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Created October 3, 2023 02:45
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Bonn Realestate Data Analysis.ipynb
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{
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"metadata": {
"id": "3m2nLiWIoUhL"
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"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"source": [
"data=pd.read_csv(\"BonnRealestateDataset.csv\")\n",
"data"
],
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" Provider \\\n",
"0 PANDION Vertriebsgesellschaft mbH (3) \n",
"1 PANDION Vertriebsgesellschaft mbH (3) \n",
"2 PANDION Vertriebsgesellschaft mbH (3) \n",
"3 PANDION Vertriebsgesellschaft mbH (3) \n",
"4 Mr. Gregor Kapitza (28) \n",
".. ... \n",
"286 S Immobilienpartner GmbH \n",
"287 Lyudmila Luft \n",
"288 Nagelschmidt Immobilien GmbH \n",
"289 Partner real estate WINKEL \n",
"290 Volksbank Rhein-Erft-Köln eG \n",
"\n",
" Project Unit \\\n",
"0 PANDION VILLE 3.BA - Beautiful penthouse apart... \n",
"1 PANDION VILLE 3.BA - Modern 2-room apartment w... \n",
"2 PANDION VILLE 3.BA - Spacious apartment with 3... \n",
"3 PANDION VILLE 3. BA - Penthouse with a spaciou... \n",
"4 Energy-efficient living in Bonn-Pützchen \n",
".. ... \n",
"286 - \n",
"287 - \n",
"288 - \n",
"289 Bonn Ville \n",
"290 Construction project OPUS 28 \n",
"\n",
" Address Purchase Price \\\n",
"0 Fritz-Bauer-Straße 0, Duisdorf, Bonn €929,900 \n",
"1 Fritz-Bauer-Straße 0, Duisdorf, Bonn €399,900 \n",
"2 Fritz-Bauer-Straße 0, Duisdorf, Bonn €649,900 \n",
"3 Fritz-Bauer-Straße 0, Duisdorf, Bonn €689,900 \n",
"4 Pützchen/Bechlinghoven, Bonn €599,000 \n",
".. ... ... \n",
"286 Schwarzrheindorf/Vilich-Rheindorf, Bonn €560,000 \n",
"287 Tannenbusch, Bonn €95,000 \n",
"288 Muffendorf, Bonn €199,800 \n",
"289 Röttgen, Bonn €380,000 - €737,000 \n",
"290 Pützchen/Bechlinghoven, Bonn €299,000 - €699,000 \n",
"\n",
" Living Space Rooms \\\n",
"0 137.22 m² 5 \n",
"1 57.15 m² 2 \n",
"2 93.9 m² 3 \n",
"3 100.99 m² 4 \n",
"4 94.98 m² 3 \n",
".. ... ... \n",
"286 114.58 m² 4 \n",
"287 34.77 m² 1 \n",
"288 63 m² 2 \n",
"289 63.00 - 108.00 m² - \n",
"290 37.00 - 109.00 m² - \n",
"\n",
" Additional Details \n",
"0 Commission-free for buyersBalcony/terrace... \n",
"1 Commission-free for buyersBalcony/terrace... \n",
"2 Commission-free for buyersBalcony/terrace... \n",
"3 Commission-free for buyersBalcony/terrace... \n",
"4 Commission-free for buyersElevator... \n",
".. ... \n",
"286 Balcony/terrace, basement, cellar, guest toilet \n",
"287 Balcony/terrace, equipped kitchen, basement, c... \n",
"288 Equipped kitchen, garden, elevator \n",
"289 End of 2024, vacant from, basement, cellar \n",
"290 Summer 2024, vacant from, elevator, stepless \n",
"\n",
"[291 rows x 7 columns]"
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" <td>PANDION VILLE 3.BA - Beautiful penthouse apart...</td>\n",
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" <td>€929,900</td>\n",
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" <td>PANDION VILLE 3.BA - Modern 2-room apartment w...</td>\n",
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" <td>€399,900</td>\n",
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" <td>PANDION VILLE 3.BA - Spacious apartment with 3...</td>\n",
" <td>Fritz-Bauer-Straße 0, Duisdorf, Bonn</td>\n",
" <td>€649,900</td>\n",
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" <td>PANDION VILLE 3. BA - Penthouse with a spaciou...</td>\n",
" <td>Fritz-Bauer-Straße 0, Duisdorf, Bonn</td>\n",
" <td>€689,900</td>\n",
" <td>100.99 m²</td>\n",
" <td>4</td>\n",
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" <td>Mr. Gregor Kapitza (28)</td>\n",
" <td>Energy-efficient living in Bonn-Pützchen</td>\n",
" <td>Pützchen/Bechlinghoven, Bonn</td>\n",
" <td>€599,000</td>\n",
" <td>94.98 m²</td>\n",
" <td>3</td>\n",
" <td>Commission-free for buyersElevator...</td>\n",
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" <td>S Immobilienpartner GmbH</td>\n",
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" <td>Schwarzrheindorf/Vilich-Rheindorf, Bonn</td>\n",
" <td>€560,000</td>\n",
" <td>114.58 m²</td>\n",
" <td>4</td>\n",
" <td>Balcony/terrace, basement, cellar, guest toilet</td>\n",
" </tr>\n",
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" <th>287</th>\n",
" <td>Lyudmila Luft</td>\n",
" <td>-</td>\n",
" <td>Tannenbusch, Bonn</td>\n",
" <td>€95,000</td>\n",
" <td>34.77 m²</td>\n",
" <td>1</td>\n",
" <td>Balcony/terrace, equipped kitchen, basement, c...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>288</th>\n",
" <td>Nagelschmidt Immobilien GmbH</td>\n",
" <td>-</td>\n",
" <td>Muffendorf, Bonn</td>\n",
" <td>€199,800</td>\n",
" <td>63 m²</td>\n",
" <td>2</td>\n",
" <td>Equipped kitchen, garden, elevator</td>\n",
" </tr>\n",
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" <th>289</th>\n",
" <td>Partner real estate WINKEL</td>\n",
" <td>Bonn Ville</td>\n",
" <td>Röttgen, Bonn</td>\n",
" <td>€380,000 - €737,000</td>\n",
" <td>63.00 - 108.00 m²</td>\n",
" <td>-</td>\n",
" <td>End of 2024, vacant from, basement, cellar</td>\n",
" </tr>\n",
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" <th>290</th>\n",
" <td>Volksbank Rhein-Erft-Köln eG</td>\n",
" <td>Construction project OPUS 28</td>\n",
" <td>Pützchen/Bechlinghoven, Bonn</td>\n",
" <td>€299,000 - €699,000</td>\n",
" <td>37.00 - 109.00 m²</td>\n",
" <td>-</td>\n",
" <td>Summer 2024, vacant from, elevator, stepless</td>\n",
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},
"metadata": {},
"execution_count": 104
}
]
},
{
"cell_type": "markdown",
"source": [
"# Step 2: Data Exploration"
],
"metadata": {
"id": "5pE9PfONo1OS"
}
},
{
"cell_type": "code",
"source": [
"# Display the first few rows of the dataset\n",
"print(data.head())\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HrqwiqvDoyBg",
"outputId": "4564a737-6dfd-4aaf-d832-18948137ff90"
},
"execution_count": 105,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Provider \\\n",
"0 PANDION Vertriebsgesellschaft mbH (3) \n",
"1 PANDION Vertriebsgesellschaft mbH (3) \n",
"2 PANDION Vertriebsgesellschaft mbH (3) \n",
"3 PANDION Vertriebsgesellschaft mbH (3) \n",
"4 Mr. Gregor Kapitza (28) \n",
"\n",
" Project Unit \\\n",
"0 PANDION VILLE 3.BA - Beautiful penthouse apart... \n",
"1 PANDION VILLE 3.BA - Modern 2-room apartment w... \n",
"2 PANDION VILLE 3.BA - Spacious apartment with 3... \n",
"3 PANDION VILLE 3. BA - Penthouse with a spaciou... \n",
"4 Energy-efficient living in Bonn-Pützchen \n",
"\n",
" Address Purchase Price Living Space Rooms \\\n",
"0 Fritz-Bauer-Straße 0, Duisdorf, Bonn €929,900 137.22 m² 5 \n",
"1 Fritz-Bauer-Straße 0, Duisdorf, Bonn €399,900 57.15 m² 2 \n",
"2 Fritz-Bauer-Straße 0, Duisdorf, Bonn €649,900 93.9 m² 3 \n",
"3 Fritz-Bauer-Straße 0, Duisdorf, Bonn €689,900 100.99 m² 4 \n",
"4 Pützchen/Bechlinghoven, Bonn €599,000 94.98 m² 3 \n",
"\n",
" Additional Details \n",
"0 Commission-free for buyersBalcony/terrace... \n",
"1 Commission-free for buyersBalcony/terrace... \n",
"2 Commission-free for buyersBalcony/terrace... \n",
"3 Commission-free for buyersBalcony/terrace... \n",
"4 Commission-free for buyersElevator... \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Summary statistics of numerical columns\n",
"print(data.describe())\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lBmeVANGox_I",
"outputId": "5833ba0f-2169-4150-c62a-b895f2f19add"
},
"execution_count": 106,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Provider Project Unit Address Purchase Price \\\n",
"count 291 288 290 291 \n",
"unique 141 216 90 144 \n",
"top Mr. Elmar Dülz - Alt-Godesberg, Bonn €195,000 \n",
"freq 24 21 16 8 \n",
"\n",
" Living Space Rooms Additional Details \n",
"count 291 291 269 \n",
"unique 153 11 69 \n",
"top 86 m² 3 Balcony/terracebasement, cellar \n",
"freq 8 97 19 \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Information about the dataset including data types and missing values\n",
"print(data.info())\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "m2l3WByrox8v",
"outputId": "8546942f-ab0a-463f-bb06-8ea71e0a124a"
},
"execution_count": 107,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 291 entries, 0 to 290\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Provider 291 non-null object\n",
" 1 Project Unit 288 non-null object\n",
" 2 Address 290 non-null object\n",
" 3 Purchase Price 291 non-null object\n",
" 4 Living Space 291 non-null object\n",
" 5 Rooms 291 non-null object\n",
" 6 Additional Details 269 non-null object\n",
"dtypes: object(7)\n",
"memory usage: 16.0+ KB\n",
"None\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Step 3: Data Cleaning"
],
"metadata": {
"id": "03RjU1DNo92K"
}
},
{
"cell_type": "code",
"source": [
"# Check for missing values\n",
"print(data.isnull().sum())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "r5aO9Ex8ox4T",
"outputId": "a76aaea1-f0dc-4279-bde6-8392cec69346"
},
"execution_count": 108,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Provider 0\n",
"Project Unit 3\n",
"Address 1\n",
"Purchase Price 0\n",
"Living Space 0\n",
"Rooms 0\n",
"Additional Details 22\n",
"dtype: int64\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Price distribution of houses in bonn"
],
"metadata": {
"id": "D0xN_Ul3pI9B"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Load the data\n",
"data = pd.read_csv(\"BonnRealestateDataset.csv\")\n",
"\n",
"# Remove '€' and convert 'Purchase Price' to numeric\n",
"data['Purchase Price'] = data['Purchase Price'].replace('[\\€,]', '', regex=True)\n",
"\n",
"# Split the 'Purchase Price' values, calculate the average, and convert to float\n",
"def convert_purchase_price(price):\n",
" if isinstance(price, str) and '-' in price:\n",
" prices = price.split(' - ')\n",
" try:\n",
" return (float(prices[0]) + float(prices[1])) / 2\n",
" except Exception as e:\n",
" print(f\"Error: {e}, Price: {price}\")\n",
" return None\n",
" try:\n",
" return float(price)\n",
" except Exception as e:\n",
" print(f\"Error: {e}, Price: {price}\")\n",
" return None\n",
"\n",
"data['Purchase Price'] = data['Purchase Price'].apply(convert_purchase_price)\n",
"\n",
"# Drop rows where 'Purchase Price' is None (indicating an error during conversion)\n",
"data = data.dropna(subset=['Purchase Price'])\n",
"\n",
"# Create a histogram with KDE overlay and custom x-axis labels\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(data['Purchase Price'], bins=30, kde=True)\n",
"plt.title('Purchase Price Distribution')\n",
"plt.xlabel('Purchase Price (in Euros)')\n",
"plt.ylabel('Frequency')\n",
"# Customize x-axis labels (you can adjust the bin edges and labels accordingly)\n",
"plt.xticks([0, 250000, 500000, 750000, 1000000, 1250000], ['0', '250k', '500k', '750k', '1M', '1.25M'])\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 633
},
"id": "UNRkWYSBqfeQ",
"outputId": "f6bedfd0-e8ea-4bc3-80bd-6e59bb4b7a06"
},
"execution_count": 109,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Error: could not convert string to float: '-', Price: -\n",
"Error: could not convert string to float: 'upon request', Price: upon request\n",
"Error: could not convert string to float: '125.74 m²', Price: 37.81 - 125.74 m²\n",
"Error: could not convert string to float: 'Upon request', Price: Upon request\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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88IF7euDrr7+umJgYjR49WkcffbRX677mmmskSYGBgYqNjdXQoUP17LPPejS3aMrll1+up556So8//rgKCgqUmJioiy66SPPmzXNPSUtMTNQTTzyh+fPna8aMGXI6nVqxYkWzQ9J//vMfvfTSS/rb3/6m6upqXXLJJXr00Uc9ps796U9/0vbt2/XMM8/oo48+0oknnqhly5YdMCp2JLUFBQXps88+0+23367nn39eRUVF6tu3rxYtWtToRW8BwJcYJmdEAgAAAIAb5yQBAAAAQAOEJAAAAABogJAEAAAAAA0QkgAAAACgAUISAAAAADRASAIAAACABjr8dZJcLpcyMzMVFhbmcU0IAAAAAJ2LaZoqLi5Wly5d3Nena0yHD0mZmZlKTk62ugwAAAAAPmLXrl3q1q1bk+s7fEgKCwuTVHsgwsPDLa4GAAAAgFWKioqUnJzszghN6fAhqX6KXXh4OCEJAAAAwCFPw6FxAwAAAAA0QEgCAAAAgAYISQAAAADQACEJAAAAABogJAEAAABAA4QkAAAAAGiAkAQAAAAADRCSAAAAAKABQhIAAAAANEBIAgAAAIAGCEkAAAAA0AAhCQAAAAAaICQBAAAAQAOEJAAAAABogJAEAAAAAA0QkgAAAACgAUISAAAAADRASAIAAACABvytLgDelZGRodzc3FbZd2xsrFJSUlpl3wAAAICvICR1IBkZGerXv7/Ky8paZf9BwcHavGkTQQkAAAAdGiGpA8nNzVV5WZkuu+1+JaSkenXf2RnpeuneW5Wbm0tIAgAAQIdGSOqAElJS1a33QKvLAAAAANolGjcAAAAAQAOEJAAAAABogJAEAAAAAA0QkgAAAACgAUISAAAAADRgaUjq0aOHDMM44DZz5kxJUkVFhWbOnKmYmBiFhoZq0qRJys7OtrJkAAAAAB2cpSHpm2++0d69e923ZcuWSZIuuOACSdJNN92kd999V0uWLNHKlSuVmZmp888/38qSAQAAAHRwll4nKS4uzuP+v/71L6Wmpmrs2LEqLCzUM888o5dfflnjxo2TJC1atEj9+/fX2rVrdcIJJ1hRMgAAAIAOzmfOSaqqqtKLL76o6dOnyzAMrVu3TtXV1Ro/frx7m379+iklJUVr1qxpcj+VlZUqKiryuAEAAADA4fKZkPTWW2+poKBAU6dOlSRlZWUpICBAkZGRHtslJCQoKyuryf3Mnz9fERER7ltycnIrVg0AAACgo/GZkPTMM89o4sSJ6tKlS4v2M2fOHBUWFrpvu3bt8lKFAAAAADoDS89Jqrdz50598skneuONN9zLEhMTVVVVpYKCAo/RpOzsbCUmJja5L4fDIYfD0ZrlAgAAAOjAfGIkadGiRYqPj9eZZ57pXjZ8+HDZ7XYtX77cvSwtLU0ZGRkaOXKkFWUCAAAA6AQsH0lyuVxatGiRpkyZIn//X8uJiIjQjBkzNHv2bEVHRys8PFzXX3+9Ro4cSWc7AAAAAK3G8pD0ySefKCMjQ9OnTz9g3UMPPSSbzaZJkyapsrJSEyZM0OOPP25BlQAAAAA6C8tD0mmnnSbTNBtdFxgYqAULFmjBggVtXBUAAACAzsonzkkCAAAAAF9BSAIAAACABghJAAAAANAAIQkAAAAAGiAkAQAAAEADhCQAAAAAaICQBAAAAAANEJIAAAAAoAFCEgAAAAA0QEgCAAAAgAYISQAAAADQACEJAAAAABogJAEAAABAA4QkAAAAAGiAkAQAAAAADRCSAAAAAKABQhIAAAAANEBIAgAAAIAGCEkAAAAA0AAhCQAAAAAaICQBAAAAQAOEJAAAAABogJAEAAAAAA0QkgAAAACgAUISAAAAADRASAIAAACABghJAAAAANAAIQkAAAAAGiAkAQAAAEADhCQAAAAAaICQBAAAAAANEJIAAAAAoAFCEgAAAAA0QEgCAAAAgAYISQAAAADQACEJAAAAABogJAEAAABAA4QkAAAAAGiAkAQAAAAADRCSAAAAAKABQhIAAAAANEBIAgAAAIAGCEkAAAAA0AAhCQAAAAAaICQBAAAAQAOEJAAAAABogJAEAAAAAA34W10AUC8jI0O5ubmtsu/Y2FilpKS0yr4BAADQsRCS4BMyMjLUr39/lZeVtcr+g4KDtXnTJoISAAAADomQBJ+Qm5ur8rIyXXbb/UpISfXqvrMz0vXSvbcqNzeXkAQAAIBDsjwk7dmzR7fddps+/PBDlZWVqVevXlq0aJGOPfZYSZJpmpo7d66efvppFRQUaNSoUVq4cKF69+5tceVoDQkpqerWe6DVZQAAAKATs7RxQ35+vkaNGiW73a4PP/xQP//8sx544AFFRUW5t7nvvvv06KOP6oknntBXX32lkJAQTZgwQRUVFRZWDgAAAKCjsnQk6d5771VycrIWLVrkXtazZ0/316Zp6uGHH9Zf//pXnXPOOZKkF154QQkJCXrrrbd08cUXt3nNAAAAADo2S0eS3nnnHR177LG64IILFB8fr2OOOUZPP/20e/327duVlZWl8ePHu5dFRERoxIgRWrNmTaP7rKysVFFRkccNAAAAAA6XpSFp27Zt7vOLli5dqmuuuUY33HCDnn/+eUlSVlaWJCkhIcHjcQkJCe51vzV//nxFRES4b8nJya37IgAAAAB0KJaGJJfLpWHDhumf//ynjjnmGF155ZX605/+pCeeeKLZ+5wzZ44KCwvdt127dnmxYgAAAAAdnaUhKSkpSQMGDPBY1r9/f2VkZEiSEhMTJUnZ2dke22RnZ7vX/ZbD4VB4eLjHDQAAAAAOl6UhadSoUUpLS/NY9ssvv6h79+6Saps4JCYmavny5e71RUVF+uqrrzRy5Mg2rRUAAABA52Bpd7ubbrpJv/vd7/TPf/5TF154ob7++ms99dRTeuqppyRJhmHoxhtv1D/+8Q/17t1bPXv21J133qkuXbro3HPPtbJ0AAAAAB2UpSHpuOOO05tvvqk5c+bo7rvvVs+ePfXwww/rsssuc2/z5z//WaWlpbryyitVUFCg0aNH66OPPlJgYKCFlQMAAADoqCwNSZJ01lln6ayzzmpyvWEYuvvuu3X33Xe3YVUAAAAAOitLz0kCAAAAAF9DSAIAAACABghJAAAAANAAIQkAAAAAGiAkAQAAAEADhCQAAAAAaICQBAAAAAANWH6dJLRfNU6X7v84Te//uFfVTpdcpmSa0vj+8brjzP4KC7RbXSIAAABwxAhJaJbCsmrNfPk7rdqae8C6xd/s0pfp+/XoJcdoaHJk2xcHAAAAtAAhCUdsW06Jrnj+W23LLVVwgJ/+ce4g9UkIk80wlF1Uob++tUEZeWX6w8IvddOpfXTN2FTZbIbVZQMAAACHhZCEI7K7qFpTF6xWUUWNukYG6enJx2pAl3D3+gFdwvXBrBN1x5s/6b0f9+r+pWlyuUxdf0pvC6sGAAAADh+NG3BE/u+7IhVV1GhIcqTemjnKIyDViwiy67FLjtHfzhogSXrok1/09fa8ti4VAAAAaBZCEg5bUO+R+nFflQL8bfrPJccoLszR5LaGYWjaqB46/5iucpnSDf/7XnmlVW1YLQAAANA8hCQcFqcpRY2bIUm68sSjlBwdfMjHGIahv587SEfFhiirqEK3LvlBpmm2dqkAAABAixCScFi2FNlkj0xUdJBN156cetiPC3H467FLj1GAv03LN+/TM6u2t2KVAAAAQMsRknBIJRU12lzkJ0n64+BwBQccWb+PgV0idOeZ/SVJ//44TfuKKrxeIwAAAOAthCQc0pfpuXKahir2bNKYlMBm7ePyE7prWEqkKqpdevTTLV6uEAAAAPAeQhIOqrSyRpuziyVJ+cuflmE073pHhmHottP7SZIWf71LO3JLvVYjAAAA4E2EJBxUWnaxTFOKCnCpau8vLdrXiKNidFLfONW4TD2wrGX7AgAAAFoLIQlNMk1TP2cWSZK6h7i8ss9bJ/SVJL37Q6Y27Cn0yj4BAAAAbyIkoUn7iiu1v7RKfjZDyV4KSQO7ROj3Q7pIku5fmuaVfQIAAADeREhCkzbtrR1FSo0NUYAX3ymzT+0jf5uhlb/kaO22/d7bMQAAAOAFhCQ0qsblUlpWbcOGAV3CvbrvHrEhuvC4ZEnS/32xzav7BgAAAFqKkIRGbc8pVUWNS6EOfyVHB3t9/zNG95QkLd+8Tzv30+kOAAAAvoOQhEb9XDfVrl9imGzNbPt9MKlxoRrbJ06mKT3/5U6v7x8AAABoLkISDlBaWaOd+8skeX+qXUNTR/WQJC35dpfKq73TGAIAAABoKUISDvBLdrFMSUkRgYoKDmi15xnbO05HxYaouLJGn+0ob7XnAQAAAI4EIQkH2JlXO4rUKy60VZ/HZjM05Xc9JEkfbC2V5P1pfQAAAMCRIiTBQ43Tpd35taM63WO837DhtyYN76Ywh7/2FDsV2POYVn8+AAAA4FAISfCwp6BcTpepUIe/okNab6pdvVCHvy44trYdePixv2/15wMAAAAOhZAED/UNG7rHBMtoha52jZnyu+6SpMCew1Ra0yZPCQAAADSJkAQP7pDUCtdGakr3mBANig+QYdiUUcpbEgAAANbiEynciiqqlVdWJUNqlQvIHszJPYIkSTtL/WSaZps+NwAAANAQIQluGXWjSIkRgQq0+7Xpc5/QNVCuqnKV1hjaW1jRps8NAAAANERIgtuO/aWS2naqXb0gu01laaslSZv2FrX58wMAAAD1CEmQJDldpnbl1bf+DrGkhpINyyVJv2SXqMbpsqQGAAAAgJAESVJWUYWqnC4F+tsUH+6wpIbKjA0K9jNV5XQpPafUkhoAAAAAQhIk/Xo+UkpMsGxt1Pr7QKZSQmpHkJhyBwAAAKsQkiCp4flI1ky1q9c9xClJysgrU0kFF00CAABA2yMkQZU1Tu0rrpQkpVjQtKGhULvUJSJQpqTN2YwmAQAAoO0RkqCsupbb4YH+Cg30t7gaqV9iuCRpS3aJxZUAAACgMyIkwX1doqSIIIsrqZUaHyLDkPYVV6qgrMrqcgAAANDJEJLgHklKigi0uJJawQH+So6qnfa3ZR+jSQAAAGhbhKROzjRN7S3yrZAkSb3jQyURkgAAAND2CEmdXF5plapqXPK3GYoNteb6SI1JjQ+VYUg5xZXKZ8odAAAA2hAhqZOrPx8pMTxQNptV10c6UJDdTylMuQMAAIAFCEmdnLtpQ6TvTLWr1yuhbspddrHFlQAAAKAzISR1cnsLyyVJiT50PlK91LhQ2Qwpt6RK+aVMuQMAAEDbICR1YhXVTuWXVUuSksJ9o/13Q0F2PyVHM+UOAAAAbYuQ1InVT7WLDLYrKMDP4moaV9/l7pd9TLkDAABA27A0JM2bN0+GYXjc+vXr515fUVGhmTNnKiYmRqGhoZo0aZKys7MtrLhjqZ9q50utv3+rfsrd/pIqutwBAACgTVg+kjRw4EDt3bvXfVu1apV73U033aR3331XS5Ys0cqVK5WZmanzzz/fwmo7FnfThgjfm2pXL9Dup251Xe625ZRaXA0AAAA6A3/LC/D3V2Ji4gHLCwsL9cwzz+jll1/WuHHjJEmLFi1S//79tXbtWp1wwgltXWqH4nKZyvbBi8g25qjYEGXklSk9p0TDu0dZXQ4AAAA6OMtHkrZs2aIuXbroqKOO0mWXXaaMjAxJ0rp161RdXa3x48e7t+3Xr59SUlK0Zs2aJvdXWVmpoqIijxsOtL+0StVOUwF+NkWHBFhdzkEdFRciqXbkq7SyxuJqAAAA0NFZGpJGjBih5557Th999JEWLlyo7du368QTT1RxcbGysrIUEBCgyMhIj8ckJCQoKyuryX3Onz9fERER7ltycnIrv4r2qWHrb5vhOxeRbUxYoF3xYQ5J0vZcptwBAACgdVk63W7ixInurwcPHqwRI0aoe/fuevXVVxUU1LzzZObMmaPZs2e77xcVFRGUGpFdVClJSgz37al29VLjQrWvuFLbcks1qGuE1eUAAACgA7N8ul1DkZGR6tOnj7Zu3arExERVVVWpoKDAY5vs7OxGz2Gq53A4FB4e7nHDgXJKakNSXN0Ija+rn3KXkVemqhqXxdUAAACgI/OpkFRSUqL09HQlJSVp+PDhstvtWr58uXt9WlqaMjIyNHLkSAurbP+cLlP760JSfDsJSTEhAYoIssvpMpWRV2Z1OQAAAOjALA1Jt9xyi1auXKkdO3boyy+/1HnnnSc/Pz9dcsklioiI0IwZMzR79mytWLFC69at07Rp0zRy5Eg627VQXmmVXKbk8LcpLNDyBoeHxTAMHRVbO5qUnlNicTUAAADoyCz9hLx7925dcskl2r9/v+Li4jR69GitXbtWcXFxkqSHHnpINptNkyZNUmVlpSZMmKDHH3/cypI7hH3Fta2/40IdMo6wacOmTZtao6TD2m9qXKi+31Wg7bmlcrlM2Wy+3XACAAAA7ZOlIWnx4sUHXR8YGKgFCxZowYIFbVRR55BTfOTnIxXl5UiSLr/88lapqV5JSdOjREkRgQq021RR7dKegnIlRwe3ai0AAADonNrHXCt4VXNCUnlJ7fWmzrzqDvUdPNzrNW36eqU+fP4RVVRUNLmNzWaoZ2yINu0t1rbcUkISAAAAWgUhqZMxTbNFne1iunRXt94DvV2WsjPSD2u7o2JDtWlvsbbnlmpsnziv1wEAAAD4VHc7tL6C8mpVO0352QxFBwdYXc4RS4kOls2QCsurlV9WZXU5AAAA6IAISZ1M/VS72NCAdtn4IMDfpq6RtRca3p5banE1AAAA6IgISZ2M+3yk0PZxfaTG9KhrBb6DkAQAAIBWQEjqZJrTtMHX9KwLSXsKylVV47K4GgAAAHQ0hKROxDRN7asLSfFhgRZX03xRwQGKCLLLZUoZeWVWlwMAAIAOhpDUiZRVOVVe7ZQhKSa0/TVtaKh+NInzkgAAAOBthKROpH4UKSokQHa/9v2t7xFTe42kHftLZZqmxdUAAACgI2nfn5RxRDpC04Z6XaOCZPczVFbldIc/AAAAwBsISZ1IR2jaUM/fZlNK9K+jSQAAAIC3EJI6kZySjhOSJKlHTH0rcJo3AAAAwHsISZ1EZY1TheXVkjpQSKpr3pBVVKGyqhqLqwEAAEBHQUjqJPJKqyRJIQ4/Bdn9LK7GO0Id/oqt69JHK3AAAAB4CyGpk9hfUhuSYkI6xihSve51U+4y9hOSAAAA4B2EpE5if91IUnu/PtJv1Tdv2JlXRitwAAAAeAUhqZPYX9e0ISakY4WkLpGB8rfVtgLPrRstAwAAAFqCkNRJuEeSOth0O3+bTV2jgiRxXhIAAAC8g5DUCZRXO1VW5ZQkRXewkSRJ6u6ecsf1kgAAANByhKROIK9uGlp4oL8C/Dvet7y+eUNmQYWqnS6LqwEAAEB71/E+MeMAuaV15yOFdqypdvWigu0KdfjL6TK1p6Dc6nIAAADQzhGSOoH6kaSOONVOkgzDUPeYuil3tAIHAABACxGSOoH6pg2xHTQkSb+el0TzBgAAALQUIamDM03T3f47uoNdI6mh5OhgGZLySqtUXFFtdTkAAABoxwhJHVxZlVMVNS4ZkqKDO25ICrT7KSE8UBKjSQAAAGgZQlIHVz/VLiLILn+/jv3tTuG8JAAAAHhBx/7UDPdUu5gOPNWuXv15SbvyyuQyTYurAQAAQHtFSOrg6keSYkI6ZvvvhhLDAxXgb1NFjUv7iiqtLgcAAADtFCGpg8urD0mdYCTJZjOUHBUkifOSAAAA0HyEpA6strNd/UhSxw9JktQ9OkSStHN/qcWVAAAAoL0iJHVgJZU1qnK6ZDOkyA7c2a6h+uYNe4sqVFnjtLgaAAAAtEeEpA6sfhQpKjhAfjbD4mraRkSQXZFBdpmmtDu/3OpyAAAA0A4Rkjqw+qYN0Z1kql297rQCBwAAQAsQkjqw/aV17b87WUhKqWsFTvMGAAAANAchqQPLL62W1PlGkrpFBctmSIXl1Sooq7K6HAAAALQzzQpJ27Zt83Yd8DLTNJVXFxCiOllICvC3qUtEbSvwnYwmAQAA4Ag1KyT16tVLJ598sl588UVVVFR4uyZ4QVmVU1U1LhmSIoPtVpfT5uq73GVwXhIAAACOULNC0nfffafBgwdr9uzZSkxM1FVXXaWvv/7a27WhBfLrRpHCg+zyt3W+WZXd685L2pVfJpdpcTEAAABoV5r16Xno0KF65JFHlJmZqWeffVZ79+7V6NGjNWjQID344IPKycnxdp04QnmdtLNdvbgwh4Lsfqp2mtpf2TnanwMAAMA7WjTE4O/vr/PPP19LlizRvffeq61bt+qWW25RcnKyJk+erL1793qrThyh+qYNUZ1wqp0kGYah5Oja85L2VXS+kTQAAAA0X4s+PX777be69tprlZSUpAcffFC33HKL0tPTtWzZMmVmZuqcc87xVp04Qp21aUND9a3A91UwkgQAAIDD59+cBz344INatGiR0tLSdMYZZ+iFF17QGWecIVvduS89e/bUc889px49enizVhwB93S74M4bkpLrQlJ+lSEjINjiagAAANBeNCskLVy4UNOnT9fUqVOVlJTU6Dbx8fF65plnWlQcmqfGJZVU1kjq3CNJ4YF2RQbbVVBWrcCUo60uBwAAAO1Es0LSli1bDrlNQECApkyZ0pzdo4WKa2qnlwXZ/RRk97O4GmulRAWroKxQgT2GWl0KAAAA2olmnZO0aNEiLVmy5IDlS5Ys0fPPP9/iotAyxdW1IamzdrZrqH7KXRAhCQAAAIepWSFp/vz5io2NPWB5fHy8/vnPf7a4KLRMfUjqrJ3tGkqOCpJkyh6TrNwyp9XlAAAAoB1oVkjKyMhQz549D1jevXt3ZWRktLgotIw7JDGSJIfdT9EBtVeT/TG70uJqAAAA0B40KyTFx8frxx9/PGD5Dz/8oJiYmBYXhZYpru3ZwHS7OvGBtSHpB0ISAAAADkOzQtIll1yiG264QStWrJDT6ZTT6dSnn36qWbNm6eKLL/Z2jTgShk0l9eckdeL23w3FB7okST9mV8k0TYurAQAAgK9rVne7v//979qxY4dOOeUU+fvX7sLlcmny5Mmck2Qx/4gEuWTIz2YoLLBZ394OJ9phylVVoUIFanNWsfonhVtdEgAAAHxYs0aSAgIC9Morr2jz5s166aWX9MYbbyg9PV3PPvusAgKaN3rxr3/9S4Zh6MYbb3Qvq6io0MyZMxUTE6PQ0FBNmjRJ2dnZzdp/Z2GP6SaptmmDYRgWV+Mb/AypcvcGSdLqrbkWVwMAAABf16yQVK9Pnz664IILdNZZZ6l79+7N3s8333yjJ598UoMHD/ZYftNNN+ndd9/VkiVLtHLlSmVmZur8889vSckdnj0mWRLnI/1W+Y71kqRVhCQAAAAcQrPmYzmdTj333HNavny59u3bJ5fL5bH+008/Pex9lZSU6LLLLtPTTz+tf/zjH+7lhYWFeuaZZ/Tyyy9r3Lhxkmqvz9S/f3+tXbtWJ5xwQnNK7/B+HUkiJDVUUReSvtqWp8oapxz+nfsiuwAAAGhas0aSZs2apVmzZsnpdGrQoEEaMmSIx+1IzJw5U2eeeabGjx/vsXzdunWqrq72WN6vXz+lpKRozZo1Te6vsrJSRUVFHrfOxD+6NiQxkuSpOmeHIhw2lVc79X1GgdXlAAAAwIc1ayRp8eLFevXVV3XGGWe06MkXL16s7777Tt98880B67KyshQQEKDIyEiP5QkJCcrKympyn/Pnz9ddd93VorraK9M03dPtGEk60OCEAH2RUaHVW3N1wlG0qgcAAEDjmt24oVevXi164l27dmnWrFl66aWXFBgY2KJ9NTRnzhwVFha6b7t27fLavn1dYaVLfkFhkkxFBdutLsfnDE5wSJK+2MJ5SQAAAGhas0LSzTffrEceeaRF15xZt26d9u3bp2HDhsnf31/+/v5auXKlHn30Ufn7+yshIUFVVVUqKCjweFx2drYSExOb3K/D4VB4eLjHrbPILHZKkoL9JH+/FvXk6JCG1IWkH3cXqLC82uJqAAAA4KuaNd1u1apVWrFihT788EMNHDhQdrvnqMUbb7xxyH2ccsop+umnnzyWTZs2Tf369dNtt92m5ORk2e12LV++XJMmTZIkpaWlKSMjQyNHjmxO2R1eZnGNJCnMzgVTGxMb7Kej4kK0LadUa7ft14SBTYdtAAAAdF7NCkmRkZE677zzWvTEYWFhGjRokMeykJAQxcTEuJfPmDFDs2fPVnR0tMLDw3X99ddr5MiRdLZrQn1ICvUnJDVldK9Ybcsp1aotuYQkAAAANKpZIWnRokXerqNRDz30kGw2myZNmqTKykpNmDBBjz/+eJs8d3vkDkmMJDVpdK9YvbBmJxeVBQAAQJOaFZIkqaamRp999pnS09N16aWXKiwsTJmZmQoPD1doaGiz9vnZZ5953A8MDNSCBQu0YMGC5pbZqWSW1J6TFMZIUpNOSI2RzZC25ZZqT0G5ukYGWV0SAAAAfEyzzu7fuXOnjj76aJ1zzjmaOXOmcnJyJEn33nuvbrnlFq8WiMPjdJnKKmEk6VDCA+0akhwpSVpNlzsAAAA0otkXkz322GOVn5+voKBf/xJ/3nnnafny5V4rDodvT365alySWVOlYD+rq/FtJ/aKlSStYsodAAAAGtGskPTFF1/or3/9qwICPC9Y2qNHD+3Zs8crheHIpOeWSJKq8zNlGBYX4+NG1YWk1Vtz5XIx6gYAAABPzQpJLpdLTqfzgOW7d+9WWFhYi4vCkdueUypJqs4jpB7KMSlRCg7w0/7SKm3OKra6HAAAAPiYZoWk0047TQ8//LD7vmEYKikp0dy5c3XGGWd4qzYcge25tSGphpB0SAH+No3oGS1JdLkDAADAAZoVkh544AGtXr1aAwYMUEVFhS699FL3VLt7773X2zXiMNSHJEaSDk/9lLsvCEkAAAD4jWa1AO/WrZt++OEHLV68WD/++KNKSko0Y8YMXXbZZR6NHNB2tuXUnpNUk09IOhwn9o6TtElfb9+vyhqnHP50uwAAAECtZl8nyd/fX5dffrk3a0EzlVc5lVlYIUmq3k9IOhx9EkIVG+pQbkmlvttZoJGpMVaXBAAAAB/RrJD0wgsvHHT95MmTm1UMmmfH/tqpdqEBhlwVNCI4HIZhaHSvGL21PlOrtuYQkgAAAODWrJA0a9Ysj/vV1dUqKytTQECAgoODCUltbFtdZ7suYf7aaHEt7cno3nF1IWm/bp1gdTUAAADwFc1q3JCfn+9xKykpUVpamkaPHq3//e9/3q4Rh7C97hpJXUKbPXuyUxrVq3b06KfdBSosq7a4GgAAAPiKZoWkxvTu3Vv/+te/DhhlQuvblvvrSBIOX1JEkFLjQuQypTXb6HIHAACAWl4LSVJtM4fMzExv7hKHYbs7JNGh7UjVdrmTVtEKHAAAAHWaNfTwzjvveNw3TVN79+7Vf/7zH40aNcorheHwmKbpcU4SjsyoXrF67ssdWrWFkAQAAIBazfpUfe6553rcNwxDcXFxGjdunB544AFv1IXDlF9WrcLy2vNpkjgn6YidcFS0/GyGduwv0668MiVHB1tdEgAAACzWrE/VLpfL23WgmeqbNnSNDJLD37C4mvYnLNCuocmRWrczX1+m5+qi6BSrSwIAAIDFvHpOEtpe/VS7nrEhFlfSfo3qFStJ+oIpdwAAAFAzR5Jmz5592Ns++OCDzXkKHKb6zna1IanK2mLaqRN7x+rR5Vv0Zfp+uVymbDZG5AAAADqzZoWk77//Xt9//72qq6vVt29fSdIvv/wiPz8/DRs2zL2dYfBhs7VtrxtJOiqOkNRcQ5MjFRLgp7zSKm3KKtLALhFWlwQAAAALNSsknX322QoLC9Pzzz+vqKgoSbUXmJ02bZpOPPFE3XzzzV4tEk3b3nAkqTTf4mraJ7ufTSOOitGnm/dp1ZZcQhIAAEAn16xzkh544AHNnz/fHZAkKSoqSv/4xz/obteGnC5T2/fXjSTFhlpcTfs2uu68JK6XBAAAgGaFpKKiIuXk5BywPCcnR8XFxS0uCocns6BcVTUuBfjZ1DUqyOpy2rXRvWtD0jc78lRR7bS4GgAAAFipWSHpvPPO07Rp0/TGG29o9+7d2r17t15//XXNmDFD559/vrdrRBPqp9p1jwmWH80GWqR3fKjiwxyqqHbpu51MWwQAAOjMmhWSnnjiCU2cOFGXXnqpunfvru7du+vSSy/V6aefrscff9zbNaIJHucjoUUMw2DKHQAAACQ1s3FDcHCwHn/8cd1///1KT0+XJKWmpiokhA/rbWlbTu2FZHvGcdy9YVSvWL3x/R6tJiQBAAB0ai26mOzevXu1d+9e9e7dWyEhITJN01t14TDUXyMplaYNXlF/XtKPewpVUEY7dQAAgM6qWSFp//79OuWUU9SnTx+dccYZ2rt3ryRpxowZtP9uQ+7pdowkeUVCeKB6x4fKNKU16futLgcAAAAWaVZIuummm2S325WRkaHg4GD38osuukgfffSR14pD0yqqndpTUC6Jc5K8aVTdeUlfMOUOAACg02pWSPr444917733qlu3bh7Le/furZ07d3qlMBzczv1lMk0pLNBfMSEBVpfTYZxYN+WO85IAAAA6r2aFpNLSUo8RpHp5eXlyOBwtLgqHtj23tmnDUXGhMgzaf3vLiKNi5GcztHN/mXbllVldDgAAACzQrJB04okn6oUXXnDfNwxDLpdL9913n04++WSvFYem1TdtOIqpdl4V6vDXMcmRkmgFDgAA0Fk1qwX4fffdp1NOOUXffvutqqqq9Oc//1kbN25UXl6eVq9e7e0a0YhtOVwjqbWM7h2rb3fma9XWXF1yfIrV5QAAAKCNNWskadCgQfrll180evRonXPOOSotLdX555+v77//Xqmpqd6uEY2o72x3FJ3tvK7+orJfbs2Vy0VbewAAgM7miEeSqqurdfrpp+uJJ57QHXfc0Ro14TC4238zkuR1Q5IjFerwV35ZtX7eW6RBXSOsLgkAAABt6IhHkux2u3788cfWqAWHqaCsSnmltRc77RFDSPI2u59NJxwVLYnzkgAAADqjZk23u/zyy/XMM894uxYcpvqmDYnhgQpxNOu0MhxC/fWSaAUOAADQ+TTrE3ZNTY2effZZffLJJxo+fLhCQjxHMx588EGvFIfGbc/hfKTWVn+9pK+356mi2qlAu5/FFQEAAKCtHFFI2rZtm3r06KENGzZo2LBhkqRffvnFYxuu2dP6OB+p9aXGhSoh3KHsokqt25nvHlkCAABAx3dEIal3797au3evVqxYIUm66KKL9OijjyohIaFVikPjttVdSJaQ1HoMw9CoXrF647s9+mJLLiEJAACgEzmic5JM07Md8ocffqjS0lKvFoRD28Z0uzZRP+WO85IAAAA6l2Y1bqj329CE1udymdqxvy4kxYZaXE3HNiq1NiRtyCxUfl03QQAAAHR8RxSSDMM44JwjzkFqW1lFFaqodsnfZqhbVJDV5XRo8eGB6pMQKtOUvkzfb3U5AAAAaCNHdE6SaZqaOnWqHA6HJKmiokJXX331Ad3t3njjDe9VCA/1U+1SYoLl79eigUAchtG94vRLdolWbc3VmYOTrC4HAAAAbeCIQtKUKVM87l9++eVeLQaHtr2uaQNT7drG6N4xenb1dq3amiPTNBk5BQAA6ASOKCQtWrSoterAYaq/kCxNG9rGiJ4xsvsZ2pVXrh37y+goCAAA0AkwX6ud4RpJbSvE4a/jekRLklam7bO4GgAAALQFQlI7U39OEiGp7YztEydJ+uyXHIsrAQAAQFsgJLUjlTVO7c4vk8R0u7Z0Ut94SdLabftVUe20uBoAAAC0NkJSO7Irr0wuUwp1+Csu1GF1OZ1Gn4RQJYYHqqLapa+351ldDgAAAFoZIakdSW8w1Y4ua23HMIxfp9ylMeUOAACgo7M0JC1cuFCDBw9WeHi4wsPDNXLkSH344Yfu9RUVFZo5c6ZiYmIUGhqqSZMmKTs728KKrbWdznaWGdu3NiSt/IXmDQAAAB2dpSGpW7du+te//qV169bp22+/1bhx43TOOedo48aNkqSbbrpJ7777rpYsWaKVK1cqMzNT559/vpUlW2o7TRssM6pXrPxshtJzSrUrr8zqcgAAANCKLA1JZ599ts444wz17t1bffr00T333KPQ0FCtXbtWhYWFeuaZZ/Tggw9q3LhxGj58uBYtWqQvv/xSa9eutbJsy9D+2zoRQXYNS4mUJH2+hSl3AAAAHdkRXUy2NTmdTi1ZskSlpaUaOXKk1q1bp+rqao0fP969Tb9+/ZSSkqI1a9bohBNOaHQ/lZWVqqysdN8vKipq9drbyrbcEknSUbGhFlfSPm3atKlFj+8dWq1vJL391Rb1t+/3WBcbG6uUlJQW7R8AAAC+wfKQ9NNPP2nkyJGqqKhQaGio3nzzTQ0YMEDr169XQECAIiMjPbZPSEhQVlZWk/ubP3++7rrrrlauuu0Vllcrt6RKktSTc5KOSFFe7cjP5Zdf3qL9BCSkKmnqI1q7PV/Db5oouWrc64KCg7V50yaCEgAAQAdgeUjq27ev1q9fr8LCQr322muaMmWKVq5c2ez9zZkzR7Nnz3bfLyoqUnJysjdKtdSOuql28WEOhTos/7a1K+UltaOJZ151h/oOHt7s/Zim9P4eU5WOYP3x/iWKCzQlSdkZ6Xrp3luVm5tLSAIAAOgALP+0HRAQoF69ekmShg8frm+++UaPPPKILrroIlVVVamgoMBjNCk7O1uJiYlN7s/hcMjh6HjXEOJ8pJaL6dJd3XoPbNE+elZnaXNWsUoD43VM71gvVQYAAABf4nPXSXK5XKqsrNTw4cNlt9u1fPly97q0tDRlZGRo5MiRFlZojW05decjMdXOUj1iao//9v2lFlcCAACA1mLpSNKcOXM0ceJEpaSkqLi4WC+//LI+++wzLV26VBEREZoxY4Zmz56t6OhohYeH6/rrr9fIkSObbNrQkW2rv0YSTRss1T0mWIakvNIqFZVXKzzIbnVJAAAA8DJLQ9K+ffs0efJk7d27VxERERo8eLCWLl2qU089VZL00EMPyWazadKkSaqsrNSECRP0+OOPW1myZZhu5xsC7X5KighUZmGFtueWakhypNUlAQAAwMssDUnPPPPMQdcHBgZqwYIFWrBgQRtV5JtM0/w1JDHdznI9YkNqQ9J+QhIAAEBH5HPnJOFA2UWVKqtyys9mKCU62OpyOr360bzd+eWqdrosrgYAAADeRkhqB+ovIpsSHSy7H98yq8WEBCjU4S+ny9Su/DKrywEAAICX8Ym7HeB8JN9iGIb7e7Ejl5AEAADQ0RCS2oFtOYQkX1P/vdieWyrTtLgYAAAAeBUhqR2oH0niGkm+o1tUkPxshkoqa1RUbVhdDgAAALyIkNQO1F9IlpEk32H3syk5KkiSlFVBSAIAAOhICEk+rrLGqYy82vNeesVxIVlf0qMutGaV82MEAADQkfDpzsft3F8mlymFOfwVF+awuhw00DOmNiTlVhqyBYZZXA0AAAC8hZDk49L31U61Oyo+VIbBtC5fEh5kV0xogCRDQanHWl0OAAAAvISQ5OO21TVtSKVpg09Kja2dAhnUa4TFlQAAAMBbCEk+rn4kKZXzkXxSz7rwGtRzmKqd9AIHAADoCAhJPi49pz4kMZLkixLCHAr0M2VzBOunfZVWlwMAAAAvICT5MNM0lZ5TP92OkSRfZBiGkoJckqRvMglJAAAAHQEhyYflFFeqpLJGNkNKiQm2uhw0oYs7JFXI5WLKHQAAQHtHSPJhW+um2qVEB8vh72dxNWhKXKApV2WZ8spd2pBZaHU5AAAAaCFCkg9jql374GdI5Tu+lyQt+znb4moAAADQUoQkH+bubBdPSPJ15VvWSiIkAQAAdASEJB9Wf42ko2LpbOfrytO/lc2QNmcVa1demdXlAAAAoAUIST6MkaT2w1VRrP6xAZIYTQIAAGjvCEk+qrzKqT0F5ZI4J6m9OL6LQ5K0dGOWxZUAAACgJQhJPmpbbu0oUlSwXdEhARZXg8MxolugJOmbHXnKLeGaSQAAAO0VIclHbavrbHcUo0jtRnyIv47uGiGXKX28kSl3AAAA7RUhyUel110jKTWOpg3tyemDEiVJHzHlDgAAoN0iJPkorpHUPtWHpC+35qqwrNriagAAANAchCQfVd/Zjul27UtqXKj6JISqxmVq+Wam3AEAALRHhCQf5HKZ2p5bP5LEdLv25vSBtaNJH25gyh0AAEB7REjyQXuLKlRe7ZTdz1BydLDV5eAInT4oSZL0+S85Kq2ssbgaAAAAHClCkg+qn2qXEh0sux/fovamf1KYUqKDVVnj0mdpOVaXAwAAgCPEJ3AftKUuJPWOD7O4EjSHYRiaOKh+yt1ei6sBAADAkSIk+aCt+4olSb0TaNrQXtV3uVuxeZ8qqp0WVwMAAIAjQUjyQVuya0eSesUTktqrId0ilRQRqNIqJ1PuAAAA2hlCko8xTZPpdh2AzWbozKNrGzi892OmxdUAAADgSBCSfExOcaUKy6tlM6SjaP/drp09pIskafmmfSqrossdAABAe0FI8jH1o0jdY0IUaPezuBq0xOBuEUqJDlZ5tVPLN+2zuhwAAAAcJkKSj9mSXdu0gfOR2j/DMHTWYKbcAQAAtDeEJB/z6/lIhKSO4KzBtVPuVqTlqLii2uJqAAAAcDgIST7GHZJo/90h9E8KU2pciKpqXFr2c7bV5QAAAOAwEJJ8zFY623UotVPuakeT3v2BKXcAAADtASHJh+SWVCqvtEqGIaXGMZLUUZw9pPa8pC+25KqgrMriagAAAHAohCQfUn8R2eSoYAUF0Nmuo+gVH6Z+iWGqcZlaujHL6nIAAABwCIQkH7J1X21nO5o2dDz110x663um3AEAAPg6QpIPqW/a0IumDR3O7+tC0trt+5VZUG5xNQAAADgYQpIPqZ9uR9OGjic5OlgjekbLNKW31u+xuhwAAAAcBCHJh3CNpI7t/GFdJUlvfrdHpmlaXA0AAACaQkjyEfmlVcotqZQk9SIkdUgTj06Sw9+mLftKtGFPkdXlAAAAoAmEJB9RP4rUNTJIIQ5/i6tBawgPtGv8gARJ0hvf77a4GgAAADSFkOQjttR3tqNpQ4d2/jG1U+7e/SFTNU6XxdUAAACgMYQkH/Fr0wZCUkc2pk+cYkIClFtSpS+25FpdDgAAABpBSPIRW/fR2a4zsPvZ3NdMev07ptwBAAD4IkKSj0jLrp1uxzWSOr76LnfLfs5WUUW1xdUAAADgtwhJPmB/SaVyims72/VNYCSpozu6a4R6x4eqssald3/ItLocAAAA/IalIWn+/Pk67rjjFBYWpvj4eJ177rlKS0vz2KaiokIzZ85UTEyMQkNDNWnSJGVnZ1tUcetIy6odReoeE0xnu07AMAxddFyyJOmVb3ZZXA0AAAB+y9KQtHLlSs2cOVNr167VsmXLVF1drdNOO02lpaXubW666Sa9++67WrJkiVauXKnMzEydf/75FlbtfZvqQhKjSJ3Hecd0ld3P0I+7C/VzJtdMAgAA8CWWDlt89NFHHvefe+45xcfHa926dRozZowKCwv1zDPP6OWXX9a4ceMkSYsWLVL//v21du1anXDCCVaU7XVpWbUfkvslhVtcCdpKTKhDpw5I0Ac/ZenVb3dp3u8HWl0SAAAA6vjUOUmFhYWSpOjoaEnSunXrVF1drfHjx7u36devn1JSUrRmzZpG91FZWamioiKPm6/bXDeS1D+RkaTO5KLjUiRJb3y3WxXVTourAQAAQD2fCUkul0s33nijRo0apUGDBkmSsrKyFBAQoMjISI9tExISlJWV1eh+5s+fr4iICPctOTm5tUtvEafLdJ+T1JeQ1KmM7hWrrpFBKqqo0dKNjb+fAQAA0PZ8JiTNnDlTGzZs0OLFi1u0nzlz5qiwsNB927XLt0+M37m/VJU1LgXabeoeE2J1OWhDfjZDFxzbTZK0+Gvffp8CAAB0Jj4Rkq677jq99957WrFihbp16+ZenpiYqKqqKhUUFHhsn52drcTExEb35XA4FB4e7nHzZZsbNG3wsxkWV4O2dsGxyTIMac22/dqRW3roBwAAAKDVWRqSTNPUddddpzfffFOffvqpevbs6bF++PDhstvtWr58uXtZWlqaMjIyNHLkyLYut1VsZqpdp9Y1MkhjesdJkl75ltEkAAAAX2BpSJo5c6ZefPFFvfzyywoLC1NWVpaysrJUXl4uSYqIiNCMGTM0e/ZsrVixQuvWrdO0adM0cuTIDtPZbvPeus52ib494oXWc3HdNZNe/WaXKmto4AAAAGA1S1uAL1y4UJJ00kkneSxftGiRpk6dKkl66KGHZLPZNGnSJFVWVmrChAl6/PHH27jS1lM/ktSPkaR2b9OmTc16XIzLVHSQTftLq/T4u2s1tnuQx/rY2FilpKR4o0QAAAAcBktDkmmah9wmMDBQCxYs0IIFC9qgorZVWlmjjLwySUy3a8+K8nIkSZdffnmz9xEx8iJFjvmj7ntjrWa/eIvHuqDgYG3etImgBAAA0EYsDUmdXVp27ShSfJhDMaEOi6tBc5WX1E6ZPPOqO9R38PBm7aPCKX2wx5Sjaz9Ne/BNRTlq/4CQnZGul+69Vbm5uYQkAACANkJIshDXR+pYYrp0V7feA5v9+D7OLKVlFWuvLVpH9268eyMAAABan0+0AO+s6ps29E+iaQOkId0iJEm/ZJeovIoGDgAAAFYhJFloE00b0EBieKDiwxxyukxtzCy0uhwAAIBOi+l2bSwjI0O5ubkyTVM/78mXJJn5e/Tdd/tavO/mdleDbzAMQ0O6RWrZpmz9uKdQw7pHWV0SAABAp0RIakMZGRnq17+/ysvK5BcWo27XPi/T5dQfJoyWnDVee56SkhKv7Qttq09CqL7YmqPiihql55Qo6NAPAQAAgJcRktpQbm6uysvKdNlt98uM66XVOVKEw9DsR1/1yv43fb1SHz7/iCoqKryyP7Q9fz+bBneN1Nc78rRuZ75GRVhdEQAAQOdDSLJAQkqqMu2JUs5+JUaHq1vvJK/sNzsj3Sv7gbWGJEdoXUa+sosqlRtoWF0OAABAp0PjBovkFFVKkhLCAi2uBL4mOMBf/ZNqm3n8UuRncTUAAACdDyHJIvuKa6fExYVxEVkcaFhKbdOGrAqb7LFcRBYAAKAtEZIsUOWUiipqGzXEE5LQiKjgAPWKC5UkhR9/nsXVAAAAdC6EJAvkV9eeZxIRZJfDznQqNG54XQvwkAEnaX8ZF5cFAABoK4QkCxRU1YYkRpFwMIkRgYp1uGT42fXellKrywEAAOg0CEkWICThcPUJrx1BWppepv0llRZXAwAA0DkQkiyQX1V72GnagENJDDRVuXeLKmpMPfXFNqvLAQAA6BQISW3MCAhWaU3dSFI47b9xcIYhFa56SZL0wpc7lVPMaBIAAEBrIyS1sYCEVElSWKC/gmjagMNQvu1b9Y62q7zaqSdXcsFgAACA1kZIamMBibUhifORcCQuGljbDvy/a3dqX1GFxdUAAAB0bISkNuZI6CVJig9jqh0O3zGJDg1LiVRljUsLGU0CAABoVYSkNsZIEprDMAzddGofSdJLX2Uoq5DRJAAAgNZCSGpD5dUu+Ud3lURnOxy50b1idVyPKFXVuPTAx2lWlwMAANBhEZLa0I6CGhmGTUF+pkIc/laXg3bGMAzNOaO/JOm173Zrw55CiysCAADomAhJbWhbfrUkKTLAtLgStFfDUqL0+yFdZJrSP97/WabJewkAAMDbCEltKN0dklwWV4L27M+n91WAv01rt+Vp2c/ZVpcDAADQ4RCS2tC2grqQZOev/2i+blHBumJ0T0nSPz/YpKoaQjcAAIA3EZLaSFWNS1klNZKkKKbboYWuPbmXYkMDtGN/mf67dqfV5QAAAHQohKQ2EuBv03/PTVTmohsU6Gd1NWjvQh3+uvm0vpKkh5f9omwuMAsAAOA1hKQ2ZPczVL1vmwzD6krQEVx4bLKGdItQcWWN5r2z0epyAAAAOgxCEtBO+dkMzT9/sPxshj7ckKWPN2ZZXRIAAECHQEgC2rEBXcL1pxOPkiT97e2NKq6otrgiAACA9o+QBLRzN47vre4xwcoqqtC/l6ZZXQ4AAEC7R0gC2rlAu5/uOfdoSdILa3fq2x15FlcEAADQvhGSgA5gdO9Y/WF4N5mmdOMr61XEtDsAAIBmIyQBHcTcswcoOTpIu/PLdcebG2SaXI8LAACgOQhJQAcRFmjXoxcfI3+boXd/yNRr63ZbXRIAAEC7REgCOpBjUqJ006l9JElz39mobTklFlcEAADQ/hCSgA7m6rGpGnlUjMqqnLr+f9+rvMppdUkAAADtCiEJ6GD8bIYeumiookMCtDGzSLcs+UEuF+cnAQAAHC5CEtABJUYE6onLh8vuZ+j9n/bqkeVbrC4JAACg3SAkAR3U8T2j3ddPemT5Fr33Y6bFFQEAALQPhCSgA7vwuGRdMbqnJOnmV3/Q9xn5FlcEAADg+whJQAc354z+OrlvnCprXJry7NfamFlodUkAAAA+jZAEdHB+NkP/uXSYhnePUlFFjf74zNf6JbvY6rIAAAB8FiEJ6ARCHP5aNO04Hd01QnmlVbrs/77S9txSq8sCAADwSYQkoJMID7TrhenHq19imHKKK3XJU2sZUQIAAGgEIQnoRKJCAvTiFSPUOz5UWUUV+sPCL/XNjjyrywIAAPAphCSgk4kNdejVq0ZqWEqkiipqdPn/faWlG7OsLgsAAMBn+FtdAIBD27Rpk9f3eeuxgXqwxqFvMit1zYvrdMeZAzR9VA8ZhuH15wIAAGhPCEmADyvKy5EkXX755a3zBIZN8WfcoKBB4/X3937Wj7sLNP/8oxUcwK8GAADQefFJCPBh5SVFkqQzr7pDfQcP9/r+szPS9dK9t+ruy8/X8z8W6+31mUrLKtYTlw9Xj9gQrz8fAABAe2BpSPr88891//33a926ddq7d6/efPNNnXvuue71pmlq7ty5evrpp1VQUKBRo0Zp4cKF6t27t3VFAxaI6dJd3XoPbLX9n9knRBNGDNS1L32nzVnFOvuxVfr7uYN0ztAuTL8DAACdjqWNG0pLSzVkyBAtWLCg0fX33XefHn30UT3xxBP66quvFBISogkTJqiioqKNKwU6vuN7Ruv9G0br2O5RKq6s0Y2vrNcNi9ersKza6tIAAADalKUhaeLEifrHP/6h884774B1pmnq4Ycf1l//+ledc845Gjx4sF544QVlZmbqrbfeavtigU4gITxQi688QbNP7SM/m6F3f8jU6Y98ri+25FhdGgAAQJvx2XOStm/frqysLI0fP969LCIiQiNGjNCaNWt08cUXN/q4yspKVVZWuu8XFRW1eq1Ae/fb7nmjo6SEk6P18FcF2ltYoT8+87XG9QjS1KHhCg04/L+txMbGKiUlxdvlAgAAtCqfDUlZWbXXbUlISPBYnpCQ4F7XmPnz5+uuu+5q1dqAjuJQ3fMMe6Aix05R2LAz9emOci3bkKm8ZQtV9suXh7X/oOBgbd60iaAEAADaFZ8NSc01Z84czZ49232/qKhIycnJFlYE+K7D7Z63v9KpdfsNFYdGKe68v6hLkEtDo2sU5Nf0vus75+Xm5hKSAABAu+KzISkxMVGSlJ2draSkJPfy7OxsDR06tMnHORwOORyO1i4P6FAO1T2vm6SBTpe+2ZGvb3fmKbPcpv3ZgTqxd6wGJIXTAQ8AAHQoljZuOJiePXsqMTFRy5cvdy8rKirSV199pZEjR1pYGdA5+fvZNDI1Rhcfl6L4MIcqa1z6ZNM+vfn9HhWW0wEPAAB0HJaOJJWUlGjr1q3u+9u3b9f69esVHR2tlJQU3XjjjfrHP/6h3r17q2fPnrrzzjvVpUsXj2spAWhbcWEOXXRssr7fVaA12/ZrV365Xly7UyNTYzQ0OVI2RpUAAEA7Z2lI+vbbb3XyySe779efSzRlyhQ999xz+vOf/6zS0lJdeeWVKigo0OjRo/XRRx8pMDDQqpIBSLLZDA3vHqXUuBAt37RPuwvK9cWWXP2SXazx/RMUG/rrlNffds7zFjrnAQCA1mJpSDrppJNkmmaT6w3D0N1336277767DasCcLgigwN0/rCu2phZpC+25Cq7qFL/+zpDx/WIVuj+g3fOayk65wEAgNbis40bALQPhmFoUNcI9YgJ0Yq0fdqWW6qvtucpWLEKSOqjU39/wUE75zUHnfMAAEBrIiQB8IrQQH+dNThJW/aV6LO0HJVVO5R4+f0qcZSqS68BnKsEAADaDZ/tbgeg/TEMQ30SwvTHkd0Vq0IZNj/tqA7XG9/tUVEFHfAAAED7QEgC4HVBdj/1VaZy33tQfnJpT0G5Xv4qQ9tySqwuDQAA4JAISQBahSGpdOOnGh6Yo8TwQFXWuPTuj3u1emuuXK6mG7YAAABYjZAEoFUF2Zz6w/BuGpocKUn6dme+3ly/R2VVNdYWBgAA0ARCEoBW52czNLZPnE4fmCi7n6Hd+eX639e7lFNcaXVpAAAAByAkAWgzfRPDdNGxyYoMtqukskZL1u1SOucpAQAAH0NIAtCmYkIduujYZCVHB6naaeq9H/fq2515B72wNAAAQFsiJAFoc4F2P50zpKuO7hohSVq9db8+3byPhg4AAMAnEJIAWMLPZmhcv3iN7RMnSdqQWaT3f9qraqfL4soAAEBnR0gCYKmhyZE68+gk+dkMbcst1Zvf71FFtdPqsgAAQCdGSAJguV7xoTpvaFc5/G3aW1ihJd/uVkklLcIBAIA1CEkAfELXqCBdMLybQh3+yiur0mvrdquovNrqsgAAQCdESALgM2JCHfrD8G4KD/RXYXm1XvtutwrKqqwuCwAAdDKEJAA+JSLIrj8M76bIYLuKK2r02rrd2l/CRWcBAEDbISQB8DlhgXb9YVg3xYQEqLTKqde/26OcYoISAABoG4QkAD4pxOGvScO7KT7MofJqp17/breyCiusLgsAAHQChCQAPivI7qfzh3VVUkSgKmtcevP7PdqTX251WQAAoIMjJAHwaQ5/P507tKu6RQWpyunSW+v3aF+FYXVZAACgAyMkAfB5Af42nTOki7rHBKvGZWp1jr8Cew6zuiwAANBBEZIAtAv+fjadNThJPWND5DINxZ9/p77N5BwlAADgfYQkAO2Gv82mM49OUpcglwx/u+77Ml9LN2ZZXRYAAOhgCEkA2hU/m6ERsTUq3fS5alzSzJe+0wc/7bW6LAAA0IEQkgC0OzZDyn333xqTEqgal6nr//e93l6/x+qyAABAB0FIAtA+mS5df3yk/jC8m5wuUze9sl6vr9ttdVUAAKADICQBaLf8bIbumzRYlxyfLJcp3fLaD/rvmh1WlwUAANo5QhKAds1mM3TPuUdr6u96yDSlO9/eqMeWb5FpmlaXBgAA2il/qwsAgJay2QzNPXuAwoPsenT5Fj2w7BcVllfrjjP7yzA634VnMzIylJub2yr7jo2NVUpKSqvsGwAAX0FIAtAhGIah2af2UUSQXX9/72f936rtyiut0r8mDVaAf+cZNM/IyFC//v1VXlbWKvsPCg7W5k2bCEoAgA6NkASgQ5kxuqciguy67fUf9cb3e5RZWK4nLz9WEcF2q0trE7m5uSovK9Nlt92vhJRUr+47OyNdL917q3JzcwlJAIAOjZAEoMP5w/BuigtzaOZL32nttjydv3C1npt2vJKjg60urc0kpKSqW++BVpcBAEC71HnmoADoVMb2idOSq0cqKSJQ6TmlOnfBaq1J3291WQAAoB0gJAHosPonheutmaM0qGu49pdW6fJnvtKTK9PpfAcAAA6KkASgQ0sID9SSq36nScNqLzo7/8PNuvrFdSqqqLa6NAAA4KMISQA6vKAAP/37gsG657xBCvCzaenGbJ3xyBf6Mr112mQDAID2jZAEoFMwDEOXjeiuV68eqW5RQdqdX65Ln/5Kc9/eoLKqGqvLAwAAPoSQBKBTGZocqY9uHKNLR9S2sH5+zU6d/vAX+nhjFucqAQAASYQkAJ1QqMNf/zzvaL0w/XglRQQqI69MV/53nS55eq027Cm0ujwAAGAxQhKATmtMnzh9fNMYXXtSqgL8bVq7LU9n/2eVrnv5O63fVWB1eQAAwCJcTBZApxYWaNefT++nS0ek6P6laXp7fabe+3Gv3vtxr4Z3j9L0UT11Sv94Bdr9rC7VrcbpUn5ZtfJKq7S/tFJ5pVXKL61SWZVTO3cVK2L0ZdpQ4Kdd6ftls0k2w1CAn00Ou02Bdj8F2v0U5vBXcICfDMOw+uUAAOBzCEkAIKlbVLAeufgYXTUmVc+s2q53ftijdTvztW5nvkId/hrXL15nHJ2oE3vHKcTRsl+dGRkZys1tvLOeyzRVUOHSvlKncsqctf+WOrWvzKmc0hoVVrpUUnXwc6ciR12itCJJRXkH3c7PZijM4a+IYLtiQgIUHRKgmFCHYkMC5O/HRAMAQOdFSAKABgZ0CdcDFw7Rbaf31X/X7tSSb3crq6hC7/yQqXd+yJTNkPomhmtocqSGJkcoJTpE3aKClBgRKPshgkW106WNW7brxFPPUI09VP7hcfILj5N/WFyDr2Nl+NsPWadpuuQqL5arvEjOsiK5ygrlqq6Q6ayWWVOtQb8br8i4BLlcplymVOV0qaLaqcpql8qrnSqtrJHTZaqgvFoF5dXaub/MvW+bIcWGOpQYHqikiEB1iwpWaCD/XQAAOg/+1wOARsSHB+rm0/rqpvF9tH53gT7akKWPNmQpI69Mm/YWadPeIv3v61+3txlSRJBdQXY/BQb4yeHvpxqnS1VOl6pqXCqprFFxRW2r8ZjLHjzEs5sK9pOC/c3am58UUvd1oJ+pAJvksEmGESQpSFKC+5Gbvl6pD59/Qj1PHKahfY9u8hmcLrOupmrll1Zrf2ml9pdWaX9JlcqrndpXXKl9xZX6sa6RRVSwXVE2PwX3+Z2KK13NPKoAALQPhCQAOAibzdCwlCgNS4nSX87or6zCCq3fla/vdxVo454i7Sko156CclXV1J4nlK/qg+7PkFRTXqTo8FBFhYcqLNCusED/2puj9usQh7/8bM07Vyg7I/2wtvOzGYoIsisiyK5uUb8uN01TxRU1yiqqUFZRhfbkl2tfcWXda/NT3Hl/0dS3szXgmy80ulesxvSJ07E9ouTw951ztgAAaClCEgAcgcSIQJ0ekaTTByW5l7lcpnJLK1VYVq3yaqfKq5yqrHHJ38+Qw98mu59NwQH+ig4JUPqmn3T8cWfpwgVvqFvvrha+ksYZhqHwILvCg+zqkxAmSaqodmpPQbk2bdutTTt2KyC2uzZmFmljZpGe/Hybgux+GpkaozG9YzW2b7x6xATTEAIA0K4RkgCghWw2Q/FhgYoPCzzktjuaOUJkpUC7n1LjQuUocOrTO2dq2aqvVRrSRV9sydXKX3KUU1ypTzfv06eb90nv/qzk6CCN7ROnsX3iNTI1RqEtbHQBAEBb438uAMARiQ7y0/ihXXXO0K4yTVOb9hbr8y05WpmWo2935mlXXrleXJuhF9dmyO5naHj3KI3pE6exfeI0ICmcUaZO5mDdHL0hNjZWKSkprbZ/oLPgZ9UTIQkA0GyGYWhAl3AN6BKuq8emqrSyRmvS99eGpl9ytHN/mdZuy9PabXm676M0xYY6dGLvWB3bo/Y8rz4JYc0+/wq+LyMjQ/3691d5WdmhN26moOBgbd60qV19+AJ8DT+rByIkAQC8JsThr/EDEjR+QG3HvR25pfp8S44+/yVHX6bvV25Jpd78fo/e/H6PJCnU4a+hyZEalhKpY7pH6ZjkSEUGB1j5EuBFubm5Ki8r02W33a+ElFSv7z87I10v3XurcnNz280HL8AX8bN6oHYRkhYsWKD7779fWVlZGjJkiB577DEdf/zxVpcFADiEHrEh6hEboskje6iyxql1O/O1Jn2/vsvI1/qMApVU1mjV1lyt2vrrFI/E8ED1ig9Vr/hQ9U4IVa+4UPVOCFN0COGpvYrplqrI5L6qrKltalJ7+/XrqhqXKqudqnaZcjpN1bhcqnGZcrpM1dTdN397DWVDqvHvpy5XPKFZH+UocvUqBdptCrTXtuAPtNvk8PdTiMNP4YF2hQf51/1rP+B+WKD/Ia9zBnQGCSmp6tZ7oEzTrP25rHGpoqb2GnseP7fVtV9XOV11P6P1P6+1P7s1LlMulylTtV1Ta/z6KebM2Va/vCPi8yHplVde0ezZs/XEE09oxIgRevjhhzVhwgSlpaUpPj7e6vIAAIfJ4e+n36XG6nepsZJqr9X0S3ax1u3M13cZ+fo+o0Dbc0vd7ccbBidJig4JUFJEoBLDA5VQ92/DryODaz/8BtptnPfkRS6Xqcoal4orq1VUXqOiimoVllerqLxaRRU1tf+WVzdY/us2ecXlSrn1bb2920/avb0VqjNkj+mmXUU12lVU2KI9BQf8GqYi3EHKrvBAf3ewigg6MGxFBNkV7PAjZMFnmKapiuran9mSihqVVNaopKJGxXX/1l8jr/7ntbC8Wnty8pQ45WF9uMcuZ2a6Kmu8fT08Q37BEV7eZ+vy+ZD04IMP6k9/+pOmTZsmSXriiSf0/vvv69lnn9Xtt99ucXUAgObysxnqnxSu/knhuvyE7pKkoopqbd1Xoq3ZJdqyr1hb95Voy74S7c4vV15plfJKq7Qxs+ig+7X7GQoL/PXDbVigvwL9/RTgb6u9+dl+/drfJkeD+3Y/mwzVdiw0JMkwZDMkQ3X/GrXnYRmSbIYhw/j134bLJan2b6hyj4DUD4SYDYZEfl3367ZNbW82WPjbfbtMyVk3+lL/V936v+g6XaaqXa66EZraURmny1S1s3ab8mqnyqtdqqhyqqy6RuVVTlVUu1RWVaPy6tqvW8Kw1V5Dy2bUBuUAf5scdbfar/3ksNd+H+x+Nvn5GfK3GfK32eRnM+Rfd7+x4Juza7teeeivevKpp5XSM1UV1U5V1NTWXFFXe2ndB0J3oKv4NcgV131glKSyKqfKqpzKOvjbq0n+NkNBdj8FBdTd7H4KtPv9usxe+zoD/Gx1r8lW+zr9bLLX369/7X62utcs9/vQqP2n9v1W97Wh2g0avh/rlzd8TzZcdigHjNg1tZ0Ob8PD2d9hPqXHz05LHV5dXnyNpuQyTblMU06X5DRrR1rqR1ycZu3PqntZ3X2nWfszXVn3vq6sG3WtqPu3sqb2vV5V929plVMllTVyuo78WDkSe6nMKUm//sz72QwFNvw5/c3Xte/nuveyzaj7ma392fWz/fr7c9+ubXrxqSel28864rqs4tMhqaqqSuvWrdOcOXPcy2w2m8aPH681a9Y0+pjKykpVVla67xcW1v5lqaiomb/1vKikpESStHvLRlWWe//EuPqLSGbt+EXpIcHtZt+tvX9qt2b/rbnvnLq/SK9bt879c+VtNptNLpe3/5ImpaWlSWqfvwfa8rgnSkoMk04Mk5Tqr8qaEGWVuJRX4VReuVP5FS7llzuVV/dvfoVL5dWmXKZUKamyTGq9Hk2dkyEpyG4o1G4oyG4oOMCmUH+bggMMBdttCgkwFOxf96/dpmC7TTl7dujO22/VeX+6WQldezT+Ib2m7tYEZ92tMRW7t6ty90ZV7d4gv5BqhUgKabiBTVJQ3e0Adkl2OV2mymtMlVW7VFqtun9dKquqXV5S5apdVuVSWf12VabKqk2VVpuqctZ+GK2SVFUutWw8C/AeQ1Kg3VCwv6FAf0PBdkOBdpv7fkiATSF2m4Lthopys/Tkgkd08rmXKT4xSQGG5G+T/Br7mXWp7hdt48/rqrs1vLR62e7tqsnPVElJieWfyeuf/1Ch2zC9Gcu9LDMzU127dtWXX36pkSNHupf/+c9/1sqVK/XVV18d8Jh58+bprrvuassyAQAAALQju3btUrdu3Zpc79MjSc0xZ84czZ7964lhLpdLeXl5iomJOew56kVFRUpOTtauXbsUHh7eWqV2ChxL7+FYeg/H0ns4lt7DsQSA1meapoqLi9WlS5eDbufTISk2NlZ+fn7Kzs72WJ6dna3ExMRGH+NwOORwODyWRUZGNuv5w8PD+Y/KSziW3sOx9B6OpfdwLL2HYwkArSsi4tBNJHy6FUtAQICGDx+u5cuXu5e5XC4tX77cY/odAAAAAHiLT48kSdLs2bM1ZcoUHXvssTr++OP18MMPq7S01N3tDgAAAAC8yedD0kUXXaScnBz97W9/U1ZWloYOHaqPPvpICQkJrfacDodDc+fOPWDaHo4cx9J7OJbew7H0Ho6l93AsAcB3+HR3OwAAAABoaz59ThIAAAAAtDVCEgAAAAA0QEgCAAAAgAYISfAJ8+bN09ChQ60uo93jOHoXxxMAgM6JkPQbCxYsUI8ePRQYGKgRI0bo66+/trokS82fP1/HHXecwsLCFB8fr3PPPVdpaWke25x00kkyDMPjdvXVV3tsk5GRoTPPPFPBwcGKj4/XrbfeqpqamrZ8KZabN2/eAcepX79+7vUVFRWaOXOmYmJiFBoaqkmTJh1wIWWO46969OhxwPE0DEMzZ86UxPvSWz7//HOdffbZ6tKliwzD0FtvveWxvv44/+tf/zrgsWeeeaYMw9C8efPaplgLHOr4/NYbb7yhU089VXFxcQoPD9fIkSO1dOlSj20O9btC+vX9v3jx4gOeY+DAgTIMQ88991xLXx4AdFqEpAZeeeUVzZ49W3PnztV3332nIUOGaMKECdq3b5/VpVlm5cqVmjlzptauXatly5apurpap512mkpLSz22+9Of/qS9e/e6b/fdd597ndPp1Jlnnqmqqip9+eWXev755/Xcc8/pb3/7W1u/HMsNHDjQ4zitWrXKve6mm27Su+++qyVLlmjlypXKzMzU+eef717PcfT0zTffeBzLZcuWSZIuuOAC9za8L1uutLRUQ4YM0YIFC5rcJjk5+YAP5Hv27NHy5cuVlJTUyhVa63COT0Off/65Tj31VH3wwQdat26dTj75ZJ199tn6/vvvPbY72O+KesnJyVq0aJHHsrVr1yorK0shISHNf1EAAMmE2/HHH2/OnDnTfd/pdJpdunQx58+fb2FVvmXfvn2mJHPlypXuZWPHjjVnzZrV5GM++OAD02azmVlZWe5lCxcuNMPDw83KykrTNE1z7ty55pAhQ9zrt27davbs2dOcOXOm6XK5vP46rPDb19hQQUGBabfbzSVLlriXbdq0yZRkrlmzxjRNjuOhzJo1y0xNTXW/Tt6X3ifJfPPNNz2WjR071rzmmmvMmJgYc9WqVe7l99xzj3n22WebQ4YMMefOndu2hVqkseNzOAYMGGDedddd7vsH+11Rr3v37ubtt99uOhwOMyMjw738T3/6k3n99debERER5qJFi464FgBALUaS6lRVVWndunUaP368e5nNZtP48eO1Zs0aCyvzLYWFhZKk6Ohoj+UvvfSSYmNjNWjQIM2ZM0dlZWXudWvWrNHRRx/tcQHgCRMmqKioSBs3bjzgOX788UeNHj1al156qf7zn//IMIxWejVtb8uWLerSpYuOOuooXXbZZcrIyJAkrVu3TtXV1R7vv379+iklJcX9/uM4Nq2qqkovvviipk+f7vE6eV+2jYCAAF122WUeoxrPPfecpk+fbmFV7YPL5VJxcfEBv1Ob+l3RUEJCgiZMmKDnn39eklRWVqZXXnmF4w4AXkBIqpObmyun0+nxgUmq/U8oKyvLoqp8i8vl0o033qhRo0Zp0KBB7uWXXnqpXnzxRa1YsUJz5szRf//7X11++eXu9VlZWY0e1/p1DX355Zc66aSTdMstt+gf//hHK76atjdixAg999xz+uijj7Rw4UJt375dJ554ooqLi5WVlaWAgABFRkZ6PKbh+4/j2LS33npLBQUFmjp1qnsZ78u2NX36dL366qsqLS3V559/rsLCQp111llWl+Xz/v3vf6ukpEQXXnihe9nBflf81vTp0/Xcc8/JNE299tprSk1NpdkIAHiBv9UFoP2YOXOmNmzYcMDc+CuvvNL99dFHH62kpCSdcsopSk9PV2pq6mHvPyMjQ6eeeqruuece3Xjjjd4q22dMnDjR/fXgwYM1YsQIde/eXa+++qqCgoK89jwd/Tg25plnntHEiRPVpUsX9zLel21ryJAh6t27t1577TWtWLFCf/zjH+Xvz38xB/Pyyy/rrrvu0ttvv634+Hj38oP9rpgxY4bHPs4880xdddVV+vzzz/Xss88yigQAXsJIUp3Y2Fj5+fkd0E0sOztbiYmJFlXlO6677jq99957WrFihbp163bQbUeMGCFJ2rp1qyQpMTGx0eNav65eXFycjj/+eP3vf/9TUVGRN8v3SZGRkerTp4+2bt2qxMREVVVVqaCgwGObhu8/jmPjdu7cqU8++URXXHHFQbfjfdn6pk+frgULFui1117jw/ohLF68WFdccYVeffVVj2m2jWn4u+K3/P399cc//lFz587VV199pcsuu6y1SgaAToWQVCcgIEDDhw/X8uXL3ctcLpeWL1+ukSNHWliZtUzT1HXXXac333xTn376qXr27HnIx6xfv16S3F2tRo4cqZ9++smjS+CyZcsUHh6uAQMGuJcFBQXpvffeU2BgoCZMmNDo1JKOpKSkROnp6UpKStLw4cNlt9s93n9paWnKyMhwv/84jo1btGiR4uPjdeaZZx50O96Xre/SSy/VTz/9pEGDBnkcQ3j63//+p2nTpul///vfId+3kufvisZMnz5dK1eu1DnnnKOoqChvlwsAnRIhqYHZs2fr6aef1vPPP69NmzbpmmuuUWlpqaZNm2Z1aZaZOXOmXnzxRb388ssKCwtTVlaWsrKyVF5eLklKT0/X3//+d61bt047duzQO++8o8mTJ2vMmDEaPHiwJOm0007TgAED9Mc//lE//PCDli5dqr/+9a+aOXOmHA6Hx/OFhITo/fffl7+/vyZOnKiSkpI2f82t5ZZbbtHKlSu1Y8cOffnllzrvvPPk5+enSy65RBEREZoxY4Zmz56tFStWaN26dZo2bZpGjhypE044QRLHsTEul0uLFi3SlClTPKZ28b70npKSEq1fv94dMrdv367169c32kggKipKe/fu9Qj7Hd2hjs+cOXM0efJk9/Yvv/yyJk+erAceeEAjRoxw/06tb4ojHfx3RWP69++v3NzcA9qBAwBawOr2er7mscceM1NSUsyAgADz+OOPN9euXWt1SZaS1OitvrVsRkaGOWbMGDM6Otp0OBxmr169zFtvvdUsLCz02M+OHTvMiRMnmkFBQWZsbKx58803m9XV1e71v215W1xcbP7ud78zx4wZY5aUlLTFS211F110kZmUlGQGBASYXbt2NS+66CJz69at7vXl5eXmtddea0ZFRZnBwcHmeeedZ+7du9djHxxHT0uXLjUlmWlpaR7LeV96z4oVKxr9HTBlyhTTNA/dar2jtwA/1PGZMmWKOXbsWPf2Y8eOPej2pnno3xWmWdsC/KGHHmqyLlqAA0DLGKZpmm0ZygAAAADAlzHdDgAAAAAaICQBAAAAQAOEJAAAAABogJAEAAAAAA0QkgAAAACgAUISAAAAADRASAIAAACABghJAAAAANAAIQkA4HbSSSfpxhtvtLoMr5g3b56GDh3a6s/zzDPP6LTTTnPfnzp1qs4999xWf14rVFVVqUePHvr222+tLgUAWhUhCQB80NSpU2UYhgzDUEBAgHr16qW7775bNTU1VpfW5j777DP3sTAMQwkJCZo0aZK2bdt20MfdcsstWr58eavWVlFRoTvvvFNz5851L3vkkUf03HPPtWi/8+bN83jN9bd+/fq1sOKWCQgI0C233KLbbrvN0joAoLURkgDAR51++unau3evtmzZoptvvlnz5s3T/fff3+z9VVVVebG6tpeWlqbMzEwtWbJEGzdu1Nlnny2n03nAdqZpqqamRqGhoYqJiWnVml577TWFh4dr1KhR7mURERGKjIxs8b4HDhyovXv3etxWrVrVon1WV1e3uK7LLrtMq1at0saNG1u8LwDwVYQkAPBRDodDiYmJ6t69u6655hqNHz9e77zzjqTGp8Wde+65mjp1qvt+jx499Pe//12TJ09WeHi4rrzySknS6tWrddJJJyk4OFhRUVGaMGGC8vPz3Y9zuVz685//rOjoaCUmJmrevHkez/Pggw/q6KOPVkhIiJKTk3XttdeqpKTEvX7nzp06++yzFRUVpZCQEA0cOFAffPCBe/2GDRs0ceJEhYaGKiEhQX/84x+Vm5t7yOMRHx+vpKQkjRkzRn/729/0888/a+vWre6Rpg8//FDDhw+Xw+HQqlWrGp1u9+yzz2rgwIFyOBxKSkrSdddd515XUFCgK664QnFxcQoPD9e4ceP0ww8/HLSmxYsX6+yzz/ZY9tvpdieddJJuuOGGgx7Txvj7+ysxMdHjFhsb615vGIbeeustj8dERka6R7F27NghwzD0yiuvaOzYsQoMDNRLL70kl8ulu+++W926dZPD4dDQoUP10UcfufdRVVWl6667TklJSQoMDFT37t01f/589/qoqCiNGjVKixcvPuRrAID2ipAEAO1EUFDQEY8G/fvf/9aQIUP0/fff684779T69et1yimnaMCAAVqzZo1WrVp1wIjM888/r5CQEH311Ve67777dPfdd2vZsmXu9TabTY8++qg2btyo559/Xp9++qn+/Oc/u9fPnDlTlZWV+vzzz/XTTz/p3nvvVWhoqKTaIDJu3Dgdc8wx+vbbb/XRRx8pOztbF1544REfC8lzdOz222/Xv/71L23atEmDBw8+4DELFy7UzJkzdeWVV+qnn37SO++8o169ernXX3DBBdq3b58+/PBDrVu3TsOGDdMpp5yivLy8JutYtWqVjj322EPWe6hj2ppuv/12zZo1S5s2bdKECRP0yCOP6IEHHtC///1v/fjjj5owYYJ+//vfa8uWLZKkRx99VO+8845effVVpaWl6aWXXlKPHj089nn88cfriy++aJP6AcASJgDA50yZMsU855xzTNM0TZfLZS5btsx0OBzmLbfcYpqmaY4dO9acNWuWx2POOeccc8qUKe773bt3N88991yPbS655BJz1KhRTT7v2LFjzdGjR3ssO+6448zbbrutyccsWbLEjImJcd8/+uijzXnz5jW67d///nfztNNO81i2a9cuU5KZlpbW6GNWrFhhSjLz8/NN0zTNzMxM83e/+53ZtWtXs7Ky0r3+rbfe8njc3LlzzSFDhrjvd+nSxbzjjjsafY4vvvjCDA8PNysqKjyWp6ammk8++WSjj8nPzzclmZ9//rnH8obfO9Ns3jGdO3euabPZzJCQEI/bVVdd5d5Gkvnmm296PC4iIsJctGiRaZqmuX37dlOS+fDDD3ts06VLF/Oee+45oJ5rr73WNE3TvP76681x48aZLperyfoeeeQRs0ePHk2uB4D2zt/KgAYAaNp7772n0NBQVVdXy+Vy6dJLLz2saVoN/XaUY/369brgggsO+pjfjsIkJSVp37597vuffPKJ5s+fr82bN6uoqEg1NTWqqKhQWVmZgoODdcMNN+iaa67Rxx9/rPHjx2vSpEnuff7www9asWKFe2SpofT0dPXp06fJurp16ybTNFVWVqYhQ4bo9ddfV0BAQJOvtaF9+/YpMzNTp5xySqPrf/jhB5WUlBxwDlN5ebnS09MbfUx5ebkkKTAwsMnnrXeoY9qYvn37uqdX1gsPDz/kc/1Ww+NSVFSkzMxMj3OoJGnUqFHuqYVTp07Vqaeeqr59++r000/XWWed5dG9T6odySsrKzviWgCgvSAkAYCPOvnkk7Vw4UIFBASoS5cu8vf/9Ve2zWaTaZoe2zd2Un5ISIjH/fppagdjt9s97huGIZfLJan2PJezzjpL11xzje655x5FR0dr1apVmjFjhqqqqhQcHKwrrrhCEyZM0Pvvv6+PP/5Y8+fP1wMPPKDrr79eJSUlOvvss3Xvvfce8LxJSUkHreuLL75QeHi44uPjFRYWdsjXeiSvu6SkRElJSfrss88OWNdUE4aYmBgZhuFxPldTDnZMm1Lf1bAphmE06z1wKMOGDdP27dv14Ycf6pNPPtGFF16o8ePH67XXXnNvk5eXp7i4uCPaLwC0J5yTBAA+KiQkRL169VJKSopHQJKkuLg47d27133f6XRqw4YNh9zn4MGDW9QWe926dXK5XHrggQd0wgknqE+fPsrMzDxgu+TkZF199dV64403dPPNN+vpp5+WVPsBfOPGjerRo4d69erlcTvUh/mePXsqNTW10YB0KGFhYerRo0eTr33YsGHKysqSv7//AXU1bJbQUEBAgAYMGKCff/75iOvxht++B7Zs2XLI0Z3w8HB16dJFq1ev9li+evVqDRgwwGO7iy66SE8//bReeeUVvf766x7nZm3YsEHHHHOMl14JAPgeQhIAtEPjxo3T+++/r/fff1+bN2/WNddco4KCgkM+bs6cOfrmm2907bXX6scff9TmzZu1cOHCw+ouJ0m9evVSdXW1HnvsMW3btk3//e9/9cQTT3hsc+ONN2rp0qXavn27vvvuO61YsUL9+/eXVNvUIS8vT5dccom++eYbpaena+nSpZo2bVqj7by9ad68eXrggQf06KOPasuWLfruu+/02GOPSZLGjx+vkSNH6txzz9XHH3+sHTt26Msvv9Qdd9xx0AunTpgwocVtuZtSU1OjrKwsj1t2drZ7/bhx4/Sf//xH33//vb799ltdffXVB4xYNebWW2/Vvffeq1deeUVpaWm6/fbbtX79es2aNUtSbffC//3vf9q8ebN++eUXLVmyRImJiR4jal988cUBU/AAoCNhuh0AtEPTp0/XDz/8oMmTJ8vf31833XSTTj755EM+rk+fPvr444/1l7/8Rccff7yCgoI0YsQIXXLJJYf1vEOGDNGDDz6oe++9V3PmzNGYMWM0f/58TZ482b2N0+nUzJkztXv3boWHh+v000/XQw89JEnuUYzbbrtNp512miorK9W9e3edfvrpstla9+92U6ZMUUVFhR566CHdcsstio2N1R/+8AdJtVPXPvjgA91xxx2aNm2acnJylJiYqDFjxighIaHJfc6YMUPHHnusCgsLFRER4dV6N27ceMAURIfDoYqKCknSAw88oGnTpunEE09Uly5d9Mgjj2jdunWH3O8NN9ygwsJC3Xzzzdq3b58GDBigd955R71795ZUO+p23333acuWLfLz89Nxxx2nDz74wP39WbNmjQoLC93HDgA6IsP87YRmAABw2C644AINGzZMc+bMsbqUNnHRRRdpyJAh+stf/mJ1KQDQaphuBwBAC9x///2NduvriKqqqnT00UfrpptusroUAGhVjCQBAAAAQAOMJAEAAABAA4QkAAAAAGiAkAQAAAAADRCSAAAAAKABQhIAAAAANEBIAgAAAIAGCEkAAAAA0AAhCQAAAAAaICQBAAAAQAP/D6vasXOQSM3GAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Grouping by 'Provider' and calculating average purchase price\n",
"provider_prices = data.groupby('Provider')['Purchase Price'].mean().sort_values(ascending=False)\n",
"\n",
"# Visualize average purchase price by provider\n",
"plt.figure(figsize=(12, 6))\n",
"provider_prices.plot(kind='bar', color='skyblue')\n",
"\n",
"# Increase spacing of x-labels for better visibility\n",
"plt.title('Average Purchase Price by Provider')\n",
"plt.xlabel('Provider')\n",
"plt.ylabel('Average Purchase Price')\n",
"plt.xticks(rotation=45, ha='right') # Rotate labels for better visibility\n",
"plt.tight_layout() # Ensures labels are not cut off\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 568
},
"id": "_Wg2CdZPoxxH",
"outputId": "9eb34ef5-3d6f-4e4e-b34a-82d741064cfe"
},
"execution_count": 110,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# 1. Price per Square Meter"
],
"metadata": {
"id": "LekRJdynI1AQ"
}
},
{
"cell_type": "code",
"source": [
"# Extract numerical values from 'Living Space' and calculate the average for range values\n",
"def extract_average_living_space(space):\n",
" if '-' in space:\n",
" min_space, max_space = space.split(' - ')\n",
" return (float(min_space) + float(max_space)) / 2\n",
" else:\n",
" return float(space)\n",
"\n",
"# Remove 'm²' and convert 'Living Space' to numeric, handling range values\n",
"data['Living Space'] = data['Living Space'].str.replace(' m²', '').apply(extract_average_living_space).astype(float)\n",
"\n",
"# Calculate Price per Square Meter\n",
"data['Price per Square Meter'] = data['Purchase Price'] / data['Living Space']\n",
"\n",
"# Visualization\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='Living Space', y='Price per Square Meter', data=data)\n",
"plt.title('Price per Square Meter vs. Living Space')\n",
"plt.xlabel('Living Space (m²)')\n",
"plt.ylabel('Price per Square Meter (€)')\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "OVZNNsFboxsj",
"outputId": "865f2e63-0273-4b9f-98b3-08bc5303d410"
},
"execution_count": 111,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# 2. Price per Room:"
],
"metadata": {
"id": "MlBDdvCkI8qE"
}
},
{
"cell_type": "code",
"source": [
"# Clean 'Rooms' column by removing non-numeric characters and convert to numeric\n",
"data['Rooms'] = data['Rooms'].str.extract('(\\d+)').astype(float)\n",
"\n",
"# Calculate Price per Room\n",
"data['Price per Room'] = data['Purchase Price'] / data['Rooms']\n",
"\n",
"# Visualization\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='Rooms', y='Price per Room', data=data)\n",
"plt.title('Price per Room vs. Number of Rooms')\n",
"plt.xlabel('Number of Rooms')\n",
"plt.ylabel('Price per Room (€)')\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "IlsUxZJYoxqQ",
"outputId": "c880e233-bff3-45e8-8d50-2a7ee5d29f6b"
},
"execution_count": 112,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
],
"image/png": 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2xcKFCwEAXbp0QWhoKN544w2Ul5fbztu0aROOHz+OAQMGALg0f7RDhw54//337Tp2HD16FN988w3uvvvueq+1JkOGDMEPP/yA9957D3l5eXZTOQA4fM18fHwQFxcHALbPr6KiAidOnMD58+evqoZJkyYhMDAQc+fOdRhr2bIlANh1GykpKWnQq5DLly+3/V8QBCxfvhwKhQJ33nkngEtdYqqqqvDCCy84fGxlZeVV72Dp6nOnvtxxxx3o1q0bFi9eDLPZ7PJzUi6Xo2/fvvjiiy/sOnbk5ubio48+QmJiInQ6Xb3U6Mrzj0gqeCWaiETp1asXHn30USxduhSnTp1Cv379YLVasXv3bvTq1Qvjxo1Dy5Yt8eKLL2LGjBn4/fffMWjQIAQEBCA7Oxvr16/HE088gWeeecbpfWVnZ+Pee+9Fv379sG/fPnzwwQd4+OGH0b59ewCot/sRQ6FQYOLEiZgyZQo2b96Mfv36YeHChRg5ciRuv/12DBs2DLm5uViyZAlatGiByZMn2z725ZdfRv/+/REfH4/Ro0ejrKwMy5Ytg16vr/fWb7UZPHgwnnnmGTzzzDNo1KiRw+53jz/+OP7++2/07t0bTZs2xR9//IFly5ahQ4cOaN26NQDgr7/+QuvWrZGSkoKMjAzRNej1ekycOLHGP8T69u2LyMhIjB49GlOmTIFcLsd7772HkJAQnDlz5qo+57qo1Wps3rwZKSkp6N69OzZt2oSNGzdi5syZtmkat99+O5588knMnz8fhw4dQt++faFQKHDq1Cl88sknWLJkiV2fbVcpFAqXnzv1ZcqUKXjooYeQkZGBMWPGuPycfPHFF7F161YkJiZi7Nix8PX1xZtvvony8nIsWrSo3upz5flHJBnXvyEIEV0vrrbFSklJEbRaba1jl7e4E4RLralefvlloVWrVoJSqRRCQkKE/v3721qXVVu3bp2QmJgoaLVaQavVCq1atRJSU1OFkydP1llPdZuzX3/9VXjwwQeFgIAAISgoSBg3bpxdKzAx93N5qzVXVNdQ3ebsckajUdDr9XatudasWSN07NhRUKlUQqNGjYThw4fbWghe7ttvvxUSEhIEjUYj6HQ6YeDAgcKvv/7q0n3X9jiJ/dwSEhIEAMLjjz/uMPbpp58Kffv2FUJDQwWlUilERkYKTz75pHD+/HnbOdWt6Zy11aurtoKCAkGv1zu0uBMEQcjMzBS6d+9uu/9XX3211hZ3AwYMcLhtAEJqaqrdsZra6VV/PU+fPi307dtX8PPzE8LCwoT09HShqqrK4XbfeustoXPnzoJGoxECAgKE2NhYYerUqcK5c+ec1lQXV547V9PirqZzq6qqhJYtWwotW7a0tZFz5TkpCIJw8OBBISkpSfD39xf8/PyEXr162bUXrOu+XX1Ou/L8I5IKmSBcxSoLIqIGNHv2bMyZMwcXL1506ERBREQkBZwTTUREREQkEkM0EREREZFIDNFERERERCJxTjQRERERkUi8Ek1EREREJBJDNBERERGRSNxs5TqyWq04d+4cAgICIJPJ3F0OEREREV1BEAQUFRUhIiICPj61X29miL6Ozp07h2bNmrm7DCIiIiJy4uzZs2jatGmt4wzR11FAQACASw+KTqdzczVEREREdCWTyYRmzZrZclttGKKvo+opHDqdjiGaiIiISMKcTb3lwkIiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRHJriJ49ezZkMpndW6tWrWzjZrMZqampMBgM8Pf3R3JyMnJzc+1u48yZMxgwYAD8/PwQGhqKKVOmoLKy0u6cHTt2oFOnTlCpVIiOjkZGRoZDLStWrECLFi2gVqvRvXt37N+/327clVqIiIiI6Mbg9ivRbdu2xfnz521ve/bssY1NnjwZX331FT755BPs3LkT586dwwMPPGAbr6qqwoABA2CxWPD999/j/fffR0ZGBmbNmmU7Jzs7GwMGDECvXr1w6NAhTJo0CY8//ji2bNliO2fNmjVIS0tDeno6Dh48iPbt2yMpKQkXLlxwuRYiIiIiuoEIbpSeni60b9++xrHCwkJBoVAIn3zyie3Y8ePHBQDCvn37BEEQhK+//lrw8fERcnJybOesXLlS0Ol0Qnl5uSAIgjB16lShbdu2drc9ZMgQISkpyfZ+t27dhNTUVNv7VVVVQkREhDB//nyXa3GF0WgUAAhGo9HljyEiIiKi68fVvOb2K9GnTp1CREQEbrrpJgwfPhxnzpwBAGRmZqKiogJ9+vSxnduqVStERkZi3759AIB9+/YhNjYWYWFhtnOSkpJgMplw7Ngx2zmX30b1OdW3YbFYkJmZaXeOj48P+vTpYzvHlVpqUl5eDpPJZPdGRERERJ7PrSG6e/fuyMjIwObNm7Fy5UpkZ2ejR48eKCoqQk5ODpRKJQIDA+0+JiwsDDk5OQCAnJwcuwBdPV49Vtc5JpMJZWVlyMvLQ1VVVY3nXH4bzmqpyfz586HX621vzZo1c+0LQ0RERESS5uvOO+/fv7/t/3FxcejevTuaN2+OtWvXQqPRuLGy+jFjxgykpaXZ3jeZTAzSRERERF7A7dM5LhcYGIibb74ZWVlZCA8Ph8ViQWFhod05ubm5CA8PBwCEh4c7dMioft/ZOTqdDhqNBsHBwZDL5TWec/ltOKulJiqVCjqdzu6NiIiIiDyfpEJ0cXExTp8+jcaNG6Nz585QKBTYtm2bbfzkyZM4c+YM4uPjAQDx8fE4cuSIXReNrVu3QqfToU2bNrZzLr+N6nOqb0OpVKJz585251itVmzbts12jiu1EBEREdGNw63TOZ555hkMHDgQzZs3x7lz55Ceng65XI5hw4ZBr9dj9OjRSEtLQ6NGjaDT6TB+/HjEx8fj1ltvBQD07dsXbdq0waOPPopFixYhJycHzz33HFJTU6FSqQAAY8aMwfLlyzF16lSMGjUK27dvx9q1a7Fx40ZbHWlpaUhJSUGXLl3QrVs3LF68GCUlJRg5ciQAuFQLEdGVjKUW5BVbYDJXQKdRIFirhN5P6e6yiIioHrg1RP/5558YNmwY8vPzERISgsTERPzwww8ICQkBALz22mvw8fFBcnIyysvLkZSUhNdff9328XK5HBs2bMBTTz2F+Ph4aLVapKSkYO7cubZzoqKisHHjRkyePBlLlixB06ZN8c477yApKcl2zpAhQ3Dx4kXMmjULOTk56NChAzZv3my32NBZLURElztXWIZp6w5j96k827GeMcFYkByHiEDPX/NBRHSjkwmCILi7iBuFyWSCXq+H0Wjk/GgiL2YstWDcxz/bBehqPWOCsWxYR16RJiKSKFfzmqTmRBMReYO8YkuNARoAdp3KQ16x5TpXRERE9Y0hmoionpnMFXWOFzkZJyIi6WOIJiKqZzq1os7xACfjREQkfQzRRET1LNhfiZ4xwTWO9YwJRrA/50MTEXk6hmgionqm91NiQXKcQ5DuGROMhclxXFRIROQF3NrijojIW0UEarBsWEfkFVtQZK5AgFqBYH/2iSYi8hYM0UREDUTvx9BMROStOJ2DiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISydfdBRARERE1BGOpBXnFFpjMFdBpFAjWKqH3U7q7LPISDNFERETkdc4VlmHausPYfSrPdqxnTDAWJMchIlDjxsrIW3A6BxEREXkVY6nFIUADwK5TeZi+7jCMpRY3VUbehCGaiIiIvEpescUhQFfbdSoPecUM0XTtGKKJiIjIq5jMFXWOFzkZJ3IFQzQRERF5FZ1aUed4gJNxIlcwRBMREZFXCfZXomdMcI1jPWOCEezPDh107RiiiYiIyKvo/ZRYkBznEKR7xgRjYXIc29xRvWCLOyIiIvI6EYEaLBvWEXnFFhSZKxCgViDYn32iqf4wRBMREZFX0vsxNFPD4XQOIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKKJiIiIiESSTIhesGABZDIZJk2aZDtmNpuRmpoKg8EAf39/JCcnIzc31+7jzpw5gwEDBsDPzw+hoaGYMmUKKisr7c7ZsWMHOnXqBJVKhejoaGRkZDjc/4oVK9CiRQuo1Wp0794d+/fvtxt3pRYiIiIiujFIIkQfOHAAb775JuLi4uyOT548GV999RU++eQT7Ny5E+fOncMDDzxgG6+qqsKAAQNgsVjw/fff4/3330dGRgZmzZplOyc7OxsDBgxAr169cOjQIUyaNAmPP/44tmzZYjtnzZo1SEtLQ3p6Og4ePIj27dsjKSkJFy5ccLkWIiIiIrqBCG5WVFQkxMTECFu3bhVuv/12YeLEiYIgCEJhYaGgUCiETz75xHbu8ePHBQDCvn37BEEQhK+//lrw8fERcnJybOesXLlS0Ol0Qnl5uSAIgjB16lShbdu2dvc5ZMgQISkpyfZ+t27dhNTUVNv7VVVVQkREhDB//nyXa3GF0WgUAAhGo9HljyEiIiKi68fVvOb2K9GpqakYMGAA+vTpY3c8MzMTFRUVdsdbtWqFyMhI7Nu3DwCwb98+xMbGIiwszHZOUlISTCYTjh07ZjvnyttOSkqy3YbFYkFmZqbdOT4+PujTp4/tHFdqqUl5eTlMJpPdGxERERF5Pl933vnq1atx8OBBHDhwwGEsJycHSqUSgYGBdsfDwsKQk5NjO+fyAF09Xj1W1zkmkwllZWUoKChAVVVVjeecOHHC5VpqMn/+fMyZM6fWcSIiIiLyTG67En327FlMnDgRH374IdRqtbvKaFAzZsyA0Wi0vZ09e9bdJRERERFRPXBbiM7MzMSFCxfQqVMn+Pr6wtfXFzt37sTSpUvh6+uLsLAwWCwWFBYW2n1cbm4uwsPDAQDh4eEOHTKq33d2jk6ng0ajQXBwMORyeY3nXH4bzmqpiUqlgk6ns3sjIiIiIs/nthB955134siRIzh06JDtrUuXLhg+fLjt/wqFAtu2bbN9zMmTJ3HmzBnEx8cDAOLj43HkyBG7Lhpbt26FTqdDmzZtbOdcfhvV51TfhlKpROfOne3OsVqt2LZtm+2czp07O62FiIiIiG4cbpsTHRAQgHbt2tkd02q1MBgMtuOjR49GWloaGjVqBJ1Oh/HjxyM+Ph633norAKBv375o06YNHn30USxatAg5OTl47rnnkJqaCpVKBQAYM2YMli9fjqlTp2LUqFHYvn071q5di40bN9ruNy0tDSkpKejSpQu6deuGxYsXo6SkBCNHjgQA6PV6p7UQERER0Y3DrQsLnXnttdfg4+OD5ORklJeXIykpCa+//rptXC6XY8OGDXjqqacQHx8PrVaLlJQUzJ0713ZOVFQUNm7ciMmTJ2PJkiVo2rQp3nnnHSQlJdnOGTJkCC5evIhZs2YhJycHHTp0wObNm+0WGzqrhYiIiIhuHDJBEAR3F3GjMJlM0Ov1MBqNnB9NREREJEGu5jW394kmIiIiIvI0DNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCIxRBMRERERicQQTUREREQkEkM0EREREZFIDNFERERERCL5XssHl5eXQ6VS1VctVI+MpRbkFVtgMldAp1EgWKuE3k/p7rKIiIiIvIKoEL1p0yasXr0au3fvxtmzZ2G1WqHVatGxY0f07dsXI0eOREREREPVSi46V1iGaesOY/epPNuxnjHBWJAch4hAjRsrIyIiIvIOLk3nWL9+PW6++WaMGjUKvr6+mDZtGj777DNs2bIF77zzDm6//XZ8++23uOmmmzBmzBhcvHixoeumWhhLLQ4BGgB2ncrD9HWHYSy1uKkyIiIiIu/h0pXoRYsW4bXXXkP//v3h4+OYuwcPHgwA+Ouvv7Bs2TJ88MEHmDx5cv1WSi7JK7Y4BOhqu07lIa/YwmkdRERERNfIpRC9b98+l26sSZMmWLBgwTUVRNfGZK6oc7zIyTgREREROcfuHF5Gp1bUOR7gZJyIiIiInHM5RH/wwQfo379/jWN//vknbrrpJnz11Vf1VhhdnWB/JXrGBNc41jMmGMH+nMpBREREdK1cDtEvv/yybZ7z2LFjUVRUZBtr2rQpXn31VcyaNav+KyRR9H5KLEiOcwjSPWOCsTA5jvOhiYiIiOqBTBAEwZUTNRoNTpw4gebNm0On0+HQoUNYvHgx5s2bB39/f/z+++9o1aoVzGZzQ9fssUwmE/R6PYxGI3Q6XYPeV3Wf6CJzBQLUCgT7s080ERERkTOu5jWXr0Q3bdoUp0+ftr0vCAIyMjJw4cIFAMAPP/yAJk2aXEPJVJ/0fkq0DPVHh8ggtAz1Z4AmIiIiqkcuh+gHHngA06dPR17epfZpMpkMgiBAEARs3LgREydOxJNPPtlghRIRERERSYXLOxY+++yz2Lt3LyIjI2GxWDBmzBiYzWZ07twZJSUlmDJlCqZOndqQtRIRERERSYLLV6J1Oh127NiB1atXw9fXFzqdDjKZDDNnzkR2djbmzZvXkHUSEREREUmGy1eiAcDX1xf33nsv+vXrh1deeQWVlZUYOnQomjZt2lD1ERERERFJjsvdOejaXc/uHEREREQkXr125+jXrx9++OEHp+cVFRVh4cKFWLFiheuVEhERERF5GJemczz00ENITk6GXq/HwIED0aVLF0RERECtVqOgoAC//vor9uzZg6+//hoDBgzAyy+/3NB1ExERERG5jcvTOcrLy/HJJ59gzZo12LNnD4xG46UbkMnQpk0bJCUlYfTo0WjdunWDFuzJOJ2DiIiISNpczWtXPSfaaDSirKwMBoMBCoXiqgu9kTBEExEREUmbq3lNVHeOy+n1euj1+qv9cCIiIiIij+Vyn2giIiIiIrqEIZqIiIiISCSGaCIiIiIikRiiiYiIiIhEuuqFhQBQXFwMq9Vqd4xdJ4iIiIjI24m+Ep2dnY0BAwZAq9VCr9cjKCgIQUFBCAwMRFBQUEPUSEREREQkKaKvRD/yyCMQBAHvvfcewsLCIJPJGqIuukbGUgvyii0wmSug0ygQrFVC76d0d1lEREREXkF0iP7ll1+QmZmJW265pSHqoXpwrrAM09Ydxu5TebZjPWOCsSA5DhGBGjdWRkREROQdRE/n6Nq1K86ePdsQtVA9MJZaHAI0AOw6lYfp6w7DWGpxU2VERERE3kN0iH7nnXewcOFCvP/++8jMzMThw4ft3sRYuXIl4uLioNPpoNPpEB8fj02bNtnGzWYzUlNTYTAY4O/vj+TkZOTm5trdxpkzZzBgwAD4+fkhNDQUU6ZMQWVlpd05O3bsQKdOnaBSqRAdHY2MjAyHWlasWIEWLVpArVaje/fu2L9/v924K7VIQV6xxSFAV9t1Kg95xQzRRERERNdKdIi+ePEiTp8+jZEjR6Jr167o0KEDOnbsaPtXjKZNm2LBggXIzMzETz/9hN69e+O+++7DsWPHAACTJ0/GV199hU8++QQ7d+7EuXPn8MADD9g+vqqqCgMGDIDFYsH333+P999/HxkZGZg1a5btnOqFkL169cKhQ4cwadIkPP7449iyZYvtnDVr1iAtLQ3p6ek4ePAg2rdvj6SkJFy4cMF2jrNapMJkrqhzvMjJOBERERE5JxMEQRDzAW3atEHr1q0xderUGhcWNm/e/JoKatSoEV5++WU8+OCDCAkJwUcffYQHH3wQAHDixAm0bt0a+/btw6233opNmzbhnnvuwblz5xAWFgYAeOONNzBt2jRcvHgRSqUS06ZNw8aNG3H06FHbfQwdOhSFhYXYvHkzAKB79+7o2rUrli9fDgCwWq1o1qwZxo8fj+nTp8NoNDqtxRUmkwl6vR5Go7HBWgGevlCMO1/dWev4trTb0TLUv0Hum4iIiMjTuZrXRF+J/uOPP7Bw4UJ0794dLVq0QPPmze3erlZVVRVWr16NkpISxMfHIzMzExUVFejTp4/tnFatWiEyMhL79u0DAOzbtw+xsbG2AA0ASUlJMJlMtqvZ+/bts7uN6nOqb8NisSAzM9PuHB8fH/Tp08d2jiu11KS8vBwmk8nuraEF+yvRMya4xrGeMcEI9meHDiIiIqJrJTpE9+7dG7/88ku9FXDkyBH4+/tDpVJhzJgxWL9+Pdq0aYOcnBwolUoEBgbanR8WFoacnBwAQE5Ojl2Arh6vHqvrHJPJhLKyMuTl5aGqqqrGcy6/DWe11GT+/PnQ6/W2t2bNmrn2RbkGej8lFiTHOQTpnjHBWJgcxzZ3RERERPVAdIu7gQMHYvLkyThy5AhiY2OhUCjsxu+9915Rt3fLLbfg0KFDMBqN+PTTT5GSkoKdO2ufjuBJZsyYgbS0NNv7JpPpugTpiEANlg3riLxiC4rMFQhQKxDszz7RRERERPVFdIgeM2YMAGDu3LkOYzKZDFVVVaJuT6lUIjo6GgDQuXNnHDhwAEuWLMGQIUNgsVhQWFhodwU4NzcX4eHhAIDw8HCHLhrVHTMuP+fKLhq5ubnQ6XTQaDSQy+WQy+U1nnP5bTirpSYqlQoqlUrEV6P+6P0YmomIiIgaiujpHFartdY3sQG6ttsvLy9H586doVAosG3bNtvYyZMncebMGcTHxwMA4uPjceTIEbsuGlu3boVOp0ObNm1s51x+G9XnVN+GUqlE586d7c6xWq3Ytm2b7RxXaiEiIiKiG4foK9H1acaMGejfvz8iIyNRVFSEjz76CDt27MCWLVug1+sxevRopKWloVGjRtDpdBg/fjzi4+Nt3TD69u2LNm3a4NFHH8WiRYuQk5OD5557DqmpqbYrwGPGjMHy5csxdepUjBo1Ctu3b8fatWuxceNGWx1paWlISUlBly5d0K1bNyxevBglJSUYOXIkALhUCxERERHdQISrsGPHDuGee+4RWrZsKbRs2VIYOHCgsGvXLtG3M2rUKKF58+aCUqkUQkJChDvvvFP45ptvbONlZWXC2LFjhaCgIMHPz0+4//77hfPnz9vdxu+//y70799f0Gg0QnBwsPD0008LFRUVdud89913QocOHQSlUincdNNNwqpVqxxqWbZsmRAZGSkolUqhW7duwg8//GA37kotzhiNRgGAYDQaRX0cEREREV0fruY10X2iP/jgA4wcORIPPPAAEhISAAB79+7F+vXrkZGRgYcffrgBor53uB59oomIiIjo6rma10SH6NatW+OJJ57A5MmT7Y6/+uqrePvtt3H8+PGrq/gGwBBNREREJG0NttnKb7/9hoEDBzocv/fee5GdnS325oiIiIiIPI7oEN2sWTOHbhcA8O23316XHshERERERO4mujvH008/jQkTJuDQoUO47bbbAFyaE52RkYElS5bUe4FERERERFIjOkQ/9dRTCA8PxyuvvIK1a9cCuDRPes2aNbjvvvvqvUAiIiIiIqkRvbCQrh4XFhIRERFJm6t57ao3W8nMzLR14mjbti06dux4tTdFRERERORRRIfoCxcuYOjQodixYwcCAwMBAIWFhejVqxdWr16NkJCQ+q6RiIiIiEhSRHfnGD9+PIqKinDs2DH8/fff+Pvvv3H06FGYTCZMmDChIWokIiIiIpIU0XOi9Xo9vv32W3Tt2tXu+P79+9G3b18UFhbWZ31ehXOiiYiIiKStweZEW61WKBQKh+MKhQJWq1XszRFRLXJNZhSUWGAyV0Kn8UWQnxJhOrW7yyIiIiJcRYju3bs3Jk6ciI8//hgREREAgL/++guTJ0/GnXfeWe8FEt2IzuSXYMb6I9iblW87lhhtwLz7YxFp0LqxMiIiIgKuYk708uXLYTKZ0KJFC7Rs2RItW7ZEVFQUTCYTli5d2hA1Et1Qck1mhwANAHuy8jFz/RHkmsxuqoyIiIiqib4S3axZMxw8eBDffvstTpw4AeDSZit9+vSp9+KIbkQFJRaHAF1tT1Y+CkosnNZBRETkZlfVJ1omk+Guu+7CXXfdZTt28OBBzJo1Cxs2bKi34ohuRCZz5TWNExERUcMTNZ1jy5YteOaZZzBz5kz89ttvAIATJ05g0KBB6Nq1KxcWEtUDnbruv22djRMREVHDczlEv/vuu+jfvz8yMjKwcOFC3Hrrrfjggw8QHx+P8PBwHD16FF9//XVD1kp0QwjSKpEYbahxLDHagCCt8jpXRERERFdyOUQvWbIECxcuRF5eHtauXYu8vDy8/vrrOHLkCN544w20bt26IeskumGE6dSYd3+sQ5Cu7s7B+dBERETu5/JmK1qtFseOHUOLFi0gCAJUKhW+++47JCQkNHSNXoObrZAYdn2i1b4I0rJPNBERUUOr981WysrK4OfnB+DSwkKVSoXGjRtfe6VEVKMwnZqhmYiISKJErVB655134O/vDwCorKxERkYGgoOD7c6ZMGFC/VVHRERERCRBLk/naNGiBWQyWd03JpPZunaQI07nICIiIpK2ep/O8fvvv9dHXUREREREHk/0tt9ERERERDc6hmgiIiIiIpEYoomIiIiIRGKIJiIiIiISSVSIrqysxP/93/8hNze3oeohIiIiIpI8USHa19cXY8aMgdlsbqh6iIiIiIgkT/R0jm7duuHQoUMNUAoRERERkWcQtWMhAIwdOxZpaWk4e/YsOnfuDK1WazceFxdXb8UREREREUmRyzsWVvPxcbx4LZPJIAgCZDIZqqqq6q04b8MdC4mIiIikrd53LKyWnZ19TYUREREREXk60SG6efPmDVEHEREREZHHuKo+0f/5z3+QkJCAiIgI/PHHHwCAxYsX44svvqjX4oiIiIiIpEh0iF65ciXS0tJw9913o7Cw0DYHOjAwEIsXL67v+oiIiIiIJEd0iF62bBnefvttPPvss5DL5bbjXbp0wZEjR+q1OCIiIiIiKRIdorOzs9GxY0eH4yqVCiUlJfVSFBERERGRlIkO0VFRUTVutrJ582a0bt26PmoiIiIiIpI00d050tLSkJqaCrPZDEEQsH//fnz88ceYP38+3nnnnYaokYiIiIhIUkSH6McffxwajQbPPfccSktL8fDDDyMiIgJLlizB0KFDG6JGIiIiIiJJEb1j4eVKS0tRXFyM0NDQ+qzJa3HHQiIiIiJpa7AdC6tduHABJ0+eBHBp2++QkJCrvSkiqkGuyYyCEgtM5kroNL4I8lMiTKd2d1lERESEqwjRRUVFGDt2LD7++GNYrVYAgFwux5AhQ7BixQro9fp6L5LoRnMmvwQz1h/B3qx827HEaAPm3R+LSIPWjZURERERcBXdOR5//HH8+OOP2LhxIwoLC1FYWIgNGzbgp59+wpNPPtkQNRLdUHJNZocADQB7svIxc/0R5JrMbqqMiIiIqom+Er1hwwZs2bIFiYmJtmNJSUl4++230a9fv3otjuhGVFBiwc9nCjGudzQ6NgtEeaUVaoUcB88U4L092SgosXBaBxERkZuJDtEGg6HGKRt6vR5BQUH1UhTRjay4vBJLh3XEqr3ZWL49y3Y8IdqApcM6ori80o3VEREREXAV0zmee+45pKWlIScnx3YsJycHU6ZMwfPPP1+vxRHdiAxaJVbtzXaYzrE3Kx+r9mbDoFW6qTIiIiKqJvpK9MqVK5GVlYXIyEhERkYCAM6cOQOVSoWLFy/izTfftJ178ODB+quU6AZRUSU4BOhqe7PyUVF11V0piYiIqJ6IDtGDBg1qgDKIqFqJpe7pGqVOxomIiKjhiQ7R6enpDVEHEf2PTq2oczzAyTgRERE1PNFzoomoYQX7K9EzJrjGsZ4xwQj255xoIiIid2OIJpIYvZ8SC5LjHIJ0z5hgLEyOg96PIdpT5JrMOHHehP3Zf+NEjok9vomIvMhVb/tNRA0nIlCDZcM6Iq/YgiJzBQLUCgT7KxmgPQh3nSQi8m68Ek0kUXo/JVqG+qNDZBBahvozQHsQ7jpJROT9rjpEWywWnDx5EpWV7BRARHS5ghJLrW0K92Tlo6DEcp0rIiKi+iY6RJeWlmL06NHw8/ND27ZtcebMGQDA+PHjsWDBgnovkIjI05jMdV9ccDZORETSJzpEz5gxA7/88gt27NgBtVptO96nTx+sWbOmXosjIvJEOk3dy02cjRMRkfSJDtGff/45li9fjsTERMhkMtvxtm3b4vTp0/VaHBGRJwpQ+SIx2lDjWGK0AQEqhmgiIk8nOkRfvHgRoaGhDsdLSkrsQjUR0Y2q2FKJEQlRSLgiSCdEGzAiIQrF3HWSiMjjiQ7RXbp0wcaNG23vVwfnd955B/Hx8fVXGRGRhzKWVmLCxz+jY2QQ3k3pgteHd8K7KV3QMTIIEz7+GcZShmgiIk8n+jXFefPmoX///vj1119RWVmJJUuW4Ndff8X333+PnTt3NkSNREQeRaf2RamlCsu3Z9U6TkREnk30lejExEQcOnQIlZWViI2NxTfffIPQ0FDs27cPnTt3bogaiYg8SpBWWeec6CAte34TEXk6mSAIgruLuFGYTCbo9XoYjUbodDp3l0NEDehMfglmrj+CPdyxkIjIo7ia10S/pvj1119DLpcjKSnJ7viWLVtgtVrRv39/8dUSEXmZSIMWrwzugIISC0zmSujUvgjSKhGmUzv/YCIikjzR0zmmT5+Oqqoqh+OCIGD69On1UhQRkTcI06nRqrEO3aIaoVVjHQM0EZEXER2iT506hTZt2jgcb9WqFbKyal5EQ0RERETkTURP59Dr9fjtt9/QokULu+NZWVnQajnPj4io2rnCMhjLKmAqq4Beo4BOo0BEoMbdZRERUT0QHaLvu+8+TJo0CevXr0fLli0BXArQTz/9NO699956L5DoRpVrMv8zn1bjiyA/zqf1JH/8b2Hh3isWFr50fyyac2EhEZHHEz2dY9GiRdBqtWjVqhWioqIQFRWF1q1bw2Aw4N///ndD1Eh0wzmbX4Jtx3PxV2EZ8orLca7QjO3Hc3E2v8TdpZELzhWWOQRoANiTlY9n1x/BucIyN1VGRET15aqmc3z//ffYunUrfvnlF2g0GsTFxaFnz54NUR/RDeeCyYw/C8uw8ch5uxCWEG1Ai2AtVAo5QnlFWtKMZRUOAbranqx8GMsqOK2DiMjDXdW2WTKZDH379kXfvn3rux6iG15JeSWWf5flEMKq33/xvnbuKItEMJVV1DleZK57nIiIpM+lEL106VI88cQTUKvVWLp0aZ3nTpgwoV4KI7pRlVZU1XoVc29WPkorHFtMkrToNIo6xwPUdY8TEZH0uRSiX3vtNQwfPhxqtRqvvfZarefJZDKGaKJrVFped0h2Nk7up9cokBhtsNutsFpitAF6JyGbiIikz6UQnZ2dXeP/iaj+OQtYDGDSFxGowUv3x+LZGrb9fun+WM6HJiLyAqLmRFdUVKBVq1bYsGEDWrdu3VA1Ed3QwnQq9IgJxu5TeQ5jPWKCEaZTuaEqEqu5QYsFyXEoMlfCVFYBnUaBALUvmgb5ubs0IiKqB6JCtEKhgNlsbqhaiAiA3k+JhclxmLbusF2Q7hETjEXJcdD7Kd1YHbnqTH4JZtTQJ3re/bGIZJ9oIiKPJxMEQRDzAfPmzcN///tfvPPOO/D1varmHjcsk8kEvV4Po9EInU7XoPfFndI8n7HUgrxiC4rMFQhQKxDsr2SA9hC5JjPS1h6qcYFoYrQBrwzuwI1ziIgkytW8JjoFHzhwANu2bcM333yD2NhYh62+P/vsM/HVUr3iTmneQe/H0OypCkosdfaJLiixMEQTEXk40SE6MDAQycnJDVEL1QNnO6UterA9r0gTNTCTufKaxomISPpEh+hVq1Y1RB1UT7hTmveons5hMl9alBas5ZVpT6FT1/2j1dk4ERFJn8s/ya1WK15++WV8+eWXsFgsuPPOO5Geng6NhoFMSrhTmnc4V1jmsLCwZ0wwFiTH8Y8gDxCkVdbZJzpIyz+GiIg8nY+rJ7700kuYOXMm/P390aRJEyxZsgSpqanXdOfz589H165dERAQgNDQUAwaNAgnT560O8dsNiM1NRUGgwH+/v5ITk5Gbm6u3TlnzpzBgAED4Ofnh9DQUEyZMgWVlfYvl+7YsQOdOnWCSqVCdHQ0MjIyHOpZsWIFWrRoAbVaje7du2P//v2ia3E37pTm+YylFsz64ijaNwvEuyld8PrwTnhvRFfENQtE+hdHYSy1uLtEciJMp8a8+2ORGG2wO17dnYPzoYmIPJ/L3TliYmLwzDPP4MknnwQAfPvttxgwYADKysrg4+NyFrfTr18/DB06FF27dkVlZSVmzpyJo0eP4tdff7UtWHzqqaewceNGZGRkQK/XY9y4cfDx8cHevXsBAFVVVejQoQPCw8Px8ssv4/z583jsscfwr3/9C/PmzQNwaYOYdu3aYcyYMXj88cexbds2TJo0CRs3bkRSUhIAYM2aNXjsscfwxhtvoHv37li8eDE++eQTnDx5EqGhoS7V4sz16M5xrrAMUz/9pdYrYJwTLX2/XSzGb3klWLU3225qTkK0ASMTonBTsBY3hfi7sUJy1V8FpTCZK1FUVoEAjQI6tS+asE80EZGkuZrXXA7RKpUKWVlZaNasme2YWq1GVlYWmjZteu0VA7h48SJCQ0Oxc+dO9OzZE0ajESEhIfjoo4/w4IMPAgBOnDiB1q1bY9++fbj11luxadMm3HPPPTh37hzCwsIAAG+88QamTZuGixcvQqlUYtq0adi4cSOOHj1qu6+hQ4eisLAQmzdvBgB0794dXbt2xfLlywFcmr7SrFkzjB8/HtOnT3epFmeuV4u7P/JLat0pjd05pO+/OSbM2fBrjXPbE6INSL+nLW4OD3BDZSQG+0QTEXkmV/Oay5eQKysroVbbvwSpUChQUVF/c2yNRiMAoFGjRgCAzMxMVFRUoE+fPrZzWrVqhcjISOzbtw8AsG/fPsTGxtoCNAAkJSXBZDLh2LFjtnMuv43qc6pvw2KxIDMz0+4cHx8f9OnTx3aOK7Vcqby8HCaTye7temhu0GLRg+2xaWIPrH3yVmya2AOLHmzPAO0hqgTUujh0b1Y+qsS1dic3yDWZHQI0cGlx78z1R5Br4qZVRESezuWFhYIgYMSIEVCp/tly2Gw2Y8yYMXa9oq+2T7TVasWkSZOQkJCAdu3aAQBycnKgVCoRGBhod25YWBhycnJs51weoKvHq8fqOsdkMqGsrAwFBQWoqqqq8ZwTJ064XMuV5s+fjzlz5rj4FahfEYEaTtvwUMXldbc/czZO7sc+0URE3s/lEJ2SkuJw7JFHHqm3QlJTU3H06FHs2bOn3m7T3WbMmIG0tDTb+yaTyW46DFFNAtS+8FPKMSoxCh2bBaK80gq1Qo6DZwrw3p5sBLA9muSxTzQRkfdz+bdxQ/aHHjduHDZs2IBdu3bZza8ODw+HxWJBYWGh3RXg3NxchIeH2865sotGdceMy8+5sotGbm4udDodNBoN5HI55HJ5jedcfhvOarmSSqWyu3JP5AqNrw/eTemC5d9lYfn2LNvxhGgD3k3pAo3v1S3kpeuHfaKJiLyfW38bC4KAcePGYf369di+fTuioqLsxjt37gyFQoFt27bZjp08eRJnzpxBfHw8ACA+Ph5HjhzBhQsXbOds3boVOp0Obdq0sZ1z+W1Un1N9G0qlEp07d7Y7x2q1Ytu2bbZzXKmFqD5Yqqx4/bssh+kAe7Py8fp3p2Gp4pxoqavuE10T9okmIvIObr0ckpqaio8++ghffPEFAgICbHOL9Xo9NBoN9Ho9Ro8ejbS0NDRq1Ag6nQ7jx49HfHy8rRtG37590aZNGzz66KNYtGgRcnJy8NxzzyE1NdV2FXjMmDFYvnw5pk6dilGjRmH79u1Yu3YtNm7caKslLS0NKSkp6NKlC7p164bFixejpKQEI0eOtNXkrBai+lBpBXbXMp92d1YeKq0M0VJX3Sd6Zg1dctgnmojIO7g1RK9cuRIAcMcdd9gdX7VqFUaMGAEAeO211+Dj44Pk5GSUl5cjKSkJr7/+uu1cuVyODRs24KmnnkJ8fDy0Wi1SUlIwd+5c2zlRUVHYuHEjJk+ejCVLlqBp06Z45513bD2iAWDIkCG4ePEiZs2ahZycHHTo0AGbN2+2W2zorBai+sCFhd4h0qDFK4M7oKDEApO5Ejq1L4K0SgZoIiIv4XKfaLp216tPNHm2Ezkm9Fu8u9bxzZN6oFU4nz9EREQNod77RBPR9RHk52Q+rR/n0xIREbkbQzSRxFTPp70ySHM+LRERkXSwzxKRBHE+LRERkbQxRBNJVJhOzdBMRHQNck3mfy5GaHwR5MeLEVR/GKKJJMpYakFesQUmcwV0GgWCtUroOR+aiMglZ/JLMGP9Ebue+9XT4iINWjdWRt6CIZpIgs4VlmHap4exOyvPdqxnTDAWJMchIlDjxsqIiKQv12R2CNAAsCcrHzPXH8ErgzvwijRdMy4sJJIYY6nFIUADwK5TeZi27jCMpRY3VUZE5BkKSiwOAbranqx8FJTw5yhdO4ZoIom5UFTuEKCr7T6VhwtF5de5IiIiz2Iy170plbNxIlcwRBNJTGFZRZ3jRifjREQ3Op267tmqzsaJXMEQTSQxWqW8znE/J+NERDe6IK2TTau0XKRN144hmkhi/JRyJNTywz8h2sAQTUTkBDetouuBr2cQSYwPZBjXKxoA7BbGJEQbMK5XDHwgc1dpREQeg5tWUUNjiCaSmIIyC8wVVgyIbYxRCVEor7RC5euDXJMZ5ooqFJZZEAn2OCUicoabVlFD4nQOIonxVykw5dNfEKZTI1Snsu2wFaZTY8qnv0CrUri7RCIiohser0QTSUywvxLLH+6EZdtPOUznWP5wJwT7c0GMp+Cuk0RE3oshmkhizJVWrLgiQAOX5kf7yGT490PtoXdTbeS6c4VlmLbuMHaf4q6TnirXZP5nPq3G1/aqEBERwBBNJDkFpRbsrmWnrd2n8lBQauEvcokzllocAjRwadfJ6esOY9mwjrwiLXFn8kscto2u7uwQaeCaBCJiiCaSnCInO2k5Gyf3yyu2IPOPAozrHY2OzQJRXmmFWiHHwTMFeG9PNvKKLQzREpZrMjsEaODSdtEz1x/BK4M78A9ZImKIJpIaf5Uv/JRyjEqMqjGA+av4bSt1xeUVWPFwJ5w3ltkdj9CrseLhTigp566TUlZQYnEI0NX2ZOWjoISvBhERQzSR5Pj6AO+mdMHy77KwfHuW7XhCtAHvpnSBrw/7REtdkEaJUksVNh45X0Ov72gEangVWspMTl7tcTZORDcGtrgjkhiF3Aevf5dV48LC1787DYWcIVrqrBCwvJbHcPl3WbBCcFNl5Aqduu7rS87GiejGwBBNJDHmSmvtCwuz8mCutF7nikisUktVrdMB9mblo9RSdZ0rIjGCtEqH7aKrJUYbEKTlKwlExBBNJDmmMicvJTsZJ/crcRKSGaKlLUynxrz7Yx2CdHV3Ds6HJiKAc6KJJIcvJXu+QE3du0rqnYyT+0UatHhlcId/+kSrfRGkZZ9oIvoHfxsTSUz1S8l7apgOwJeSPUNogAo9YoId+kQDQI+YYIQGqNxQFYkVplMzNBNRrWSCIHCFy3ViMpmg1+thNBqh0+ncXQ5J2Jn8Esxcf8QuSHOjB89yvrAMO/57EaEBKlubwlyTGb1uDkE4dywkIpIsV/Mar0QTSRBfSvZ8AoCvD5/H7iz7bb9vvznEfUUREVG9YYj2UsZSC/KKLTCZK6DTKBCsVXKHNA/Dl5I9l23b7yxu+01E5K0Yor3QucIyTPv0sMMVsAXJcYjgy8hEDS6v2FLjfGjgUpDmtt9ERJ6PLe68jLHU4hCggUu/uKetOwxjqcVNlRHdOEzmurf1LnIyTkRE0scQ7WUuFJU7BOhqu0/l4UJR+XWuiOjG46eU1zmucTJORETSxxDtZQrL6r7CZXQyTkTXTiH3QUItO94lRBugkPNHLxGRp+OcaC+jdXKFy9kVMpKOXJP5n+4cGl8E+bE7h6fILy7HyIQoALDb/jsh2oCRCVH4u6QcN4X4u6s8IiKqBwzRXkar9EVCtMHuF3e1hGgDtEo+5J7gTH4JZqw/Yvc4sk+05/BXK5Cy6gBGJUZhVEIUyiutUPn64OezhZjw8c9Y99Rt7i6RiIiuEROVlwn0U2B87xgAjlfAxveOQaAftxuWulyT2SFAA8CerHzMXH8ErwzuwCvSEqfXKNApMhDLt2c5jCVGG7jtNxGRF2CI9jJ6PyWaN/LDPXERdlfALhSVo0UjP7bV8gAFJZYaX0kALgXpghILQ7TERQRq8NL9sXi2hl0nX7o/lq0miYi8AEO0F2ocqMHd7cKRV2xBkbkCAWoFujQPYoD2ECZz5TWNkzQ0N2ixIDkOReZKmMoubXoUoPZF0yA/d5dGRET1gCHaS5krraiossJSJaDCaoW50gq9u4sil+jUdX9bOhsnaeC8diIi78bfxl6Iv7w9W5BWicRog900gGqJ0QYEafmKgtTlmsyYyXntRERejc1KvYyzRWm5JrObKiNXhenUmHd/LBKv6DNc/YcQw5f0FZRaavwjCPjfvHbuHEpE5PF4JdrLcFGad4g0aPHK4A7/9IlW+yJIyz7RnqKorO5560Wc105E5PEYor0MF6V5KZm7CyAx/J3MW/dX8UevJ+CGR0RUF/4k9zI6jZNFaU7GSRo4r92zyWSoc9MjGf8okjx+DxKRM5wT7WV0aoXDXNpqidEG6NTc5EHqnC1K47x26ZPJgJEJUUi44nuxettvhmhp49oSInIFL0t6mVJLJUYkREGA446FIxKiUGrhdA6pc2VRGl9SlrZAjRKLfjyBjpFBDtt+f/zjH5j3QJy7S6Q6cG0JkXRIeVoVQ7SXKSitwISPf8aoxCiHX94TPv4Z/zeqm7tLJCecLTrjojTpC9OpkT6wLWauP2K39Tc7rHgGri0hkgapT6tiiPYyWqUcpZYqu1/cl/NTyq9zRSSWs0VnXJTmGSINWixMjoPJXImisgoEaBTQqX3RhDsWSp5O7Qs/pRyjEqPQsVkgyiutUCvkOHimAO/tyeaGR0TXgbNpVVLot8+fBF5Gq/Stc0GTVsmHXOrkThalyTmh1iNI/QoK1a6RVol3U7pg+XdZdhckEqINeDelCxpxwyOiBucJ06q4sNDLBPopML53TI0Lmsb3jkGgHxcWSp2v3KfORWm+coZoqePCNM+m8vXB699lOTx+e7Py8fqO01D58lcnUUPzhGlVvCzpZfR+SjRv5Id74iLs5kRfKCpHi0Z+0PvxCorUGbRKzP/6eI2L0tbsP4N/P9Te3SWSE55wBYVql1dswe5aHr/dp/KQV2zhz1KiBuZs2pQUplW5vwKqd40DNbj95hAYyypgKquAXqNA68Y6hAdq3F0auUDvp8Sc+9ph+rrDdi8l94wJxsLkOP7y9gCecAWFamcyV9Q5XuRknIiuXZBWicRoQ43dqhKjDQiSwLQqhmgvxLmYni8iUIOXH2ov2bY+VDdPuIJCtXPWTz+A/faJGlyYTo1598di5vojdkFaSl2O+JPcy3jCalZy7lxhGaatO4zdp/Jsx3rGBGNBchwi+IqC5GmV8jqvoGjZJUfSgv2V6BkTjF2Xff9V6xkTjGB/918BI7oRRBq0eGVwh38uKKl9EaSVzgUlmSAIgruLuFGYTCbo9XoYjUbodLoGuY8T503ot2R3reObJ/ZAq8YNc99UP4ylFoz7+Ge7AF2tZ0wwlg3ryCkdEnfkzwKoFL7I/P1vhOrUthZpucYydIlqhHJLJdo1DXJ3mVSHM/kltV4B4yt6RN7N1bzGK9FehnMxPV9esaXGAA0Au7ioySNoVQqc+bsUXx85b7dArUd0MBoHahDZiL2ipcxYasHcDb+iQ2QQRl6xuPeFDb/i3w+15/cgETFEexvOxfR8JnNFnRs9cFGT9KkVcry9+zeHaVW7s/IgQMCiB9lhRcryii349vgFfHv8Qq3jDNFExETlZTxhNSvVTa9RYOmwjli1N9tho4elwzpCp+GiJqkzmSvqbHFnMlcgApzbLlXszkFErmDHeC9TvZo18YqNOqS0mpXqplbIsWpvdo0bPWTszYZawUVpUmcqczKtysk4uRe7cxCRK3gl2gtJfTUr1Y1XMT0fp1V5NnbnICJX8Eq0lwrTqdGqsQ7dohqhVWMdA7QH4VVMzxekVaJHdHCNYz2igzmtSuL0fkosSI5Dzxj7x5AbHhHR5Xg5hEhidGpfBPsrsTA5DqE6FYrNVQhQ+yLXZMa0dYd5FdMDqH19kNorGlYIdq8qJEQbkNo7GmpfXr+QOhmA/u0aI+W2FrbuHBeKyt1dFhFJCH8bE0mMQavE6ifikf7lUYddJ1c/EQ89Q7Tk5RVbMOXTX7BieCf4yn1QVFYBnUaBiiorUj88iIyR3Xg1U8KMpRZM/fQwdmc5TufoEROM5ezVTkRgiCaSHEuVFbOvCNDApfnQs788ioXJcW6qjFxVaqnAOyldMXfDMYc/hN5J6YoyC7s7SNmFovIaAzQA7D6VhwtF5QzRRMQ50URSYzJX1tiiEKheWMg50VKn1ygdAjRw6fF7YcMx6DQMYFJWWFb3HzlGJ+NEdGPglWgvlWsy/9OdQ+OLID925/AUxU5CsrNxcr8SS1WdHVZKLFXXuSISQ6usu42kn5NxIroxMER7oTP5JXh2/ZErths24KX7YxFp0LqxMnKFv5M5z87Gyf1MTq5UcrMOadMqfZEQbajxD6GEaAO0Sn4PEhGnc3idXJPZIUADwO6sfDy7/ihyTWY3VUaukstQZ3s0Ob9rJc/ZrpLcrEPaAv0UGN87BglXbFqVEG3A+N4xCPTj40dEvBLtdQpKLQ4ButrurDwUlFo4rUPiVL4+mHBnNO6ODUeoTo3ySivUCjlyjWWIDvWHiila8vQaBRKjDTXObU+MNkDPrdslTe+nRPNGfrgnLgKjEqLsWty1aOTHRYVEBIAh2usUOdmIw9k4uV+51Qq9nxJfHznvMCXn+YFtUW61urE6ckVEoAbz7o/F3qw8hz+EEqKDERHIHSelrnGgBne3C0desQVF5goEqBXo0jyIAZqIbBiivYyfysmCGCfj5H4KmQ+eq6HF3e6sfMz96hheuK+dmyojVxlLLbBUCTX+IdQ1ygBjqYVhzAPo/ZR8nIioVnxd2MtolXKHeXzVLi2IYYiWOnOltc7ODuZKXomWOmNZBdK/PFrj2oTZXx5lizQiIi/AK9FeJshPifG9YwDAYbvh8b1jEMSrKpJXxM4OHo8t7rwDW4USUV0Yor0MF8R4vgB2dvB4/EPI853JL8GM9Uccdpycx1ahRPQ/nM7hhaoXxLQwaBGhV6OFQYu724UjnIuZPIJO7YvEWqbkJEYboGOfaMnjH0KeLddkxswrAjRw6VWEmeuPsFUoEQFgiPZ6AgDI3F0FiWGptGLWwLYOQTox2oBZA9vCwjnRklfd4q4mbHEnfQWllhrbEwKXgnRBqeU6V0REUsRLWl7oXGEZpq07jN2n8mzHesYEY0FyHFtreQCTuQLG0kqM6x2Naf1bodhcBX+1HCXllcgpNCPQj9+2UhcRqMFL98fiuRp2Dn3x/lh+H0pckdlJq1An40R0Y+BvYy9jLLU4BGgA2HUqD9PXHcayYR05L1riAjVKLNl2Cm0i9OjYLBDllVaUVchx8EwBfj1nRPo9bd1dIjlxwWTGBZMZd8c2xojL1yb877hGIUcoF6hJlr+q7l+NzsaJ6MbAnwReJq/Y4hCgq+06lYe8YvanlboKqxUPd2+OVXuzsXx7lu14QrQBIxOiUMHNViSvpLwS7+3NxoOdmyFUp0KxuQoB/5vL/t7ebExNauXmCqkuctml77eaOqwkRBsgl3GOHBExRHsdk5NV/+wKIH1Wq4BVe7MdfoFXv88r0dJXXlWFSX1uwdwNxxy6Ozx/T1uUV7HFnZT5yn0wMiEKgGOr0JEJUfCVM0QTEUO019E5WfXPrgDSVyWg1h7De7PyUSUI17kiEksll+O5Lxx3ndyTlY8XNnDXSakzaJV49ZuTGJUQhen/W5cQoPZFrsmM9Qf/xEv3x7q7RCKSAIZoLxPsr0TPmGDsqmFKR8+YYAT7cyqH1BWX171oydk4uR93nfRsej8lpvRr5dDmLjHagJfuj+WUOCICwBZ3Xkfvp8SC5Dj0jAm2O94zJhgLk+P4w98DBDjpA+1snNzP2bQpTquStlyTGc/W0if6WfaJJqL/4W9jLxQRqMGyYR2RV2xBkbkCAWoFgv2VDNAeIshPicRoQ419ahOjDdy63QM4mzbFaVXSVlDipE90iYXbfxORe69E79q1CwMHDkRERARkMhk+//xzu3FBEDBr1iw0btwYGo0Gffr0walTp+zO+fvvvzF8+HDodDoEBgZi9OjRKC4utjvn8OHD6NGjB9RqNZo1a4ZFixY51PLJJ5+gVatWUKvViI2Nxddffy26FinR+ynRMtQfHSKD0DLUnwHag4Tp1FhwfyxWP9EdX41PwMf/uhUbxidi9RPdseD+WP7y9gB+Snmdm634KeXXuSISw+SkD7SzcSK6Mbg1RJeUlKB9+/ZYsWJFjeOLFi3C0qVL8cYbb+DHH3+EVqtFUlISzOZ/XkobPnw4jh07hq1bt2LDhg3YtWsXnnjiCdu4yWRC37590bx5c2RmZuLll1/G7Nmz8dZbb9nO+f777zFs2DCMHj0aP//8MwYNGoRBgwbh6NGjomohqi9VAJZtz8LAZXsx7O0fcM+yPVi+PQvs6eAZZFYBLw6KrXHXyRcHxUJm5eJQKdNp6n6R1tk4Ed0YZIIgjaX+MpkM69evx6BBgwBcuvIbERGBp59+Gs888wwAwGg0IiwsDBkZGRg6dCiOHz+ONm3a4MCBA+jSpQsAYPPmzbj77rvx559/IiIiAitXrsSzzz6LnJwcKJWXrsZOnz4dn3/+OU6cOAEAGDJkCEpKSrBhwwZbPbfeeis6dOiAN954w6VaXGEymaDX62E0GqHT6erl61abXJMZBSUWmMyV0Gl8EeSn5BVMD3GusAxTPv2lxoVpidEGLHqwPXe8k7gz+cVYvPW/GJF4E3zlPigqq4BOo0BFlRUZe7MxqU8MIg3+7i6TavFnQSmmrztc65SqBclxaBrk54bKiOh6cDWvSXZhYXZ2NnJyctCnTx/bMb1ej+7du2Pfvn0AgH379iEwMNAWoAGgT58+8PHxwY8//mg7p2fPnrYADQBJSUk4efIkCgoKbOdcfj/V51Tfjyu11KS8vBwmk8nu7Xo4k1+CtLWH0G/Jbgx+cx/6Ld6Np9cewpn8kuty/3RtjGUVdXZ2MJZxUZrUmSutuLt9EyzcfAJ3L9mNIW/9gP5Ldl96Py6C3TkkrsRSiREJUUi44pWEhGgDRiREocTC6RxEJOEQnZOTAwAICwuzOx4WFmYby8nJQWhoqN24r68vGjVqZHdOTbdx+X3Uds7l485qqcn8+fOh1+ttb82aNXPyWV+7XJMZM2pZVT6Tq8o9Ajs7eD6rFbVumLNqbza46aS0GUsrMeHjn9ExMgjvpnTB68M74d2ULugYGYQJH/8MUylDNBGxO0eDmjFjBtLS0mzvm0ymBg/SBSUW/HymEON6R6Njs0CUV1qhVshx8EwB3tuTzVXlHkCnqbtzg7Nxcj8BdW+YI4k5dFQrrUqOUksVlm/PqnHcT8WFoUQk4RAdHh4OAMjNzUXjxo1tx3Nzc9GhQwfbORcuXLD7uMrKSvz999+2jw8PD0dubq7dOdXvOzvn8nFntdREpVJBpVK59PnWl+LySiwd1hGr9mbb/QJIiDZg6bCO3KjDA6jkPkiINtQYwhKiDVDJJfsCEv2Ps++zEn4fSpqfQl7n96CfgiGaiCQ8nSMqKgrh4eHYtm2b7ZjJZMKPP/6I+Ph4AEB8fDwKCwuRmZlpO2f79u2wWq3o3r277Zxdu3ahouKfl8C3bt2KW265BUFBQbZzLr+f6nOq78eVWqTCoFXW+TKyQctWd1KXX1KOkbXMxxyZEIX8knI3VUau0nHDHI+mVflifO+YGr8Hx/eOgVbFx4+I3Hwluri4GFlZ/1wtzc7OxqFDh9CoUSNERkZi0qRJePHFFxETE4OoqCg8//zziIiIsHXwaN26Nfr164d//etfeOONN1BRUYFx48Zh6NChiIiIAAA8/PDDmDNnDkaPHo1p06bh6NGjWLJkCV577TXb/U6cOBG33347XnnlFQwYMACrV6/GTz/9ZGuDJ5PJnNYiFRVVQp0vI1dU8YVkqdOqFHjsvQMYlRiFUQlRKK+0QuXrg5/PFmLCxz9j3VO3ubtEckLl64MeMcHYfSrPYaxHTDBUvpK9fkG49Pj5QMCA2MZ234O5JjN8ZODjR0QA3Byif/rpJ/Tq1cv2fvX84ZSUFGRkZGDq1KkoKSnBE088gcLCQiQmJmLz5s1Qq/+Z0/vhhx9i3LhxuPPOO+Hj44Pk5GQsXbrUNq7X6/HNN98gNTUVnTt3RnBwMGbNmmXXS/q2227DRx99hOeeew4zZ85ETEwMPv/8c7Rr1852jiu1SIGzVeOlXFUuef5KOTpFBtY4HzMx2gB/btQheVZBwNz72uL5z4/atUlLjDbghfvawSpwZaGUXSgqx4iMnzAqMcpuDck5oxkvbjyOL1ITuIEVEUmnT/SN4Hr0iT59oRh3vrqz1vFtabejZSj700rZiRwTzheacd5YhjCd2rY4NMdYhsZ6DRoHqtEqvGH7jNO1OVdYhuc/P4LWEXrbAt/qVxOOnzPihUGx7PUtYQd+/xsp7+3HqMSoGhdo/9+obujSopG7yyQXcM8Euhqu5jVO7PIywf7KOl9GDvbn1ROpKzZXQICAr4+ct7uK2SPagJGJUShmizvJM5krsO3ERWw7cbHG8SnmCkSAIVqq/FXyOhdoa9mdwyOcyS9xaPmaGG3AvPtjEWnQurEy8hac2OVlyiutSL2jZY0LYlLviEY5N3mQPINWhXf3ZDvslrY7Kx/v7smGQXt9O76QeMXmuqdNORsn9/JX+ta6QDtjbzb8lbz+JHXcM4GuB/4k8DJ/l1ow6v2falyUNur9A/hs7G0I5UtZklZeZa1zcWh5Ff8Qkjpn3RvY3UHazJW1fw/uycrnjpMeoKDEUudjyD0TqD7wJ7mXKSqrrHOTgKIyXgGTOpOTbb2djZP7+ciAHtHB2J1Vw7Sq6GD4yNxQFLnM+a6h/DkqdSYnj5GzcSJXMER7GWc7aXGnLekLUNe9I6GzcXI/ldwH43q3RP/YcIfFoS1D/LlhjsT5OXmlgD9Hpc9Zr3Zn40Su4LPIy2iVde+0pWV7NMnzU8qRGG1wmBMNXFoU48fHUPLKrVaUVwrYdOQ8dl++ODQmGP/qcRPKrZwOIGVKn7p3DVX68I8gqQvSKuv8ORrEjceoHvAngZcJ8lPWudNWEHubSp4PgNn3tkXiFY9hYrQBs+9tx29aDyATgLd3nbYL0ACw+1Qe3t79G2RsLCppRrMFs+6p+XswfWBbmMwWN1VGrgrTqTHv/tgaH8N598dyPjTVC16J9jJ6PyWaN/LDPXERdgsLLxSVo0UjP24Q4AFKK6ow/J0fsTA5DtP6t0KxuQr+ajkumMox9K19+PDx7u4ukZwQAIcAXW33qTwwQ0tboEaJFzb+ig6RQRh5xQLtBZuO4/kBbdxdIrkg0qDFK4M7/NMnWu2LIC37RFP9YYj2Qo0DNbi7XTjyii0oMlcgQK1Al+ZBDNAewmSuRF6xBaPf/6nGcS5qkj6TkwW8zsbJvSxVVmw/cRHba+nzPa0fp+N4ijCdmqGZGgxDtJfS+ykZmj2UP9ujeTxn89a5ME3a+EcQEbmC0yuJJEYGOMxpr5YQbYCM7dEkT/O/Bb41SYg2QKNgiJYydjkiIlcwRBNJjMwHGJkQVePi0JEJUQzRHkCjkGNcr+gaH8NxvWIYoiXOT1H3H0F+fPyICJzOQSQ5MgCrfzyDjpFBDrtOrv7xDKb2v8XdJZITvj4yROjVuCe2sf0CX5MZEXo1fLnbiqRVCgLG9YoGALs2d9V/BFUJXBrqKYylFuQVW2AyV0CnUSBYy6mOVH8YookkxtfHBw/fGolVe7Ltdp7sEW3AyMQo+LJHreQVl1diybb/YlTiTfCV+6Co7NIv8JAAFV779iQm3nkzQtxdJNVKLpNBsAp44b52KK+0wvS/x0/l64OcwjL48OUgj3CusAzT1h3G7lP/7BzaMyYYC5LjEBGocWNl5C0YookkxqBVYt7Xx9E+MggjrrgS/dGPZ/DKQ+3dXSI5Ya6swqCOTfHy5hP2m61EB2N0jyiYK6vcWB05Y9Aq4SOT4dnPj9hdiU6MNuDFQbEI8uOuoVJnLLU4BGgA2HUqD9PXHcayYR15RZquGUM0kQQ93uMmLNt+yu5KdPWGOSR9cpkM7+7+zXGzlaw8QAY8P6C1myojVxSXVzoEaADYk5WP5z4/goXJcQxgEpdXbHEI0NV2ncpDXrGFjyFdM4ZoIonJK7ZgVMYBjEqMcpgTPSrjAL4al8gf/hInADieU4R3U7ogVKdCsbkKAWpf5JrMmLbuMDdbkTiTubLGLb+BS0HaZK5Ek+tcE4ljMlfUOV7kZJzIFQzRXoqLKTyXyVyBUkuV3VXoy/GHv/SVllfiw8dvxdwNxxymA3z4+K0oLedjKGWmMgYwT6dT1z3lJsDJOJErGKK9EBdTeDb+8Pd8jbQqzNlwzK7Dilohx8EzBVi0+Thm3dPW3SVSHXQafg96umB/JXrGBGNXDVM6esYEI9ifF5Xo2jFEexljqQWzvjiK9s0CMeK2Fna/vNO/OIp/P9SeV6Qlzl/ti8RoA/bU8HJyYrQB/mp+20pdWWUVHu7eHKv2ZjvMax+ZEIUyLiyUNH+lvO7vQSc7UpL76f2UWJAch+nrDtsF6Z4xwZzTTvWGv429TH6JBUO7Rdb6yzu/hIsppK6kvBIjEqIgwLFH7YiEKJSUc8thyROAVXuzHebVVr///IA27qiKXJRfUo4XBrXD858ftQvSidEGvDAoFn+XlKOZQevGCskVEYEaLBvWEXnFFhSZKxCgViDYn1Mbqf4wRHuZSqtQ5y/v2QP5MrLUGcsqMOHjn2tcWDjh45/x0ePd3V0iOSEAOMmFhR5LrfTFY+/ux4rhnTDzf32+AzQKVFZZ8di7P+LtlC7uLpFEEoBLO1kR1SOGaC9jtQq1rirfm5WPKit/fUudTq2oc2Eh52NKX3lFJT76162Y85XjwsKP/sWFhVIXoPJFc4Mf7l2+12EsMdqAABV/dXoCrg+ihsatz7xMqaXul/pLLZyLKXXB/kr0iAmucawHF8R4hEZalUOABi61R5v71TE00qrcVBm5othyaUpVQrTB7nj1lKpiJz9nyf0uXx/0bkoXvD68E94b0RVxzQKR/sVRGEst7i6RvAD/nPYyek3dAUvvZNU5SUNqr2hYBcFhTnRqr2g3VkWuKrFU1dlnuIR/zEqasbSyzilVGSO7ubtEciK/xIKHu0fivT3264N6RBswMpHrg6h+MER7Gbb18XzcbMXzsc+wZ9OpfeucUqVjhxzJq7IKWLUn26HDyqVdRGWYNZCLe+na8SeBl2FbH8/HzVY8H/sMe7YgrRI9ooMvbdN+hR7RwQjS8ueo1FUJwv8Cs6PdWXmoErg+iK4dQ7QXYlsfz8bNVjyf1kmfYS37DEua2tcH43pHA7APYj2iDRjXOxpqXy4nkrqisrrnrReZOa+drh1DtJfS+zE0eypOyfF8giBg9r3tMPtLxz7Ds+9tB4FXwSTtYnE5Si1V6B/bGCMum1KVazKj1FKFi8Xl/PkqcX6quv9Q9eMfslQPGKKJJIZTcjxffokFOj8FxvWOxrT+rVBsroK/Wn5poxyZgL9LKtC85gYsJAGVVgHv7PmtxsWhCdEGzLqH82mlzk8hR0K0odbH0E/BEE3XjiGaSII4JcezBfkp8cLGX9EmQo+OzQJRXmlFqeXS4tBfzxm5Y6HECQLq7LfPdvvSp1X5Ytz/uhld2eVoXK8YaNnrm+oBn0VEEsUpOZ6rokrA9hMXsf3ExRrHp/djCpOykvK658s6Gyf3C9WpUV5RhXtiG9t1ObpgMqNpoBqhOrW7SyQvwBBNRFTPSpxuesQQJmUBTlrYORsnaWhm0KK3Qo6CEgtM5kro1L5o10SPMAZoqif8SUBEVM/YYcWzKeQ+dc6nVcjZncNThOnUDM3UYPiTgIionnHrds+WX1yOkbVs+z0yIQp/l5S7qTIikhJeiSYiagDcut1z+asVSFlV866hEz7+Geueus3dJRKRBDBEExHVM27d7tkC1L6Iv6mR3TGZTAYAiL+pEedEExEAhmgionrHrds9W2lFJZ67pw2e+/yo3WOYGG3AC4PaobSCC0OJiHOiiSTLWGrB6QvF+PlMAU5fLIax1OLukshF/k560LJHrbRZq4DnPj/qsLBwT1Y+nvv8KKxVbiqMiCSFP8mJJOhcYRmmrTuM3VfsWLggOQ4RgRo3VkauUDrp7qBkdwdJE1D3Zivs8k1EAK9EE0mOsdTiEKABYNepPExfd5hXpD1AYZmlzu4OxjI+hlLGzVaIyBW8Ek0kMXnFFocAXW3XqTzkFVu4KE3i/FUKDHv7x1q7O3w1LtHdJVIdnE234XQcIgIYookkx+Rk0RkXpUlfsL8SXZoH1biwsCf7REuev1KOxGgD9tQwpSMx2gB/pdwNVdHVyDWZ/9mxUOOLID8lN1+hesMQTSQx3O3O8+n9lFiQHIfp6w5j1xXz2hcmx/GVBInTaRSYfW87zP7yqF2QTow2YPa97aDT8HvQE5zJL8GM9Ufs5rcnRhsw7/5YRBq0bqyMvIVMEASukbhOTCYT9Ho9jEYjdDqdu8shiTKWWjD+45/twle1njHBWDasI0OYhzCWWpBXbEGRuQIBagWC/ZV87DxETmEZfv+7FFqVHMXmKvir5Sgpr0JUIz+EcXGv5OWazEhbe6jGBaKJ0Qa8MrgDr0hTrVzNa7wSTSQxvIrpPfR+DM2eKjxQA41SjrxiC6qqBPgpfBEZ5MfH00MUlFhq7bCyJysfBSUWhmi6ZgzRRBIUEajBsmEdeRWTyI34R5DnMpnr7qDibJzIFQzRRBLFX+BERFdH52RrdmfjRK5gn2giIiLyKkFaJRKv6NNeLTHagCAtL1DQtWOIJiIiIq8SplNj3v2xDkG6ujsH50NTfeDrGUREROR1Ig1avDK4wz99otW+CNKyTzTVH4ZoIiIi8kphOjVDMzUYTucgIiIiIhKJIZqIiIiISCSGaCIiIiIikRiiiYiIiIhEYogmIiIiIhKJIZqIiIiISCSGaCIiIiIikRiiiYiIiIhEYogmIiIiIhKJIZqIiIiISCSGaCIiIiIikRiiiYiIiIhEYogmIiIiIhKJIZqIiIiISCRfdxdwIxEEAQBgMpncXAkRERER1aQ6p1XnttowRF9HRUVFAIBmzZq5uRIiIiIiqktRURH0en2t4zLBWcymemO1WnHu3DkEBARAJpM1+P2ZTCY0a9YMZ8+ehU6na/D7o/rHx9Dz8TH0bHz8PB8fQ893vR9DQRBQVFSEiIgI+PjUPvOZV6KvIx8fHzRt2vS6369Op+MPDg/Hx9Dz8TH0bHz8PB8fQ893PR/Duq5AV+PCQiIiIiIikRiiiYiIiIhEYoj2YiqVCunp6VCpVO4uha4SH0PPx8fQs/Hx83x8DD2fVB9DLiwkIiIiIhKJV6KJiIiIiERiiCYiIiIiEokhmoiIiIhIJIZoIiIiIiKRGKK90K5duzBw4EBERERAJpPh888/d3dJJML8+fPRtWtXBAQEIDQ0FIMGDcLJkyfdXRaJsHLlSsTFxdk2BoiPj8emTZvcXRZdgwULFkAmk2HSpEnuLoVcNHv2bMhkMru3Vq1aubssEuGvv/7CI488AoPBAI1Gg9jYWPz000/uLsuGIdoLlZSUoH379lixYoW7S6GrsHPnTqSmpuKHH37A1q1bUVFRgb59+6KkpMTdpZGLmjZtigULFiAzMxM//fQTevfujfvuuw/Hjh1zd2l0FQ4cOIA333wTcXFx7i6FRGrbti3Onz9ve9uzZ4+7SyIXFRQUICEhAQqFAps2bcKvv/6KV155BUFBQe4uzYbbfnuh/v37o3///u4ug67S5s2b7d7PyMhAaGgoMjMz0bNnTzdVRWIMHDjQ7v2XXnoJK1euxA8//IC2bdu6qSq6GsXFxRg+fDjefvttvPjii+4uh0Ty9fVFeHi4u8ugq7Bw4UI0a9YMq1atsh2LiopyY0WOeCWaSOKMRiMAoFGjRm6uhK5GVVUVVq9ejZKSEsTHx7u7HBIpNTUVAwYMQJ8+fdxdCl2FU6dOISIiAjfddBOGDx+OM2fOuLskctGXX36JLl264KGHHkJoaCg6duyIt99+291l2eGVaCIJs1qtmDRpEhISEtCuXTt3l0MiHDlyBPHx8TCbzfD398f69evRpk0bd5dFIqxevRoHDx7EgQMH3F0KXYXu3bsjIyMDt9xyC86fP485c+agR48eOHr0KAICAtxdHjnx22+/YeXKlUhLS8PMmTNx4MABTJgwAUqlEikpKe4uDwBDNJGkpaam4ujRo5zH54FuueUWHDp0CEajEZ9++ilSUlKwc+dOBmkPcfbsWUycOBFbt26FWq12dzl0FS6f1hgXF4fu3bujefPmWLt2LUaPHu3GysgVVqsVXbp0wbx58wAAHTt2xNGjR/HGG29IJkRzOgeRRI0bNw4bNmzAd999h6ZNm7q7HBJJqVQiOjoanTt3xvz589G+fXssWbLE3WWRizIzM3HhwgV06tQJvr6+8PX1xc6dO7F06VL4+vqiqqrK3SWSSIGBgbj55puRlZXl7lLIBY0bN3a46NC6dWtJTcnhlWgiiREEAePHj8f69euxY8cOyS2koKtjtVpRXl7u7jLIRXfeeSeOHDlid2zkyJFo1aoVpk2bBrlc7qbK6GoVFxfj9OnTePTRR91dCrkgISHBob3rf//7XzRv3txNFTliiPZCxcXFdn9pZ2dn49ChQ2jUqBEiIyPdWBm5IjU1FR999BG++OILBAQEICcnBwCg1+uh0WjcXB25YsaMGejfvz8iIyNRVFSEjz76CDt27MCWLVvcXRq5KCAgwGEdglarhcFg4PoED/HMM89g4MCBaN68Oc6dO4f09HTI5XIMGzbM3aWRCyZPnozbbrsN8+bNw+DBg7F//3689dZbeOutt9xdmg1DtBf66aef0KtXL9v7aWlpAICUlBRkZGS4qSpy1cqVKwEAd9xxh93xVatWYcSIEde/IBLtwoULeOyxx3D+/Hno9XrExcVhy5YtuOuuu9xdGtEN488//8SwYcOQn5+PkJAQJCYm4ocffkBISIi7SyMXdO3aFevXr8eMGTMwd+5cREVFYfHixRg+fLi7S7ORCYIguLsIIiIiIiJPwoWFREREREQiMUQTEREREYnEEE1EREREJBJDNBERERGRSAzRREREREQiMUQTEREREYnEEE1EREREJBJDNBERERGRSAzRRERe5Pfff4dMJsOhQ4fcXYrNiRMncOutt0KtVqNDhw7uLoeIqF4wRBMR1aMRI0ZAJpNhwYIFdsc///xzyGQyN1XlXunp6dBqtTh58iS2bdtW4znVXzeZTAaFQoGoqChMnToVZrP5OldLROQahmgionqmVquxcOFCFBQUuLuUemOxWK76Y0+fPo3ExEQ0b94cBoOh1vP69euH8+fP47fffsNrr72GN998E+np6Vd9v0REDYkhmoionvXp0wfh4eGYP39+refMnj3bYWrD4sWL0aJFC9v7I0aMwKBBgzBv3jyEhYUhMDAQc+fORWVlJaZMmYJGjRqhadOmWLVqlcPtnzhxArfddhvUajXatWuHnTt32o0fPXoU/fv3h7+/P8LCwvDoo48iLy/PNn7HHXdg3LhxmDRpEoKDg5GUlFTj52G1WjF37lw0bdoUKpUKHTp0wObNm23jMpkMmZmZmDt3LmQyGWbPnl3r10SlUiE8PBzNmjXDoEGD0KdPH2zdutU2Xl5ejgkTJiA0NBRqtRqJiYk4cOCA3W3s3LkT3bp1g0qlQuPGjTF9+nRUVlbafV7jx4/HpEmTEBQUhLCwMLz99tsoKSnByJEjERAQgOjoaGzatMn2MQUFBRg+fDhCQkKg0WgQExNT49eciG4sDNFERPVMLpdj3rx5WLZsGf78889ruq3t27fj3Llz2LVrF1599VWkp6fjnnvuQVBQEH788UeMGTMGTz75pMP9TJkyBU8//TR+/vlnxMfHY+DAgcjPzwcAFBYWonfv3ujYsSN++uknbN68Gbm5uRg8eLDdbbz//vtQKpXYu3cv3njjjRrrW7JkCV555RX8+9//xuHDh5GUlIR7770Xp06dAgCcP38ebdu2xdNPP43z58/jmWeecenzPnr0KL7//nsolUrbsalTp2LdunV4//33cfDgQURHRyMpKQl///03AOCvv/7C3Xffja5du+KXX37BypUr8e677+LFF190+LyCg4Oxf/9+jB8/Hk899RQeeugh3HbbbTh48CD69u2LRx99FKWlpQCA559/Hr/++is2bdqE48ePY+XKlQgODnbp8yAiLyYQEVG9SUlJEe677z5BEATh1ltvFUaNGiUIgiCsX79euPxHbnp6utC+fXu7j33ttdeE5s2b291W8+bNhaqqKtuxW265RejRo4ft/crKSkGr1Qoff/yxIAiCkJ2dLQAQFixYYDunoqJCaNq0qbBw4UJBEAThhRdeEPr27Wt332fPnhUACCdPnhQEQRBuv/12oWPHjk4/34iICOGll16yO9a1a1dh7Nixtvfbt28vpKen13k7KSkpglwuF7RaraBSqQQAgo+Pj/Dpp58KgiAIxcXFgkKhED788EPbx1gsFiEiIkJYtGiRIAiCMHPmTOGWW24RrFar7ZwVK1YI/v7+tq/h7bffLiQmJtrGq79+jz76qO3Y+fPnBQDCvn37BEEQhIEDBwojR450+rUgohsLr0QTETWQhQsX4v3338fx48ev+jbatm0LH59/flSHhYUhNjbW9r5cLofBYMCFCxfsPi4+Pt72f19fX3Tp0sVWxy+//ILvvvsO/v7+trdWrVoBuDR/uVrnzp3rrM1kMuHcuXNISEiwO56QkHBVn3OvXr1w6NAh/Pjjj0hJScHIkSORnJxsq6uiosLuvhQKBbp162a7r+PHjyM+Pt5uAWdCQgKKi4vtrtTHxcXZ/l/99bv8axoWFgYAtq/pU089hdWrV6NDhw6YOnUqvv/+e9GfGxF5H4ZoIqIG0rNnTyQlJWHGjBkOYz4+PhAEwe5YRUWFw3kKhcLu/eruFVces1qtLtdVXFyMgQMH4tChQ3Zvp06dQs+ePW3nabVal2+zPmi1WkRHR6N9+/Z477338OOPP+Ldd9+t9/tx9jWtDuHVX9P+/fvjjz/+wOTJk3Hu3DnceeedLk9LISLvxRBNRNSAFixYgK+++gr79u2zOx4SEoKcnBy7IF2fvZ1/+OEH2/8rKyuRmZmJ1q1bAwA6deqEY8eOoUWLFoiOjrZ7ExOcdTodIiIisHfvXrvje/fuRZs2ba6pfh8fH8ycORPPPfccysrK0LJlS9v87GoVFRU4cOCA7b5at26Nffv22X1N9+7di4CAADRt2vSa6gkJCUFKSgo++OADLF68GG+99dY13R4ReT6GaCKiBhQbG4vhw4dj6dKldsfvuOMOXLx4EYsWLcLp06exYsUKu44Q12rFihVYv349Tpw4gdTUVBQUFGDUqFEAgNTUVPz9998YNmwYDhw4gNOnT2PLli0YOXIkqqqqRN3PlClTsHDhQqxZswYnT57E9OnTcejQIUycOPGaP4eHHnoIcrkcK1asgFarxVNPPYUpU6Zg8+bN+PXXX/Gvf/0LpaWlGD16NABg7NixOHv2LMaPH48TJ07giy++QHp6OtLS0uymxIg1a9YsfPHFF8jKysKxY8ewYcMG2x8kRHTjYogmImpgc+fOdZhu0bp1a7z++utYsWIF2rdvj/3799frFIEFCxZgwYIFaN++Pfbs2YMvv/zS1lGi+upxVVUV+vbti9jYWEyaNAmBgYGiw+aECROQlpaGp59+GrGxsdi8eTO+/PJLxMTEXPPn4Ovri3HjxmHRokUoKSnBggULkJycjEcffRSdOnVCVlYWtmzZgqCgIABAkyZN8PXXX2P//v1o3749xowZg9GjR+O55567pjqUSiVmzJiBuLg49OzZE3K5HKtXr77mz4+IPJtMuHJSHhERERER1YlXoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEgkhmgiIiIiIpEYoomIiIiIRGKIJiIiIiISiSGaiIiIiEik/wdJZ3X0b5pKeQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# 3. Average Price per Square Meter in an Area:"
],
"metadata": {
"id": "0IZwvwzCJArc"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Load the data\n",
"data = pd.read_csv(\"BonnRealestateDataset.csv\")\n",
"\n",
"# Function to handle price ranges and convert to float\n",
"def convert_price(price):\n",
" try:\n",
" # Handle ranges by calculating the average\n",
" if '-' in price:\n",
" min_price, max_price = map(float, price.replace('€', '').replace(',', '').split(' - '))\n",
" return (min_price + max_price) / 2\n",
" else:\n",
" # Handle other cases (non-numeric, special strings, etc.)\n",
" return float(price.replace('€', '').replace(',', ''))\n",
" except Exception as e:\n",
" return np.nan\n",
"\n",
"# Function to handle living space values (ranges and specific values)\n",
"def convert_living_space(space):\n",
" try:\n",
" # Handle ranges by calculating the average\n",
" if '-' in space:\n",
" min_space, max_space = map(float, space.replace(' m²', '').split(' - '))\n",
" return (min_space + max_space) / 2\n",
" else:\n",
" # Handle other cases (non-numeric, special strings, etc.)\n",
" return float(space.replace(' m²', ''))\n",
" except Exception as e:\n",
" return np.nan\n",
"\n",
"# Clean 'Purchase Price' and 'Living Space' columns\n",
"data['Purchase Price'] = data['Purchase Price'].apply(convert_price)\n",
"data['Living Space'] = data['Living Space'].apply(convert_living_space)\n",
"\n",
"# Calculate Price per Square Meter\n",
"data['Price per Square Meter'] = data['Purchase Price'] / data['Living Space']\n",
"\n",
"# Calculate Average Price per Square Meter based on Address\n",
"average_price_per_sqm = data.groupby('Address')['Price per Square Meter'].mean().reset_index()\n",
"\n",
"# Visualization\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(average_price_per_sqm['Address'], average_price_per_sqm['Price per Square Meter'])\n",
"plt.title('Average Price per Square Meter in Different Areas')\n",
"plt.xlabel('Address')\n",
"plt.ylabel('Average Price per Square Meter (€)')\n",
"plt.xticks(rotation=90)\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 567
},
"id": "ls36lca0Mt97",
"outputId": "8405545d-ba82-4da6-ad84-cb53642e588c"
},
"execution_count": 113,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# 4. Gross Yield:"
],
"metadata": {
"id": "kGoMO3riJEen"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Calculate Gross Yield based on Purchase Price and Living Space\n",
"data['Gross Yield'] = (data['Purchase Price'] / data['Living Space']) * 100\n",
"\n",
"# Visualization\n",
"plt.figure(figsize=(8, 6))\n",
"sns.barplot(x='Provider', y='Gross Yield', data=data)\n",
"plt.title('Gross Yield by Provider')\n",
"plt.xlabel('Provider')\n",
"plt.ylabel('Gross Yield (%)')\n",
"plt.xticks(rotation=90)\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "4A8UilVkoxlf",
"outputId": "79adc40d-7291-4f5e-9a28-a7445e310041"
},
"execution_count": 114,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/seaborn/algorithms.py:98: RuntimeWarning: Mean of empty slice\n",
" boot_dist.append(f(*sample, **func_kwargs))\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
],
"image/png": "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