuPx53Oe+lCBn/878GDBjAlClTeO655wgPD8fT0/O657hc7Lp8vDVr1pCamoqvr2+m7du3b2fbtm0sWLCAatWqZThOeHg4kydP5oUXXsDJKeNtaLVasVgsV/088lJ+n0+KN91vOaNxyxmNW85o3HJG45YzGrecKarjduLNN0mPj8c5pAIBTzyONZevsaiOW17SmOWMGePmXLMmZUaNIu6FFzj5yiuUaNQIt1tvydcMN6so3G9ZzW/q2/eefvppNm7cyNSpU9mzZw8LFy7k/fffZ+jQocClAsdTTz3F888/z5dffskff/xB3759CQ4OpnPnzsClmVVt27bl4YcfZvPmzfz88888/vjj9OzZk+DgYBOv7hLvsDDKvv4aTv9ZF8spIICyr7+Gd1iYSckuqVChAq1ateL06dMMGDAg2/t7eno6ClL/NXv2bGrUqJGpIAXQpUsX4uPj+eabb7J9ThERERGRoipx61bOLFoMQNCkyVjz4ckBkaKm5EO98WzeDCMlhWMjR2JPSjI7klyDqTOl6tevz+eff87YsWOZPHkyFStW5LXXXqN3796OPs888wwXLlxg8ODBnDlzhqZNm/Ldd99leKxrwYIFPP7447Rs2RKr1Uq3bt144403zLikq/IOC6NEy5Yk/rKVtOPHcfL3x6Ne3Vx5ZO9GIiIibviWu5XZeD49MjKSyMjIa25/7bXXHP9+8803r9kvMDCQ9PT0LJ9XRERERKSos6ekEDN+AgA+D3TDs9HVn/wQkeuzWCwET53Kvvs7kbx7N/Evv0Lgc8+aHUuuwtSiFECHDh3o0KHDNbdbLBYmT57M5MmTr9nHz8+PhQsX5kW8XGOx2fBs2MDsGCIiIiIiUkCdfPc9Uvbtw1a6NAGjRpkdR6RQcypViuDp0zj88GBOf/wxnk3vosQ995gdS/7D1Mf3REREREREBJJ37+bEBx8AEPjcs9iy+HIlEbk2r7vvpmTfPgDEjHuWtOPHTU4k/6WilIiIiIiIiIkMu/3SY3upqXi1aEGJNm3MjiRSZJQZMQLXW28l/dQpjo17FuPfF4RJwaCilIiIiIiIiIlOL1rExe3bsXp6EjhxguON1iJy86yurpR9+SUsrq5c+PFHTn/8sdmR5AoqSomIiIiIiJgkNSaG46/MBMB/+NM4BwaanEik6HGtWpUyo58BIP6ll0n6+2+TE8llKkqJiIiIiIiYwDAMYidNxp6YiHvt2pQMDzc7kkiRVTI8HK8WLTBSUzk6ciT2pCSzIwkqSomIiIiIiJji3Hffcf7778HZmaDnp2Cx6s8zkbxisVgIeuF5bP6lSdmzl/gZM8yOJKgoJSIiIiIiku/Sz5wh9vkXACg9eDCuVaqYnEik6HPy8yN42nQATi9cxLk1a01OJCpKiYiIiIiI5LO4l14i/eRJXCpXptQjg82OI1JseDW9C7+ICABinn2W1Ph4cwMVcypKiYiIiIiI5KMLGzdydukyAIKmTMbq4mJyIpHixX/407hWr0766dPEjBmLYbebHanYUlEqn9jtBkd3neafLbEc3XUau93Is3PZbDYsFss1vzp27IjFYmHjxo1X3b9ly5Z07dr1qtsiIyMdx3FyciI0NJSnn36a8+fPZ+i3dOlS7r33XkqWLIm7uzu33norAwYM4Ndff8316xURERERKSzsSUnETJgIQMle4XjceafJiUSKH6uLC2VffgmLmxsX1q/n1Pz/mR2p2HIyO0BxsPfXeH78ZDcXziQ72jx9Xbn7wapUrlMm18939OhRrP8ukvjJJ58wYcIEdu3a5dju5eVF06ZNmTNnDo0aNcqw74EDB1i7di1fffXVNY9fs2ZNVq1aRVpaGj///DMDBgwgMTGR9957D4DRo0fzyiuv8OSTTzJp0iRCQkI4fvw43377LWPHjuW7777L9WsWERERESkMTsx6m9RDh3AKCMB/+HCz44gUW66VKxMwZgyxkZHEz5yJZ8MGuNWoYXasYkdFqTy299d4vnvvz0ztF84k8917f9L2kdtyvTAVGBjoKEr5+PhgsVgIDAzM0GfgwIE899xzvPbaa3h4eDja582bR1BQEG3btr3m8Z2cnBzHe/DBB1m9ejVffvkl7733Hhs3bmTGjBm8/vrrPPnkk459KlSoQN26dTGMvJshJiIiIiJSkCX99Rcn58wBIHDiBGxeXiYnEinefB/swfkff+T86tUcHTmKiks/w+rubnasYkWP72WTYRikJqdn6Sv5Yho/fvLPdY/34ye7Sb6YlqXj5WZBp3fv3iQnJ/PZZ59luLb58+cTERGBzWbL8rHc3d1JSUkBYNGiRXh5efHYY49dta/FYrm54CIiIiIihZCRlkbM+AmQnk6JNm0oce+9ZkcSKfYsFgtBz0/Byd+flH37iJv+otmRih3NlMqmtBQ77w/7IdeOd+FMMh8+vS5LfQe/3hxn16wXi67Hz8+PLl26MGfOHPr27QvA2rVrOXDgAP3798/ycbZu3crChQu599//Uv3nn3+oVKkSTk7/f2vNnDmTCRMmOL4/evQoPj4+uXIdIiIiIiKFwamPPibpzz+xensT+NyzZscRkX85lSxJ8IvTOTRgIGc++QSvu5tSolUrs2MVG5opVYwNGDCAdevWsXfvXgDmzJlD8+bNqVKlCocOHcLLy8vxNXXqVMd+f/zxB15eXri7u9OgQQMaN27MW2+9dd3zbN++nffee48LFy7oET4RERERKVZSjhzh+BtvAFBm1Eic/P1NTiQiV/Js0gS/gQMAiHn2OVLj4kxOVHxoplQ2OblYGfx68yz1Pbb7DCve+u2G/To8fgfBVX2zdO7c1LJlSypUqMC8efMYNWoUy5YtcyxWHhwczPbt2x19/fz8HP++9dZb+fLLL3FyciI4OBiXK15hW7VqVX766SdSU1NxdnYGwNfXF19fX44cOZKr+UVERERECjrDMIidGIlx8SIeDRrg+8ADZkcSkasoM2wYiRs2krRzJ8fGjKHC7NlYrJrHk9c0wtlksVhwdrVl6at8DT88fV2vezyvkq6Ur+GXpePl9npMVquV/v37M3/+fBYuXIiLiwsP/Ptfkk5OTlSpUsXxdWVRysXFhSpVqhAaGpqhIAUQHh7O+fPnefvtt3M1q4iIiIhIYZTw1Vdc+PlnLC4uBE2epDVWRQooi4sLwS+/jMXdncQNGzk1d67ZkYoFFaXykNVq4e4Hq163T9MeVbFazfsvpv79+3P06FHGjRtHeHg47jf5poHGjRszYsQIRowYwfDhw/npp584ePAgGzduZPbs2VgsFsebAUVEREREirK0U6eImzoNgNJDh+ISGmpuIBG5LtdKFQkYOwaA+Nde5+KOHSYnKvpUHchjleuUoe0jt2WaMeVV0pW2j9xG5TplTEp2SYUKFWjVqhWnT59mwIABuXLMl19+mYULF/Lrr7/SoUMHqlatSvfu3bHb7WzYsAFvb+9cOY+IiIiISEEWN3066WfO4HrrrZQakPWXCYmIeXy7d6dE69aQmsqxESOxJyaaHalI05pS+aBynTJUvMOfmN1nuJCQjKe3K0FVffNlhlRERAQRERHX7bNy5cosHy8yMpLIyMgb9uvRowc9evTI8nFFRERERIqS8z/+RMKXX4HVStCUyVj+XW9VRAo2i8VC0JTJXPz9d1IOHCBu2jSCpkwxO1aRpZlS+cRqtVD21pLcUj+QsreWNPWRPRERERERyTv2CxeInTgRAL8+D+F+++0mJxKR7LD5+hL84otgsXBmyWckrIwyO1KRpaKUiIiIiIhILjr+xpukHjuGc3Aw/k8+aXYcEckBz0YNKTVoIAAxEyaQGhtrcqKiSUUpERERERGRXHLxjz849dFHAAROisTq6WlyIhHJKf8nnsDtttuwnz3LsdFjMNLTzY5U5KgoJSIiIiIikguM1FRinhsPdjveHTvidffdZkcSkZtgcXGh7MsvYfHwIHHTJk7OnmN2pCJHRaksMgzD7AjFhsZaRERERAqjk3PnkbxrFzZfX8dr5UWkcHMJDSXw2XEAHH/jDS7+8YfJiYoWFaVuwGazAZCSkmJykuIj8d9XbjrrDSUiIiIiUkikHDjAibfeAiBg7Bic/PxMTiQiucWna1dKtGkDaWkcGzkK+4ULZkcqMpzMDlDQOTk54eHhwfHjx3F2dsZqLbh1PLvdTkpKCklJSQU657UYhkFiYiLx8fH4+vo6CoIiIiIiIgWZYRjETJiIkZKCZ5MmeN9/v9mRRCQXWSwWgiZP4uLvv5Ny8CCxU6cS/MILZscqElSUugGLxUJQUBD79+/n4MGDZse5LsMwuHjxIu7u7lgsFrPj5Jivry+BgYFmxxARERERyZKzS5eSuHkzFnd3AidPKtT/v7iIXJ3Nx4fgF6dzqF8EZ5cuw+vuu/Fu29bsWIWeilJZ4OLiQtWqVQv8I3ypqamsW7eOZs2aFdpH35ydnTVDSkREREQKjbTjx4mb8RJw6U1dLuXKmZxIRPKKZ4MGlBo8mJPvvUfMhIm43347zsHBZscq1FSUyiKr1Yqbm5vZMa7LZrORlpaGm5tboS1KiYiIiIgUJrEvTMWekIBbzZr49e1jdhwRyWP+jw/lwoYNJP3+O8eeGU2F+fOwaGJFjhW+hYdEREREREQKgHNr1nDuu+/AZiPo+SlYnPS/+YsUdRZnZ8q+NAOrhweJv/zCyQ8+NDtSoaailIiIiIiISDalnz9P7KTJAJQa0B+36tVNTiQi+cUlJISA8eMBOP7mm1z87TeTExVeKkqJiIiIiIhk0/GZr5IWF4dzhQqUHjrU7Dgiks98OnfC+752kJ7O0ZGjSD9/wexIhZKKUiIiIiIiItmQuO1XTi9aBEDQ5ElYC/jasyKS+ywWC4GRkTgFB5F6+DBxzz9vdqRCSUUpERERERGRLLKnpBAzfjwYBj5du+LZqJHZkUTEJDZvb8q+9BJYrZxdvpyzX39tdqRCR0UpERERERGRLDr5/gek7N2LrVQpAp4ZZXYcETGZR926lH70EQBiIyeRevSoyYkKFxWlREREREREsiB5zx5OvPceAIHPjsPm62tuIBEpEEo/9hjud9yB/dw5jj4zGiMtzexIhYaKUiIiIiIiIjdg2O3EjJ8Aqal43XMPJdq1MzuSiBQQFicngl9+CaunJxe3buXE+++bHanQUFFKRERERETkBs588gkXf/0Vq4cHgRMnYLFYzI4kIgWIS/nyBE6cAMCJWW+T+OuvJicqHFSUEhERERERuY7UuDjiX34FAP/hw3EOCjI5kYgURD733493hw6Qns6xUc+Qfv682ZEKPBWlRERERERErsEwDGInT8F+4QLud9xByfCeZkcSkQIscOIEnMuWJfXIEWInTzY7ToGnopSIiIiIiMg1nIuK5vzq1eDsTNDzU7DYbGZHEpECzFaiBMEvvQRWKwlffsXZr74yO1KBpqKUiIiIiIjIVaSfPUvs81MAKP3wIFyrVjU5kYgUBh531qH0Y48BEBs5iZQjR0xOVHCpKCUiIiIiInIV8S+/QvrxE7hUqkSpRx81O46IFCKlH30E9zvvxH7hAsdGjsJISzM7UoGkopSIiIiIiMh/XNi8mTNLlgAQNGUyVhcXkxOJSGFicXIieMYMrF5eXNy+nRPvvGt2pAJJRSkREREREZEr2JOTiR1/6dXuvj0fxKNuXZMTiUhh5FKuLIGRkQCceOcdErdtMzdQAaSilIiIiIiIyBVOvP0OKQcP4lSmDGVGjDA7jogUYj4d2uPT6X6w2zk2chTpCQlmRypQVJQSERERERH5V9KuXZycPRuAwAnjsZUoYXIiESnsAsaPx7l8eVKPHSN20mQMwzA7UoGhopSIiIiIiAhgpKcT89x4SEujROvWlGjVyuxIIlIE2Ly8KPvSDLDZSPj6axK+/NLsSAWGqUWpyMhILBZLhq9q1ao5ticlJTF06FBKlSqFl5cX3bp1Iy4uLsMxDh06RPv27fHw8KBMmTKMGjWKNK1qLyIiIiIi2XR6wQKS/vgDa4kSBDz3nNlxRKQIca9dG//HhwIQO3kKKYcOmZyoYDB9plTNmjWJiYlxfP3000+ObU8//TRfffUVS5Ys4YcffuDYsWN07drVsT09PZ327duTkpLC+vXrmT9/PvPmzWPChAlmXIqIiIiIiBRSqUePEv/a6wCUGTkS54AyJicSkaKm1ODBuNeri/3CBY6OGoWRmmp2JNOZXpRycnIiMDDQ8VW6dGkAzp49y+zZs5k5cyb33nsvdevWZe7cuaxfv56NGzcCEBUVxc6dO/n444+pXbs27dq1Y8qUKcyaNYuUlBQzL0tERERERAoJwzCImTQJIzERj3r18O3+gNmRRKQIsthslJ0xA2uJEiT99jvH337b7EimczI7wO7duwkODsbNzY3GjRszbdo0KlSowNatW0lNTaXVFc9xV6tWjQoVKrBhwwYaNWrEhg0bqFWrFgEBAY4+bdq0YciQIezYsYM6depc9ZzJyckkJyc7vk/4d/X71NRUUgtxpfJy9sJ8DWbQuEl+0v2WMxq3nNG45YzGLWc0bjmjccuZ3B63c19/zYV1P2JxcaH0hPGkpadDenquHLsg0f2WPen2dLbEbOG3lN/wO+pH/aD62Kw2s2MVCrrXrsPfH/8J44kb9Qwn33sft4YNca9bFyha45bVa7AYJi77/u2333L+/HluvfVWYmJimDRpEkePHuXPP//kq6++on///hmKRwANGjSgRYsWvPjiiwwePJiDBw+ycuVKx/bExEQ8PT355ptvaNeu3VXPGxkZyaRJkzK1L1y4EA8Pj9y9SBERERERKbCsFy4Q+spMnC5c4ESbME7de6/ZkaQA2JGyg68vfk2CkeBo87Z40969PTVdapqYTIqKgE+X4LN1K6k+Phx8ahj2IlaLSExMpFevXpw9exZvb+9r9jN1ptSVRaPbb7+dhg0bEhISwqeffoq7u3uenXfs2LEMHz7c8X1CQgLly5cnLCzsuoNV0KWmphIdHU3r1q1xdnY2O06hoXGT/KT7LWc0bjmjccsZjVvOaNxyRuOWM7k5bnHPPsu5CxdwqVKFhtOmYSnCn4Put6xZfXg1i39cjEHG+RvnjHMsTlzMjLozaFm+pUnpCgfdazdmb96cw917wOHD1N64iYCXZpCWllZkxu3yE2k3Yvrje1fy9fXllltuYc+ePbRu3ZqUlBTOnDmDr6+vo09cXByBgYEABAYGsnnz5gzHuPx2vst9rsbV1RVXV9dM7c7OzoX+g4eicx35TeMm+Un3W85o3HJG45YzGrec0bjljMYtZ2523M7//DPnvvwKLBaCX3gelyI2U+FadL9dW7o9nZe3vpypIAVgYGDBwitbX6F1aGs9ypcFuteuw9eXsq+8zIFevTm/ciVed9+NNTiIEtu3k+rvj3vDhlhshfcey+rnbvpC51c6f/48e/fuJSgoiLp16+Ls7Mzq1asd23ft2sWhQ4do3LgxAI0bN+aPP/4gPj7e0Sc6Ohpvb29q1KiR7/lFRERERKRwsCcmEjsxEoCSDz2E+x13mBtICoRt8duIS4y75nYDg9jEWLbFb8vHVFJUud9+O/5PPAFA7PjxHBswkKBFizk2YCB7WrYiISrK5IR5z9Si1MiRI/nhhx84cOAA69evp0uXLthsNsLDw/Hx8WHgwIEMHz6ctWvXsnXrVvr370/jxo1p1KgRAGFhYdSoUYM+ffrw22+/sXLlSp577jmGDh161ZlQIiIiIiIiAMffmkXqkSM4BQfhP2yY2XGkADiVdIoV+1Zkqe/R80fzOI0UFy4hFS794z/LfafFxXF02FNFvjBl6uN7R44cITw8nJMnT+Lv70/Tpk3ZuHEj/v7+ALz66qtYrVa6detGcnIybdq04e0rXplos9lYsWIFQ4YMoXHjxnh6etKvXz8mT55s1iWJiIiIiEgBd/HPHZyaNw+AoIkTsXl5mhtITHPi4gnWHFpD1IEotsRtwW7Ys7TftE3T2HtmLz1u7UH5EuXzOKUUVUZ6OnHTX7zGRgMsFuKmTqNEy5aF+lG+6zG1KLV48eLrbndzc2PWrFnMmjXrmn1CQkL45ptvcjuaiIiIiIgUQUZqKjHjx4Pdjnf79ng1b252JMlnxxOPs+rQKqIPRrM1bmuGQlR1v+ocPneY86nnr7m/zWIjMS2ReTvmMX/HfJqVa0Z4tXAaBzfGailQK+RIAZf4y1bSYmOv3cEwSIuNJfGXrXg2bJB/wfJRgVroXEREREREJC+dmj+f5L/+wubjQ8C4sWbHkXwSdyGOVYdWEXUgil/jf82wkHmt0rVoHdKa1iGtKVeiHKsOrmL495fe1n5lPwsWAGY0m4GrzZVFfy/i52M/88ORH/jhyA+EeIfQ89aedKrSiRIuJfL3AqVQSjt+PFf7FUYqSomIiIiISLGQcvAgx998C4AyY8bgVKqUyYkkL8VeiCX6YDTRB6P5Nf7XDNtu97+dsJAwWoe0JtgrOMO2ViGtmHnPTKZvnp5h0fMAjwBGNxhNq5BWADQv35wDZw/wya5PWL5nOQcTDvLilhd549c36FipIz2r9aRqyap5f6FSaDn9u3RRbvUrjFSUEhERERGRIs8wDGIiIzGSk/Fs0hifzp3MjiR54Nj5Y0QfjCbqYBS/H/89w7Y6Zeo4ZkQFegZe9zitQlrRonwLNh/bTPSGaFo3bk2D4AbYrBnX9Qn1CWV0g9E8UecJVuxbwaK/F7HnzB4+/edTPv3nU+oH1ie8WjgtyrfAyao/vyUjj3p1cQoMJC0uLtNC5wBYLDgFBOBRr27+h8sn+qkQEREREZEi7+zny0ncsBGLmxuBkZFYLBazI0kuOXLuiGNG1B8n/nC0W7BQp0wdwkLDaFWhFQGeAdk6rs1qo15APeJd4qkXUC9TQepKHs4e9Li1B91v6c4vcb+w6O9FrDm0hi2xW9gSu4UAjwAevPVBulbtSil3zdCTSyw2GwHjxnJ02FNgsWQsTP37Oypg3Ngiu8g5qCglIiIiIiJFXNqJE8S9eOkNV/5PPI5LhQomJ5KbdTjhMFEHo4g6GMXOkzsd7VaLlboBdWkd0ppWFVrh75G/jz1ZLBbqB9anfmB9Yi/E8umuT1m6eylxiXG88esbvPPbO7QNbUt4tXBq+dfK12xSMHmHhcHrrxE3dVqGRc+dAgIIGDf20vYiLEtFqYSEhCwf0NvbO8dhREREREREclvc1GnYz57FtUZ1/Pr1MzuO5NCBswccj+b9fepvR7vVYqV+QH3CQsO4t8K9lHYvbWLK/xfoGciTdz7Jo3c8ysoDK1n09yL+OPEHX+37iq/2fcVtpW4jvHo4bULb4GpzNTuumMg7LIwSLVuSsGkTW6Ojqdu6Nd4NGxbpGVKXZako5evrm+Xprenp6TcVSEREREREJLec+/57Er75Bmw2gqZMweKkh0UKk31n9xF1IIrog9H8c/ofR7vNYqNBYANah7amZYWW+Ln5mZjy+lxsLnSs3JGOlTvyx/E/WLxrMd/u/5Y/T/7Jsz89y8tbXqbbLd3ocUsPgryCzI4rJrHYbHjUr8+548fxqF+/WBSkIItFqbVr1zr+feDAAcaMGUNERASNGzcGYMOGDcyfP59p06blTUoREREREZFsSj9/gdhJkwHwi+iHe82aJieSrNhzeo9jRtSeM3sc7U4WJxoGNSQsNIwW5VtQ0q2kiSlzppZ/LWr512JEvREs272MT3Z9QuyFWD7840Pm/DmHFuVbEF4tnAaBDbTumRQLWSpKNW/e3PHvyZMnM3PmTMLDwx1t999/P7Vq1eL999+nn6bDioiIiIhIAXD8tddIi4nBuXx5/B9/3Ow4cg2GYbD7zG7HjKh9Z/c5tjlZnWgc1JjWIa25t8K9+Lj6mJg09/i5+TGo1iAiakbww+EfWPT3IjbFbmL1odWsPrSayj6V6VmtJx0rd8TT2dPsuCJ5JttzVzds2MC7776bqb1evXoMGjQoV0KJiIiIiIjcjIvbt3N6wQIAgiZFYnV3NzmRXMkwDHad3uUoRB1IOODY5mx1pklwE8JCw2hernmRKURdjZPViZYhLWkZ0pK9Z/ay6O9FfLn3S/ae3csLm17g9W2v06lKJx689UEq+lQ0O65Irst2Uap8+fJ88MEHzJgxI0P7hx9+SPny5XMtmIiIiIiISE4YKSnEjB8PhoFP5854NmlidiThUiFq56mdRB+IJvpgNIfOHXJsc7G6cFfZu2gd0pp7yt9DCZcSJiY1R2XfyjzX6DmG3TmML/d+yeK/F3Mg4QAL/lrAgr8W0CS4CeHVwrm77N3YrMVjvSEp+rJdlHr11Vfp1q0b3377LQ0bNgRg8+bN7N69m6VLl+Z6QBERERERkew4OXs2ybv3YPPzo8zoZ8yOU6wZhsGOkzuIOhBF1MEojp4/6tjmanOladmmhIWE0axcM7xcvExMWnCUcClB7+q9Ca8WzsaYjSz6exE/HP6B9cfWs/7Yesp6leXBWx+kS5Uu+Lr5mh1X5KZkuyh133338c8///DOO+/w99+XXsPZsWNHHn30Uc2UEhERERERUyXv28eJt98BIGDcOJxKFr7FsAs7wzD448Qfjkfzjl045tjmZnPj7nJ3OwpRHs4eJiYt2KwWK02Cm9AkuAlHzh3h012fsnT3Uo6eP8rMrTOZtX0W91W8j/Bq4VQvVd3suCI5kqP3oZYvX56pU6fmdhYREREREZEcM+x2YiZMwEhNxbN5M7zb32d2pGLDbtj5/fjvrDywklWHVhF7Idaxzd3JnWblmhEWEkbTsk1ViMqBciXKMbzecIbUHsJ3+79j4d8L+fvU33y+53M+3/M5tf1rE14tnNYhrXG2OZsdVyTLclSU+vHHH3nvvffYt28fS5YsoWzZsnz00UdUrFiRpk2b5nZGERERERGRGzrz6RIu/rIVi4cHQRMnYrFYzI5UpNkNO7/G/0r0wUtrRMUnxju2eTh50Lx8c8JCwrir7F24O2mh+dzg7uROl6pd6FylM78d/42Ffy8k+kA0249vZ/vx7czYMoPut3an+y3dKeNRxuy4IjeU7aLU0qVL6dOnD71792bbtm0kJycDcPbsWaZOnco333yT6yFFRERERESuJzUunviXXwagzFNP4RwcbHKioindns62+G1EHYhi9aHVHL943LHN09mTe8rfQ1hIGE2Cm+Dm5GZi0qLNYrFQu0xtapepzfF6x/ls92cs2bWE4xeP8+5v7/Lh7x/SMqQl4dXCubPMnSrQSoGV7aLU888/z7vvvkvfvn1ZvHixo/2uu+7i+eefz9VwIiIiIiIiWRH3/BTs58/jdsftlOzdy+w4RUqaPY2tcVuJPhjNqoOrOJl00rGthHMJWlRoQeuQ1jQJboKLzcXEpMWTv4c/Q+4YwqBag1h9aDWL/lrEtvhtrDywkpUHVnJryVsJrxbOfZXu04w1KXCyXZTatWsXzZo1y9Tu4+PDmTNnciOTiIiIiIhIliVERXEuehU4ORE0eQoWm83sSIVemj2NLbFbiDoYxZpDaziVdMqxrYRLCe4tfy9hoWE0CmqkQlQB4Wx1pm1oW9qGtmXXqV0s+nsRX+/7ml2ndxG5IZJXtr5C1ypdefDWBynvrZeUScGQ7aJUYGAge/bsITQ0NEP7Tz/9RKVKlXIrl4iIiIiIyA2lJyQQN+XSExulBg3E7dZbTE5UMKXb0/kl7hd+S/mNMnFlaBDcAJs1Y/Eu1Z7K5pjNRB+MZvWh1ZxJPuPY5uPqQ8sKLWkd0pqGgQ21mHYBd6vfrUQ2ieTpuk+zfM9yFv+9mCPnjzB/53z+t/N/3F3ubsKrhdMkuAlWi9XsuFKMZbso9fDDDzNs2DDmzJmDxWLh2LFjbNiwgZEjRzJ+/Pi8yCgiIiIiInJV8a/MJO34cVxCQyk9ZIjZcQqkVQdXMX3zdOIS4wBYsnoJAR4BjGkwhublmrMhZgPRB6NZc2gNCSkJjv1Kupbk3gqXZkTVD6yPs1WFqMLGx9WHfjX78VD1h/j52M8s/HshPx/9mXVH1rHuyDoqlKhAz2o96VSlE94u3mbHlWIo20WpMWPGYLfbadmyJYmJiTRr1gxXV1dGjhzJE088kRcZRUREREREMrn4yy+c+eQTAIKmTMbq6mpyooJn1cFVDP9+OAZGhva4xDie/v5p3GxuJKUnOdr93PxoVaEVrUNbUy+gHk7WHL2wXQoYm9VGs3LNaFauGQcTDrL478V8secLDp07xIwtM3jz1zfpUKkDPav15JaSmm0o+Sfbv2EsFgvPPvsso0aNYs+ePZw/f54aNWrg5eWVF/lEREREREQcjPR0ErdsocQvW4ldtw4A3x498Khf3+RkBU+6PZ3pm6dnKkhdKSk9iVJupWgV0oo2oW24s8ydmR7rk6IlxDuE0Q1G80SdJ1ixbwWL/l7EnjN7WPLPEpb8s4R6AfUIrxZOiwotNDtO8lyOy94uLi7UqFEjN7OIiIiIiIhcU0JUFHFTp5EWG0sQkA5gteJe906TkxVM2+K3OR7Zu57pd0+nUXCjfEgkBYmHswc9bu1B91u680vcLyz6exFrDq3hl7hf+CXuF8p4lKHHLT3odks3SruXNjuuFFFZKkp17do1ywdctmxZjsOIiIiIiIhcTUJUFEeHPQXGf2b92O3EjBmL1d0d77AwU7IVVMcTj2ep35Vv1pPix2KxUD+wPvUD6xN7IZYl/yzhs38+Iz4xnre2v8W7v79Lm9A29KrWi1qla2GxWMyOLEVIlpbZ9/HxcXx5e3uzevVqfvnlF8f2rVu3snr1anx8fPIsqIiIiIiIFE9GejpxU6dlLkhdIW7qNIz09HxMVfD5uGbt7zN/D/88TiKFRaBnIE/UeYLoB6KZdvc0bve/nTR7Gl/v+5re3/Qm/OtwvtjzBcnpyWZHlSIiSzOl5s6d6/j36NGj6dGjB++++y4226VnjdPT03nsscfw9tZq/SIiIiIikrsSf9lKWmzstTsYBmmxsST+shXPhg3yL1gBlpiayOw/Zl+3jwULAR4B3FlGjz9KRi42FzpU6kCHSh3YcWIHC/9eyHf7v2PHyR089/NzvPzLy3Sr2o0et/Yg2Cs4w77p9nR+ifuF31J+o0xcGRoEN9A6ZXJNWZopdaU5c+YwcuRIR0EKwGazMXz4cObMmZOr4URERERERNKOZ+0xtKz2K+rOpZzjkehH2BK3BRerC3CpAHWly9+PbjBaBQO5rpqla/JC0xeI7h7NsDuHEeQZxJnkM8z+czbtlrVj2JphbIzZiGEYrDq4ijZL2zB49WCWJC5h8OrBtFnahlUHV5l9GVJAZXuh87S0NP7++29uvfXWDO1///03drs914KJiIiIiIgAOPln7fGyrPYrys4kneGRVY+w8+ROSriU4N1W7xKfGM/0zdMzLHoe4BHA6AajaRXSysS0Upj4ufkxqNYgImpG8MORH1j09yI2xWxizeE1rDm8hjIeZYhPjM+0X3xiPMO/H87Me2bqfpNMsl2U6t+/PwMHDmTv3r00aHBpauymTZuYPn06/fv3z/WAIiIiIiJSvHnUq4tTYOC1H+GzWHAKCMCjXt38DVbAnLh4goejHmbPmT2UdC3J+2HvU82vGgAtyrdg87HNRG+IpnXj1nqkSnLMyepEywotaVmhJXvP7GXx34v5Ys8XVy1IARgYWLDw4uYXaVG+he47ySDbRamXX36ZwMBAXnnlFWJiYgAICgpi1KhRjBgxItcDioiIiIhI8Wax2SgZ3pPjr752lY2XHkMLGDcWi634/rEbeyGWh6Me5kDCAfzd/fkg7AMq+1Z2bLdZbdQLqEe8Szz1AuqpMCC5orJvZZ5t9Cx3l72boWuGXrOfgUFsYizb4rdRP7B+PiaUgi7bRSmr1cozzzzDM888Q0JCAoAWOBcRERERkTyV9OefAFjc3TEuXnS0OwUEEDBuLN5hYWZFM92Rc0cYFDWIo+ePEuQZxIdhH1LBu4LZsaQYOZ96Pkv9jidq3TfJKNtFqSupGCUiIiIiInktef9+zq1aDUDoJ4tJPnGCrdHR1G3dGu+GDYv1DKn9Z/czKGoQ8YnxlC9Rng/DPsz0NjSRvObvkbX13LLaT4qPLBWl6tSpg8ViuXFHYNu2bTcVSERERERE5Eqn5s4Dw8CrRQvcbrkFW8WKnDt+HI/69Yt1Qeqf0//wcNTDnEo6RSWfSnwQ9gFlPMqYHUuKoTvL3EmARwDxifEYGFftY7PYCPAMyOdkUtBZs9Kpc+fOdOrUiU6dOtGmTRv27t2Lq6sr99xzD/fccw9ubm7s3buXNm3a5HVeEREREREpRtJOnODs8uUAlBo4wNwwBciOkzsYsHIAp5JOcWvJW5nbdq4KUmIam9XGmAZjALBw9Qkt6UY6fb/py44TO/IzmhRwWZopNXHiRMe/Bw0axJNPPsmUKVMy9Tl8+HDuphMRERERkWLt1McfY6Sk4H7HHbjXLd5v17tse/x2hqwawvnU89QqXYt3Wr2Dj6uP2bGkmGsV0oqZ98xk+ubpxCXGOdoDPQIZfMdgFv+9mH9O/0P/lf2Z0WwG95S/x7ywUmBkaabUlZYsWULfvn0ztT/00EMsXbo0V0KJiIiIiIjYL1zg9KLFAPgNHJDlJUWKsk0xmxgcPZjzqee5s8ydvN/6fRWkpMBoFdKKld1W8n7L9+nu0Z33W77Pd92+o/st3Znfdj53Bd/FxbSLDFs7jIV/LTQ7rhQA2S5Kubu78/PPP2dq//nnn3Fzc8uVUCIiIiIiImeWLsV+9iwuISGUaNnS7Dim+/HIjwxdPZSLaRdpHNSYd1u/i5eLl9mxRDKwWW3UC6jHHS53UC+gHjbrpXXfvFy8eLPlm3Sr2g27YWfa5mnM2DKDdHu6yYnFTNl++95TTz3FkCFD2LZtGw0aNABg06ZNzJkzh/Hjx+d6QBERERERKX6M1FROzpsHgF///sV6QXOAVQdXMWrdKNLsadxT7h5evudlXG2uZscSyRZnqzMTG0+kfInyvLbtNT7a+RHHzh9j2t3TcHdyNzuemCDbRakxY8ZQqVIlXn/9dT7++GMAqlevzty5c+nRo0euBxQRERERkeIn4buVpB2Lwebnh0/nTmbHMdXX+77m2Z+eJd1IJywkjOnNpuNsdTY7lkiOWCwWBtYaSFmvsoz7aRyrD61m4MqBvHHvG5R2L212PMln2S5KAfTo0UMFKBERERERyROGYXByzhwA/Po8hLUYLxOybPcyItdHYmBwf+X7mdRkEk7WHP0ZJ1KgtK3YljIeZXhy7ZP8ceIPHvrmId5u9TaVfCqZHU3yUbbXlBIREREREclLF9avJ/mvv7C4u+Pbs6fZcUyz4K8FTFw/EQODHrf0YMpdU1SQkiLlzoA7+bjdx5QvUZ6j54/y0DcPsSV2i9mxJB9luyiVnp7Oyy+/TIMGDQgMDMTPzy/Dl4iIiIiIyM04NfvSLCnfBx7AqWRJk9OYY/Yfs5m+eToAfWv05blGz2G1aE6BFD2hPqF8fN/H3OF/B+dSzjE4ejAr9q0wO5bkk2z/Vps0aRIzZ87kwQcf5OzZswwfPpyuXbtitVqJjIzMg4giIiIiIlJcJO3cyYX168Fmw69fP7Pj5DvDMJi1fRavbXsNgEduf4SR9UZisVjMDSaSh/zc/Pgw7EPCQsJIs6cx9sexvPfbexiGYXY0yWPZLkotWLCADz74gBEjRuDk5ER4eDgffvghEyZMYOPGjXmRUUREREREiomTc+YC4N22LS7lypqcJn8ZhsErv7zCu7+9C8CwO4fxeJ3HVZCSYsHNyY2Xmr9E/5r9AXhr+1tMWD+BVHuqyckkL2W7KBUbG0utWrUA8PLy4uzZswB06NCBr7/+OnfTiYiIiIhIsZF69CgJ334LQKmBA0xOk7/shp0XNr3A/J3zARjTYAyDag0yOZVI/rJarAyvN5znGl56XHX5nuU8tuoxzqWcMzua5JFsF6XKlStHTEwMAJUrVyYqKgqALVu24OrqmrvpRERERESk2Dg5fz6kp+PZpDFuNWqYHSffpNvTmfDzBD7Z9QkWLExsPJHe1XubHUvENA9We5A3730Tdyd3NsZspO+3fYk5H2N2LMkD2S5KdenShdWrVwPwxBNPMH78eKpWrUrfvn0ZMKB4/a8ZIiIiIiKSO9LPnOHMZ0sB8Bsw0OQ0+SfVnsqYH8fwxd4vsFlsvND0BR645QGzY4mYrlm5ZsxvOx9/d3/2nNlDr296sfPkTrNjSS7L9vtEp0+f7vj3gw8+SEhICOvXr6dq1ap07NgxV8OJiIiIiEjxcHrxYozERFyrVcPzriZmx8kXKekpjPxhJGsPr8XJ6sSMZjNoHdLa7FgiBUb1UtVZ2H4hj61+jN2ndxPxXQQvNXuJ5uWbmx1NcslNv1O0UaNGDB8+XAUpERERERHJEXtyMqc++hi4tJZUcVjY+2LaRZ5Y8wRrD6/FxerC6y1eV0FK5CoCPQP5X9v/0TioMRfTLvLk2idZ/Pdis2NJLrnpolRumT59OhaLhaeeesrRlpSUxNChQylVqhReXl5069aNuLi4DPsdOnSI9u3b4+HhQZkyZRg1ahRpaWn5nF5ERERERHLq7PIvSD95EqegILzbtjU7Tp67kHqBIauGsP7Yetyd3JnVahbNyjUzO5ZIgeXl4sWsVrPoWrWr46UAL295GbthNzua3KQCUZTasmUL7733HrfffnuG9qeffpqvvvqKJUuW8MMPP3Ds2DG6du3q2J6enk779u1JSUlh/fr1zJ8/n3nz5jFhwoT8vgQREREREckBIz2dU3PnAlAqoh8WZ2eTE+WthJQEBkcNZmvcVjydPXmv9Xs0CmpkdiyRAs/Z6kxk40ierPMkAPN3zmfkDyNJSksyOZncDNOLUufPn6d379588MEHlCxZ0tF+9uxZZs+ezcyZM7n33nupW7cuc+fOZf369WzcuBGAqKgodu7cyccff0zt2rVp164dU6ZMYdasWaSkpJh1SSIiIiIikkXn1qwh5cABrN7e+D5QtBf4Pp10mkErB/H7id/xdvHmw7APqVOmjtmxRAoNi8XCw7c/zPS7p+NsdSb6YDQDowZy8uJJs6NJDmV7ofPcNnToUNq3b0+rVq14/vnnHe1bt24lNTWVVq1aOdqqVatGhQoV2LBhA40aNWLDhg3UqlWLgIAAR582bdowZMgQduzYQZ06V/8Fn5ycTHJysuP7hIQEAFJTU0lNTc3tS8w3l7MX5mswg8ZN8pPut5zRuOWMxi1nNG45o3HLGY0bnPxwNgA+D/Yg3cWF9CyMRWEct+MXjzNkzRD2nd2Hn5sfb7d4m1t8bsnXayiM42Y2jVnO5PW4hZUPo9S9pRixbgS/H/+dh755iDfueYNQ79A8OV9+KUr3W1avIdtFqcOHD2OxWChXrhwAmzdvZuHChdSoUYPBgwdn61iLFy9m27ZtbNmyJdO22NhYXFxc8PX1zdAeEBBAbGyso8+VBanL2y9vu5Zp06YxadKkTO1RUVF4eHhk6xoKoujoaLMjFEoaN8lPut9yRuOWMxq3nNG45YzGLWeK67i5HThAhd9+w26z8UtAAOnffJOt/QvLuJ2xn2Hu+bmctJ+khKUEfZz7sGfDHvawx5Q8hWXcChKNWc7k9bj1d+3P/9L+x5HzR+j9dW96e/Ym1Ck0T8+ZH4rC/ZaYmJilftkuSvXq1YvBgwfTp08fYmNjad26NTVr1mTBggXExsZmeT2nw4cPM2zYMKKjo3Fzc8tujJsyduxYhg8f7vg+ISGB8uXLExYWhre3d75myU2pqalER0fTunVrnIv4s/i5SeMm+Un3W85o3HJG45YzGrec0bjlTHEft5gnnuQC4Nu5M20efDDL+xWmcTt87jCPrH6Ek/aTBHsG827LdynnVc6ULIVp3AoKjVnO5Oe4dUzqyFM/PMWfJ/9kfuJ8IhtF0i60XZ6eM68Upfvt8hNpN5LtotSff/5JgwYNAPj000+57bbb+Pnnn4mKiuLRRx/NclFq69atxMfHc+eddzra0tPTWbduHW+99RYrV64kJSWFM2fOZJgtFRcXR2BgIACBgYFs3rw5w3Evv53vcp+rcXV1xdXVNVO7s7Nzof/goehcR37TuEl+0v2WMxq3nNG45YzGLWc0bjlTHMcted8+Lnz/PVgslB44MEfXX9DHbd+ZfQxaNYjjF48T6h3KB2EfEOh57b9T8ktBH7eCSGOWM/kxbgHOAcxtO5exP45l1aFVPLv+WeIuxjGo1iAsFkuenjuvFIX7Lav5s73QeWpqqqOgs2rVKu6//37g0npPMTExWT7O/7F33+FRlfn7x98zk0nPpJEeakAgdKmh2RCwu7oLrrqiYlmwrLqylp8romtjRV3LWlh7WV33i65YEBQLSu8dQg0hvfcyM+f3x4TQAiYhM5OE+3VduZI5c3KezxzHQG4+z/Ocd955bNq0ifXr19d/DBkyhGuuuab+a6vVynfffVf/PTt27CAtLY2UlBQAUlJS2LRpEzk5OfXnLFq0CJvNRnJyclNfmoiIiIiIeEj+m28CEHzuufh16+rlalrejoId3PDNDeRW5tI9rDtvTXyrVQRSIu2Rv48/c86ew5TkKQC8sO4FHln2CLXOtr82U3vX5E6pPn368Oqrr3LRRRexaNEiHnvsMQAyMjKIjIxs9HVCQkLo27fvUceCgoKIjIysPz516lTuueceIiIisNls3HHHHaSkpDBihGvL1PHjx5OcnMwf/vAHZs+eTVZWFg899BC33XZbg51QIiIiIiLifbU5OZT873MAIqdO9XI1LW9T7ib++O0fKakpoXdEb147/zXC/cN//RtFpNnMJjP3Dr2XhJAEnlr5FPNS55FZlsmzZz9LsG+wt8uTE2hyp9TTTz/Na6+9xtlnn83vf/97BgwYAMDnn39eP62vpTz33HNcfPHFXHnllYwdO5bY2FjmzZtX/7zFYuGLL77AYrGQkpLCtddey3XXXcejjz7aonWIiIiIiEjLKXzvfYzaWgIGDSLwzIZ3zG6r1mSv4eZFN1NSU8KAqAH8a8K/FEiJeNDve/2eF855gQCfAJZlLuO6BdeRVX7ijdDEu5rcKXX22WeTl5dHSUkJ4eGHf7jecsstp7xz3Q8//HDUY39/f15++WVefvnlE35P586d+aqJu3SIiIiIiIh3OMrKKfzoIwAib2pfXVLLMpZx5+I7qXJUMTR2KC+d+xKB1ra/u7dIW3NWx7N4a+Jb3P7d7aQWpnLNl9fw8riX6RXRy9ulyTGa3CkFYBgGa9as4bXXXqO0tBQAX1/fUw6lRERERESkfSv65BOcpaX4du1K8DnneLucFvPjgR+5/bvbqXJUMSphFP88758KpES8qE9kHz688EO6h3UnpzKHKV9P4af0n7xdlhyjyaHU/v376devH5dddhm33XYbubm5gGta37333tviBYqIiIiISPtg1NZS8O67AETceAMmc7P+jbzV+WbfN9z1/V3UOGs4r9N5vHDOC/j7+Hu7LJHTXlxwHO9e8C7D44ZTYa/gjsV38J8d//F2WXKEJv8p8Kc//YkhQ4ZQWFhIQEBA/fHf/OY3R+2UJyIiIiIicqSSr7/GnpmJpUMHQut28W7r5u+ez19++gt2w84FXS/g72f9HV+Lr7fLEpE6Ib4hvHLeK1yWdBlOw8ljyx/j2dXP4jSc3i5NaMaaUkuWLGHp0qX4+h79g7ZLly4cPHiwxQoTEREREZH2wzAM8v/1BgAR116LuR3slv3Jzk94bNljGBj8pvtvmJkyE4vZ4u2yROQYVouVx0Y9RmJIIi+vf5m3trzFwbKDPD76cXU1elmTO6WcTicOh+O44+np6YSEhLRIUSIiIiIi0r6U//wL1Tt3YgoMJPz3V3m7nFP23tb3eHTZoxgY/L7X73lk5CMKpERaMZPJxB8H/JEnRj+Bj9mHhfsXcvPCmymsKvR2aae1JodS48eP5/nnn69/bDKZKCsrY+bMmVx44YUtWZuIiIiIiLQT+W+4uqTCf/dbLKGhXq7m1Ly+8XVmr5oNwA19b+CBYQ9gNrWP9bFE2rtLki7h9fNfJ8Q3hPW567n2q2vZX7Lf22Wdtpr8k3POnDn88ssvJCcnU1VVxdVXX10/de/pp592R40iIiIiItKGVW7eQsXy5WCxEDFlirfLaTbDMHhh7Qu8uO5FAKYPnM7dZ96NyWTycmUi0hRDY4fy/gXvkxCcQFppGtd+dS1rs9d6u6zTUpNDqcTERDZs2MCDDz7I3XffzaBBg3jqqadYt24d0dHR7qhRRERERETasII3XV1StgsvxBof7+VqmscwDGavms3cTXMB+PPgPzNtwDQFUiJtVLewbrx/4fv069CPouoiblp4Ewv2LvB2WaedJi90DuDj48O1117b0rWIiIiIiEg7U5OeTsmCbwCInHqjl6tpnkM7dv13538BeHD4g/y+1++9XJWInKoOAR14Y8Ib3P/T/Sw+sJgZP83gYNlBbux7owJnD2lUKPX55583+oKXtpOtXUVERERE5NQVvPU2OJ0EjRqFf69e3i6nyexOOw//8jDz98zHhIlZI2fxmx6/8XZZItJCAnwCePbsZ3lm9TO8v+19nl/7POll6fy/4f8PH3Oz+nikCRp1hy+//PJGXcxkMjW4M5+IiIiIiJx+7IWFFM2bB0DkTVO9XE3T1TpquW/JfSzavwiLycITo5/gwm7a3EmkvbGYLdw37D4SQxKZvWo2/935XzLLM5lz1hyCrEHeLq9da9SaUk6ns1EfCqREREREROSQwn//G6OyEr/k3gSOGOHtcpqk2lHNXT/cxaL9i7Carcw5e44CKZF27pre1/D82c8T4BPALwd/YcrXU8gqz/J2We1akxc6f/fdd6murj7ueE1NDe+++26LFCUiIiIiIm2bs6qKwvc/ACDyxqltan2WitoKbv/udn5K/wk/ix8vnvsi53U6z9tliYgHnNPpHN6a8BaR/pHsKNzBNV9dw46CHd4uq91qcih1ww03UFxcfNzx0tJSbrjhhhYpSkRERERE2rbizz7DUVCANT4e28QJ3i6n0cpqypj27TSWZy4nwCeAV8a9wqiEUd4uS0Q8qE+HPnxw0Qd0C+1GTkUO1319HT8f/NnbZbVLTQ6lDMNo8F850tPTCQ0NbZGiRERERESk7TIcDvLffAuAiOuvx+TTNhYLLq4u5qaFN7E2Zy0h1hBeP/91hsYO9XZZIuIFCcEJvHfhewyLHUaF3dU9+cnOT7xdVrvT6D8dBg0ahMlkwmQycd555+FzxB8sDoeDvXv3MnHiRLcUKSIiIiIibUfpt99Rm5aGJTSUsN9e6e1yGiW/Mp9bFt3CzsKdhPmF8dr5r5EcmeztskTEi2y+Nl4d9yqPLHuEz3d/zqPLHuVg6UHuPPNOzKYm9/hIAxodSh3agW/9+vVMmDCB4ODg+ud8fX3p0qULV17ZNv7AERERERER9zAMg/w33gAg7OrfYw4M9HJFvy67PJubF93M3uK9RPpHMnf8XHqE9/B2WSLSClgtVv426m8kBifyzw3/5I3Nb3Cw7CB/G/03/Cx+3i6vzWt0KDVz5kwAunTpwuTJk/H393dbUSIiIiIi0jZVrl5N1caNmHx9ibj2Wm+X86sOlh3kpm9uIr0snZjAGP41/l90Ce3i7bJEpBUxmUxMGziNhJAEZi6dyYJ9C8iuyOaFc14gzD/M2+W1aU3uN5syZYoCKRERERERaVD+v1xdUqG/+Q0+kZFerubk9pfs5/oF15Nelk5icCLvXPCOAikROaFLky7l1XGvEmINYV3OOq79+lrSStK8XVab1qhQKiIigry8PADCw8OJiIg44YeIiIiIiJyeqnftouzHH8FkIvKG671dzkntKtzF9QuuJ6s8i66hXXl74tskBCd4uywRaeWGxw3nvQvfIz4onv0l+7nmq2tYn7Pe22W1WY2avvfcc88REhJS/3VDu++JiIiIiMjp7dCOeyHjxuHbpYt3izmJrflbuXXRrRRVF3FG+Bm8fv7rRAa07q4uEWk9ksKS+OCiD7j9u9vZkr+Fqd9M5YkxTzChywRvl9bmNCqUmjJlSv3X119/vbtqERERERGRNqo2O5vi+fMBiJx6o5erObENuRuYtmgapbWl9Insw2vnv0aoX6i3yxKRNqZDQAfenPAm9y25jx8O/MC9P95LRlkG1/e5Xo08TdDkNaUsFgs5OTnHHc/Pz8disbRIUSIiIiIi0rYUvvce1NYSMGQwAQMHerucBq3KWsUtC2+htLaUQdGDmDt+rgIpEWm2QGsgz5/9PNf0vgaAZ9c8y9+W/w270+7lytqOJodShmE0eLy6uhpfX99TLkhERERERNoWR1kZhR99DEDkjVO9XE3Dfjn4C9O+nUaFvYLhccNdixX7hni7LBFp4yxmC/cPu5/7ht6HCRP/2fkf7lx8JxW1Fd4urU1o1PQ9gBdeeAFwbYX4r3/9i+Dg4PrnHA4HP/30E7169Wr5CkVEREREpFUr+vg/OMvK8E1KIvjss7xdznEWpy3m3h/vpdZZy9jEsTx79rP4Wfy8XZaItCPXJl9LXHAc9/90P0sOLmHKgim8dO5LxATFeLu0Vq3RodRzzz0HuDqlXn311aOm6vn6+tKlSxdeffXVlq9QRERERERaLaOmhoJ33wUg8sYbMJmbPBnDrb7e+zUPLHkAh+Hg/M7n8/SYp7FarN4uS0TaofM6ncebE97k9sW3s71gO9d8dQ0vn/cyPSN6eru0VqvRodTevXsBOOecc5g3bx7h4eFuK0pERERERNqG4i+/wp6djU9UFLZLLvF2OUf5NPVTZi6diYHBxd0u5rFRj+FjbvSvQCIiTdYvqh8fXPgB07+bzt7ivUxZMIVnz3qWkQkjvV1aq9Tkf8b4/vvvFUiJiIiIiAiGYVDw5hsAhF/3B8ytaI3Zf2//Nw8vfRgDgyt7XMnjox9XICUiHpEYksh7F7zHkJghlNeWM/276cxLneftslql1tVbKyIiIiIibUb5Tz9RnboLc1AQ4ZMne7ucem9vfpsnVjwBwLW9r2VmykzMJv3qIyKeE+oXymvnv8bF3S7GYTiYuXQmL6x94YSbx52u9JNZRERERESaJf+NNwEImzQJi83m5WpcnVuvbHiFOWvmAHBzv5v5y9C/YDKZvFyZiJyOfC2+PDH6Cf444I8AzN00l/uX3E+No8bLlbUeCqVERERERKTJKjdtomLlSvDxIeK6P3i7HAzD4Lm1z/HP9f8E4I5Bd3DnmXcqkBIRrzKZTNw28DbXmnYmH77a+xU3L7yZoqoib5fWKjQqlLriiisoKSkB4N1336W6utqtRYmIiIiISOt2qEsq9KKLsMbFebUWp+HkyZVP8tbmtwD4y9C/cEv/W7xak4jIkS7vfjmvnP8KwdZg1uas5Q9f/4EDJQe8XZbXNSqU+uKLLygvLwfghhtuoLi42K1FiYiIiIhI61WTlkbpwoUARNx4o1drcTgdPLL0Ef69/d8A/HXEX/lDsvc7t0REjjUibgTvXvAucUFx7CvZxzVfXcOG3A3eLsurGrX9RK9evXjggQc455xzMAyD//znP9hOMGf8uuuua9ECRURERESkdSl4+21wOgkaOwb/nmd4dGyH08Hq7NVsqNlARGYEn+/9nAX7FmA2mXls1GNcmnSpR+sREWmKHuE9+ODCD7jtu9vYVrCNqd9M5ckxT3Jux3Prf7ZFZ0czLH4YFrPF2+W6XaNCqVdffZV77rmHL7/8EpPJxEMPPdTg3GyTyaRQSkRERESkHbMXFFD0f66tzSNvnOrRsb/d/y1PrXyK7IpsAD75/hMAzJiZPXY2E7pM8Gg9IiLNERUYxdsT3+YvP/2FH9N/5J4f7iHYGkxZbRkAn3z3CTGBMdw/7H7GdR7n5Wrdq1HT90aOHMny5cvJzc3FMAx27txJYWHhcR8FBQXurldERERERLyo8IMPMaqr8e/bl8Dhwzw27rf7v+WeH+6pD6SO5MSJxdT+OwpEpP0ItAbyj3P+waj4UQD1gdQhORU53PPDPXy7/1tvlOcxTd59b+/evURFRbmjFhERERERacWclZUUfvABAJFTb/TYznYOp4OnVj6FgdHg8yZMPL3yaRxOh0fqERFpKbuKdjV4/NDPu/b+s61R0/eO1LlzZ4qKinjjjTfYtm0bAMnJyUydOpXQ0NAWL1BERERERFqHonnzcBQVYU1MJOT88z027tqctQ12SB1iYJBVkcXanLUMjR3qsbpERE6FfrY1o1Nq9erVJCUl8dxzz1FQUEBBQQHPPfccSUlJrF271h01ioiIiIiIlxl2OwVvvQ1AxA3XY/Jp8r9vN1tuRW6Lnici0hroZ1szOqXuvvtuLr30UubOnYtP3R9Edrudm266ibvuuouffvqpxYsUERERERHvKl20iNr0dCxhYYRdcYVHx44KbNzyIY09T0SkNdDPtmZ2St133331gRSAj48Pf/nLX1i9enWLFiciIiIiIt5nGAb5/3oDgPBrrsEcEODR8c+MPpNwv/ATPm/CRGxgLGdGn+nBqkRETs2Z0WcSExiDiYbX5zsdfrY1OZSy2WykpaUdd/zAgQOEhIS0SFEiIiIiItJ6VKxYSdWWLZj8/Ai/5mqv1ODv49/g8UO/zN037D4sZu3AJyJth8Vs4f5h9wMcF0ydLj/bmhxKTZ48malTp/Lxxx9z4MABDhw4wEcffcRNN93E73//e3fUKCIiIiIiXpT/pqtLKuzKK/CJiPD4+J/u+pTM8kz8ffyJCjh6GktMYAzPnv0s4zqP83hdIiKnalzncTx79rNEB0Yfdfx0+dnW5DWlnnnmGUwmE9dddx12ux0Aq9XKtGnTeOqpp1q8QBERERER8Z6qHTsp/2kJmM1EXH+9x8cvrSnlxXUvAvCnQX/i971+z8qMlSxatojzU85nWPywdt1FICLt37jO4zin4zmn5c+2JodSvr6+/OMf/+DJJ59k9+7dACQlJREYGNjixYmIiIiIiHcVvPkmACHjx+PbqZPHx5+7cS4FVQV0sXVhcq/JWMwWhsQMIcc3hyExQ06LX9pEpP07XX+2NXsf18DAQPr169eStYiIiIiISCtSm5lJ8ZdfAhA59UaPj59WksZ7294DYMbQGVjNVo/XICIi7tPkNaVEREREROT0UPDue2C3Ezh0KAFe+AfpOavnYHfaGRU/ijEJYzw+voiIuJdCKREREREROY6jpISijz8GIPKmqR4ff0XmChYfWIzFZGHG0BmYTA1vmS4iIm2XQikRERERETlO4ccf46yowK9Hd4LGjvXo2A6ng9mrZgMwqeckksKSPDq+iIh4hldDqVdeeYX+/ftjs9mw2WykpKTw9ddf1z9fVVXFbbfdRmRkJMHBwVx55ZVkZ2cfdY20tDQuuugiAgMDiY6OZsaMGfW7AoqIiIiISNM5a2oofNe1llPEjVM93qX06a5P2Vm4kxDfEKYPmO7RsUVExHMatdD5559/3ugLXnrppY0+NzExkaeeeooePXpgGAbvvPMOl112GevWraNPnz7cfffdfPnll3zyySeEhoZy++23c8UVV/DLL78A4HA4uOiii4iNjWXp0qVkZmZy3XXXYbVaeeKJJxpdh4iIiIiIHFYyfz723Fx8YmIIvehCj45dWlPKi+teBGD6gOmE+Yd5dHwREfGcRoVSl19+eaMuZjKZcDgcjR78kksuOerx448/ziuvvMLy5ctJTEzkjTfe4MMPP+Tcc88F4K233qJ3794sX76cESNGsHDhQrZu3cq3335LTEwMAwcO5LHHHuO+++7jkUcewdfXt9G1iIiIiIgIGE4n+W++BUDEdddh8vDfqedunEtBVQFdbF2Y3GuyR8cWERHPalQo5XQ63V0HDoeDTz75hPLyclJSUlizZg21tbWMGzeu/pxevXrRqVMnli1bxogRI1i2bBn9+vUjJiam/pwJEyYwbdo0tmzZwqBBgxocq7q6murq6vrHJSUlANTW1lJbW+umV+h+h2pvy6/BG3TfxJP0fmse3bfm0X1rHt235tF9a57WeN/Kf/iBmt27MQcHE3zFbzxaW1ppGu9tc00bvGfQPeCAWsfx47fG+9YW6L41ne5Z8+i+NU97um+NfQ0mwzAMN9dyUps2bSIlJYWqqiqCg4P58MMPufDCC/nwww+54YYbjgqPAIYNG8Y555zD008/zS233ML+/fv55ptv6p+vqKggKCiIr776igsuuKDBMR955BFmzZp13PEPP/yQwMDAln2BIiIiIiJtSOKrrxK4dx8FZ51F3oUN/33aXT4o/4Bttdvo4dOD64Ku0457IiJtVEVFBVdffTXFxcXYbLYTnteoTqljlZeX8+OPP5KWlkZNTc1Rz915551NulbPnj1Zv349xcXF/Pe//2XKlCn8+OOPzSmr0R544AHuueee+sclJSV07NiR8ePHn/RmtXa1tbUsWrSI888/H6vV6u1y2gzdN/Ekvd+aR/eteXTfmkf3rXl035qntd23qg0bSN+7D3x8OPPhv+ITHe2xsVdmrWTb4m1YTBaenPAk3UK7nfDc1nbf2grdt6bTPWse3bfmaU/37dCMtF/T5FBq3bp1XHjhhVRUVFBeXk5ERAR5eXn1u981NZTy9fWle/fuAAwePJhVq1bxj3/8g8mTJ1NTU0NRURFhYWH152dnZxMbGwtAbGwsK1euPOp6h3bnO3ROQ/z8/PDz8zvuuNVqbfP/4aH9vA5P030TT9L7rXl035pH9615dN+aR/eteVrLfct+510AQi+5hICEBI+N63A6eHbdswBM6jmJnh16Nur7Wst9a2t035pO96x5dN+apz3ct8bWb27qhe+++24uueQSCgsLCQgIYPny5ezfv5/BgwfzzDPPNLnQYzmdTqqrqxk8eDBWq5Xvvvuu/rkdO3aQlpZGSkoKACkpKWzatImcnJz6cxYtWoTNZiM5OfmUaxEREREROV1U791L6bffAhB54w0eHXvernnsLNxJiG8I0wdM9+jYIiLiPU3ulFq/fj2vvfYaZrMZi8VCdXU13bp1Y/bs2UyZMoUrrrii0dd64IEHuOCCC+jUqROlpaV8+OGH/PDDD3zzzTeEhoYydepU7rnnHiIiIrDZbNxxxx2kpKQwYsQIAMaPH09ycjJ/+MMfmD17NllZWTz00EPcdtttDXZCiYiIiIhIwwrefgcMg+CzzsKvRw+PjVtaU8pL614CYPqA6YT5h3lsbBER8a4mh1JWqxWz2dVgFR0dTVpaGr179yY0NJQDBw406Vo5OTlcd911ZGZmEhoaSv/+/fnmm284//zzAXjuuecwm81ceeWVVFdXM2HCBP75z3/Wf7/FYuGLL75g2rRppKSkEBQUxJQpU3j00Ueb+rJERERERE5b9rw8ij/9FIDIm6Z6dOy5G+dSUFVAF1sXJvea7NGxRUTEu5ocSg0aNIhVq1bRo0cPzjrrLB5++GHy8vJ477336Nu3b5Ou9cYbb5z0eX9/f15++WVefvnlE57TuXNnvvrqqyaNKyIiIiIihxV88AFGTQ3+/fsTMGSIx8ZNK0njvW3vATBj6Ays5ra9hoqIiDRNk9eUeuKJJ4iLiwPg8ccfJzw8nGnTppGbm8trr73W4gWKiIiIiIj7OMvLKfzw3wBETp2KyWTy2NhzVs/B7rQzKn4UYxLGeGxcERFpHZrcKTXkiH85iY6OZsGCBS1akIiIiIiIeE7R/83DWVyMtXMnQsad57FxV2SuYPGBxVhMFmYMneHRMExERFqHJndKnXvuuRQVFR13vKSkhHPPPbclahIREREREQ8w7HYK3n4bgMjrr8dksXhkXIfTwexVswGY1HMSSWFJHhlXRERalyaHUj/88AM1NTXHHa+qqmLJkiUtUpSIiIiIiLhfyYJvqM3IwBIRQehvfuOxceftmsfOwp2E+IYwfcB0j40rIiKtS6On723cuLH+661bt5KVlVX/2OFwsGDBAhISElq2OhERERERcQvDMMh/07XxUPg1V2P29/fIuKU1pby07iUApg+YTph/mEfGFRGR1qfRodTAgQMxmUyYTKYGp+kFBATw4osvtmhxIiIiIiLiHhXLllG9dRumgADCr77aY+PO3TiXgqoCuti6MLnXZI+NKyIirU+jQ6m9e/diGAbdunVj5cqVREVF1T/n6+tLdHQ0Fg/NQRcRERERkVOT/8abAIRdcQU+4eEeGTOtJI33tr0HwIyhM7CarR4ZV0REWqdGh1KdO3cGwOl0uq0YERERERFxv6rt2yn/5Rcwm4m44XqPjTtn9RzsTjuj4kcxJmGMx8YVEZHWqdGh1JF2797N888/z7Zt2wBITk7mT3/6E0lJ2jVDRERERKS1O9QlZZs4Ad/ERI+MuSJzBYsPLMZisjBj6AxMJpNHxhURkdarybvvffPNNyQnJ7Ny5Ur69+9P//79WbFiBX369GHRokXuqFFERERERFpI7cGDlHz1FQARN071yJgOp4PZq2YDMKnnJJLC9I/ZIiLSjE6p+++/n7vvvpunnnrquOP33Xcf559/fosVJyIiIiIiLavg3XfB4SBwxAgC+vbxyJjzds1jZ+FOQnxDmD5gukfGFBGR1q/JnVLbtm1j6tTj/0XlxhtvZOvWrS1SlIiIiIiItDxHcTGFn/wXgMipN3pkzNKaUl5a9xIA0wdMJ8w/zCPjiohI69fkUCoqKor169cfd3z9+vVER0e3RE0iIiIiIuIGhf/+CKOiAr8zziBo9GiPjDl341wKqgroYuvC5F6TPTKmiIi0DY2evvfoo49y7733cvPNN3PLLbewZ88eRo4cCcAvv/zC008/zT333OO2QkVEREREpPmc1dUUvP8+4OqS8sRC42klaby37T0AZgydgdVsdfuYIiLSdjQ6lJo1axZ//OMf+etf/0pISAhz5szhgQceACA+Pp5HHnmEO++8022FioiIiIhI8xX/73848vLwiYvDduGFHhlzzuo52J12RsWPYkzCGI+MKSIibUejQynDMAAwmUzcfffd3H333ZSWlgIQEhLinupEREREROSUGU4nBW+9DUDEdddhsrq/Y2lF5goWH1iMxWRhxtAZHunMEhGRtqVJu+8d+weJwigRERERkdav7Pvvqdm7F3NICGG/+53bx3M4HcxeNRuAST0nkRSW5PYxRUSk7WlSKHXGGWf86r9wFBQUnFJBIiIiIiLSsvL/9QYA4VddhSU4yO3jzds1j52FOwnxDWH6gOluH09ERNqmJoVSs2bNIjQ01F21iIiIiIhIC6tYu5bKdeswWa2E/+Fat49XWlPKS+teAmD6gOmE+Ye5fUwREWmbmhRKXXXVVURHR7urFhERERERaWH5b7wJgO2yS7F64O/yczfOpaCqgC62LkzuNdnt44mISNtlbuyJWphQRERERKRtqd6zh7LFiwGIvOEGt4+XVpLGe9veA2DG0BlYze5fUF1ERNquRodSh3bfExERERGRtqHgrbfAMAg+91z8kty/2Pic1XOwO+2Mih/FmIQxbh9PRETatkZP33M6ne6sQ0REREREWpA9N5fiz/4HQOTUG90+3orMFSw+sBiLycKMoTM000JERH5VozulRERERESk7Sh4732M2loCBg4k4Mwz3TqWw+lg9qrZAEzqOYmkMPd3ZYmISNunUEpEREREpJ1xlJVT+NFHAERMvdHtXUvzds1jZ+FOQnxDmD5gulvHEhGR9kOhlIiIiIhIO1P8f//FWVKCb5cuhJx7rlvHKq0p5aV1LwEwfcB0wvzD3DqeiIi0HwqlRERERETaEaO2lvy33wEg4oYbMFksbh1v7sa5FFQV0MXWhcm9Jrt1LBERaV8USomIiIiItCMlCxZgz8zEEhlJ6OWXuXWstJI03tv2HgAzhs7Aara6dTwREWlfFEqJiIiIiLQThmGQ/683AIj4w7WY/fzcOt6c1XOwO+2Mih/FmIQxbh1LRETaH4VSIiIiIiLtRPkvS6nesQNTYCDhV13l1rFWZK5g8YHFWEwWZgyd4fbF1EVEpP1RKCUiIiIi0k7kv/EvAMJ+eyWWsDC3jeNwOpi9ajYAk3pOIiksyW1jiYhI+6VQSkRERESkHajcsoWKZcvBYiFyyhS3jjVv1zx2Fu4kxDeE6QOmu3UsERFpvxRKiYiIiIi0AwVvvAmA7YILsCYkuG2c0ppSXlr3EgDTB0wnzD/MbWOJiEj7plBKRERERKSNq0k/SMk33wAQOfVGt441d+NcCqoK6GLrwuRek906loiItG8KpURERERE2riCd94Bh4OgkSPx793bbeOklaTx3rb3AJgxdAZWs9VtY4mISPunUEpEREREpA2zFxZS9N//AhDh5i6pOavnYHfaGRU/ijEJY9w6loiItH8KpURERERE2rCijz7CqKzEr3dvgkaOdNs4KzJXsPjAYiwmCzOGzsBkMrltLBEROT0olBIRERERaaOcVVUUvPc+AJE33ui2oMjhdDB71WwAJvWcRFJYklvGERGR04tCKRERERGRNqr4s//hKCjAJz4O28QJbhtn3q557CzcSYhvCNMHTHfbOCIicnpRKCUiIiIi0gYZDgf5b70JQOT112OyumfR8dKaUl5a9xIA0wdMJ8w/zC3jiIjI6UehlIiIiIhIG1T63XfU7k/DHBpK2JVXum2cuRvnUlBVQBdbFyb3muy2cURE5PSjUEpEREREpI0xDIP8N94AIPz3V2EOCnLLOGklaby37T0AZgydgdXsnm4sERE5PSmUEhERERFpYyrXrKFqw0ZMvr5EXHut28aZs3oOdqedUfGjGJMwxm3jiIjI6UmhlIiIiIhIG5P/hmstqdDLL8enQwe3jLEicwWLDyzGYrIwY+gMt+3sJ9JqOR2Y9v9MQsEyTPt/BqfD2xWJtDs+3i5AREREREQar3rXLsq+/x5MJiJuuN4tYzicDmavmg3ApJ6TSApLcss4Iq3W1s9hwX34lGQwBGD/K2CLh4lPQ/Kl3q5OpN1Qp5SIiIiISBuS/9ZbAASfdy5+Xbu6ZYx5u+axs3AnIb4hTB8w3S1jiLRaWz+H/1wHJRlHHy/JdB3f+rl36hJphxRKiYiIiIi0EbXZORR/Ph+AyKlT3TJGaU0pL617CYDpA6YT5h/mlnFEWiWnAxbcBxgNPFl3bMH9mson0kIUSomIiIiItBGF778HtbUEnHkmgYMGuWWMuRvnUlBVQBdbFyb3muyWMURarf1Lj++QOooBJQdh/YdQW+WxskTaK6+GUk8++SRDhw4lJCSE6OhoLr/8cnbs2HHUOVVVVdx2221ERkYSHBzMlVdeSXZ29lHnpKWlcdFFFxEYGEh0dDQzZszAbrd78qWIiIiIiLiVo6yMwn9/BEDkTe7pkkorSeO9be8BMGPoDKxmq1vGEWm1yrJ//RyAz2+Hx2Ph+X7w/pXw9f2w6l+w9yfXND+joU4rETmWVxc6//HHH7ntttsYOnQodrudBx98kPHjx7N161aCgoIAuPvuu/nyyy/55JNPCA0N5fbbb+eKK67gl19+AcDhcHDRRRcRGxvL0qVLyczM5LrrrsNqtfLEE0948+WJiIiIiLSYov98grOsDN9u3Qg++2y3jDFn9RzsTjuj4kcxJmGMW8YQaSuchpnMmt6UO8MJMhcS57sNs8npetIaBLXlUJTm+tj17dHf7BsCkUnQ4Qzo0AMiu7u+jkwCa4DnX4xIK+XVUGrBggVHPX777beJjo5mzZo1jB07luLiYt544w0+/PBDzj33XADeeustevfuzfLlyxkxYgQLFy5k69atfPvtt8TExDBw4EAee+wx7rvvPh555BF8fX298dJERERERFqMUVNDwTvvABB54w2YzC0/4WFF5goWH1iMxWRhxtAZmEymFh9DpNWyV8PSF+DHZwDYXTWCJSVTKXd2qD8lyJzHGNsbJEUfgD9thMpCyNsJ+amQV/eRnwqF+6CmFDLXuz6OYoLQjtDhUEjV3RVadTgDQuJA/9/JacarodSxiouLAYiIiABgzZo11NbWMm7cuPpzevXqRadOnVi2bBkjRoxg2bJl9OvXj5iYmPpzJkyYwLRp09iyZQuD3DTXXkRERETEU4q/+gp7djaWqA7YLm357egdTgezV80GYFLPSSSFJbX4GCKt1u7v4at7IX+X66HvlSzIuua408qdESwo+gsTR1aRZPGB4CjXR5dRR59or4HCva7AKi/Vdd1DX1cVQXGa62P34qO/zzf4cHdVZA9XcBVZ12XlG+imFy/iXa0mlHI6ndx1112MGjWKvn37ApCVlYWvry9hYWFHnRsTE0NWVlb9OUcGUoeeP/RcQ6qrq6murq5/XFJSAkBtbS21tbUt8nq84VDtbfk1eIPum3iS3m/No/vWPLpvzaP71jy6b83TmPtmGAb5/3oDgNCrr8ZhMuFo4fv8f7v+j52FO7H52ri5z82t/r+j3m/No/t2jJJMLN8+hHnb/wAwgqKpPXcWSz7pBFQDx3YtmQGDJUvDSJxQg9l8oq4mE4R1c310n3j4sGFART6mgl2Ql4qpYBem/F2Y8lOhcD+mmjLI3OD6OIZhS8SI7I5RF1LVf91Ku6v0Xmue9nTfGvsaWk0oddttt7F582Z+/vlnt4/15JNPMmvWrOOOL1y4kMDAtp9AL1q0yNsltEm6b+JJer81j+5b8+i+NY/uW/PovjXPye5b4PYdJO7ahdPXl5VhYTi/+qpFx64yqni+5HkAxljGsPS7pS16fXfS+615Tvf7ZjLsdMtdRK/MT8FRQ5kzgp22C9gVfB4VC4MoL6rh+ECq/rspL6rmsw8W4h/pOIUqIl0fwcMhGEwd7QTV5BBclUlwdWbd5yxCqjLwdZRjKknHVJIOe3846ip2sx9lfrGU+cVR5l/3UffYYfE7hfpaxun+Xmuu9nDfKioqGnVeqwilbr/9dr744gt++uknEhMT64/HxsZSU1NDUVHRUd1S2dnZxMbG1p+zcuXKo653aHe+Q+cc64EHHuCee+6pf1xSUkLHjh0ZP348NputpV6Wx9XW1rJo0SLOP/98rFbtlNJYum/iSXq/NY/uW/PovjWP7lvz6L41T2Pu28H/+z8qgfDJk5n429+2eA3PrXuO8uJyuti68PCFD7eJHff0fmue0+2+2WudVBRXU15UQ3lR3ef0fVSkbmJ75QDWOM6l3BmBgRlym3bt3t3603tUnHsKP0ZtRT6m/F2Qn1rXWbXL1W1VuA8fZzVhlfsJq9x/3PcZtoTDHVURh7qruoMtHkwtvy7dUTWfZu+1FuF04Nj7M5uXfUvflHFYuo4Gs8XbVTXboRlpv8aroZRhGNxxxx18+umn/PDDD3Tt2vWo5wcPHozVauW7777jyiuvBGDHjh2kpaWRkpICQEpKCo8//jg5OTlER0cDrlTRZrORnJzc4Lh+fn74+R2fGlut1nbxP0x7eR2epvsmnqT3W/PovjWP7lvz6L41j+5b85zovlVu2kzlylXg40PUDde3+L1NK0nj3zv+DcCMoTMI9Gtbswb0fmuetn7fDMOgpspBWWEV5UXVlBVWuz4XVR/1uKrsRNOH+h71yGSCwFA/gsL8sPiYyNxV/Ks1/PLJbnL2lpE8Jp64pFD3bgwQGuv66Db66OOOWtei6nmpRyy47gqvqMjHVHIQU8lB2Pvj0d9nDXStXRXZ4+jdASO7g1/wqdfrdGDav4KEgmX4Ztjw6Ta2TYcrHrH1c1hwH9aSDIYA7H/FFR5OfBqSW34dQU9o7M8Yr4ZSt912Gx9++CH/+9//CAkJqV8DKjQ0lICAAEJDQ5k6dSr33HMPERER2Gw27rjjDlJSUhgxYgQA48ePJzk5mT/84Q/Mnj2brKwsHnroIW677bYGgycRERERkbYi/03XWlK2Cy/AGh/f4tefs3oOdqedUfGjGJMwpsWvL9JUhtOgorTmpGFTWVE19urGTZ2zWM0E+VcTXLObIFM2wZZ8gjp3J3jYpQTFRBIc5k+gzYrZ4uoccjoN3n1wKeVF1Se8ptliwukw2LEiix0rsgiPDaTPmAR6jojFP8iDYZ/FWrdzXw/gwqOfqyg4vBtg3s7DYVXBHqitgKxNro9j2RLqdgQ8Iqzq0ANsidCYXT/rwhWfdhSuuN3Wz+E/1wHG0cdLMl3HJ73bru+dV0OpV155BYCzzz77qONvvfUW119/PQDPPfccZrOZK6+8kurqaiZMmMA///nP+nMtFgtffPEF06ZNIyUlhaCgIKZMmcKjjz7qqZchIiIiItLiag4coPSbhQBETp3a4tdfkbmCxQcWYzFZmDF0hns7PcTrnE6DjNQiKjJ8yEgtomOvDidZqNs9HHZnwyFTfdhURUVxDU6H8esXA/wCfQgK8yM4zI+gcL/DX4f5ERzuT3DFNvwW34spaz0EAbH94aJnoePQE17TbDYxZnIPFry2+YTnnD+1DyHh/mz5+SCpq7IpzKrg509SWfbpbpLOjKLPmATiuru5e+rXBEZAp+GujyM5aqFwf11YdajDyrXwOhV5UHLQ9XFsd5VPQF1A1f343QEPdVed5uHKSRkGOB3gtB/x4QBHDXw1g+PumeubABMsuB96XdRuu828Pn3v1/j7+/Pyyy/z8ssvn/Cczp0781ULL/goIiIiIuJNBW+9DU4nQaNH49+zZ4te2+F0MHvVbAAm9ZxEUlhSi15fWpfd63JY8nFqXfdPAF9s2ERQmB9jJvcgaVB0i4xRU2U/QdB06HEVlaWN3FHMBIE238MBU13o5PrsX3/c6neCX9IrCuC7/wdr3gEM8AuFcx+CoVMb9Yt90qBoJt7a94h75hIc7sfoSYfvWUxXG6N/24OdK7PYvCSD/PQydq7MZufKbMJjA0keHU+vEXH4B7eiqZIWa12w1B16XnD0cxUFhwOq+tCqrrvKXgnZm1wfxwqJd00HPLiWk4cr90HXs1yPjwto7McfM5y/fk6DjxtzTgOPDUfTv6f+49haj30tzV0U33CFhPuXQtf22c3aKhY6FxERERGRw+yFhRTNmwdA5E0t3yU1b9c8dhbuxOZrY/qA6S1+fWk9dq/LabDrp7yomgWvbWbirX1PGkwZhkFVWW2DIdOR4VNNVeN+6Tb7mI4Jm/yP6G5yfQ4M9cViacZC3E4nrP8Avp0JFfmuY/2vgvGPQXDTwrekQdF0HRDFge15LP1xJSPPGtZgd5lvgA99z0qkz9gEcvaXsnXJQXauzqEwq4Jf/ruLZZ/tJmlQNH3GxBPfI6x1dyQGRkDgMOg47OjjDjsU7T8+rMpPhfJcKM1wfZyUASUZ8HQnt5XfrpVle7sCt1EoJSIiIiLSyhR+8CFGVRX+yckEDh/+69/QBKU1pby07iUApg+cTph/WIteX1oPp9NgycepJz3np492EhjiS3lxzdFhU9HhEMppb9x0Ol9/S13I5Ht02HREp5N/sNU9wUzmRvjqXjiwwvU4qjdcNAe6jGr2Jc1mE/E9wghMtRPfI+yk0x1NJhMxXWzEdLEx6rc92Lkqmy1LDpJ3oIzUVdmkrsomLCaQPmPi6TkiloBg32bX5XEWn7qF0ZOAiUc/V1noWq9qw4ew+s2mXddkBrPPER+W4x+bLCd/vsHHzfkenyPG+rXvaWisk51zkrH2/wLvXPzr9yo4pmn3tg1RKCUiIiIi0oo4KyspfP99ACKm3tjiv8C/vvF1CqoK6GLrwqSek1r02tJ6GIbB3g25J12wG6CiuIZ5z6z91esFnHA63eF1nHz9vfDrZVUxfP8ErHzdNd3LGgRn3w8jprmmqnmBb4APfccm0GdMPLlppWxZksHOVdkUZR/TPTU6nvgzWnn31K8JCHet0WWvalwode3/uabwmSyNWzi9ves80rUQfEkmDU99NLme7zzS05V5jEIpEREREZFWpOjTT3EUFWFNSMA2YUKLXjutJI33t7kCrxlDZ2A1t6K1bqRJDKdBeXENpfmVlBZUUVpQRUl+FWX5dZ8LqrDXOht1Lf8gK+GxgQQdEzLVLyAe6ofFp5UFCIYBm/4LC//f4alNyZfDhCcgNMGrpR1iMpmI7mwjurONUb/tTuqqbLYsySA3rfSo7qnk0fH0Smlj3VPHamy40u2cdrtgd7OYLa6dCf9zHWDi6HtXF1ZOfKpd3zOFUiIiIiIirYThcLgWOAcirr8ek0/L/nV9zuo52J12RsWPYkxC+1w0t71wOpyUFVa7Aqf8qvrPJXVflxVUNXqXul8z8Za+JPQMb5FreUTuDvjyz7BvietxRBJc+Hfofp536zoJX38f+oxJoM+YBHL2l7Dl5wxSV7q6p5b+3y6W/283SQOjSB6TQEJb7J5SuNJ8yZe6diZccJ9r3a1DbPGue9bOdyxUKCUiIiIi0kqULlpE7YEDWEJDCbvyiha99orMFSw+sBiLycKMoTPa3i+97Yyj1klp4dGB06GvS/IrKS+qwXCePHQymU0Eh/sREuFPSGTdR4Q/trqvA0P9+ODh5Sedwhcc7kdcj7AWfnVuUlMOP86GZS+5djTz8Ycx98KoO8HHz9vVNVp999SVru6prT9nkLO/lNTVOaSuziE0OoA+oxNc3VMhbah76jQPV05J8qXQ6yLse35i/ZJvGDhmAj7dxp4WIZ5CKRERERGRVsAwDPLfcK3JEn7N1ZgDA1vs2g6ng9mrZgMwqeckksKSWuza0rDaGkeDgVNpfiWl+VWUl9Q0PMvpCGYfEyHhDQdOIZEBBIX6Yv6VXerGTO7R4O57h4ye1OOkC3i3CoYB2+bDggegJN117IwL4IKnILyLV0s7FUd2T+WmlbLl5wx2rsyiOKeSpfNc3VPdBkXRZ3Q8CWeEY2rt/53gtA5XTpnZgtF5NAe3lDCg8+jT5p4plBIRERERaQUqVq6iatMmTH5+hF9zTYtee96ueews3InN18b0AdNb9Nqnq5pKe/06Tq7QqfKoqXaVpbW/eg0fq/lw4BQZQEiEHyGR/tgiAwiJ8CfQ5nvKQUTSoGgm3tqXJR+nHtUxFRzux+hJPUgaFH1K13e7/N3w9V9g17eux6Gd4IKnodeF3q2rhUV1CuHsq3sy8ookdq3OYcuSg+TsL2XX6hx2rc4hNCqgbu2pOAJtrbx76jQNV6R5FEqJiIiIiLQC+W++AUDoby7HJzKyxa5bWlPKS+teAmD6wOmE+Ye12LW9wek0yEgtoiLDh4zUIjr26tDinT6GYVBdYa/vcCo5JnAqza+iusL+q9ex+lvqOptcIdOR0+xskf74B1s9Mo0yaVA0XQdEcWB7Hkt/XMnIs4a55b61qNpK+Pl5+Pk5cFSDxRdG3glj/gy+LddF2Nr4+vuQPDqe5NGunfu2/pzBjpVZFOdWsuzT3az4fA/dBkaRPCaexLbSPSVyEgqlRERERES8rDo1lfIffwKTicgbbmjRa7++8XUKqgroYuvCpJ6TWvTanrZ7Xc4RHT8BfLFhE0FhfoyZ3LSOH8MwqCytPSpwKsuvouSIqXa11Y5fvY5fkE99V9Oh6XVHTrXzC/RpNWt3mc0m4nuEEZhqJ75HWOsOpHYuhK9nQOE+1+Nu58CFz0CH7l4ty9OiOoVw1tU9SbkiiV1rctiyJIOcfSXsWpPDrjU52KIC6NNWuqdETkChlIiIiIiIlxW9/Q4AIeefj2/nzi123bSSNN7f9j4AM4bOwGq2tti1PW33upwG10YqL6pmwWubmXhr3/pgynAalBfX1E+pq9+xrm73urKCKuy1zl8dM8Dme3gdp2MCp5BIf3z99etUiyo6AAvuh+1fuB6HxMHEJyH5cmgl4Z43+Pr7kDwqnuRR8eQecHVP7VyRRckR3VNdB0TRZ0w8iT3VPSVti36KioiIiIh4kU9RMaVffQVA5NQbW/Tac1bPwe60MyphFGMTx7botT3J6TRY8nHqSc/59q2tbPw+nbLCasoKqnA6fmUVcRMEhfphi/Qn+MgFxI/oevLx1Vo4HmGvce2o99PfobYCTBYYMQ3Ovh/8QrxdXasS1TGEs37fk5FXdGfXmmy2LMkge28Ju9fmsHttDrYO/vVrTwWFtp0dCeX0pVBKRERERMQLDIeDilWriP70U7DbCRg8mIABA1rs+isyV7D4wGIsJgszhsxoset6Q2Zq0VGLdDfEXuMkY2dR/WOT2URwuF99p1Nw5NEdT8Hh/lh8Tr5znXjAnh/hq3shb6frcaeRcNEciEn2bl2tnNXPQu+R8fQeGU9eeilbl2SwY0UWJXlVLP9sDys/30vXAR3oMyaBxF7qnpLWS6GUiIiIiIiHlSxcSPYTT2LPyiK47ljN7t2ULFyIbfz4U76+w+lg9qrZAEzqOYmksKRTvqY3lZecPJA6pO/YeHoMjSUk0p+gUF/MFoVOrVZpFnzz/2Dzf12Pg6Jg/N+g/+TTeqpec3RIDGHs73uSckX3urWnDrq6p9blsntdrrqnpFVTKCUiIiIi4kElCxdy8E93gXH09DJHcbHr+D+eP+Vgat6ueews3InN18b0AdNP6VqtQWMXce4+OIb4HmHuLUZOjcMOK1+H75+AmlIwmWHIVDj3IQgI83Z1bZqreyqO3iPjyEsvc+3c10D3VPKYeDr2ilD3lLQKCqVERERERDzEcDjIfuLJ4wIp15MGmExkP/EkIeedh8nSvPWMSmtKeWndSwBMHzidMP+wU6jY+xwOJ9uXZf7qecHhfsQpkGrd0pbDl3+G7LoF6xMGw0XPQvxAr5bVHnVIDGbsVWeQckUSu+t27svaU1zfPRUS6eqe6j1S3VPiXQqlREREREQ8pGL1GuxZWSc+wTCwZ2VRsXoNQcOHNWuM1ze+TkFVAV1sXZjUc1IzK20damscfDN3M/s35YMJOMna5aMn9cCszo/WqTwPFs2E9a6dIPEPg3GPwJlTwKwplu5k9bXQKyWOXilx5B8sY8vPGexYnkVpfhUr/reHlfP30rV/B/qMiadjb3VPiecplBIRERER8RB7bm6LnnestJI03t/m+sV/xtAZWM3WZl2nNagqq+WLlzeQvbcEi9XMhJv74nQ4WfJx6lGLngeH+zF6Ug+SBkV7sVppkNMBa9+Bb2dBVZHr2KA/wLhZEBTp1dJOR5EJwYydfAYpv0li99octi7JIHN3MXvW57JnfV331Ki67qkwdU+JZyiUEhERERHxEEtUh0ad5xMV1azrz1k9B7vTzqiEUYxNHNusa7QGpQVVzH9hPYVZFfgF+nDR9P7EdQ8DoOuAKA5sz2PpjysZedYwOvbqoA6p1ujgWtdUvYy1rsex/VxT9To2rwNQWo7V10KvEXH0GhFHfkZZ/c59pflVrPh8Dyu/2EuXfpH0GZNAx+QI/f8lbqVQSkRERETEAwzDoHThopOfZDLhExND4JDBTb7+iswVLD6wGIvJwowhM5pZpfflZ5Qx/4UNlBdVExzux8V3DCAyPrj+ebPZRHyPMAJT7cT3CNMvzK1NZSF89xisfhMwwM8G5/w/GHoTWPTrZ2sTGR/MmCO6p7b8nEHmrmL2bshj74Y8QiL8SR4dR++R8eqeErfQTwURERERETczDIOc2X+n6IMPDh80mY5e8NzkCldiHnygyYucO5wOnl71NACTek4iKSzplGv2hsxdRXz5z41UV9gJjw3kkjsHEhLh7+2ypDEMAzb8Gxb+FSryXMf6TYLxj0FIrHdrk1/l42uh54g4eo6IoyCjnK0/Z7B9eSalBVWs+HwvK7/YR5d+kSSPjqdTn0iFwdJiFEqJiIiIiLiRYRjkPvscBW+9BUDsI49giQgn+4knj1r03CcmhpgHH8A2fnyTx5i3ax6phanYfG1MHzC9xWr3pL0b8/hm7mYctU5iutq4+LYB+Ae33TWxTivZW1xT9dKWuR536AkXPQNd2+4U0tNZRHwQoyf1YMTl3di9LpctSw4e1T0VHOFXt/ZUPMHhx3dPOZ0GGalFVGT4kJFapCm2jeRwGqzYW8CaPBORewtI6R6N5TS4bwqlRERERETcKO/Fl8ifOxeAmL8+RPhVkwEIOe88SlasYM2iRQw+/3xsw4c3uUMKoLSmlJfWvQTA9IHTCfMPa7HaPWXrLxn88MEODKdB536RTLi5L1bfpt8L8bDqUvj+SVjxKhgOsAbCWffBiOng4+vt6uQU+fha6Dk8lp7DYynIPNw9VVZQzcr5e1n1xV4693Pt3Heoe2r3upwjNiMI4IsNmwgK82PMZG1GcDILNmcya/5WMourAAvvpq4mLtSfmZckM7FvnLfLcyuFUiIiIiIibpL3yivk/fOfAMQ8cD8R11xT/5zJYiFw6FBKc3MJHDq0WYEUwOsbX6egqoAuti5M6jmpRer2FMMwWPvNfpZ/tgeAXimxnH1tLywWs5crk5MyDNj8f7DwISjNdB3rfSlMfBJCE71bm7hFRFwQo3/n6p7asy6XLUsyyEgtYt/GPPZtzCM43I/YpFB2rc457nvLi6pZ8NpmJt7aV8FUAxZszmTa+2sxjjmeVVzFtPfX8sq1Z7brYEqhlIiIiIiIG+TNnUvuP14AIHrGvURMmdLiY6SVpPH+tvcBmDF0BlZz25nuZjgNfv4klY3fpwNw5oTOjLi8GyZT+5+u0qblpbqm6u390fU4vCtc+Az0GOfdusQjfKwWzhgWyxnDYinMKmfLzxlsX5ZJWWF1g4HUkX7+TypdB0RpKt8RHE6DWfO3HhdIARiACZg1fyvnJ8e226l8CqVERERERFpY/ltvkzvnWQCi7rqLyKlT3TLOnNVzsDvtjEoYxdjEtrN+j6PWybfvbK3/JXb073ow4LyOXq5KTqqmAn76Oyx9EZy1YPGDMX+GUX8CqxajPx2FxwYx+rc9GHFZN1Z/vY81X+0/6fllhdVkphaR0DPcQxW2fsv35NdN2WuYAWQWV7FybwEpSZGeK8yDFEqJiIiIiLSggvfeJ+dp1054HW67jQ5/vNUt46zIXMHiA4uxmCzMGDLDLWO4Q02Vna9f3UT69kLMFhPnXd+bM4Zqd7ZWyzBgx1fw9f1QnOY61mMCXPA0RHT1bm3SKvhYLUTEBTXq3OK8ytM2lCqpqmV7ZinbMkvYmlHCtizX58bIKT1xcNXWKZQSEREREWkhhR99RPbjjwMQeeutdLj9NreM43A6eHqVK/ia1HMSSWFJbhmnpVWU1PDFSxvITSvFx8/CBbf2pVNy+/zX/3ahYC98fR+kfuN6HNrRFUb1vBA0zVKOEGQ7fhe+hvz47x1k7CyiV0osCWeEY2qHU9KcToP0wkq2ZhaztS6E2pZZQnphZbOvGR3SfrsRFUqJiIiIiLSAwk8+IeuRWQBETL2RqLv+5Lb1kebtmkdqYSo2XxvTB0x3yxgtrTi3gs9f2EBJbiUBIVYuvn0A0Z1t3i5LGlJbBUtfgCVzwF4FZiuMvAPG3gu+jeuIaQ8cToMVewtYk2cicm8BKd2j2+26PqcqrkcYQWF+dbvuNcxkNuG0G+xYkcWOFVkER/jRa0QcvVJiCY0K9GC1LaeyxsH2rBK2HRE+bc8qpaza3uD5CWEB9I4LoXecjd5xNs6ICeHaf60gu6SqwXWlTEBsqD/Duka49XV4k0IpEREREZFTVPTpZ2Q9PBOAiCnXEX3vvW4LpEprSnlp3UsATB84nTD/MLeM05Jy00qZ/9IGKktqCIn059I7BxIW0zZ/CW33dn0LX82AAteOiHQdCxfOgagzvFuXhy3YnMms+Vvr1vux8G7qauJC/Zl5SXK73gmtucxmE2Mm92DBa5tPeM74m/oQHO7H9mVZpK7KpqygmtVf7WP1V/uI7xFGr5RYks6Mxte/9cUUhmGQVVJVFzyVsrUugNqbV47RQJrk62PmjJhgesfa6gOo3nEhhAX6HnfuI5cmM+39tZjgqGDq0J8gMy9JbtdhaOv7ry0iIiIi0oYUz59P5oMPgmEQfvXVRN9/v1t3kHt94+sUVBXQxdaFST0nuW2clpK+vYCvXt1EbZWDyMRgLrljAEGhjZvqIx5UnA4LHoBtn7seB8fChMeh75Wn3VS9BZszmfb+2uM6V7KKq5j2/lpeufZMBVMNSBoUzcRb+7Lk49SjOqaCw/0YPakHSYOiAYjtGsro33Zn74Y8ti/LJG1bARmpRWSkFvHTx6l0HxRFr5Q44nuEeWV6X43dSWpOaX3306H1n4oqahs8v0OwH73jQkiuC5+S42107RCE1WJu1HgT+8bxyrVnHhGCusSeJiGoQikRERERkWYq+fprMu67HwyDsEmTiHno/7k1kEorSeP9be8DMGPoDKxmq9vGagmpq7P59u2tOO0GCWeEccG0/vgF6FcQr3A6MO3/mYSCZZj226DbWDBbwFELy/8JPzwNteVgssDwP8LZ94P/6Te90uE0mDV/a4NTqQxc3Suz5m/l/OTYdt290lxJg6LpOiCKA9vzWPrjSkaeNYyOvTpgPuZe+fha6DE0hh5DYygrrGLHiiy2L8uiKLuC7cuz2L48i5BIf3qNiKVXShy2DgFuqTe/rPpw+FTX/bQrpwy78/h3gMVsIikqyBU8xR3ugIoKOfWQfWLfOM5PjmXZrhwWLlnB+DHDT5vpovoTQURERESkGUoWLuTgvTPA6ST0yiuIfWQmJnPj/mW8ueasnoPdaWdUwijGJo5161inatMP6fz08U4wIGlQFONuTMbHavF2WaenrZ/DgvvwKclgCMD+V8AWD4Ovh83zIHe767yOI+CiORDb14vFetfKvQVHdascywAyi6uY8PyPJEUFE2PzJzrEj+i6z4cehwf6HhfEnC7MZhPxPcIITLUT3yPsV+9DcLg/gyd24cwJncneW8K2ZZnsWpVNaX4Vq77cx6ov95FwRhi9UuJIOjMaq1/Tf47YHU725ZezNbPU1flUF0DllDa8BpbN36e+6+lQCNU9Ohh/N/4Ms5hNDO8aQf42g+FdI06LQAoUSomIiIiINFnp4sUcvOfP4HAQetmlxD36qNsDqRWZK1h8YDEWk4UZQ2a4daxTYRgGK+fvZfVX+wDoOzaBMVedcdr+gu51Wz+H/1wHx/b+lGTA90+4vg7sAOc/CgN+D25+H7d2OaUnDqSOtCunnF055Sd83moxERXsCqtibH5Ehxz+HH3E49M5vDqWyWQitlsosd1CGf27Huxdn8v2ZZkc2F7IwZ1FHNxZxE8f7SRpcDS9U2KJ6x7WYGdqSVUt2+qDp1K2ZZWwI6uUaruzgTGhc0SgK3w6tP5TvI34UH+3dr3KYQqlRERERESaoOzHH0n/011gt2O76CLinngCk8W9HUAOp4OnVz0NwKSek0gKS3LreM3ldDj58cMdbP0lE4Bhl3RlyIVd9MudtzgdsOA+jgukjmQNgttWQFAHj5XVmu3Lq2jUeXePO4PwICs5JdVkl1SRU+r6nFtaTX55DbUOg4ziKjJO0nUF4GM2ER3iR5TNn5gjOq1ibP5E2fyIqQuxIk6z8Mrqa+GMYbGcMSyW0oIqdizPYvuyTIpzK9m+NJPtSzOxdfAndkAHqhL8SS2vqu9+Si+sbPCagb4WesWGHLHwuI1esSEE+SkW8SbdfRERERGRRir7+RfS77gTamsJmTCB+KefcnsgBTBv1zxSC1Ox+dqYPmC628drDnuNg4VvbGHvhjxMJjjr6p70GZPg7bJOb/uXujqiTqa2HHK2QdcxnqmplcooqmTm51tYtDX7pOeZcC1Affu53U84varG7iSvzBVSZZdUk1vq+pxT/7manJIq8strsDsbH15FHTVN8HBgdeTUwfYYXoVE+NNnXEfMfWxs3pBL9sZ8fDOqKMmrouS7dACyfBwc9HWQZXWACRLCAugdd3QA1TkisN3dm/ZAoZSIiIiISCOUL19O+m23YdTUEDzuPBKe+TsmH/f/dbq0ppSX1r0EwPSB0wnzD3P7mE1VVV7LV69sJHNXMRYfM+On9qHboChvlyWlmY07r+zkQUx75nAavLtsH898s4PyGgc+ZhPnJ8ewYHMWcHSP2aE4Y+YlySdd78fXx0x8WADxYSdfnPtQeHWoy+pQWHW488oVaOWVucKrzOKqk653BUeEV8esc3Xs1MHIIPeFVw6nwYq9BazJMxG5t6BJC3YbhkFWSVX91LutmSVsyyhhb345xhH/Mawh0KPWQr9aHzrVmulst9DZbuESXzNdB0XRf0wCcUmh6tJsAxRKiYiIiIj8iopVqzgwbTpGdTXBZ59N4rPPYrJ6Zue71ze+TkFVAV1sXZjUc5JHxmyKssJq5r+4noKMcnwDfLhoej/ie4R7u6zTm9MBWz6F7x5r3PnBMe6tp5XaklHMg/M2sSG9GIDBncN58op+nBETwoLNmcyav/WoECg21J+ZlyQzsW9ci4zf2PCq1nGo86outCqtJreuCyu7tIqcui6sQ51Xh8Or4hNe08dsokOwq+Mqqm59q6OmDtZ9bmp4dfR9s/Bu6mriTnDfauxOUnNKD+9+l1HCtqwSiipqG7x2h2A/eseFkHzEAuTdOgRRUVRdP72vJK+K3Suy2b0im9CoAHqlxNFzRCwhEf6Nfg3iWQqlREREREROomLtWtJu/SNGZSVBY8aQ8MI/MPn6emTstJI03t/2PgAzhs7AavZMENZYhVnlfP7CesoKqgkM9eWSOwbSITHY22Wdvuw1sPFj+Pk5KNhdd9DEideUMrl24es80kMFtg4VNXae/zaVN37ei8NpEOLvw/0X9OL3QzvVBzAT+8ZxfnIsy3blsHDJCsaPGd6kjp+WZLWYiQsNIC60ceHVketc5Ryx3tWh7qv88mrsTldHUlbJycMri/nQgu2HO61iDi3afsSxyCA/Fm3NYtr7a497t2UVV/HH99fyp/N6EOzn4+p+yixhV04Zdufx702L2URSVFD9rneHpt9Fhfg1WKMtMoChF7nWr8vcVezavW9NDsW5laz4fA8r5u8hsWc4vUfG0XVgFFZf7QLamiiUEhERERE5gcoNGzhw8y0YFRUEjUwh8cUXMHsokAKYs3oOdqedUQmjGJs41mPjNkbW3mK+fGkjVeW1hMUEcskdA7B1OPkvzeImtVWw7j345R9QfMB1LCACUqaDLRE+m1Z3YgOT0SY+BebT55f073fk8NfPNtcvhn1R/zhmXpxMtO34ThqL2cTwrhHkbzMY3jXCK4FUUzQ2vLI7nOSV1Ry1QHtDAVZeWTWORoZXh25NQ/HnoWP/+C71uOds/j71XU+HQqju0cH4W5v+njSZTMT3CCO+RxhjJvVgz/pcti/N5ODOItK3F5K+vRBffwvdh8TQKyWO2G42Te9rBRRKiYiIiIg0oHLTZtJuuhlneTmBw4aR+PLLmP09NwVkReYKFh9YjMVkYcaQGR4btzH2b85nweubsNc4ie5i4+Lb+hMQ4rmwTurUlMPqt2DpC4fXhQqOgZF3wOAbwK+ua803yLUL35GLntviXYFU8qWer9sLckqreHT+Vr7Y6FpnKyEsgMcu78O5vU6/qYs+FjOxof7Ehp7855nd4SS/vC68qpsq2NDC7fll1TTQ8NSg4V3DGd09yhVCxduID/V3SzDk6+9DrxFx9BoRR0leJdvrpveV5lex9ecMtv6cQVhMIL1SYuk5PJbgcE3v8xaFUiIiIiIix6jaupW0m27CWVpKwODBdHzln5gDPNcF5HA6eHrV0wBM6jmJpLAkj439a7Yvz+T7d7fjdBp0So5gwi198fXXrxUeVVUMK1+HZf+EygLXMVsijL4LBl0L1mPeq8mXQq+LsO/5ifVLvmHgmAn4dBt7WnRIOZ0GH606wFNfb6Okyo7ZBDeO6srd559BkJ/etyfjYzHXLZL+6+HVhyvTePh/W371mlcP78xlAz27K6etQwDDLu7K0Au7kJFaxPZlmexam0NRdgXLP9vDiv/toWPvCHqlxNF1QAd8NL3Po/R/oYiIiIjIEap27CTtxqk4i4sJGDiQjq+9hjkoyKM1zNs1j9TCVGy+NqYPmO7RsU9m3cI0ls7bBcAZw2M49w+9sfiYvVzVaaQ8H1a8Aiteh+q6qVQR3WD0PdB/MvicpFvNbMHoPJqDW0oY0Hn0aRFI7cop5YF5m1i1rxCAfgmhPHlFP/omhHq5svbFx2KmR3RIo86NDvFeR5LJbCKhZzgJPcMZc9UZ7F6by/ZlmWSkFpG2tYC0rQX4BvjQY0g0vVLiiOmq6X2eoFBKRERERKRO9a5dpN1wA46iIvz79aPj3NexBHs2kCqtKeWldS8BMH3gdML8wzw6fkMMp8HSebtY/61rvaKB4zoy8orumFr5GjvtRmkWLH3RNVWvttx1LKo3jPkz9PkNWPRr3ZGqah388/tdvPLjbmodBoG+Fv48vidTUjrjY1GI6g7DukYQF+pPVnFVg+tKmXDtXjisa4SnS2uQr78PvUfG0XtkHMW5FWxfnsWOZVmUFlSxZUkGW5ZkEB4b6Nq9b3gsQWENL7Iup04/vUREREREgOo9e9l//Q04CgrwT06m07/mYglp3L/+t6TXN75OQVUBXWxdmNRzksfHP5bD4WTxu9vYucK1ZtHIK7ozaHwnL1d1mig64Fq8fO274Kh2HYsbAGNnQM+LwKyA5VhLd+fx0Keb2ZPnCu/O6xXNo5f3JSFMi/C7k8VsYuYlyUx7f+1x+z0eiq5nXpLcKheLD40KZPgl3Rh2UVcO7ixk+7Isdq/NoTCrgmWf7mb5Z7vpmHzE9L5mLMIuJ6ZQSkREREROezX795N2/fU48vLw69WLjm/8C0uo56f4pJWk8f629wGYMXQGVrPV4zUcqabKzjevbyZtawEms4lzr+tFrxFxXq3ptJC/G35+FjZ8BE6761jH4a4wqvs40JSi4xSW1/D4V9v475p0AKJD/Hjk0j5c0DdWU7A8ZGLfOF659kxmzd9KZnFV/fHYUH9mXpLMxL6t+2eHyWwisVcEib0iGHvVGexam8P2ZZlk7iombUsBaVsK8Av0ocdQ1+590Z1D9N5qAQqlREREROS0VnPgAPunXI89Jwe/Ht3p9OYb+ISHe6WWOavnYHfaGZUwirGJY71SwyGVpTV88dIGcvaX4uNrZuIt/ejcN9KrNbV7OdtgyRzY/H9gOF3Hup7lCqO6jFYY1QDDMPhs/UEe+2IbBeU1mExwzfBO/GViL2z+3g11T0cT+8ZxfnIsy3blsHDJCsaPGU5K9+hW2SF1Mr4BPiSPiid5VDxFORXsqNu9r6ywms0/HmTzjwcJjwuq370vKFTT+5pLoZSIiIiInLZqDx5k/5Qp2LOy8O3WjU5vvYVPhHfWPFmRuYLFBxZjMVmYMWSGV2o4pCSvkvkvbqAouwL/ICsX3d6f2K5aHNptMtbBT8/A9i8OH+sxAcbeCx2Hea+uVm5/fjkPfbaZJal5APSMCeGJK/oxuLN3QmVxsZhNDO8aQf42g+FdI9pcIHWssOhAhl/ajaEXd+XgjkK2L8tk97pcCjPLWTZvN8s/20OnPhH0GhFH1/4dsFg1rbYpFEqJiIiIyGmpNivL1SGVkYlv5850evstfDp08EotDqeDp1c9DcCknpNICkvySh0AeellzH9xPRXFNQRH+HHpnQMJj/XsYu+njbQV8NPfYdeiugMmSL7UtYB53ACvltaa1TqcvP7THl74LpVquxM/HzN3nteDm8d0w1e7QYqbmM0mOvaOoGPvCMZW2tm1Opvty7LI2lPM/k357N+Uj1+gD2cMjaHXyDiiOml6X2N49f/Yn376iUsuuYT4+HhMJhOfffbZUc8bhsHDDz9MXFwcAQEBjBs3jtTU1KPOKSgo4JprrsFmsxEWFsbUqVMpKyvz4KsQERERkbamNjuH/VOmUJuejrVjRzq98zbW6Giv1fPZns9ILUzF5mtj+oDpXqsjI7WQT+espaK4hoj4IK6cMUSBVEszDNjzA7x9Mbw53hVImczQfzJMXw6T3lUgdRJr9hdy8Qs/8/dvdlBtdzK6ewe+uWsst53TXYGUeIxfgA99xiRw5V8Gc82sEZw5sTNBYX5UV9jZ9ONBPnlyNR89tpJ1i9KoKKnxdrmtmlc7pcrLyxkwYAA33ngjV1xxxXHPz549mxdeeIF33nmHrl278te//pUJEyawdetW/P39AbjmmmvIzMxk0aJF1NbWcsMNN3DLLbfw4YcfevrliIiIiEgbYM/NJe3666ndn4Y1IYHO77yNNTbW43U4nA5WZ69mdfVqvl33LQDTB04nzD/M47UA7FmXy8I3tuCwO4nrHsqF0/rjH6Q1eVqMYUDqQldnVPoq1zGzFQZeDaPvgohuXi2vtSupqmX2gu18sCINw4CIIF/+enFvLh+YoG4U8aqwmEBSLk9i+KXdSN9ewPalmexZn0dBRjlL/28Xyz7dTee+kfRKiaVLvw5YThCeOp0GGalFVGT4kJFaRMdeHTC38amPjeHVUOqCCy7gggsuaPA5wzB4/vnneeihh7jssssAePfdd4mJieGzzz7jqquuYtu2bSxYsIBVq1YxZMgQAF588UUuvPBCnnnmGeLj4z32WkRERESk9bPn57P/hhuo2bsXn7g4Or3zDlYv/J3x2/3f8tTKp8iuyK4/ZjFZiAzwzkLim386yE//3oFhQNcBHRg/tQ8+vtr2vEU4nbB9viuMytrkOubjD2dOgVF3Qmiid+tr5QzDYMHmLGZ+voWc0moAfjs4kQcv7E1EkK+XqxM5zGw20Sk5kk7JkVRX1JK62rV7X/beEvZtzGPfxjz8g6ycMcy1e1+HjsH1gerudTks+TiV8qJqIIAvNmwiKMyPMZN7kDTIe128ntBq15Tau3cvWVlZjBs3rv5YaGgow4cPZ9myZVx11VUsW7aMsLCw+kAKYNy4cZjNZlasWMFvfvMbb5QuIiIiIq2QvbCQtBtupGbXbnxiYuj8ztv4JiZ4vI5v93/LPT/cg4Fx1HGH4eAvP/4FH5MP4zqPO8F3tyzDMFj91T5Wzt8LQPLoeM76/RmYLZoGdcocdtcuekvmQN4O1zFrEAydCim3Q0iMd+trAw4WVTLzf5v5dlsOAF07BPH4b/oyMsk7a7+JNJZfoJW+YxPoOzaBwqxyti/LZPvyLCqKa9j4fTobv08nMiGY3iPjsPpb+P697cddo7yomgWvbWbirX3bdTDVakOprKwsAGJijv5hHRMTU/9cVlYW0cfM/ffx8SEiIqL+nIZUV1dTXV1d/7ikpASA2tpaamtrW6R+bzhUe1t+Dd6g+yaepPdb8+i+NY/uW/PovjVPa79vjuJiDt50MzU7d2Lp0IH4f83FFBfn8XodTgdPrnzyuEDqSE+tfIrRsaOxmN3bqeR0Giz9ZDdbf84E4MyJHRl8YWccTgcOp8OtY5+qVv1+c9Rg2vgxlqX/wFS0DwDDz4Zz6C04h94CgXW7O3qh9lZ9347gcBq8uzyN57/bRUWNA6vFxC1jujJtbFf8rBaP1t9W7llro/t2WHCkL0Mu7syZF3Ti4I5CdizPZt+mfPIPlvHzJ6m/+v1LPk4lMTmszU3la+x/+1YbSrnTk08+yaxZs447vnDhQgIDA71QUctatGjRr58kx9F9E0/S+615dN+aR/eteXTfmqc13jdzZSWJ/3oD//R07MHB7LvuOrZt3Qpbt3q8lj21e8ipyDnh8wYG2RXZvDL/FbpZ3bfGkOGAgg3+VGZbAYOw5GpyTFv5+mvP35NT0Zreb2ZnDZ3zf6BH9lcE1BYAUO0Twu6oieyNOg97eSD8sNzLVbq0pvt2rPRy+Gi3hQPlrl/Au4YYXNXNTmz1Tr5btNNrdbXme9aa6b41IBZiI6Ai00rpfiuO8pP/A0R5UTWffbAQ/8jW/Y8Fx6qoqGjUea02lIqtW2wyOzubuLi4+uPZ2dkMHDiw/pycnKP/ULfb7RQUFNR/f0MeeOAB7rnnnvrHJSUldOzYkfHjx2Oz2VrwVXhWbW0tixYt4vzzz8dq1aKUjaX7Jp6k91vz6L41j+5b8+i+NU9rvW/OsjIO3nor1enpmMPD6frGv+jVo4fX6lmwbwEs/fXzug/ozsQuE91SQ02lnW/mbqUyuxizj4lzr+tFt0FRbhnLXVrV+626FPPatzGveAVTuet3EyM4BmfKHZgH/oEevkF47x13tFZ1345RXm3nhcW7eXvTfpwGhPj78JfxZzBpcIJXO0Ra8z1rzXTfGmfX6hwWv7PjV8/r33sQ3Ye0rSl8h2ak/ZpWG0p17dqV2NhYvvvuu/oQqqSkhBUrVjBt2jQAUlJSKCoqYs2aNQwePBiAxYsX43Q6GT58+Amv7efnh5+f33HHrVZru/gfpr28Dk/TfRNP0vuteXTfmkf3rXl035qnNd03Z3k5B2+7neqNm7CEhtLprTfx79XLa/UUVxfzxb4vGnVubEisW+5jeXE181/cRH56GVZ/Cxf+sR+JvSJafBxP8er7rbIQVrwOK15xfQ0Q2glG34Vp4DVYrP601qXiW9P/pwCLt2fz18+2cLCoEoCL+8fx8CXJRIf4e7myw1rbPWsrdN9OzhbRuJlatojANncfG1uvV0OpsrIydu3aVf947969rF+/noiICDp16sRdd93F3/72N3r06EHXrl3561//Snx8PJdffjkAvXv3ZuLEidx88828+uqr1NbWcvvtt3PVVVdp5z0RERGR05izooIDt/6RyrVrMdtsdHzzDa8FUoZh8M3+b3hyxZMUVBWc9FwTJmICYzgz+swWr6Mou4LPX1hPaX4VATZfLrl9AFGdQlp8nHavPA+WvQwr50JNqetYZHcYfQ/0nwSWtvWLozfllFQxa/5WvtzkWtcsISyAv/2mL+f0bFsdISLNFdcjjKAwv7pd9xoWHO5HXI8wzxXlYV4NpVavXs0555xT//jQlLopU6bw9ttv85e//IXy8nJuueUWioqKGD16NAsWLMDf/3Bi/sEHH3D77bdz3nnnYTabufLKK3nhhRc8/lpEREREpHVwVlVxYPptVKxejTk4mE7/mktAnz5eqSW7PJu/rfgbPxz4AYBuod24uNvFvLjuRYCjFjw34ZqidN+w+1p8kfOc/SV88dIGKktrsUUFcOmdAwmNCmjRMdq9kgxY+iKsfgvsro4eopNh7L2QfDm4eWH69sTpNPhwZRpPL9hOaZUdi9nE1NFduWtcDwJ9W+1kHpEWZzabGDO5Bwte23zCc0ZP6tHmFjlvCq/+H3/22WdjGCfeecRkMvHoo4/y6KOPnvCciIgIPvzwQ3eUJyIiIiJtjLO6mvTbbqdi+XLMgYF0nPs6Af37e74Ow8l/d/6X59Y8R1ltGT5mH27qdxM397sZX4svXUO78tTKp8iuyK7/npjAGO4bdh/jOo9r0VoObC3gq9c2Ya92ENUphItvH0CgzbdFx2jXCvfDL8/DuvfBUeM6Fj8Ixs6AMy4As9mr5bU1O7NLeWDeJtbsd0157J8YyhO/6UffhFAvVybiHUmDopl4a1+WfJx6VMdUcLgfoyf1IGlQ++4cVAwtIiIiIu2Cs6aG9DvvpPyXXzAFBNDx9dcIHDTI43XsK97HrGWzWJ29GoB+Hfoxa+QseoQfXu56XOdxnNPxHFZmrGTRskWcn3I+w+KHtXiH1M5VWXz39jacDoPEXuFc8Md++PrrV4BGyUuFJc/Cxo9d2xUCdEpxhVFJ54Kp/XYuuENVrYOXFu/itZ92U+swCPK18OfxPZkysguWdtwFItIYSYOi6TogigPb81j640pGnjWMjr06tOsOqUP0J5KIiIiItHlGTQ0H77qb8h9/wuTvT8dXXyVwyBCP1lDrrOWdLe/wyvpXqHHWEOATwB2D7uDqXlc3GDZZzBaGxAwhxzeHITFDWjyQ2vDdAX7+JBWA7kOiGTclGYtVXT2/KmszLJkDWz6FQ9Mru53jCqO6jPJqaW3V0l15PPjpJvblu7aIH9c7hkcv60N8mKaQihxiNpuI7xFGYKqd+B5hp0UgBQqlRERERKSNM2prOfjneylbvBiTry8d//kyQcOHebSGrflbeWTpI2wr2AZASlwKD6c8TGJIokfrANfC6ss/28Pab/YD0O+cRMb8rgem0+QXnGY7uAZ+mgM7vjx8rOeFMOZeSBzsvbrasILyGv725VbmrT0IQIzNj1mX9mFCn1hM6jQTERRKiYiIiEgbZtjtZNx3H6WLFmGyWkl8+SWCRo702PhV9ipe2fAK72x5B4fhwOZr4y9D/8KlSZd65Zdup8PJ9+9vZ/uyLABGXN6NMyd0VgBwMvuXwk9/h92L6w6YoM/lMObPENvPm5W1WYZhMG/tQf725VYKK2oxmeAPIzpz74Se2Py1O6GIHKZQSkRERETaJMPhIOOBByn56muwWkl44R8EjxnjsfFXZa1i1rJZ7C9xdSRN6DKB+4fdT4eADh6r4Ui1NQ4Wzt3Mvk35mMwmzr6mJ8mj4r1SS6tnGLDne/jpGdj/i+uYyQL9J8HoeyDqDO/W14btzSvnoc828cuufAB6xYbwxBX9OLNTuJcrE5HWSKGUiIiIiLQ5htNJ5kN/pWT+fPDxIfG5Zwk55xyPjF1aU8qza57lvzv/C0B0QDQPjXiIczp5ZvyGVJXV8uU/N5C1pwSL1cyEm/vStb93wrFWzTBgx9euzqiMta5jFl8YeA2MvgvCu3izujatxu7k9Z9288LiXdTYnfj5mPnTuB7cPKYbVovWMhORhimUEhEREZE2xXA6yZo5k+JPPwWLhYRnniFk3DiPjL04bTGPL3+cnMocAH53xu+4e/DdhPiGeGT8hpQWVDH/hfUUZlXgF+jDRdP7E9c9zGv1tEpOB2z9n2sB8+zNrmM+ATD4ehh5B4QmeLW8tm71vgIe/HQTO7PLABjTowN/u7wvnSODvFyZiLR2CqVEREREpM0wDIOsxx6j6JP/gtlM/NNPY5s4we3j5lXm8eSKJ1m4fyEAnW2dmZkyk6GxQ90+9snkZ5TxxYsbKCusJjjcj4vvGEBkfLBXa2pVHLWw6RNY8izku3YixDcYht0MI26D4Cjv1tfGFVfWMnvBdj5YkQZAZJAvf704mcsGxmsdMxFpFIVSIiIiItImGIZB9hNPUvTvj8BkIv7JJwi9+CK3j/m/3f/j76v+TklNCRaThev7XM8fB/wRfx9/t479azJ3F/PlyxuorrATHhvIJXcOJCTCuzW1GvZqWP8B/PwcFLkCE/zDYMQ0GHYLBEZ4tby2zjAMvtqUxSPzt5BbWg3ApCGJPHBBb8KDfL1cnYi0JQqlRERERKTVMwyDnNl/p/C99wCI+9tjhF52mVvHTC9N59Flj7IscxkAvSN6M2vkLHpH9nbruI2xd2Me38zdjKPWSUxXGxffNgD/4NNkVzOnA9P+n0koWIZpvw26jQWzxfVcTQWseRuWvgClma5jQVGQcjsMnQp+3ptm2V6kF1bw8P+2sHi7awprtw5BPP6bfqQkRXq5MhFpixRKiYiIiEirZhgGuc8+R8FbbwEQO2sWYVde6bbxHE4HH2z7gJfWv0SlvRI/ix/TBkxjSp8p+Ji9/9fnbUsz+P79HRhOg879Iplwc1+svhZvl+UZWz+HBffhU5LBEID9r4AtHs57BEoOwrKXoSLPdW5IPIz6E5x5HfgGerHo9sHucPL20n3MWbiTyloHVouJaWd3Z/rZSfhbT5P3n4i0OO//qSoiIiIichJ5L75E/ty5AMT89SHCJ09y21iphak8svQRNuZtBGBIzBAeGfkInW2d3TZmYxmGwdpv9rP8sz0A9EqJ5exre2E5XXY22/o5/Oc6wDj6eEkGfHrL4cdhnWH03TDwavDx82iJ7dWm9GIe+HQjmw+WADCsSwRPXNGX7tHqPBORU6NQSkRERERarbxXXiHvn/8EIOaB+4m45hq3jFPjqGHuprn8a9O/sDvtBFuDuWfIPVzZ40rMJu+HPobT4OdPUtn4fToAZ07ozIjLu50+i0k7HbDgPo4LpI5k9oFLX4R+k8CiX3NaQnm1nTkLd/L20r04DbD5+/Dghb2ZNKQjZvNp8t4TEbfST2sRERERaZXy5s4l9x8vABA9414ipkxxyzjrc9Yzc+lM9hS7OpDO6XgO/2/4/yMmKMYt4zWVo9bJd+9sJXW1aw2f0b/rwYDzOnq5Kg/bv9TVEXUyTjuEdlQg1UK+25bNw//bwsGiSgAuHRDPXy9OJipE3Wci0nL0E1tEREREWp38t94md86zAETddReRU6e2+BjlteX8Y+0/+Gj7RxgYRPhH8ODwBxnfeXyr6UCqqbLz9aubSN9eiNli4rzre3PG0Fhvl+VZlYWw7oPGnVuW7d5aTgPZJVXMmr+FrzZlAZAYHsDfLu/L2T2jvVyZiLRHCqVEREREpFUpePc9cp5+GoAOt99Ohz/e2uJjLElfwmPLHyOz3LVD22VJlzFj6AxC/UJbfKzmqiip4YuXNpCbVoqPn4ULbu1Lp+TTZIczw4C05a6d9LZ+Bvaqxn1fcOvobmuLnE6DD1amMfvr7ZRW27GYTdw0uit/GteDQF/92igi7qGfLiIiIiLSahT++99kP/EEAJF/vJUOt01v2etXFTJ71Wy+2PMFAAnBCTyc8jAj40e26Dinqji3kvkvrKc4t5KAECsX3z6A6M42b5flfhUFsOEjVxiVt+Pw8eg+UJIOVSU0vK6UybULX+fW9d+xrdiRVcoD8zayNq0IgAGJoTxxRT/6xLeekFZE2ieFUiIiIiLSKhR+8glZsx4FIGLqjUT96U8tNo3OMAy+3vs1T618isLqQswmM9f0vobbB95OoDWwRcZoKblppcx/aQOVJTWERPpz6Z0DCYtpXTW2KMOAtGWuIGrLZ+Codh23BkLfK2DwDZAwGLbNr9t9z8TRwVTde2TiU2C2eLT0tsThNFixt4A1eSYi9xaQ0j2aWoeTF75L5fWf9mB3GgT5WpgxoSd/SOmCRQuZi4gHKJQSEREREa8r+vQzsh6eCUDElOuIvvfeFgukssqzeGz5Y/yU/hMA3cO68+jIR+kX1a9Frt+S0ncU8tUrG6mtchCZGMwldwwgKLSdLixdUQAb/l3XFbXz8PGYfjDkeuj3O/A/olMn+VKY9K5rF74jFz23xbsCqeRLPVV5m7Ngcyaz5m8ls7gKsPBu6moignyxmCC3rAaA8ckxzLqsD3GhAd4tVkROKwqlRERERMSriufPJ/PBB8EwCL/mGqLvv79FAimn4eQ/O/7D82ufp7y2HKvZyi39b2Fq36lYLdYWqPwU63MaZKQWUZHhQ0ZqETXlTr59ZytOu0HCGWFcMK0/fgHt7K/rhuHaSW/N27D1f8d0RV1Z1xV1Jpzov3/ypdDrIux7fmL9km8YOGYCPt3GqkPqJBZszmTa+2uPm/RYUO4Ko8ICrDx1ZX8m9j3NFtAXkVahnf0pJyIiIiJtScnXX5Nx3/1gGIRNnkzMQ/+vRQKpPcV7mLV0Fmtz1gIwMGogj4x8hKSwpFO+dkvYvS6HJR+nUl5UDQTwxYZN9c8lDYpi3I3J+FjbUdBSnn+4Kyo/9fDx2H6uIKrf78C/kWtmmS0YnUdzcEsJAzqPViB1Eg6nwaz5WxtchesQf6uZ85O1QLyIeIdCKRERERHxipKFCzl47wxwOgm98gpiZz58yoFUrbOWtza/xasbXqXWWUugTyB/OvNPXNXrKswmcwtVfmp2r8thwWubT/h89yEx7SOQMgzY/wusfgu2fQ4OV2cO1iDoV9cVFT/oxF1R0mw1dic7skr5dF163ZS9E8sqqWbl3gJSkk6TnR1FpFVRKCUiIiIiHle6eDEH7/kzOByEXnYpcY8+isl8aqHRlrwtPLz0YXYWutYnGp0wmodHPExccFxLlNwinE6DJR+nnvScX/6bSrdBUZjb6kLT5fmw4cO6rqhdh4/H9ochN0Df3za+K0p+lcNpsCe3jA3pxWxML2JDejHbMkqocTgbfY2c0pMHVyIi7qJQSkREREQ8quzHH0n/011gt2O76CLinngCk6X5nUGV9kpeXvcy7217D6fhJMwvjL8M/QsXd7u4xRZLbym7VmfXTdk7sbLCajJTi0joGe6hqlqAYcC+Ja4gatv8w11RvsHQ77cw+HpXV5ScEsMwSC+sZEN6ERvTi9lwoIjNB4spr3Ecd25ogJVOEQFsOljyq9eNDvF3R7kiIr9KoZSIiIiIeEzZz7+QfsedUFtLyMSJxD/91CkFUisyV/DI0kdIL0sH4IKuF3D/sPuJ8I9oqZJPWUFmOXvW5bB7XS55B8oa9T3lJScPrlqN8jxYX9cVVbD78PG4ga4gqt9vwS/ES8W1fTmlVWw8cLgDatPB4voFyo8UYLXQLyGU/omh9O8YxoDEUDpFBOI0YPTTi8kqrmpwXSkTEBvqz7Curef/FxE5vSiUEhERERGPKF++nPTbbsOoqSF43Hkk/H02Jp/m/XW0uLqYZ9c8y7zUeQDEBsXy1xF/ZWzi2JYsuVkMwyDvQBm71+WwZ10uhVkVTb5GkM3PDZW1EMOAvT8d7opy1rqO+wa7FiwfPEVdUc1QXFnLpvTiui4oVydUQ+tBWS0mesfZXAFUYhgDEsPoHh2MpYHpnhYTzLwkmWnvr8UERwVTh86eeUlyg98rIuIJCqVERERExO0qVq3iwLTpGNXVBJ99NonPPovJam3Wtb7d/y2Pr3icvMo8AK7qeRV3Db6LIGtQS5bcJIbTIGtvSX0QVZp/OEwwW0x07B1Bt0FRdO4XySdPrD7pFL7gcD/ieoR5oOomKss9vFZUwZ7Dx+MHuRYt73sl+AV7rby2pLLGwdbMYjbUdUFtTC9mT175ceeZTNA9KtgVPnUMZUBiGL3iQvDzaXx34cS+cbxy7ZnMmr/1qJArNtSfmZckM7Fv61lzTUROPwqlRERERMStKtauJe3WP2JUVhI0ZgwJL/wDk69vk6+TW5HLEyue4Nu0bwHoGtqVWSNnMSjaO105ToeTg6lF7FmXy571uVQUH55W5WM106lvJEmDoujcrwN+AYf/2j1mco+T7r43elKP1rPIudMJ+w51RX1xRFdUCPT/HZw5BeIHerPCVq/W4doJb+MRC5HvzC7F4Tx+Ql3HiIC67idXF1TfhFCC/U79V7aJfeM4PzmWZbtyWLhkBePHDCele7Q6pETE6xRKiYiIiIjbVK5fz4Gbb8GoqCBoZAqJL76AuYmBlGEYfLrrU55Z/QylNaX4mHy4oe8N3DrgVvwsnp3m5qh1cmB7AXvW5bJ3Qx5V5bX1z/n6W+jSvwPdBkXRqU8kVt+Gu1mSBkUz8da+LPk49aiOqeBwP0ZP6kHSoGi3v45fVZYL6z+Ate8c0xV1pmsHvT5XqCuqAU6nwZ688vrupw3pRWzNKKHafvxOeFEhfvXh06GpeBFBTQ9rG8tiNjG8awT52wyGd41QICUirYJCKRERERFxi8pNm0m76Wac5eUEDhtG4ssvY/Zv2i5fB0oOMGvZLFZkrQCgT2QfZo2cRc+Inu4ouUG11Q7StuSze10u+zblUVt1eKcz/yArXQd2IGlQNIk9w7FYzY26ZtKgaLoOiOLA9jyW/riSkWcNo2OvDt7tkHI6Ye+Prq6o7V8e0xU1ybVWVNwA79XXyhiGwcGiyvrwaeOBYjYfLKa02n7cuTZ/n6PCpwEdQ4m1+be63SFFRDxNoZSIiIiItLiqrVtJmzoVZ1kZAYMH0/GVf2IOCGj099uddt7f+j4vr3+ZKkcV/hZ/bh90O9f0vgYfs/v/CltdUcu+TfnsWZdL2pZ87LWHO12CQn3pNiiaboOiiO8eitnSuCDqWGazifgeYQSm2onvEea9QKosx9UVteYdKNx7+HjC4Lq1oq4AX++t19Va5JVVu6bfHbEOVH4DO+H5W830jT8cPvVPDKNzRGDrmZIpItKKKJQSERERkVNiOBxUrFpFyPr1VERF4RsWzoEbp+IsKSFg4EA6vvYa5qDGhxo7Cnbw8NKH2Zq/FYDhscOZmTKTjraO7noJAFSW1rB3Qx671+WQvr0Qp+Pwmj+2Dv50GxRN0qAoYrrYMLX1gMHphL0/HNEVVdfd42dzdUWdOQXi+nuzQq8qrapl08Hiw+tAHSjmYFHlcef5mE30jA05ah2oM2KC8WlmUCkicrpRKCUiIiIizVaycCHZTzyJPSuLOCDj3x+5tgwzDPz796fj3NexBDcukKp2VPPahtd4a/Nb2A07Ib4hzBgyg8u7X+62aU5lhVXsWZ/LnnW5ZKQWYRyx9nR4XBBJg6LoNiiKDonB7WOqVWk2rH/f1RVVtP/w8cShMPh66POb064rqqrWwdbMEjYeOLwO1J688qPeC+B6W3frEMSAQ9PwOoaRHGfD39r4nfBERORoCqVEREREpFlKFi7k4J/u4rjf3useh19zNZaQkEZda032Gh5Z+gj7SvYBcH7n83lg2ANEBUa1YMUuxbkV7F7nCqKy95Yc9VxUpxC6DYoiaVAU4bHtJJxxOmHP966uqB1fHdEVFQoDJru6omL7erXEpnA4DVbsLWBNnonIvQVN2kXO7nCyM7usfhe8jelF7Mgqxd7ATngJYQH10+/6J4bSLyGUEH9rS78cEZHTmkIpEREREWkyw+Eg+4knjw+kjpD73POEXnwxJsuJO0nKasp4fu3zfLzjYwA6BHTgoeEPcV7n81quVsOgILOcPety2b0ul/z0ssNPmiCuWyjdBkXRbWAUtg6NX/eq1SvNgnXvw9p3j+mKGnZEV1Sg18prjgWbM5k1fyuZxVWAhXdTVxMX6s/MS5KZ2DfuqHOdToN9+eWHFyJPL2ZLRjFVtcfvhNch2Lc+fBqQGEa/xFA6BHt2Z0cRkdORQikRERERaTRHSQk1Bw5Q9v0P2LOyTnquPSuLitVrCBo+rMHnfzzwI48tf4zsimwAruxxJfcMuQebr+2U6zQMg9y00vqOqKLsivrnTGYTCWeEkTQoiq4DowgKbUfhg9MJexbD6rdgx9dg1O0U6BcKA65y7aAX08e7NTbTgs2ZTHt/LcfGoFnFVUx7fy2P/6YvEUG+9R1QG9OLKa06fie8ED8f+iaEMqBj3TpQHcOID9VOeCIi3qBQSkRERETqOWtqqD14kNr0dGrT06k5kH746/R0nCUlv36RI9hzc487ll+Zz9Mrn+brfV8D0DGkIzNTZjI8bvgp1W44DTL3FLOnLogqLaiqf87sY6JT7wi6DYqia/8o/IPb2TSskkzXWlFr34WitMPHOw53dUUlX97muqKO5HAazJq/9bhACqg/9uCnm497ztfHTJ942+F1oBLD6NYhSDvhiYi0EgqlRERERE4jhtOJPTeX2gMHqElPpzb9oOvrg+nUHkjHnpNz0il5AJbISMxhodTu3vOr4/lEHV4TyjAMvtjzBbNXzaaougizycyU5ClMGziNAJ/mTZtzOJxk7Cxi97pc9q7PpaKk5vDYvmY6940kaVA0nftG4hvQzv7q63TA7u9hzTFdUf6hMOD3rrWiYpK9W+MpqHU4SSuoYE9uOd9vz66bsndynSICGZkUWT8Vr2dsCFbthCci0mq1sz+ZRURERMRRUnJUl1NN+gFX+JSeTu3Bgxg1NSf9flNgIL4JCVg7dsSamIBvYiLWxLqvExIwBwVhOBzsOm8c9uzshkMskwmfmBgChwwGIKMsg0eXP8ovB38BoGd4T2aNmkWfyKZPJbPXOjiwrZA963LYuzGP6vLDU7R8A3zo0t8VRHVMjsDq2w53RivJPLxWVPGRXVEjYMgNkHwZWNvO2lgF5TXsyS1jT245u3PL2J1bzp68MtLyKxpcgPxk/jz+DC4bmOCmSkVEpKUplBIRERFpY46bYpfu6nJq9BQ7iwVrXBzWxER8OyZiTUjE2jGxLnxKxBIR8avr65gsFmIefMC1+57JdHQwVfe9MQ8+gNMEH237gH+s/QeV9kp8zb5MGziNKX2mYDU3fgpdTZWdtC0F7F6Xw/5N+dRWO+qfCwix0nVAFN0GRZHYMxyLTzvsjHE6YNd3rh30di44oisqzNUVNXgKRPf2ZoUnVetwsj+/whU+5ZWzO8f1eU9uGYUVtSf8vgCrhW5RQdgCrCzbnf+r40SH+Ldk2SIi4mYKpURERERamfopdunp1Bw4cPQUu/SDJ+5OOoIlMrKuy6kj1sRE19cd676OjcXkc+p/DbSNHw//eJ7sx59w1VTHJyaGmAcfIHdYEtMXTGFD7gYAzow+k0dGPkLX0K6Nun5VeS37NuWxZ10uaVsLcByxa1pQmB/dBkWRNCiKuO5hbXONIKcD0/6fSShYhmm/DbqNBfMxnV0lGUd0RR04fLxTCgy+AZIvbTVdUYZhuLqe6sKm3bnl9R1Q+wsqcJyk6ykhLIBuUUF06xBEUnQw3ToE0y0qiFibP2azCYfTYPTTi8kqrmpwXSkTEBvqz7CuEW57fSIi0vIUSomIiIjUMRwOKlatImT9eiqiorANH47J4p7pX/VT7A51OR08YlHxpkyxSzyyy+noKXaesLKnmaenW4jYYSa8DAqDIb+niYF+C1k8fzG1zlqCrEHcM/gefnvGbzGbTt7FVFFSw94Nuexel8vB7YU4jwgybFEBJA1ydUTFdLZhaotB1CFbP4cF9+FTksEQgP2vgC0eJj4NvS6CXd8e0RVVF8b5h8HAq11rRUX38lrpNXYnaQXl7K6bbrcn93AIVVx54q6nQF9LXfDkCpySolyfu3YIItD35L+WWMwmZl6SzLT312KCo4KpQ++CmZckY2nL7wkRkdOQQikRERERoGThQrKfeBJ7VhZxQMa/PyInNpaYBx9wdQQ10eEpdgepTT92UfGDOIuLT36BhqbYHfq6kVPs3O3b/d9yzw/3YGCQ1fmIsKkql2/2fQPAWYln8dCIh4gNij3hdUoLqtiz3rVjXuauoqOawCLig+o6oqKJTAjy+mtuEVs/h/9cB8f2/JRkwn/+AAGRUHnEVLXOo1w76PW+FKyemZ5mGAb55TX16zwd6njak1dOWiO7npKigkmKCqJb1OGup1P57zexbxyvXHsms+ZvPWrR89hQf2ZekszEvnHNvraIiHiHQikRERE57ZUsXOhaG+mYKXH27GzX8X88f1wwdeQUu4YWFW/SFLuExMOLirfwFDt3cTgdPLXyKYwGJ1O5hPqF8vzZz+NjOf51FOVUsGedqyMqZ9/Ra2BFdw6pD6LCYgJbvHavcjpgwX0cF0jB4WOV+XVdUde41oqK6um2cqrtDtLyK47uesorY3dOGSVV9hN+X5CvpT5s6tYhmKRo1+euHYIIcOPi8hP7xnF+cizLduWwcMkKxo8ZTkr3aHVIiYi0Ua33bzoiIiIiHmA4HGQ/8WTDAVLdsayHZ1KTdgB7xsEjpts1YopdQED94uFHLiRuTUz06BS7U2EYBhX2CvIq88ivzHd9rspnY+5Gsitc60iZDBNxJUkE1tqosJaQaduNYTIori5mXe46hsYOda03lFHO7nW57FmXQ/7B8sODmCAuKZSkQdF0HdgBW2TrWCPplNSUQ3kulOfXfc6FijzIWO9aJ+rX/PZN6H5ei5RiGAZ5ZTVHr/OU5wqhDhRUcKKmJ5PpUNdTcP1aT0kdXJ1PMTY/r3WtWcwmhneNIH+bwfCuEQqkRETaMIVSIiIiclownE6cZWU4iotxFJfgKC7CWVxMxYaN2LOyTvq9jqIicp955vgnjphid+Si4q1pit2JVNorjwqZ6r8+4lheZR4FVQVU2itPeJ2u+f0Zte8KgmvC64+V+RbyS5d57I3YSPruPOzLdrF7XS7FOYevYzKbSOwZRrdB0XQd0IGgUD+3vt5TVlt1OFgqP/RxKGw6FDwdcfwk96xRKgub/C3Vdgf78yvqd7Y71Pm0O7eM0pN0PQX7+dQvMt4tKviotZ78re7rehIREVEoJSLiIbV2O9+vWMG2tIMErFjBOSNGYG3FU3NEWitnTQ3O4uK6cOlQwFTsCplKSnAU1R0vOeJ4UTGO0lJwOk96bQMTRWHdqfa14VdTQljRLkx1U6oCBg4kcPjwuvCpbrpdK5tiV+OoIb8yvz5QOjZkOvK58tryX7/gEQJ9AokMiKRDQAci/SNxGA72rc9n/M4bjzs3IR8EQAAAL1JJREFUqCaM8TtvpMqnnIzlfmSQBoDFx0zH5AiSBkXRpX8H/IOsLfK6m8VeczhMqjgyZMo7Jmiq63aqKW36GD7+EBQFgZGuz0FRrrBqy6e//r3BMQ0eNgyD3LLqI9Z6+v/t3Xl4FGW6Pv67es+esBNAVjEQdhKWAOICAYIyCCrjCERBRxmUbTgoo7L8ZFBQPOByfqi4jg56lFGPExQYYEZQUEH2QAwBZAtLyB6S9FLP949OmuwkBXR10vfnunKRru50nty83V399FtvXVlk/HRWzbOeWkcEVFpkvGPTYDQL0W/WExER+Tff2Yuia+LNswU1JMyNvOWLjf9CWlI+AopDEYIopB6yY/9n/0TH0cG4J36Y3uVRA+R02LF3w8fI3LUNe42Z6D3iQZjMFr3L8hCRMrOWcso0mXKvNJtyS7ZXaDJJ4bXNQFECAmAMDYUxLAzGsDCoLheKfvkFF5r0RGqn+1BsuzLjx1qUhZuPfoZmGfvQdPZsBPXvd61/ep05VAcyCzM9zaTSxlJps6nsrKa8OjZOrEarp8nkaTgFNEYTWxPP5UbWRogwN4JFscHlUOF0uKA6BcWFdnz0xTYAgILyDY3SywHOYBgtCtp3d58xr223xrDYbtDup8sJFGbW0FgqaTxdLrmu6CoLzVfFYAaCmpR8NQUCS/4NKtN0CixzvSXI3Q0qS3Wh8NgOWC+fQ1VHnakCFAe2gBLZH7+dyyu3yHhaRgGOXchHXnH1s55CSmc9VVhkvF1jznoiIiLfw6ZUA3C9zxbkL5gbecsXG/+FM/9QECAhKPu+LaAoBGf+AXyBf7ExVQPV6UT6tm2w/noc6SHb0PrWW2HwoZkpvmj7xy/DsOo9ROSqGAAAn+3AT//fy1BnPozBD869rr9L7PYyM5JKGki5NTSZShtMeXmAy6X9FysKjKGhMISHwRga5mkwGcPCYAgrbTiFwxh2pflkKGlEGazlDxMTlwvf/+4JHGx1b6VfU2wNx8HoR9HzzOeIiumrvd4KXKoLWcVZ7gZT4SVkFFUzq6nwErKLcmBUTTCpZhhVE4xigrHke5NqhlHMMKoBaKK2R3PVDAusCDOGI8QYimBDKIIMwQhQAmFTAmGDDRaxwSwWmFQz4FLgcgpcThVOhwpXyVeBU0WeU8VRRzZcjsxq/w4brr4mVsJjPXBTdOO6h6Sq7kPYLleYwVS2sVR2vabCLFS9eHgNFEPlxpLncpnmUulsJ1tY5SZTHTlFwWLHZCzFcqiCco2p0llOc3J/j28Wbqq+bAVoExFYaZHxjk2D0JSznoiIqB5pMHv1b7zxBl566SWcO3cOPXv2xGuvvYZ+/bz/aaa3aTlbEDE38h6H04mTX+bBJKGV38goChQRnPqiCIdDzsBiM8NoMsBoNsBU8q/RbIDJbIDRZITJbIDBpLj/NRqq/oUNTNr/JWHbxiIUOCMA9EBaGhD0j68wJN6GjmNG612eT9r+8cto9Pw7lbaH5apQnn8H24FKjSkRgVpQUDIjqeQQOE+Dyb32kns2U9kGU8mspcuXr6lexWYrN2upcpOppJEUVrI9vOR2wcFQDNfncSCKAckdfgcUo8rHKUSQ3OF36JnrgLjslRo4pZedDhfyCvORczkPeYX5yC8qwOWiQlwuKkJRcTGK7HbY7Q447U64nCoMqru5ZPI0mawwqm3RSDqiaZkmlAHXZ3aLveQLcJR8aVP6vCQisBdevbFYdLnkd4m4Zyd5ZjFV0Vgqu17T5UuA1LVxqQCBjaqZweT+Xg1sAru1EezWxigyhaDY5V6Lqcihotipotjpgt1Z8r1dRXGBq2R7FoqdGVeuc7hvW+y57ILdVcV2pwvFDtVzXZHDBUEvZBlmYaH5Q0TiStPvHBpjsWMSNqjufdgQm8k946lkkfHSNZ/aNg7krCciImoQGkRT6tNPP8WcOXOwevVq9O/fHytXrsSIESOQkpKCZs2a6V3eDXPVswUpCs4vfQEhd97JQ9LKYG51JyLubCp8ifvKytvdV1SxXUrvsPyX53dU93M13F8V1111u8g1/0zN20vvC9h19DeY1JuA6j60VhQYJRBbPkip0/+JYlDKN69MCoxmY0kDq0wzq+zlSo2uqm9b9j7K3bbCzyk3+GxHaf+XhG/X2wDYym0vcIbh2/UKRiKJjakKnA47DKveA1B5yBngHpbBL76LE1tTgLy8cg2ma521ZCjTWPI0mcJLZyeFl2swuWctuS8bbLar3/8NdvrXTDjslhofpw67BR/O/6GO92wBYIEJYQgGEHxtZQIADEalysdqjY93U/nryj6W3T9nLHkOudIEr+4+DSbFMwvnZHIGvn51/1VrDvz3n4HvdrsbTWrdm2F2UwgKLY1QaI5AgSkCeaZw5BvCkGMMRw7CkGUIRyZCkSmhuKQGo9AFdzMoW4X9krtZVLZB5HDlAMgBcLzOtVxPG9R+2FQcg36GI2iGbFxAOH5So6DC3Wx9fmw0JvZvy1lPRETUoDWIptQrr7yCRx99FA8//DAAYPXq1UhKSsK7776Lp59+WufqbpzLu3bXfLYgETjPncOJCb+HMSzMe4X5OFdOTq1yOz7+XhhDQkqaL2UaEOWaMnXbDlRoZtT1voDa/Z6aGkZ13E7XqFlfoGvlRYArsgQXoXGL5iXrtZSffeFyui+rriv/H6IKnMUuOIuvoZFwjQwmpdwb36rfJBtLLpfe1lip0XXljfGV7w0Gwb83lK6ZUlV7RcX2jYVon+DkoXxl7P/XJ4jIrX4hbwWA1SEo3L69yuudJgVFQWYUBZpQFGhCceCV74uCzCgOMKEoqMJ1QSYU20yovDhOfsnXmSubVABZJV8+xHKsCaJw51VvJ1DhNDjhUhxwGZxwGRzuywYHXIrTs630sWG2mGCxmGGzWhFgtSHAakNwQCCCA4IQGhCCkIAgmC0mmEqaQDU+NkouG25wM7guci/9iCBDAQrURgCqmrWmIthwCZH56wHlyrjMkwBkSgguIRSXJAyXKn0fhkwJQYaEIQshcNR6d9WBug4ugwJYTUZYzQZYTQb39yYDrGYDLEZDlddZTFVv9/yMueRypdu5Lx88k4NpH/9SkpABO9WuVdbWqWkIG1JERNTg1fs9ebvdjt27d2P+/PmebQaDAcOGDcOOHTt0rOzGc168WKvbFR08eIMraZiKjxzRuwT/oChXDpcp/V4pWSK3zGWt26GULLh7PbYrClDHnzHn1+7wopvbp+O26Qk13kZVxdOg8jSvnBUaWNU0tJwOl2e7yyFwOlW4SrZVez9VfF92uRbVKbA7XUDRjWqMhdRwnQH5zkZI//57tBo69Ab9/vonL/0kAmpxu429FOztqKDApiA/AMi3ub8cZgXuztGVA71q5ACQfS0V+4bI4k61akp91+sjBLVTPAuAN7GVLgze2rM4eCNbI5iNOp5RzouKcs5gSOg6fJs9D+5xU/b5TgWgYHDou3jTlYAk1wBckjBkIgTFuLLgvsVUfWOnncmAW6pp7Hi+N5dtFJW/n0pNpArbrSYDTDocCh0ZHoCWYTacyymqcgUsBUCLMBv6tW/k7dKIiIi8rt43pTIyMuByudC8efnT5jZv3hxHqmkqFBcXo7i42HM5NzcXAOBwOOBwaF9jwesaRVz9NgAiHnkElg4dbnAx9Yf92DFkrVlz1dtFPP4YLB07uRsRCso3G0oaEEqV269sK9/EKH9bBVXcb8ntK91v6f2g9O6u8jur2F6+nsr3X2VTB0rl31fhPsrXUsXvq2L7lVoavtAdO3Hk3QsotoZfyaIsEViLs9C9e+faPf8ogNECGC0GWKqcmXDjiIh7hpanUSVXGl3OqhplFZpoZRpfnp+tooHmcgouX8pCQf7VX6LyLmTWr+ftGyywWata3S48YTR+N2DQDa6m/jiedRz5R7MQZA+vdBY5ABAI8i3ZmJXwR8S2jK35zlT32fL8gTWsBTradmJk+HJsy52KArWJ57pgwyUMDn0XHW070Sn2bazoHV+usWQxGmA26jnzSyCqCw5Vn9mmz4y6BU9+sg8KyvX6PaPvmVG3QHU5oVN59ULpcz9fA+qGudUdM9OGuWnTkHKr7d9Q75tSWrzwwgtYvHhxpe0bN25EYGCgDhVppKpoHxYGU05OlctgCABnWBh+7NgBuE6LwTYIHTvULre2bcG9Qbpmqoq2Z/8Pv7afjNI1yzxKDo9se/ZrbL80Fli/Xp8avcmA0mV2KlHgflEyAQg9dRppB7tc9e5OnD+LFH/IrZZUVyiahSgIz5NqDqYCskMNCA0eAOWwfzSGa6OdtMMn7ddjSMrvIZByjamSg5uxt/23uOWXBKxXON5KqaqKptII7a070b7pT0i3d0GBGoEgQxZaWg4DUJEujZBvN+PIz//Ru1yf83BnBf84YUC2/cp4C7MIxrVT4fptN9b/pmNx9cimTdWfpZCqx9zqjplpw9y0aQi5Xa7lyXDqfVOqSZMmMBqNOH/+fLnt58+fR4sWLar8mfnz52POnDmey7m5uWjTpg3i4+MRGhp6Q+u93vJtNpyb82f3hbLr/5TMfGmzaCG6DOOp5itibuRN+TYbLH99G6md7kOx7coMR2txFm4++jl6PJOIYI63clSnE+f+az0KnGGodq0aUzZunzqFa0pV8ENBGpS/vlfNwVSA88lE3HX3GH2K82EBpwLw/3/5HuJO3INg+5XHaYElGz+0+wLTfjcRd7a5+iF+/mafNRvNfpwFQEUr6yHPdrXkpfVM/wW4a/hdutTm6xIAzFMFO9MuYsuO3bhjYF8M6NgURh9aN8yXORwObNq0CcOHD4fZ7B+HzF4PzK3umJk2zE2bhpRb6RFpV1Pv9+QtFgv69u2LzZs3Y+zYsQDcn9xt3rwZTzzxRJU/Y7VaYbVaK203m8317j8+YtQod1Nu6QvlFu82NW+O5n+Zj9D4eB2r813MjbwpYtQo9DYa0fKvLyCjOATFllBY7bloYstHiwVPc7xVxWzGkHgbvl1fusZRFWvVxAfAGlCbFZT8y9BJ87DdYIBh1XvlFj3PCTNCnfEQhj44V8fqfNfIDiNhGm/Ciz8ug/FcMAIdobhszoXaogBP9Z+HYW3ZOK5KTMLD2GM0IHLHYjTHJc/2C0pjpA9ciJgRiTpW5/vMAAbd3Aw5qYJBNzerd/uhvqA+7r/7AuZWd8xMG+amTUPIrbb11/umFADMmTMHiYmJiImJQb9+/bBy5UoUFBR4zsbX0IXGxyPkzjuR++OP2L1pE/oOH47Q/v2hGI16l+bTmBt5U+l4a14y3qI53q6q45jRGIkkbNtYhALnlZkrwaZsDI4PQMcxo3WszrcNfnAunPfPwJ4NH+Pgj9vQrf8Q9BvxIEzmKo6bJI9hbYfh9ja346ezP2HTjk0YPnA4+kX2g9HAx2lNeo9IhOvOB3Fgx3oc2bMDUb0HouvABLTgLEYiIiK6igaxtzBhwgRcvHgRCxYswLlz59CrVy98++23lRY/b8gUoxGBsbHIu3gRgbGxfKNbS8yNvInjre46jhmN9glOnP7uOyTv3o+ufXug9a1jecheLZjMFvQaMRFnXY3Qa0QCTPX80zZvMRqMiGkegwuWC4hpHsOGVC0ZTSZEDRiFY5mCqAGjYORjlIiIiGqhwewxPPHEE9UerkdERPWXwWRCyyFDsCcvDy2HDGFDioiIiIiogeAp2YiIiIiIiIiIyOvYlCIiIiIiIiIiIq9jU4qIiIiIiIiIiLyOTSkiIiIiIiIiIvI6NqWIiIiIiIiIiMjr2JQiIiIiIiIiIiKvY1OKiIiIiIiIiIi8jk0pIiIiIiIiIiLyOjaliIiIiIiIiIjI69iUIiIiIiIiIiIir2NTioiIiIiIiIiIvI5NKSIiIiIiIiIi8jo2pYiIiIiIiIiIyOvYlCIiIiIiIiIiIq8z6V2ALxARAEBubq7OlVwbh8OBy5cvIzc3F2azWe9y6g3mRt7E8aYNc9OGuWnD3LRhbtowN22YmzbMre6YmTbMTZuGlFtpf6W031IdNqUA5OXlAQDatGmjcyVERERERERERA1DXl4ewsLCqr1ekau1rfyAqqo4e/YsQkJCoCiK3uVolpubizZt2uDUqVMIDQ3Vu5x6g7mRN3G8acPctGFu2jA3bZibNsxNG+amDXOrO2amDXPTpiHlJiLIy8tDZGQkDIbqV47iTCkABoMBrVu31ruM6yY0NLTeD2A9MDfyJo43bZibNsxNG+amDXPThrlpw9y0YW51x8y0YW7aNJTcapohVYoLnRMRERERERERkdexKUVERERERERERF7HplQDYrVasXDhQlitVr1LqVeYG3kTx5s2zE0b5qYNc9OGuWnD3LRhbtowt7pjZtowN238MTcudE5ERERERERERF7HmVJEREREREREROR1bEoREREREREREZHXsSlFRERERERERERex6YUERERERERERF5HZtSREREfornOtHG5XLpXQL5CVVV9S6hXioqKgLA/LTia0PdMTMi7diU8hMFBQWw2+3IysoCwBdprfiCQzcaxxh5g91uBwAUFxcD4LirrXPnzgEAjEYjG1N1kJqair179+pdRr2TlpaG119/HRcvXtS7lHolOTkZUVFR2LdvHwwGvtWprdzcXGRlZeHcuXNQFIXvFWrJ6XQCuPI6ytxqp+J+B/dD/Bufqf1AcnIy7r//ftx2220YMWIEdu7cyRfpWkhJScHChQvx0EMP4fXXX8eBAwegKAqfNOm6O336NHbv3g0AUBRF52rqj6NHj2Lp0qVITEzEmjVrcOLECb1LqheOHDmCxx57DCNGjMBjjz2GgwcPctzVQlpaGiIjI5GQkACAjana2rdvH2655Rbs2LFD71Lqlf3796N///747bffkJGRAYBvdmtj7969GDJkCE6ePIlNmzYBYG61cejQIdx-aNHD2zcuJHvFWrh8OHDmDFjBu677z7Mnj0bO3bsYG61UPY91po1a3DkyBE2Qmvh/Pnz+PXXX/Uu44bgo6aBS05OxuDBg9G5c2eMGzcO7dq1w8KFC1FUVMTmSg0OHjyIgQMH4vTp08jOzkZSUhKGDh2KDRs28M0bXVcpKSmIiYnBtGnTsH37dr3LqTcOHjyIuLg47Nu3D6mpqXjrrbewbNkyFBQU6F2aTztw4ADi4uJgtVrRsWNHnD9/Hq+88gocDgdfE67iwoULaN26NY4ePYqRI0cCcDemuBNdvX379iEuLg7z5s3DtGnT9C6n3khPT8e4ceOQmJiIFStWoEuXLgCuzGykqu3btw8DBw7ErFmzMHPmTKxevRpOpxMGg4HPbzU4cuQIhg4digEDBuC//uu/cM899+CJJ55Abm4uAM5gqc6hQ4cwaNAgiAiaNm2K8+fP49Zbb8WaNWu4L1KD5ORk9O/fH8nJyUhNTcWaNWswfPhwbN68mY/VGhw+fBj9+vXDc889h0OHDuldzvUn1GAVFhbKPffcI9OmTfNse+edd+TBBx8Uu90uFy9e1LE635Wfny8jRoyQuXPnerbt3r1bIiIixGq1yv/+7/+KiIjL5dKrRGog0tPT5bbbbpNBgwbJqFGjJD4+Xr777ju9y/J5J0+elK5du8rTTz/t2fbGG29Ihw4d5MyZMzpW5tuOHTsmHTt2lGeeecazbdGiRTJlyhQRcT/3ifC5rSqqqsqOHTukS5cu8ve//106d+4sCQkJnus57io7fPiwmEwmz+NUVVVZt26dLF26VNauXSspKSk6V+i7vv32W4mLixMR9+PxySeflNGjR0tsbKx8+OGHUlhYqHOFvmfPnj1iMplk/vz5IiJy/PhxadOmjSxfvlznynybw+GQyZMny+TJkz3bNm3aJOPGjZPMzEw5deqUjtX5rqKiIhk/frw8+eSTnm1nz56VqKgosVgssmLFChFxP+/RFU6nUyZOnCgPPvigZ9uePXtk6tSpYjQa5Z///KeIcD+kojNnzkhcXJz07NlT+vXrJ1OnTpUDBw7oXdZ1xZlSDZjdbkdaWhqio6M929LS0rBt2zbExsYiNjYW77//PgB+ClJWUVERTp06hQEDBgBwZ9OnTx/ccccdGDhwICZOnIgff/yR03Ppmp0+fRpGoxHLly/HjBkzYDQasWTJEmzbtk3v0nyWiGDr1q3o3LkzHn/8cc8slalTpwJwfwJHVfv5558xaNAgzJgxw7MtNzcXu3btQv/+/TFy5Ehs2LCBn1RWQVEU9OjRA127dsXQoUOxbNky/Prrrxg3bhymTJmCt956C5cvX9a7TJ/yn//8By6XC4MHD4aqqrj99tvx4osvYvXq1Vi6dCkSEhJ4SF81Ll26BJPJBAC47bbbkJqaip49e6J///5ITEzEiy++CID7bqXy8vLw7LPPYu7cuVi6dCkAoHHjxujVqxe2bt2qc3W+zel04vjx4+jQoYNn2/bt27F161bceuut6NatGxYvXsxZehU4HA6kpqZ63mM5nU60bNkSgwYNwrBhwzB37lwkJSXx6IoKVFXFqVOn0KZNG8+2Xr164YUXXsAf//hH3HvvvVxmpgpHjhxBSEgIPvjgA/zpT3/Cnj17sHLlShw8eFDv0q4fXVtidEOpqioPPPCAdO/eXT7//HOZO3euBAYGyvvvvy9JSUmydOlSMRgMnJlRwYULF2TgwIGyZMkSz6eRx44dk8jISFm3bp2MHDlSHnzwQXE6nfwEhK7Z3r17Pd8nJSV5Zkz95z//8Wwv/cSInxy5JSUlyerVqz2XVVWVvLw8adWqlXz22Wc6VubbsrKy5MiRI57Ly5cvF5vNJitXrpTVq1fLtGnTxGKxyP79+3Ws0ncVFRVJ7969PZ/kbtmyRcLDw0VRFE9mDodDzxJ9zqJFi8RoNErHjh1l/PjxkpKSIk6nU3766Se57777JCYmRs6fP693mT7nm2++EZvNJh988IGMGzeuXEYffvihKIoi27dv17FC31N25l3pa+X27dtFURT5/PPP9SqrXpgxY4aEhITIG2+8IdOnT5eAgABZu3at7NmzRz7++GNRFEX+8Y9/6F2mT7Hb7XL33XfL1KlTJScnR0RETpw4IU2aNJGNGzfKQw89JIMGDZKCggKdK/U906dPl4EDB0pmZma57SdPnpTx48dLQkKCJ1NyKywslB9++MFz+d1335U+ffrI1KlTy+2z1ef3pWxKNXCbN2+W+++/X8aOHSudOnWSN99803NdcXGxREdHy8KFC/Ur0EfNmjVLevToIX/4wx9k+fLlEhwcLNOnTxcRkZdeekmio6PF6XTqXCXVVzU1l9avXy8jR46UESNGeBrGM2fOlJ07d3qrPJ9V1WOu7Atw37595auvvvJc/uCDD3iIkFSdW3FxsTz66KOyceNGz7bS5vuHH37ozfJ8VtnHaek4S0xMlC+++EJERB544AFp1KiR3HTTTTJ27Fg9SvRJFcfbkiVLpHv37rJnz55y2z/77DNp3Lgxm6Alyo43l8slv//976V9+/bSpUsXyc/PF6fT6blN79695ZVXXtGrVJ9it9ur3K6qquTm5sqYMWNk0qRJcvnyZX6wU0bZLNLS0mT69OkyceJE6dOnj7z00kvlbjto0CB5/PHHvV2iTyqb28qVK2XAgAEyZMgQmT9/vgQFBXlyWrt2rbRr106ys7P1KtVnffrpp9K7d29ZsWKF5Obmlrvu/fffl8jISDl58qRO1fmuig2n999/39OYKj2Ub/HixbJv3z49yrtmJr1natH1c+LECWzatAkGgwGtWrXCyJEjcccdd+COO+7ApUuXMHjwYLRq1QqAe8q30+lEaGgoWrZsqXPl+iqbW2RkJEaNGoX//u//xtKlS/H999/jm2++wXPPPYd58+YBAMLCwhAQEMBp81Rn2dnZCA8Ph8FggKqq5aYniwgURcGoUaOgKApeffVVLF26FDabDV999RUSExN1rFxfpbkZjUY4nU7PYS1A+bMVlj3s7JlnnsFrr73mOauhPyqbm8vlgtFoBOAeaxaLBatXry43FhVFQcuWLctNq/dHVT1OS8dZdHQ09u7di88//xxbt27F+vXrcenSJUyaNAkTJkzAp59+qnP1+qluvD3zzDMYPXo0oqKiAMCTaWRkJJo2bYrAwEA9y9ZdVePNYDBg3LhxSElJweHDh5GWloYePXoAcOcXHByMiIgInSvXV2luZrO50usp4H5tCAkJwbBhwzB//nwsWLAAnTp18rzW+quy4630cdqhQwe8/vrrKCoqwtChQ9GiRQsAgMvlgojAarWiffv2Oleur7K5le6HzJw5ExEREdiyZQt+/fVX/PWvf8XMmTMBAFarFaGhoTpXrb+zZ8/il19+gd1ux0033YSYmBjcf//9+Pe//423334bAQEBmDBhAho1agQAiI2NRWBgIPLy8nSuXF9lc2vbti369u3rOQO8iMBgMHjeF7z66qtYtWoVcnNz8fnnn+Pee+/VuXqNdGuH0XW1f/9+ady4sQwYMEA6duwowcHBMmXKFDl79qznNvfcc4/MmTNH0tPTpbCwUBYsWCA33XSTHDt2TMfK9VVVbomJieU+2ajYxZ8yZYqMHz9eiouLvV0u1WPJycnSvn17ee655zzbKn5qW/ZTkK+//loiIiIkPDy83CF+/qY2uYm4pzZ36NBBvvjiC3nxxRfFZrPJrl27vFmqT6nreBMR+ctf/iI9e/aU9PR0r9Toi66W25o1a0RRFLn55ptl9+7dIuI+rC8pKUlSU1O9Xq+vqCq3q80m/vOf/yxxcXGSlZV1g6vzXVXlVvYQ0L/97W9yyy23SGhoqHz55Zfyr3/9S5599llp3bq1X++71eX5TVVViYuLk0mTJlU7q8pf1OZxOnXqVBk9erQcP35cMjIyZOHChdKqVSs+v1XIreJ7gIpj6/HHH5f4+Hi5fPmyV2r0Rfv375cOHTpIv379pEmTJhITEyNr1671XP/QQw9J9+7dZdasWXL06FG5ePGizJs3Tzp37iwZGRk6Vq6vqnKruDRF2ee7d955R8xms4SFhVWakVyfsCnVAOTl5cnAgQM9Z4BIT0+Xb775Rho1aiQjR46Uo0ePioh7Cn1sbKw0a9ZM7rjjDomMjJRffvlFz9J1VVNuw4cP9+RWau/evTJz5kwJCwtrcGc8oBvr5MmT0qtXL7n55pulW7dusnjxYs91Ve1Iu1wumTVrloSEhPj1WKtLbi6XSwYPHizR0dESGBgoP//8s7fL9Rl1yU1E5MiRIzJ79myJiIjw6wZoTbmVfeP21FNP+XXDs6La5lbq8OHDMmvWLImIiKi3hxlcDzXlVvYN77Zt2yQxMVGCg4Ola9eu0qNHD7/ed6vr85uIyKOPPir9+/f3nGHUH9U2t48++kiGDh0qFotFBgwYIDfddBPHWzW5lW0glzZBv//+e5k+fbqEhob69fPb0aNHpXXr1jJv3jzJzs6WXbt2SWJiokyZMkWKioo8t1u8eLEMGTJEFEWRvn37SosWLfx6vNWUW8W1jFVVFafTKTNmzJCIiAg5ePCgjpVfOzalGoDCwkLp06ePfPLJJ+W2p6SkSJMmTWTMmDGebUlJSbJs2TJZvXq1X3/KJnL13O655x7PC3V2drb87W9/k969e9frLjR5n6qqsmzZMklISJCNGzfKwoULJSoqqsY3bvv375dWrVr59RvfuubmcDgkLi7O79/o1jW3gwcPytNPPy2xsbHM7Sq5lZ74gq6o63jbv3+/zJ49W7p37+7XDdDa5FZxJkZqaqqcO3dOLl265O1yfYaW11MRkZycHElLS/NmqT6lNrmVnelz4MABeeedd2TdunXy22+/6VGyT6jreHO5XPLVV1/JwIED/fr5rbi4WObMmSP3339/ueexd955Rxo3blxpFlRGRoZ88803sn37djl16pS3y/UZdc1NROSnn34SRVEaxAexXFOqAXC5XDh//jxSUlI82xwOBzp37ozNmzcjLi4OixYtwqJFi5CQkICEhAQdq/Udtclt6dKlePbZZxEWFobx48fjrrvuQnh4uH5FU72jKAomT56M5s2bY/jw4ejZsycAYO3atRARLFy4EEajsdyaGN27d0dycrJfr0dQ19xMJhMeeeQRDBkyBJ06ddK5ev3UNbfo6GhMnDgRs2fPRrNmzXSuXj+1yc1ms5VbK4nqPt66d++OyZMnY968eZ51a/xRbXKzWCzl1tDr2LGjX6+FBGh7PS1dP5WvpzXnZjab4XA4YDab0a1bN3Tr1k3nqvVX1/FmMBgwZswY3H777QgJCdG5ev2oqorWrVujS5cusFgsnnXc4uLiEBwcDIfD4bmdwWBA48aNMXLkSJ2r1l9tcysrNjYWmZmZDeO9qU7NMLrOVqxYIa1bt5avv/7as630U48lS5ZI//79JSMjwzPzpz6fMvJ6qm1uzIuup7Nnz3o+cVu0aJFn+5dffukZfxxzlVWX27p163SsyvcxN21qepzyLF7V43jThuNNG+amTXW5ffHFFzy7dA2YW+2UPRqndH82PT1dOnXqVO7Mev58qF5VtOTWUN4vcKZUPZSeno5Tp04hKysLw4YNg9FoxLhx47Bz504sX74cFosF8fHxMJvNAIAmTZogNzcXAQEBnk+O/PHTtmvJzR/zIu2qGmuA+1OQ0jOc/fGPfwQAfPLJJxAR5OTkYNWqVTh9+jQiIyP9csxdj9z8EXPThrlpw9y0YW7aMDdtmJs2zE2b0twyMzMRHx/vOVtj2dnFOTk5yMrK8vzMggUL8PrrryM1NRWNGjXy6/1e5gbOlKpv9u3bJ23btpXOnTtLWFiY3HLLLbJ27Vqx2+3y888/y1133SWxsbGesxvY7XaZN2+eDB06tNJZ5PwJcyNvqTjWoqKi5O9//7tnHRCXy+X5VOPs2bOyYMECURRFIiIi/HoNKeamDXPThrlpw9y0YW7aMDdtmJs2zE2bq+VWmllKSoo0bdpUMjMz5fnnn5eAgADmxtw82JSqRy5cuCBRUVHyl7/8RdLS0uTMmTMyYcIE6dy5syxevFiKiopk79698vjjj4vJZJKePXvKgAEDJCIiwq8X52Zu5C3VjbUuXbrIwoUL5cKFCyJSfqrtpEmTJDQ0VA4dOqRX2bpjbtowN22YmzbMTRvmpg1z04a5acPctKltbiIi58+fl969e8uECRPEYrE0yMZKbTG3ytiUqkcOHTok7dq1qzQYn3rqKYmOjpaXX35ZVFWV/Px82bFjhzz//POyevVqSU1N1ali38DcyFtqGmvdu3eX5cuXS0FBgWf7mjVrJDw83O+PqWdu2jA3bZibNsxNG+amDXPThrlpw9y0qUtuycnJoiiKBAQE+P2H/sytMjal6pG9e/dK69at5bvvvhMRkcuXL3uumzFjhrRt29avT+ldHeZG3nK1sda+fftyY+3cuXPlFjX0V8xNG+amDXPThrlpw9y0YW7aMDdtmJs2dcktPT1dpk+fLocPH9alVl/C3CpTRET0XteKaq9fv34IDg7Gli1bAADFxcWwWq0A3KeF7NSpE9auXatniT6JuZG31Has8dTy5TE3bZibNsxNG+amDXPThrlpw9y0YW7a1OU9VlFREWw2m261+hLmVp5B7wKoegUFBcjLy0Nubq5n25tvvolDhw7hD3/4AwDAarXC6XQCAG699VYUFBToUqsvYW7kLdcy1vx5h4a5acPctGFu2jA3bZibNsxNG+amDXPT5lrfYzX0xkp1mNvVsSnlo5KTkzFu3DgMHToUXbp0wccffwwA6NKlC1atWoVNmzbhvvvug8PhgMHg/m+8cOECgoKC4HQ64a8T4JgbeQvHmjbMTRvmpg1z04a5acPctGFu2jA3bZibNsxNG+ZWOya9C6DKkpOTceutt2Ly5MmIiYnB7t278fDDD6Nr167o3bs3xowZg6CgIPzpT39Cjx49EBUVBYvFgqSkJOzcuRMmk3/+tzI38haONW2YmzbMTRvmpg1z04a5acPctGFu2jA3bZibNsyt9rimlI/JzMzEAw88gKioKKxatcqz/fbbb0f37t3x6quverbl5eVhyZIlyMzMhM1mw7Rp09C1a1c9ytYdcyNv4VjThrlpw9y0YW7aMDdtmJs2zE0b5qYNc9OGuWnD3OrGf9pv9YTD4UB2djbuvfdeAICqqjAYDGjfvj0yMzMBAOI+ayJCQkKwbNmycrfzV8yNvIVjTRvmpg1z04a5acPctGFu2jA3bZibNsxNG+amDXOrG//7i31c8+bN8dFHH2HIkCEAAJfLBQBo1aqVZ4AqigKDwVBusTRFUbxfrA9hbuQtHGvaMDdtmJs2zE0b5qYNc9OGuWnD3LRhbtowN22YW92wKeWDbr75ZgDuTqnZbAbg7qReuHDBc5sXXngBa9as8azS768DuCzmRt7CsaYNc9OGuWnD3LRhbtowN22YmzbMTRvmpg1z04a51R4P3/NhBoMBIuIZnKVd1QULFmDJkiXYs2ePXy2AVlvMjbyFY00b5qYNc9OGuWnD3LRhbtowN22YmzbMTRvmpg1zuzrOlPJxpevQm0wmtGnTBi+//DKWL1+OXbt2oWfPnjpX57uYG3kLx5o2zE0b5qYNc9OGuWnD3LRhbtowN22YmzbMTRvmVjP/bsnVA6WdVLPZjLfffhuhoaHYvn07+vTpo3Nlvo25kbdwrGnD3LRhbtowN22YmzbMTRvmpg1z04a5acPctGFuNeNMqXpixIgRAIAffvgBMTExOldTfzA38haONW2YmzbMTRvmpg1z04a5acPctGFu2jA3bZibNsytaoqUziUjn1dQUICgoCC9y6h3mBt5C8eaNsxNG+amDXPThrlpw9y0YW7aMDdtmJs2zE0b5lYZm1JEREREREREROR1PHyPiIiIiIiIiIi8jk0pIiIiIiIiIiLyOjaliIiIiIiIiIjI69iUIiIiIiIiIiIir2NTioiIiIiIiIiIvI5NKSIiIiIiIiIi8jo2pYiIiIiIiIiIyOvYlCIiIiLyMhHBsGHDMGLEiErX/c///A/Cw8Nx+vRpHSojIiIi8h42pYiIiIi8TFEUvPfee/jxxx/x5ptverYfP34c8+bNw2uvvYbWrVtf19/pcDiu6/0RERERXSs2pYiIiIh00KZNG6xatQpz587F8ePHISKYOnUq4uPj0bt3b4waNQrBwcFo3rw5Jk2ahIyMDM/Pfvvttxg8eDDCw8PRuHFj3HXXXUhLS/Ncf+LECSiKgk8//RRDhw6FzWbDxx9/rMefSURERFQtRURE7yKIiIiI/NXYsWORk5ODcePG4fnnn8ehQ4cQHR2NRx55BJMnT0ZhYSGeeuopOJ1ObNmyBQCwbt06KIqCHj16ID8/HwsWLMCJEyewd+9eGAwGnDhxAu3bt0e7du2wYsUK9O7dGzabDS1bttT5ryUiIiK6gk0pIiIiIh1duHAB0dHRyMzMxLp163Dw4EFs27YNGzZs8Nzm9OnTaNOmDVJSUtC5c+dK95GRkYGmTZviwIED6Natm6cptXLlSsycOdObfw4RERFRrfHwPSIiIiIdNWvWDI899hi6dOmCsWPHYt++fdi6dSuCg4M9X1FRUQDgOUQvNTUVDzzwADp06IDQ0FC0a9cOAHDy5Mly9x0TE+PVv4WIiIioLkx6F0BERETk70wmE0wm925Zfn4+7r77bixbtqzS7UoPv7v77rvRtm1bvP3224iMjISqqujWrRvsdnu52wcFBd344omIiIg0YlOKiIiIyIf06dMH69atQ7t27TyNqrIuXbqElJQUvP322xgyZAgAYPv27d4uk4iIiOia8fA9IiIiIh8yffp0ZGZm4oEHHsDPP/+MtLQ0bNiwAQ8//DBcLhciIiLQuHFjvPXWWzh69Ci2bNmCOXPm6F02ERERUZ2xKUVERETkQyIjI/H999/D5XIhPj4e3bt3x6xZsxAeHg6DwQCDwYBPPvkEu3fvRrdu3TB79my89NJLepdNREREVGc8+x4REREREREREXkdZ0oREREREREREZHXsSlFRERERERERERex6YUERERERERERF5HZtSRERERERERETkdWxKERERERERERGR17EpRUREREREREREXsemFBEREREREREReR2bUkRERERERERE5HVsShERERERERERkdexKUVERERERERERF7HphQREREREREREXkdm1JEREREREREROR1/w+cUNavxf40hQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 5 rating\n",
"top_rating = df['rating'].value_counts().head(5).index\n",
"\n",
"#Sort by rating\n",
"df_top_rating = df[df['rating'].isin(top_rating)]\n",
"#Create the graphic\n",
"titles_by_year_rating = df_top_rating.groupby(['year_added', 'rating']).size().unstack()\n",
"plt.figure(figsize=(12, 6))\n",
"for rating in titles_by_year_rating.columns:\n",
" plt.plot(titles_by_year_rating.index, titles_by_year_rating[rating], marker='o', label=rating)\n",
"\n",
"# Add tags and header\n",
"plt.title('Titles added by the top 5 of ratings last years')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Total of titles added')\n",
"plt.legend(title='Rating')\n",
"\n",
"# Show the graphic\n",
"plt.grid(True)\n",
"plt.xticks(titles_by_year_rating.index, rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d1168cf1",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"Taking a look at the graph, the conclusion is that \"R\" and \"PG-13\" ratings have not been impacted in the same way as the others after the pandemic. \"TV-14\", \"TV-MA\", and \"TV-PG\" ratings have significantly decreased compared with their 2019 values. This decline could be due to production challenges and changes in viewer preferences during the pandemic period."
]
},
{
"cell_type": "markdown",
"id": "3b2c44d3",
"metadata": {
"papermill": {
"duration": 0.03427,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**'listed_in' or Categories**\n",
"\n",
"\"listed_in\" column is the space where categories are stored. The following WordCloud chart allows us to identify the most to the least frequent, you can recognize them because the bigger the font letter is, the more frequent the category is."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "6d46ada7",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Count each category\n",
"category_to_wc = df_exploded['listed_in_split']\n",
" \n",
"categories = list(category_to_wc)\n",
"\n",
"# Deleting blank spaces to create the WordCloud properly\n",
"categories_string = \"\"\n",
"for category in categories:\n",
" category_string = \"\"\n",
" for word in category:\n",
" word = str(word).replace(' ','')\n",
" word = word.replace('-','')\n",
" word = word.replace('&','And')\n",
" category_string += word\n",
" category_string = category_string + \" \"\n",
" categories_string += category_string\n",
"\n",
"# Creat the WordCloud\n",
"wordcloud = WordCloud(width=1280, height=1280, background_color='white', max_words=2000, colormap='viridis', collocations=False).generate(categories_string)\n",
"\n",
"# Print the WordCloud\n",
"plt.figure(figsize=(12, 12))\n",
"plt.imshow(wordcloud, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2a65d8bf",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"The previous graph is accompanied with the one below, where you can see the top 10 of the most frequent categories."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "2923e103",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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Wi0W7du1S79699emnn2rUqFGqVKmSJOnu3buSeL/Ym2EYCgsL04wZMzRq1Ci99957qlatmk6cOKFu3bqpVKlSZiz/Y+wn5n2watUqNWvWTH369FFISIg2b96s3r1768UXX9Rff/3FEMs0EhgYqMaNG6tixYoKDAzU3LlzVa1aNXXo0EFffvllWlcv07pz544ePHigKlWq6Pjx4xo7dqxq1qypl156Sc8//zz/X9LI4cOH5efnp969e+vWrVtasmSJ2rRpo0qVKmnmzJlcw9I5+oEiTURHRysiIkL58uXT6dOnNXv2bB08eFAHDhxQiRIltH//fo0ZM4bMtp3dv39fX3/9tV5//XX169dP9+7d09mzZ/XLL7/I09NTzz//fJwkFVKfs7OzsmbNqjx58ig0NFSfffaZNmzYoFOnTun+/ftavHixmjVrltbVzBRieuFIkpOTk/777z/9/fffunTpkt577z2dP39eYWFhOnXqlI4dO6YffvghjWucOe3YsUPPPvusevfurdDQUG3dulXff/+9zp49qxEjRqht27ZWxxKpI+Y1Dg8PV7Zs2XTy5El99tln+u+//1SrVi21aNFCX3/9tSRp/vz5at26tfLmzZvGtc48Ys7/fPnyaeXKlVq8eLF++eUX3b17V/fu3VO2bNnUqFEj/fvvv8qVK1ca1zZje/R6FPM5+fjx4xo2bJh27NghLy8v1a1bV5L07bffqn379vLw8OA6lopizyEVo1SpUnJzc1PFihV148YNtWzZUu+++66ee+45lStXTr/99pvatGmTRjXOXGK/bwoUKKBNmzZp0qRJWr16tXLlyiUPDw+VLl1aAwYMUOPGja1+AEH6Qk8ppAlXV1eVL19eEyZMUOXKlfXvv/+qS5cuunjxokqWLKlz587xTzYNGIahu3fvysnJSUePHtWIESP02muvadKkSZo6darGjRunyMhIfgWys6ioKOXPn1+zZs2Sl5eXAgIC9NJLL2nLli169tlntWnTprSuYqZhsVi0ceNGvfLKK5KkIUOG6ObNmypevLjCwsI0YMAA7d27V19++aX+/vtvBQcHp3GNM6f8+fMrMDBQU6ZM0csvv6xZs2bp7t27qlKlil588UWdPXuW/zF2EDMcfPjw4YqKilK1atW0ePFi+fn5qVWrVmZvj//++0+///67Vq9encY1zpyqVaumSpUqacCAAcqePbveeOMNbdiwQe+8846KFStG7/VUFvtubvfu3dN///2nLFmy6N1331XFihW1Y8cOdezYUWPHjtWXX36pRo0aKVeuXHJxceE6lopiJ6QOHjyoXbt26cCBAypbtqzmz5+v9u3ba9asWZo8ebJ69uyp3Llzq2rVqiTW7SDme0hMr7WwsDC1bt1aY8aM0dy5c1WuXDl98MEH+uabbzRu3DhVqVJFd+7cSeNaIzH0lEKqi8liHzhwQGfPntXZs2fVs2dPzZo1S506ddKdO3fUokULRUdHy8HBQbly5ZJhGHrw4IEcHBz4h2tHLi4uqlu3rqZPn64ZM2bI399f3bp1U5cuXTRo0CBdunRJWbNmTetqZmgx75d//vlHV65ckbOzsypXrqy5c+dqw4YNunfvnjp16iRXV1dJUvbs2c2/YR+5cuXSkiVL1LJlS3Xs2FH79u3T33//rRo1apgxe/fuVeHCheXk5JSGNc0cYt4z9+/fl7OzsywWi55//nnt379fM2bMUKNGjfTqq6+qXr16Onr0qA4cOJDWVc40jh49qjfeeMPs+VyyZElNnz5dNWrU0FdffWX+f//00091/Phxff7552lc44wt5r1y6NAhnT9/Xjdv3lSPHj3UqFEj1axZU9euXZOvr68Zv3LlSmXJkoXrWCoyDMNMfHz88cfauXOn9u3bp86dO6tNmzaaO3eu7t69q+zZs0uSwsPDNXfuXOXPn19ubm5pWfUMLfZxGTlypFauXKk7d+4oX7588vX11dKlS1WlShVJD4fyX716Vb1795bFYlHt2rXTsuoZXsx1bPXq1ZoxY4Zu374tBwcHc7j+0KFDrXp2jh07Vnfu3JG3t3ca1hpJMgA7+OWXX4z8+fMbzZs3N0qXLm2UK1fOmDJlihEZGWnGXL582Xj33XcNNzc349ixY2lY28whOjraMAzDOHv2rHH06FHj+PHj5rqtW7camzdvNgzDMB48eGAYhmEMGDDA6Nixo3H//n1zW9hWzOu6dOlSw9vb2/Dz8zNKly5t1K9f31i/fr1VbEhIiPHuu+8a7u7uxsmTJ9OiupnGo+d7eHi4MWzYMKNNmzbGiRMnrNYdOnTIePvtt43cuXMbhw8ftmc1M6WYY7N69WqjS5cuRo0aNYxBgwYZe/fuNQzDMK5fv24VP3LkSKNixYpxlsP2Dh8+bEyePNno37+/eZzu3btntG3b1qhYsaLRt29f47PPPjO6detmuLm5GYcOHUrbCmdwMcdg2bJlhqenp+Hn52cUKlTIqFSpkrFnzx6rz2P79+83Bg0aZOTOndsICAhIqypnaI/+X3n//feNAgUKGD/++KOxevVqo0KFCkbVqlWNs2fPGobx8H/+nDlzjBdeeMGoUKGCERERYRiGYURFRdm97hnZo6/n5MmTjXz58hm7d+827t+/b4wZM8awWCzG1q1bDcMwjPv37xvz5s0zGjZsaFSvXt08LjGfnZE6fvvtNyNbtmzG+PHjjZUrVxrt27c3LBaLcfToUTNm/fr1Rq9evYx8+fLx/+UpQFIKqe7PP/80PD09jXnz5hmG8TD5ZLFYjEmTJpkxmzdvNurVq2eULl2aC4cdxHwYWr58uVGpUiXDy8vLqF27ttGnT584sYGBgca7775ruLq6Gn/99Ze9q5opxP4QtGvXLiN37tzGl19+aRiGYSxevNjIkiWL1fvlxx9/NLp06WIUKVLE+PPPP+1e38xo7dq1Rt26dY39+/cbYWFhxuHDh43SpUsbM2fONAzj4QfQgwcPGgMHDjQqVarEFzk7WrFihZEtWzbjww8/NKZNm2a8+OKLRtasWY1Tp06ZMdu2bTP69+9v5MmTh/8xqezBgwdGeHi4UbVqVcNisRgNGza0Wh8WFma8//77RtOmTY3q1asbXbt2tfoigdSzadMmI2/evMacOXMMw3j4/91isRh+fn7G1q1bjQcPHhinTp0yBg4caDRo0MA4cuRIGtc4Y3o08XHy5EmjcuXKxqZNmwzDMIzt27cbzs7O5ufmqKgoIywszOjXr5/Ro0cPM4EYO5GIlLt9+7bV88jISKNLly7G3LlzDcMwjF9//dVwdXU1Zs+ebRjGwyS7YRjGmjVrjM8//5zjYif37t0zWrZsaXz88ceGYRjG+fPnjWLFill9hwkJCTGmTZtmtGvXjv8vTwmSUrCpDRs2GNeuXbNatnz5cqN+/fqGYRjG8ePHjaJFixqvvfaauf7SpUuGYRjGkiVLjDNnztirqpnemjVrjJw5cxrTp083AgMDjc8++8ywWCxGp06dzJjt27cb9evXN8qVK8cXuVSwc+fOOMsmT55svPTSS4ZhGMa5c+cMX19fo2/fvub6kJAQ48yZM8ann35qnD592m51zayio6ONyMhIo0+fPobFYjE6duxovPHGG8aZM2eMRYsWGS4uLuZxCA4O/n/s3Xdczn/7P/7Hqz2kjCT1RuQdirRUEhoIlZU9Q/ZIaNjjbW/JyMpeyd4hZROysldGJBTtzvP4/dH3fF2deF+f67p+1eldx/12u24Xr9H76Hw5X+N4Hc/jSbdu3aL3798rOOqy4/Pnz+Tq6krLli0jIqIPHz5QtWrVaMSIEeI2nz59osDAQPL09OTEejGSvez4/v07ERElJydTy5YtycjIiPbs2fPLyoHc3FyuKCghmZmZNG3aNJoyZQoRET1//pxMTExo6NChZG9vT2ZmZhQbG0tERC9evKBPnz4pMtxSa8iQIbRnzx65Zc+fP6cGDRqQRCKhyMhIKleunPjCIyMjg3bt2kXfvn2jrKws8XvG35uiNWTIEOrUqRMR/etclpeXR9bW1rRlyxY6ceKE3HHJy8uj+fPn05EjR+R+Dh+XouXv70/Lly+XW/b161cyMTGh69evU2pqKhkZGcklpDZu3EifPn2inJwcSk9PL+mQ2f+Ik1KsyBw7dozq1q1LHz58kFu+cuVK8vDwoNzcXPrjjz/Iz89PfEt0+PBhmjp1KmVkZCgi5DIrOTmZ2rVrR0uWLCEioo8fP9Iff/xBrVu3pmrVqlG3bt3EbY8fP06vXr1SVKil1o4dO8jV1fWnG/85c+bQ2LFj6f379+KFVvZ9OX78OK1YsYKIuGS/uP144//mzRsyMTEhLy8vWrBgAenr69OaNWuoadOm1L1795/esLKiN3v2bAoNDZVb9vHjR6pVqxYlJCTQ27dvycjIiPz8/MT1kZGRlJKSQqmpqfTly5cSjrjsuXLlCvXr109M/n348IEcHBzI2dmZjh8/Ln6v+PylGNHR0XT//n36+vUrOTg4iC8Ib968SUpKSlSjRg26dOmSgqMsvdLT0ykoKEgc4iVz//59MjY2plmzZlGFChXESmmigu+Ul5cXXb58WVzGLRSK3q1bt8TjkpmZSUQFiaeAgABq3bo1lS9fXkxIERWM+mjXrh2tWrVKIfGWBfn5+RQWFvbLEQE9evSgwMBA+uOPP2jo0KHisfv8+TN17txZrDJk/xyclGJFSlYh8OzZM0pOThb/rK+vTyoqKjR69Gi57ceMGUNeXl78QKcAoaGhdPfuXfrw4QOZm5vT0KFDKTMzkyZMmECCIFDbtm0VHWKplpiYKCb7Xr9+LS5ftWoVVahQgapWrUojR44Ul0skEho4cCANHjxYvGFixevixYu0fPlycRjYrl27yNPTk+Lj4+nw4cNkaWlJtWvXJiUlJTp69KiCoy3dPn/+TFOmTKEHDx7ILU9NTaV27drRpk2bqGbNmjR48GAxkfj69Wvy9fWlw4cPKyLkMmnVqlXUoEEDGjRokHis3r9/T/b29uTs7EwnTpzgB+oS8u8+5zNnzpC1tbU4rCUuLo66d+9Obm5ucsNeWdH5MRG7ceNGWrJkiXi+Gj9+PAmCQEFBQeI2mZmZ5OnpSe3ateNEbgnZuHEjGRoaiqM+zpw5Q5UqVSInJyexKvr9+/fUtm1batKkCVdGlZBjx47JtbGYOnUq6enpkbu7u1ySNzg4mMzMzMRebOyfg5NSrEjIxk9LpVJ68uQJGRoa0owZM8Qk1eLFi+mPP/6g6dOnExHRkydPKCQkhCpUqMBjfRUsLCyMPDw8xAq38PBwaty4Mdnb23OFVDHYuXOnXDXhnTt3yN7eXq48uVevXqSmpkY3b96kjIwMSk9Pp+DgYDIwMJBrSM+KV0BAADk4OJCdnR3FxMTQixcvaMiQIeKb0cTERJo3bx41bNiQnj17puBoSz/Zjef58+dp4cKF4vIBAwaQIAjUuXNnuQfx4OBgMjc3p6SkpBKPtSwLDw8nR0dH8vX1lUtMOTk5UYMGDSg6OlrBEZZ+su/BuXPnKCgoiNasWUPx8fHi+g0bNlDlypXp8ePHJJFIaPLkyTRixAhOfBSjwp9tbm4ueXl5UePGjWn16tUkkUjow4cP1K1bN1JRUaEpU6bQ+PHjyc3NjczNzbmpeTH6MXl79epVsrOzowYNGoj3agcPHqRKlSqRra0tmZubU5MmTcjGxoabmhcjqVQqd2wWLlxIgiDQokWLiKjgubNbt25kbm5O/fv3pzlz5lCfPn1IT0+P2438Q3FSihUJ2Ynj27dvREQ0btw4qlWrFs2bN4++fv1KKSkpNHPmTCpfvjwZGhqShYUF1atXj5s0lwDZsblz5w4dPHjwp5naRowYQRYWFuLfJ0yYQJMnTxb7grCic//+fTI3N6eWLVtSamqquKxbt27k7OxMYWFhRFRQFu7q6krly5cnc3NzatasGRkZGfH3RQGuXbtGw4cPJyUlJfrrr79o4MCBVL9+ffEtXFZWFg8/LmYSiUQ8j6WmptKECRPIyMiIFi9eLG7j7e1NBgYGtGDBAlqyZAkNGTKEdHR0uOF8CXj8+PFPfdRWr15NTZo0IV9fX/Ga8/btW3J3d+c32CXk2LFjpKmpSc7OzmRqakpNmjShAwcOEFHBecvU1JQMDAzIzs6OdHV1+fpSQqKioigjI4M+ffpEPXv2JEdHR1q7di1JpVL69u0bzZ49m5o2bUrt27encePGcfPsEhIeHk5z5swhooIqaScnJ6pXr5446uP69eu0bds2mjlzJu3du1dMRPFxKV4xMTHiNWT58uUkCALNnTuXiAo++5kzZ5K3tzc5OjrSwIEDudDhH4yTUqzIXLp0iSwtLcW/T5o0iYyNjWnu3Llio7lXr17R9u3b6dKlS/Tu3TsFRVr2HDhwgLS0tMjU1JSUlZVp9uzZYlP548ePk4mJCXl4eFDv3r1JR0eHq3GKSX5+Pm3bto2aNm1KrVu3FsvDHzx4QP379ycHBwdxVhcioi1bttCKFSto586dXLVWzGRJj5s3b9L+/ftp/fr19PHjR/HN9M6dO6lFixbUtWtXcXgrJ25L1u7du2nu3LkUHx9PISEhZGZmRvPnzxfX+/n5UbNmzcjS0pJ69uzJM4cVI9n35eXLl2Rubk5jx44VH95kVqxYQRUqVKBBgwaJDwpcUVBypk2bJl5PLly4QL6+vlSvXj3avXs3ERU0pJ88eTItWLCAHj58qMhQywSJREKvX78mQRDEfjefPn2i7t27k4ODA61du1b8fshe8Mrw96Z4ZWZmUv/+/cnT05OICo5VXFycmJiSVUz9WFXFx6V4ffv2jTw8PKh///4kkUgoKyuLli1bRkpKSmJiSiYvL48rCf/hOCnFiszHjx+pcuXK4ixIRERTpkwhY2NjmjdvHs9IpQASiYTS09OpdevWtHbtWvry5QstW7aMDA0NKTAwkN68eUNZWVkUERFBbdq0oc6dO/ODXDEpfPOybds2cnd3J29vb7FiqnBiihtnKsbevXtJT0+P7OzsSF1dnRo1akRz5swRp32+c+cOrVq1ivT19aly5co8O1UJkD0EJCUlUYUKFcRqwpcvX1JgYCD9+eefcn0mvnz5QpmZmZSTk6OQeEsr2c1+4d4dsiq0KVOmUOPGjSkkJOSn67yNjQ0ZGBjQiBEjKCcnh/tJFSPZZ/vs2TN68+YN9ezZk/bv3y+uv3nzppiY2rt3r4KiZEFBQWRvby++GPz8+TP16NGDmjRpQqtXr/4p0cHfmZJx8+ZNUlVVpZ07dxJRwed+4cIFatq0qdxQPlay/vrrL2rQoIHYezgjI0NMTMmG8rHSgZNSrEjk5+dTdnY2jRgxgrp16yZXQTBlyhSqVasWTZ06VawMYcVLdhOTnp5Oubm5NH78eLm+KqtWraJq1arRhAkT5B4iZA/frOgV7vExePBgatSoEQmCQN7e3pSSkkJE/0pMOTs709KlSxUYbdmTkJBABgYGtGHDBkpPT6eMjAwaPnw4OTs707x58+RK9D9+/EjPnz9XYLRlS3R0NG3YsIECAgLk3oS+ePGCAgMDyczMTG4oHysez58/J3d3d8rLy6M9e/aQtrY2JSQkEFFBVY6VlRWFhISID2/p6enk6+tL06dPl5vMgRWfyMhIqlSpEpmYmFDFihXlZgsjKphhbNCgQVS1alU6dOiQgqIsG36s2pAlm86cOUOWlpZ07Ngxcd3nz5+pV69eVKdOHblEIit6Pyb5Cv/d39+f2rdvL1Z9SqVSunjxIpmZmVHv3r1LNM6yqPCxKDxTq5mZGQ0bNkxcl52dTaGhoSQIgjgjNfvn46QU+58UTnoUFhsbSyoqKj9dVAMCAsjCwoIrC0pQVFQUOTo6komJCZmYmNCVK1fk1q9evZpq1KhBI0aM4AfsEnLq1CkSBIEWL15Mhw4dooCAAGrQoAF5eHjIJaZ8fHyoVatWPIV9Cdq/fz/VqVNH7m3o169fafDgwWRrayu+pePy8JKVm5tLvXv3JkEQyMHB4af+HS9evKCQkBDS19cXq6hY8UhKSqIaNWpQ/fr1SRAE2rx5s9z6adOmka2tLfXv358OHDhAISEhZG1tLVaDsuIhux/78OED1apVi9auXUvbt2+nPn36kJqa2k9VUdevX6eRI0eKM4mx4nX69OmfZjTs1KkT2djYyC379OkTTZs2jYeElZD58+fTqlWrxIo1ooKkrpGREV27dk1cJpVK6c6dO3xcSsj169fp06dPlJ2dLS5btWoVOTs705MnT8Rl2dnZtGbNmp9m5GX/XJyUYv+z2NhY6tSpkzhcT3bCHjlyJLVs2ZKSk5Plst5cJVVy7t69S3p6ehQSEkIjRoygqlWrUo8ePX4amrdkyRKqX78+lyUXM6lUSnl5eTR48GDq27ev3LqIiAiqX78+eXt70+fPn4mI6OHDh9xzrYTIzlEHDhygmjVrik2YZcOUUlNTSUlJid9eK1BSUhKNHj2a1NTU6OTJk0QkPxz22bNnNG3aNH7ILgFr1qwhQRDI1NT0l4na0NBQcnFxoapVq1L9+vXlZnxjxefEiRM0b9488vf3F5e9fPmSRo0aReXLl/8pMVX4gY8VH1mv1YoVK9Ly5cvp6tWrRFRwjbeysqKtW7cSkfywWCLuVVTc0tLSaMKECaSrq0vu7u4UEBAgvvDo378/OTo6/rKBOR+X4vXt2zeqXr061a9fn4YMGSImoZKSksjQ0JCH65VynJRi/7Po6GgaOHAgGRgYkLOzM61YsYLS09MpJiaGLCws6Pr160RE3NujhN25c4emT59O06ZNE5dt3ryZbG1taeDAgXT37l257bkap+T4+vqSs7PzT8uHDx9OgiBQs2bNxIopVrRkyacfpxmWefv2Lenq6sqViBMVzIRoaWlJMTExJRJnWfd3/VPev39PvXv3Jm1tbbp06RIRyT8g8AxIJSMmJoaWLl1KFhYWZGdnJ07AUPhYpKenU2JiIr+IKiESiYRCQkJIEARq1KiRXIJDlpiqVKkSbdu2TYFRlg2/qqR9+vQpLV26lMzMzKhx48Y0evRoevjwIbVq1YqGDx+ugCjLnr+rcL537x4tW7aMqlevThYWFjRx4kRatWoVtWzZks6ePVvCUTKigsTUokWLqE2bNqSpqUnBwcF08+ZN2rlzJ/35558/VR2y0oOTUuw/VvihrvAJ/v379+KbBRMTE4qMjCRjY2Nq06aNokIts5KTk6l169ZUsWJFGjVqlNy6TZs2kbW1NQ0ePFhumnRuolkypFIprVq1iqytrSkuLk7uIXrbtm1ka2tLPj4+PMteMZENIZI9sF24cIHmz59PmzdvFmeeOnz4MGlqapKfnx/dvXuXXr58SZMnT6Zq1apxT5wSIDsXxcTE0OjRo2nQoEG0Zs0acX1KSgr17NmTtLW16fLly0TEwymLm+yYfPv2jTIyMsTlr1+/prp165KdnR29efNGXH7s2DGuwikhha/dnz59orlz55KSkhJFRETIbffq1Svy9fWl6tWrU3p6Ol/zi0nhc9GDBw/o4sWLlJKSIl7r79y5Q9u3b6caNWqQh4cHNWzYkARBEJPsrHgUPi6RkZG0dOlSWrhwIT179kxcnpOTQ5MmTaIOHTqQIAgkCMJPs7uxoic7F7148YKePHki92xCVDBsz8vLiwwMDKhRo0ZUrlw5sbqQlT6clGL/EdmJ4/Tp0xQQEEDt2rWjTZs2iaX5+fn59PLlSxo/fjzZ29uTpqYmValShXtJKMCePXvIycmJatWqRTdu3JBbt2XLFjIxMaHRo0dzBVsxkn1fHj16RDdu3KC4uDgiKpg1xNbWlpydnSkmJkasLggMDKQxY8aIw2FY0dq5cyfVq1dP7D0QGRlJ2tra1KhRIzI1NaXGjRuLSY5jx45RlSpV6I8//qBatWpRjRo1eAhSCYqKiqIKFSqQj48PjRo1igRBoIkTJ4oJkZSUFOrbty8JgiDX94MVn0OHDpGnpyfZ2dnRxo0bxSGuSUlJVLduXbK1taWzZ89ScHAw6evrc2K9mMmuLz8OJfr69SuFhISQkpISbd++XW7d69evxebNrOgVTvQFBweTmZkZaWlpUaNGjah79+5yk//k5ubS0qVLqWvXrlS/fn0eElZCxo0bR4aGhmRra0vm5uakqalJ27dvp8zMTHGb79+/04YNG6hXr15cfVvMZN+ZyMhIql27NpmYmJCOjg716dNHbkTHu3fv6MKFC9SkSRMyMjLiSqlSjJNS7D8WFRVFGhoa1K9fP2rVqhU1bNiQmjVrRqdOnZLbLiEhgTZv3kyJiYkKirTs+Ls3nvv37ycXFxfy8vL6KTG1Y8cObmxejGTHZN++fVS9enWys7MjXV1d6tixI127do2+fPlC1tbWZG1tTY0aNaK2bduShoYGN2ssRvv37yd3d3dq2rQp3bx5kwICAmjTpk1EVDATUteuXal27driG+sPHz7QuXPn6OzZs/T27VsFRl62xMfHU/Xq1cUZw5KTk0lPT48EQaBBgwaJDw8fPnwgPz8/vsaUgAsXLpC2tjaNGTOGunfvTgYGBjRy5Ei6f/8+ERUcC0tLSzI1NaWaNWtyAreYya4v0dHR1LdvX/Lx8aGQkBBx/ffv3yk4OJiUlJTEqe1ZyVmyZAlVrFiRTp48Sbdv36YVK1aQvb09ubi4yCU/ZMPIZceTEyDFa9++fVS5cmW6desWZWZmUm5uLo0bN440NDTo6NGjRPTrqls+LsUrNjaWtLS0KDw8nC5dukSnT58mIyMjateunXiNkR2X79+/82RZpRwnpdi/JTsZvH//nqytrcWm5kQFD3O9evWiFi1a0L179xQVYpklu5m5evUqLVu2jFasWCE3Bn737t3k7u5Onp6e/KBQwi5cuEB6enoUHh5ORERHjhwhQRDEh+20tDTaunUr+fv7U1BQECekisGPCdsjR45QmzZtqHHjxuTs7Cz3Ju7atWvUpUsXql27Nl24cKGkQy2TZA9khR8E9u3bRxMnTiSif830Nnz4cNq3bx8pKytTUFCQWHHAw/aK35s3b2jmzJm0ePFicVlERATVq1ePhg8fLnfdj4+P5x5SJWT//v2kq6tLAwYMoFmzZlH58uWpT58+4oQl379/p0mTJpEgCD81OGdFTyKRkFQqpaysLPLx8aGZM2eK6/Ly8ujo0aNkbW0t9vn88drE57Ki92Pj+LCwMHJ2dqb8/Hy5yrTBgwdT9erVubdqMfvx37jsOzBjxgxq2bKl3LInT55Q1apVafDgwX+7PyudOCnF5Mi++GlpaXLL37x5Q9WqVfvpBuf06dNUr149ioyMJCLuT1RSClfjVKhQgTw8PMjGxoaaNGkiNzvFnj17yMPDg5ydnenWrVsKirbsmTdvHvn4+BBRwQXW1NSU/Pz8iKjg2BXuucIX26In+0yTk5PpypUr4vLDhw9Tu3btSEND46feBdevX6cePXpQhQoVeFhYMSrco0jmypUrdP/+ffr69SvduHGDcnNzqU2bNuTr60v5+fmUmppKtWvXJkEQfuqVx4qeVCqlZ8+ekbGx8S9nPIqIiCAzMzMaNWoU3bx5U0FRlk0JCQlkampKYWFhRFRwjqtatSopKSlRq1atxIkyvn37RjNmzOAXHsXo+PHjP11H3NzcqGfPnj9t6+vrS61atSqp0Mq03bt30/Tp0+WqahYtWkQVKlQQE1Kye7ArV66QkZHRT8eRFR3Z/dirV6/oxIkTcve/Q4cOpWbNmol/l607cOAAVaxYUa7vFyv9lMBYIUpKSnj06BEcHR0RFhYmLiciVK1aFcnJyQAAqVQKAHB3d4euri6OHj0KABAEoeSDLoMEQUBcXBxGjRqFuXPn4vjx41i5ciXu37+PpUuXYvr06QCALl26oFevXqhcuTIqVaqk2KDLACICALx79w5mZmYgIrRo0QKurq5Yu3YtAGDv3r3Ys2cP8vPzAfB3pqhJpVIoKSnhwYMH6Ny5M6ZOnYpr164BADw9PTF69GhYWVnB19cXiYmJ4n62trYYNWoUOnTogAoVKigq/FJPEAR8+PABDRs2RGxsLE6dOoXmzZvj06dP0NXVhY2NDb5+/YoPHz6gU6dOUFZWhrq6Otzd3bF3716MGDFC0b9CqUZEEAQBtWrVwsiRI/Ht2zfEx8fj7du34jb9+vXDpEmTsHv3buzYsQO5ubkKjLj0k11XACAtLQ1dunTB8OHD8ebNGzg6OqJjx464dOkSLl++jLFjxyI5ORnlypXDlClTUK9ePQVGXnrFxMSgbdu28PT0xM2bNwEA+fn5sLe3x6tXrxAfHy/eJwOAlZUVMjMzkZGRoaiQSz0iQmJiIrp3744ZM2Zg1apV+PLlCwCgc+fOqF69OoYMGYLv379DXV0dAKChoQFNTU257xgrWkpKSnj9+jXq1KmDwMBAnD59Gjk5OQCANm3a4PLlyzh48CAAiMdFTU0NlStXhra2tsLiZgqgwIQY+w3l5uaSn58fCYJAdnZ2tHTpUnHd4MGDqXLlynTx4kVxmVQqpXbt2tGsWbMUEG3ZtnDhQho4cCARFUz7XKtWLerRoweNHj2aqlSpIvd2Oz09XVFhlklbtmyh8uXLU8WKFcnf31+uXHzAgAHk5+dHWVlZCoywdJJV4dy9e5cqVapEAQEBvxy6euTIEWrVqhU5OjqKM+/J8HEpfi9evKARI0aQrq4uqaurU1RUFBH96/i9ffuWNDU1aebMmfTq1SsKCQmhunXr8hCLYiT77H+s3Jw/fz4ZGhrSjBkzfuqvtmPHDnr69GmJxViW7dixg6ZOnUpSqZRu375NEomEOnbsSH369KG8vDxxEg1BEKhjx45cgVvMDh06RMbGxtSsWTO5foSye7G2bdtSTEwMZWdnU1paGrm4uFDv3r0VHHXZ0KNHD7K0tCQlJSUKCAig79+/U35+Pi1fvpyaNGlCnTt3pgcPHtDVq1epXbt25OzszN+XYnb//n1SVVUlNTU1aty4MR06dIiys7Pp+/fvNGTIEKpTpw7t37+fiAomcJg4cSI1atSIJ8sqYzgpxX6yatUqKl++PI0cOZKaNm1KS5YsEdd5enpSpUqVaO7cubRhwwYKCAig8uXLc8PZEiB7aDh37hzFxsZSZmYmXblyhbKyssjJyYl8fX2JqODkX6lSJdLQ0OBkYTGTHZOnT5/S9evX6fv37ySRSCgjI4P69u1L+vr64s1qWloaTZw4kQwMDPj7Uow+fvxIDRs2pMDAwJ/WFe4zER0dTS1btiRnZ2fuiacA+/btI0EQSEtLi86cOUNEBQkRWWPZdevWkSAIVKtWLdLX1+dhYsVIdh47e/YsDRkyhHr37k1jx44V18+bN4+MjIx+mZhixe/x48dkbGws19MzPT2dGjduLM6yJ5FIaNiwYRQdHc2JwhLw4cMHMjMzox49etDQoUOpdu3a4gvbJ0+ekIWFBTVs2JBq1KhBdnZ21KBBA/H6w20uikd+fj5JpVJasGABjRw5kg4ePEgqKio0ZswYys/Pp5ycHNqwYQM5ODiQsrIy1a9fn5o2bSoeF05MFQ/Zv/e5c+fS2LFjqVmzZmRqaio2mH/48CENGzaMVFRUyNramhwcHKhixYp8zS+DOCnFRIVnmWjVqhX179+fRo4cSY0aNZK7GRo1ahQ5OTmRqakpNW/enHsVFbPCNzDnzp0jLS0tsYcXUUEvnAYNGogP1o8fPyYvLy+aO3cuvXjxoqTDLXMiIyPJyMiIKlSoQI6OjrRt2zbKz8+nGzduUPv27cU3Q05OTmRsbMwX2mJ248YNsrW1lfu3f/36dVqyZAnZ2NhQnz59KCYmhoiITp48SQ4ODtSqVaufGqOy4iE7nz148IC2bdtGY8aMIV1dXTp48CARyU9z//jxY4qJiaE3b94oJNayJCoqisqVK0cjRoygefPmkb6+Pjk4OIhVtvPnz6eaNWtSYGAgvXv3TsHRlh23b9+mkJAQGjFiBBH96/vz/ft3MjIyov79+9Pdu3dpwoQJVLNmTW42X8wKT86wd+9ecnd3p927d5OPjw+ZmpqKian379/T4cOHaf78+bRp0ybx/ppncyt+SUlJpKenR/v27aNTp06RsrIy+fv7y332V65cocePH4vHko9L0fm7puYRERHk5OREqamp1LlzZ6pduzYdO3aMiAp6SZ0+fZqmTp1KoaGh9OTJkxKPmykeJ6XKMNmJo/DQLqlUSvn5+bRo0SIaNWoUPXv2jIYPH06WlpZyQ/lSUlIoNTX1p4borPi8efOGFi5cSH/99RcR/etEHx8fT5UrVxZneps4cSJ5e3tz2Wsxk0ql9PbtW7KxsaE1a9bQtWvXqEOHDtS4cWNauXIlSSQSyszMpJ07d9L06dNpy5YtnCQsARcvXiQdHR3xLdyaNWvI2dmZbGxsyNfXl2rXrk02Njbiw9upU6fo1atXigy5TJCdr758+UJfv34Vlz979oyGDBlCurq6dOTIEXF5VFSUOCU0K17Jycly1/i3b99StWrVaOjQoXIvRSZPnkz169cXm2mz4iOVSiklJYXat29PlSpVoo4dO4rrZAn048ePk46ODpmYmJCRkRG/8ChGJ06coJiYGLkH7vj4eGrWrBnFxsbSs2fPqEOHDmRqaipWR/+ocMKdFY1t27ZRYGCg+FJDZtmyZdS3b18iKmh8LhvKV/jaI8MVUkWncFPzU6dOUXJystz6Fi1aiDPstmzZkurUqUNHjhyRa37Oyi5OSpVxDx8+pAYNGtCgQYPo0aNH4mwViYmJpKenR4cPH6bU1FQaMWIEWVlZ0YoVKxQccdn0/PlzEgSBdHV1af78+XLrPnz4QH5+fmRoaEh169alChUqcPVaMZFNYy/78/fv36l///5icjYrK4t8fX3Jzs6OVqxYwRdaBXj37h1169aNjI2NydramtTV1WnatGl048YNIir4vgiCQJs3b1ZwpGXP/v37qVGjRmRubk7du3cXrzcvX76kIUOGULly5Sg0NJSCg4NJR0eHk7jFrPAU3HXr1qWcnBx68+YNGRkZ0ZAhQ8TtDh8+LP658IxWrPidPn2a2rZtSxUqVKBDhw79tP7Dhw9048aNnx7+WNE5e/YsCYJASkpKFBwcTHPnzhXXTZo0iezs7Cg/P5/i4+PJx8eHzMzMKC4uToERl35SqZQePnxIgiCQIAhkbW1NTk5OdPjwYUpKSqIHDx5QjRo1xFn1IiMjSV1dnQYOHEgZGRkKjr50e/nyJQmCQBUrVqRGjRrR7t27xVlA9+3bR15eXuK2rq6uZG5uTvv27eNqdcZJqbIsOzubBgwYQIIgkLKyMvXp04dcXV3pxIkTREQUFhYm9il6+PAhjR49mmrWrClW5LDik5GRQSkpKXTu3Dlx6MqOHTtIEATq2rXrTyX6z58/p8OHD1NYWBj3kygBR48epfbt21PLli2pefPmcusyMjLI19eXnJycaM6cOZSTk6OYIMuAwgnCwq5fv07r1q2jwMBAunPnjrg8Pz+fnj17RtbW1nTu3LmSDLXMu3btGlWsWJEmTZpEixcvJhMTE7Kzs6PHjx8TUUElaFBQEBkbG5ONjY2YRGTFR5bI+PLlC9na2tLGjRupRo0aNGTIEPEB4dmzZ+Tl5UVnz54lIu6HU1zevHlDGzdupK5du1LPnj0pODhYvHZcvnyZ2rZtSy4uLuL9GREPOSopx44do2bNmlG5cuVoxowZ1KJFC7KxsaHQ0FA6ceIE9ejRg65cuUJERFevXiVXV1fq2rWrgqMuG6ZPn06CINDcuXOpX79+1LFjR6pbty4dOnSImjVrRp07dxaTUNu3bydnZ2c+hxWz58+fU/Xq1cnc3Jy6detGNjY21LZtWwoKCqKEhAQyMDCgVatWids3btyY7Ozs6Pv37wqMmv0OOClVxsXExNDgwYPJysqKZsyYQaGhoWRkZET9+vWj5s2bk7W1NT1//pyIiB49ekQTJkwQ/86Kx6NHj6hv375Ut25d0tDQIB0dHerRowe9ffuWoqKiSBAEmjVr1i/LkFnxu3TpEgmCQH5+fmRra0sVKlSgsWPHyr3lycjIIB8fH3J3d6fPnz8rMNrSSVYi/uNsbP/JzeaUKVOoYcOG3BenBN29e5f2799PM2fOFJelpKRQ3bp1ycbGRkxMERX0YuFqnOJ3//59sre3pzt37lBGRgZ169aNypUrJzdMjIgoKCiI7Ozs+PtSjO7du0dWVlbk5uZGLVu2JEdHR9LW1iZzc3NxSN65c+fI29ubXF1d6eTJkwqOuGzJzc2lkydPkpOTEzk6OtL3799p5cqV1LNnT9LW1iZBEOQmBnjw4AEPCStmhYdCTpgwgcqXL0/bt2+nhw8f0qZNm8je3p4MDAzI0tLyl21G+PgUD9nn+vDhQ6pbty4NHDiQIiIi6OTJk2RjY0Ndu3YlTU1NcnJykrvOcwsFRsRJqTKr8MNbbGws9enThxo0aECJiYn06tUr2rx5M1lYWJAgCGIjOiLi8spilpCQQIaGhjR06FCKiIigxMRECgoKIhMTEzIzM6PXr1+LFVNz5szhnl4l7N69e7R+/XpxRsrv379TSEgIOTo6UnBwsNyb68zMTH6QK0bJyclkZWUlVznwox/7f4wfP57Kly8vlvSz4vft2zeqUqUKCYJAw4cPl1v36dMnqlu3Ltnb29O9e/f4DXYJiouLI2NjY7GP19WrV6lu3brUpk0bWr16NR09epSGDx9Ourq6/H0pRrdv3yYdHR0KDAwUH8xycnLo9OnTZGFhQX/++Se9fv2aiAqG8nXs2JFsbGwoOjpakWGXGbJzUl5eHp06dYosLCzI3d1dvNbv3buX+vfv/8t+Xpz4KF6FP9+AgABSV1cXR3J8/PiRzp8/L04AxNeWkiM7Lnfu3KG6detS+/bt6e7du0RU0MNz2LBhYvsErvZkhXFSqowpfGIu/OeLFy9Sly5dyMLCgmJjY4mo4GFCdqHlE3rxS0hIIC0tLQoJCfnpRL17925q2LAhNW7cmLKzs2nNmjWkqqpKU6ZM4cRUCXn16hXZ2tqSnp4ehYaGisvT0tIoJCSE7O3tadKkSXyRLSF37tyhqlWrin3u/t0DwJo1a8jb25scHBwoISGhpEJk/8/t27epfv36ZGdnR+/fvyeif11TUlNTycDAgFxcXHioazH78To+bNgwMjU1FSsO4+LixH5sDRs2JHd3d/6+FKN79+6RpqamOHlJYVKplK5evUo1atQgV1dXcfmpU6eoR48e9PLly5IMlVFBdc7p06epQYMG5OjoKPaMlA0P4/vkklf4uj9hwgRSVlam8PBwuX6enBwsebLP/N69e1SvXj3y8PCgq1evKjgq9rvjpFQZ8ejRI7HK6e8SU5cuXaJu3bpRgwYNxPLwwo2dWfF5/fo1Va5cmbp06SIuk0qlcgmO8PBw0tbWFt8EzZ49mypUqMBDXUpIWloaLVy4kGrXrk2tW7eWW5eenk6TJ0+mP//8k2bMmKGgCMueSZMmkb6+vth37e/Ex8fT8ePHuXKtBMiuF5mZmSSRSMSHg9u3b5OBgQG1a9dOPGfJtv38+TP3witGsmv/jw9nt27doiZNmtCWLVvEY5GVlUWpqan05csXbghcjHJzc6lfv34kCILYS+XH2dmys7Np3rx5pKenJzYKJir4brHi8eMx+PH+V5aYsrS0JEdHRzGRzjPrFa8fz12F//5jYkpNTY3Wr1/PPYoU7MfEVLt27ejChQsKjor9zpTASr2dO3eibdu2OHToEPLz8yEIAogIAOT+7OjoiDFjxqB+/foIDg7GyZMnIQgCBEFQZPhlgkQigYmJCXJycnDhwgUABcdGRUVFPD5+fn6wsbHBsWPHAAATJ07Es2fPUKlSJYXFXZrJPneZ8uXLY8iQIQgICMCLFy8waNAgcZ2Ojg4mTJiA3r17o2/fviUdapkjOzadO3dG1apVcfToUQCAVCr95fbW1tbw8PCAoaFhicVYFhERBEHA8ePHMWjQIDg6OmLcuHE4ceIELC0tcerUKcTHx6Nfv374/PmzeP2pUKECateurejwS5Xw8HAEBAQAAFRVVREXFwczMzPs27cPT548AQCYm5vDwMAAmzZtEq/zampqqFixIvT09KClpaWw+Es7VVVVBAYGokmTJmjUqBGSk5OhrKwsnsOkUinU1dXRsWNHpKWl4dOnT+J5T1NTU5Ghl2rKysoAgGvXriE3N/en+19lZWW4uLhg0aJFyMnJgYWFBfLz88X9WPFQUip4XD18+DA+f/4s/l22Tva9WbBgAcaOHQs/Pz+cPXtWIbGWJbJzkkQi+Wmd7LiYm5tj7969SEpKQkhICK5evVrSYbJ/CE5KlQHt27fHH3/8gYULF+Lw4cP/Z2LK398fhoaGmDVrFjIzM396OGdFr2bNmti+fTtyc3Px119/iYmpHykpKck9KOjp6ZVQhGWL7OH64sWLWLBgAYKDgxEdHQ0dHR0MHDgQo0ePxrVr1+QSU+XLl8fkyZNRs2ZNxQVeCsluNgufh2TLrKysYGpqinXr1gGA3I0qK3mCIODgwYPo1KkT6tWrh759++Ljx4/w8vLCo0eP0LBhQ5w6dQoJCQlo3749vnz5wi89ikFGRgaeP3+OI0eOYNq0aQCAP/74A1ZWVpg1axa6d++OFStWQBAErFixAs+fP8f69esB8HeoJNWvXx+bNm1C5cqV4ezsjI8fP4oPckpKSiAi3Lp1C/Xq1YOFhQV/V4rRkSNH4O3tDQAYO3Ysxo0bh4yMjF9uK0tMzZw5E02aNOHjUkKuX78Of39/PH78GIB8IqRwYmrevHlYuXIl2rRpo5A4ywrZfXJcXBy2bt2KV69e/bRN4cTU1q1bkZubi2rVqikgWvaPUPLFWawkyYZ/ZWZmkru7O9na2lJUVJS4/O+G8l27du3/HBLDit7jx4/Jw8ODWrduLVfmKpFIKCkpidq0aUMRERFExP0LiltkZCSVK1eOmjdvTvb29uIMO8nJyZSVlUWhoaHibCKseMjKvxMTE2n27Nm/nHXqwYMHZGhoSBs2bCjp8NgPvnz5Qm5ubrR06VIiKmg2W61aNRoxYoTcdvHx8eLEDax4vHv3jmbNmkUWFhY0ZcoUcXlsbCwtWLCAdHV1ydXVlYYNG0Y9e/YkPz8/HhZWAn7V3+bx48fk4OBApqamlJycLLfdyJEjqVu3bjwUqRjl5+fTnj17yNDQkCwsLEhXV1duRtC/U/hY8vC9kmFtbU3du3f/2/U/Hgfu8Vm8IiMjSUdHh6ZPny43xPhHsuPCfSPZv8NJqTJAdjL4bxNTTDEKJ6bi4uLE5UFBQWRpaUlJSUkKjK70+dW/+SdPnlD16tVp3bp14vqdO3dSpUqVaPz48URE9PXrV5o/fz45Oztzr6JiILvhf/z4MTk5OZG+vj7VqFGDOnbsSKdPn6Zv374RUUE/olatWlGfPn2IiM9hipSSkkK1a9emW7du0du3b8nIyIj8/PzE9ZGRkfTkyRMi4pvT4iKVSsVr/o0bNygoKIgqV65Ms2fPltvu8ePHNHfuXHJ0dCRBEKhq1ao8aUYxevfu3b9NLP0qMTV58mQyMDD4tw97rOh06NCBBEGgli1biss42aQYPz6fyK4XJ06coAYNGtDFixcVFhsrcOPGDapSpQpt2LDhP/6e8P0Z+3e4TrsMkI1119TUxMGDB6Grq4s5c+b87VA+plh16tQRh1b89ddfuHXrFhYsWICwsDBs3rwZxsbGig6x1JBKpRAEASkpKbhx4wZu3rwJAMjOzoaKigrs7OzEbWVDXpYsWYILFy5AV1cXw4cPx8GDB7lXURGTDV+5ffs2zM3NMWzYMCQkJGDp0qV4+fIlhg4dCicnJ+zbtw9qamqYPn06duzYgfPnz/M5rIRRoWGVKioqqFevHm7evAknJye0bdsWq1evBgAkJSXh6NGjSExMBBFBTU1NUSGXaoIgQFlZGZGRkRg7diwePHgAiUSCJUuWYOrUqeJ2derUQVBQEM6fP4/Fixfj3LlzKF++vAIjL71SU1PRsWNH7NixA8Cve9/VqVMHW7duhb6+PlxdXeHv748lS5bg2LFjqFevXkmHXCbIzl1EhLy8PHh4eGDhwoV4+vQpOnfuDKDg/jk3N/eX+7GiJxuap6KiAgCIi4sDUNCDDSj4nhARYmNjAfCxKClXr179aTjrnTt3ULNmTfj4+IjPmX/X11OG78/Yv6W4fBgrTrJs9OvXr+nu3buUnJwsN32tm5vbv62YYor3+PFj8vT0pCpVqpCqqirduHFD0SGVKrJKnPv375OTkxN5eHhQp06dKD8/n65fv06qqqp05coVIiK56YUtLCxo0aJFCom5LJAdlzt37pCmpiZNmDDhp20OHz5Mffv2pUqVKpG1tTUFBQVRkyZNaMSIEZSVlVXSIZdJsuuFbGY3GT8/PxIEgTp16iR3TQkODiZzc3MeslcCEhISqFy5crR69WpKSUmhJ0+e0KhRo8jMzIymTZsmbsfVaiUjNzeXrKysqH379v/ntk+fPiU7OzsSBIHi4+OLP7gyqvDQu9zcXPE+ODc3l3bv3k3Vq1enTp06ye1z6tSpn853rOjMnDmT7Ozs6PLly0REdPHiRVJWVqYmTZrQokWLxArCjRs3koGBAd27d0+R4ZYZ27ZtIysrK0pNTZVbPnHiRGrQoIH498LVUvHx8fTq1asSi5GVDpyUKoVkDwL79+8nU1NTqlWrFhkZGdGsWbPo4cOHRPSvxJSDgwPt3LmTx13/ph4+fEje3t588S1isu/IvXv3SE9PjyZOnEivXr2Su1Ht0qUL1a9fn549eyYuy8nJIRsbGwoPDy/xmMuCwonCypUri/26ZMt/PE9FR0fTtGnTqEqVKiQIAllaWvI09iVA9v05duwYeXt7k5+fH61du1Zc36FDB6pSpQrNmzePFi1aREOGDCEdHR26ffu2okIuU/bs2UOmpqb09etXcdmrV69o6NChVLFiRVq4cKECoytbZOeu6Oho0tfXp8OHD/+f+zx+/Jh7epaQuXPnUvv27al58+Z05swZIiq4zu/du5dq1KhBnp6e9PLlS2rZsiV5e3vzy9titGPHDvLw8KB27drR9evXiYgoKSmJhgwZQi4uLlSxYkVasmQJRUREUPfu3WndunVExEMsS4IswZSUlETp6elERHTmzBlSUVGhrVu3ym2bnZ1N/v7+tHPnTv6+sP8KJ6VKqePHj5Ouri4tXbqUsrKyaMqUKaSvr0/Dhg2j+/fvE1FBYsrGxoZcXFzE/izs98Nv5opHamoqNW3alEaPHi23XPYQceHCBfLw8CAzMzM6c+YMnT9/niZNmkSVK1eWS1SxoiH73G/fvk1aWlpUq1Yt0tHRobNnz8qtJ/q5qvPDhw+0ePHi/6g5LSsasbGxVK5cOerfvz+1atWKatasSf7+/uL6oUOHUosWLahRo0bUq1cvunv3rgKjLX3+XS/I2NhYMjY2/qnviiwJr6GhQTNnziyROFmBV69ekZWVFQUFBRHRrxues+JX+HOfO3cu6evr09ixY6lt27akqqpKq1evJqKCxNThw4fJxMSEatSoQfb29uK9GD9oF61Vq1aJfz58+DC1atWKPDw8xMl+8vPz6evXrzR37lxq164d1a5dmwRBoMaNGysq5DKj8PPHvXv3yMTEhFatWkXp6emUnZ1NQ4cOpZo1a4oTMCUnJ4vPm7L+kYz9pzgpVQqlpqZS+/btacaMGURU0GCzVq1aZG9vTyYmJuTn50eJiYlEVJCY4hJLVhbdv3+fateuTefPn//bB4Rr165Rr169SF1dnUxNTcnc3Jxu3rxZwpGWHTdv3iQtLS2aOHEiZWdn04ABA0hDQ0NMTP3qYUD2lpQfFErW3r17afHixURUcCO6atUqqlSpEo0ZM0bc5suXL5SVlcXDxIqY7Hz18eNHSklJ+Wn98+fPycLCgkaMGCFXcfPq1Svy9PSkOXPm0IsXL0oq3DLn72ZlW7lyJWlqanLl82/g5cuXFBwcTOfOnROXzZw5k5SVleWSJOnp6RQXF/e31brs/59NmzZRhw4d5JIfUVFR1KpVK2rTpo3cLNRERG/fvqXLly9Tp06dyMjIiKvWi8Gv7odlk/l0796dzM3NacOGDZSXl0fPnz+n8ePHk6qqKpmampKFhQUZGxvzfTL7n3BSqhTKzs6m/fv305MnTyglJYXq168vzoAUGBhIFSpUoN69e/ONESvTtm/fTioqKmIy41cPEhkZGZSYmEgpKSn06tWrXz4Asv//ZDOGubu7U2BgoLg8JSXlP0pMseIn+9xv3rxJ586do169etHcuXPF9V++fBETUwEBAYoKs8x48eIF6ejoUI0aNWjnzp107do1ufWRkZFUrlw5Gjp0KJ0+fZrev39PwcHB5O7uzuexYpSYmEgdOnSgrVu30vv37+XWvXz5kpo0aULTp08nqVTK1VIKcvToURIEgYyMjOSSUkQFiSkVFRVavXr1T/0JeZhY0UtNTRU/1+joaHF5VFQUtW7dmtq0aUOXLl0Sl8u+M2lpadS1a1fq3bt3yQZcRjx9+lQcRbBv3z6ytbWlT58+ERFR3759qU6dOrRhwwbxhdP169cpLCyM9u7dy4UO7H/GSalS4FcPabKGdMuWLSN3d3fx72FhYWRqakqtW7f+6YaJsbLk4sWLpKGhQZGRkX+7zYoVK6hly5Zyjc5Z8flVP6jU1FQaOHAgaWhoiD0/ODGlGFFRUaShoUEmJiZUsWJFseeXzNevX2nt2rUkCAJNmjRJQVGWDffu3aNWrVrRyJEjqXPnzmRjY0PDhg2jhIQE8WE6KiqKbGxsqEqVKlSrVi2qXLkyv8EuRvfu3aNOnTpRnTp1qF69emRkZERhYWFyk5SMGjWKatasKf6dz2WKERAQQIIg0Pr164lI/jj89ddfJAgC7d+/X0HRlT1xcXFkYGAgN7FJ4cSUrPk50b+q1Y4ePUrVq1ent2/flni8pZlUKqUdO3aQpqYmtW7dmgRB+KlvlCwxtX79ekpLS1NQpKy04aTUP5zsQnrjxg06cuTIT000p02bRg4ODmLpZWBgIK1Zs+anWRQYK2vevHlDVapUIW9vb3r58qW4vPDN6bhx4yg4OJgfHIqR7LP9d59x4cSU7M02H5OSIfucv3z5Qs2bN6ctW7bQ3bt3acOGDaSpqUkjRoyQ2/7z58+0YcMGevTokSLCLTNSUlLIzc2NNmzYQERE58+fJ2dnZ/L29iZPT09KSEggooKeIPHx8XTy5ElKSkpSZMil2u3bt0kQBFq2bBkREV26dIkmTJhAxsbG9Oeff9KwYcPo6dOnlJycTI0aNaLZs2crOOKy4d9Vo/n5+ZGWlhYdOXLkp3WbNm3ioXol6O3btzR9+nRq0KCB2HeNqCAxJWt+fv78ebl9xo8fT/Xr15eb0IEVnZEjR5IgCOTi4iIuK1w92LdvXzI3N6eVK1fS9+/fFREiK2U4KVUKyMr069SpQ1paWtSrVy+xHHbdunX0559/UqdOnahjx46kpaUl9pNirKzbt28fqaurU58+fcQJAIgKKnZCQkKoRo0a/HBdTB49evRfNY5NTU2lIUOGkCAIFBsbW9zhsUJOnTpF3bp1o65du4ovOPLy8mjPnj2/TExxwrBkHDhwgGrUqEHx8fHiMisrK1JSUqLatWuTl5eXmCRhxef+/fukoaFBU6dO/WldfHw8rV69moyNjcnMzIyaNm1K9vb21KFDh5+Gh7GiVTghtX79eho+fDj5+flRWFiYuNzPz4+0tbV/mZgi4h5SxeHHRKHs72/evKFZs2ZRvXr15BJT+/fvJxsbGxo3bpy4vUQioa5du4qz9LGiJZVKae7cuTRo0CCqVq0aDRw4UFyXmZkp/rlLly5kbW3NiUFWJDgp9Q8lu+nPyMggFxcX2rJlC718+ZJOnDhBVapUIS8vL3Hb+fPnU+/evalTp048AxJjhUgkElqzZg2pqKhQ3bp1ydfXl4YNG0be3t5UpUoVHupSTHbs2EG1a9emyMhI8ab/P0lkpKSk0OjRozmxXsKio6NJXV2dtLW16cGDB+JyWWJKV1eX+vbtq8AIyx6pVEqpqanUqVMn2rZtGxER9e/fn4yMjOjFixd08OBBGjFiBFWqVElMJLKid/fuXapcuTLVq1dPXJabm/vT+ezbt2+0bt066tq1KwmCQDo6OlyxXkImTJhABgYGFBgYSKNGjaLKlSvTgAEDxPVDhgyh8uXL/9uh/KzoLVu2jIYNG0b+/v7iELy3b9+Kiang4GBx28IT0nAvtuLxq3uwrKwsioiIIAMDA7nvDBGJvaO4FQwrKpyU+gc7deoU9ejRg/r16yd3Urh8+TIZGBhQu3bt5LYvPLsFY+xfrl69Sj4+PtSoUSNydnamoKAgevz4saLDKrUyMjKoRYsWZG9vT1FRUf9VYopvSEvO+/fvxbL82NhYKl++PPXu3VuuVD8vL4+2bt1K1apV45tTBZg2bRpZWFhQ9+7dqVq1aj81POd+H8Xn9u3bpKWlRS1atKBq1aqJjYGJ5Jti/9gg+9ChQ/Ts2bMSi7OsKfx5x8TEUO3atcWeRHv37iVtbW1at26d3D4+Pj7k5uZWonGWZbNmzSJ9fX3q0KEDNWjQgPT19cUhx2/fvqW//vqLLCwsaNiwYXL78fW/eMjuvU6dOkVjx44lPz8/cTKsjIwMioiIoKpVq5Kvry/l5+fTlClTyNHRkSukWJHipNQ/mOziqq+vL86KIDuxXLlyhYyNjalZs2Y8HTdj/wGeWadkyBJQmZmZ5O7uTra2tv91YooVv4SEBKpatSpt3rxZTEJFR0eTtrY2+fr6yiWm8vPzKT09XVGhlkmy70lubi41bNiQqlWrJjeMjxWv69evk6qqKk2fPp3y8/Np7dq1VLly5b9NTBHxA3Vxmz59Or1584aI/vXZb9++nezs7IioYLi+jo4OrVmzhogKqtdOnDgh7s/Hp/j8+NkGBATQhQsXiKhgJtH27dtThQoV6Pbt20RE9O7dOwoMDKSePXvyPUEJOXr0KGlqalLbtm2pYcOGVK5cOdq1axcRFdyv7dixgypWrEi1a9emypUr//QChLH/v5TA/rHatWuH7du3Izs7G8HBwQAAQRAAAPb29ti5cyeSk5Px8eNHRYbJ2D+CktK/TodEpMBISjcVFRVIJBJoamri0KFD0NPTw5w5c3D48GHk5+dDEAT+/H8DDRs2hKOjI6ZNm4ZDhw4hIyMDbm5uOHjwIPbs2QN/f398//4dAKCsrAwdHR0FR1y2yK71giDA3d0dpqamsLa2BsDnr5KQmZmJYcOGYdq0aVBWVka3bt0we/Zs7NixA2PGjAFQ8L2QSCTiPoWvMaxoXb58GXv27MGAAQOQnJwMZWVlAEDFihVhYmKCnTt3ol+/fli4cCGGDBkCALh06RIOHTqEpKQkAAXHRyqVKux3KK2kUqn4b//KlSuIiYnBnTt3oKqqCgCoWbMmVq1ahebNm8PV1RUJCQkwNDTEhAkTsG3bNr4nKAHfvn3D5cuXsXz5chw9ehQJCQkYNGgQ+vXrhx07dkBTUxPdu3dHfHw8Zs6ciRs3bsDOzk7RYbPSRrE5Mfafkr0p+PDhA71+/Vpuivq9e/eSpqYmDR069Kf9uJEmY+x3lpGRQW5ublwxpWB/93n37NmTjIyMaMeOHZSRkUFERGfPniVBEGjEiBF8nIrY//J5vnr1isqVK0crVqwohojY/0V2zNLS0v6jiilW9PLz8ykyMpKaNWtGbm5u4lDie/fuUcWKFUkQBAoNDRW3z8zMJA8PD+rbty+fw0pIYGAgaWtrk7m5OQmCQNu3b5db/+7dO+rcuTMJgkBPnjwRl/PxKV63bt0iPT09srKy+mkGd39/f1JXV6edO3dy039W7FQUnRRj/zcigiAIOHDgACZPnozMzEzk5ubC19cXffv2hY+PDwCgb9++UFZWxsqVK8V9NTQ0FBU2Y4yJZOexpKQkpKWlQV9fH3p6etDS0sKhQ4fg7e2NOXPmAAC8vLygoqIi7sOKnyAIOH/+PKRSKZo1ayZWGmzfvh09e/YUqz+8vLzg4uKCmJgYVKlShY9PEZJVFCQnJ+Pbt2+oU6fOL78DhZdJJBJUr14d7du3x/HjxzFo0CBoamoqIvwyS3Ysypcvj+7duwMAJk2aBGVlZSxZskT8LrHikZeXB1VVVXTu3BlZWVkIDw/HoEGDsGHDBpibm2P79u3w9PREYmIi9u3bB21tbSxevBgfPnzA4cOHxUocPpcVrcKfaWxsLE6dOoVDhw5BRUUFa9euxfDhw2FoaAgXFxcAgKGhIZYtW4Y6deqgZs2a4s/h41K8zM3N0a5dO+zYsUMcWSM7dkuXLoWysjJ69uwpfscYKy4CEddE/q4Kn9DPnj2Ldu3aYebMmXBwcMCZM2dw/Phx1KlTB9OnT4epqSmioqLg4+ODsWPHYvHixQqOnjHGChROrE+YMAFSqRQ5OTkYOnQounTpAjMzM2RmZsLb2xsZGRkYM2YMfHx8oKLC701KgiwZ4uTkhMTERBw4cABOTk5yD9Ourq5ITk7GhAkT0LVrV2hraysw4tJHdgzu3r2Lvn37wtnZGZMmTYKBgQEAIDIyEt+/f0f//v1/uX90dDRq1aqFWrVqlWDU7FfS09OxZ88eDB48GEFBQZg7d66iQyq1Ct8nL168GNevX8etW7fw5MkTtGrVChs3bkS1atWwb98+TJ8+HZ8/f0b16tVhaGiI3bt3Q1VVFRKJhBOHxWj58uV49+4diAgLFiwAAOTn56Nfv344duwYoqKixMRUYfn5+XwPUEJycnLg6+uLEydO4MCBA2jWrJnc+kmTJqFPnz6oW7eugiJkZYIiyrPYv1d4GnqpVEpSqZSGDh1KvXr1kttu69atZG1tTbNnzyYiopycHDp06BBPl84Y++0cP36cdHV1aenSpZSVlUVTpkwhfX19GjZsGN2/f5+ICoby2djYkIuLC3379k3BEZd+smERKSkp4jJXV1eqXr06nTt3Tm7YUUBAAGlqalLDhg15Rrdi8vTpU6pUqRJNnTqVkpKSxOWfP3+mbt26Uffu3SkzM5OHs/wDfP36lSIiIujRo0eKDqVMWLhwIZUrV46OHj1Kt2/fpr/++otsbW3J3d2d3r17R0QF7S+SkpLow4cP4neIhyQVv+7du5MgCOTu7i53Xc/Pz6fevXtTpUqV6NixYwqMsOyQ/bt/8eIFPXr0SO55USKRkI+PD1WsWJHOnz+vqBBZGcZJqd9MREQEtWrVir58+SJ34+nn50fe3t5EJD+LRWBgIJmYmHDPAsbYbys1NZXat29PM2bMIKKC3hG1atUie3t7MjExIT8/P/HmKCMjg169eqXIcMsE2fXlyJEj1LRpUzp48KC4rnnz5mJiKjMzk4iIgoODKS4uTnzAY0Vv6dKl5ODgIPaCLHytP3/+PFWsWJEuXrxIRP86fpyg+n3xsSkZWVlZ5O3tTRMnThSXSaVS2rp1K/3555/Url07+vDhw0/78fEpeoU/08LnL39/f1JRUaFt27bJ9bqVSCTUtm1bat26dYnGWRbJjs2BAweoTp06ZGZmRpqamjR9+nSxB5ssMVW1alWKjo5WZLisDOKpQH4zjRo1wtq1a6Gnp4cPHz6Iyw0NDXHt2jW8efNGboYQR0dHaGtrIy0tTVEhM8bYv6WtrY3+/fujZ8+e+PTpE9zd3eHm5oYrV66gS5cuiIyMxOzZs3H//n1oaWmhevXqig651BMEAQcPHkSXLl3g6ekJfX19cV1MTAxMTU3h5+eH/v37o3fv3ggNDYWRkREMDQ0VGHXplpKSgvv37+PBgwdIS0vDq1ev8PHjRyQnJ6NKlSpo3bo1jh07ho8fP+LRo0cAuN/K74yPTcnQ0NCAsrIyEhMTxWWCIKB3795wcnLCsWPH0KZNG3z69EluPz4+RUsqlYqfaV5eHrKyssR1S5cuRZ8+fTBkyBAcPHgQ2dnZAApmPDx8+DCOHTumkJjLEkEQcPz4cfTt2xf+/v64fPkyli1bhhkzZmD+/Pl49+4dlJSUsHv3blhaWmLw4MFyx5Cx4saDdX8jRARLS0sAwO3btzFs2DAMHToU/fr1w4wZM3Ds2DF4eXlh//79qFatGtTU1HD27Fno6OhATU1NwdEzxlgB+qFprLq6Opo1a4aKFSti+fLlqFatGubNmwcAqFGjBipVqoSUlBRUqlRJUSGXOSkpKZg1axamTZuGoKAgcXlubi7U1NRw5swZhISE4Pnz50hLS8Ply5dhYmKiwIhLv0mTJiE2NhZ9+/ZFhQoV8PXrV0ilUmRmZiInJweZmZlIT09HaGgo9PX1cfnyZblkImOlnaz3WmFEBBsbG0RFRSEuLg6Ojo5iLyJLS0u0bNkSNjY2qFChgiJCLhMK9+VauHAhLly4gEePHmHgwIHo2LEjTE1NsXHjRgCAn58flJSU4OnpCU1NTfF4/urYsqLz+fNnbNmyBYGBgRg+fDhevnyJhQsXws3NDaGhocjNzUVwcDD++OMPHDt2DO/fv+dJM1iJ4qSUgv3qJPzt2zdUqFAB+vr6iIiIgIqKCnr16oXIyEh06dIF9vb2MDMzQ7ly5XDx4kWcP38e5cqVU9BvwBhj/yJLSMXHxyM5ORlEBE9PT1SsWBEA8OXLF3z//h05OTkAgFevXmH8+PHo0qWLuA0rfmlpaUhOToaTkxOAguMGAGpqauJ1SdagWZaoYsVHIpFAS0sLcXFx8PPzQ25uLpYsWYK8vDzk5ORAWVkZEyZMgLa2NgYNGgR9fX1OSLEypfD98unTp0FE0NPTQ+PGjTFmzBhERUVhwoQJmDp1qjhRQ0xMDFq0aIHg4GAIgsBNzYuJ7DOdNGkSNm7ciFGjRqFt27YYP348nj59Cj8/P9ja2mLjxo1QUlJCt27dcPr0abi5uYk/gxNSxUtNTQ0eHh5wdXXFp0+f4O3tjebNm2P9+vVYuHAhJk2ahNzcXMycOROGhoYwMjJSdMisjOGklIIpKSnh8ePHuH//Pjp27Ii9e/diyZIluHDhglhSuXr1aqioqKBbt264du0aFi9ejE+fPkFZWRlLly6FmZmZon8NxhgDUFAivm/fPvTv3x+GhoZ4+/YtOnbsiM2bN0NZWRnGxsb4/PkzRo4cCSLCyZMnER8fzwmpEiJLGqqpqUFVVRXPnz9H06ZNIQiCOPwiOjoa2dnZ8Pb2BgBOSJUAZWVlcbYpDQ0NSCSSnyoH1dTUYGJiAgcHBwVFyZjiyJIWgYGBWLt2LSpXroy3b99i/vz5GDNmDGJiYtCuXTuEhIQgNTUVFStWRG5uLvbu3QtBEEBEnJAqYkePHoWSkhLatGmDAwcOYM+ePTh48CAaN26M+Ph4ZGRkIDIyEl+/fkVwcDCsrKywfv161KpVC82bN1d0+KXajxXr5cqVg7e3NypUqICwsDBUrFgRc+bMAVDQYqF+/frYv38/Zs6cqaiQWRnHSanfwNatWzF79myMHTsWS5cuxaZNm6CsrAwrKysEBQVh/vz5CA0NRV5eHnr37o1x48YpOmTGGJMjuwHKzMxEWFgYVq1ahWbNmuHhw4fo27cvOnbsiEOHDmHQoEH4/Pkz7t69i8zMTFy9epWnGS5mhW9OZf+vp6eHGjVqYPPmzbCxsYG5ubn40Hf8+HE8evQIbm5u0NbWVljcZY1syFHLli3RoUMHODo6wtPTE1lZWVi3bh2OHz+OyZMnKzhKxkpW4fPXkydPcPz4cZw7dw7q6uo4deoUAgICkJ6ejilTpuDUqVOIi4tDYmIiNDQ0MGDAAKioqHCFVDFYvXo1RowYgQsXLgAoSHr4+/ujcePGOHr0KHr37o3t27fD0NAQrq6u0NHRQf/+/dG0aVNMnDgRAMREPCtasu/MzZs38eLFC1SrVg1WVlaoUKECiAjPnz8HEYmjbF6+fImJEyfC09MTWlpaCo6elVUCyWr2mUK1bt0a586dw+DBg7Fy5Uq5i/CtW7cwf/58fPjwAX379oWvry+An7PgjDGmSKdPn8amTZugpqaGefPmoWrVqgCAK1euoEOHDrC1tcWRI0fE7fPy8qCqqqqocMsE2XXi4sWLuHjxIr58+QI3Nze4u7vj+fPncHZ2Rv369dGhQwfUqFEDx48fx/bt23HhwgVYWFgoOvwyR3a8Zs6cienTp0NfXx8GBgbIz8/H9u3bYWVlpegQGVOIuXPn4v379+IoAZnVq1dj5MiRmDVrlpjsKIwTUkVv7dq1GDVqFHbt2oVOnToBAFJTU5GTkwN1dXV4e3vD29sbQUFByM7OhoWFBZ4/f45Zs2Zh0qRJCo6+bNi/fz8GDBgAbW1tlC9fHo6Ojli2bBl0dHSwb98+dOnSBZ07d0ZOTg5iYmJw+fJlmJubKzpsVobxAF4Fk+UEpVIpHB0dsW7dOuzevVtMNhGRWDGlqamJ3bt349u3bwB45hDG2O8lLS0Nhw4dwrFjx8RkExHBwcEBBw8eREJCApo3b47c3FwA4IRUCZANp/Tw8MCxY8dw7tw5tGrVCv7+/jAyMsKlS5egra2N0NBQ+Pv7486dOzh//jwnpEqIbCZdGdl1ferUqbh48SLmzp2LJUuW4MyZM5yQYmVWbm4uPn36hJUrV8rNsgcAw4YNQ1hYGGbMmPHLSkJOSBUtWc+oAwcOiAkpALh37x6qVauGjIwMpKWliRXQ379/h4eHB44cOYLg4GBFhV1mEBGys7Oxbds2hIaGIj4+HsOGDUNiYiJ69+6NtLQ0dO7cGREREcjMzISOjg4uXrzICSmmcFwp9ZsJCAhAWFgYNm/ejO7du4vLMzMz8eXLFwDg5nOMsd9SVlYWTp06hT59+qBbt25Yt26d3PoLFy5g4MCBOHPmDIyNjRUUZdny7NkzuLq6YsqUKRg4cCAEQcCuXbswcuRI9OvXD4sXL0ZmZiby8vKQkZEBHR0d6OjoKDrsUklWBfXs2TN8+fIFtWvX/tsZwbgSmpVlv5oEKC0tDStWrMD06dOxadMm9O3bV279okWLcPDgQcTGxvJ3p5h8+vQJzs7OkEgkePz4sbjc09MTT548wc2bN/H27Vu0aNEC3bp1g6OjIzZv3ozv378jJiaGm80XI9k1Iy0tDcrKyujTpw/mzp2LunXrIj8/Hzt37sSqVatQpUoVbNmyBbq6usjMzISamhoPoWS/BU5KKYDsxPH48WN8//4dmZmZaNq0qbg+ICAAq1evxqZNm+Dt7Y2lS5fixIkTiI6Ohrq6ugIjZ4yxArLz2MePH5GTk4MqVaqI56fIyEj07dsX/fr1w+rVq+X2y87OhoaGhiJCLtX+Lolx9+5deHt748CBA2jYsKG4zY4dO9CnTx/ExsaKM/Cx4hcVFYXBgwdDW1sb6enpWLlyJTw9PaGrq6vo0Bj7LRROSD18+BCfPn2CiYkJ9PX1oaamhqCgICxatAhbt25Fz5495faVnQc5qVs8JBIJ4uLi0LdvX1hZWeHgwYPo1q0bHj16hP3798PExARAwfUlKCgI5cuXR+XKlREdHQ1VVVU+LsXs4MGDmDRpEgwMDPDixQtcvHgRhoaGACAmpsLDw6GsrIzDhw/zCyj2W+HUaAmTnZAPHDiAsWPHQlNTEy9fvkSvXr0wceJEmJiYYMmSJVBVVUXPnj3h6OiIhIQEnD9/nhNSjLHfQuHz2OTJk5GZmYnc3Fz4+vqib9++8PHxAQD07dsXysrKWLlypbgvJ6SKnuwhLjMzE5mZmbh37x7q1KkDHR0daGlpISkpCZmZmRAEQez50bNnT8ydOxdXrlzhpFQxK1whNXXqVEyfPh0uLi5Yu3YtRo4cic+fP6NPnz7Q09NTdKiMKRQRiQmpiRMn4siRI3j//j0aNGiAqlWrYs2aNZg1axZUVFTQt29fKCkpyY0q4IRU8VJWVkaLFi2wfft2dO3aFTo6OqhduzZOnDiBqlWrijO49uzZE87OzhAEAdWqVYOSkhI3NS8msn/vd+/eRZ8+feDv74/U1FQ8e/YMXl5euHz5MlRVVaGiooIePXogOzsbe/fuRVpaGiel2O+FWIk7efIk6erq0tq1ayk7O5uOHDlCgiBQz5496cmTJ+J2UVFRFB4eTk+fPlVgtIwxVkAqlYp/PnPmDGloaNCCBQsoNjaWpk2bRo0bN6ZevXqJ57F9+/aRIAgUEBCgqJBLPYlEQkREjx49or59+1LdunVJQ0ODdHV1qWfPnnT79m0aNWoU1a1bV+76kpOTQzY2NhQeHq6o0MuUmJgYWr16NY0cOVJueVBQEFWoUIFCQ0Ppy5cvigmOsd/MokWLSF9fn2JiYoiIyM/Pj7S0tCg2NpaIiL5//04TJ04kQRDo1KlTigy1zIqNjaUGDRpQ8+bNxWUSiUTuPqHwclZ8rly5QsePH6dZs2YREVFubi6dPn2aLC0tydHRkbKzs8Vt8/LyKC0tTVGhMva3ePheCUtLS8P48eNRvXp1TJkyBS9evEDLli1haWmJ6OhouLm5Yc6cOWKDQOI3PowxBbt165bYZFl2yRg+fDi+ffuGbdu2idtt27YNS5cuRefOnTFx4kTk5ubi5MmTqFOnjnhOY0VHViF1584deHh4oH379nBwcIC9vT0iIiIQGRkJVVVV9O/fHw8ePMDly5exevVqqKqq4tSpU1i7di2uXr2KWrVqKfpXKfV69eqFnTt3wsbGBtHR0XLD9UJCQrBx40aMHz8egwcP5qF8rMwiImRlZaFnz55o164d/Pz8cOLECXTp0gVLly7FoEGDkJOTA2VlZUgkEmzatAmDBg3iChwFkEgkuHTpErp27Qpra2scPXoUwK/7gbHik5GRgSZNmuDu3bsYMGAA1q9fD6BguF5MTAwmTJgAHR0dnD59mkfcsN+bQlNiZVB2djbt3r2bnj17Rp8+fSIrKysaOHAgERFt27aNBEEgLy8vevbsmYIjZYwxooiICGrVqhV9+fJF7g2on58feXt7E5H8W9DAwEAyMTGh/Pz8Eo+1LJF95gkJCaSlpUUhISGUl5cnt83OnTupcePGZG9vT5s3byZfX1/S1NSkP//8k8zNzenmzZuKCL3MGjlyJCkpKdH27dvl3lwTEY0aNYpMTEzo8+fPCoqOsd+DRCIhd3d3On/+PB05coTKlStHq1evJqKCCpB169bRyZMn5fb58dzHSk5sbCxVq1aNvLy8FB1KmXXz5k1yc3Oj2rVr06dPn8Tl+fn5dObMGapRowa1atVKgREy9n/jVHYxox8K0dTV1dG2bVvUqlULx44dg4aGBqZPnw6gYCx8s2bNkJCQwFOlM8Z+C40aNcLatWuhp6eHDx8+iMsNDQ1x7do1vHnzBkpKSuLU9o6OjtDW1kZaWpqiQi4TlJSUkJSUBDc3N7Rr1w5z5syBiooKiAj5+fkAgO7du2PAgAF4+vQpcnJysHHjRly/fh2nT59GTEyMWP3Gipbsuv/9+3ekp6cjLy8PABAaGopu3bph2LBhOHLkCHJzc8V9VqxYgStXrvztbHyMlUay64YMEUEikUBFRQXjxo1Dnz59sGjRIgwdOhQAkJycjN27d+PNmzdy+3GlVPH58TnmR87Ozti9ezeOHDmCCRMmlFBUZVfh4yG71ltZWSE0NBSamppwc3NDeno6gIIeYM2aNcPmzZt/mnSGsd8ND98rRvT/ht5duXIFt2/fRpUqVdCkSRNUrVoVRISZM2ciKioK58+fh56eHkJCQlC9enUMHDgQampqig6fMVbGUaHhw7dv38awYcMwdOhQ9OvXDwBgZ2eH/Px87N+/H9WqVYOamhpGjx6NGzdu4NSpUyhXrpwiwy/1Xr58ia5du8LQ0BATJkyQm8W18LFzdnaGvr4+oqKieGhFMZN97ocPH0ZYWBgeP36MJk2awNbWFv7+/gCAnj174ujRo4iIiEDbtm3FIRXEw/VZGVL4XPTkyROUL18eUqkUhoaGePToETw8PKCvr4/Lly8jLy8PWVlZ6NWrF75//45z585BWVlZwb9B6XT27FkAQOPGjX95Df+781RCQgIsLCz4uBQj2Wd/+vRpHDhwAI8fP4aXlxeaNm0Ka2trPHz4ED4+PlBRUUFcXBw3Mmf/KHxnWowEQUBUVBRat26NZcuWITAwED169MCTJ08gCAJat26Nhw8fwtvbGy1btsSqVavg5OTECSnGmML8+OYaAL59+4YKFSpAX18fERER2L59OwCIPYvs7e3h7u6Otm3bYvPmzVi1ahUnpEpAzZo1sX37duTm5uKvv/7ChQsXfrmdiooKtLS0AIATUkWMiOTeXAuCgGPHjsHHxwcODg4YOnQoVFRUsGLFCowbNw5AwXTpHTp0QOfOnXHq1Cm5fRkrK2TnouDgYHh4eMDW1hYtW7bE1q1bYWZmhhUrVuDBgwews7ND06ZN4e3tjffv3+PMmTNiTylWtDZs2IDu3bvjxo0byMjIEJf7+vpizpw5AP7+PGVpacnHpZjJZj328vLC9+/fUaVKFSxZsgQTJ07EwYMHUbduXezduxdKSkqwsLDA9+/fFR0yY/8xvjstRp8/f8aJEycQGhqKhIQELFmyBJqamujUqRMSExPh4OCAkydPwtjYGHXq1MGlS5fQsGFDRYfNGCvDlJSU8PjxY+zfvx+CIGDv3r1o1aoVjI2NMWPGDBgYGGD16tXYvXs3atSogWvXriEwMBBOTk6wtrbGtWvX0KhRI0X/GmVGnTp1sGLFCgiCgL/++gsXL14EUHDzKpVK8ebNG2hqaqJly5YA/u+hGOy/I5sCXSYrKwubNm3C2LFjMX36dAQGBmLRokUYN24cDhw4gDVr1gAANm/ejMGDB+PPP/9UVOiMKUThc1BUVBQ2bdqEZcuWYf78+Wjbti369++P5cuXw8vLC4mJifDx8UGHDh0waNAg3LhxA6qqqsjPz+eKnCJ25swZTJgwAevWrcOoUaNgYGAAoOB41a9fH1u2bMGdO3f+z5/Dx6X4fPjwAX/99Rfmz5+PzZs3Y/v27dizZw/Kly+PNWvW4N69e6hXrx42btyIP/74Ax8/flR0yIz950q0g1UZcuvWLXJ0dCRXV1e5abhjYmLIw8ODLCwsKDExkYgKpubm6VIZY7+LyZMnkyAIFBAQQIIgUEREhLju5s2b1K1bN3JycqKtW7cqMEpW2OPHj8nDw4Nat25NcXFx4vKgoCCytLSkpKQkBUZXOi1YsIDc3NyIiMRJAPLy8sjGxoZGjBght21KSgp16dKFBg8e/Msp0xkra44cOUKDBw+mBQsWyC0PDQ0lQRDo6NGjv9yPJ9EoHsuWLSNLS0vKycn5ad27d+/Iw8ODTp06pYDIyp6/u0Z8/vyZatWqRVu2bJFbfvXqVapWrRpt2LBBXPar48jY74wrpYoQ/b+3P/fu3UNsbCyUlZVx8+ZNaGpqits0b94cwcHBqFmzJtzd3fH06VOoqanxkArG2G9j1qxZaNmyJUJDQzF8+HD069dPPL9ZWVkhKCgIxsbG2LBhAzZt2iTuR1yFozA/VkzdunULCxYsQFhYGDZv3gxjY2NFh1iqEBFsbW0RFhYmt1wikcDR0RHJyclISkoSl1euXBmmpqa4ceMGcnJySjpcxn4rCQkJmDFjBnbv3i02ayYiSKVSDBkyBB07dkRkZCTy8/PF9TJciVM8VFRUkJmZiSlTpuDChQuIjIzEli1bsHPnThw5cgRJSUmYN28eTpw4gfDwcJ7MpJjIqm9TU1Px4MED3L17V1z37ds3qKurIyUlBQDESTQaN26MRo0a4cyZM+J9GLeCYf80nAkpQoIg4NChQ/Dx8UGjRo3g7+8PY2Nj9OzZE8nJyeJ2zZs3x5gxY+Do6MjJKMbYb0V2QyOVSuHo6Ih169Zh9+7d4hAlIhITU5qamti9eze+ffsGgHviKJosMaWqqgoPDw9MnjwZMTExsLS0VHRopY4gCHBxcYGZmRni4uLg6OiI3NxcqKurw83NDWfPnkV4eDhev34t7pOSkoI6derwdZ+VOT++sLC0tMTw4cPxxx9/YPPmzXjw4AEEQYAgCFBVVUWFChXw6dMnqKio8Mx6JaRHjx4YMWIELl68iJCQEISFhSE8PBwRERHYt28f0tLScO7cOQQFBSE8PJybaBcDWfP/e/fuoU2bNmjXrh28vLwwePBgAED16tXRs2dPhISE4OzZs3IztRMRTExM+D6M/WPx7HtFgP7fbAhfvnzBiBEjYGdnh7FjxwIoaAQcGhoKdXV1bN26VRyjDRT0nihcRcUYY7+bgIAAsdqme/fu4vLMzEx8+fIFAGBkZKSo8NgvPHr0CIGBgZgzZw7Mzc0VHU6p8XczF8bFxaFfv34wMjJCdHQ01NXVsX79egQHB8PBwQF6enpQUVFBVFQULly4wL0jWZlS+HuTlZWFjIwMVK5cGUDBPfLixYtRpUoVLFy4EH/++Seys7PRsmVL/Pnnn9iwYYMiQy8zCh+j/v37Q09PD8uWLZNbP3v2bOTk5MDf3x8VK1aEkpISzxhahGTHICEhAU5OThg6dCg8PT0RGRmJdevWYcmSJRgxYgTy8/MxYsQIbNy4EVOnToWenh5evnyJ9evX48qVK6hXr56ifxXG/if8+qEICIKA8+fPY8KECdDU1BSnfQaAzp07g4gQGhoKX19fbNiwAYaGhgDACSnG2G9BdmP5+PFjfP/+HZmZmWjatCkAYMmSJQAKZt8BAG9vbyxduhQnTpwQH8DZ78XMzEycGZEVHSUlJbx58wYvXryAs7Mztm3bhps3b2LJkiVYt24dxo0bh+bNm+P8+fMYNGgQqlatikuXLuH69eswMTHBpUuXYGFhoehfg7ESUzjZMX/+fJw+fRqvXr2CtbU1AgMD4ePjg+zsbCxduhQODg6wtbVFxYoVkZaWhtWrVwMAJz5KQOFku62tLQ4fPoyHDx+ibt26AApeQsXExMDd3V1MKP5dkp79b5SUlPD06VM4ODhg/PjxmDVrFgCgRo0aWLduHV68eAGgYJjl2rVrYWJign379iE7Oxv6+vo4f/48J6TYPxonpYqIpaUlPnz4gKSkJDx9+hSNGzcGUJCw8vHxgSAImDVrFkaOHIk9e/bwmHjG2G9BdsN/4MABjB07Fpqamnj58iV69eqFiRMnwsTEBEuWLIGqqip69uwJR0dHJCQk4Pz585yQ+o1xQqpoERHy8vLQq1cvCIIAV1dXTJ8+HatWrQIAtGjRAosWLcKECRPQrFkzxMbGwtPTE23atIGysjLy8/N5GBIrc2RJiylTpmD9+vWYOXMmbG1t4erqio8fP2LPnj3o3bs3VFVVMW/ePHz58gU9evTArl27ABT0zOFzWckyMzPD8uXLsWDBAri4uEBTUxMbNmxAamoqJkyYIG7HCamiJZVKsXHjRujo6KBSpUri8l27diEvLw9PnjzB0qVLUblyZXTp0gXBwcEICgpCZmYmpFIpD6dk/3g8fK8IpaWlwdbWFlpaWti8ebPctOhEhIMHD8LKygo1atRQXJCMMfaDU6dOoWvXrliwYAH69euH6OhoeHl5oUePHpgxYwZMTU0BAPv378enT5/g6uqK2rVrKzhqxkpeeno6bGxs8OzZMwQHB2POnDniOolEgpiYGIwfPx7a2to4c+YMJ25ZmSORSMQXr0SE58+fo1OnTliwYAFat26NixcvomXLllixYgUGDRok7hcREYGdO3dCV1cXCxYsQM2aNblKSkE2b96MDRs24MqVK7C2toaRkRF27doFVVVVuePLita7d++wYMECXLlyBf369cO3b98wb948jBgxAo0aNcL27duRlJSE9+/fw8zMDP7+/vDy8lJ02IwVCU5K/Q9kF8nbt2+LsyLUqVMHDg4O+Pz5M2xsbGBgYIDw8HDuHcEY+62lpaVh/PjxqF69OqZMmYIXL16gZcuWsLS0RHR0NNzc3DBnzhyxjJ8fElhZREQgIuTm5qJhw4bIzs5Gw4YNMW7cOLi4uIjbyRJT/fv3R/369XHy5EkFRs1YyerXrx88PT3RoUMHscLp/v376NatG+7du4eDBw+id+/eWLhwIYYOHYpv377h6NGjYr/CzZs3Y8uWLVBVVUVYWBi//ChCfzfcrvA1vfCfU1NT8fXrV1SsWBF6enoQBIErPktAcnIyZs+ejdOnT+PZs2c4efIkXF1dAUD8/FeuXImbN29i/PjxqF+/voIjZqxo8JnlfyAIAvbt24dRo0ahdu3a0NLSwoULFxAWFob+/fvj1q1bsLKywvDhwxEaGgorKytFh8wYY7+koaGBli1bwtbWFqmpqejcuTNatGiB9evXY/v27ejTpw/y8/OxbNky1KpVixNSrMyRPajduXMHJiYmePz4MZKTk9G6dWvMmzcPRCQ+NCgrK8PNzQ2RkZFi7xXGyorXr19j+PDh0NTUROvWraGqqooqVaogNzcX/v7+iIiIwKJFizBkyBAAwNOnT7FmzRoYGxujadOm6NevH7Kzs3HkyBFoaGgo+LcpPYhITEjt3r0br169Qt26deHg4IAqVaqICStBEMTzXaVKleSGkRERJ6RKQNWqVTF58mQoKSkhJiYGt27dEq8vUqkUADBy5EhOELJShwcE/w9u376NoUOHYurUqYiLi8PcuXORlZWFe/fuIT8/H3p6erh16xbu3LmDwMBA5ObmKjpkxhgD8PPU3Orq6mjbti1q1aqFY8eOQUNDA9OnTwdQkIBv1qwZEhISuK8HK5NkD2hRUVFo27YtQkJCkJqaiqpVqyIqKgrJyclYuHAhzpw5AwAIDg7G+PHjYW9vz1UerMyQPSyfO3cOrq6u6Nu3L06cOIGMjAzo6+ujc+fO2LRpE3x8fMSEVE5ODqZOnYpy5cqhSZMm4s8aMmQItm3bxrO6FpHC1U+BgYEYNWoUIiIiMGHCBIwePRrPnj2DkpKSeAz/7sUTv5AqOQYGBggJCUGzZs2wd+9ezJ8/HwCgpqaG/Px8AOCEFCt1ePjef0H2JiEqKgobN27EkSNH8OrVKzg7O8PLywthYWEACt78mJqaIi0tDSkpKWI/FsYYUyTZzemVK1dw+/ZtVKlSBU2aNEHVqlVBRJg5cyaioqJw/vx56OnpISQkBNWrV8fAgQOhpqam6PAZU4jo6Gh4e3sjLCwMrVu3RrVq1cT7gefPn6Nbt26QSCTQ1dXFzZs3ceLECTg6Oio6bMZKTOGhYdnZ2WjevDm+ffuG+fPnw8vLC4mJiZg6dSpu3boFT09PlCtXDpcuXUJKSgpu3rwJVVVVSKVSCILAyY9icvfuXcyYMQMTJ06EpaUltm3bhi1btkBdXR2hoaGoXbs2z6j3m5EN5bt16xbc3NwwY8YMRYfEWLHhpNTfkJ2YC79hkM0CsnXrVmzatAkrVqxA27Zt0aZNG6xevVostYyKikJISAgMDQ0V/Fswxpi8qKgo+Pr6wtDQEPn5+fjjjz8QHh6OOnXq4MqVK2jevDns7e2hrq6Oa9euIS4ujnvjsTJLKpVi9OjRkEqlWLVqlXhvkJ+fD2VlZQiCgFevXmH79u1IT09Hv379eFpuVmaNHTsWDx8+RH5+Pm7dugUlJSVs2LABXl5eePjwIY4fP45NmzbB1NQU1atXx6JFi6CiosJDkYrZrl27sHbtWujo6GDPnj3i0Mhdu3Zh3bp10NDQwIoVK1C7dm3uG/mbSU5ORkhICN68eYNdu3bJDalkrDThpNS/8ezZM7x+/RouLi7Yu3cv1q5di2PHjuH69esYNWoUkpKS0L59e6xfv17cZ8yYMXj//j3Wr1+P8uXLKzB6xhiT9/nzZwQHB6Np06bo1q0bTp48iTVr1iApKQl79uxBvXr1EBMTg/DwcOjp6WHEiBEwNzdXdNiMKYxEIkHTpk1Rr149bNy4EYD8cJiUlBTo6+tDIpGIPVkYK4u2bNmC0aNH49y5czA2NoYgCBgwYAAuXLiAzZs3i7OEyV7wyvBsbsVv9uzZ2LZtG7KyspCQkABdXV1x3e7du7FhwwakpaUhKiqKh03+hj58+ACgYFgfY6UV12j+G0FBQfD09MTUqVPRo0cP9O7dG2pqanBycoKbmxtSU1PRuHFjvH79Gm/fvkVQUBC2b9+OadOmcUKKMfZbuX37Njw9PfHs2TM0adIE6urq8Pb2RlBQEIyNjdG1a1c8fPgQLVq0QEREBFauXMkJKVYmyHqp/Ph3qVQKZWVl2NjYIDU1Fe/evQMAsRnws2fPEBQUhKSkJLFqirGyKjk5GZaWlmjQoAEqV66MypUr49ChQ7C3t8eIESNw5MgRZGZm/tSfkBNSRevH8xkATJo0Cf7+/tDQ0MCoUaPEJAcAdOvWDT169ICDgwOP8PhNGRgYcEKKlXqclPo3IiMj8eeff2LOnDkICAhA//79xXULFy5E//79sWTJEpibm8PHxwf79+/H6dOn+UGOMfZbkBXC3rt3D7GxsVBWVsbNmzehqakpbtO8eXMEBwejZs2acHd3x9OnT6GmpsZ9JViZoaSkhIcPH2LSpEl49eqVmFySfQdatGiB06dPY8OGDUhKSgJQ8N3aunUrLl++zN8VVqbJrjNZWVl4+fIlVFRUIAgCsrOzARSMIHjz5g18fHxw69YtRYZa6hXuCXX27FkcOXIEkZGRAAoayMsam4eEhODjx4/ifr6+vli+fLlcw3PGGCtJPHzvb2RlZUFFRQVWVlaQSCT49u0bNm3aBBcXF7lx7/Hx8Xj58iWMjIxQs2ZNVK1aVYFRM8aYvEOHDiEwMBDh4eFISUnB9OnTUbFiRezevVvufBUdHY21a9di/vz5qFWrlgIjZqxk5eXlwcnJCTdu3ICpqSnat2+Pxo0bo0uXLuI2oaGhmDlzJqytraGpqQkVFRVER0cjJiYGjRo1UlzwjJWwv2uG/fbtWzRp0gTu7u7YsGGDuDwuLg6HDx+GsrIyZs2axb2jSkBwcDB27dqFatWq4fHjx2jUqBHmz58PGxsbLF++HHv37kW9evUwc+ZMro5ijP0WOCn1gx8b/MnGvru7uyMxMRERERFyians7GyxYSBjjP0OZOexL1++YMSIEbCzs8PYsWMBFFSAhoaGQl1dHVu3bpUrCc/KypKromKsrFi4cCFUVFRgYWGBixcvYsWKFWjXrh3s7e0xfPhwKCkp4dy5c4iNjcX169dhYWHBTc1ZmVP4Hnnz5s1ISEhAgwYN0LRpU9SpUwcbN27EwoULYWlpiXnz5iE9PR1BQUGoVauWOEM195AqXmvWrMH06dNx/PhxWFlZYf369Rg8eDBOnz4NNzc3AAVJ9tDQUPj6+iIkJETBETPGGCel5MgutlevXsXFixdhYmKCBg0awNTUFADg7u6OR48eYcOGDXBxccGCBQtw4cIFHD16lKexZYz9Vs6fP48JEyZAU1MTCxcuROPGjQEUnOdkialy5cphw4YN/KaUlXkxMTFo3749zpw5A1tbW7x//x7h4eFYsGABzM3N4efnh9atW6N69eoAfn6BxVhpV/jf/JQpUxAaGgo7Ozvcvn0bzZo1Q0BAAJycnLB3715MmTIF79+/h66uLqpUqYLLly//1EuKFY0fZwsfOXIkdHV1MXv2bOzatQtDhw7F3LlzMWzYMHz//h3lypUDAOzZswedO3fmBCFj7LfAjRAKEQQBhw4dQosWLbBz50707t0bU6ZMwYkTJwAUDG8xNzdH79694erqigULFmDmzJk84w5j7LdjaWmJDx8+IC4uDk+fPhWXC4IAHx8fjB49Gm/fvsXIkSMhkUgUGCljiteiRQsMHjwYy5YtQ3Z2NgwNDZGYmIjq1aujfv362Lp1K0xNTbF48WIA4Gs+K1MKJ6Ru3ryJp0+f4vjx4zh9+jR2796N9PR0zJ49G7GxsejSpQsePnyIQ4cOISoqClevXoWqqiry8/MV/FuUPkQkDqW8cOECACAxMRFVqlRBfHw8/Pz8MG/ePAwbNgwSiQTLly/H9u3bAQBdu3aFsrIyX/8ZY78FHtiNf11s37x5g8jISKxYsQJ+fn44ceIEFi1ahJUrV0IqlaJt27Y4ceIEVqxYgfz8fKxfvx5mZmaKDp8xxn6ip6eHO3fuwNbWFvPnz0f9+vXF3jeCIKBz585i3zx+U8oYYG9vjyVLlkBNTQ2DBg1CTEwMzpw5A3Nzczx69AgnT54Uh78wVpbIElJbtmzBjh07IJFIYGFhAQBwdXWFIAiYM2cOFixYgMzMTHh4eKB58+bi/hKJhHtJFbHCicJJkyZh7dq1eP36NXr27Inp06dj3Lhx2LRpE/r06QMAyMjIwPnz539KDvL1nzH2OyiTV4gfmzTKhuytWbMGycnJaNmyJQDAw8MDampqmDt3LlatWgVBENCmTRuMHj2aS/cZY78N2fno9u3buHv3LgCgTp06cHBwwNWrV2FjY4OhQ4ciPDwcDRs2BFBw3uvQoYMCo2bs9+Lj44PQ0FCoqqqiatWqOHnypDibrpmZGb+EYmXOmTNncPnyZUyePBlAQXLpxYsX+Pr1K+7duwdHR0cAgIuLCwBg/vz5mDFjBipVqgQ7Ozvx53Dio2jl5+eLSb5bt27h9evXOHjwILS0tODo6Ah7e3skJiaiZs2aAICXL19i+PDh+Pr1KyZNmqTAyBlj7NfK5PA9JSUlvH79GitWrBCXPX78GOfPn8fVq1fx4sULcbmrqysmTpwIqVSKOXPm4OzZswC4dJ8x9vsQBAH79u1D27ZtER4ejm3btsHNzQ0RERGoWLEibt26hQ8fPmD48OE8JTdjvyBrrxkUFARTU1OEhYXB0tIS3HaTlVU5OTnYs2cP9uzZgwULFgAAfH19MX/+fFStWhWhoaGIj48Xt3dxcYG/vz/s7e1hY2OjqLBLtaioKAAQE1J79uzB0KFD8ejRI9StWxcAUL9+fQwePBh169ZFmzZtULt2bbRv3x5fv37FxYsXoaKiwkP2GGO/nTKZlJJIJFi1ahXCwsKwcOFCAECfPn2wdOlS1KhRA6tWrfrlhVZfXx916tRRVNiMMfZLt2/fxtChQzF16lTExcVh7ty5yMrKwr1795Cfnw89PT3cunULd+7cQWBgIHJzcxUdMmO/FdmLJhsbG0ilUvEegF9AsbJKXV0d06ZNg6urK6KiojBnzhwAQIcOHRAcHIwnT55g+fLluHnzpriPh4cHli1bBiUlJUilUkWFXirt3LkTgwYNwty5c8Vl379/hyAISExMlHuh3qpVK4SFheHo0aOYPHkyFi9ejLi4OLG3F1euMcZ+N2V29r23b99i4cKFuHLlCry9vTFx4kQAwK5du7B48WLUq1cP/v7+sLa2FvfJzMyElpaWokJmjDE5sqHIUVFR2LhxI44cOYJXr17B2dkZXl5e4hTcT58+hampKdLS0pCSkiLOKMoY+9m2bdswdOhQnD17Vpy1krGyKjk5GbNnz8b169fl7pd37tyJpUuXwtzcHEOGDIGDg4OCIy3dXrx4gY0bNyIyMhI9e/bElClTAAD79+/H3Llzoauri4ULF4q9I39sVQIUvJTnhBRj7HdUJiulAMDIyAjBwcGws7PDoUOHxDdA3bt3R0BAABITE7Fy5Upcu3ZN3IcTUowxRZG9dS78HkFWgp+RkYHMzEzcu3cPzs7OaNOmDUJDQwEUTHW/YsUKcXpuTkgx9u+5uLjAzs4O1apVU3QojClc1apVMWnSpJ/ul3v06IGAgACcO3cOp0+fVnCUpVt+fj5MTEzg7++P3r17Y+fOnViyZAkAoGPHjggICAARYdq0aUhISADw6ypPTkgxxn5XZTYpBfz7C+348eMRGxuLTZs2IScnR8GRMsbKOiUlJTx79gwxMTEAgL1796JNmzbIzc1FrVq18PXrV7i4uKBVq1ZYu3at+IZ0//79SE5Ohra2tgKjZ+yfw8jICMePH4exsbGiQ2Hst/Dj/bJsCFn37t2xbt06sXqKFT0iEntIHTt2DElJSfj48SOmT58u9vrq3r07Bg4ciMzMTMyYMQM3btzgoceMsX+UMp2UAv4+MdWtWzfMnz8fgYGBUFdXV3CUjDFW0ITZ09MTU6dORY8ePdC7d2+oqanByckJbm5uSE1NRePGjfH69Wu8ffsWQUFB2L59O6ZNm4by5csrOnzG/jE0NDQUHQJjvxXZ/XLjxo1x5MgRhISEAABatmwJZWVlbp5dxGTV0bLk0qRJkxAQEAA7OzvMnj0bTZs2RXh4OP766y8ABS/UBw4ciOfPnyMyMlJhcTPG2P+izPaU+pFszPytW7fQokUL8STPGGO/EysrK9y9excBAQHiW1KZAQMG4NKlS3j79i0sLCyQmpqK3bt3w8rKSkHRMsYYK02Sk5MRGBgIDQ0NrF27lityioGs91N+fj5UVFTw7t07eHp6Yty4cejVqxcA4Pnz51i9ejV2794Nf39/BAQEAABOnz4NNze3n/pJMcbY74yTUoUkJycjJCQEb968wa5du1CpUiVFh8QYYwCArKwsqKiowMrKChKJBN++fcOmTZvg4uIilvYDQHx8PF6+fAkjIyPUrFkTVatWVWDUjDHGSpvPnz9DT08PSkpKICJOTBWhgIAAHD58GPfv34eamhoA4OvXr2jQoAHGjBmD8ePHi9u+evUKbdu2xbt37zBs2DBxtAfATc0ZY/8snJT6wYcPHwAABgYGCo6EMcbw0w1/Xl4eVFVV4e7ujsTERERERMglprKzs3noEWOMsWL3qxne2P9OIpHg+PHjmDp1KrS0tHD27FmoqakhPT0dfn5+0NbWxqxZs2BkZCTuM2DAANy/fx/169fHxo0bOUHIGPtH4ivJDwwMDDghxRj7LcgSUlevXsWSJUuwf/9+vHr1CgAQHR2NevXqYcCAATh79izy8vIwe/ZsdOzYEVKpFPy+gTHGWHHihFTRiY6OhrKyMtq0aYOFCxfi+/fvaNGiBXJzc1G+fHl06tQJ+/btw+rVq/Hy5UsABTPvpqenY8iQIWJCiq/9jLF/Iq6UYoyx39ihQ4fQrVs3WFhY4MGDB/D29ka/fv3g4eEBAPDw8MDNmzdhZmaGO3fuIDo6GnZ2dgqOmjHGGGP/iVWrVmHdunW4ceOG2Evq3LlzmDBhAjQ1NRETEwN1dXWsX78ekydPRv369aGjo4Pk5GRkZWXh1q1bUFZW5qGUjLF/LE5KMcbYb0Z2Y/nmzRtMnDgRzs7O8PPzw4kTJ7Bo0SJoaGhg+PDhaNu2LQBgxYoVyM/PR7t27WBmZqbg6BljjDH2n8rMzIS6ujqUlZVx//59mJubIy8vDzExMZgwYQI0NDRw/vx5qKurIzo6GvHx8UhISEC1atUwd+5cqKqqcg8pxtg/GielGGNMwX7Vl+Pq1atYs2YN3r59i/DwcNSsWRMAcPbsWcydOxfq6uoYMWIE2rRpA+Dn3lOMMcYY++c4e/Ys3N3dsXXrVvTq1UsuMaWuro7Y2Fioq6v/dL2XzdLHGGP/VDwYnDHGFExJSQmvX7/GihUrxGWPHz/G+fPncfXqVbx48UJc7urqiokTJ0IqlWLOnDk4e/YsAHBCijHGGPsHs7Gxwbhx4zBgwADs3LkTqqqqaNGiBRYuXIjc3Fy4uroiJyfnp+s9J6QYY/90nJRijDEFk0gkWLVqFcLCwrBw4UIAQJ8+fbB06VLUqFEDq1atQnx8vLi9i4sL/P39oa+vjzp16igqbMYYY4z9D/Lz88U/S6VSAICuri6mT58Of39/9O7d+6fE1MuXLzF69GhFhcwYY8WGh+8xxthv4O3bt1i4cCGuXLkCb29vTJw4EQCwa9cuLF68GPXq1YO/vz+sra3FfTIzM6GlpaWokBljjDH2X3jz5g2qVasmDtlfs2YNHj9+DDU1NYwbNw76+vrIycnBlClTsHjxYmzbtg09evRAbm4uEhISYG1tzb2jGGOlDldKMcbYb8DIyAjBwcGws7PDoUOHMGfOHABA9+7dERAQgMTERKxcuRLXrl0T9+GEFGOMMfbP4Ofnh1atWuHRo0cAgJkzZ2L8+PF4+/YtwsLC4OHhgfPnz0NNTQ2zZs3C+PHj0a9fP2zYsAFqamqws7ODsrIyJBKJgn8TxhgrWlwpxRhjv5Hk5GTMnj0b169fl6uY2r17NyZNmoSWLVti2bJlUFdXV3CkjDHGGPtPvX//Ho0bN4aJiQkWL16M+fPnIzAwEI0bN0Zubi6cnJwglUqxePFiNG/eHLm5uRgzZgzu37+PuLg4RYfPGGPFhpNSjDH2m/m7xNS+fftgbW0NExMTBUfIGGOMsf+URCKBsrIy3r9/D2tra1SrVg3lypXDtm3b8McffwAAMjIy4OLiAolEgiVLlqBZs2bizHo8mQljrDTjpBRjjP2GZImpW7duoUWLFvjrr78UHRJjjDHG/ksJCQl4+fIlypcvDxcXF3z8+BHNmjXD48ePce7cOTRv3hxEBEEQkJmZCTc3N7x58waHDh2ClZUVAIjrGWOsNOKeUowx9huqWrUqJk2ahDp16uDq1atITU1VdEiMMcYY+y9s374d/fv3x8aNG3H69GlIJBJUqVIFFy5cgLGxMSZOnIgHDx6ICSctLS1ER0ejdevWaNiwofhzOCHFGCvNuFKKMcZ+Yx8+fAAAGBgYKDgSxhhjjP2ntmzZgqFDh2Ljxo3w8PCAnp4eAIhD8j58+AAbGxvUqlULa9asQf369X/6GbJhf4wxVppxUooxxhhjjDHGisj9+/fRrVs3+Pv7Y9CgQeJy2TC8wokpW1tbmJqaYtmyZbC0tFRg1Iwxphg8fI8xxhhjjDHGisjbt2+RmZmJZs2aofD7f9kwPFn1k4GBAa5du4bY2FiEh4crJFbGGFM0FUUHwBhjjDHGGGOlRXx8PL59+4Y///wTwM+NygVBQGJiIpKTk+Hi4oKUlBTo6uoqKlzGGFMorpRijDHGGGOMsSJiamqKjIwMnDp1CsCvG5Vv2bIFO3fuRF5eHipWrAhlZWVIJJKSDpUxxhSOk1KMMcYYY4wxVkRsbGygpqaG8PBwvH79WlwuG8qXnp6OJ0+eoEGDBlBVVRXXc1NzxlhZxEkpxhhjjDHGGCsishn1jhw5gpCQENy6dQtAQcXUu3fv0L17dyQnJ2PYsGEKjpQxxhSPZ99jjDHGGGOMsSIkkUiwadMmDB8+HAYGBrCwsIBUKkVaWhqkUikuXrwIVVVVSCQSrpBijJVpnJRijDHGGGOMsWJw+/ZtbNy4EY8ePcIff/wBKysrDB06FMrKysjPz4eKCs87xRgr2zgpxRhjjDHGGGMliCukGGOsACelGGOMMcYYY6yYENEvZ+BjjDHGjc4ZY4wxxhhjrNhwQooxxv4eJ6UYY4wxxhhjjDHGWInjpBRjjDHGGGOMMcYYK3GclGKMMcYYY4wxxhhjJY6TUowxxhhjjDHGGGOsxHFSijHGGGOMMcYYY4yVOE5KMcYYY4wxxhhjjLESx0kpxhhjjDHGGGOMMVbiOCnFGGOMMfYLp0+fhq+vL/7880+UL18e6urqMDQ0RMuWLbF06VKkpKQoOkTGGGOMsX80gYhI0UEwxhhjjP0uPn36hB49eiA6OhoAULNmTTRs2BDa2tpITk7G1atXkZmZiXLlyiE6Ohr29vb/83+rBlrP6AAACwpJREFURYsWOH/+PM6dO4cWLVoU0W/AGGOMMfbPoKLoABhjjDHGfhdpaWlo2rQpHj16hLp16yI8PBzOzs5y2+Tk5GDz5s2YNm0a3r9/r6BIGWOMMcb++TgpxRhjjDH2/4waNQqPHj1CzZo1cfHiRVSsWPGnbdTV1TF48GC0b98eX79+LfkgGWOMMcZKCe4pxRhjjDEG4Pnz59ixYwcAYMmSJb9MSBVmYGAAMzMzAMC3b9+wbt06dOrUCXXq1IG2tja0tbXRoEEDTJo06afkVUxMDARBwPnz5wEALi4uEARB/F9ERITc9l++fMG0adPQqFEj6OjoQEtLCw0aNMBff/2FzMzMX8aXn5+PxYsXw8LCAhoaGqhSpQq6dOmCBw8eICIiAoIgoH///r/c9+TJk/D09ESVKlWgpqaGatWqoVu3brhx48Yvt2/RogUEQUBMTAzi4uLg5eUFfX19KCkpISIiAv369YMgCJg7d+7ffp579uyBIAho3Ljx327DGGOMsdKFk1KMMcYYYwCOHDkCiUQCPT09eHt7/1f7JiQkYPDgwbhw4QKqVq0KLy8vNG3aFO/fv8ecOXNgZ2eH1NRUcfuqVauiX79+MDAwAAC0bt0a/fr1E/9namoqbvvgwQNYWlpi5syZ+PjxI5o2bQp3d3ekpKRgypQpcHJyQlpamlw8UqkUHTt2xPjx4/HkyRM0b94crq6uuHnzJuzs7BAfH/+3v8uUKVPg4eGBY8eO4c8//4SPjw8MDAywZ88eODg4YOPGjX+77969e9GiRQs8f/4c7u7uaNmyJdTV1TFmzBgAwJo1ayCRSH65b1hYGABg5MiR/8enzRhjjLFSgxhjjDHGGPXp04cAkKur63+9b1JSEkVHR5NEIpFbnpGRQX379iUANHz48J/2a968OQGgc+fO/fLnZmZmUu3atQkATZ48mXJycuR+do8ePQgA+fr6yu23fPlyAkCGhob08OFDcXl+fj6NGTOGABAA6tevn9x+x48fJwCkoaFBp06dklu3fv16AkCqqqp07969X/4eACgsLOyXv4uTkxMBoKioqJ/W3b17lwCQvr4+ZWdn/3J/xhhjjJU+XCnFGGOMMQYgJSUFAFClSpX/el9jY2O4ublBSUn+1kpLSwurV6+GiooK9u7d+1//3M2bN+PZs2fw9PTErFmzoKamJvezw8PDUaVKFWzduhVfvnwR1y1fvhwAMH36dHGIIQAoKytjwYIFMDIy+uV/b9GiRQCA4cOHo2XLlnLrBg4cCE9PT+Tl5Yk//0eurq4YPnz4L9fJqqVkFVGFrVy5EgAwaNAgqKur/3J/xhhjjJU+3OicMcYYY6yIXLp0CXFxcXj9+jUyMzNBRAAANTU1pKSk4MuXL6hQocJ//POOHj0KAOjWrdsv15crVw62trY4duwYrl+/jlatWuHNmzd4/vw5AKBnz54/7aOmpgYfH5+fEkv5+fm4ePEiAPxtr6mBAwfiyJEjOHfu3C/X+/j4/O3v0rFjR/zxxx84c+YMHj58iLp16wIomPFw27ZtUFZWxrBhw/52f8YYY4yVPpyUYowxxhgDoK+vDwD4+PHjf73vx48f0blzZ1y4cOHfbpeenv5fJaVkyaU+ffqgT58+/3ZbWaXXmzdvAACVK1dGuXLlfrltzZo1f1qWmpqK7OxsAICJickv96tduzYA4O3bt//xz5VRUVHB8OHDERISgpUrV4rVUZs3b0ZGRoaYtGKMMcZY2cFJKcYYY+z/a+9+Q5ru+jiOf9YyLUMmxirRhIogq0kEhuYDt0C0FlQQEYWQZU+isAzCB9FfEAxCigzUhn+SQJNykSPKViFSBiL2Z+oDZwVqRmXUAkfa/cBbr2uX2uXldbO7P+/Xs51zfuecbc8+nPP9AZLWrFmjyspKtbS0aGhoSEajccrP7t27V42NjUpKStLJkyeVkJCgyMhIhYSESJKio6PV29s7dnJqqoaHhyVJ6enpY0XRJxMXFxfw2WAwTDr2e33/xuzZs7/bn52drVOnTqmiokL5+fmaO3euioqKJFHgHACA3xGhFAAAgCS73a7Dhw9rYGBATqdTW7ZsmdJzPp9P9fX1mjFjhurr62Uymcb19/X1TWtPsbGxam9v1549e757Ne7PRutFvX37Vj6fT+Hh4ePGdHd3j2uLiopSaGioBgcH1dXVJYvFMm7M6MmtyWpS/Z2oqCjt3LlTpaWlqqio0LJly9TR0aH4+HjZbLZpzQkAAH5eFDoHAADQyNW0HTt2SJJyc3P1/v37747v7+9XR0eHPn78qKGhIUVERIwLpCTpypUrk56QGi1c/vXr1wn7MzIyJEnV1dVT/RqKjY0du0Z39erVcf1+v1+1tbXj2mfOnKmUlBRJUllZ2YRzOxwOSZLVap3yfv7q4MGDkkYKno9e4du/f/+05wMAAD8vQikAAID/unDhgpYuXSqv16uUlJQJa0T5/X45HA6tXr1aHo9H8+fPV2RkpAYGBlRZWRkw9tGjR8rLy5t0vZiYGEnS8+fPJ+zft2+f4uLiVFNTo6NHj+rTp0/jxvT19amkpCSgbTT4OX78uDo7O8fah4eHlZeXp9evX0+4Xm5uriTp0qVLamhoCOgrKyuT0+lUSEjI2Jv0pmPVqlWy2WzyeDxyOp2KiIhQZmbmtOcDAAA/L8O3f1rcAAAA4BfW39+v7du36/79+5JGin5bLBbNmTNHb968UXNzsz5//qyIiAjduXNHiYmJKiws1KFDhyRJa9eu1eLFi/Xq1Ss1NTVp165devjwoV6+fCmv1xtQDPzWrVuy2+2aNWuW0tLSZDabZTAYlJWVpeTkZEkjgZXdbld3d7dMJpMsFotiYmL05csXdXZ2yuPxyGw2B1wRHBoa0qZNm+RyuRQaGiqr1SqTyaQnT56op6dHu3fvVlFRkbKzs1VcXBzw/Y8dO6YzZ87IYDBo3bp1WrRokdrb29XS0iKj0aji4mJlZWUFPJOamqoHDx7I7XYrNTX1b3/juro6bd68WZJ04MABnT9//h/+SwAA4FfASSkAAIA/MZvNcrvdcrlcyszMlNFoVENDg65du6YXL14oKSlJhYWF8nq9SkxMlCTl5OToxo0bSk5OVkdHh27evKnBwUFdvHhR5eXlk661ceNGlZSUaOXKlbp3754cDocuX74ccLppxYoVamtrU0FBgZYvX662tjbV1NTo8ePHCg8P15EjR3T9+vWAeY1Go+rq6lRQUKAlS5bI7Xbr7t27slgsam5u1oIFCySNvKHvr06fPi2Xy6WMjAx5PB5VV1erp6dH27ZtU1NT07hAajrWr18vo9Eog8HA1T0AAH5jnJQCAAD4zdhsNrndbtXW1mrr1q1BX7+0tFTZ2dlKS0vT7du3g74+AAD4MXBSCgAA4BfU2toqv98f0Ob3+3XixAm53W6ZzWZt2LAh6Pvy+XzKz8+X9EcNKwAA8Hua+f/eAAAAAP73cnJy1NraqoSEBC1cuFAfPnzQ06dP1dvbq7CwMJWXlyssLCxo+zl79qyePXumxsZGdXV1KT09XWlpaUFbHwAA/Hi4vgcAAPALqqqqUlVVldra2vTu3Tt9+/ZN0dHRslqtys3NVXx8fFD3M1oMfd68ebLb7Tp37pwiIyODugcAAPBjIZQCAAAAAABA0FFTCgAAAAAAAEFHKAUAAAAAAICgI5QCAAAAAABA0BFKAQAAAAAAIOgIpQAAAAAAABB0hFIAAAAAAAAIOkIpAAAAAAAABB2hFAAAAAAAAIKOUAoAAAAAAABB9x/Apwp33l3h7AAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 10 rating categories\n",
"top_ten_category = df_exploded['listed_in_split'].value_counts().head(10)\n",
"\n",
"# Graphic bars\n",
"plt.figure(figsize=(12, 6))\n",
"bars = plt.bar(top_ten_category.index, top_ten_category.values, color='olive')\n",
"\n",
"# Labels and headers\n",
"plt.title('Top 10 of the most frequent categories').set_fontsize(24)\n",
"plt.xlabel('Category').set_fontsize(16)\n",
"plt.ylabel('Frequency').set_fontsize(16)\n",
"plt.xticks(rotation=45, ha='right')\n",
"\n",
"# Add value over each bar\n",
"for bar in bars:\n",
" yval = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8874e1aa",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"After a quick sum, it is evident that the first four are in more than 80% (7032) of the titles. The total sum is 8201, without ignoring that both \"International Movies\" and \"International TV Shows\" are considered in a similar definition. According to the Academy of Motion Picture Arts and Sciences, rule thirteen for the Academy Awards for movies states that an international film is:\n",
"\n",
"> \"An international film is defined as a feature-length motion picture (over 40 minutes) produced outside the\n",
"> United States of America and its territories with a predominantly (more than 50%) non-English dialogue\n",
"track. Animated and documentary feature films are permitted\". https://www.oscars.org/sites/oscars/files/94aa_international_feature.pdf\n",
"\n",
"It is important to keep in mind that this definition is not aimed for platforms like Netflix. However, it helps us to have an overall idea.\n",
"\n",
"One curious thing is that 4101 titles (Movies and TV Shows) are from outside the USA (International), but from the other hand, the graph 'Top 5 countries with more titles launched in Netflix' shows us the USA has 3527 titles in total. This is an example that the dataset has mismatches, because the sum should be 8789."
]
},
{
"cell_type": "markdown",
"id": "07482c1b",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"**Do you remember this number → 4528?**\n",
"\n",
"In the pie chart below it is expressed the differentiation percentually between titles with a director name or names and the value \"Not Given\" as director name. Previously, we obtained the uniqueness values of each column and 4528 is the value for \"directors\", keeping in mind the total of values are 8790 and 4528 are the unique values, we will discover how many are as \"Not Given\"."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "d-",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"directors_not_given = df[df['director'] == 'Not Given'].shape[0]\n",
"directors_given = df[df['director'] != 'Not Given'].shape[0]\n",
"\n",
"# Percentages\n",
"total_directors = directors_not_given + directors_given\n",
"percentage_directors_not_given = (directors_not_given / total_directors) * 100\n",
"percentage_directors_given = (directors_given / total_directors) * 100\n",
"\n",
"# Tags and values\n",
"labels = ['Not Given', 'Given']\n",
"sizes = [percentage_directors_not_given, percentage_directors_given]\n",
"explode = (0.1, 0) # Highlight the slice\n",
"colors = ['#dd1199', '#6699ff']\n",
"\n",
"#Create the graphic\n",
"plt.figure(figsize=(8,6))\n",
"plt.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%')\n",
"plt.title('Titles with directors denifed vs without').set_fontsize(16)\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "009148c4",
"metadata": {
"papermill": {
"duration": 0.04343,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"Here we have the value of how many titles appear as \"Not Given\" which are \n",
"\n",
"* 8790 (total of titles) * 0.294 (percentage of \"Not Given\") = 2584 (titles with \"Not Given\" as director name)\n",
"\n",
"The previous result reaffirms it is not a reliable variable.\n",
"\n",
"**Why do not imputate them?**\n",
"This is not an essential variable, for that reason we skip the missing information of this variable."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "e60cf9ea",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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8PH369ATn7+bmpjFjxsQ5PkuWLBo3bpz5eNmyZfF2apxYuXLl0gcffKCVK1fq33//1Z07d3Tv3j39+++/mj9/vipVqmS23bt3r5o3b26eBmSLWbNmmR1Bly9fXh988EGcbbNly6axY8eajxctWpQk655Y3333nXn/1VdfVb169eJsW6tWLbVr1y5Z6nBxcbF6D8Tm2rVrWrhwoSTJy8vL6nmLjaOjo7744gvz8Q8//PBYm4kTJ5qvVdWqVTVgwIAnLf2pbdq0SefOnZP08HTBr7/+OtZTmqSHHSFPmzZNGTJkkCSdPXtWmzdvTnAZQ4cOVc6cOeNtE306j/Rwm0luTk5OqlmzpqSHpw7+/vvvVuPv3r2rffv2SXp4ql/0ezIqKsqqI2jpYef8e/bskfTwtLH4TjNLbt26dVPZsmXjHN++fXvzVOFTp05ZPe9JYcyYMcqcOXOs49zc3PTyyy9bDfvqq6/ivIpngQIFVL16dUmSYRg6cODAY21OnDhhdWrt1KlTlTFjxjjrGzVqlPleDAkJ0aJFi6zG2/t9mF4k9ecmrxOAtIBQCgDSkNu3b1vtcHTu3DnBad59913z/h9//BHv1eMkqUWLFgn2n/LSSy+ZP3Dv3btn7mg+rRdeeEGXLl3StGnT1KpVKxUsWFCurq5ydnZWwYIF1b59e+3bt09DhgyxWpcJEybYtFxJ+u2338z70VeYi0/r1q2VPXt2SdY72fYQ86p67du3T7B9hw4dkqWORo0aKVu2bPG2+fXXX82+nF555RW5uLgkON8qVaqYO+o7d+58bPyGDRvM+35+fgm+Vkkp5vvkpZdekpeXV7zt8+TJY9X/UmKuiNi2bdsE2+TLl8+8P2vWLLv0ARPzanGPrkfM/qTq1aunOnXqmK/Lo21t6U8qqb322mvxjndzc1OhQoUkPQx6Yl7tz1aurq6PhU6PKlOmjHm/cOHCKleuXLzto/uyk2SGpzHFfC3Kly8f758ZkpQ5c2arUPvR1zLm+3Dr1q36559/4p0fEiepPzd5nQCkBXR0DgBpyNGjR82d0CxZssT7T3+08uXLK3PmzAoLC1NkZKSOHDli/qsem8QcveDo6KhKlSqZly3/888/Y+0AObGyZMmSYBuLxaKRI0fq7Nmz5r/2X331lT755JOn7vzcMAwdPnzYfBzf8xItQ4YMqly5shmQHDp0yKZ1T6z//vvPqmP7qlWrJjhN1apVZbFYZBhGktZSsWLFBNvEDOuOHj0qPz+/J1pGUFCQwsLCzJ2twMBAq8u2x3eUWHL4888/zfuJeZ9IUo0aNbR27VpJD98n8SlYsKAZdsbn1Vdf1fDhwxUVFaV169apdOnS6ty5s5o2bapSpUolS1AXXyi1bds28369evWUI0cOlSlTRkePHo23bcx5poSYoU9ccuTIYd5PyiOlihYtah5FF5eYoW+pUqUSnGfM905stT7t+3fKlCmSHn//5suXT1WrVtXevXsVHBysihUr6p133lHr1q1Vo0aNZLvIwrMuqT83eZ0ApAWEUgCQhsQMJfLly5eoHVAHBwfly5fPvLrR9evX422fP3/+RNUSs13MupLbyJEjzVAqKChIe/fuNU8velLBwcF68OCB+bhAgQKJms7X19e8n9DzmVRiPseZMmVK8DQv6eEVpTw8PHTr1q0krSUxp4FEX5VKevjvfWxHPiUkKCjIKpSK5uzsLB8fnyeeny1iPv/J8T5J7Kk1JUqU0Lhx49S/f38ZhqGTJ0/q448/1scff6xs2bKpevXqqlOnjlq2bJmoq20mRsWKFeXm5qbbt2/r8OHDunXrlrJmzSrpf0GTr6+v+bzUrVtXR48e1V9//aUbN26Y4U5qCqUSczW9mMFRzM8Jeyw7ZtD+pO1jqzU53r+zZ89W/fr1FRgYqNDQUE2fPl3Tp0+Xk5OTypcvr9q1a6tx48Zq0KCBHB0dE7XM9C6pPzclXicAqR+n7wFAGhIaGmrej6s/ktjEbBt9GfW4JPaf0yeZZ1IqVKiQ1c7SiRMnnnpeMZ9PKfHPaUqse8xan+Tf7Sd5nyRWYk67Soq+tiIiIsz7MZ/nxBxZl9SeZtt7kvfJk5zK9tFHH2nr1q1q0KCBVTAdFBSkdevW6eOPP1axYsXUsGFD/fXXX4meb1xi9isVFRVl9k0Usz+pmEeuRQdOhmGY/Uo92p9UYo/WSS72PPXT1mUnRa3J8f4tWbKkjhw5og8//NAqOIuIiNCBAwf01VdfqXHjxipQoIBVf3iIW1J/bkq8TgBSP0IpAEhDYu6MJ9Q3VEwx27q5ucXb9s6dO0k+z6Tm7e1t3rflSKVHw43EPqcpse4xa03sayQ92fskKcXcof3qq69kPLzi7xPdYoaPMZ/nR8NEe3iabS853yd16tTRr7/+qitXrmjp0qXq2bOnKlSoYNUZ9pYtW1SlShXt2rXL5uXFdgrf7t27zf5vYoZSsfUrtXfvXt27d0/Swz5wEtNXDpJOcr1/PT099fXXXyswMFDbtm3TZ599pqZNm8rd3d1s899//6lr167q2bPnU1affiT152Y0XicAqRmhFACkITFP8bl06VKi+gqKiorSxYsXzccJnfbl7++fqFqeZJ5JLebOki1HAnl4eFidopPYdY/Zt5G91j3ma3/nzh3duHEjwWlu375t16sDxuTp6WneDwgISNL5hYeH68qVKzbP80nEfP5T0/vE09NTr7/+uiZPnqyDBw8qICBAkyZNMk+Zu3v3rt577z2blxNbKPVof1LRsmfPbvZ3F1vblD51Lz1K7vevs7Oz6tSpo08//VTr16/X9evX9csvv1idWj1lyhT98ccfT1Z4OpPUn5uP4nUCkBoRSgFAGlK2bFmzz4fbt28n6tScI0eOmCGOo6Njgldx2rt3b4LzjIyMtPrRWqFChQSnSSp37tzRqVOnzMe29C1ksVhUvnx58/Hu3bsTnCYiIiJF1j1PnjxWO5aJeZ327t2b5J2cJ1aVKlXM+0lxpI6np6fVEQAxr4b3NJ70lKiYVytLzPvk0Xb2ep/kypVLvXr10urVq81hx48f17///mvTfKP7lZIedsB88+ZNM2gqVKiQ8ubNa9U+OqT6+++/de3atSQPpVLy9Lu0yN7v3wwZMqhJkyb69ddfra4MGN3xf0xp9bVMjrqT+nMzIU/yOgFAciGUAoA0xM3NTS+88IL5eN68eQlOM3v2bPN+5cqVEzyyaM2aNQleaWrDhg26evWqJMnFxSVRV+xLKosWLTIvQW+xWFS7dm2b5le/fn3z/vz58xMMcVatWmUepWTvdY95NMr333+fYPsFCxYkZznxaty4sdn58u7du3XkyBGb59m0aVPz/rRp02wK3GKePpaYTqxjvk/Wr19vvv/jcvnyZf3yyy+xTm8PNWrUsLoiW8yO4p+Go6OjeTSFYRj65ZdftH//fkmxXwkxZr9SGzZsMENUZ2fnJNlmnvT1S+9ivv/+/PNPHT16NN72d+7c0ZIlS2Kd/kk4OzurUaNG5uPY3ofJ/Vom1/yTY77J8bmZGIl5nQAguRBKAUAaE/NUnGnTpsW7c3Hw4EF9++235uPu3bsnOP+QkBANGjQozvFhYWH6+OOPzcevvvpqoq4OFZc7d+4oKioqUW1Pnz6tTz75xHzcqFEj5c6d+6mXLUldu3Y1++E5dOiQZs6cGWfbW7duWa17u3btbFr3J/Xuu++a93/88Uezw+nY7Nq1y7xKYUrIkyeP3n77bUkPg4n27dsnGHZGi4qKivWKjr179zZfqz179mjs2LFPXV/06W3Sw75UEtKoUSMVLFhQ0sPTB3v37h1nW8Mw9OGHH5o7qoUKFVLDhg2futaYEtuH2q1bt6z63rJ1O5Gsw6cxY8bE2p9UtNq1a5uv1bhx48z+pKpWrZok/Uk96euX3hUvXtwqwPfz84s3SPn000/N4NXd3V1vvvmm1figoKBEf27HPNU7tvdhcr+WyTX/5JhvUn9uJuXrBADJhVAKANKYt956yzwF7/79+2rcuLHZb0tMv/76q5o2bWpeiadChQpq165dgvPPmDGjpk2bpk8++cTc6Yz233//6eWXX9bff/8t6eEVw4YNG2bT+uzfv1+lSpXS9OnT4zz6JDIyUgsXLlS1atXMo5QyZsxoUygRrVChQlZBn5+fn6ZNm/bYD/kzZ86oUaNGOnfunKSHO2pDhw61eflP4sUXXzQDAMMw1KpVK61fv/6xdps2bVKLFi0UFRVl1WeWvX3xxRdmp/RHjx5V5cqVtWnTpjjbX7p0SRMnTlSxYsW0dOnSx8YXLVpUH330kfl44MCB+vDDD3Xz5s1Y57d//3517NhRx48ff2xczFNVVq9e/dh7/VEODg4aM2aM+Xjx4sXq2rXrY52u3759W506ddKKFSvMYePGjbPqgNwWr7/+upo1a6bly5fH2eH9f//9pzfffNNcp6JFi6pQoUI2LzvmaXfHjh2LdXi0bNmymZ9TCbV9GjFfv2XLliXJPJ91o0ePNk///v3339WmTZvHPnPv37+vgQMHauLEieawYcOGPXZRiNWrV6to0aIaP368Vd9TMYWHh2vq1Klavny5OSzm0Y7RnnRbfFLJ9V6JOd/ly5cn2anSSfm5mZSvEwAkF6eULgAA8GQyZsyoxYsXq06dOrp27ZoCAgJUv359lStXzuwf6fDhw1aH/efOnVuLFy9OVEDx+eefa/DgwRo7dqxmz56tunXrKlu2bLpw4YK2bdtmtcMwadIkFS5c2OZ1OnnypD744AP5+fmpcOHCKlWqlLJnzy4HBwcFBARoz549VkeIODo6asGCBQn2j5VY48eP14EDB/THH38oIiJCfn5+GjNmjGrWrKksWbLo7Nmz2rFjhyIjIyVJTk5Omj17dqxXOUpus2fPVrVq1RQYGKigoCC9/PLLKl26tCpUqCCLxWJ1ak7fvn31008/6cKFC3avU3rY39fq1av10ksv6fr16zp16pQaN26sPHnyqHLlysqVK5cePHi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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 5 rating categories\n",
"directors = df[df['director'] != \"Not Given\"][\"director\"].value_counts()\n",
"top_ten_directors = directors.head(5)\n",
"\n",
"# Graphic bars\n",
"plt.figure(figsize=(12, 6))\n",
"bars = plt.bar(top_ten_directors.index, top_ten_directors.values, color='darkcyan')\n",
"\n",
"# Labels and headers\n",
"plt.title('Top 5 of directors with most titles').set_fontsize(24)\n",
"plt.xlabel('Directors').set_fontsize(16)\n",
"plt.ylabel('Frequency').set_fontsize(16)\n",
"plt.xticks(rotation=45, ha='right')\n",
"\n",
"# Add value over each bar\n",
"for bar in bars:\n",
" yval = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "22124f61",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"Here are the top 5 of directors with the most titles and where they are from:\n",
"\n",
"* Rajiv Chilaka is from India.\n",
"* Raúl Campos and Jan Suter are from USA.\n",
"* Alastair Fothergill is from UK.\n",
"* Marcus Raboy is from USA.\n",
"* Suhas Kadav is from India.\n",
"\n",
"Taking a look at the maximum is 20 titles for Rajiv Chilaka, we decided to check the standard deviation of this variable and we obtained ↓"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "bd0a4a77",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.13\n"
]
}
],
"source": [
"directors_sd = directors.std() \n",
"\n",
"print(\"{:.2f}\".format(directors_sd))"
]
},
{
"cell_type": "markdown",
"id": "62e21026",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"This value let us see that there are few directors with more than the mean which is ↓"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "1b576580",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.4\n"
]
}
],
"source": [
"directors_mean = directors.mean() \n",
"\n",
"print(\"{:.1f}\".format(directors_mean))"
]
},
{
"cell_type": "markdown",
"id": "8bb1401d",
"metadata": {
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"source": [
"Below we can see the total of directors with more titles than the mean. "
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "8aac65c6",
"metadata": {
"_kg_hide-input": true,
"_kg_hide-output": true,
"execution": {
"iopub.execute_input": "-T09:05:-Z",
"iopub.status.busy": "-T09:05:-Z",
"iopub.status.idle": "-T09:05:-Z",
"shell.execute_reply": "-T09:05:-Z"
},
"papermill": {
"duration":-,
"end_time": "-T09:05:-",
"exception": false,
"start_time": "-T09:05:-",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"868 directors have two or more titles than the average.\n"
]
},
{
"data": {
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""
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"source": [
"directors_list_1 = dict(directors)\n",
"total = 8789 - x \n",
"x=0\n",
"\n",
"# Count directors with more than 1 title\n",
"for name, number in directors_list_1.items():\n",
" if number > directors_mean:\n",
" x+=1\n",
" \n",
"print(f\"{x} directors have two or more titles than the average.\")\n",
"\n",
"# Tags and values\n",
"labels = ['Director with more than 1 title', 'Directors with 1 title']\n",
"sizes = [x, total]\n",
"explode = (0.1, 0) # Highlight the slice\n",
"colors = ['#109999', '#10aaff']\n",
"\n",
"#Create the graphic\n",
"plt.figure(figsize=(8,6))\n",
"plt.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%')\n",
"plt.title('Directors with one title vs Directors with more').set_fontsize(16)\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b38e3074",
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"source": [
"# Conclusions 👨🏼🏫💡\n",
"\n",
"\n",
"**Analysis of Categories** 🗂️\n",
"1. Category Frequency: \n",
"\n",
"> The most frequent categories on Netflix are \"International Movies,\" \"Dramas,\" and \"Comedies.\" These three categories represent over 50% of the total content.\n",
"\n",
"> The \"International Movies\" category stands out significantly, reflecting the diversity and global reach of the content available on Netflix.\n",
"\n",
"**Content Production by Country** 🌎\n",
"1. Top 5 Countries with Most Titles:\n",
"\n",
"> The countries with the most titles on the platform are the United States, India, Canada, the United Kingdom, and France.\n",
"\n",
"> The United States leads with a significant difference compared to other countries. However, notable growth has been observed in countries like Pakistan, India and UK in recent years.\n",
"\n",
"2. Evolution of Titles Added by Country:\n",
"\n",
"> Over the years, the number of titles added by the top countries have shown steady growth, with a significant peak in 2018 and 2019, followed by a decline in 2020 and 2021 due to the COVID-19 pandemic.\n",
"\n",
"**Analysis of Directors** 🎬\n",
"\n",
"1. Director Distribution:\n",
"\n",
"> 30% of the titles lack information about the director (\"Not Given\"), indicating an opportunity to improve the database and transparency of the provided information.\n",
"\n",
"> Most directors have only one title on the platform. However, a small percentage (9.9%) of directors have more than one title, suggesting a select group of directors contribute significantly to Netflix's catalog.\n",
"\n",
"2. Directors with Multiple Titles:\n",
"\n",
"> There are 868 directors with two or more titles on the platform. While they represent a minority, their contribution is significant in terms of the total content.\n",
"\n",
"**Impact of COVID-19** 😷\n",
"\n",
"1. Decrease in Titles:\n",
"\n",
"> The COVID-19 pandemic significantly impacted the number of titles added in 2020 and 2021, as evident in the decline in the yearly title evolution graphs.\n",
"\n",
"2. Recovery and Adaptation:\n",
"\n",
"> Despite the decline, there is a trend towards recovery, indicating the entertainment industry's ability to adapt to changing global market conditions.\n",
"\n",
"**Final Reflections**\n",
"\n",
"1. Diversity and Global Reach:\n",
"\n",
"> Netflix has demonstrated a focus on the diversity of its catalog, with a notable amount of international content. This reflects not only a global market strategy but also an adaptation to the preferences of a diverse audience.\n",
"\n",
"2. Transparency and Data Improvement:\n",
"\n",
"> Improving transparency in the provided information, especially regarding directors and other metadata, could enhance the user experience and offer better content analysis.\n",
"\n",
"3. Growth Opportunities:\n",
"\n",
"> As the platform continues to grow, there are significant opportunities to expand the number of titles in underrepresented categories and further diversify the catalog in terms of geography and genre."
]
}
],
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