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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"id": "6f5ce000-ab42-43c4-a0a5-d268bdb0e2ff", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"id": "d3731347-2de8-4e48-8040-9e587165fc66", | |
"metadata": { | |
"tags": [] | |
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"source": [ | |
"df=pd.read_csv(\"Assesment2_Populasi.csv\",sep=';')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "7af95e93-6231-4041-b4ea-d438307f8d71", | |
"metadata": { | |
"tags": [] | |
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{ | |
"data": { | |
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"<div>\n", | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Age</th>\n", | |
" <th>Work-Class</th>\n", | |
" <th>Final Weight</th>\n", | |
" <th>Education</th>\n", | |
" <th>Numerical Education</th>\n", | |
" <th>Marital_Status</th>\n", | |
" <th>Occupation</th>\n", | |
" <th>Relationship</th>\n", | |
" <th>Race</th>\n", | |
" <th>Sex</th>\n", | |
" <th>Capital Gain</th>\n", | |
" <th>Capital Loss</th>\n", | |
" <th>Hours/Week</th>\n", | |
" <th>Country</th>\n", | |
" <th>Wages</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>39</td>\n", | |
" <td>State-gov</td>\n", | |
" <td>77516</td>\n", | |
" <td>Bachelors</td>\n", | |
" <td>13</td>\n", | |
" <td>Never-married</td>\n", | |
" <td>Adm-clerical</td>\n", | |
" <td>Not-in-family</td>\n", | |
" <td>White</td>\n", | |
" <td>Male</td>\n", | |
" <td>2174</td>\n", | |
" <td>0</td>\n", | |
" <td>40</td>\n", | |
" <td>United-States</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>50</td>\n", | |
" <td>Self-emp-not-inc</td>\n", | |
" <td>83311</td>\n", | |
" <td>Bachelors</td>\n", | |
" <td>13</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>Exec-managerial</td>\n", | |
" <td>Husband</td>\n", | |
" <td>White</td>\n", | |
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" <td>0</td>\n", | |
" <td>0</td>\n", | |
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" <td>United-States</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>38</td>\n", | |
" <td>Private</td>\n", | |
" <td>215646</td>\n", | |
" <td>HS-grad</td>\n", | |
" <td>9</td>\n", | |
" <td>Divorced</td>\n", | |
" <td>Handlers-cleaners</td>\n", | |
" <td>Not-in-family</td>\n", | |
" <td>White</td>\n", | |
" <td>Male</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>40</td>\n", | |
" <td>United-States</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>53</td>\n", | |
" <td>Private</td>\n", | |
" <td>234721</td>\n", | |
" <td>11th</td>\n", | |
" <td>7</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>Handlers-cleaners</td>\n", | |
" <td>Husband</td>\n", | |
" <td>Black</td>\n", | |
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" <td>0</td>\n", | |
" <td>0</td>\n", | |
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" <td>United-States</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>28</td>\n", | |
" <td>Private</td>\n", | |
" <td>338409</td>\n", | |
" <td>Bachelors</td>\n", | |
" <td>13</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>Prof-specialty</td>\n", | |
" <td>Wife</td>\n", | |
" <td>Black</td>\n", | |
" <td>Female</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>40</td>\n", | |
" <td>Cuba</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
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], | |
"text/plain": [ | |
" Age Work-Class Final Weight Education Numerical Education \\\n", | |
"0 39 State-gov 77516 Bachelors 13 \n", | |
"1 50 Self-emp-not-inc 83311 Bachelors 13 \n", | |
"2 38 Private 215646 HS-grad 9 \n", | |
"3 53 Private 234721 11th 7 \n", | |
"4 28 Private 338409 Bachelors 13 \n", | |
"\n", | |
" Marital_Status Occupation Relationship Race Sex \\\n", | |
"0 Never-married Adm-clerical Not-in-family White Male \n", | |
"1 Married-civ-spouse Exec-managerial Husband White Male \n", | |
"2 Divorced Handlers-cleaners Not-in-family White Male \n", | |
"3 Married-civ-spouse Handlers-cleaners Husband Black Male \n", | |
"4 Married-civ-spouse Prof-specialty Wife Black Female \n", | |
"\n", | |
" Capital Gain Capital Loss Hours/Week Country Wages \n", | |
"0 2174 0 40 United-States <=50K \n", | |
"1 0 0 13 United-States <=50K \n", | |
"2 0 0 40 United-States <=50K \n", | |
"3 0 0 40 United-States <=50K \n", | |
"4 0 0 40 Cuba <=50K " | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.head()" | |
] | |
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" <th>Numerical Education</th>\n", | |
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" <th>8885</th>\n", | |
" <td>47</td>\n", | |
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" </tr>\n", | |
" <tr>\n", | |
" <th>8887</th>\n", | |
" <td>61</td>\n", | |
" <td>Self-emp-not-inc</td>\n", | |
" <td>115882</td>\n", | |
" <td>1st-4th</td>\n", | |
" <td>2</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>Craft-repair</td>\n", | |
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" <tr>\n", | |
" <th>8888</th>\n", | |
" <td>64</td>\n", | |
" <td>Private</td>\n", | |
" <td>103021</td>\n", | |
" <td>7th-8th</td>\n", | |
" <td>4</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>Craft-repair</td>\n", | |
" <td>Husband</td>\n", | |
" <td>White</td>\n", | |
" <td>Male</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
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" <td>United-States</td>\n", | |
" <td><=50K</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8889</th>\n", | |
" <td>35</td>\n", | |
" <td>Private</td>\n", | |
" <td>297767</td>\n", | |
" <td>Some-college</td>\n", | |
" <td>10</td>\n", | |
" <td>Separated</td>\n", | |
" <td>Adm-clerical</td>\n", | |
" <td>Not-in-family</td>\n", | |
" <td>Black</td>\n", | |
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"text/plain": [ | |
" Age Work-Class Final Weight Education \\\n", | |
"8885 47 State-gov 123219 Masters \n", | |
"8886 41 Private 82778 1st-4th \n", | |
"8887 61 Self-emp-not-inc 115882 1st-4th \n", | |
"8888 64 Private 103021 7th-8th \n", | |
"8889 35 Private 297767 Some-college \n", | |
"\n", | |
" Numerical Education Marital_Status Occupation \\\n", | |
"8885 14 Married-civ-spouse Prof-specialty \n", | |
"8886 2 Married-civ-spouse Farming-fishing \n", | |
"8887 2 Married-civ-spouse Craft-repair \n", | |
"8888 4 Married-civ-spouse Craft-repair \n", | |
"8889 10 Separated Adm-clerical \n", | |
"\n", | |
" Relationship Race Sex Capital Gain Capital Loss Hours/Week \\\n", | |
"8885 Husband White Male 0 0 38 \n", | |
"8886 Husband White Male 0 0 40 \n", | |
"8887 Husband White Male 0 0 20 \n", | |
"8888 Husband White Male 0 0 40 \n", | |
"8889 Not-in-family Black Male 0 0 40 \n", | |
"\n", | |
" Country Wages \n", | |
"8885 United-States >50K \n", | |
"8886 Mexico <=50K \n", | |
"8887 United-States <=50K \n", | |
"8888 United-States <=50K \n", | |
"8889 United-States <=50K " | |
] | |
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{ | |
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"df.shape" | |
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"id": "583dd2ae-2690-4b60-a0f9-b1572a08fd0d", | |
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" <td>32561.0</td>\n", | |
" <td>38.581647</td>\n", | |
" <td>13.640433</td>\n", | |
" <td>17.0</td>\n", | |
" <td>28.0</td>\n", | |
" <td>37.0</td>\n", | |
" <td>48.0</td>\n", | |
" <td>90.0</td>\n", | |
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" <th>Final Weight</th>\n", | |
" <td>32561.0</td>\n", | |
" <td>189778.366512</td>\n", | |
" <td>105549.977697</td>\n", | |
" <td>12285.0</td>\n", | |
" <td>117827.0</td>\n", | |
" <td>178356.0</td>\n", | |
" <td>237051.0</td>\n", | |
" <td>1484705.0</td>\n", | |
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" <th>Numerical Education</th>\n", | |
" <td>32561.0</td>\n", | |
" <td>10.080679</td>\n", | |
" <td>2.572720</td>\n", | |
" <td>1.0</td>\n", | |
" <td>9.0</td>\n", | |
" <td>10.0</td>\n", | |
" <td>12.0</td>\n", | |
" <td>16.0</td>\n", | |
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" <th>Capital Gain</th>\n", | |
" <td>32561.0</td>\n", | |
" <td>1077.648844</td>\n", | |
" <td>7385.292085</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>99999.0</td>\n", | |
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" <th>Capital Loss</th>\n", | |
" <td>32561.0</td>\n", | |
" <td>87.303830</td>\n", | |
" <td>402.960219</td>\n", | |
" <td>0.0</td>\n", | |
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" <td>32561.0</td>\n", | |
" <td>40.437456</td>\n", | |
" <td>12.347429</td>\n", | |
" <td>1.0</td>\n", | |
" <td>40.0</td>\n", | |
" <td>40.0</td>\n", | |
" <td>45.0</td>\n", | |
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"text/plain": [ | |
" count mean std min 25% \\\n", | |
"Age 32561.0 38.581647 13.640433 17.0 28.0 \n", | |
"Final Weight 32561.0 189778.366512 105549.977697 12285.0 117827.0 \n", | |
"Numerical Education 32561.0 10.080679 2.572720 1.0 9.0 \n", | |
"Capital Gain 32561.0 1077.648844 7385.292085 0.0 0.0 \n", | |
"Capital Loss 32561.0 87.303830 402.960219 0.0 0.0 \n", | |
"Hours/Week 32561.0 40.437456 12.347429 1.0 40.0 \n", | |
"\n", | |
" 50% 75% max \n", | |
"Age 37.0 48.0 90.0 \n", | |
"Final Weight 178356.0 237051.0 1484705.0 \n", | |
"Numerical Education 10.0 12.0 16.0 \n", | |
"Capital Gain 0.0 0.0 99999.0 \n", | |
"Capital Loss 0.0 0.0 4356.0 \n", | |
"Hours/Week 40.0 45.0 99.0 " | |
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" <tbody>\n", | |
" <tr>\n", | |
" <th>Sex</th>\n", | |
" <td>32561</td>\n", | |
" <td>2</td>\n", | |
" <td>Male</td>\n", | |
" <td>21790</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Wages</th>\n", | |
" <td>32561</td>\n", | |
" <td>2</td>\n", | |
" <td><=50K</td>\n", | |
" <td>24720</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Race</th>\n", | |
" <td>32561</td>\n", | |
" <td>5</td>\n", | |
" <td>White</td>\n", | |
" <td>27816</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Relationship</th>\n", | |
" <td>32561</td>\n", | |
" <td>6</td>\n", | |
" <td>Husband</td>\n", | |
" <td>13193</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Marital_Status</th>\n", | |
" <td>32561</td>\n", | |
" <td>7</td>\n", | |
" <td>Married-civ-spouse</td>\n", | |
" <td>14976</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Work-Class</th>\n", | |
" <td>32561</td>\n", | |
" <td>9</td>\n", | |
" <td>Private</td>\n", | |
" <td>22696</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Occupation</th>\n", | |
" <td>32561</td>\n", | |
" <td>15</td>\n", | |
" <td>Prof-specialty</td>\n", | |
" <td>4140</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Education</th>\n", | |
" <td>32561</td>\n", | |
" <td>16</td>\n", | |
" <td>HS-grad</td>\n", | |
" <td>10501</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Country</th>\n", | |
" <td>32561</td>\n", | |
" <td>42</td>\n", | |
" <td>United-States</td>\n", | |
" <td>29170</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" count unique top freq\n", | |
"Sex 32561 2 Male 21790\n", | |
"Wages 32561 2 <=50K 24720\n", | |
"Race 32561 5 White 27816\n", | |
"Relationship 32561 6 Husband 13193\n", | |
"Marital_Status 32561 7 Married-civ-spouse 14976\n", | |
"Work-Class 32561 9 Private 22696\n", | |
"Occupation 32561 15 Prof-specialty 4140\n", | |
"Education 32561 16 HS-grad 10501\n", | |
"Country 32561 42 United-States 29170" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.select_dtypes(exclude=\"number\").describe().T.sort_values('unique')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "0a44414b-e77c-42bb-9dad-871632b72305", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.heatmap(df.isna())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "0d95a77f-8d63-4d15-950b-0050d75e977e", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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W0r9/f5577jl69+7NgQMH6NmzJ3feeScPPPAAAN9++y2DBg3iww8/ZMSIEY15Oy5prAHPfjfmR5qmN7/N4jcvfc20/231dVVERJq0yMhIIiMjWbRoUZ1jYA3D4OKLLyYnJ4ePP/6YNWvW0LdvX4YPH86hQ4do3rw5M2fO5LHHHmP16tUUFxfzhz/8gVtvvdWvg09jUvgRj3h39W4Avti838c1ERFp2ux2O7Nnz+aNN94gNjaW8847jwceeIANGzYAsGTJEjZu3Mi8efPo378/HTt25OmnnyY2NpZ3330XgNGjR3PzzTdzzTXXMGHCBEJDQ3niiSd8eVt+ReFHGmz3oSN8v6cAgJ/3F3OopNzHNRIRadouv/xy9u3bx/vvv8/IkSPJyMigb9++zJ49mzVr1lBcXExCQoKzlSgyMpLMzEy2b9/uLOPpp5+msrKS//73v7z11lt+283nCz5f50eavk9+yK7183eZh7ioR7KPaiMicmYIDQ3lwgsv5MILL+SRRx7hpptu4tFHH+XWW28lJSWFjIyMEz5z/L6XO3bsYN++fVRXV7Nr1y569erVeJX3cwo/0mAfbcwBICYsiIKjFQo/IiJe0K1bNxYtWkTfvn3JycnBbrfTtm3bOs8tLy/nmmuu4corr6RLly7ceOONbNy4kaSkpMattJ9St5c0yJ7DR/h+dz4WC9w5vCMA3+086ONaiYg0XQcPHuRXv/oVb775Jhs2bCAzM5N58+bx5JNPMmbMGC644AIGDhzI2LFj+eyzz9i5cydff/01Dz30EKtXrwbgwQcfpKCggOnTp3PvvffStWtXbrzxRh/fmf9Q+JEG+aSm1WdA23gu7mmutP3jvkIKSyt8WS0RkSYrMjKSs88+m+eee47BgwfTo0cPHn74YW6++WZeeOEFLBYLH3/8MYMHD+aGG26gU6dOXHXVVezcuZOkpCQyMjKYNm0a//73v4mOjsZqtfLvf/+b5cuXM2PGDF/fnl9Qt5c0yDc7zFaekd2TSY4JpU1COLsOHmHNrsMM65zo49qJiDQ9ISEhTJ06lalTp570nKioKKZPn8706dNPeK9Vq1bO3esdWrduTX5+vqer2mSp5UcaZM/howB0SIwEzBYggG93aBVSERHxTwo/0iD78s3wkxobBsDZ7RIAWL1T4UdERPyTwo+4reBoBUVllQC0qAk/HWtagPbWhCIRERF/o/Ajbttb0+UVHxFMWLC5n1fzqBAA8orLqK4OqG3jRESkiVD4Ebc5urwcrT4ACZHBAFRUGRQc1YwvERHxPwo/4ra9zvE+x5ZMD7HbiAkLAuBA8Ykb8omIiPiawo+47VjLT3it486uryKFHxER8T8KP+K2PXW0/AA0jzTDj1p+RETEHyn8iNscLT8t48JqHXe0/BxQy4+IiPghhR9xm2O2V2ps7fDTLFLhR0SkqRk6dCh33323r6vRKBR+xC1llVXk1oSbFrFq+RERaUwZGRlYLBbi4uIoLS2t9d53332HxWLBYrH4qHb+T+FH3JJTYP7PFhpkJT4iuNZ7zvCjMT8iIl4VFRXFwoULax2bOXMmrVu39lGNmgaFH3HL8V1ev/zXhVp+REQax/jx45k5c6bz56NHjzJ37lzGjx9f67yDBw/y+9//npYtWxIeHk7Pnj15++23T1l2eXk59957Ly1atCAiIoKzzz6bjIwMb9xGo9Ou7uKWvXUscOjgmO2Vp5YfEfFzhmFwtKLKJ9cOC7I1uGvq2muv5amnniIrK4vWrVszf/582rZtS9++fWudV1paSr9+/bjvvvuIjo7mo48+4tprr6Vdu3acffbZdZZ9/fXXs3PnTubOnUtqaioLFy7koosuYuPGjXTs2LFB9fY1hR9xy6nCT7MosxvsYEk5lVXV2G1qYBQR/3S0oopuj3zmk2v/+JeRhAc37NdwYmIio0aNYvbs2TzyyCPMnDmTG2644YTzWrRowaRJk5w/33HHHXz66afMmzevzvCzfft23n77bfbs2UNqaioAkyZN4tNPP2XWrFk8/vjjDaq3ryn8iFtONtMLICEiBKsFqg04VFJOYnToCeeIiIhn3HDDDdx111384Q9/YOXKlcybN4+vvvqq1jlVVVU88cQTvPPOO+zdu5eysjLKysqIiIios8y1a9diGAadOnWqdbysrIyEhASv3UtjUfgRt+wrOHnLj81qIT4ihLziMg4Ulyn8iIjfCguy8eNfRvrs2p4wevRobrnlFm688UYuueSSOsPJM888w3PPPce0adPo2bMnERER3H333ZSXl9dZZnV1NTabjTVr1mCz1a5nZGSkR+rtSwo/4pZ9+eZsr7pafsAc9JxXXKZBzyLi1ywWS4O7nnzNZrNx7bXX8uSTT/LJJ5/Uec5XX33FmDFj+MMf/gCY4Wbr1q107dq1zvPT09OpqqoiNzeXQYMGea3uvqLBGOKW/YVm+EmJqbtVRzO+REQaz1//+lcOHDjAyJF1t2J16NCBxYsX8/XXX7N582ZuueUWcnJyTlpep06duOaaaxg3bhwLFiwgMzOTVatW8Y9//IOPP/7YW7fRaBR+xGUlZZUcKTdnRzhCzi81izQHPWutHxER7wsODqZZs2YnnT328MMP07dvX0aOHMnQoUNJTk5m7Nixpyxz1qxZjBs3jj/96U907tyZSy+9lG+//ZZWrVp54Q4aV9Nu6xOfcLTmhAXZiAip+6/QsZ3d6+5PFhER9w0dOhTDME76/tixY2u9Hx8fz6JFi05Z5i/X8AkKCmLKlClMmTKlIVX1S2r5EZc5WnNO1uoD2tldRET8l8KPuCyvqB7hxznmp/Sk54iIiPiCwo+4zNnyE1mf8KOWHxER8S8KP+KyA/Vo+UlU+BERET+l8CMuq0/4aVbTKlRYWklZpW/2zREREamLwo+4rD7hJzo0CMeMy4KjFY1RLRERkXpR+BGXOcb8NDvFmB+r1UJUzTT4QoUfERHxIwo/4rL6zPYCiAkPAtTyIyIi/kXhR1xiGEa91vkBiAlT+BEREf+j8CMuKThaQUWVuWqoYwuLk1H4EREJLI899hh9+vTxdTVOS+FHXOIY7BwTFkSI3XbKc53h54jCj4iIJ2VkZGCxWE54PPTQQ76uWpPg0/AzY8YMevXqRXR0NNHR0QwcOJBPPvnklJ9ZunQp/fr1IzQ0lHbt2vHyyy83Um0F6jfTy+FYy0+lV+skIhKotmzZQnZ2tvNx//33+7pKTYJPw0/Lli154oknWL16NatXr+ZXv/oVY8aMYdOmTXWen5mZyejRoxk0aBDr1q3jgQce4M4772T+/PmNXPPAVZ/VnR2i1e0lIuJViYmJJCcnOx+RkZEA7N27lyuvvJK4uDgSEhIYM2YMO3fudH7uuuuuY+zYsTz++OMkJSURGxvLlClTqKys5M9//jPx8fG0bNmSmTNn1rrefffdR6dOnQgPD6ddu3Y8/PDDVFSc+jt+1qxZdO3aldDQULp06cJLL73k8f8OrvLpru6XXHJJrZ///ve/M2PGDL755hu6d+9+wvkvv/wyrVu3Ztq0aQB07dqV1atX8/TTT3P55Zc3RpUDnqPlp5lLLT8KPyLipwwDKo745tpB4TgXRPOgI0eOMGzYMAYNGsSyZcuw2+387W9/46KLLmLDhg0EB5vjNb/88ktatmzJsmXLWLFiBTfeeCMrV65k8ODBfPvtt7zzzjtMmDCBCy+8kFatWgEQFRXF7NmzSU1NZePGjdx8881ERUVx77331lmXf/3rXzz66KO88MILpKens27dOm6++WYiIiIYP368x++9vnwafo5XVVXFvHnzKCkpYeDAgXWes3LlSkaMGFHr2MiRI3n99depqKggKCioMaoa0Fxp+VH4ERG/V3EEHk/1zbUf2AfBEQ0qomXLlrV+3rVrF++99x5Wq5XXXnsNS024mjVrFrGxsWRkZDh/j8bHxzN9+nSsViudO3fmySef5MiRIzzwwAMATJ48mSeeeIIVK1Zw1VVXAdQaU9S2bVv+9Kc/8c4775w0/Pz1r3/lmWee4bLLLgMgLS2NH3/8kVdeeSWww8/GjRsZOHAgpaWlREZGsnDhQrp161bnuTk5OSQlJdU6lpSURGVlJXl5eaSkpJzwmbKyMsrKju0vVVhY6NkbCDDujPnRIociIt7x1VdfERUV5fw5Li6ONWvWsG3btlrHAUpLS9m+fbvz5+7du2O1Hhv9kpSURI8ePZw/22w2EhISyM3NdR579913mTZtGtu2baO4uJjKykqio6PrrNuBAwfYvXs3N954IzfffLPzeGVlJTExMe7ftAf4PPx07tyZ9evXk5+fz/z58xk/fjxLly49aQCy/KKJ0DCMOo87TJ06lSlTpni20gHMvQHPCj8i4qeCws0WGF9du4HS0tKIjY2tday6upp+/frx1ltvnXB+8+bNj13+F70lFoulzmPV1dUAfPPNN1x11VVMmTKFkSNHEhMTw9y5c3nmmWfqrJvjc//61784++yza71ns516trC3+Tz8BAcH06FDBwD69+/PqlWreP7553nllVdOODc5OZmcnJxax3Jzc7Hb7SQkJNRZ/uTJk5k4caLz58LCQmffpbhO4UdEzigWS4O7nvxN3759eeedd0hMTDxpq4w7VqxYQZs2bXjwwQedx3bt2nXS85OSkmjRogU7duzgmmuu8Vg9PMHv1vkxDKNWN9XxBg4cyOLFi2sd+/zzz+nfv/9Jx/uEhIQ4p9I7HuK+vOJyQGN+RET81TXXXEOzZs0YM2YMX331FZmZmSxdupS77rqLPXv2uF1uhw4dyMrKYu7cuWzfvp3p06ezcOHCU37mscceY+rUqTz//PP8/PPPbNy4kVmzZvHss8+6XQ9P8Gn4eeCBB/jqq6/YuXMnGzdu5MEHHyQjI8OZECdPnsy4ceOc50+YMIFdu3YxceJENm/ezMyZM3n99deZNGmSr24hoFRVGxwqccz2OvXqznAs/BytqKK8stqrdRMREVN4eDjLli2jdevWXHbZZXTt2pUbbriBo0ePNqgBYMyYMdxzzz3cfvvt9OnTh6+//pqHH374lJ+56aabeO2115g9ezY9e/ZkyJAhzJ49m7S0NLfr4QkWwzFoxgduvPFGvvjiC7Kzs4mJiaFXr17cd999XHjhhYC5DsHOnTvJyMhwfmbp0qXcc889bNq0idTUVO677z4mTJhQ72sWFhYSExNDQUGBWoFclFtYyoDHv8BqgZ//Ngq77dTZuaraoP0DHwOw6sEL6tVVJiLiTaWlpWRmZpKWlkZoaKivqyO/cKo/H0/+/vbpmJ/XX3/9lO/Pnj37hGNDhgxh7dq1XqqRnEpuzXifhMiQ0wYfAJvVQlSonaLSSgqOVij8iIiIX/C7MT/iv3KLSgFIdCHEaNyPiIj4G4UfqbfcQrPlx53wo7V+RETEXyj8SL05ur0So+rfT66WHxER8TcKP1Jvzm6vaHV7iUjT5sO5PnIKjfXnovAj9daQbi+FHxHxB4414Y4c8dFmpnJK5eXmWnLeXgHa5ys8S9OR61zdWd1eItI02Ww2YmNjnftVhYeHn3R7JGlc1dXVHDhwgPDwcOx278YThR+pN8fWFkkudHtFK/yIiJ9JTk4GqLVhp/gHq9VK69atvR5IFX6kXgzDOG7Mj1p+RKTpslgspKSkkJiYSEWFvpv8SXBwcK2d5r1F4Ufq5fCRCiqqzIFo9dnXy0HhR0T8lc1m8/nu4uIbGvAs9eJo9YkLDyLYXv+/NlrnR0RE/I3Cj9TLsZleru2Fo5YfERHxNwo/Ui/OBQ5dGOwMCj8iIuJ/FH6kXhzdXq5uTuoIP0fKq6ioqvZ4vURERFyl8CP14m63l2OqO6j1R0RE/IPCj9TLgSLXV3cGsFktRIWYkwoVfkRExB8o/Ei9OLq9klxY48dBCx2KiIg/UfiRetlf6N6AZ9CgZxER8S8KP3JatVZ3drHbC7TWj4iI+BeFHzmtorJKSivMmVquDngGtfyIiIh/UfiR03LM9IoKsRMW7PpS8M7wc0ThR0REfE/hR07LucaPG+N9AGLD1fIjIiL+Q+FHTis73ww/KTGud3mBZnuJiIh/UfiR08o6dASAVnHhbn1eY35ERMSfKPzIae12hJ94hR8REWn6FH7ktHYfNsNPa4UfERE5Ayj8yGlleajlR+v8iIiIP1D4kVMqrahyru6slh8RETkTKPzIKe05fBSAyBA7ceFBpzm7bo7wU1JeRUVVtcfqJiIi4g6FHzklx2DnlnFhWCwWt8pwTHUHdX2JiIjvKfzIKTV0sDOAzWohKsQOqOtLRER8T+FHTinrYMMGOztooUMREfEXCj9ySo6ZXg1p+QENehYREf+h8COntLtmwLPCj4iInCkUfuSkDMM4bnXnsAaVpbV+RETEXyj8yEnlH6mguKwSgJZu7uvloJYfERHxFwo/clKO8T6JUSGEBtkaVFZMuMKPiIj4B4UfOSlPDXYGtfyIiIj/UPiRk/Jk+NFUdxER8RcKP3JSq3YeAqBrSnSDy1LLj4iI+Au7rysgvnG4pJx7/rueELuVXi1jGdk9mQ6Jkc73yyur+XaHGX7O79iswdc7Fn4qG1yWiIhIQyj8BKgPN+wjY8sBAD7btJ/Xl2ey/L5hhAebfyXWZR3maEUVzSKD6ZwU1eDraaq7iIj4C592e02dOpWzzjqLqKgoEhMTGTt2LFu2bDnlZzIyMrBYLCc8fvrpp0aq9Znhx+wiAAa2SyA5OpRDJeXMX7PH+f7ybXkAnNu+GVarexuaHk/dXiIi4i98Gn6WLl3KbbfdxjfffMPixYuprKxkxIgRlJSUnPazW7ZsITs72/no2LFjI9T4zLE5uxCA35/dmv8b2h6A15dnUl1tAMfCjye6vOBY+Ckuq6SyqtojZYqIiLjDp91en376aa2fZ82aRWJiImvWrGHw4MGn/GxiYiKxsbFerN2Zq6raYEuO2fLTLSWKlJgwnvl8CzsPHuGLn3I5u1083+/OB+C8Dp4JP9Ghx/6qFZZWEh8R7JFyRUREXOVXs70KCgoAiI+PP+256enppKSkMHz4cJYsWXLS88rKyigsLKz1CHS7DpZwtKKKELuVtgkRRITYufrsNgDMyNjGh99nU21Au2YRtIht2LYWDnablcgQMwCp60tERHzJb8KPYRhMnDiR888/nx49epz0vJSUFF599VXmz5/PggUL6Ny5M8OHD2fZsmV1nj916lRiYmKcj1atWnnrFpqMzTXjfTonR2G3mX8Fxp/bBrvVwtqsfB5YuBHwXKuPg8b9iIiIP/Cb2V633347GzZsYPny5ac8r3PnznTu3Nn588CBA9m9ezdPP/10nV1lkydPZuLEic6fCwsLAz4AOcb7dE0+tn5PSkwY067qwytLd7BpXwHVBvy6V4pHrxsdFsTe/KMKPyIi4lN+EX7uuOMO3n//fZYtW0bLli1d/vw555zDm2++Wed7ISEhhISENLSKZxRn+EmpPYX9171S+XWvVApLKygurSTVQ11eDjFh6vYSERHf82n4MQyDO+64g4ULF5KRkUFaWppb5axbt46UFM+2UpzJjoWfuldujg4NIjo0yOPXdXZ7HSn3eNkiIiL15dPwc9ttt/Gf//yH9957j6ioKHJycgCIiYkhLMxsdZg8eTJ79+5lzpw5AEybNo22bdvSvXt3ysvLefPNN5k/fz7z58/32X00JQVHKthXUApAFw9sW+GK2DBzhlf+EbX8iIiI7/g0/MyYMQOAoUOH1jo+a9YsrrvuOgCys7PJyspyvldeXs6kSZPYu3cvYWFhdO/enY8++ojRo0c3VrWbtM05ZqtPi9gwZ0tMY4mNMK93WOFHRER8yOfdXqcze/bsWj/fe++93HvvvV6q0ZnvdF1e3hQf7mj5UbeXiIj4jt9MdZfGsTPPXD27Y1Lkac70vLia8HNY4UdERHxI4SfA5JWYwSMxqvFnwMWGm91eh9TtJSIiPqTwE2DyisoASIhs/PATF6FuLxER8T2FnwBzsKblp1lk4++t5ez2KlH4ERER31H4CTAHi82Wn2a+aPmp6fYqLNXO7iIi4jsKPwGkoqraOc08wQe7qh8/tV6rPIuIiK8o/AQQR3eT1XKsC6ox2W1WokPN1RU040tERHxF4SeA5BWbgSM+IgSr1eKTOsRHOKa7q+VHRER8Q+EngBwscYz3afxWH4dYDXoWEREfU/gJIHk+HOzs4Bj0rP29RETEVxR+AsjBmm6vBB+2/DjGGh3SmB8REfERhZ8A4hjzkxDhu5afWG1xISIiPqbwE0Ac3V6+bPmJr9nZPb9E3V4iIuIbCj8BxLHAYXMfjvlRy4+IiPiawk8AcWxt4Q9jfjTgWUREfEXhJ4D4clNThzjnzu5q+REREd9Q+AkQhmGQ58NNTR20s7uIiPiawk+AKC6rpLzS3EzUl7O9ju/2MgzDZ/UQEZHApfATIBxr/EQE2wgLtvmsHrE13V6V1QZFZZU+q4eIiAQuhZ8A4VzdOcp3rT4AoUE2woLM8KUtLkRExBcUfgLEsQUOfTfex8Ex6Fmbm4qIiC8o/AQIx6amvpzp5RAXobV+RETEdxR+AkRekWOmlx+En3DN+BIREd9R+AkQjpYfX05zd3AMej6sLS5ERMQHFH4CxEG/GvOjbi8REfEdhZ8AcWxTUz/o9tKYHxER8SGFnwBRcNTsYnK0uvhSvGOLC011FxERH1D4CRCOjUQd4218ybHWkGMQtoiISGNS+AkQ+UfNoBET5vvw07ym683RFSciItKYFH4CQGlFFaUV5r5e/tDy07ym5edAkcKPiIg0PoWfAOAY72OzWogMsfu4NsfCT1FZJUfLq3xcGxERCTQKPwHAMd4nJiwIi8Xi49pAZIidELv5V09dXyIi0tgUfgKAo+Un1g/G+wBYLBZn60+uur5ERKSRKfwEAMc2EjF+MN7HQeN+RETEVxR+AkC+n7X8wLEZXwfU7SUiIo1M4ScAFDjX+PH9AocOzZ1r/Sj8iIhI41L4CQD+tMaPg7PbSy0/IiLSyBR+AsDxs738RbNIjfkRERHfUPgJAM4xPxrwLCIiovATCAoVfkRERJx8Gn6mTp3KWWedRVRUFImJiYwdO5YtW7ac9nNLly6lX79+hIaG0q5dO15++eVGqG3T5dzUNMyPBjwfN9vLMAwf10ZERAKJT8PP0qVLue222/jmm29YvHgxlZWVjBgxgpKSkpN+JjMzk9GjRzNo0CDWrVvHAw88wJ133sn8+fMbseZNi3PAsx+2/JRXVlNYWunj2oiISCBxa6OnzMxM0tLSGnzxTz/9tNbPs2bNIjExkTVr1jB48OA6P/Pyyy/TunVrpk2bBkDXrl1ZvXo1Tz/9NJdffnmD63QmOtby4z/hJzTIRlSInaKySvKKy/xqMLaIiJzZ3Gr56dChA8OGDePNN9+ktLTUY5UpKCgAID4+/qTnrFy5khEjRtQ6NnLkSFavXk1FRcUJ55eVlVFYWFjrEUgqq6opqmlZ8beAoXE/IiLiC26Fn++//5709HT+9Kc/kZyczC233MJ3333XoIoYhsHEiRM5//zz6dGjx0nPy8nJISkpqdaxpKQkKisrycvLO+H8qVOnEhMT43y0atWqQfVsao7vUvK38NNM4UdERHzArfDTo0cPnn32Wfbu3cusWbPIycnh/PPPp3v37jz77LMcOHDA5TJvv/12NmzYwNtvv33ac3+5M7ljwGxdO5ZPnjyZgoIC52P37t0u160pc+zrFRVix27zr8l9avkRERFfaNBvQ7vdzm9+8xv++9//8o9//IPt27czadIkWrZsybhx48jOzq5XOXfccQfvv/8+S5YsoWXLlqc8Nzk5mZycnFrHcnNzsdvtJCQknHB+SEgI0dHRtR6BxLHGjz8NdnbQ/l4iIuILDQo/q1ev5tZbbyUlJYVnn32WSZMmsX37dr788kv27t3LmDFjTvl5wzC4/fbbWbBgAV9++WW9BlEPHDiQxYsX1zr2+eef079/f4KC/O8XvK8V+OEaPw5q+REREV9wK/w8++yz9OzZk3PPPZd9+/YxZ84cdu3axd/+9jfS0tI477zzeOWVV1i7du0py7ntttt48803+c9//kNUVBQ5OTnk5ORw9OhR5zmTJ09m3Lhxzp8nTJjArl27mDhxIps3b2bmzJm8/vrrTJo0yZ1bOeMV+OEaPw7NtcWFiIj4gFtT3WfMmMENN9zA9ddfT3Jycp3ntG7dmtdff/205QAMHTq01vFZs2Zx3XXXAZCdnU1WVpbzvbS0ND7++GPuueceXnzxRVJTU5k+fbqmuZ+EY8yPvw12BrX8iIiIb7gVfhYvXkzr1q2xWms3HBmGwe7du2ndujXBwcGMHz/+lOXUZ2Xf2bNnn3BsyJAhp21VEpNfj/mpCT+5RZ5bLkFEROR03Or2at++fZ3Tyg8dOuSRxQ/Fc/xxgUOH1NgwAPKKyymrrPJxbUREJFC4FX5O1mJTXFxMaGhogyoknuXPA57jwoMIsZt/BfcXqOtLREQah0vdXhMnTgTM9XQeeeQRwsPDne9VVVXx7bff0qdPH49WUBrGMebHHwc8WywWUmJC2XnwCNkFR2mdEH76D4mIiDSQS+Fn3bp1gNnys3HjRoKDj/1CDQ4Opnfv3pp15WcK/HjMD0ByTfjJKdS4HxERaRwuhZ8lS5YAcP311/P8888H3IKBTZFzwLMfjvkBSIkxx/3sy1f4ERGRxuHWbK9Zs2Z5uh7iJc51fvy05SclxhwjllNw9DRnioiIeEa9w89ll13G7NmziY6O5rLLLjvluQsWLGhwxaThDMNwtvz445gfOBZ+9hWo5UdERBpHvcNPTEyMc+PQmJgYr1VIPKewtJKqanNmnv+2/JjdXjkKPyIi0kjqHX6O7+pSt1fTcLjEnOkVHmwjNMjm49rULbmm5Sdb4UdERBqJW+v8HD16lCNHjjh/3rVrF9OmTePzzz/3WMWk4Q7XTHOPC/fPLi84fqHDMi10KCIijcKt8DNmzBjmzJkDQH5+PgMGDOCZZ55hzJgxzv26xPcc4Sc+wn/DT1x4EME1Cx3mFmqhQxER8T63ws/atWsZNGgQAO+++y7Jycns2rWLOXPmMH36dI9WUNx3qMS/Z3rBsYUOAfbla8aXiIh4n1vh58iRI0RFRQHw+eefc9lll2G1WjnnnHPYtWuXRyso7stvAi0/cNx0dy10KCIijcCt8NOhQwcWLVrE7t27+eyzzxgxYgQAubm5WvjQjxwq8f8xP6CFDkVEpHG5FX4eeeQRJk2aRNu2bTn77LMZOHAgYLYCpaene7SC4r7DNQsc+n/40UKHIiLSeNwKP1dccQVZWVmsXr2aTz/91Hl8+PDhPPfccx6rnDSMY6p7fEQjjPn59lWY3hf2rXP5oyma7i4iIo3Ire0tAJKTk0lOTq51bMCAAQ2ukHjOIceO7t5u+dkwDz75s/n6i7/Cta6t8J1c0+2l8CMiIo3BrfBTUlLCE088wRdffEFubi7V1dW13t+xY4dHKicN0ygDnjOXwaL/O/bz9i8g5wdI7lHvItTyIyIijcmt8HPTTTexdOlSrr32WlJSUpzbXoh/cUx199qYH8OAhf8H1RXQbSxgwI/vwdf/hMteqXcxjvDjWOgwxO6fq1GLiMiZwa3w88knn/DRRx9x3nnnebo+4iGGYThbfuK8NebnwE9QuAfsoTB2hvnzj+/BD+/C8IchpmW9iomPCCY0yEppRTU5BaW0SYjwTn1FRERwc8BzXFwc8fHxnq6LeFBRWSWVNZuaeq3lZ8dS87n1ORAcDi36QttBUF0J39a/5cdisTi3udh7WDO+RETEu9wKP3/961955JFHau3vJf7FMdMrLMiLm5pm1oSftCHHjvW/ofZ79dSiJvzsUfgREREvc6vb65lnnmH79u0kJSXRtm1bgoJqd6usXbvWI5UT9znW+PHaYOeqSti53Hzd7rjw06Kv+Zy7GaoqwFa/LreWcTXhR1tciIiIl7kVfsaOHevhaoinOVp+vDbeJ/t7KCuEkBhI6XPseGwbCIk238v7GZK616u4lnHhgLq9RETE+9wKP48++qin6yEe5tjR3WvjfTIzzOe254P1uG41iwWSe8KuFZCzsd7hx9HttTdfXakiIuJdbo35AcjPz+e1115j8uTJHDp0CDC7u/bu3euxyon7vL6vV+Yy8/n4Li+H5J7mc87GehfXIs4RftTyIyIi3uVWy8+GDRu44IILiImJYefOndx8883Ex8ezcOFCdu3axZw5czxdT3HRsZYfL3R7VZRC1jfm67RThJ/s7+tdpGPMT3Z+KVXVBjar1o4SERHvcKvlZ+LEiVx33XVs3bqV0NBQ5/FRo0axbNkyj1VO3Ofc1NQbA56zv4fKUohoDs07n/j+8S0/hlGvIhOjQrFbLVRWG+wv1ErPIiLiPW6Fn1WrVnHLLbeccLxFixbk5OQ0uFLScMc2NfVC+MnZYD6npptjfH6peRew2qE0Hwr21KtIm9VCSqwZpNX1JSIi3uRW+AkNDaWwsPCE41u2bKF58+YNrpQ03GFvbmrqCD+OFp5fsoeYAQhcG/ejhQ5FRKQRuBV+xowZw1/+8hcqKsyuFYvFQlZWFvfffz+XX365Ryso7jlcs69XvDfCT7Yj/PQ6+TluDHp2THffc1gzvkRExHvcCj9PP/00Bw4cIDExkaNHjzJkyBA6dOhAVFQUf//73z1dR3HDIWfLj4cHPFdVmAsYwslbfo5/z9FKVA/Hprur5UdERLzHrdle0dHRLF++nCVLlrBmzRqqq6vp27cvF1xwgafrJ244flNTj4/5yfsZqsogOAri0k5+njvhJ05bXIiIiPe5HH6qq6uZPXs2CxYsYOfOnVgsFtLS0khOTsYwDCx1DYCVRlVcVklFlZc2NXV0YyX3AOspGg4TaxY3zM8yp8YHhZ783Bot1fIjIiKNwKVuL8MwuPTSS7npppvYu3cvPXv2pHv37uzatYvrrruO3/zmN96qp7ggv2aae2iQlbBgD29qWp/xPgDh8WbrEJgBqB6O3+LCqOcUeREREVe51PIze/Zsli1bxhdffMGwYcNqvffll18yduxY5syZw7hx4zxaSXFNbpG5Tk5CRIjnC3d0Y6WcJvxYLBDXFvZvhMM7oXmn0xadHBOKxQJlldXkFZfTPMoL9RcRkYDnUsvP22+/zQMPPHBC8AH41a9+xf33389bb73lscqJe7ILzPCTGnv6riaXGMbpp7kfL66N+Xx4Z72KD7ZbSYrSWj8iIuJdLoWfDRs2cNFFF530/VGjRvH99/Xf0kC8I6cm/CTHhHm24ILdUFoA1iBo3vX058e1NZ/rGX4AWsWbdc46pOnuIiLiHS6Fn0OHDpGUlHTS95OSkjh8+HCDKyUNsy+/puUnxsMtP47xPs27gL0eA6ndCD+t4yMAyDpY4lrdRERE6sml8FNVVYXdfvJhQjabjcrKygZXShomp9DsMkr2dPhxzPQ63XgfB8dUeBfCT5sEc9DzroNq+REREe9wacCzYRhcd911hITUPRC1rKzMpYsvW7aMp556ijVr1pCdnc3ChQsZO3bsSc/PyMioc7zR5s2b6dKli0vXPpM5xvykeDz8uDDeB2q3/BhG3fuA/YIz/KjbS0REvMSl8DN+/PjTnuPKTK+SkhJ69+7N9ddf79K2GFu2bCE6Otr5s/YTqy3HGX48PObHucZPPVt+YlsBFqgogZI8iDz9n1PreDP8ZKnlR0REvMSl8DNr1iyPXnzUqFGMGjXK5c8lJiYSGxvr0bqcKSqrqtlf6IWWnyOHzAHPYC5wWB/2EIhuAYV7zNafeoSfNgnmmJ+cwlJKK6oIDfLwOkUiIhLw3Nrby9fS09NJSUlh+PDhLFmyxNfV8SsHisuoNsButZAQ6cF1chytPnFtITSm/p9zcdBzXHgQUSFmJt+tri8REfGCJhV+UlJSePXVV5k/fz4LFiygc+fODB8+nGXLlp30M2VlZRQWFtZ6nMkc432SokOxWT241Yir430cXAw/FouF1hr0LCIiXuTWxqa+0rlzZzp37uz8eeDAgezevZunn36awYMH1/mZqVOnMmXKlMaqos9l53trsLNjvE9v1z7nxnT3NgnhbNpXqEHPIiLiFU2q5acu55xzDlu3bj3p+5MnT6agoMD52L17dyPWrvFlF3hpmnt247T8gNb6ERER72pSLT91WbduHSkpKSd9PyQk5KRT889EOc6tLTw406viKOT9bL6u7xo/Dm62/ADsVLeXiIh4gU/DT3FxMdu2bXP+nJmZyfr164mPj6d169ZMnjyZvXv3MmfOHACmTZtG27Zt6d69O+Xl5bz55pvMnz+f+fPn++oW/I5jzE9ytAdbfnJ/BKMKwhMg6uRBs06O8FO4FyrLzBlgp9HGMd1d3V4iIuIFPg0/q1evrrVo4cSJEwFzPaHZs2eTnZ1NVlaW8/3y8nImTZrE3r17CQsLo3v37nz00UeMHj260evurxzdXh4d83P8+j71WKiwlohmEBRhrvWTvxuadTjtRxwDnvccPkJVteHZgdsiIhLwfBp+hg4dimEYJ31/9uzZtX6+9957uffee71cq6bNucChJ7u9HON9XO3yAjMsxbUxW4/yd9Yr/KTEhBFks1BRZbAv/yitalqCREREPKHJD3gOBDvzSvhwwz5e+HIra7NOvnFsVbXB/iJzixGPtvzsXW0+13dl51+KaWk+F+yp1+k2q4VWcer6EhER72jyA57PdEt/PsD4md85f2729S6+fWB4nV1BB4rKqKo2sFstNPPUAoelBce6vdqc514ZMa3M5/z6z7RrnRDOjrwSdh08wnmnbywSERGpN7X8+LnvMg8C0CI2jIhgG3nFZazeeajOcx3jfTy6wGHWN2BUQ3x7iHZxsLNDbE34qWfLD0Dbmm0uth8odu+aIiIiJ6Hw4+cc072vP68to3qa4ePTTTl1nuuc6eXJLq+dX5nPbd1s9YFjLT8F9W/56ZwcBcDP+4vcv66IiEgdFH783K6ahf7aJERwUfdkAD77IafOgeKbs82tOxytJh6xc4X53OZ898two9urU5LCj4iIeIfCjx8zDIOdeWbLT9uEcM7v2IzwYBv7CkrZuLfghPNX7zQHQ/dvG+eZCpQWQvb35uuGtPw4ur0K90J1Vb0+0ikpEoD9hWXkHyl3/9oiIiK/oPDjxw6WlFNcVonFAq3iwwkNsjGsSyIAn/5Qu+uroqqa9bvzAejXxkPhZ/e35uKGcW2PzdhyR2QSWO1mWUXZ9fpIVGgQLWqm6/+8X+N+RETEcxR+/Jijyys1JozQIBuAs+vr0190fW3OLuRoRRXRoXY6NI/0TAV2LjefG9LlBWC1QXQL87VLXV/mfWxR15eIiHiQwo8fc3R5Ofa6AhjWJZFgu5UdeSVs2lfoPL5ml9nl1a9NHFZPzfTaVTPep20Dww9AbGvz2YVBz50cg55zFH5ERMRzFH782PGDnR0iQ+yM6JYEwLzVx4LE6uPCj0fk74a9a8zXDRnv4+Bc6NCFGV81g57V8iMiIp6k8OPHMg8eG+x8vN/1NwcQL1q/j9KKKgzDYM1OR/iJ98zFv3vVXN8nbcixVpuGaMCMr637i065DYqIiIgrFH78WF0tPwDndWhGakwoBUcrWPzjfvYVlJJTWIrNaqF3q5iGX7isGNa8Yb4eeFvDy4PjFjqsf/jpkBiJ1QKHj1RwoLjMM/UQEZGAp/DjpwzDIDPPDD9pzWqHH5vVwuX9zG6k/67ezReb9wPQPTWa8GAP7Fjy/dtQVmCu6tzhwoaXBy7v7wUQGmRzrln0c45mfImIiGco/Pip/CMVFJVWAtC6jl3Nr6gJP19tzeOR9zYBHhrvU10N38wwX5/zf2D10F+RmJqus/zd4EIXVieN+xEREQ9T+PFTO2u6vJKjQwkLtp3wfpuECIbXrPkTEWxjaOfmXHdu24ZdtCQP3roCDm2HkBjo/fuGlXe8mJqp7hUlcPTkO9P/kmPG15acwtOcKSIiUj/a1d1P7XSO9zmx1cfhxWv6sufwUdomhGO3uZljS/Lgx/cgdzNs/gCKc8AeBpc+DyEeWi8IICgMIppDyQFz3E94/QZm90iNBmBdVr7n6iIiIgFN4cdPOdb4+eV4n+OFBtnokNiAgHJwO7xxibnthEOzzvDb2ZDUzf1yTyamlRl+8ndDSu96feSstmZI2ppbzMHiMhIiQzxfLxERCSjq9vJTew4fBcxtLbwibyvMGm0Gn7g0OO8uuOxf8McM7wQfcGvGV1xEsHO9n1U7D3mjViIiEmDU8uOnHJt5JkQEe77wyjKYM9bs4krsBuPeh8jmnr/OLznW+nFhxhfA2e3i2bK/iG92HOKiHileqJiIiAQStfz4qcM14Sc2PMjzhW//Egr3QEQijP+gcYIPHLfQYZZLHxuQZnZ9fZeplh8REWk4hR8/lX+0AoDYcC+0/PywwHzucTlENPN8+SfjRrcXHAs/m3MKKThS4elaiYhIgFH48VOOX/Ieb/mpOApbPjZf97jcs2WfjpvdXolRobRrFoFhwOpdav0REZGGUfjxQ4ZhHGv5CfNwy8/Wz6G82Fx0sGV/z5Z9Oo5VnksOmCHMBer6EhERT1H48UPFZZVUVZurIHu85cfR5dV9LFgsni37dMLiILhmar6LrT+O8PPNjoOerpWIiAQYhR8/lF/T5RVitxIadOLqzm4rK4afPzNf97jMc+XWl8VyXNeXa+N+zm1vjk3asLeA/YWlnq6ZiIgEEIUfP1Rw1EvjfXZkQOVRc12flD6eLbu+HF1f+a6Fn+SYUPq2jsUw4NMfcrxQMRERCRQKP37IMc09ztMzvfatM5/bnt/4XV4Obs74Ahjd01zj56ON2Z6skYiIBBiFHz/k6PaKCfNwy0/29+ZzPbeW8ArnWj+uh59RNeFn1c5D5KrrS0RE3KTw44fyvdHtZRiQvd58nZruuXJd5eZ0d4AWsWH0aVXT9bVJXV8iIuIehR8/VOBY3dmT09yLss0p5hYbJHX3XLmucnZ7ubbKs8PFjq6vDer6EhER9yj8+KF8byxwuG+9+dy8CwSFea5cVzlafgr3QXWVyx8f1TMZgO/U9SUiIm5S+PFDjm6vGE+GH38Y7wMQlQxWO1RXQpHrXVct48Kds74+UOuPiIi4QeHHD+V7Y7aXv4Qfqw2iU83Xbsz4AhjTpwUA76/f66laiYhIAFH48UPObi9PzvZyDnbu47ky3RXT2nx2Y8YXmFPebVYL3+8pIDOvxIMVExGRQKDw44c83u1VtN8c8IwFknp4psyGcCx06GbLT/OoEM7rYK74/J5af0RExEUKP37oWMuPh7q9HF1ezTpBSKRnymyIBix06DC2j9l19v76fRiG4YlaiYhIgFD48TOGYVBwtGaqu6dafvxlvI9DAxY6dBjRPZkQu5UdeSX8sLfQQxUTEZFAoPDjZ46UV1FR5eEd3XM3mc/JPT1TXkPFtTGfD+90u4jIEDsXdEsCYJG6vkRExAUKP37GMd4n2G4lzFM7uh/42Xxu3tkz5TVUfDvz+fBOt9b6cRhbM+vrg+/3UVWtri8REakfhR8/c7jEsbpzEBZPbD5aXQUHt5mvm3VqeHmeEN0CbMFQXeHWNhcOQzo1JyYsiNyiMr7dcdCDFRQRkTOZwo+fKfD0vl75u6CqDOyhENvaM2U2lNUGcWnm60Pb3S4m2G5ldM2Kz+r6EhGR+vJp+Fm2bBmXXHIJqampWCwWFi1adNrPLF26lH79+hEaGkq7du14+eWXvV/RRuTxmV6OLq+Ejmbo8BeOrq9DOxpUjGPBw09+yKG0wv0uNBERCRw+DT8lJSX07t2bF154oV7nZ2ZmMnr0aAYNGsS6det44IEHuPPOO5k/f76Xa9p48mtmenlsjZ+8LeZzs46eKc9TnOEns0HFDGgbT3J0KEWllWRsOeCBiomIyJnO7suLjxo1ilGjRtX7/JdffpnWrVszbdo0ALp27crq1at5+umnufzyy71Uy8bl8dWd/W2ws0NCTfg56H63F4DVauHSPqm8umwH763fy0U9kj1QOREROZM1qTE/K1euZMSIEbWOjRw5ktWrV1NRUVHnZ8rKyigsLKz18GeOMT9xER7q9nK2/PjJYGcHD3V7AVza21zw8IufciksrfvvgYiIiEOTCj85OTkkJSXVOpaUlERlZSV5eXl1fmbq1KnExMQ4H61atWqMqrrNsalpjCdafgzDf1t+nNPdMxs03R2ge2o0HRIjKa+s5rMfXN8pXkREAkuTCj/ACdO/HVsbnGxa+OTJkykoKHA+du92f1XhxnD4iAdnexXnQlkBWKyQ0KHh5XlSTCuwBkFVORTua1BRFouFMTWtP++tb1hZIiJy5mtS4Sc5OZmcnNr/ss/NzcVut5OQkFDnZ0JCQoiOjq718GcFnpzt5ejyimsL9pCGl+dJVptZL2jQdHeHS2v2+vp6ex65haUNLk9ERM5cTSr8DBw4kMWLF9c69vnnn9O/f3+Cgjw0QNjHnLO9PNHtdcBPx/s4eHDcT5uECNJbx1JtwIcbshtcnoiInLl8Gn6Ki4tZv34969evB8yp7OvXrycrKwswu6zGjRvnPH/ChAns2rWLiRMnsnnzZmbOnMnrr7/OpEmTfFF9ryg8Wgl4KPzk1Yz38dfwk9DefPZA+AGcXV9vf5dFtba7EBGRk/Bp+Fm9ejXp6emkp6cDMHHiRNLT03nkkUcAyM7OdgYhgLS0ND7++GMyMjLo06cPf/3rX5k+ffoZM80doKhmtlJUqAdWIXC0/PjbYGcHR8vPQc+En8v6tSQqxM7W3GL+t3m/R8oUEZEzj0/X+Rk6dKhzwHJdZs+efcKxIUOGsHbtWi/Wyneqqg1Kys2ZTx4JP86WH38NP44tLjwTfqJDg7h2YBteytjOixnbubBbkmf2RxMRkTNKkxrzc6YrLq10vo4KbWC319HDUFQz9sVvW35qur0OZ0J1tUeKvOH8NELsVr7fnc/K7drsVERETqTw40ccC/SFBlkJtjfwjyb3J/M5phWE+ukMt5hW5oarlaVmAPKAZpEhXHWWuZbT9C+3nrJlUUREApPCjx8pdI738cRMr83mc/MuDS/LW2z2Y/Xb/4PHir15cDuC7Va+2XGId9fs8Vi5IiJyZlD48SNFNd1eHhnvk1sTfhL9OPwAJPcwn3M8F35axoUz8UJzhttfPviRfflHPVa2iIg0fQo/fsQRfqI90fLjDD/dGl6WNyX1NJ892PIDcPOgdqS3jqWorJL75m/Q1HcREXFS+PEjhUc9Oc29ZsyPP3d7gVdafgBsVgtP/7Y3IXYrX23N48nPtni0fBERaboUfvyIY42fBrf8lORByQHztb/O9HJI6m4+F2TB0XyPFt2+eSRTLzNbll5eup23v8s6zSdERCQQKPz4EY+N+XF0ecW2geCIBtbKy8LiILql+Xr/Jo8Xf1nfltw1vCMADy36gaU/H/D4NUREpGlR+PEjjtle0Q3d2sLR5eXv430cHF1fXgg/AHdf0JHL0ltQVW1w21tr2Zxd6JXriIhI06Dw40ecLT8hDW35+dF89veZXg5JjvCz0SvFWywWnri8F+e0i6e4rJIbZq9iv3Z+FxEJWAo/fsRz3V6Owc5dG1ijRuKlQc/HC7ZbeeUP/WnfPILsglIeWOCdoCUiIv5P4cePeKTbyzCOLXCY2ETCj2O6e+5mqK7y2mViwoN45dp+2K0Wvvgply9/0uanIiKBSOHHjxQ6W34aEH6Kss19vSxWaNbJQzXzsvg0sIdB5VE4uN2rl+qQGMWN55sbqk754EdKK7wXtkRExD8p/PiRolIPrPOz+1vzOak7BIV6oFaNwGo71vW1d43XL3fH8I4kRoWw6+ARXl/umT3FRESk6VD48SMeGfOT9Y353HqgB2rUiNqcZz7v/Mrrl4oMsXP/KHMw+KwVmZRXemZHeRERaRoUfvyIRxY5dIafczxQo0aUNsh8zlxmjlvyskt6p9I8KoS84nKN/RERCTAKP36ivLKa0gqzBcLt8FNWBDkbzNetmlj4aT0QrHYo2A2Hd3r9ckE2K1f0MxdXnLtqt9evJyIi/kPhx084Wn0AIt3t9tqzGoxqiGkNMS08VLNGEhwBLc8yX2cua5RL/q5/KwCW/nxAO7+LiAQQhR8/4RjvExFsw2a1uFdIU+3ycmhb0/XVCON+ANKaRXB2WjyGAe+u2dMo1xQREd9T+PETHlnjJ2ul+dxUw0/aYPO5kcb9AFw1wGz9+e/q3RiNdE0REfEthR8/0eCZXlWVZrcXNL2ZXg4tzwJ7KBTvh7ytjXLJi7qnEBZkY8/ho2zapz2/REQCgcKPnzi2xo+bLT/7N0JFCYTGQPMmsqfXLwWFQqsB5uvMpY1yybBgG+d3bAbAF5tzG+WaIiLiWwo/fqKwoS0/G+aZz63PBWsT/mNtN8x83vxBo13ygq6JAPxvs6a8i4gEgib8W/LMUni0AWv8lByENbPM1wNu8mCtfKDHZeZz5jIo2Nsol/xVlyQsFti4t0C7vYuIBACFHz/RoDE/374MFUcgpTe0H+7hmjWyuLY1Y5YM+OHdRrlk86gQereMBdT1JSISCBR+/ETRqTY1LdgDc6+BV4fC9HSYfzMUZpvvlRbCd6+Yrwf9CSxuTpP3J72uNJ+/f6fRLnlhtyRAXV8iIoFA4cdPOLe2CKuj5WfJVPjpQ9i3Dg7tgI3/hRcHwAd3wezRUFpg7uDe5ZJGrrWXdB8LtmDI3QQ5GxvlksNrxv2s2JbH0XLt9C4iciZT+PEThSeb7VWca4YdgF8/B9e8Cy36QVkhrJlthgOLDYY/0rQHOh8vLA46jTRffz+3US7ZOSmKlnFhlFVWs3xbXqNcU0REfOMM+W3Z9Dm6vaJ/OeZn1etQVQ4t+kP/G6DjhXDjYrj0n3D2/8HYGXDHGuh6hrT6OPS6ynz+/m0oP+L1y1ksFi7oWtP19aO6vkREzmRuzqsWT6tzwHNFKax6zXw98NZjx6026DuuEWvnA50uMvcoK8iC7/8DZ3l/FtsFXZOY/fVOvvgpl+pqA6u724yIiIhfU8uPn3CO+Tm+22vjPDiSB9EtoesYH9XMR2x2OPd28/XXL0C198fhDEiLJyrETl5xGd/vyff69URExDcUfvxEYV2zvRxTvQfcZIaBQJP+B3P8z+HMRln0MNhuZXDn5oCmvIuInMkUfvyAYRjHbW9hdxw0Z3cBtP+Vj2rmY8ERcNbN5usVzzfKZqda7VlE5Myn8OMHyiqrqagyf7E7w8/hTHMKuy0Ymnf1Ye18bMAfzc1O962F7V96/XLDOidis1r4KaeIPYe9P9BaREQan8KPH8g/Yrb62K0WIkNqws++9eZzUg+wB/umYv4gsrk5yw1gyeNeb/2JDQ+mX5s4AD79Icer1xIREd9Q+PEDh4+UAxAbHoTFsUJz9nrzObWPT+rkV86/B+xhsHc1bF3s9ctd0isFgPfW7/P6tUREpPEp/PgBR8tPTNhxg50d431S+jR+hfxNZCIMqBn7s+TvXm/9ubhXKnarhY17C9iWW+zVa4mISONT+PED+TUtP3HhNd1bhgH7vjdfq+XHdN5dEBRhtoht+dirl4qPCGZIJ3PW13vrG2dneRERaTwKP34g/6jZ8hMbXtPyc2gHlBWALSSwBzsfL6IZnDPBfL1kKlRXe/VyY9JbALBo/V6MRphlJiIijUfhxw84ur1iHS0/jvE+Sd0De7DzLw28HYKjYP9G+Mm76/5c2DWJiGAbuw8dZW3WYa9eS0REGpfPw89LL71EWloaoaGh9OvXj6+++uqk52ZkZGCxWE54/PTTT41YY89zdHvFOsb8OGZ6qcurtvD4Y9t8LJnq1VWfw4JtjOyRDMB/V+3x2nVERKTx+TT8vPPOO9x99908+OCDrFu3jkGDBjFq1CiysrJO+bktW7aQnZ3tfHTs2LGRauwdx1p+HOGnZrBzarqPauTHzrkVQmPgwGbYtNCrl/r9gNYALFy/lwNFZV69loiINB6fhp9nn32WG2+8kZtuuomuXbsybdo0WrVqxYwZM075ucTERJKTk50Pm83WSDX2jmNT3YPNwc7ZG8w3NNPrRGGxMPAO8/WXf4PKcq9dqn+bOHq3iqW8spp/f7PLa9cREZHG5bPwU15ezpo1axgxYkSt4yNGjODrr78+5WfT09NJSUlh+PDhLFmy5JTnlpWVUVhYWOvhb2oNeC7ONQc7Y4HmnX1bMX91zv9BZJK5CvbqmV67jMVi4Y+D2gHw5je7KK3w/uaqIiLifT4LP3l5eVRVVZGUlFTreFJSEjk5da+sm5KSwquvvsr8+fNZsGABnTt3Zvjw4Sxbtuyk15k6dSoxMTHOR6tWrTx6H55Qa6r7wW3mwdjWYA/xYa38WEgkDJ1svl76Dzia77VLjeyeRMu4MA6VlDN/rcb+iIicCXw+4Nm5onENwzBOOObQuXNnbr75Zvr27cvAgQN56aWXuPjii3n66adPWv7kyZMpKChwPnbv3u3R+ntCrUUOD241DzZr2uOYvC79WmjWGY4eguXPee0ydpuVG85LA+CVpTuoqPLuFHsREfE+n4WfZs2aYbPZTmjlyc3NPaE16FTOOecctm7detL3Q0JCiI6OrvXwJ4Zh1O72crT8JHTwYa2aAJsdLpxivv7mJTi43WuXumpAK5pFhpB16AjvrPK/8CwiIq7xWfgJDg6mX79+LF5ce6+mxYsXc+6559a7nHXr1pGSkuLp6jWaoxVVlFearQlmt1fNL3GFn9PrdBG0/xVUlcMn93lt24vwYDu3D2sPwPQvtmrsj4hIE+fTbq+JEyfy2muvMXPmTDZv3sw999xDVlYWEyaYK/lOnjyZcePGOc+fNm0aixYtYuvWrWzatInJkyczf/58br/9dl/dQoM5uryCbBbCg23Htfy092GtmgiLBUY/DbZg2LYYfvrQa5f6/dmtaREbRm5RGW98vdNr1xEREe/zafi58sormTZtGn/5y1/o06cPy5Yt4+OPP6ZNmzYAZGdn11rzp7y8nEmTJtGrVy8GDRrE8uXL+eijj7jssst8dQsNdvw0d0t1FRzKNN9Qy0/9JLSHc+80X386Gcq8sxFpiN3G3ReY47BeytjuHKQuIiJNj8UIsI2LCgsLiYmJoaCgwC/G/3y9LY+rX/uWjomRLB7fEv7ZF+yh8EA2WH0+Hr1pKD8CL50N+VnQ/0b49bNeuUxlVTUXT1/Olv1FjB/YhiljenjlOiIiciJP/v7Wb1cfqz3YuWa8T3x7BR9XBIfDpS+Yr1e/DttPvfaTu+w2K49e0g2Af3+zi59y/G/NKBEROT39hvWxWqs7a7yP+9oNgbNuNl+/dzuUFnjlMud2aMZF3ZOpNmDK+z9qx3cRkSZI4cfHnPt6hWmae4Nd8BjEtYXCPfDebV6b/fXgxV0JtltZueMgC9bu9co1RETEexR+fMy5unNEsMJPQ4VEwuWvgzUINn8Ay70z9qdVfDh3DTcHP0/5YBP7C0u9ch0REfEOhR8fq726c0340erO7mvZHy6uWfH7i7/Cz5955TK3DG5Hr5YxFJZWMnnBRnV/iYg0IQo/Pna4JvzEhRhQWNOFopafhul3nfnAgHf+AJsWefwSdpuVp3/bm2CblS9/ytXKzyIiTYjCj48VHK0Z8Fx1yDwQFgfh8T6s0Rli1FPQbay5+vO862Dli1BV6dFLdEqKYuKITgA89sEmtuUWebR8ERHxDoUfH3MOeC7LNg+o1ccz7MFwxUzodz1gwGcPwEvnwIZ5UOa5kPLHQe04v0MzSiuquf0/67T1hYhIE6Dw42OObq/Y0pqVrBV+PMdqg18/Z7YChSfAwa2w4Cb4Rxq8cQms/XeDV4S2Wi08e2VvmkUG81NOEU988pOHKi8iIt6i8ONDhmEc6/Yq0oamXmGxwNl/hDvXw9DJEJcG1RWQuQzevx2e7gQZ/4Bq91tsEqNCefq3vQGY/fVOvt6e56HKi4iINyj8+FBJeRUVVeYsobjCmhYDhR/vCI2GoffDXevhjrUw/BFzJe2KEsh4HN66AkoOul380M6JXH12awD+PG8DRaUVHqq4iIh4msKPDznW+Am2Wwk9tNk8qPDjfQntYdCf4I41MPZlsIfB9i/htV9BifutNg+M7kqr+DD25h/l8Y/V/SUi4q8UfnzIOdg51IalrGY7hvh2PqxRgLFYoM/v4eYvILY1HN5pTo2vLHOruMgQO09dYXZ/vf1dFut353uuriIi4jEKPz50sMRs+YkPrjYPRLc0N+mUxpXUHa55F0KiIWslfDjR7a0xzmmXwGV9WwDw2PubqK7W4ociIv5G4ceH9uUfBSA1xHymmbq8fKZ5Z/jtLLBYYf2bsHaO20Xdf1EXIoJtrN+dz4J12vtLRMTfKPz4kDP82PLNAxrv41sdLoDhj5qvP50Mh3a4VUxidCh31uz99cQnP2nws4iIn1H48aG9jvBTtc88oPDje+feAW3ON2eBLbjF7VWhrz8vjXbNIsgrLuOfX27zcCVFRKQhFH58yNHy06I80zyg8ON7Vhv8ZoY5/mfPd7DiObeKCbZbefiSbgDMXJ7JttyGLaYoIiKeo/DjQ46WnxYlP5oHEtr7sDbiFNsaRj9lvs54Avatc6uYYZ0TGd4lkcpqg798+KN2fhcR8RMKPz5SVW2QU1AKQKqRDdYgiG3j41qJU68rodsYqK6EBX+E8iNuFfPwr7sRbLOy7OcDfPJDjocrKSIi7lD48ZG84jIqqgxsFkgk31zfx2rzdbXEwWKBX0+DyGTI+xkWP+xWMW2bRXDLEHPtpkfe+4HDNcsbiIiI7yj8+Iijyys5tBK7pVrjffxReDyMfdF8veo1+H6uW8Xc/qsOdEyMJK+4nL98+KMHKygiIu5Q+PER5zR3e5F5oHknH9ZGTqrDBTD4XvP1B3fBvvUuFxFit/HkFb2wWmDhur18sjHbs3UUERGXKPz4iDP8VNdMc0/p47vKyKkNnQwdR0Blqbn9RcEel4tIbx3HzYPM7q+J//2eH/YWeLqWIiJSTwo/PrIv3xzs3KKsZiG91D6+q4ycmtUKl/3L7Jos2A1vXAJFrg9enjSyM4M6NuNoRRU3vbGa/YWlXqisiIicjsKPjzgXOCQXQmM108vfhcXCuPfMafCHdpgBqHCfS0UE2ay8cHVf2jePIKewlKte/Yasg+7NIhMREfcp/PjI3sM1a/xYDpqtPhaLbyskpxfTEsZ/ANEtzBlg//qVy2OAYsKCmHXdAFrEhpGZV8JlM1awYU++V6orIiJ1U/jxkX0FNS0/ljxITfdxbaTe4trC9R9Ds85QlA2zRsHmD1wqonVCOAtuPZeuKdHkFZdzxYyVvLJ0O1XaAV5EpFEo/PhASVkl+UfMzS5TLQc12LmpiWsLNy2G9r+CiiPmIOjlz4ELKzgnRYfy31vO4cJuSZRXVTP1k5+4+l/fsOewusFERLxN4ccHsmtafaIoIcpyVIOdm6LQGLh6Hgz4o/nz/x6DRf8HFfUfxBwVGsSr1/bjict6Eh5s49vMQ4ya9hXz1+zRVhgiIl6k8OMDex0zvSwHNdi5KbPZzT3ARj8NFht8/zbMusilqfAWi4WrBrTmk7sG0bd1LEVllfxp3veMn7WKXQdLvFh5EZHApfDjA8cGO+dpsPOZYMDNcO1CCIs3N0F9ZQhkfuVSEW0SIvjvLQP588jOBNvNvcBGPLeMF77cSnlltZcqLiISmBR+fGBjzQJ37Sz7NNj5TNFuCPwxA5J7wpE8mDMGVr7k0jggu83KbcM68NndgzmvQwJlldU8/fnPjJ7+FRlbctUVJiLiIQo/PrByex4A51g3K/ycSeLawA2fQ8/fgVEFn02Gt66A/N0uFZPWLII3bzybaVf2ISEimG25xVw3axVjX1zBpz/kUFmlliARkYZQ+Glk+/KPsvPgEWxUMSA405wxJGeO4HC47FW46AmwhcC2/8FL58DyaVBe/5lcFouFsekt+OJPQ7jx/DRCg6x8v6eACW+uYfCTS3hxyTbyisu8dx8iImcwixFgbemFhYXExMRQUFBAdHR0o19//po9/Gne9/S2bOO9PqvgyjcbvQ7SSA78DO/fDru/NX+OTIbz74H0P0BIpGtFFZUxc0Umc7/L4nDNMgnBNiujeyZz7cC29G0di0Vjx0TkDObJ398KP43sT/9dz/y1e/k/23vcd/Uo6P6bRq+DNKLqatgwFzKmQn6WeSw0BvpdZ06Tj2npUnGlFVV8tCGbOd/s4vvd+c7j3VOjue7ctlzaJ5UQu81z9RcR8RMKPw3gy/BjGAbnP/4pe4uqmRP2HIMnv292k8iZr7Ic1v0bVr4Ih7abxyw26D4WzroJWg90edbfhj35zFm5iw++30dZzYywZpEh/CY9lZHdk0lvHYfNqtYgETkzKPw0gC/Dz66DJQx5KoMgKvk+/UPCr/xXo15f/EB1NWz9HFa+ADuPmw7frDP0vsoMQ/HtXCrycEk5c1ft5o2vd5Jz3E7xoUFW0ppF0iY+nGZRwTSPDK15DqF9YiRtEyIUjkSkyVD4aQBfhp+3V25j8ntbGGDZzH/HdYGuv27U64ufyd4A370KPyyAiuMWNGzexWwJankWJHSA+DQIbwbWU89PqKiq5ovN+/n0hxy++CmXotLKU54fYrfSMSmSzknRdEmOonNyFF2So2geFaLxQyLid86o8PPSSy/x1FNPkZ2dTffu3Zk2bRqDBg066flLly5l4sSJbNq0idTUVO69914mTJhQ7+v5KvxUVlXzuyfeZm1RLHeGfcrEB56CoNBGu774sdJC2LQANi00F0c0qk48x2I1A1CE49HcfEQmmnuNxaWZLUZhsYD5923P4aNsyy1mb/5R8orLyCsu40BROTmF5vHSirqnzMeFB9ExKYrUmFCSYkJJjjYfjteJUSHYbZooKiKNy5O/v+0eqpNb3nnnHe6++25eeuklzjvvPF555RVGjRrFjz/+SOvWrU84PzMzk9GjR3PzzTfz5ptvsmLFCm699VaaN2/O5Zdf7oM7qL/p73zE2qJYIjnCby+9VMFHjgmNNgdA97sOjhyCXV9D1krI2QCHMs3tMoxqKMk1H6cSFgfx7bDHpdE2piVtw+LMQBQbZ26lEhYHYYlUhcSSVWxly/5ituQUsWV/IT/lFLEzr4TDRyr4LvPQSS8RYrfSJTmKbqkxdEuNpltKNG0TwomPCFaLkYg0CT5t+Tn77LPp27cvM2bMcB7r2rUrY8eOZerUqSecf9999/H++++zefNm57EJEybw/fffs3Llynpds9FbfqoqWfb5fMYvDcfAyvPdtzHm2ru8f105c1RVwJGDUHKg5pF37HVhNhzONEPS6YLRL1nt5syzsGPBqDQknm3lzdheFkNOZQQ5FaHsLw8lpyyE/WVB7C+1U2nUHXAigq3EhNqJCLFhq+miMwwwgOqaZ8fXjWFAWLCdqFA7UaFBRIXaCQ2yYbOCzWLBarVgs1iw2WqerRasFgthwbZan4k+/vN2GyFBVkLsNo1lEjkDnREtP+Xl5axZs4b777+/1vERI0bw9ddf1/mZlStXMmLEiFrHRo4cyeuvv05FRQVBQUFeq+9plR+BbYvZX1DGqv1VHC46Sl5BIRn7Q/m+ohUAv43exJir7/FdHaVpsgVBVLL5OJWyIji80wxCh3ZAUQ6U5sPRw3C05tnxc1U5VFeaoerIQWcRoUCPmkddqoMt7DKS2GS04cfqtmwy2rCluhU5JFBSXk1Jebkn7rjB7FQRYqkkxFJFqLWKCFsV4fZqIuwG4UEWImt+tlvAgrmoJBawYMFisTiPWSzmJDwLNe9bLDXnON63HPd5M3BZMGoeYLOA3WIQZDUfdouB3QJB1mosjkCI+aJWODzuNYaBUXPQqHkPLBiWmqtYLBhYa47XhE6L5dg5hqNuZqi0WMwgabNANRaqsFBtWKkCqg0LVdVQZZiBtco49tpmgWAbBFkh2ApBx73+pZP9i7quf2qf9NwGfr6uNxp6LQeL4++N4/VxP1trXlPrmFHrnKZuaAsIPV16sIdCpxGnOcl3fBZ+8vLyqKqqIikpqdbxpKQkcnJy6vxMTk5OnedXVlaSl5dHSkrKCZ8pKyujrOzYSrgFBea+WoWFhQ29hdoKs+Hf1/JNVW/uqLgTiKp5gI0iLkg5ysRrrqaw5Chw1LPXFnEIb2M+Wg49+TmGARVHobSgJgzVPDt+riwzW5uqys3n6vKa15VQVU5CZRmDK0oYXPoTlH4HZYWUlpaSUx1FUXUIJUYoVVhx/Eq2HPt1XfMLwPz5iBFCCWEUGWGUEEYZQVQZVqowH9Uce21gpQoLR4wQigmjuOZzxYRTbJg/Vx73dVZe8ygCwFbzkOPjk4i7vgyZSKKl4NQnRSTCnWs9el3H721PdFj5dMwPcMIYAcMwTjluoK7z6zruMHXqVKZMmXLC8VatWrla1XpaXvOo7TXgtfu8dEkRv5Dt6wqISCPoWK+ziuDhGK9cv6ioiJiYhpXts/DTrFkzbDbbCa08ubm5J7TuOCQnJ9d5vt1uJyEhoc7PTJ48mYkTJzp/rq6u5tChQyQkJPhscGZhYSGtWrVi9+7dPlllurEEwn0Gwj1CYNxnINwjBMZ9BsI9QmDc5/H3GBUVRVFREampqQ0u12fhJzg4mH79+rF48WJ+85tjWzwsXryYMWPG1PmZgQMH8sEHH9Q69vnnn9O/f/+TjvcJCQkhJCSk1rHY2NiGVd5DoqOjz9i/sMcLhPsMhHuEwLjPQLhHCIz7DIR7hMC4T8c9NrTFx8Gni3VMnDiR1157jZkzZ7J582buuecesrKynOv2TJ48mXHjxjnPnzBhArt27WLixIls3ryZmTNn8vrrrzNp0iRf3YKIiIg0MT4d83PllVdy8OBB/vKXv5CdnU2PHj34+OOPadOmDQDZ2dlkZWU5z09LS+Pjjz/mnnvu4cUXXyQ1NZXp06f7/Ro/IiIi4j98PuD51ltv5dZbb63zvdmzZ59wbMiQIaxd69kR5I0tJCSERx999ITuuDNNINxnINwjBMZ9BsI9QmDcZyDcIwTGfXrrHn2+vYWIiIhIY9IGPSIiIhJQFH5EREQkoCj8iIiISEBR+BEREZGAovDjJS+99BJpaWmEhobSr18/vvrqq1Oev3TpUvr160doaCjt2rXj5ZdfbqSaNowr97lgwQIuvPBCmjdvTnR0NAMHDuSzzz5rxNq6x9U/S4cVK1Zgt9vp06ePdyvoIa7eZ1lZGQ8++CBt2rQhJCSE9u3bM3PmzEaqrXtcvce33nqL3r17Ex4eTkpKCtdffz0HDx485Wd8admyZVxyySWkpqZisVhYtGjRaT/TFL97XL3Ppvjd486fpUNT+u5x5z498d2j8OMF77zzDnfffTcPPvgg69atY9CgQYwaNarWmkXHy8zMZPTo0QwaNIh169bxwAMPcOeddzJ//vxGrrlrXL3PZcuWceGFF/Lxxx+zZs0ahg0bxiWXXMK6desaueb15+o9OhQUFDBu3DiGDx/eSDVtGHfu83e/+x1ffPEFr7/+Olu2bOHtt9+mS5cujVhr17h6j8uXL2fcuHHceOONbNq0iXnz5rFq1SpuuummRq55/ZWUlNC7d29eeOGFep3fVL97XL3Ppvjd4+o9OjS17x537tMj3z2GeNyAAQOMCRMm1DrWpUsX4/7776/z/Hvvvdfo0qVLrWO33HKLcc4553itjp7g6n3WpVu3bsaUKVM8XTWPcfcer7zySuOhhx4yHn30UaN3795erKFnuHqfn3zyiRETE2McPHiwMarnEa7e41NPPWW0a9eu1rHp06cbLVu29FodPQkwFi5ceMpzmup3z/Hqc5918ffvnuO5co9N7bvnePW5T09996jlx8PKy8tZs2YNI0aMqHV8xIgRfP3113V+ZuXKlSecP3LkSFavXk1FRYXX6toQ7tznL1VXV1NUVER8fLw3qthg7t7jrFmz2L59O48++qi3q+gR7tzn+++/T//+/XnyySdp0aIFnTp1YtKkSRw9erQxquwyd+7x3HPPZc+ePXz88ccYhsH+/ft59913ufjiixujyo2iKX73eIK/f/e4q6l997jDU989Pl/h+UyTl5dHVVXVCTvTJyUlnbAjvUNOTk6d51dWVpKXl0dKSorX6usud+7zl5555hlKSkr43e9+540qNpg797h161buv/9+vvrqK+z2pvG/lzv3uWPHDpYvX05oaCgLFy4kLy+PW2+9lUOHDvnluB937vHcc8/lrbfe4sorr6S0tJTKykouvfRS/vnPfzZGlRtFU/zu8QR//+5xR1P87nGHp7571PLjJRaLpdbPhmGccOx059d13N+4ep8Ob7/9No899hjvvPMOiYmJ3qqeR9T3Hquqqrj66quZMmUKnTp1aqzqeYwrf5bV1dVYLBbeeustBgwYwOjRo3n22WeZPXu237b+gGv3+OOPP3LnnXfyyCOPsGbNGj799FMyMzOdGy+fKZrqd4+7mtJ3T3019e8eV3jqu+fMjYc+0qxZM2w22wn/mszNzT3hX1gOycnJdZ5vt9tJSEjwWl0bwp37dHjnnXe48cYbmTdvHhdccIE3q9kgrt5jUVERq1evZt26ddx+++2A+T+qYRjY7XY+//xzfvWrXzVK3V3hzp9lSkoKLVq0ICYmxnmsa9euGIbBnj176Nixo1fr7Cp37nHq1Kmcd955/PnPfwagV69eREREMGjQIP72t7+dEa0iTfG7pyGaynePq5rqd487PPXdo5YfDwsODqZfv34sXry41vHFixdz7rnn1vmZgQMHnnD+559/Tv/+/QkKCvJaXRvCnfsE819d1113Hf/5z3/8fuyEq/cYHR3Nxo0bWb9+vfMxYcIEOnfuzPr16zn77LMbq+oucefP8rzzzmPfvn0UFxc7j/38889YrVZatmzp1fq6w517PHLkCFZr7a9Im80GHGsdaeqa4nePu5rSd4+rmup3jzs89t3ToOHSUqe5c+caQUFBxuuvv278+OOPxt13321EREQYO3fuNAzDMO6//37j2muvdZ6/Y8cOIzw83LjnnnuMH3/80Xj99deNoKAg49133/XVLdSLq/f5n//8x7Db7caLL75oZGdnOx/5+fm+uoXTcvUef6mpzLhw9T6LioqMli1bGldccYWxadMmY+nSpUbHjh2Nm266yVe3cFqu3uOsWbMMu91uvPTSS8b27duN5cuXG/379zcGDBjgq1s4raKiImPdunXGunXrDMB49tlnjXXr1hm7du0yDOPM+e5x9T6b4nePq/f4S03lu8fV+/TUd4/Cj5e8+OKLRps2bYzg4GCjb9++xtKlS53vjR8/3hgyZEit8zMyMoz09HQjODjYaNu2rTFjxoxGrrF7XLnPIUOGGMAJj/Hjxzd+xV3g6p/l8ZrKF5BhuH6fmzdvNi644AIjLCzMaNmypTFx4kTjyJEjjVxr17h6j9OnTze6detmhIWFGSkpKcY111xj7Nmzp5FrXX9Lliw55f9jZ8p3j6v32RS/e9z5szxeU/nucec+PfHdYzGMM6T9VkRERKQeNOZHREREAorCj4iIiAQUhR8REREJKAo/IiIiElAUfkRERCSgKPyIiIhIQFH4ERERkYCi8CMiHjF06FDuvvtuj5b52GOP0adPH4+WWR9t27Zl2rRp9T5/586dWCwW1q9f77U6iTQFy5Yt45JLLiE1NRWLxcKiRYtcLsMwDJ5++mk6depESEgIrVq14vHHH/doPRV+RKTerrvuOiwWywmPbdu2sWDBAv761782an1SUlL4xz/+UevYfffdh8Vi4Ysvvqh1fPjw4Vx99dX1KnfVqlX88Y9/9Fg9AWbPnk1sbKxHyxTxNyUlJfTu3ZsXXnjB7TLuuusuXnvtNZ5++ml++uknPvjgAwYMGODBWir8iIiLLrroIrKzs2s90tLSiI+PJyoqqlHrMnToUJYsWVLrWEZGBq1atap1vLy8nJUrVzJs2LB6ldu8eXPCw8M9WleRQDBq1Cj+9re/cdlll9X5fnl5Offeey8tWrQgIiKCs88+m4yMDOf7mzdvZsaMGbz33ntceumlpKWl0adPHy644AKP1lPhR0RcEhISQnJycq2HzWY7odurbdu2PP7449xwww1ERUXRunVrXn311Vpl3XfffXTq1Inw8HDatWvHww8/TEVFRb3rMmzYMFasWEFlZSUARUVFrFu3jvvvv7/WF+q3337L0aNHneHn66+/ZvDgwYSFhdGqVSvuvPNOSkpKatX9+G6vn376ifPPP5/Q0FC6devG//73vzqb9Hfs2MGwYcMIDw+nd+/erFy5EjAD2fXXX09BQYGzteyxxx6r932KnCmuv/56VqxYwdy5c9mwYQO//e1vueiii9i6dSsAH3zwAe3atePDDz8kLS2Ntm3bctNNN3Ho0CGP1kPhR0S85plnnqF///6sW7eOW2+9lf/7v//jp59+cr4fFRXF7Nmz+fHHH3n++ef517/+xXPPPVfv8ocNG0ZxcTGrVq0C4KuvvqJTp05cccUVrFq1iiNHjgCwZMkSWrZsSYcOHdi4cSMjR47ksssuY8OGDbzzzjssX76c22+/vc5rVFdXM3bsWMLDw/n222959dVXefDBB+s898EHH2TSpEmsX7+eTp068fvf/57KykrOPfdcpk2bRnR0tLO1bNKkSfW+T5Ezwfbt23n77beZN28egwYNon379kyaNInzzz+fWbNmAeY/IHbt2sW8efOYM2cOs2fPZs2aNVxxxRUerYvCj4i45MMPPyQyMtL5+O1vf3vSc0ePHs2tt95Khw4duO+++2jWrFmtFpmHHnqIc889l7Zt23LJJZfwpz/9if/+97/1rkvHjh1p0aKFs8yMjAyGDBlCYmIi7dq1Y8WKFc7jjlafp556iquvvpq7776bjh07cu655zJ9+nTmzJlDaWnpCdf4/PPP2b59O3PmzKF3796cf/75/P3vf6+zPpMmTeLiiy+mU6dOTJkyhV27drFt2zaCg4OJiYnBYrE4W8siIyPrfZ8iZ4K1a9diGAadOnWq9R2ydOlStm/fDpj/2CgrK2POnDkMGjSIoUOH8vrrr7NkyRK2bNnisbrYPVaSiASEYcOGMWPGDOfPERERJz23V69ezteOX/y5ubnOY++++y7Tpk1j27ZtFBcXU1lZSXR0tEv1GTp0KBkZGUyePJmMjAz+/Oc/AzBkyBAyMjIYPHgw33zzDS+99BIAa9asYdu2bbz11lvOMgzDoLq6mszMTLp27Vqr/C1bttCqVSuSk5Odx042+PL4+01JSQEgNzeXLl26uHRPImei6upqbDYba9aswWaz1XrP8Y+BlJQU7HY7nTp1cr7n+H8yKyuLzp07e6QuCj8i4pKIiAg6dOhQr3ODgoJq/WyxWKiurgbgm2++4aqrrmLKlCmMHDmSmJgY5s6dyzPPPONSfYYNG8Zdd93FwYMHWbduHYMHDwbM8PPPf/6TESNG1BrvU11dzS233MKdd955QlmtW7c+4ZhhGFgsFpfv1/EZx/2KBLr09HSqqqrIzc1l0KBBdZ5z3nnnUVlZyfbt22nfvj0AP//8MwBt2rTxWF0UfkTEJ1asWEGbNm1qjZ/ZtWuXy+UMGzaMkpISnn32WTp27EhSUhJghp/x48fz0UcfkZaW5vzi7Nu3L5s2bap3gOvSpQtZWVns37/fWbZjjJErgoODqaqqcvlzIk1JcXEx27Ztc/6cmZnJ+vXriY+Pp1OnTlxzzTWMGzeOZ555hvT0dPLy8vjyyy/p2bMno0eP5oILLqBv377ccMMNTJs2jerqam677TYuvPDCWq1BDaUxPyLiEx06dCArK4u5c+eyfft2pk+fzsKFC10up127drRu3Zp//vOfDBkyxHk8NTWVNm3a8PLLL9ea4n7fffexcuVKbrvtNtavX8/WrVt5//33ueOOO+os/8ILL6R9+/aMHz+eDRs2sGLFCmdgq2+LEJgzyIqLi/niiy/Iy8tzDsYWOZOsXr2a9PR00tPTAZg4cSLp6ek88sgjAMyaNYtx48bxpz/9ic6dO3PppZfy7bff0qpVKwCsVisffPABzZo1Y/DgwVx88cV07dqVuXPnerSeCj8i4hNjxozhnnvu4fbbb6dPnz58/fXXPPzww26VNWzYMIqKihg6dGit40OGDKGoqKhW+OnVqxdLly5l69atDBo0iPT0dB5++GHnGJ1fstlsLFq0iOLiYs466yxuuukmHnroIQBCQ0PrXcdzzz2XCRMmcOWVV9K8eXOefPJJ129UxM8NHToUwzBOeMyePRswu4anTJlCZmYm5eXlZGdns2DBAnr27OksIzU1lfnz51NUVEROTg6zZs0iPj7eo/W0GIZheLREEZEz3IoVKzj//PPZtm2bc1yCiDQdCj8iIqexcOFCIiMj6dixI9u2beOuu+4iLi6O5cuX+7pqIuIGDXgWETmNoqIi7r33Xnbv3k2zZs244IILXJ6VJiL+Qy0/IiIiElA04FlEREQCisKPiIiIBBSFHxEREQkoCj8iIiISUBR+REREJKAo/IiIiEhAUfgRERGRgKLwIyIiIgFF4UdEREQCyv8DFpaeEONefZ8AAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for x in df.select_dtypes(include=\"number\"):\n", | |
" sns.kdeplot(data=df,x=x,hue='Sex')\n", | |
" plt.title(x)\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "5672d356-a1c9-467e-a82f-2a81da0e1efa", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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8/KBUKqFUKuHn54f09HS1PsnJyejRowdMTExgbW2NcePGIScnp5SOlIiISLuYmppiz549am3r169HtWrVZKpIfrKGpsePH+ODDz7AypUrX9tv7969OHXqFOzt7QttCwwMxJ49exASEoKIiAhkZmbC29sb+fn5Yh9fX1/ExMTgwIEDOHDgAGJiYuDn5yduz8/PR/fu3fH48WNEREQgJCQEv/76K4KCgkrvYImIiLTIoEGDsH79evF5VlYWQkJCMGjQILV+Dx48wKeffoqqVavC2NgYLi4u2LFjx2v3nZOTgylTpqBKlSowMTFBixYtEBYWVhaHUapkPT3XtWtXdO3a9bV9/vvvP3z22Wc4ePAgunfvrrZNpVLhp59+wpYtW9CxY0cAwNatW+Hg4IC///4bXl5eiI2NxYEDBxAVFSUOKa5btw7u7u6Ii4tD3bp1ERoaisuXL+PmzZtiMFu6dCkGDx6Mr7/++rV3PCYiIiqP/Pz8sHjxYiQnJ6NatWr49ddfUaNGDbi6uqr1e/r0KZo2bYqpU6fCzMwMf/75J/z8/ODk5CR+7r5syJAhuHHjBkJCQmBvb489e/agS5cuuHjxImrXrv0uDq9YNHoieEFBAfz8/DB58mQ0aNCg0Pbo6Gjk5uaic+fOYpu9vT0aNmyIkydPAgAiIyOhVCrVvnAtW7aEUqlU69OwYUO1kSwvLy9kZ2cjOjr6lfVlZ2cjIyND7UFERFQe2NjYoGvXrti4cSOAZ6fmhg4dWqhflSpVMGnSJDRu3BhOTk4YO3YsvLy88MsvvxS534SEBOzYsQO//PIL2rRpg5o1a2LSpEn48MMPsWHDhrI8pBLT6ND0zTffQFdXF+PGjStye0pKCvT19WFhYaHWbmtri5SUFLGPjY1Nodfa2Nio9bG1tVXbbmFhAX19fbFPURYsWCDOk1IqlXBwcHir4yMiItJkQ4cOxcaNG3H9+nVERkaif//+hfrk5+fj66+/RqNGjWBlZYWKFSsiNDQUycnJRe7z3LlzEAQBderUQcWKFcVHeHg4EhISyvqQSkRjr56Ljo7Gt99+i3PnzkGhULzVawVBUHtNUa8vTp+XTZ8+HRMnThSfZ2RkMDgREVG50a1bN4wYMQL+/v7o0aMHrKysCvVZunQpli9fjuDgYLi4uMDExASBgYGvvJiqoKAAOjo6iI6Oho6Ojtq2ihUrlslxlBaNDU3Hjx9Hamqq2iz9/Px8BAUFITg4GDdu3ICdnR1ycnKQlpamNtqUmpqKVq1aAQDs7Oxw9+7dQvu/d++eOLpkZ2eHU6dOqW1PS0tDbm5uoRGoFxkYGMDAwKBEx0lERKSpdHR04Ofnh0WLFuGvv/4qss/x48fRs2dPDBgwAMCzUHT16lXUr1+/yP5NmjRBfn4+UlNT0aZNmzKrvSxo7Ok5Pz8/XLhwATExMeLD3t4ekydPxsGDBwEATZs2hZ6eHg4dOiS+7s6dO7h06ZIYmtzd3aFSqXD69Gmxz6lTp6BSqdT6XLp0CXfu3BH7hIaGwsDAAE2bNn0Xh0tERKSR5s6di3v37sHLy6vI7bVq1cKhQ4dw8uRJxMbGYsSIEa+d2lKnTh30798fAwcOxO7du5GYmIgzZ87gm2++wf79+8vqMEqFrCNNmZmZuHbtmvg8MTERMTExsLS0RLVq1QoNA+rp6cHOzg5169YFACiVSvj7+yMoKAhWVlawtLTEpEmT4OLiIl5NV79+fXTp0gUBAQFYs2YNAGD48OHw9vYW99O5c2c4OzuLVwo8fPgQkyZNQkBAAK+cIyKiEimNBSflpK+vD2tr61dunzlzJhITE+Hl5QVjY2MMHz4cvXr1gkqleuVrNmzYgHnz5iEoKAj//fcfrKys4O7ujm7dupXFIZQaWUPT2bNn4enpKT5/Pj9o0KBB4mz9N1m+fDl0dXXRt29fZGVloUOHDti4caPaedJt27Zh3Lhx4lV2Pj4+amtD6ejo4M8//8To0aPRunVrGBkZwdfXF0uWLCmFoyQiItIeHh4er13tu1evXmrbLS0tX7s4NYBCazDp6elhzpw5mDNnTklKfecUwvu4DnoZycjIgFKphEql4ghVOVBWtz7Q9r86iaiwp0+fIjExEY6Ojmq3HSHN8bqvkdTPb42d00RERESkSRiaiIiIiCRgaCIiIiKSgKGJiIiISAKGJiIiIiIJGJqIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIi0nhffvklGjduLGsNst5GhYiIqLxL/srlnb1XtVkXS7yPsLAwtVucPTdjxgzMmzevxPvXZgxNREREVEhcXJzaLUUqVqwoYzWagafniIiIqBAbGxvY2dmJj+eh6b///kO/fv1gYWEBKysr9OzZEzdu3BBfN3jwYPTq1Qvz58+Hra0tzM3NMWfOHOTl5WHy5MmwtLRE1apVsX79erX3mzp1KurUqQNjY2M4OTlh5syZyM3NfW2NGzZsQP369WFoaIh69erhhx9+KPX/Dy/iSBMRERFJ8uTJE3h6eqJNmzY4duwYdHV1MW/ePHTp0gUXLlyAvr4+AODIkSOoWrUqjh07hhMnTsDf3x+RkZFo27YtTp06hZ07d2LkyJHo1KkTHBwcAACmpqbYuHEj7O3tcfHiRQQEBMDU1BRTpkwpspZ169Zh9uzZWLlyJZo0aYJ//vkHAQEBMDExwaBBg8rk+DnSRERERIVUrVoVFStWFB8PHjxASEgIKlSogB9//BEuLi6oX78+NmzYgOTkZISFhYmvtbS0xIoVK1C3bl0MHToUdevWxZMnT/D555+jdu3amD59OvT19XHixAnxNV988QVatWqFGjVqoEePHggKCsLPP//8yvrmzp2LpUuXonfv3nB0dETv3r0xYcIErFmzpsz+n3CkiYiIiAo5fvw4TE1NxecWFhaIjo7GtWvX1NoB4OnTp0hISBCfN2jQABUq/N+4jK2tLRo2bCg+19HRgZWVFVJTU8W2Xbt2ITg4GNeuXUNmZiby8vLU5lS96N69e7h58yb8/f0REBAgtufl5UGpVBb/oN+AoYmIiIgKcXR0hLm5uVpbQUEBmjZtim3bthXqX6lSJfHfenp6atsUCkWRbQUFBQCAqKgofPLJJ5gzZw68vLygVCoREhKCpUuXFlnb89etW7cOLVq0UNumo6Mj7QCLgaGJiIiIJHF1dcXOnTthY2PzylGg4jhx4gSqV6+OGTNmiG1JSUmv7G9ra4sqVarg+vXr6N+/f6nV8Sac00RERESS9O/fH9bW1ujZsyeOHz+OxMREhIeHY/z48bh161ax91urVi0kJycjJCQECQkJWLFiBfbs2fPa13z55ZdYsGABvv32W8THx+PixYvYsGEDli1bVuw63oQjTURERGWoNBac1BTGxsY4duwYpk6dit69e+PRo0eoUqUKOnToUKKRp549e2LChAn47LPPkJ2dje7du2PmzJn48ssvX/maYcOGwdjYGIsXL8aUKVNgYmICFxcXBAYGFruON1EIgiCU2d7fMxkZGVAqlVCpVKU6bEnyaDp5c5nsN3rxwDLZLxHJ5+nTp0hMTISjoyMMDQ3lLoeK8LqvkdTPb56eIyIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIqJby2SnOVxteGoYmIiKiEnq92/eTJE5kroVd5/rV5eWXyt8F1moiIiEpIR0cH5ubm4r3UjI2NoVAoZK6KgGcjTE+ePEFqairMzc1LdJsVhiYiIqJSYGdnBwBqN6ElzWFubi5+jYqLoYmIiKgUKBQKVK5cGTY2NsjNzZW7HHqBnp5eqdzIl6GJiIioFOno6JTKBzRpHk4EJyIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgCWUPTsWPH0KNHD9jb20OhUGDv3r3ittzcXEydOhUuLi4wMTGBvb09Bg4ciNu3b6vtIzs7G2PHjoW1tTVMTEzg4+ODW7duqfVJS0uDn58flEollEol/Pz8kJ6ertYnOTkZPXr0gImJCaytrTFu3Djk5OSU1aETERGRlpE1ND1+/BgffPABVq5cWWjbkydPcO7cOcycORPnzp3D7t27ER8fDx8fH7V+gYGB2LNnD0JCQhAREYHMzEx4e3sjPz9f7OPr64uYmBgcOHAABw4cQExMDPz8/MTt+fn56N69Ox4/foyIiAiEhITg119/RVBQUNkdPBEREWkVhaAht2RWKBTYs2cPevXq9co+Z86cQfPmzZGUlIRq1apBpVKhUqVK2LJlC/r16wcAuH37NhwcHLB//354eXkhNjYWzs7OiIqKQosWLQAAUVFRcHd3x5UrV1C3bl389ddf8Pb2xs2bN2Fvbw8ACAkJweDBg5GamgozMzNJx5CRkQGlUgmVSiX5NaS5mk7eXCb7jV48sEz2S0RExSP181ur5jSpVCooFAqYm5sDAKKjo5Gbm4vOnTuLfezt7dGwYUOcPHkSABAZGQmlUikGJgBo2bIllEqlWp+GDRuKgQkAvLy8kJ2djejo6FfWk52djYyMDLUHERERlU9aE5qePn2KadOmwdfXV0yBKSkp0NfXh4WFhVpfW1tbpKSkiH1sbGwK7c/Gxkatj62trdp2CwsL6Ovri32KsmDBAnGelFKphIODQ4mOkYiIiDSXVoSm3NxcfPLJJygoKMAPP/zwxv6CIEChUIjPX/x3Sfq8bPr06VCpVOLj5s2bb6yNiIiItJPGh6bc3Fz07dsXiYmJOHTokNq5Rjs7O+Tk5CAtLU3tNampqeLIkZ2dHe7evVtov/fu3VPr8/KIUlpaGnJzcwuNQL3IwMAAZmZmag8iIiIqnzQ6ND0PTFevXsXff/8NKysrte1NmzaFnp4eDh06JLbduXMHly5dQqtWrQAA7u7uUKlUOH36tNjn1KlTUKlUan0uXbqEO3fuiH1CQ0NhYGCApk2bluUhEhERkZbQlfPNMzMzce3aNfF5YmIiYmJiYGlpCXt7e/zvf//DuXPn8McffyA/P18cDbK0tIS+vj6USiX8/f0RFBQEKysrWFpaYtKkSXBxcUHHjh0BAPXr10eXLl0QEBCANWvWAACGDx8Ob29v1K1bFwDQuXNnODs7w8/PD4sXL8bDhw8xadIkBAQEcPSIiIiIAMgcms6ePQtPT0/x+cSJEwEAgwYNwpdffonff/8dANC4cWO11x09ehQeHh4AgOXLl0NXVxd9+/ZFVlYWOnTogI0bN0JHR0fsv23bNowbN068ys7Hx0dtbSgdHR38+eefGD16NFq3bg0jIyP4+vpiyZIlZXHYREREpIU0Zp2m8oDrNJUvXKeJiOj9UC7XaSIiIiKSC0MTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUkga2g6duwYevToAXt7eygUCuzdu1dtuyAI+PLLL2Fvbw8jIyN4eHjg33//VeuTnZ2NsWPHwtraGiYmJvDx8cGtW7fU+qSlpcHPzw9KpRJKpRJ+fn5IT09X65OcnIwePXrAxMQE1tbWGDduHHJycsrisImIiEgLyRqaHj9+jA8++AArV64scvuiRYuwbNkyrFy5EmfOnIGdnR06deqER48eiX0CAwOxZ88ehISEICIiApmZmfD29kZ+fr7Yx9fXFzExMThw4AAOHDiAmJgY+Pn5idvz8/PRvXt3PH78GBEREQgJCcGvv/6KoKCgsjt4IiIi0ioKQRAEuYsAAIVCgT179qBXr14Ano0y2dvbIzAwEFOnTgXwbFTJ1tYW33zzDUaMGAGVSoVKlSphy5Yt6NevHwDg9u3bcHBwwP79++Hl5YXY2Fg4OzsjKioKLVq0AABERUXB3d0dV65cQd26dfHXX3/B29sbN2/ehL29PQAgJCQEgwcPRmpqKszMzCQdQ0ZGBpRKJVQqleTXkOZqOnlzmew3evHAMtkvEREVj9TPb42d05SYmIiUlBR07txZbDMwMEC7du1w8uRJAEB0dDRyc3PV+tjb26Nhw4Zin8jISCiVSjEwAUDLli2hVCrV+jRs2FAMTADg5eWF7OxsREdHv7LG7OxsZGRkqD2IiIiofNLY0JSSkgIAsLW1VWu3tbUVt6WkpEBfXx8WFhav7WNjY1No/zY2Nmp9Xn4fCwsL6Ovri32KsmDBAnGelFKphIODw1seJREREWkLjQ1NzykUCrXngiAUanvZy32K6l+cPi+bPn06VCqV+Lh58+Zr6yIiIiLtpbGhyc7ODgAKjfSkpqaKo0J2dnbIyclBWlraa/vcvXu30P7v3bun1ufl90lLS0Nubm6hEagXGRgYwMzMTO1BRERE5ZPGhiZHR0fY2dnh0KFDYltOTg7Cw8PRqlUrAEDTpk2hp6en1ufOnTu4dOmS2Mfd3R0qlQqnT58W+5w6dQoqlUqtz6VLl3Dnzh2xT2hoKAwMDNC0adMyPU4iIiLSDrpyvnlmZiauXbsmPk9MTERMTAwsLS1RrVo1BAYGYv78+ahduzZq166N+fPnw9jYGL6+vgAApVIJf39/BAUFwcrKCpaWlpg0aRJcXFzQsWNHAED9+vXRpUsXBAQEYM2aNQCA4cOHw9vbG3Xr1gUAdO7cGc7OzvDz88PixYvx8OFDTJo0CQEBARw9IiIiIgAyh6azZ8/C09NTfD5x4kQAwKBBg7Bx40ZMmTIFWVlZGD16NNLS0tCiRQuEhobC1NRUfM3y5cuhq6uLvn37IisrCx06dMDGjRuho6Mj9tm2bRvGjRsnXmXn4+OjtjaUjo4O/vzzT4wePRqtW7eGkZERfH19sWTJkrL+X0BERERaQmPWaSoPuE5T+cJ1moiI3g9av04TERERkSZhaCIiIiKSgKGJiIiISAKGJiIiIiIJGJqIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgChiYiIiIiCRiaiIiIiCRgaCIiIiKSgKGJiIiISAKGJiIiIiIJGJqIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgChiYiIiIiCRiaiIiIiCRgaCIiIiKSgKGJiIiISIJihab27dsjPT29UHtGRgbat29f0pqIiIiINE6xQlNYWBhycnIKtT99+hTHjx8vcVFEREREmkb3bTpfuHBB/Pfly5eRkpIiPs/Pz8eBAwdQpUqV0quOiIiISEO8VWhq3LgxFAoFFApFkafhjIyM8N1335VacURERESa4q1CU2JiIgRBgJOTE06fPo1KlSqJ2/T19WFjYwMdHZ1SL5KIiIhIbm8VmqpXrw4AKCgoKJNiiIiIiDTVW4WmF8XHxyMsLAypqamFQtSsWbNKXBgRERGRJilWaFq3bh1GjRoFa2tr2NnZQaFQiNsUCgVDExEREZU7xQpN8+bNw9dff42pU6eWdj1EREREGqlY6zSlpaWhT58+pV1LIXl5efjiiy/g6OgIIyMjODk54auvvlI7HSgIAr788kvY29vDyMgIHh4e+Pfff9X2k52djbFjx8La2homJibw8fHBrVu3Ch2Tn58flEollEol/Pz8ilzAk4iIiN5PxQpNffr0QWhoaGnXUsg333yD1atXY+XKlYiNjcWiRYuwePFitWUNFi1ahGXLlmHlypU4c+YM7Ozs0KlTJzx69EjsExgYiD179iAkJAQRERHIzMyEt7c38vPzxT6+vr6IiYnBgQMHcODAAcTExMDPz6/Mj5GIiIi0Q7FOz9WqVQszZ85EVFQUXFxcoKenp7Z93LhxpVJcZGQkevbsie7duwMAatSogR07duDs2bMAno0yBQcHY8aMGejduzcAYNOmTbC1tcX27dsxYsQIqFQq/PTTT9iyZQs6duwIANi6dSscHBzw999/w8vLC7GxsThw4ACioqLQokULAM/mbbm7uyMuLg5169YtleMhIiIi7VWs0LR27VpUrFgR4eHhCA8PV9umUChKLTR9+OGHWL16NeLj41GnTh2cP38eERERCA4OBvBs3aiUlBR07txZfI2BgQHatWuHkydPYsSIEYiOjkZubq5aH3t7ezRs2BAnT56El5cXIiMjoVQqxcAEAC1btoRSqcTJkydfGZqys7ORnZ0tPs/IyCiV4yYiIiLNU6zQlJiYWNp1FGnq1KlQqVSoV68edHR0kJ+fj6+//hqffvopAIi3cbG1tVV7na2tLZKSksQ++vr6sLCwKNTn+etTUlJgY2NT6P1tbGzUbhXzsgULFmDOnDnFP0AiIiLSGsWa0/Su7Ny5E1u3bsX27dtx7tw5bNq0CUuWLMGmTZvU+r245AHw7LTdy20ve7lPUf3ftJ/p06dDpVKJj5s3b0o5LCIiItJCxRppGjp06Gu3r1+/vljFvGzy5MmYNm0aPvnkEwCAi4sLkpKSsGDBAgwaNAh2dnYAno0UVa5cWXxdamqqOPpkZ2eHnJwcpKWlqY02paamolWrVmKfu3fvFnr/e/fuFRrFepGBgQEMDAxKfqBERESk8Yq95MCLj9TUVBw5cgS7d+8u1cv0nzx5ggoV1EvU0dERlxxwdHSEnZ0dDh06JG7PyclBeHi4GIiaNm0KPT09tT537tzBpUuXxD7u7u5QqVQ4ffq02OfUqVNQqVRiHyIiInq/FWukac+ePYXaCgoKMHr0aDg5OZW4qOd69OiBr7/+GtWqVUODBg3wzz//YNmyZeJIl0KhQGBgIObPn4/atWujdu3amD9/PoyNjeHr6wsAUCqV8Pf3R1BQEKysrGBpaYlJkybBxcVFvJqufv366NKlCwICArBmzRoAwPDhw+Ht7c0r54iIiAhACe4997IKFSpgwoQJ8PDwwJQpU0pln9999x1mzpyJ0aNHIzU1Ffb29hgxYoTabVqmTJmCrKwsjB49GmlpaWjRogVCQ0Nhamoq9lm+fDl0dXXRt29fZGVloUOHDti4cSN0dHTEPtu2bcO4cePEq+x8fHywcuXKUjkOIiIi0n4KQRCE0trZ/v37MWjQINy7d6+0dqlVMjIyoFQqoVKpYGZmJnc5VEJNJ28uk/3uMV1cJvutNutimeyXiKi8k/r5XayRpokTJ6o9FwQBd+7cwZ9//olBgwYVZ5dEREREGq1Yoemff/5Re16hQgVUqlQJS5cufeOVdURERETaqFih6ejRo6VdBxEREZFGK9FE8Hv37iEuLg4KhQJ16tRBpUqVSqsuIiIiIo1SrHWaHj9+jKFDh6Jy5cpo27Yt2rRpA3t7e/j7++PJkyelXSMRERGR7IoVmiZOnIjw8HDs27cP6enpSE9Px2+//Ybw8HAEBQWVdo1EREREsivW6blff/0Vu3btgoeHh9jWrVs3GBkZoW/fvli1alVp1UdERESkEYo10vTkyZMi78lmY2PD03NERERULhUrNLm7u2P27Nl4+vSp2JaVlYU5c+bA3d291IojIiIi0hTFOj0XHByMrl27omrVqvjggw+gUCgQExMDAwMDhIaGlnaNRERERLIrVmhycXHB1atXsXXrVly5cgWCIOCTTz5B//79YWRkVNo1EhEREcmuWKFpwYIFsLW1RUBAgFr7+vXrce/ePUydOrVUiiMiIiLSFMWa07RmzRrUq1evUHuDBg2wevXqEhdFREREpGmKFZpSUlJQuXLlQu2VKlXCnTt3SlwUERERkaYpVmhycHDAiRMnCrWfOHEC9vb2JS6KiIiISNMUa07TsGHDEBgYiNzcXLRv3x4AcPjwYUyZMoUrghMREVG5VKzQNGXKFDx8+BCjR49GTk4OAMDQ0BBTp07F9OnTS7VAIiIiIk1QrNCkUCjwzTffYObMmYiNjYWRkRFq164NAwOD0q6PiIiISCMUKzQ9V7FiRTRr1qy0aiEiIiLSWMWaCE5ERET0vmFoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgChiYiIiIiCRiaiIiIiCRgaCIiIiKSgKGJiIiISAKGJiIiIiIJGJqIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgk0PjQ9N9//2HAgAGwsrKCsbExGjdujOjoaHG7IAj48ssvYW9vDyMjI3h4eODff/9V20d2djbGjh0La2trmJiYwMfHB7du3VLrk5aWBj8/PyiVSiiVSvj5+SE9Pf1dHCIRERFpAY0OTWlpaWjdujX09PTw119/4fLly1i6dCnMzc3FPosWLcKyZcuwcuVKnDlzBnZ2dujUqRMePXok9gkMDMSePXsQEhKCiIgIZGZmwtvbG/n5+WIfX19fxMTE4MCBAzhw4ABiYmLg5+f3Lg+XiIiINJhCEARB7iJeZdq0aThx4gSOHz9e5HZBEGBvb4/AwEBMnToVwLNRJVtbW3zzzTcYMWIEVCoVKlWqhC1btqBfv34AgNu3b8PBwQH79++Hl5cXYmNj4ezsjKioKLRo0QIAEBUVBXd3d1y5cgV169aVVG9GRgaUSiVUKhXMzMxK4f8Ayanp5M1lst89povLZL/VZl0sk/0SEZV3Uj+/NXqk6ffff4ebmxv69OkDGxsbNGnSBOvWrRO3JyYmIiUlBZ07dxbbDAwM0K5dO5w8eRIAEB0djdzcXLU+9vb2aNiwodgnMjISSqVSDEwA0LJlSyiVSrFPUbKzs5GRkaH2ICIiovJJo0PT9evXsWrVKtSuXRsHDx7EyJEjMW7cOGze/GwEICUlBQBga2ur9jpbW1txW0pKCvT19WFhYfHaPjY2NoXe38bGRuxTlAULFohzoJRKJRwcHIp/sERERKTRNDo0FRQUwNXVFfPnz0eTJk0wYsQIBAQEYNWqVWr9FAqF2nNBEAq1vezlPkX1f9N+pk+fDpVKJT5u3rwp5bCIiIhIC2l0aKpcuTKcnZ3V2urXr4/k5GQAgJ2dHQAUGg1KTU0VR5/s7OyQk5ODtLS01/a5e/duofe/d+9eoVGsFxkYGMDMzEztQUREROWTRoem1q1bIy4uTq0tPj4e1atXBwA4OjrCzs4Ohw4dErfn5OQgPDwcrVq1AgA0bdoUenp6an3u3LmDS5cuiX3c3d2hUqlw+vRpsc+pU6egUqnEPkRERPR+05W7gNeZMGECWrVqhfnz56Nv3744ffo01q5di7Vr1wJ4dkotMDAQ8+fPR+3atVG7dm3Mnz8fxsbG8PX1BQAolUr4+/sjKCgIVlZWsLS0xKRJk+Di4oKOHTsCeDZ61aVLFwQEBGDNmjUAgOHDh8Pb21vylXNERERUvml0aGrWrBn27NmD6dOn46uvvoKjoyOCg4PRv39/sc+UKVOQlZWF0aNHIy0tDS1atEBoaChMTU3FPsuXL4euri769u2LrKwsdOjQARs3boSOjo7YZ9u2bRg3bpx4lZ2Pjw9Wrlz57g6WiIiINJpGr9OkbbhOU/nCdZqIiN4P5WKdJiIiIiJNwdBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBJoVWhasGABFAoFAgMDxTZBEPDll1/C3t4eRkZG8PDwwL///qv2uuzsbIwdOxbW1tYwMTGBj48Pbt26pdYnLS0Nfn5+UCqVUCqV8PPzQ3p6+js4KiIiItIGWhOazpw5g7Vr16JRo0Zq7YsWLcKyZcuwcuVKnDlzBnZ2dujUqRMePXok9gkMDMSePXsQEhKCiIgIZGZmwtvbG/n5+WIfX19fxMTE4MCBAzhw4ABiYmLg5+f3zo6PiIiINJtWhKbMzEz0798f69atg4WFhdguCAKCg4MxY8YM9O7dGw0bNsSmTZvw5MkTbN++HQCgUqnw008/YenSpejYsSOaNGmCrVu34uLFi/j7778BALGxsThw4AB+/PFHuLu7w93dHevWrcMff/yBuLg4WY6ZiIiINItWhKYxY8age/fu6Nixo1p7YmIiUlJS0LlzZ7HNwMAA7dq1w8mTJwEA0dHRyM3NVetjb2+Phg0bin0iIyOhVCrRokULsU/Lli2hVCrFPkXJzs5GRkaG2oOIiIjKJ125C3iTkJAQnDt3DmfOnCm0LSUlBQBga2ur1m5ra4ukpCSxj76+vtoI1fM+z1+fkpICGxubQvu3sbER+xRlwYIFmDNnztsdEBEREWkljR5punnzJsaPH4+tW7fC0NDwlf0UCoXac0EQCrW97OU+RfV/036mT58OlUolPm7evPna9yQiIiLtpdGhKTo6GqmpqWjatCl0dXWhq6uL8PBwrFixArq6uuII08ujQampqeI2Ozs75OTkIC0t7bV97t69W+j97927V2gU60UGBgYwMzNTexAREVH5pNGhqUOHDrh48SJiYmLEh5ubG/r374+YmBg4OTnBzs4Ohw4dEl+Tk5OD8PBwtGrVCgDQtGlT6OnpqfW5c+cOLl26JPZxd3eHSqXC6dOnxT6nTp2CSqUS+xAREdH7TaPnNJmamqJhw4ZqbSYmJrCyshLbAwMDMX/+fNSuXRu1a9fG/PnzYWxsDF9fXwCAUqmEv78/goKCYGVlBUtLS0yaNAkuLi7ixPL69eujS5cuCAgIwJo1awAAw4cPh7e3N+rWrfsOj5iIiIg0lUaHJimmTJmCrKwsjB49GmlpaWjRogVCQ0Nhamoq9lm+fDl0dXXRt29fZGVloUOHDti4cSN0dHTEPtu2bcO4cePEq+x8fHywcuXKd348REREpJkUgiAIchdRXmRkZECpVEKlUnF+UznQdPLmMtnvHtPFZbLfarMulsl+iYjKO6mf3xo9p4mIiIhIUzA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBAxNRERERBIwNBERERFJwNBEREREJAFDExEREZEEGh2aFixYgGbNmsHU1BQ2Njbo1asX4uLi1PoIgoAvv/wS9vb2MDIygoeHB/7991+1PtnZ2Rg7diysra1hYmICHx8f3Lp1S61PWloa/Pz8oFQqoVQq4efnh/T09LI+RCIiItISunIX8Drh4eEYM2YMmjVrhry8PMyYMQOdO3fG5cuXYWJiAgBYtGgRli1bho0bN6JOnTqYN28eOnXqhLi4OJiamgIAAgMDsW/fPoSEhMDKygpBQUHw9vZGdHQ0dHR0AAC+vr64desWDhw4AAAYPnw4/Pz8sG/fPnkOXks0nby5TPYbvXhgmeyXiIiouDQ6ND0PMM9t2LABNjY2iI6ORtu2bSEIAoKDgzFjxgz07t0bALBp0ybY2tpi+/btGDFiBFQqFX766Sds2bIFHTt2BABs3boVDg4O+Pvvv+Hl5YXY2FgcOHAAUVFRaNGiBQBg3bp1cHd3R1xcHOrWrftuD5yIiIg0jkafnnuZSqUCAFhaWgIAEhMTkZKSgs6dO4t9DAwM0K5dO5w8eRIAEB0djdzcXLU+9vb2aNiwodgnMjISSqVSDEwA0LJlSyiVSrFPUbKzs5GRkaH2ICIiovJJa0KTIAiYOHEiPvzwQzRs2BAAkJKSAgCwtbVV62traytuS0lJgb6+PiwsLF7bx8bGptB72tjYiH2KsmDBAnEOlFKphIODQ/EPkIiIiDSa1oSmzz77DBcuXMCOHTsKbVMoFGrPBUEo1Payl/sU1f9N+5k+fTpUKpX4uHnz5psOg4iIiLSUVoSmsWPH4vfff8fRo0dRtWpVsd3Ozg4ACo0GpaamiqNPdnZ2yMnJQVpa2mv73L17t9D73rt3r9Ao1osMDAxgZmam9iAiIqLySaNDkyAI+Oyzz7B7924cOXIEjo6OatsdHR1hZ2eHQ4cOiW05OTkIDw9Hq1atAABNmzaFnp6eWp87d+7g0qVLYh93d3eoVCqcPn1a7HPq1CmoVCqxDxEREb3fNPrquTFjxmD79u347bffYGpqKo4oKZVKGBkZQaFQIDAwEPPnz0ft2rVRu3ZtzJ8/H8bGxvD19RX7+vv7IygoCFZWVrC0tMSkSZPg4uIiXk1Xv359dOnSBQEBAVizZg2AZ0sOeHt788o5IiIiAqDhoWnVqlUAAA8PD7X2DRs2YPDgwQCAKVOmICsrC6NHj0ZaWhpatGiB0NBQcY0mAFi+fDl0dXXRt29fZGVloUOHDti4caO4RhMAbNu2DePGjROvsvPx8cHKlSvL9gCJiIhIaygEQRDkLqK8yMjIgFKphEqlem/mN5XnxS3L6tj2mC4uk/1Wm3WxTPZLRFTeSf381ug5TURERESagqGJiIiISAKGJiIiIiIJGJqIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgChiYiIiIiCTT6hr1ERMVRnu+JSETy4UgTERERkQQMTUREREQSMDQRERERScDQRERERCQBQxMRERGRBLx6johIi5TnKwPL87FR+cCRJiIiIiIJGJqIiIiIJGBoIiIiIpKAc5reAZ6nJyofkr9yKZP9Vpt1sUz2+zbK87ERlRaONBERERFJwNBEREREJAFDExEREZEEnNNE9B4qq3l2AOfaEVH5xZEmIiIiIgkYmoiIiIgkYGgiIiIikoBzmrQY11UhIiJ6dzjSRERERCQBR5pII3EUjYiINA1HmoiIiIgk4EgTEZUqjhISUXnFkSYiIiIiCRiaiIiIiCRgaHrJDz/8AEdHRxgaGqJp06Y4fvy43CURERGRBuCcphfs3LkTgYGB+OGHH9C6dWusWbMGXbt2xeXLl1GtWjW5yyMiomLgPDsqLRxpesGyZcvg7++PYcOGoX79+ggODoaDgwNWrVold2lEREQkM440/X85OTmIjo7GtGnT1No7d+6MkydPFvma7OxsZGdni89VKhUAICMjQ61ffnZWKVf7zCO9/DLZ78v1vw6P7e2V52MDyvfx8djeHo+NtMHzr6UgCK/vKJAgCILw33//CQCEEydOqLV//fXXQp06dYp8zezZswUAfPDBBx988MFHOXjcvHnztVmBI00vUSgUas8FQSjU9tz06dMxceJE8XlBQQEePnwIKyurV76mtGRkZMDBwQE3b96EmZlZmb7Xu8Zj017l+fh4bNqJx6ad3vWxCYKAR48ewd7e/rX9GJr+P2tra+jo6CAlJUWtPTU1Fba2tkW+xsDAAAYGBmpt5ubmZVVikczMzMrdD8tzPDbtVZ6Pj8emnXhs2uldHptSqXxjH04E///09fXRtGlTHDp0SK390KFDaNWqlUxVERERkabgSNMLJk6cCD8/P7i5ucHd3R1r165FcnIyRo4cKXdpREREJDOGphf069cPDx48wFdffYU7d+6gYcOG2L9/P6pXry53aYUYGBhg9uzZhU4Plgc8Nu1Vno+Px6adeGzaSVOPTSEIb7q+joiIiIg4p4mIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChSUvcuHFD7hKIiIjeawxNWsLJyQkffvgh1qxZg4cPH8pdTqk6c+YMTp06Vaj91KlTOHv2rAwVla68vDz8/fffWLNmDR49egQAuH37NjIzM2WurOSGDBmCw4cPv/kml1po06ZN5eJr9KKcnBzMnTsXw4cPx4kTJ+Qup0wsWLAA69evL9S+fv16fPPNNzJUVHo8PDywefNmZGWV3Q2336WMjAzJD41RGje7pbIXHR0tTJo0SahatapgYGAg+Pj4CD///LPw9OlTuUsrsWbNmgm//PJLofZff/1VaN68uQwVlZ4bN24I9erVE4yNjQUdHR0hISFBEARBGD9+vDBixAiZqyu5Hj16CAYGBoK9vb0wceJE4Z9//pG7pFJjbW0tGBsbC/369RP27dsn5Obmyl1SiQ0bNkywsbERfHx8BBMTkyJ/7rRd9erVC914XRAEISoqSqhRo4YMFZWeiRMnCra2toKZmZkwbNgwITIyUu6SSkShUAgVKlSQ9NAUDE1apqCgQDhy5IgwbNgwwcLCQjAzMxOGDBkid1klYmJiIoaJF12/fl2oWLGiDBWVnp49ewoDBgwQsrOzhYoVK4rHGRYWJtSqVUvm6kpHWlqasGbNGqFdu3ZChQoVhPr16wtff/21kJiYKHdpJZKbmyvs27dP8PX1FUxMTARra2th1KhRRX4gawtra2vh6NGjgiAIwsGDB4WKFSsKn3/+ubBp0ybh4cOHwt69e4VNmzbJW2QJGRgYCNevXy/UnpCQIBgYGMhQUenKy8sT9u7dK/Ts2VPQ09MT6tevLyxevFhISUmRu7S3FhYWJj42btwo2NnZCdOmTRN+++034bfffhOmTZsmVK5cWdi4caPcpYoYmrRYdHS00LhxY41K4cVhaWkpnDx5slD7iRMnBHNzcxkqKj1WVlbClStXBEEQ1EJTYmKiYGRkJGdpZeLmzZvCokWLhHr16gk6Ojpyl1NqHj9+LGzdulXo1q2boK+vLzg5OcldUrFYWloK8fHx4vPQ0FDB1dVVsLS0FM6fPy/Uq1dP63+f1KpVS9iyZUuh9s2bNwuOjo4yVFR2UlNThblz5wqGhoaCnp6e0LNnT+Hw4cNyl1Us7du3F7Zv316ofdu2bUK7du3efUGvwDlNWubmzZtYtGgRGjdujGbNmsHExAQrV66Uu6wS6dSpE6ZPnw6VSiW2paen4/PPP0enTp1krKzkCgoKkJ+fX6j91q1bMDU1laGispObm4uzZ8/i1KlTuHHjBmxtbeUuqdQYGxvDy8sLXbt2Re3atbX2wgw3NzeEhYWJzzt16oTo6Gg8ePAAjRo1QmxsbJHfr9pk2LBhCAwMxIYNG5CUlISkpCSsX78eEyZMQEBAgNzllZrTp09j1qxZWLJkCWxsbDB9+nTY2NigR48emDRpktzlvbXIyEi4ubkVandzc8Pp06dlqOgV5E5tJM2aNWuEtm3bCjo6OoKzs3O5OP3x3K1btwQnJydBqVQKHh4egoeHh2Bubi7UrVtXSE5Olru8Eunbt68QEBAgCMKzkabr168Ljx49Etq3by8MHjxY5upKx8uniwcPHiwcOnRIyM/Pl7u0Ens+wtS1a1dBT09PcHJyEmbMmCFcvnxZ7tKK5dixY8Ls2bPlLqNMFRQUCFOmTBEMDQ3F+TDGxsbCnDlz5C6txO7evSssWbJEaNCggaCvry98/PHHwl9//SUUFBSIfQ4dOiSYmJjIWGXx1KlTR5g4cWKh9okTJwp16tSRoaKi8d5zWsLBwQGffPIJ+vfvj8aNG8tdTql7/Pgxtm3bhvPnz8PIyAiNGjXCp59+Cj09PblLK5Hbt2/D09MTOjo6uHr1Ktzc3HD16lVYW1vj2LFjsLGxkbvEEqlatSoePHgALy8v9O/fHz169IChoaHcZZWKTz/9FPv27YOxsTH69OmD/v37o1WrVnKXRRJlZmYiNjYWRkZGqF27tsbd+LU49PX1UbNmTQwdOhSDBw9GpUqVCvXJyMhAz549cfToURkqLL79+/fj448/Rs2aNdGyZUsAQFRUFBISEvDrr7+iW7duMlf4DEOTlhAEAQqFQu4yqBiysrIQEhKC6OhoFBQUwNXVFf3794eRkZHcpZXY2rVr0adPH1hYWMhdSqnz9fVF//794eXlBV1dXbnLIcLx48fRpk0bucsoMzdv3sSqVatw5coVCIIAZ2dnjBw5Eg4ODnKXJmJo0iLp6en46aefEBsbC4VCgfr168Pf3x9KpVLu0kosPj4eYWFhSE1NRUFBgdq2WbNmyVRVyR07dgytWrUq9KGbl5eHkydPom3btjJVVvpu3boFhUKBKlWqyF0KvcceP36MhQsX4vDhw0X+Prl+/bpMlVF5wNCkJc6ePQsvLy8YGRmhefPmEAQBZ8+eRVZWFkJDQ+Hq6ip3icW2bt06jBo1CtbW1rCzs1MbUVMoFDh37pyM1ZWMjo4O7ty5U+g03IMHD2BjY6P1k24LCgowb948LF26VFwI0tTUFEFBQZgxYwYqVNDua03Cw8OxZMkStT9UJk+eXK7/2td2n376KcLDw+Hn54fKlSsXGqEfP368TJWVjl27duHnn39GcnIycnJy1LZp8+9K4NlI2po1a3D9+nX88ssvqFKlCrZs2QJHR0d8+OGHcpf3jExzqegtffjhh8LgwYPVFtjLzc0VBg0aJLRp00bGykquWrVqwsKFC+Uuo0woFAohNTW1UHtcXJxgamoqQ0Wla9q0aUKlSpWEH374QTh//rwQExMjfP/990KlSpWEzz//XO7ySmTLli2Crq6u0LdvX+Hbb78VgoODhb59+wp6enrCtm3b5C6PXkGpVAoRERFyl1Emvv32W6FixYrCmDFjBH19fWHEiBFCx44dBaVSqfU/b7t27RKMjIyEYcOGCQYGBuLyLN9//73QtWtXmav7PwxNWsLQ0FCIjY0t1P7vv/9q/Xo/pqamRS5uqc0++ugj4aOPPhIqVKggdOvWTXz+0UcfCT4+PkKNGjUELy8vucssscqVKwu//fZbofa9e/cK9vb2MlRUeurVqycsW7asUPvSpUuFevXqyVARSVGjRg2tvbrxTerWrSuuZfTium8zZ84UxowZI2dpJda4cWNxYdUXj+2ff/4RbG1t5SxNjXaPnb9HzMzMkJycXKj95s2bWr/eT58+fRAaGip3GaVKqVRCqVRCEASYmpqKz5VKJezs7DB8+HBs3bpV7jJL7OHDh6hXr16h9nr16mn9PRKvX7+OHj16FGr38fFBYmKiDBWRFHPnzsWsWbPw5MkTuUspdcnJyeIVnEZGRuK9LP38/LBjxw45SyuxuLi4Iud4mpmZIT09/d0X9Aq8JERL9OvXD/7+/liyZAlatWoFhUKBiIgITJ48GZ9++qnc5ZVIrVq1MHPmTERFRcHFxaXQMgPjxo2TqbLi27BhAwCgRo0amDRpEkxMTGSuqGx88MEHWLlyJVasWKHWvnLlSnzwwQcyVVU6HBwccPjwYdSqVUut/fDhwxp1NQ+pW7p0KRISEmBra4saNWoU+n2izfN+7Ozs8ODBA1SvXh3Vq1dHVFQUPvjgAyQmJmr9TbMrV66Ma9euoUaNGmrtERERcHJykqeoIjA0aYklS5ZAoVBg4MCByMvLAwDo6elh1KhRWLhwoczVlczatWtRsWJFhIeHIzw8XG2bQqHQytD03OzZs+UuoUwtWrQI3bt3x99//w13d3coFAqcPHkSN2/exP79++Uur0SCgoIwbtw4xMTEqP2hsnHjRnz77bdyl0ev0KtXL7lLKDPt27fHvn374OrqCn9/f0yYMAG7du3C2bNn0bt3b7nLK5ERI0Zg/PjxWL9+PRQKBW7fvo3IyEhMmjRJo66g5tVzWubJkydISEiAIAioVasWjI2N5S6J3qA8X+0CPFvA8/vvv1dbW2X06NGwt7eXu7QS27NnD5YuXYrY2FgAEK+e69mzp8yV0fuooKAABQUF4hImP//8MyIiIlCrVi2MHDkS+vr6MldYMjNmzMDy5cvx9OlTAICBgQEmTZqEuXPnylzZ/2FoIipDK1aswIwZMzBo0CCsW7cOQ4YMQUJCAs6cOYMxY8bg66+/lrtEIiLZ5eTkQF9fH0+ePMHly5dRUFAAZ2dnVKxYEffv34e1tbXcJQJgaNIaH330UZErgisUChgaGqJWrVrw9fVF3bp1Zaju7U2cOBFz586FiYkJJk6c+Nq+y5Yte0dVlb569eph9uzZ+PTTT2Fqaorz58/DyckJs2bNwsOHD7X+ZssXLlwosv3592W1atXKxe0rSLNZWloiPj4e1tbWsLCweO3dE7T9AoW0tLRCixwPGTIElpaWcpdWIr169cLu3bsLre129+5ddOjQAZcuXZKpMnWc06QllEol9u7dC3NzczRt2hSCIOCff/5Beno6OnfujJ07d+Kbb77B4cOH0bp1a7nLfaN//vkHubm54r9fRdtvHfO6q11atmyp9aGpcePG4tfo+d9fL37N9PT00K9fP6xZs0br7kn3qg/fF/9QGTx4MIYMGSJDdfSi5cuXi1cRBwcHy1tMGQoPD0fPnj1hZmYGNzc3AM9Gs7/66iv8/vvvaNeuncwVFt+dO3fg7+8vXkTzvK19+/Zo0KCBjJW9RJ6VDuhtTZ06VRg1apTanePz8/OFzz77TJg+fbpQUFAgDB8+XGjdurWMVdLLHB0dhejoaEEQBMHNzU1YvXq1IAiCcPDgQcHCwkLO0krF3r17hbp16wo//vijcOHCBeH8+fPCjz/+KNSvX18ICQkRtm7dKlStWlUICgqSu9S3tmzZMsHKykoYMGCAsGLFCuHbb78VBgwYIFhbWwtff/21uAjf2rVr5S6V3hMNGjQQAgIChLy8PLEtLy9PGD58uNCgQQMZKyu5+/fvC87OzkJgYKAgCIJw69YtoU6dOkKfPn3UPvfkxtCkJaytrYW4uLhC7XFxcYKVlZUgCIJw4cIFQalUvuPKStf27duFzMxMucsoNf7+/sKXX34pCIIgrFq1SjAyMhI6duwomJubC0OHDpW5upJr1qyZcODAgULtBw4cEJo1ayYIgiDs2bNHcHJyetellVjv3r2FVatWFWpfvXq10Lt3b0EQBGHFihVCw4YN33VpJFG3bt2E27dvy11GqTE0NBSuXLlSqP3KlSuCoaGhDBWVrps3bwrVq1cXAgMDhdq1awv9+vVTC4iagItbaom8vDxcuXKlUPuVK1fE+5cZGhpq/emsESNG4O7du3KXUWrWrl2LGTNmAABGjhyJjRs3on79+pgzZw5WrVolc3Uld/HiRVSvXr1Qe/Xq1XHx4kUAz07h3blz512XVmIHDx5Ex44dC7V36NABBw8eBAB069aNN4DVYMeOHUNWVpbcZZQaV1dX8UrOF8XGxqJx48bvvqBSVrVqVRw6dAjbt29H8+bNsWPHDujo6MhdlhrOadISfn5+8Pf3x+eff45mzZpBoVDg9OnTmD9/PgYOHAjg2flujTr3WwxCObsuoUKFCmoTG/v27Yu+ffvKWFHpqlevHhYuXIi1a9eKlzvn5uZi4cKF4krh//33H2xtbeUss1gsLS2xb98+TJgwQa1937594qTbx48fa/2K/KQ9xo0bh/Hjx+PatWto2bIlACAqKgrff/89Fi5cqHZhRqNGjeQqU7JXzRt88uQJ9u3bBysrK7FNUybwMzRpieXLl8PW1haLFi0SR2JsbW0xYcIETJ06FQDQuXNndOnSRc4y6SWOjo4YMGAA+vfvX+TtRrTd999/Dx8fH1StWhWNGjWCQqHAhQsXkJ+fjz/++APAs9uRjB49WuZK397MmTMxatQoHD16FM2bNxf/UNm/fz9Wr14NADh06JBWT74t76pXr15oRXBt9vzuD1OmTClym0KhgCAIUCgU4hkITaaNk/a55IAWysjIAPDsnjzlTUREBJo1a1ZuLlNftmwZduzYgejoaDRp0gR+fn7o168fKleuLHdppSYzMxNbt25FfHw8BEFAvXr14OvrWy5GYE6cOIGVK1ciLi5OPLaxY8eKV0QSvUtJSUmS+xZ12lxT5eXlYdu2bfDy8oKdnZ3c5bwWQ5MWWrhwIUaOHAlzc3O5SykV7du3x+7duwsdT0ZGBnr16oUjR47IU1gpio+Px7Zt2xASEoLr16/D09MTAwYMEE+tElHpeXkto3r16mHo0KFav5ZReWZsbIzY2FiND3ucCK6F5s+frzHnd0tDWFhYoduLAMDTp09x/PhxGSoqfXXq1MGcOXMQFxeH48eP4969e+VufR8zM7NyOym6e/fuWjmZ/X0UHh4OR0dHrFixAmlpaXj48CG+++47ODo6Frq3pTYrbz9vLVq0eO2afZqCc5q0UHkZHHxx0uLly5eRkpIiPs/Pz8eBAwdQpUoVOUorE6dPn8b27duxc+dOqFQq/O9//5O7pFJVXr4vi1LersIqz8aMGYO+ffti1apV4pVX+fn5GD16NMaMGaMxK0uXVHn7eRs9ejSCgoJw69YtNG3aFCYmJmrbNWViO0/PaaEXb8ehzSpUqFBoNekXGRkZ4bvvvsPQoUPfdWml5vlpue3bt+PGjRvw9PRE//790bt373Ix5+dF5eX7sijl+djKGyMjI8TExBS6pVRcXBwaN25cbsJvefuefPn2KQA0cmI7R5q00OXLl8vFCExiYiIEQYCTkxNOnz6NSpUqidv09fVhY2OjcWt0vK169erBzc0NY8aMwSeffKLxkxxLYsCAAeXy4gSg/F2FVZ49X8vo5dBUXtYyeq68/bwlJibKXYIkHGnSIunp6di1axcSEhIwefJkWFpa4ty5c7C1tS0XIao8io+PR506deQug+i9sXPnTkyZMgVjx44tci2j+vXri3015ZSPVJs3b0a/fv0KXV2ck5ODkJAQXljyDjA0aYkLFy6gY8eOUCqVuHHjBuLi4uDk5ISZM2ciKSkJmzdvlrvEEklISEBwcLDanbvHjx+PmjVryl0avWTFihWS+44bN64MKyl9L86zexNt+8B9XxR1mudFmnjKRyodHR3cuXMHNjY2au0PHjyAjY2N1h3Py7Thc4ChSUt07NgRrq6uWLRokdq57JMnT8LX1xc3btyQu8RiO3jwIHx8fNC4cWO0bt0agiDg5MmTOH/+PPbt24dOnTrJXeJbsbS0RHx8PKytrV+54u1z2ngVpKOjo6R+CoVC667ueT7P7lW/FrX5A/d9UV7XMgKefX/evXtXbSoDAJw/fx6enp5a+fvkOW35HGBo0hJKpRLnzp1DzZo11UJTUlIS6tati6dPn8pdYrE1adIEXl5eWLhwoVr7tGnTEBoainPnzslUWfFs2rQJn3zyCQwMDLBp06bX9h00aNA7qoqkKM8fuKS9mjRpAoVCgfPnz6NBgwbQ1f2/6cj5+flITExEly5d8PPPP8tYZcloy+cAJ4JrCUNDQ3El8BfFxcUV+qtD28TGxhb5wz506FCtXGb/eRDKy8sDAK1Y5ZaeYRAqH/777z+cOHECqampKCgoUNumbaeMAaBXr14AgJiYGHh5eaFixYriNn19fdSoUQMff/yxTNWVDm35HGBo0hI9e/bEV199JX5TKRQKJCcnY9q0aVr/w1KpUiXExMSgdu3aau0xMTGFzt1rE11dXYwaNarIu5KXJ7du3cLvv/+O5OTkQouULlu2TKaqSs/ly5eLPDYfHx+ZKqLX2bBhA0aOHAl9fX1YWVmpnR5XKBRaGZpmz54NAKhRowb69esHQ0NDmSsqfdryOcDQpCWWLFmCbt26wcbGBllZWWjXrh1SUlLg7u6Or7/+Wu7ySiQgIADDhw/H9evX0apVKygUCkREROCbb75BUFCQ3OWVyPNVbsvrCMbhw4fh4+MDR0dHxMXFoWHDhrhx4wYEQYCrq6vc5ZXI9evX8dFHH+HixYtq85yefwhzTpNmmjVrFmbNmoXp06e/cVK4tinPp/O15XOAc5q0zJEjR3Du3DkUFBTA1dUVHTt2lLukEhMEAcHBwVi6dClu374NALC3t8fkyZMxbty4106k1nS//PILpk2bhgkTJmj0KrfF1bx5c3Tp0gVfffWVONfOxsYG/fv3R5cuXTBq1Ci5Syy2Hj16QEdHB+vWrRPXEnvw4AGCgoKwZMkStGnTRu4SqQhWVlY4ffq0Rl1xVVpeXBC4KNoc5LXlc4ChSUu8L+tzPHr0CADKzWrZ2rLKbXGZmpoiJiYGNWvWhIWFBSIiItCgQQOcP38ePXv21OqrOq2trXHkyBE0atQISqUSp0+fRt26dXHkyBEEBQVpxX2y3kdTpkyBpaUlpk2bJncppW7v3r1q4SE3Nxf//PMPNm3ahDlz5sDf31/G6kqPJn8OMDRpifK+Pkd59aarsbT9tJ2dnR2OHDkCZ2dnNGjQAAsWLICPjw/Onz+P1q1bIzMzU+4Si83CwgLR0dFwcnJCzZo18eOPP8LT0xMJCQlwcXHBkydP5C6RipCfnw9vb29kZWXBxcWl0Eru5WGe3cue39Pyt99+k7uUYlu3bh08PDwKzWnSNJzTpCWej0y87NatW1AqlTJUVHru3r2LSZMm4fDhw0hNTS20Ro62BsJHjx4hPj4eubm5aN68OaytreUuqdS1bNkSJ06cgLOzM7p3746goCBcvHgRu3fvFldj1lYNGzbEhQsX4OTkhBYtWmDRokXQ19fH2rVry839vsqj+fPn4+DBg+JtVF6eCF4etWjRAgEBAXKXUSJLly7FiBEjYGdnh3bt2sHDwwPt2rVDvXr15C5NDUeaNNz7sD5H165dkZycjM8++wyVK1cu9IutZ8+eMlVWfBcuXEDXrl2RkpICQRBgZmaGXbt2lYs5aC+6fv06MjMz0ahRIzx58gSTJk1CREQEatWqheXLl2v1SNrBgwfx+PFj9O7dG9evX4e3tzeuXLkCKysr7Ny5E+3bt5e7RCqChYUFli9fjsGDB8tdyjuRlZWF6dOn46+//kJcXJzc5ZRISkoKjh49ivDwcISFheHq1auoVKkSPDw8EBISInd5ABiaNN6cOXPE/wYFBb1yfQ59fX25SiwxU1NTHD9+vFzdTLNbt25IS0vD0qVLYWhoiDlz5iAuLg5XrlyRu7RSk5+fj4iICDRq1AgWFhZyl/NOPHz48I2rvJO87OzscPz4cY0/zVMcL3/vCYKAR48ewdjYGFu3bi03y2A8fvwYERERCAkJwdatWyEIgrjundwYmrTEpk2byu36HM7Ozti2bRuaNGkidymlxsbGBvv374ebmxuA/5t7plKp1IKvtjM0NERsbKzkW6toE5VKhfz8fFhaWqq1P3z4ELq6uuXqDvPlyYIFC3Dnzp23ukeitnj5DgMVKlRApUqV0KJFC63/w+Wvv/4SR5ien1lp27YtPDw80KZNG405PoYmkl1oaCiWLl2KNWvWoEaNGnKXUyoqVKiAlJQUtYn7pqamuHDhQrkKGM2aNcPChQvRoUMHuUspdV27dkWPHj0wevRotfbVq1fj999/x/79+2WqjF7no48+wpEjR2BlZYUGDRoUmgi+e/dumSqj13keAIOCgjBixAiNnavL0KQl8vPzsXz5cvz8889Frk6szTdqtLCwwJMnT5CXlwdjY+NCv+S08dh0dHQQHx8v3uJGEAQ4ODggIiJCLRhq+2hFaGgopk6dirlz5xa5DpU2H5+lpSVOnDiB+vXrq7VfuXIFrVu3xoMHD2SqjF5nyJAhr92+YcOGd1RJ2UhPT8dPP/2E2NhYKBQKODs7Y+jQoRobMqQKDg7GsWPHcPz4cejo6IiTwT08PAr9DMqJoUlLzJo1Cz/++CMmTpyImTNnYsaMGbhx4wb27t2LWbNmaeWtAZ4rjze1LWoRuhevgCwv6zS9uA7Vy3MttP34TExMEBUVBRcXF7X2ixcvokWLFlxygN65s2fPwsvLC0ZGRmjevDkEQcDZs2eRlZWF0NBQrV+F/7mLFy8iPDwcR48exb59+2BlZYU7d+7IXRYAhiatUbNmTaxYsQLdu3dXW1BwxYoViIqKwvbt2+UukV4QHh4uqV+7du3KuJKy9abj1Obj8/DwgIuLC7777ju19jFjxuDChQs4fvy4TJXRm+Tl5SEsLAwJCQnw9fWFqakpbt++DTMzM62eU9imTRvUqlUL69atE6+kzsvLw7Bhw3D9+nUcO3ZM5gpL7p9//kFYWBiOHj2K48eP49GjR2jSpAnOnDkjd2kAGJq0homJCWJjY1GtWjVUrlwZf/75J1xdXXH9+nU0adIEKpVK7hJLRffu3fHjjz+icuXKcpdC77kTJ06gY8eOaNasmThn6/Dhwzhz5gxCQ0N5GxUNlZSUhC5duiA5ORnZ2dmIj4+Hk5MTAgMD8fTpU6xevVruEovNyMgI//zzT6G1iy5fvgw3NzetHv308fFBREQEMjIy0LhxY/HUXNu2bTXqNH/5upthOVa1alVxeLJWrVoIDQ0FAJw5c6bQrVW02bFjx5CVlSV3GfQWjh8/jgEDBqBVq1b477//AABbtmxBRESEzJWVTOvWrREZGYmqVavi559/xr59+1CrVi1cuHCBgUmDjR8/Hm5ubkhLS4ORkZHY/tFHH+Hw4cMyVlZyZmZmSE5OLtR+8+ZNjbzlyNuoU6cONm/ejIcPH+Ls2bNYsmQJvL29NSowAVwRXGs8/4Fv0aIFxo8fj08//RQ//fQTkpOTMWHCBLnLo/fUr7/+Cj8/P/Tv3x/nzp1DdnY2gGeroc+fP1/rrzBr3LgxT31rmYiICJw4caLQ2nXVq1cXQ7226tevH/z9/bFkyRK0atUKCoUCERERmDx5Mj799FO5yyuRJUuWiP++desW7O3ti7x3p9wYmrTEwoULxX//73//g4ODA06cOIFatWqVmwXNgGe/2F6+eo4017x587B69WoMHDhQbcXeVq1a4auvvpKxstKRn5+PvXv3ql2p5OPjAx0dHblLo1coKCgo8gKEW7duaf1ozJIlS6BQKDBw4EBxsUc9PT2MGjVK7TNC2zk7OyMmJkYjb1fEOU1a4tixY2jVqpXabVSAZ5MAT548ibZt28pUGb3PjI2NcfnyZdSoUQOmpqY4f/48nJyccP36dTg7O+Pp06dyl1hs165dQ/fu3XHr1i3UrVsXgiAgPj4eDg4O+PPPP1GzZk25S6Qi9OvXD0qlEmvXrhXXRqtUqRJ69uyJatWqaf2SAwDw5MkTJCQkQBAE1KpVC8bGxnKXVKpe/F2iaTjSpCU8PT1x584dtcUSgWerFnt6emr1pd0AkJaWprb2SL169TB06NBCqzGTZqlcuTKuXbtWaFHSiIgIjfyF9zbGjRsHJycnREZGit+HDx48wIABAzBu3Dj8+eefMldIRVm+fDk8PT3F0O7r64urV6/C2toaO3bskLu8UmFsbFxoKQx6NxiatMSLa/y86MGDB4UWFNQ24eHh6NmzJ8zMzMTbjnz33XeYO3cufv/9d62+bL28GzFiBMaPH4/169dDoVDg9u3biIyMxKRJkzBr1iy5yyuR8PBwREVFqQV3KysrLFy4EK1bt5axMnode3t7xMTEICQkBNHR0SgoKIC/vz/69++vNjFcGz1+/BgLFy7E4cOHkZqaioKCArXt169fl6myksnNzUXnzp2xZs0a1KlTB59//rnG/sHM0KThevfuDeDZwoGDBw9Wu1IuPz8fFy5cQKtWreQqr1SMGTMGffv2xapVq8S5Ivn5+Rg9ejTGjBmDS5cuyVwhvcqUKVPE0c6nT5+ibdu2MDAwwKRJk/DZZ5/JXV6JGBgY4NGjR4XaMzMztfoG2e8DIyMjDBky5I2rg2ubYcOGITw8HH5+fqhcuXK5uXG0np4eLl26JB7P9OnTZa7o1TinScM9/6HftGkT+vbtq/aXkr6+PmrUqIGAgABYW1vLVWKJGRkZISYmBnXr1lVrj4uLQ+PGjbkEgRZ48uQJLl++jIKCAjg7O2v1AoLPDRw4EOfOncNPP/2E5s2bAwBOnTqFgIAANG3aFBs3bpS3QHojMzMzjZ1QXBzm5ub4888/y+VIZ1BQEPT09DR+QjtHmjTc80mLNWrUwKRJk7T+VFxRXF1dERsbWyg0xcbGonHjxvIURW/F2NhYPLVaXqxYsQKDBg2Cu7u7eEVnXl4efHx8EBwcLG9xJEl5GxOwsLDQ2NNWJZWTk4Mff/wRhw4dgpubW6HPumXLlslUmTqONGmp8PBwPH78GO7u7rCwsJC7nBLZuXMnpkyZgrFjx6Jly5YAgKioKHz//fdYuHCh2s0aGzVqJFeZ9P89P2UsRXm4o/y1a9cQGxsLQRDg7OyMWrVqyV0SSaTJV2EVx9atW/Hbb79h06ZN5e6KOU9Pz1duUygUOHLkyDus5tUYmjTc4sWLkZmZiTlz5gB49pdT165dxRXBbWxscPjwYTRo0EDOMkvkTQuYKRSKcnED2PLixXkigiBgz549UCqV4khTdHQ00tPT0bt373JxeffLzp8/D1dXV34vapDevXtj48aNMDMzw+bNm9GvXz8YGBhg1KhRmDt3rlZPX2jSpIna3KVr165BEATUqFGj0Jp2586de9flvXcYmjScq6srpk6din79+gEAfvnlFwwaNAiHDh1C/fr1MXDgQBgbG+Pnn3+WudLiS0pKkty3evXqZVgJva2pU6fi4cOHWL16daFJ/GZmZli8eLHMFZa+8+fPo0mTJoWuXCL56OvrIykpCZUrV4aOjk6Ry7Noq+d/MEsxe/bsMqzk3bh27RoSEhLQtm1bGBkZvfLKcbkwNGk4CwsLnDx5UjxFNWTIEOTl5WHLli0Anp3G6tOnD27evClnmfSeqlSpEiIiIoqcxN+qVSs8ePBApsrKDkeaNE+jRo3g6uoKT09PDBkyBCtWrHjlPcsGDhz4jqsjKR48eIC+ffvi6NGjUCgUuHr1KpycnODv7w9zc3MsXbpU7hIBcCK4xsvNzVVbZiAyMhLjx48Xn9vb2+P+/ftylFaq/vvvP5w4caLItUfGjRsnU1X0Jnl5ea+cxM+RGHpXVq9ejYkTJ+LPP/+EQqHAF198UeToxPNbkGgrJycnnDlzBlZWVmrt6enpcHV11dp1mgBgwoQJ0NPTQ3Jysto81n79+mHChAkMTSRNrVq1cOzYMTg5OSE5ORnx8fFqiz3eunWr0A+QttmwYQNGjhwJfX19WFlZqf2yUygUDE0abMiQIRg6dCiuXbumNol/4cKFWrtGTkZGxmu3F7V2E8mrVatWiIqKAvBsjmR8fHy5OT33ohs3bhQ5wpmdnY1bt27JUFHpCQ0NxcGDB1G1alW19tq1a7/VFI6yxtCk4UaNGoXPPvsMx48fR1RUFNzd3eHs7CxuP3LkCJo0aSJjhSU3a9YszJo1C9OnT9fIu1rTqy1ZsgR2dnZYvnw57ty5A+DZrVWmTJmCoKAgmasrHnNz89fOodC0ORakLjExEZUqVZK7jFL1+++/i/8+ePAglEql+Dw/Px+HDx+Go6OjHKWVmsePHxd5ReD9+/fVzrbIjXOatMBPP/2EP/74A3Z2dpg9ezbs7OzEbaNHj0anTp3w0UcfyVhhyVhZWeH06dO8AaqWez5C86q5JNoiPDxcUj/e3kdzXLhwQXJfbVy25Pkfk8+vJH6Rnp4eatSogaVLl8Lb21uO8kpF9+7d4erqirlz54o3Wq5evTo++eQTFBQUYNeuXXKXCIChiTTAlClTYGlpiWnTpsldChVDXl4ewsLCkJCQAF9fX5iamuL27dswMzMrFyuDk+arUKFCkYHiufKybImjoyPOnDmj1UsovMrly5fh4eGBpk2b4siRI/Dx8cG///6Lhw8f4sSJExrzRzVDE8kuPz8f3t7eyMrKgouLS6G1RzRlJVgqLCkpCV26dEFycjKys7MRHx8PJycnBAYG4unTp1i9erXcJdJ7gMuWlA8pKSlYtWqVeKNlV1dXjBkzBpUrV5a7NBHnNJHs5s+fj4MHD4pXYL08EZw01/jx4+Hm5obz58+rXZDw0UcfYdiwYTJWRu+T8hyEVqxYgeHDh8PQ0BArVqx4bV9tv2jGzs7urdalkgNHmkh2FhYWWL58OQYPHix3KfSWrK2tceLECdStW1ftlhU3btyAs7Mznjx5IneJ9B7asmULVq9ejcTERERGRqJ69eoIDg6Go6MjevbsKXd5b8XR0RFnz56FlZXVayd7KxQKrV5ywNHREQMGDMCAAQMKLWGiSXipEsnOwMCgXN61+31QUFBQ5ByRW7duwdTUVIaK6H23atUqTJw4Ed26dUN6err4/Wlubq6VN1pOTEwUR3ETExNf+dDmwAQAY8eOxYEDB1C/fn00bdoUwcHB4hW5moShiWQ3fvx4fPfdd3KXQcXQqVMntQ8ihUKBzMxMzJ49G926dZOvMHpvfffdd1i3bh1mzJgh3toHANzc3HDx4kUZKyu+L774AkeOHMHTp0/lLqXMTJw4EWfOnMGVK1fg7e2NVatWoVq1aujcuTM2b94sd3kinp4j2X300Uc4cuQIrKys0KBBg0ITwXfv3i1TZfQmt2/fhqenJ3R0dHD16lW4ubnh6tWrsLa2xrFjx8rlAoOk2YyMjHDlyhVUr15d7ZTx1atX0ahRI2RlZcld4lurWbMmEhMToa+vjxYtWsDT0xPt27dHy5Ytoa+vL3d5ZSYqKgqjRo3ChQsXNOaqR04EJ9mZm5ujd+/ecpdBxWBvb4+YmBjs2LED586dQ0FBAfz9/dG/f38YGRnJXR69hxwdHRETE1Nocvhff/2ltjCwNklISMB///2HI0eOICwsDFu2bMFXX30FIyMjuLu7w9PTE56enmjVqpXcpZaK06dPY/v27di5cydUKhX+97//yV2SiCNNRPTWZs2ahWnTpokr+Kalpb1xJW2id2HDhg2YOXMmli5dCn9/f/z4449ISEjAggUL8OOPP+KTTz6Ru8RScfPmTRw9ehRhYWH49ddf8fjxY+Tl5cldVrHFx8dj27Zt2L59O27cuAFPT0/0798fvXv31qj5kQxNpBG4QKJ20dHRwZ07d8TTb2ZmZoiJiYGTk5PMlREB69atw7x583Dz5k0AQJUqVfDll1/C399f5spKR0JCAsLCwsSRJ5VKBXd3dxw6dEju0oqtQoUKcHNzg6+vLz755BO1O19oEoYmkh0XSNQ+FSpUQEpKihiaXpw7QqQp7t+/j4KCAq2fW5eYmIijR4+KI0sqlQqtW7dGu3bt0K5dOzRr1gy6uto92yY+Ph516tSRu4w30u7/y1QucIFEIioL1tbWCA8PR3R0NFq2bAkLCwu5SyqWmjVrolq1ahg9ejTGjRsHV1dXtSsDy4M6deogPT0du3btQkJCAiZPngxLS0ucO3cOtra2qFKlitwlAmBoIg0QERGBEydOFLoKpHr16vjvv/9kqopeR6FQ4NGjRzA0NBTv6ZWZmSnetPc5bb95L2mPxYsXIzMzU1xRWhAEdO3aFaGhoQAAGxsbHD58GA0aNJCzzGLp06cPjh07hgULFiAiIgLt2rWDp6cnmjRpUm7mEV64cAEdOnSAubk5bty4gYCAAFhaWmLPnj1ISkrSmGUHuE4TyY4LJGofQRBQp04dWFhYwNLSEpmZmWjSpAksLCxgYWEBc3Nzrf2rnrTTjh071K6O27VrF44dO4bjx4/j/v37cHNz0/hbdLzKzp07cefOHURGRqJr1644ffo0unXrBgsLC3h7e2Px4sU4c+aM3GWWyIQJEzBkyBBcvXoVhoaGYnvXrl1x7NgxGStTxzlNJLt+/fpBqVRi7dq1MDU1xYULF1CpUiX07NkT1apVw4YNG+QukV4SHh4uqV+7du3KuBKiZywsLHDy5EnUr18fADBkyBDk5eVhy5YtAJ6t+dOnTx9xcnh5cPnyZWzfvh3fffed1l89p1Qqce7cOdSsWVNtjmRSUhLq1q2rMQt78vQcyW758uXw9PSEs7Mznj59Cl9fX3GBxB07dshdHhWBYYg0TW5uLgwMDMTnkZGRGD9+vPjc3t4e9+/fl6O0UnX37l2EhYUhLCwMR48eRXx8PAwMDNCmTRu5SysRQ0PDQqf3ASAuLg6VKlWSoaKiMTSR7J4vkBgSEoLo6GgukEhEb61WrVo4duwYnJyckJycjPj4eLVwf+vWLbULTbTJL7/8Il45FxcXB11dXTRv3hx9+/YVF7V8MTBqo549e+Krr77Czz//DODZvMnk5GRMmzYNH3/8sczV/R+eniMiIq23Zs0aBAUFoV+/foiKioK5uTlOnDghbp83bx5OnTqFffv2yVhl8ejr68PNzU1c+bt169bl7g/KjIwMdOvWDf/++y8ePXoEe3t7pKSkwN3dHfv374eJiYncJQLgSBNpGC6SSETFMWLECOjq6uKPP/5A27ZtMXv2bLXtt2/fxtChQ2WqrmTS0tI0JjSUFTMzM0RERODIkSPiLZlcXV3RsWNHuUtTw5Em0ihcJJGIiDQVR5qIiIhIFlLXXxo4cGAZVyINR5pIFr1798bGjRthZmaGzZs3o1+/fjAwMMCoUaMwd+5cWFtby10iERGVsdet56ZQKMSlFIpay08ODE0kC319fSQlJaFy5cqFbv5KRETvtzt37mDOnDlYv3492rdvjwMHDshdEgCeniOZ1KtXD9OnT4enpycEQcDPP//8yltuaMqwLBERla1Hjx7hm2++wbfffosGDRrg4MGD8PT0lLssEUeaSBYnT57ExIkTkZCQgIcPH8LU1LTIeygpFAo8fPhQhgqJiOhdycnJwcqVKzF//nxYW1tj3rx5+N///id3WYUwNJHsKlSogJSUFJ6eIyJ6zwiCgM2bN2PWrFnIy8vD7Nmz4e/vDx0dHblLKxJDE8kuKSkJ1apVKzd36yYiImkaNWqEhIQEjB07FoGBgTA2Ni6y36umb7xrDE0kiwsXLkju26hRozKshIiI5FKhQgXx30X94SwIAhQKhcZcPceJ4CSLxo0bQ6FQ4FWZ/fk2TfphISKi0nX06FG5S3grHGkiWSQlJUnuW7169TKshIiISBqGJiIiIiIJKry5C1HZ27JlC1q3bg17e3txFCo4OBi//fabzJURERE9w9BEslu1ahUmTpyIbt26IT09XZzDZG5ujuDgYHmLIyIi+v8Ymkh23333HdatW4cZM2aorc3h5uaGixcvylgZERHR/2FoItklJiaiSZMmhdoNDAzw+PFjGSoiIiIqjKGJZOfo6IiYmJhC7X/99RecnZ3ffUFERERF4DpNJLvJkydjzJgxePr0KQRBwOnTp7Fjxw4sWLAAP/74o9zlERERAeCSA6Qh1q1bh3nz5uHmzZsAgCpVquDLL7+Ev7+/zJURERE9w9BEGuX+/fsoKCjgzXuJiEjjMDSRxgkPD8eTJ0/QsmVLWFhYyF0OERERAM5pIhktXrwYmZmZmDNnDoBnN2bs2rUrQkNDAQA2NjY4fPgwGjRoIGeZREREAHj1HMlox44dalfH7dq1C8eOHcPx48dx//59uLm5iYGKiIhIbjw9R7KxsLDAyZMnUb9+fQDAkCFDkJeXhy1btgAAoqKi0KdPH3FyOBERkZw40kSyyc3NhYGBgfg8MjISrVq1Ep/b29vj/v37cpRGRERUCEMTyaZWrVo4duwYACA5ORnx8fFo166duP3WrVuwsrKSqzwiIiI1nAhOshk1ahQ+++wzHD9+HFFRUXB3d1eb43TkyJEib69CREQkB4Ymks2IESOgq6uLP/74A23btsXs2bPVtt++fRtDhw6VqToiIiJ1nAhOREREJAHnNBERERFJwNBEREREJAFDExEREZEEDE1EREREEjA0EREREUnA0EREREQkAUMTERERkQQMTUREREQSMDQR0Xtt8ODB6NWrV5nsu0aNGggODi6TfRPRu8fQREQaZ/Xq1TA1NUVeXp7YlpmZCT09PbRp00at7/Hjx6FQKBAfH/9Oa8zIyMCMGTNQr149GBoaws7ODh07dsTu3bvBGy0QlU+89xwRaRxPT09kZmbi7NmzaNmyJYBn4cjOzg5nzpzBkydPYGxsDAAICwuDvb096tSp81bvkZ+fD4VCUaz60tPT8eGHH0KlUmHevHlo1qwZdHV1ER4ejilTpqB9+/YwNzcv1r6JSHNxpImINE7dunVhb2+PsLAwsS0sLAw9e/ZEzZo1cfLkSbV2T09PpKWlYeDAgbCwsICxsTG6du2Kq1eviv02btwIc3Nz/PHHH3B2doaBgQGSkpIKvXd0dDRsbGzw9ddfv7K+zz//HDdu3MCpU6cwaNAgODs7o06dOggICEBMTAwqVqxY5OuWLVsGFxcXmJiYwMHBAaNHj0ZmZqa4PSkpCT169ICFhQVMTEzQoEED7N+/HwCQlpaG/v37o1KlSjAyMkLt2rWxYcMGyf9PiajkGJqISCN5eHjg6NGj4vOjR4/Cw8MD7dq1E9tzcnIQGRkJT09PDB48GGfPnsXvv/+OyMhICIKAbt26ITc3V9zHkydPsGDBAvz444/4999/YWNjo/aeYWFh6NChA+bMmYMZM2YUWVdBQQFCQkLQv39/2NvbF9pesWJF6OoWPYhfoUIFrFixApcuXcKmTZtw5MgRTJkyRdw+ZswYZGdn49ixY7h48SK++eYbMYDNnDkTly9fxl9//YXY2FisWrUK1tbWEv9vElFp4Ok5ItJIHh4emDBhAvLy8pCVlYV//vkHbdu2RX5+PlasWAEAiIqKQlZWFj788EMMGzYMJ06cQKtWrQAA27Ztg4ODA/bu3Ys+ffoAAHJzc/HDDz/ggw8+KPR+v/32G/z8/LBmzRp8+umnr6zr/v37SEtLQ7169d76mAIDA8V/Ozo6Yu7cuRg1ahR++OEHAEBycjI+/vhjuLi4AACcnJzE/snJyWjSpAnc3NwAPJtkTkTvFkeaiEgjeXp64vHjxzhz5gyOHz+OOnXqwMbGBu3atcOZM2fw+PFjhIWFoVq1aoiLi4Ouri5atGghvt7Kygp169ZFbGys2Kavr49GjRoVeq9Tp07h448/xqZNm9QCU3JyMipWrCg+5s+fL07yLs58qKNHj6JTp06oUqUKTE1NMXDgQDx48ACPHz8GAIwbNw7z5s1D69atMXv2bFy4cEF87ahRoxASEoLGjRtjypQpaqcoiejdYGgiIo1Uq1YtVK1aFUePHsXRo0fRrl07AICdnR0cHR1x4sQJHD16FO3bt3/l1WqCIKiFGyMjoyLDTs2aNVGvXj2sX78eOTk5Yru9vT1iYmLEx8iRI1GpUiVYWFiohTEpkpKS0K1bNzRs2BC//voroqOj8f333wOAeApx2LBhuH79Ovz8/HDx4kW4ubnhu+++AwB07doVSUlJCAwMxO3bt9GhQwdMmjTprWogopJhaCIijeXp6YmwsDCEhYXBw8NDbG/Xrh0OHjyIqKgoeHp6wtnZGXl5eTh16pTY58GDB4iPj0f9+vXf+D7W1tY4cuQIEhIS0K9fPzHE6OrqolatWuLD0tISFSpUQL9+/bBt2zbcvn270L4eP36stlTCc2fPnkVeXh6WLl2Kli1bok6dOkW+3sHBASNHjsTu3bsRFBSEdevWidsqVaqEwYMHY+vWrQgODsbatWvfeGxEVHoYmohIY3l6eiIiIgIxMTHiSBPwLDStW7cOT58+haenJ2rXro2ePXsiICAAEREROH/+PAYMGIAqVaqgZ8+ekt7LxsYGR44cwZUrV/Dpp58WGXyemz9/PhwcHNCiRQts3rwZly9fxtWrV7F+/Xo0btxY7Yq452rWrIm8vDx89913uH79OrZs2YLVq1er9QkMDMTBgweRmJiIc+fO4ciRI2LomzVrFn777Tdcu3YN//77L/744w9JgZCISg9DExFpLE9PT2RlZaFWrVqwtbUV29u1a4dHjx6hZs2acHBwAABs2LABTZs2hbe3N9zd3SEIAvbv3w89PT3J72dnZ4cjR47g4sWL6N+/P/Lz84vsZ2FhgaioKAwYMADz5s1DkyZN0KZNG+zYsQOLFy+GUqks9JrGjRtj2bJl+Oabb9CwYUNs27YNCxYsUOuTn5+PMWPGoH79+ujSpQvq1q0rThLX19fH9OnT0ahRI7Rt2xY6OjoICQmRfGxEVHIKgUvXEhEREb0RR5qIiIiIJGBoIiIiIpKAoYmIiIhIAoYmIiIiIgkYmoiIiIgkYGgiIiIikoChiYiIiEgChiYiIiIiCRiaiIiIiCRgaCIiIiKSgKGJiIiISAKGJiIiIiIJ/h+GIqoiJQi4cgAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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dNWZSdFnzvv9Gyv77zdNzREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNRERERErgbVSIiIg+odK844Gq3u3A09MT9erVw9KlS6WO8lE40kRERESiY8eOQSaTwdzcHC9evFDYdvbsWchkMshkMonSSYtFExERERViYmKCffv2KbRt2LABlStXliiR9Fg0ERERUSEDBgzAhg0bxOfZ2dkIDQ3FgAEDFPo9evQIX3/9NSpVqoRy5crB1dUVO3bseO975+bmYsKECahYsSKMjIzQuHFjHDt27FMcRoli0URERESF+Pj44MSJE0hOTgYA7NmzB1WqVIGbm5tCvxcvXqBBgwb4448/EB8fj2HDhsHHxwdnzpx553sPGjQIJ0+eRGhoKOLi4vDVV1+hQ4cOuHHjxic9po/FoomIiIgKsba2RseOHRESEgLg1am5wYMHF+pXsWJFjBs3DvXq1UPVqlUxatQotG/fHr/88kuR75uYmIgdO3bgl19+QbNmzfDZZ59h3Lhx+OKLL7Bx48ZPeUgfjVfPERERUZEGDx6M7777Dv369cPp06fxyy+/4MSJEwp98vPzMXfuXOzcuRP//vsvcnJykJOTAyMjoyLfMyYmBoIgoEaNGgrtOTk5sLS0/GTHUhJYNBEREVGROnXqhOHDh8PX1xddu3YtsqhZtGgRlixZgqVLl8LV1RVGRkbw9/dHbm5uke9ZUFAAbW1tREdHQ1tbW2GbsbHxJzmOksKiiYiIiIqkra0NHx8fzJ8/H3/99VeRfU6cOIHu3bujX79+AF4VRTdu3ICTk1OR/evXr4/8/Hzcv38fzZo1+2TZPwXOaSIiIqJ3+uGHH/DgwQO0b9++yO3VqlVDeHg4Tp06hYSEBAwfPhxpaWnvfL8aNWqgb9++6N+/P/bu3YukpCScO3cO8+bNw4EDBz7VYZQIjjQRERF9Qqq6Srey9PT0UL58+XdunzZtGpKSktC+fXuUK1cOw4YNQ48ePZCZmfnO12zcuBGzZ89GQEAA/v33X1haWsLd3R2dOnX6FIdQYmSCIAhSh1AXWVlZkMvlyMzMhKmpqdRxypTSvM0AUPa/xIhItbx48QJJSUlwdHSEgYGB1HGoCO/7b6Tsv988PUdERESkBBZNREREREqQtGg6fvw4unbtCjs7O8hkMvz666/itry8PEycOFG8fNHOzg79+/fH3bt3Fd4jJycHo0aNQvny5WFkZIRu3brhzp07Cn3S09Ph4+MDuVwOuVwOHx8fZGRkKPRJTk5G165dYWRkhPLly2P06NHvvFySiIiINI+kRdOzZ89Qt25drFy5stC258+fIyYmBtOmTUNMTAz27t2L69evo1u3bgr9/P39sW/fPoSGhiIyMhJPnz5Fly5dkJ+fL/bx9vZGbGwswsLCEBYWhtjYWPj4+Ijb8/Pz0blzZzx79gyRkZEIDQ3Fnj17EBAQ8OkOnoiIiMoUSa+e69ixIzp27FjkNrlcjvDwcIW2FStW4PPPP0dycjIqV66MzMxMrF+/Hlu2bEGbNm0AAFu3boW9vT3+/vtvtG/fHgkJCQgLC0NUVBQaN24MAFi7di3c3d1x7do11KxZE4cOHcKVK1eQkpICOzs7AK8W6xo4cCDmzJnDSd1ERERUtuY0ZWZmQiaTwczMDAAQHR2NvLw8tGvXTuxjZ2cHFxcXnDp1CgBw+vRpyOVysWACgCZNmkAulyv0cXFxEQsmAGjfvj1ycnIQHR39zjw5OTnIyspSeBAREZF6KjNF04sXLzBp0iR4e3uLIz9paWnQ09ODubm5Ql8bGxtxYa20tDRYW1sXej9ra2uFPjY2Ngrbzc3Noaen994FuoKDg8V5UnK5HPb29h91jERERKS6ykTRlJeXhz59+qCgoAA//fTTB/sLggCZTCY+f/PPH9PnbZMnT0ZmZqb4SElJ+WA2IiIiKptUvmjKy8uDl5cXkpKSEB4erjC/yNbWFrm5uUhPT1d4zf3798WRI1tbW9y7d6/Q+z548EChz9sjSunp6cjLyys0AvUmfX19mJqaKjyIiIhIPan0bVReF0w3btzA0aNHC91duUGDBtDV1UV4eDi8vLwAAKmpqYiPj8f8+fMBAO7u7sjMzMTZs2fx+eefAwDOnDmDzMxMeHh4iH3mzJmD1NRUVKhQAQBw6NAh6Ovro0GDBqV1uEREpIaSZ7mW2r4qT79UavsqbYGBgfj1118RGxsrWQZJR5qePn2K2NhY8QNISkpCbGwskpOT8fLlS3z55Zc4f/48tm3bhvz8fKSlpSEtLU1cP0kul8PX1xcBAQE4fPgwLly4gH79+sHV1VW8ms7JyQkdOnTA0KFDERUVhaioKAwdOhRdunRBzZo1AQDt2rWDs7MzfHx8cOHCBRw+fBjjxo3D0KFDOXpEREQa5dixY5DJZIUeU6dOlTqa5CQdaTp//jxatmwpPh87diwAYMCAAQgMDMT+/fsBAPXq1VN43dGjR+Hp6QkAWLJkCXR0dODl5YXs7Gy0bt0aISEh0NbWFvtv27YNo0ePFq+y69atm8LaUNra2vjzzz/h5+eHpk2bwtDQEN7e3li4cOGnOGwiIiKVd+3aNYWBA2NjYwnTqAZJR5o8PT0hCEKhR0hICKpUqVLkNkEQxIIJAAwMDLBixQo8evQIz58/x++//17oKjYLCwts3bpVXBZg69at4rIFr1WuXBl//PEHnj9/jkePHmHFihXQ19cvhU+BiIhI9VhbW8PW1lZ8vC6a/v33X/Tu3Rvm5uawtLRE9+7dcevWLfF1AwcORI8ePRAUFAQbGxuYmZlh5syZePnyJcaPHw8LCwtUqlQJGzZsUNjfxIkTUaNGDZQrVw5Vq1bFtGnTkJeX996MGzduhJOTEwwMDFCrVi2lLhb7GCo9p4mIiIhUx/Pnz9GyZUs0a9YMx48fh46ODmbPno0OHTogLi4Oenp6AIAjR46gUqVKOH78OE6ePAlfX1+cPn0azZs3x5kzZ7Bz506MGDECbdu2FQc6TExMEBISAjs7O1y6dAlDhw6FiYkJJkyYUGSWtWvXYsaMGVi5ciXq16+PCxcuYOjQoTAyMsKAAQM+yfGr/NVzREREVPoqVaoEY2Nj8fHo0SOEhoZCS0sL69atg6urK5ycnLBx40YkJyfj2LFj4mstLCywfPly1KxZE4MHD0bNmjXx/PlzfP/996hevTomT54MPT09nDx5UnzN1KlT4eHhgSpVqqBr164ICAjArl273pnvhx9+wKJFi9CzZ084OjqiZ8+eGDNmDNasWfPJPhOONBEREVEhJ06cgImJifjc3Nwc0dHR+OeffxTagVcLUCcmJorPa9euDS2t/xuXsbGxgYuLi/hcW1sblpaWuH//vti2e/duLF26FP/88w+ePn2Kly9fvvNirAcPHiAlJQW+vr4YOnSo2P7y5UvI5fLiH/QHsGgiIiKiQhwdHQvN/y0oKECDBg2wbdu2Qv2trKzEP+vq6ipsk8lkRbYVFBQAAKKiotCnTx/MnDkT7du3h1wuR2hoKBYtWlRkttevW7t2rcJt0gAoXAhW0lg0ERERkVLc3Nywc+dOWFtbl+iSPCdPnoSDgwOmTJkitt2+ffud/W1sbFCxYkXcvHkTffv2LbEcH8I5TURERKSUvn37onz58ujevTtOnDiBpKQkRERE4LvvvsOdO3eK/b7VqlVDcnIyQkNDkZiYiOXLl2Pfvn3vfU1gYCCCg4OxbNkyXL9+HZcuXcLGjRuxePHiYuf4EI40ERERfULqtEp3uXLlcPz4cUycOBE9e/bEkydPULFiRbRu3fqjRp66d++OMWPG4Ntvv0VOTg46d+6MadOmITAw8J2vGTJkCMqVK4cFCxZgwoQJMDIygqurK/z9/Yud40NkgiAIn+zdNUxWVhbkcjkyMzO5kvh/1GD85lLdX/SC/qW6PyJSby9evEBSUhIcHR1hYGAgdRwqwvv+Gyn77zdPzxEREREpgUUTERERkRJYNBEREREpgUUTERERkRJYNBEREZWQ14sukuopif82XHKAiIjoI+np6UFLSwt3796FlZUV9PT0IJPJpI5FAARBQG5uLh48eAAtLS3xpsLFwaKJiIjoI2lpacHR0RGpqam4e/eu1HGoCOXKlUPlypUV7on3X7FoIiIiKgF6enqoXLkyXr58ifz8fKnj0Bu0tbWho6Pz0aN/LJqIiIhKyOsb0759c1pSD5wITkRERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQESYum48ePo2vXrrCzs4NMJsOvv/6qsF0QBAQGBsLOzg6Ghobw9PTE5cuXFfrk5ORg1KhRKF++PIyMjNCtWzfcuXNHoU96ejp8fHwgl8shl8vh4+ODjIwMhT7Jycno2rUrjIyMUL58eYwePRq5ubmf4rCJiIioDJK0aHr27Bnq1q2LlStXFrl9/vz5WLx4MVauXIlz587B1tYWbdu2xZMnT8Q+/v7+2LdvH0JDQxEZGYmnT5+iS5cuyM/PF/t4e3sjNjYWYWFhCAsLQ2xsLHx8fMTt+fn56Ny5M549e4bIyEiEhoZiz549CAgI+HQHT0RERGWKTBAEQeoQACCTybBv3z706NEDwKtRJjs7O/j7+2PixIkAXo0q2djYYN68eRg+fDgyMzNhZWWFLVu2oHfv3gCAu3fvwt7eHgcOHED79u2RkJAAZ2dnREVFoXHjxgCAqKgouLu74+rVq6hZsyb++usvdOnSBSkpKbCzswMAhIaGYuDAgbh//z5MTU2VOoasrCzI5XJkZmYq/Rp6pcH4zaW6v+gF/Ut1f0REpLqU/fdbZec0JSUlIS0tDe3atRPb9PX10aJFC5w6dQoAEB0djby8PIU+dnZ2cHFxEfucPn0acrlcLJgAoEmTJpDL5Qp9XFxcxIIJANq3b4+cnBxER0e/M2NOTg6ysrIUHkRERKSeVLZoSktLAwDY2NgotNvY2Ijb0tLSoKenB3Nz8/f2sba2LvT+1tbWCn3e3o+5uTn09PTEPkUJDg4W50nJ5XLY29v/x6MkIiKiskJli6bXZDKZwnNBEAq1ve3tPkX1L06ft02ePBmZmZniIyUl5b25iIiIqOxS2aLJ1tYWAAqN9Ny/f18cFbK1tUVubi7S09Pf2+fevXuF3v/BgwcKfd7eT3p6OvLy8gqNQL1JX18fpqamCg8iIiJSTypbNDk6OsLW1hbh4eFiW25uLiIiIuDh4QEAaNCgAXR1dRX6pKamIj4+Xuzj7u6OzMxMnD17Vuxz5swZZGZmKvSJj49Hamqq2OfQoUPQ19dHgwYNPulxEhERUdmgI+XOnz59in/++Ud8npSUhNjYWFhYWKBy5crw9/dHUFAQqlevjurVqyMoKAjlypWDt7c3AEAul8PX1xcBAQGwtLSEhYUFxo0bB1dXV7Rp0wYA4OTkhA4dOmDo0KFYs2YNAGDYsGHo0qULatasCQBo164dnJ2d4ePjgwULFuDx48cYN24chg4dytEjIiIiAiBx0XT+/Hm0bNlSfD527FgAwIABAxASEoIJEyYgOzsbfn5+SE9PR+PGjXHo0CGYmJiIr1myZAl0dHTg5eWF7OxstG7dGiEhIdDW1hb7bNu2DaNHjxavsuvWrZvC2lDa2tr4888/4efnh6ZNm8LQ0BDe3t5YuHDhp/4IiIiIqIxQmXWa1AHXaSo+rtNERERSKfPrNBERERGpEhZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpQ6aLp5cuXmDp1KhwdHWFoaIiqVati1qxZKCgoEPsIgoDAwEDY2dnB0NAQnp6euHz5ssL75OTkYNSoUShfvjyMjIzQrVs33LlzR6FPeno6fHx8IJfLIZfL4ePjg4yMjNI4TCIiIioDVLpomjdvHlavXo2VK1ciISEB8+fPx4IFC7BixQqxz/z587F48WKsXLkS586dg62tLdq2bYsnT56Iffz9/bFv3z6EhoYiMjIST58+RZcuXZCfny/28fb2RmxsLMLCwhAWFobY2Fj4+PiU6vESERGR6pIJgiBIHeJdunTpAhsbG6xfv15s69WrF8qVK4ctW7ZAEATY2dnB398fEydOBPBqVMnGxgbz5s3D8OHDkZmZCSsrK2zZsgW9e/cGANy9exf29vY4cOAA2rdvj4SEBDg7OyMqKgqNGzcGAERFRcHd3R1Xr15FzZo1lcqblZUFuVyOzMxMmJqalvCnod4ajN9cqvuLXtC/VPdHRESqS9l/v1V6pOmLL77A4cOHcf36dQDAxYsXERkZiU6dOgEAkpKSkJaWhnbt2omv0dfXR4sWLXDq1CkAQHR0NPLy8hT62NnZwcXFRexz+vRpyOVysWACgCZNmkAul4t9ipKTk4OsrCyFBxEREaknHakDvM/EiRORmZmJWrVqQVtbG/n5+ZgzZw6+/vprAEBaWhoAwMbGRuF1NjY2uH37tthHT08P5ubmhfq8fn1aWhqsra0L7d/a2lrsU5Tg4GDMnDmz+AdIREREZYZKjzTt3LkTW7duxfbt2xETE4NNmzZh4cKF2LRpk0I/mUym8FwQhEJtb3u7T1H9P/Q+kydPRmZmpvhISUlR5rCIiIioDFLpkabx48dj0qRJ6NOnDwDA1dUVt2/fRnBwMAYMGABbW1sAr0aKKlSoIL7u/v374uiTra0tcnNzkZ6erjDadP/+fXh4eIh97t27V2j/Dx48KDSK9SZ9fX3o6+t//IESERGRylPpkabnz59DS0sxora2trjkgKOjI2xtbREeHi5uz83NRUREhFgQNWjQALq6ugp9UlNTER8fL/Zxd3dHZmYmzp49K/Y5c+YMMjMzxT5ERESk2VR6pKlr166YM2cOKleujNq1a+PChQtYvHgxBg8eDODVKTV/f38EBQWhevXqqF69OoKCglCuXDl4e3sDAORyOXx9fREQEABLS0tYWFhg3LhxcHV1RZs2bQAATk5O6NChA4YOHYo1a9YAAIYNG4YuXboofeUcERERqTeVLppWrFiBadOmwc/PD/fv34ednR2GDx+O6dOni30mTJiA7Oxs+Pn5IT09HY0bN8ahQ4dgYmIi9lmyZAl0dHTg5eWF7OxstG7dGiEhIdDW1hb7bNu2DaNHjxavsuvWrRtWrlxZegdLREREKk2l12kqa7hOU/FxnSYiIpKKWqzTRERERKQqWDQRERERKYFFExEREZESilU0tWrVChkZGYXas7Ky0KpVq4/NRERERKRyilU0HTt2DLm5uYXaX7x4gRMnTnx0KCIiIiJV85+WHIiLixP/fOXKFYX7suXn5yMsLAwVK1YsuXREREREKuI/FU316tWDTCaDTCYr8jScoaEhVqxYUWLhiIiIiFTFfyqakpKSIAgCqlatirNnz8LKykrcpqenB2tra4UFI4mIiIjUxX8qmhwcHABAvPcbERERkaYo9m1Url+/jmPHjuH+/fuFiqg3b3NCREREpA6KVTStXbsW33zzDcqXLw9bW1vIZDJxm0wmY9FEREREaqdYRdPs2bMxZ84cTJw4saTzEBEREamkYq3TlJ6ejq+++qqksxARERGprGIVTV999RUOHTpU0lmIiIiIVFaxTs9Vq1YN06ZNQ1RUFFxdXaGrq6uwffTo0SUSjoiIiEhVFKto+vnnn2FsbIyIiAhEREQobJPJZCyaiIiISO0Uq2hKSkoq6RxEREREKq1Yc5qIiIiINE2xRpoGDx783u0bNmwoVhgiIiIiVVWsoik9PV3heV5eHuLj45GRkVHkjXyJiIiIyrpiFU379u0r1FZQUAA/Pz9UrVr1o0MRERERqZoSm9OkpaWFMWPGYMmSJSX1lkREREQqo0QngicmJuLly5cl+ZZEREREKqFYp+fGjh2r8FwQBKSmpuLPP//EgAEDSiQYERERkSopVtF04cIFhedaWlqwsrLCokWLPnhlHREREVFZVKyi6ejRoyWdg4iIiEilFatoeu3Bgwe4du0aZDIZatSoASsrq5LKRURERKRSijUR/NmzZxg8eDAqVKiA5s2bo1mzZrCzs4Ovry+eP39e0hmJiIiIJFesomns2LGIiIjA77//joyMDGRkZOC3335DREQEAgICSjojERERkeSKdXpuz5492L17Nzw9PcW2Tp06wdDQEF5eXli1alVJ5SMiIiJSCcUaaXr+/DlsbGwKtVtbW/P0HBEREamlYhVN7u7umDFjBl68eCG2ZWdnY+bMmXB3dy+xcERERESqolin55YuXYqOHTuiUqVKqFu3LmQyGWJjY6Gvr49Dhw6VdEYiIiIiyRWraHJ1dcWNGzewdetWXL16FYIgoE+fPujbty8MDQ1LOiMRERGR5IpVNAUHB8PGxgZDhw5VaN+wYQMePHiAiRMnlkg4IiIiIlVRrDlNa9asQa1atQq1165dG6tXr/7oUERERESqplhFU1paGipUqFCo3crKCqmpqR8dioiIiEjVFKtosre3x8mTJwu1nzx5EnZ2dh8dioiIiEjVFGtO05AhQ+Dv74+8vDy0atUKAHD48GFMmDCBK4ITERGRWipW0TRhwgQ8fvwYfn5+yM3NBQAYGBhg4sSJmDx5cokGJCIiIlIFxSqaZDIZ5s2bh2nTpiEhIQGGhoaoXr069PX1SzofERERkUooVtH0mrGxMRo1alRSWYiIiIhUVrEmgpemf//9F/369YOlpSXKlSuHevXqITo6WtwuCAICAwNhZ2cHQ0NDeHp64vLlywrvkZOTg1GjRqF8+fIwMjJCt27dcOfOHYU+6enp8PHxgVwuh1wuh4+PDzIyMkrjEImIiKgMUOmiKT09HU2bNoWuri7++usvXLlyBYsWLYKZmZnYZ/78+Vi8eDFWrlyJc+fOwdbWFm3btsWTJ0/EPv7+/ti3bx9CQ0MRGRmJp0+fokuXLsjPzxf7eHt7IzY2FmFhYQgLC0NsbCx8fHxK83CJiIhIhckEQRCkDvEukyZNwsmTJ3HixIkitwuCADs7O/j7+4urkOfk5MDGxgbz5s3D8OHDkZmZCSsrK2zZsgW9e/cGANy9exf29vY4cOAA2rdvj4SEBDg7OyMqKgqNGzcGAERFRcHd3R1Xr15FzZo1lcqblZUFuVyOzMxMmJqalsAnoDkajN9cqvuLXtC/VPdHRESqS9l/v1V6pGn//v1o2LAhvvrqK1hbW6N+/fpYu3atuD0pKQlpaWlo166d2Kavr48WLVrg1KlTAIDo6Gjk5eUp9LGzs4OLi4vY5/Tp05DL5WLBBABNmjSBXC4X+xQlJycHWVlZCg8iIiJSTypdNN28eROrVq1C9erVcfDgQYwYMQKjR4/G5s2vRiXS0tIAADY2Ngqvs7GxEbelpaVBT08P5ubm7+1jbW1daP/W1tZin6IEBweLc6Dkcjns7e2Lf7BERESk0lS6aCooKICbmxuCgoJQv359DB8+HEOHDsWqVasU+slkMoXngiAUanvb232K6v+h95k8eTIyMzPFR0pKijKHRURERGXQRy058KlVqFABzs7OCm1OTk7Ys2cPAMDW1hZA4Xvh3b9/Xxx9srW1RW5uLtLT0xVGm+7fvw8PDw+xz7179wrt/8GDB4VGsd6kr6//n9am4rwdIiKiskulR5qaNm2Ka9euKbRdv34dDg4OAABHR0fY2toiPDxc3J6bm4uIiAixIGrQoAF0dXUV+qSmpiI+Pl7s4+7ujszMTJw9e1bsc+bMGWRmZop9iIiISLOp9EjTmDFj4OHhgaCgIHh5eeHs2bP4+eef8fPPPwN4dUrN398fQUFBqF69OqpXr46goCCUK1cO3t7eAAC5XA5fX18EBATA0tISFhYWGDduHFxdXdGmTRsAr0avOnTogKFDh2LNmjUAgGHDhqFLly5KXzlHRERE6k2li6ZGjRph3759mDx5MmbNmgVHR0csXboUffv2FftMmDAB2dnZ8PPzQ3p6Oho3boxDhw7BxMRE7LNkyRLo6OjAy8sL2dnZaN26NUJCQqCtrS322bZtG0aPHi1eZdetWzesXLmy9A6WiIiIVJpKr9NU1nxonQfOaXo3fjZERCQVtViniYiIiEhVsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIlsGgiIiIiUgKLJiIiIiIl6EgdgD6d5Fmupbq/ytMvler+iIiIShNHmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAksmoiIiIiUwKKJiIiISAllqmgKDg6GTCaDv7+/2CYIAgIDA2FnZwdDQ0N4enri8uXLCq/LycnBqFGjUL58eRgZGaFbt264c+eOQp/09HT4+PhALpdDLpfDx8cHGRkZpXBUREREVBaUmaLp3Llz+Pnnn1GnTh2F9vnz52Px4sVYuXIlzp07B1tbW7Rt2xZPnjwR+/j7+2Pfvn0IDQ1FZGQknj59ii5duiA/P1/s4+3tjdjYWISFhSEsLAyxsbHw8fEpteMjIiIi1VYmiqanT5+ib9++WLt2LczNzcV2QRCwdOlSTJkyBT179oSLiws2bdqE58+fY/v27QCAzMxMrF+/HosWLUKbNm1Qv359bN26FZcuXcLff/8NAEhISEBYWBjWrVsHd3d3uLu7Y+3atfjjjz9w7dq1d+bKyclBVlaWwoOIiIjUU5komkaOHInOnTujTZs2Cu1JSUlIS0tDu3btxDZ9fX20aNECp06dAgBER0cjLy9PoY+dnR1cXFzEPqdPn4ZcLkfjxo3FPk2aNIFcLhf7FCU4OFg8nSeXy2Fvb18ix0tERESqR+WLptDQUMTExCA4OLjQtrS0NACAjY2NQruNjY24LS0tDXp6egojVEX1sba2LvT+1tbWYp+iTJ48GZmZmeIjJSXlvx0cERERlRk6Ugd4n5SUFHz33Xc4dOgQDAwM3tlPJpMpPBcEoVDb297uU1T/D72Pvr4+9PX137sfIiIiUg8qPdIUHR2N+/fvo0GDBtDR0YGOjg4iIiKwfPly6OjoiCNMb48G3b9/X9xma2uL3NxcpKenv7fPvXv3Cu3/wYMHhUaxiIiISDOpdNHUunVrXLp0CbGxseKjYcOG6Nu3L2JjY1G1alXY2toiPDxcfE1ubi4iIiLg4eEBAGjQoAF0dXUV+qSmpiI+Pl7s4+7ujszMTJw9e1bsc+bMGWRmZop9iIiISLOp9Ok5ExMTuLi4KLQZGRnB0tJSbPf390dQUBCqV6+O6tWrIygoCOXKlYO3tzcAQC6Xw9fXFwEBAbC0tISFhQXGjRsHV1dXcWK5k5MTOnTogKFDh2LNmjUAgGHDhqFLly6oWbNmKR4xERERqSqVLpqUMWHCBGRnZ8PPzw/p6elo3LgxDh06BBMTE7HPkiVLoKOjAy8vL2RnZ6N169YICQmBtra22Gfbtm0YPXq0eJVdt27dsHLlylI/HiIiIlJNMkEQBKlDqIusrCzI5XJkZmbC1NS00PYG4zeXap59JgtKdX+Vp18q9mtL+7OJXtC/VPdHRESq60P/fr+m0nOaiIiIiFQFiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlKCjtQBiEi1JM9yLdX9VZ5+qVT3R0RUXBxpIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJbBoIiIiIlICiyYiIiIiJah00RQcHIxGjRrBxMQE1tbW6NGjB65du6bQRxAEBAYGws7ODoaGhvD09MTly5cV+uTk5GDUqFEoX748jIyM0K1bN9y5c0ehT3p6Onx8fCCXyyGXy+Hj44OMjIxPfYhERERURqh00RQREYGRI0ciKioK4eHhePnyJdq1a4dnz56JfebPn4/Fixdj5cqVOHfuHGxtbdG2bVs8efJE7OPv7499+/YhNDQUkZGRePr0Kbp06YL8/Hyxj7e3N2JjYxEWFoawsDDExsbCx8enVI+XiIiIVJeO1AHeJywsTOH5xo0bYW1tjejoaDRv3hyCIGDp0qWYMmUKevbsCQDYtGkTbGxssH37dgwfPhyZmZlYv349tmzZgjZt2gAAtm7dCnt7e/z9999o3749EhISEBYWhqioKDRu3BgAsHbtWri7u+PatWuoWbNmkflycnKQk5MjPs/KyvoUHwMRERGpAJUeaXpbZmYmAMDCwgIAkJSUhLS0NLRr107so6+vjxYtWuDUqVMAgOjoaOTl5Sn0sbOzg4uLi9jn9OnTkMvlYsEEAE2aNIFcLhf7FCU4OFg8nSeXy2Fvb19yB0tEREQqpcwUTYIgYOzYsfjiiy/g4uICAEhLSwMA2NjYKPS1sbERt6WlpUFPTw/m5ubv7WNtbV1on9bW1mKfokyePBmZmZniIyUlpfgHSERERCpNpU/Pvenbb79FXFwcIiMjC22TyWQKzwVBKNT2trf7FNX/Q++jr68PfX39D0UnIiIiNVAmRppGjRqF/fv34+jRo6hUqZLYbmtrCwCFRoPu378vjj7Z2toiNzcX6enp7+1z7969Qvt98OBBoVEsIiIi0kwqXTQJgoBvv/0We/fuxZEjR+Do6Kiw3dHREba2tggPDxfbcnNzERERAQ8PDwBAgwYNoKurq9AnNTUV8fHxYh93d3dkZmbi7NmzYp8zZ84gMzNT7ENERESaTaVPz40cORLbt2/Hb7/9BhMTE3FESS6Xw9DQEDKZDP7+/ggKCkL16tVRvXp1BAUFoVy5cvD29hb7+vr6IiAgAJaWlrCwsMC4cePg6uoqXk3n5OSEDh06YOjQoVizZg0AYNiwYejSpcs7r5wjIiIizaLSRdOqVasAAJ6engrtGzduxMCBAwEAEyZMQHZ2Nvz8/JCeno7GjRvj0KFDMDExEfsvWbIEOjo68PLyQnZ2Nlq3bo2QkBBoa2uLfbZt24bRo0eLV9l169YNK1eu/LQHSPQBDcZvLvV97jP5cB8iIk2k0kWTIAgf7COTyRAYGIjAwMB39jEwMMCKFSuwYsWKd/axsLDA1q1bixOTiIiINIBKz2kiIiIiUhUqPdJE9Kkkz3It1f1Vnn6pVPdHREQljyNNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNREREREpg0URERESkBBZNRERERErQkToAERERaZ7kWa6lvs/K0y991Os50kRERESkBBZNREREREpg0URERESkBBZNRERERErgRHAiIvpopT2p92Mn9BIVB0eaiIiIiJTAoomIiIhICSyaiIiIiJTAoomIiIhICSyaiIiIiJTAoomIiIhICVxygIhIzTQYv7nU97nPpNR3SVTqONJEREREpAQWTURERERKYNFEREREpATOaSKiMkmKeTvRC/qX+j6JSHWwaCIiUhLvr0ak2Vg0veWnn37CggULkJqaitq1a2Pp0qVo1qyZ1LGIiIg+qdIevS2LV1xyTtMbdu7cCX9/f0yZMgUXLlxAs2bN0LFjRyQnJ0sdjYiIiCTGoukNixcvhq+vL4YMGQInJycsXboU9vb2WLVqldTRiIiISGI8Pff/5ebmIjo6GpMmTVJob9euHU6dOlXka3JycpCTkyM+z8zMBABkZWUV2T8/J7uE0irniW5+qe7vXcetDH42RSvtzwXgZ/M+/Gzerax8NvRu6v49DLz7783rdkEQ3v8GAgmCIAj//vuvAEA4efKkQvucOXOEGjVqFPmaGTNmCAD44IMPPvjggw81eKSkpLy3VuBI01tkMpnCc0EQCrW9NnnyZIwdO1Z8XlBQgMePH8PS0vKdryktWVlZsLe3R0pKCkxNTSXNomr42bwbP5t342fzbvxsisbP5d1U7bMRBAFPnjyBnZ3de/uxaPr/ypcvD21tbaSlpSm0379/HzY2NkW+Rl9fH/r6+gptZmZmnypisZiamqrEX0hVxM/m3fjZvBs/m3fjZ1M0fi7vpkqfjVwu/2AfTgT///T09NCgQQOEh4crtIeHh8PDw0OiVERERKQqONL0hrFjx8LHxwcNGzaEu7s7fv75ZyQnJ2PEiBFSRyMiIiKJsWh6Q+/evfHo0SPMmjULqampcHFxwYEDB+Dg4CB1tP9MX18fM2bMKHT6kPjZvA8/m3fjZ/Nu/GyKxs/l3crqZyMThA9dX0dEREREnNNEREREpAQWTURERERKYNFEREREpAQWTURERERKYNFERFSE5OTkIu9DJQgCkpOTJUhERFLj1XNl2H+5YaWqrLgqlRMnTmDNmjVITEzE7t27UbFiRWzZsgWOjo744osvpI5HKkhbWxupqamwtrZWaH/06BGsra2Rn1/6NxuVEr9vlJOYmIiNGzciMTERy5Ytg7W1NcLCwmBvb4/atWtLHY8+EtdpKsPMzMyUvsedpn3Bv2nPnj3w8fFB3759ceHCBeTk5AAAnjx5gqCgIBw4cEDihKXL3Nxc6b83jx8//sRpVNe77jv59OlTGBgYSJBIWvy++bCIiAh07NgRTZs2xfHjxzFnzhxYW1sjLi4O69atw+7du6WOWKrevDfrhyxevPgTJik5LJrKsKNHj4p/vnXrFiZNmoSBAwfC3d0dAHD69Gls2rQJwcHBUkVUCbNnz8bq1avRv39/hIaGiu0eHh6YNWuWhMmksXTpUvHPjx49wuzZs9G+fXuFvzcHDx7EtGnTJEoorddf9DKZDNOmTUO5cuXEbfn5+Thz5gzq1asnUTrp8PvmwyZNmoTZs2dj7NixMDExEdtbtmyJZcuWSZhMGhcuXFB4Hh0djfz8fNSsWRMAcP36dWhra6NBgwZSxCsegdRCq1athO3btxdq37Ztm9CiRYvSD6RCDA0NhaSkJEEQBMHY2FhITEwUBEEQEhMTBX19fQmTSa9nz57CihUrCrWvWLFC6N69e+kHUgGenp6Cp6enIJPJBA8PD/G5p6en0K5dO2HYsGHC9evXpY4pKX7fFM3IyEi4efOmIAiK3zVJSUka/12zaNEioWvXrsLjx4/FtsePHwvdu3cXFi5cKGGy/4ZFk5owNDQs8ov82rVrgqGhoQSJVEfVqlWF8PBwQRAUv8g2bdokODk5SRlNckZGRsKNGzcKtV+/fl0wMjKSIJHqGDhwoJCZmSl1DJXE75uiVaxYUTh58qQgCIrfNXv37hWqVq0qZTTJ2dnZCfHx8YXaL126JFSoUEGCRMXDq+fUhL29PVavXl2ofc2aNbC3t5cgkeoYPnw4vvvuO5w5cwYymQx3797Ftm3bMG7cOPj5+UkdT1KWlpbYt29fofZff/0VlpaWEiRSHRs3btToCc3vw++bonl7e2PixIlIS0uDTCZDQUEBTp48iXHjxqF///5Sx5NUVlYW7t27V6j9/v37ePLkiQSJiodXz6mJAwcOoFevXvjss8/QpEkTAEBUVBQSExOxZ88edOrUSeKE0poyZQqWLFmCFy9eAHh1s8hx48bhhx9+kDiZtEJCQuDr64sOHTqIc1OioqIQFhaGdevWYeDAgdIGlNCzZ88wd+5cHD58GPfv30dBQYHC9ps3b0qUTHr8vilaXl4eBg4ciNDQUAiCAB0dHeTn58Pb2xshISHQ1taWOqJk+vfvj4iICCxatEjh78z48ePRvHlzbNq0SeKEymHRpEZSUlKwatUqXL16FYIgwNnZGSNGjNDoX35vev78Oa5cuYKCggI4OzvD2NhY6kgq4cyZM1i+fDkSEhLEvzejR49G48aNpY4mqa+//hoRERHw8fFBhQoVCl059t1330mUTDXw++bdbt68iZiYGBQUFKB+/fqoXr261JEk9/z5c4wbNw4bNmxAXl4eAEBHRwe+vr5YsGABjIyMJE6oHBZNpHGysrJw5MgR1KxZE05OTlLHIRVlZmaGP//8E02bNpU6CpVR+fn5uHTpEhwcHGBubi51HJXw7NkzJCYmQhAEVKtWrcwUS69xTpMaOXHiBPr16wcPDw/8+++/AIAtW7YgMjJS4mTS8vLywsqVKwEA2dnZaNSoEby8vFCnTh3s2bNH4nTSS0xMxNSpU+Ht7Y379+8DAMLCwnD58mWJk0nL3NwcFhYWUsdQWfy+Kczf3x/r168H8KpgatGiBdzc3GBvb49jx45JG05FpKamIjU1FTVq1ICRkVGRq+6rMhZNamLPnj1o3749DA0NERMTU2gBR012/PhxNGvWDACwb98+FBQUICMjA8uXL8fs2bMlTietiIgIuLq64syZM9izZw+ePn0KAIiLi8OMGTMkTietH374AdOnT8fz58+ljqJy+H1TtN27d6Nu3boAgN9//x03b97E1atX4e/vjylTpkicTlqPHj1C69atUaNGDXTq1AmpqakAgCFDhiAgIEDidMpj0aQmXi/guHbtWujq6ortHh4eiImJkTCZ9DIzM8URg7CwMPTq1QvlypVD586dcePGDYnTSev1Ynzh4eHQ09MT21u2bInTp09LmEx6ixYtwsGDB2FjYwNXV1e4ubkpPDQZv2+K9vDhQ9ja2gJ4NVney8sLNWrUgK+vLy5duiRxOmmNGTMGurq6SE5OVlgwtnfv3ggLC5Mw2X/DFcHVxLVr19C8efNC7aampsjIyCj9QCrE3t4ep0+fhoWFBcLCwsRVwdPT0zXydhhvunTpErZv316o3crKCo8ePZIgkero0aOH1BFUFr9vimZjY4MrV66gQoUKCAsLw08//QTg1SRoTb5yDgAOHTqEgwcPolKlSgrt1atXx+3btyVK9d+xaFITFSpUwD///IMqVaootEdGRqJq1arShFIR/v7+6Nu3L4yNjeHg4ABPT08Ar07bubq6ShtOYmZmZkhNTYWjo6NC+4ULF1CxYkWJUqkGTT89+T78vinaoEGD4OXlJV5t2bZtWwCvrlCtVauWxOmk9ezZM4URptcePnwIfX19CRIVD0/PqQku4Phufn5+OH36NDZs2IDIyEhoab36a1+1alWNn9PExfjeLyMjA+vWrcPkyZPFmxfHxMSIE581Fb9vihYYGIh169Zh2LBhOHnypFgMaGtrY9KkSRKnk1bz5s2xefNm8fnr75sFCxagZcuWEib7j6RZiJw+he+//14wNDQUZDKZIJPJBAMDA2Hq1KlSxyIVlpubK3h7ewtaWlqCTCYTdHV1BS0tLaFfv37Cy5cvpY4nqYsXLwpWVlZCtWrVBB0dHfGWGFOnThV8fHwkTic9ft/Qf3H58mXByspK6NChg6Cnpyd8+eWXgpOTk2BjYyP8888/UsdTGtdpUjNcwLGwwYMHv3f7hg0bSimJ6uJifIW1adMGbm5umD9/PkxMTHDx4kVUrVoVp06dgre3N27duiV1RMnx+0bRrFmz3rt9+vTppZRENaWlpWHVqlWIjo5GQUEB3NzcMHLkSFSoUEHqaEpj0URq73//+5/C87y8PMTHxyMjIwOtWrXC3r17JUpGqkwulyMmJgafffaZQtF0+/Zt1KxZU7wljyYaPHgwli1bBhMTE4X2Z8+eYdSoURr7Q6R+/foKz/Py8pCUlAQdHR189tlnGn1lobrgRPAyrGfPnggJCYGpqSl69uz53r6aXBgUdUPagoIC+Pn5afSkVQD48ssv0bBhw0LzLRYsWICzZ8/il19+kSiZ9AwMDJCVlVWo/dq1a7CyspIgkerYtGkT5s6dW6hoys7OxubNmzW2aLpw4UKhtqysLAwcOLDQjzdN07RpU7Ro0QItW7aEh4dHmVsJ/DVOBC/D5HK5eD8suVz+3gcp0tLSwpgxY7BkyRKpo0gqIiICnTt3LtTeoUMHHD9+XIJEqqN79+6YNWuWeJ8smUyG5ORkTJo0Cb169ZI4nTSysrKQmZkJQRDw5MkTZGVliY/09HQcOHAA1tbWUsdUKaamppg1axamTZsmdRRJdenSBTExMejVqxfMzc3h7u6OSZMmISwsTFxUtyzg6Tk1IAgCkpOTYWVlVeQlnVS0AwcOYMCAAXjw4IHUUSRjaGiI2NhY1KxZU6H96tWrqF+/PrKzsyVKJr2srCx06tQJly9fxpMnT2BnZ4e0tDS4u7vjwIEDZfaX8sfQ0tIqdOPiN8lkMsycOVPjV79+W2RkJLp27Yr09HSpo0guPz8f586dw7Fjx3Ds2DEcOXIEMplMXFVe1fH0nBoQBAHVq1fH5cuXOYG3CGPHjlV4LggCUlNT8eeff2LAgAESpVINLi4u2LlzZ6EJqqGhoXB2dpYolWowNTVFZGQkjhw5Ik6Sd3NzQ5s2baSOJpmjR49CEAS0atUKe/bsUbg3n56eHhwcHGBnZydhQmktX75c4fnr75otW7agQ4cOEqVSLTdu3MDFixdx8eJFxMXFwdTUVLzNVVnAkSY1Ubt2baxfvx5NmjSROorKeXsNEC0tLVhZWaFVq1YYPHgwdHQ097fD/v370atXL3h7e6NVq1YAgMOHD2PHjh345ZdfuCr2WzIyMmBmZiZ1DMndvn0b9vb24ppn9Mrbi8S++V0zefLkQnPANEnv3r1x/PhxFBQUoHnz5mjevDlatGiBOnXqSB3tP2HRpCb+/PNPzJ07F6tWrYKLi4vUcagM+fPPPxEUFITY2FgYGhqiTp06mDFjBlq0aCF1NEnNmzcPVapUQe/evQEAXl5e2LNnD2xtbXHgwAHxxqya7Pnz50hOTkZubq5Ce1n7h5A+PS0tLZQvXx4DBw5Ey5Yt0axZszK5RAWLJjVhbm6O58+f4+XLl9DT04OhoaHC9terGWuyBw8e4Nq1a5DJZKhRo4bGXwH18uVLzJkzB4MHD4a9vb3UcVRO1apVsXXrVnh4eCA8PBxeXl7YuXMndu3aheTkZBw6dEjqiJJ58OABBg0ahL/++qvI7fn5+aWcSPXcuXMHMplM429H9FpGRgaOHz+OY8eOISIiApcvX0bdunXh6ekJT09PdOzYUeqISmHRpCY2bdr03u2aPHfn9doxmzdvRkFBAYBXtzXo378/VqxYodGT542NjREfH1/oHmL0apL89evXYW9vj++++w4vXrzAmjVrcP36dTRu3FijJ/X27dsXt27dwtKlS9GyZUvs27cP9+7dw+zZs7Fo0aIir8jUBAUFBeJn8PqKMBMTEwQEBGDKlCk8nfmGxMREzJ49G1u3bkVBQUGZKbQ1dzKHGsnLy8OxY8cwbdo0jV93qChjx45FREQEfv/9dzRt2hTAq6tZRo8ejYCAAKxatUrihNJp06YNjh07hoEDB0odReWYm5sjJSUF9vb2CAsLE+9TKAhCmfmC/1SOHDmC3377DY0aNYKWlhYcHBzQtm1bmJqaIjg4WGOLpilTpmD9+vWYO3cumjZtCkEQcPLkSQQGBuLFixeYM2eO1BEl8/jxY0RERIhXzV2+fBkWFhbo3r17mbr3HEea1ISZmRliYmJYNBWhfPny2L17Nzw9PRXajx49Ci8vL41ecmDNmjUIDAxE37590aBBg0KX0Xfr1k2iZNL79ttv8ccff6B69eq4cOECbt26BWNjY+zcuRPz5s3T6NWdTU1NERcXhypVqqBKlSrYtm0bmjZtiqSkJNSuXRvPnz+XOqIk7OzssHr16kL/3/z222/w8/PT6Bs9a2tro3z58mjWrJl4Sq4szr/lSJOa+N///odff/210OX19Gqyqo2NTaF2a2trjf1yf+2bb74BACxevLjQNplMptEjKkuWLEGVKlWQkpKC+fPni5NWU1NT4efnJ3E6adWsWRPXrl1DlSpVUK9ePaxZswZVqlTB6tWry9R9xEra48ePUatWrULttWrV0vh5pRcvXiyTRdLbONKkJubMmYOFCxeidevWRY4YjB49WqJk0mvdujUsLS2xefNmGBgYAHh1u4cBAwbg8ePH+PvvvyVOSFS2bNu2DXl5eRg4cCAuXLiA9u3b49GjR9DT00NISIh4xaGmady4MRo3blxovaZRo0bh3LlziIqKkiiZ6ijrF+SwaFITb68P8iaZTIabN2+WYhrVEh8fjw4dOuDFixeoW7cuZDIZYmNjYWBggIMHD6J27dpSRyQVde3aNaxYsQIJCQmQyWSoVasWRo0aVWgFdU33/PlzXL16FZUrV0b58uWljiOZ17clqly5Mtzd3SGTyXDq1CmkpKTgwIEDZWoRx5KmLhfksGgijZCdnY2tW7fi6tWrEAQBzs7O6Nu3b6GlGTRRREQEFi5cKBYGTk5OGD9+vEZ/wQPA7t278fXXX6Nhw4Zwd3cHAERFReHcuXPYvn07vvrqK4kTSiMvLw81a9bEH3/8ofGrxhfl7t27+PHHHxW+a/z8/DR6pXQAGD58OP7++2+sXLmy0AU5bdu2LTMX5LBoItJgW7duxaBBg9CzZ0/xap9Tp05h3759CAkJgbe3t9QRJVO1alX069cPs2bNUmifMWMGtmzZotGjtxUrVsTff/8NJycnqaNQGaEuF+SwaFIjd+7cwf79+4tcobeoib6apKjTLN9++22RkzY1iZOTE4YNG4YxY8YotC9evBhr165FQkKCRMmkV65cOcTFxaFatWoK7Tdu3EDdunU1+iKCuXPn4urVq1i3bp1G34aoKOnp6Vi/fr3CyO2gQYMU7tOnicqVK4fo6OhChfbly5fx+eef49mzZxIl+29YNKmJw4cPo1u3bnB0dMS1a9fg4uKCW7duQRAEuLm54ciRI1JHlAxPs7ybvr4+Ll++XKgw+Oeff+Di4oIXL15IlEx6nTp1wldffYVBgwYptG/cuBGhoaE4ePCgRMmk97///Q+HDx+GsbExXF1dC114snfvXomSSSsiIgLdu3eHqakpGjZsCACIjo5GRkYG9u/fr9G3JlKXC3L4E0FNTJ48GQEBAZg1axZMTEywZ88eWFtbo2/fvhp/d+0JEyZg8uTJRZ5mmThxokYXTfb29jh8+HChounw4cMaeWuV/fv3i3/u1q0bJk6ciOjoaPFG2FFRUfjll18wc+ZMqSKqBDMzM/Tq1UvqGCpn5MiR8PLywqpVq6CtrQ3g1S1l/Pz8MHLkSMTHx0ucUDrLli1Dhw4dUKlSpSIvyCkrONKkJkxMTBAbG4vPPvsM5ubmiIyMRO3atXHx4kV0794dt27dkjqiZHia5d1WrVoFf39/DB48GB4eHpDJZIiMjERISAiWLVuG4cOHSx2xVCl7mwtNX8OKimZoaIjY2NhCV1deu3YN9erVQ3Z2tkTJVIM6XJDDkSY1YWRkhJycHACvVqVNTEwUL6V/+PChlNEk5+npiRMnThQqmiIjIzX+CrFvvvkGtra2WLRoEXbt2gXg1TynnTt3onv37hKnK32vL4UmKg43NzckJCQUKpoSEhJQr149aUKpEENDQwwdOlTqGB+FRZOaaNKkCU6ePAlnZ2d07twZAQEBuHTpEvbu3SueWtBUHzrN8vYpGU3zv//9D//73/+kjkFlzO7du7Fr164iLzzR1FvMjB49Gt999x3++ecfhe+aH3/8EXPnzkVcXJzYt06dOlLFLDVvfrd+SFn57uXpOTVx8+ZNPH36FHXq1MHz588xbtw4REZGolq1aliyZAkcHBykjigZnnJ5t0GDBqFfv35o1aoVZDKZ1HFUzrNnzxAREVFkYaDJq+wvX74cU6ZMwYABA7B27VoMGjQIiYmJOHfuHEaOHKmxN6b90HeNTCaDIAga813z9ufx+vjfbgNQZj4PFk1EGqxbt244dOgQLC0t0adPH/Tr1w/169eXOpZKuHDhAjp16oTnz5/j2bNnsLCwwMOHD1GuXDlYW1tr9DpNtWrVwowZM/D111/DxMQEFy9eRNWqVTF9+nQ8fvwYK1eulDqiJG7fvq10X037Ifv3339j4sSJCAoKUlgtferUqQgKCkLbtm2ljqgUFk1q6OnTp4XmZpiamkqURjVlZGTAzMxM6hgqISMjA7t27cL27dtx4sQJ1KxZE/369YO3tzeqVKkidTzJeHp6okaNGli1ahXMzMxw8eJF6Orqol+/fvjuu+/Qs2dPqSNKply5ckhISICDgwOsra0RHh6OunXr4saNG2jSpAkePXokdURSMS4uLli9ejW++OILhfYTJ05g2LBhZWZNOOXOW5DKS0pKQufOnWFkZAS5XA5zc3OYm5vDzMwM5ubmUseT1Lx587Bz507x+VdffQULCwtUrFgRFy9elDCZajAzM8OwYcNw7Ngx3L59G4MGDcKWLVsKTZzXNLGxsQgICIC2tja0tbWRk5MDe3t7zJ8/H99//73U8SRla2srFkYODg7ijWiTkpIKnX7RJJs2bcKff/4pPp8wYQLMzMzg4eHxn0ah1FFiYiLkcnmhdrlcXqau7mbRpCb69u2L9PR0bNiwAYcPH8aRI0dw5MgRHD16VKMXtgSANWvWiGsOhYeH4++//0ZYWBg6duyI8ePHS5xOdeTl5eH8+fM4c+YMbt26BRsbG6kjSUpXV1ecb2FjY4Pk5GQAr77kX/9ZU7Vq1Qq///47AMDX1xdjxoxB27Zt0bt3b42+qCAoKEi8fP706dNYuXIl5s+fj/LlyxdadV/TNGrUCP7+/khNTRXb0tLSEBAQgM8//1zCZP8Nr55TE3FxcYiOjubd14uQmpoqFk1//PEHvLy80K5dO1SpUgWNGzeWOJ30jh49iu3bt2PPnj3Iz89Hz5498fvvv6NVq1ZSR5NU/fr1cf78edSoUQMtW7bE9OnT8fDhQ2zZsgWurq5Sx5PUzz//LE4BGDFiBCwsLBAZGYmuXbtixIgREqeTTkpKijhC++uvv+LLL7/EsGHD0LRp00L3XNM0GzZswP/+9z84ODigcuXKAIDk5GTUqFEDv/76q7Th/gMWTWqiUaNGSElJYdFUBHNzc6SkpMDe3h5hYWGYPXs2AEAQhDJzxcanUqlSJTx69Ajt27fHmjVr0LVrV/EWB5ouKCgIT548AQD88MMPGDBgAL755htUq1YNGzdulDidtLS0tBSujPLy8oKXl5eEiVSDsbExHj16hMqVK+PQoUPi6JKBgYHGL2xZrVo1xMXFITw8XGFxyzZt2pSpK3dZNKmJdevWYcSIEfj333/h4uICXV1dhe2asCbIu/Ts2RPe3t6oXr06Hj16hI4dOwJ4NWdF0+ftTJ8+HV999ZXGz3sryut7hwGAlZUVDhw4IGEa1cMb0xbWtm1bDBkyBPXr18f169fRuXNnAK9uSqvJF1W8JpPJ0K5dO7Rr107qKMXGq+fURFRUFLy9vRUm1GnamiDvkpeXh2XLliElJQUDBw4UL6lfunQpjI2NMWTIEIkTkqqbO3cuRowYwSsu/z/emLZoGRkZmDp1KlJSUvDNN9+I9/2cMWMG9PT0MGXKFIkTlq7ly5dj2LBhMDAwwPLly9/bt6yse8aiSU04OzvDyckJEyZMgI2NTaHhTk1bE4TerWfPnggJCYGpqekHL5vX1LvVv83U1BSxsbGoWrWq1FFUgouLCzw8PIq8Me3Jkyc1+sa09H8cHR1x/vx5WFpawtHR8Z39ZDJZmVn3jKfn1MTt27exf/9+jT/d9CH8x+/V1V+vi+qiLgGmwvjbUlFiYiL27NkjFkwAoK2tjbFjx2Lz5s0SJlMdrq6uOHDggHgRiiZKSkoq8s9lGYsmNdGqVStcvHiRRdMH8B8/KExi1vQJzVQ8vDHth926dQt5eXlSx5Dc1KlT0apVK3h4eKjFRSYsmtRE165dMWbMGFy6dAmurq6FJoKXlZshUul7+PAhbt26BZlMhipVqsDS0lLqSCrnypUrqFixotQxVAZvTEvK2rFjB4KCgqCnp4fGjRujZcuWaNWqFZo0aQI9PT2p4/1nnNOkJt53o0hNnwj+pm+++QY//PADypcvL3UUyV2+fBnffPMNTp48qdDeokUL/PTTT6hVq5ZEyVRHRkYGdu/ejcTERIwfPx4WFhaIiYmBjY2NRhdRvDHth3Xq1Anr169HhQoVpI4iuX///RdHjhzBsWPHcOzYMSQlJcHQ0BDu7u5o2bIlWrZsCQ8PD6ljKoVFE6m9mTNnol+/fvjss8+kjqIy0tLS4OLiAisrK4wYMQK1atWCIAi4cuUK1q5di0ePHiE+Ph7W1tZSR5VMXFwc2rRpI97m4dq1a6hatSqmTZuG27dva/TcHd6Ylj5GSkoKjh49imPHjmHPnj149uwZXr58KXUspbBoUkN37tyBnZ3dB38Naoo6derg8uXLaNSoEfr164fevXvDyspK6liSmjhxIv7++2+cPHmy0DyD7OxsfPHFF2jXrh2Cg4MlSii9Nm3awM3NDfPnz4eJiQkuXryIqlWr4tSpU4WW9yDN1rx5c+zfv19ckmL//v1o27ateEsV+j+JiYk4duyYOPKUmZkJd3d3hIeHSx1NKfxXVQ05OzvzC/0NcXFxiIuLQ6tWrbB48WJUrFgRnTp1wvbt2/H8+XOp40kiPDwcEydOLHJipqGhIcaPH4+DBw9KkEx1nDt3DsOHDy/UXrFiRaSlpUmQSLVs2bIFTZs2hZ2dnTjytHTpUvz2228SJyt9kZGRyM3NFZ/369dP4R5rmiwpKQkbNmyAj48P7O3tUb9+fezevRuurq7YvXs3MjIyykzBBLBoUkscPCysdu3aCAoKws2bN3H06FE4OjrC398ftra2UkeTxM2bN+Hm5vbO7Q0bNiwz66Z8KgYGBsjKyirUfu3aNY0fqVy1ahXGjh2LTp06ISMjQ5y3ZGZmhqVLl0obTgXwO/j/fPbZZ5g1axZcXV2xd+9epKen46+//sKkSZPg7u4OHZ2ydT0aiybSOEZGRjA0NISenp7GXhL85MkTmJqavnO7iYkJnj59WoqJVE/37t0xa9Ys8e+ITCZDcnIyJk2ahF69ekmcTlorVqzA2rVrMWXKFIW1mho2bIhLly5JmIxUzVdffYWcnBwEBwfjhx9+wNKlSxETE1NmC8uyVeJRkfLy8tCuXTusWbMGNWrUwPfff6/R938qSlJSErZv345t27bh+vXraN68OQIDA/HVV19JHU0yT548eee6KVlZWWX2S62kLFy4EJ06dYK1tTWys7PRokULpKWlwd3dHXPmzJE6nqSSkpLE2xG9SV9fH8+ePZMgkfQOHjwoLhZbUFCAw4cPF1oZXROXftm5cycA4OrVq+Lk7wULFuDFixf44osv0KJFC3h6eqJRo0YSJ1UOJ4KrCSsrK5w6dQrVq1eXOorKcXd3x9mzZ+Hq6oq+ffvC29tboy8XB15dMv6+O4tr+uXibzpy5AhiYmJQUFAANzc3tGnTRupIknN2dkZwcDC6d++uMEl++fLl2LRpE6Kjo6WOWKqUueiG/z8punLlCrZv344VK1aUqavnONKkJvr374/169dj7ty5UkdROS1btsS6detQu3ZtqaOojKNHj0odocxo1aoVWrVqBeDVuk0EjB8/HiNHjsSLFy8gCALOnj2LHTt2IDg4GOvWrZM6XqkrKCiQOkKZcO/ePXGtpqNHj+L69evQ19dHs2bNpI6mNI40qYlRo0Zh8+bNqFatGho2bAgjIyOF7YsXL5YoGVHZNG/ePFSpUgW9e/cGAHh5eWHPnj2wtbXFgQMHULduXYkTSmvt2rWYPXs2UlJSALy6qjAwMBC+vr4SJ1M9+fn5+P3339GjRw+po5S6X375RTwtd+3aNejo6ODzzz9XWNRSX19f6phKY9GkJlq2bPnObTKZDEeOHCnFNNIbO3YsfvjhBxgZGWHs2LHv7cuCkopStWpVbN26FR4eHggPD4eXlxd27tyJXbt2ITk5GYcOHZI6okp4+PAhCgoKNHoh1He5evUqNmzYgE2bNiE9PV1hWQJNoaenh4YNG4pFUtOmTcv0+lU8PacmeLpF0YULF8Srni5cuPDOfu+b10OaLTU1VbxD/R9//AEvLy+0a9cOVapUQePGjSVOpzrKly+PiIgIREdHo0mTJjA3N5c6kqSePXuGnTt3Yv369YiKikLLli0xZ84cjRxlAoD09PRCZz7KMhZNauaff/5BYmIimjdvDkNDQ3FCr6Z5s4hkQUnFYW5ujpSUFNjb2yMsLAyzZ88G8GqSvKZO6F2wYAGePn2KmTNnAnj1WXTs2FEcdbO2tsbhw4c1cv7g6dOnsW7dOuzatQvVq1dH3759cebMGSxfvhzOzs5Sx5OMOhVMANdpUhuPHj1C69atUaNGDXTq1ElcjXbIkCEICAiQOJ20MjMz8fjx40Ltjx8/LnLxQiIA6NmzJ7y9vdG2bVs8evQIHTt2BADExsaiWrVqEqeTxo4dOxQKgN27d+P48eM4ceIEHj58iIYNG4oFlSZxdnbG119/DRsbG5w5cwYxMTEICAjQyB+s6o5Fk5oYM2YMdHV1kZycjHLlyontvXv3RlhYmITJpNenTx+EhoYWat+1axf69OkjQSIqC5YsWYJvv/0Wzs7OCA8Ph7GxMYBXp+38/PwkTieNpKQk1KlTR3x+4MAB9OrVC02bNoWFhQWmTp2K06dPS5hQGv/88w+aN2+Oli1bwsnJSeo49Anx9JyaOHToEA4ePIhKlSoptFevXv0/3ZFcHZ05c6bIyd6enp6YMmWKBImoLNDV1cW4ceMKtfv7+5d+GBWRl5encKXT6dOn8d1334nP7ezs8PDhQymiSSopKQkhISH45ptvkJ2dja+//hp9+/blSJMaYtGkJp49e6YwwvTaw4cPy9TlnJ9CTk5OkQun5eXlITs7W4JEVBZs3rz5vdv79+9fSklUR7Vq1XD8+HFUrVoVycnJuH79Olq0aCFuv3PnDiwtLSVMKI2KFStiypQpmDJlCo4cOYINGzagadOmePnyJUJCQjBkyBDUqFFD6phUArjkgJro3Lkz3Nzc8MMPP8DExARxcXFwcHBAnz59UFBQgN27d0sdUTKenp5wdXXFihUrFNpHjhyJuLg4nDhxQqJkpMrevgosLy8Pz58/h56eHsqVK1fkPDl1t2bNGgQEBKB3796IioqCmZkZTp48KW6fPXs2zpw5g99//13ClKohIyMD27dvx4YNGxATEwMXFxfExcVJHYs+Ekea1MSCBQvg6emJ8+fPIzc3FxMmTMDly5fx+PFjhS81TTRnzhy0adMGFy9eROvWrQEAhw8fxrlz57jWDr1Tenp6obYbN27gm2++wfjx4yVIJL3hw4dDR0cHf/zxB5o3b44ZM2YobL979y4GDx4sUTrVYmZmBj8/P/j5+SE2NhYbNmyQOhKVAI40qZG0tDSsWrUK0dHR4n2yRo4ciQoVKkgdTXKxsbFYsGABYmNjYWhoiDp16mDy5Mm8Vx/9Z+fPn0e/fv1w9epVqaOQCuvcuTPWrVvH7181w6KJiOg/uHDhAlq0aMHlKui93ryRMakPnp5TE46OjujXrx/69euHmjVrSh1HZfHXHylr//79Cs8FQUBqaipWrlyJpk2bSpSKiKTEoklNjBo1Cjt27MCcOXNQv359+Pj4oHfv3iwO3nL8+HFeMUdKefu2FzKZDFZWVmjVqhUWLVokTSgqMxwcHKCrqyt1DCphPD2nZq5fv45t27YhNDQUN2/eRMuWLdGvXz+NvDy6KBwyJyKi4mLRpMaioqLwzTffIC4uTmPvlfU2FxcX/PXXX+KNWImU8fprkosV0tv+yzICb66mTmUTiyY1dPbsWWzfvh07d+5EZmYmunbtip07d0odi6jM2bx5MxYsWIAbN24AAGrUqIHx48fDx8dH4mSkKrS0tCCTyQrdHL2om6Xzx2vZxzlNauL1abnt27fj1q1baNmyJebOnYuePXvCxMRE6niljr/+6GMtXrwY06ZNw7fffoumTZtCEAScPHkSI0aMwMOHDzFmzBipI5IKSEpKEv984cIFjBs3DuPHj4e7uzuAV7eaWbRoEebPny9VRCpBHGlSE1paWmjYsCG8vb3Rp08f2NraSh1JUvz1Rx/L0dERM2fOLDQfcNOmTQgMDFT4x5IIAD7//HMEBgaiU6dOCu0HDhzAtGnTEB0dLVEyKikcaVITV69e5b2N3sBff/SxUlNT4eHhUajdw8MDqampEiQiVXfp0iU4OjoWand0dMSVK1ckSEQljSNNaiQjIwO7d+9GYmIixo8fDwsLC8TExMDGxgYVK1aUOp5k+OuPisPFxQXe3t74/vvvFdpnz56NnTt34tKlSxIlI1Xl5uYGJycnrF+/HgYGBgBe3TB88ODBSEhIQExMjMQJ6WNxpElNxMXFoXXr1jAzM8OtW7cwdOhQWFhYYN++fbh9+/YH79iuzvjrj4pj5syZ6N27N44fP46mTZtCJpMhMjIShw8fxq5du6SORypo9erV6Nq1K+zt7VG3bl0AwMWLFyGTyfDHH39InI5KAkea1ETr1q3RoEEDzJ8/X2EtolOnTsHb2xu3bt2SOqJk+OuPiis6OhpLlixBQkICBEGAs7MzAgICUL9+famjkYp6/vw5tm7diqtXr4p/Z7y9vWFkZCR1NCoBLJrUhFwuR0xMDD777DOFoun27duoWbMmXrx4IXVEyZw9exZdu3ZFQUFBkb/+Pv/8c4kTEhFRWcDTc2rCwMCgyBuIXrt2DVZWVhIkUh2ff/45kpKSFH799e7dm7/+6IPy8/Oxb98+JCQkQCaTwcnJCd27d4eODr86qWhbtmzBmjVrcPPmTZw+fRoODg5YsmQJqlatiu7du0sdjz4S/89XE927d8esWbPEuRYymQzJycmYNGkSevXqJXE66ZUrVw7Dhg2TOgaVIfHx8ejevTvS0tLEm2Bfv34dVlZW2L9/P1xdXSVOSKpm1apVmD59Ovz9/TF79mxxORNzc3MsXbqURZMa0JI6AJWMhQsX4sGDB7C2tkZ2djZatGiBatWqwcTEBHPmzJE6nuS2bNmCL774AnZ2drh9+zYAYMmSJfjtt98kTkaqasiQIahduzbu3LmDmJgYxMTEICUlBXXq1GEBTkVasWIF1q5diylTpiiMRjZs2JBXW6oJjjSpCVNTU0RGRuLIkSOIiYlBQUEB3Nzc0KZNG6mjSY6//qg4Ll68iPPnz8Pc3FxsMzc3x5w5c9CoUSMJk5GqSkpKKvIiAX19fTx79kyCRFTSWDSpmVatWqFVq1ZSx1Apr3/99ejRA3PnzhXbGzZsiHHjxkmYjFRZzZo1ce/ePdSuXVuh/f79+6hWrZpEqUiVOTo6IjY2Fg4ODgrtf/31F5ydnSVKRSWJRVMZp+z6S2/fCkKT8NcfFUdQUBBGjx6NwMBANGnSBAAQFRWFWbNmYd68eQoXXpiamkoVk1TI+PHjMXLkSLx48QKCIODs2bPYsWMHgoODsW7dOqnjUQngkgNl3JunDt4mk8nw7NkzvHz5UqPvr+bs7Izg4GB0795dYTmG5cuXY9OmTVwRnIqkpfV/Uz5f36/w9dflm89lMplG//9FitauXYvZs2cjJSUFAFCxYkUEBgbC19dX4mRUEjjSVMalp6cX2Z6amoqZM2diw4YNaNu2bSmnUi389UfFcfToUakjUBk0dOhQDB06FA8fPkRBQQGsra2ljkQliCNNaubJkyeYN28eli1bhtq1ayM4OBgtW7aUOpbk+OuPiIg+FosmNZGbm4uVK1ciKCgI5cuXx+zZs/Hll19KHUvl8NcfKSssLAzGxsb44osvAAA//vgj1q5dC2dnZ/z444/vPTVOmsPNzQ2HDx+Gubk56tevL566LQpv2VT28fRcGScIAjZv3ozp06fj5cuXCAoKgq+vL7S1taWOppLKly8vdQQqI8aPH4958+YBeHXT57FjxyIgIABHjhzB2LFjsXHjRokTkiro3r079PX1AQA9evSQNgx9chxpKuPq1KmDxMREjBo1Cv7+/ihXrlyR/TTt6h7++qOPZWxsjPj4eFSpUgWBgYGIj4/H7t27ERMTg06dOiEtLU3qiKRC8vPzERkZiTp16nAUUo1xpKmMi4+PBwDMnz8fCxYsKLRdU6/u4a8/+lh6enp4/vw5AODvv/8Wl+2wsLAo8j6PpNm0tbXRvn17JCQksGhSYyyayjhe4VO0GTNmAHj168/T05O//ug/++KLLzB27Fg0bdoUZ8+exc6dOwG8uv9cpUqVJE5HqsjV1RU3b96Eo6Oj1FHoE+HpOVJ7BgYGSEhI4BcZ/SfJycnw8/NDSkoKRo8eLV5pOWbMGOTn52P58uUSJyRVc+jQIUycOBE//PADGjRoACMjI4XtmjZNQh2xaCK116hRI8ydOxetW7eWOgoRqbGiFkQFNHeahDri6TlSe3PmzMG4ceP464+KrXPnzli3bh0qVKggdRRSYZwuof440kRqj7/+6GO9efsdoqLk5eWhXbt2WLNmDWrUqCF1HPpEONJEao+//ojoU9PV1UV8fPx7lzehso8jTaTW+OuPSoKLiwv++usv2NvbSx2FVFhAQAB0dXUxd+5cqaPQJ8KRJlJr/PVHJeH1emhE75Obm4t169YhPDwcDRs2LDR/cvHixRIlo5LCkSZSe/z1R8qKi4tTum+dOnU+YRIqi953c3SZTIYjR46UYhr6FFg0kdobNWoUNm/ejGrVqvHXH72XlpYWZDKZeJHAa28/B8ALCIg0EE/PkdqLj4+Hm5sbgFerOb+Jp+3oTUlJSeKfL1y4gHHjxmH8+PFwd3cHAJw+fRqLFi3C/PnzpYpIRBLiSBMRURE+//xzBAYGolOnTgrtBw4cwLRp0xAdHS1RMlJl586dwy+//ILk5GTk5uYqbNu7d69EqaikaH24CxGR5rl06VKRt95xdHTElStXJEhEqi40NBRNmzbFlStXsG/fPuTl5eHKlSs4cuQI5HK51PGoBHCkiTQCf/3Rf+Xm5gYnJyesX78eBgYGAICcnBwMHjwYCQkJiImJkTghqZo6depg+PDhGDlypLggqqOjI4YPH44KFSpg5syZUkekj8SRJlJ7/PVHxbF69Wr8/fffsLe3R5s2bdCmTRtUqlQJ4eHhWL16tdTxSAUlJiaic+fOAAB9fX08e/YMMpkMY8aMwc8//yxxOioJnAhOai8oKAhLliwRf/0tW7ZM4dcfUVE+//xzJCUlYevWrbh69SoEQUDv3r3h7e1d6ApMIgCwsLDAkydPAAAVK1ZEfHw8XF1dkZGRgefPn0ucjkoCT8+R2jMyMsLly5dRpUoVlC9fHkePHoWrqysSEhLQqlUrpKamSh2RiNSAt7c3GjZsiLFjx2LOnDlYtmwZunfvjvDwcLi5uXEqgBrg6TlSe0X9+gPAX3/0QVu2bMEXX3wBOzs73L59GwCwZMkS/PbbbxInI1W0cuVK9OnTBwAwefJkjBs3Dvfu3UPPnj2xfv16idNRSWDRRGqvWbNmCA8PBwB4eXnhu+++w9ChQ/H111+jdevWEqcjVbVq1SqMHTsWHTt2RHp6uriYpbm5OZYuXSptOFJJFhYWsLOzA/BqodQJEyZg//79WLx4MczNzSVORyWBp+dI7T1+/BgvXryAnZ0dCgoKsHDhQkRGRqJatWqYNm0av8yoSM7OzggKCkKPHj3EK6GqVq2K+Ph4eHp64uHDh1JHJKJSxqKJiKgIhoaGuHr1KhwcHBSKphs3bqBOnTrIzs6WOiKpCG1tbaX68dY7ZR+vniMiKoKjoyNiY2Ph4OCg0P7XX3/B2dlZolSkigRBgIODAwYMGID69etLHYc+IRZNpLb4648+xvjx4zFy5Ei8ePECgiDg7Nmz2LFjB4KDg7Fu3Tqp45EKOXPmDDZs2CAuZzJ48GD07duXp/7VEE/PkdrS0tJS6tdf9+7dSzEVlSVr167F7NmzkZKSAuDV1ZeBgYHw9fWVOBmpohcvXmD37t3YuHEjoqKi0LVrV/j6+qJt27ZSR6MSwqKJ1Na5c+ewYcMGhIaG8tcffZSHDx+ioKAA1tbWUkehMiIpKQm+vr6IiIjAgwcPYGFhIXUkKgEsmkjt8dcfEZWWO3fuICQkBCEhIcjOzoaPjw9mz54NHR3OhlEHLJpIo/DXH72Pm5sbDh8+DHNzc9SvXx8ymeydfXnDXnotNzcX+/btw/r163HixAl07NgRgwcPRqdOnaClxeUQ1QlLX9IIb//6Gz9+PExNTaWORSqme/fu0NfXBwD06NFD2jBUZlSoUAEmJiYYMGAAfvrpJ/E07tOnTxX68Tun7ONIE6kt/vqj4srPz0dkZCTq1KnDOXD0QW9+nxQ1OikIAmQyGa/UVQMsmkhtWVpair/+fHx83jmJl7/+qCgGBgZISEiAo6Oj1FFIxUVERCjVr0WLFp84CX1qLJpIbfHXH32MRo0aYe7cubw/IRGJOKeJ1NbRo0eljkBl2Jw5czBu3Dj88MMPaNCgAYyMjBS2c4SSSPNwpImIqAjvGqnkCCWR5uJIExFREThSSURv40gTEdFb8vLy0K5dO6xZswY1atSQOg4RqQhed01E9BZdXV3Ex8e/d3FLItI8LJqIiIrQv39/rF+/XuoYRKRCOKeJiKgIubm5WLduHcLDw9GwYcNCV88tXrxYomREJBUWTURERYiPj4ebmxsA4Pr16wrbeNqOSDNxIjgRERGREjiniYiIiEgJPD1HRPQO586dwy+//ILk5GTk5uYqbNu7d69EqYhIKhxpIiIqQmhoKJo2bYorV65g3759yMvLw5UrV3DkyBHI5XKp4xGRBFg0EREVISgoCEuWLMEff/wBPT09LFu2DAkJCfDy8kLlypWljkdEEmDRRERUhMTERHTu3BkAoK+vj2fPnkEmk2HMmDH4+eefJU5HRFJg0UREVAQLCws8efIEAFCxYkXEx8cDADIyMvD8+XMpoxGRRDgRnIioCM2aNUN4eDhcXV3h5eWF7777DkeOHEF4eDhat24tdTwikgDXaSIiKsLjx4/x4sUL2NnZoaCgAAsXLkRkZCSqVauGadOmwdzcXOqIRFTKWDQRERERKYFzmoiIiIiUwDlNRERv0NbWVqpffn7+J05CRKqGRRMR0RsEQYCDgwMGDBiA+vXrSx2HiFQI5zQREb3h3Llz2LBhA0JDQ+Ho6IjBgwejb9++nPhNRCyaiIiK8uLFC+zevRsbN25EVFQUunbtCl9fX7Rt21bqaEQkERZNREQfkJSUBF9fX0RERODBgwewsLCQOhIRSYBzmoiI3uHOnTsICQlBSEgIsrOzMX78eJiamkodi4gkwpEmIqI35ObmYt++fVi/fj1OnDiBjh07YvDgwejUqRO0tLhKC5EmY9FERPQGS0tLmJiYYMCAAfDx8YG1tXWR/TjiRKR5WDQREb3hzdEkmUxWaLsgCJDJZFyniUgDcU4TEdEbjh49KnUEIlJRHGkiIiIiUgJnNRIREREpgUUTERERkRJYNBEREREpgUUTERERkRJYNBEREREpgUUTERERkRJYNBEREREpgUUTERERkRJYNBEREREpgUUTEamNkJAQmJmZqcz7EJF6YdFERKVi4MCBkMlkGDFiRKFtfn5+kMlkGDhw4Efto3fv3rh+/br4PDAwEPXq1fuo9/yQ/Px8BAcHo1atWjA0NISFhQWaNGmCjRs3in08PT3h7+//n9974MCB6NGjR8mFJaKPwhv2ElGpsbe3R2hoKJYsWQJDQ0MAwIsXL7Bjxw5Urlz5o947Ly8PhoaG4vuWlsDAQPz8889YuXIlGjZsiKysLJw/fx7p6emlmoOIPj2ONBFRqXFzc0PlypWxd+9esW3v3r2wt7dH/fr1xbawsDB88cUXMDMzg6WlJbp06YLExERx+61btyCTybBr1y54enrCwMAAW7duVTitFhISgpkzZ+LixYuQyWSQyWQICQkBACxevBiurq4wMjKCvb09/Pz88PTp02Id0++//w4/Pz989dVXcHR0RN26deHr64uxY8cCeDVaFBERgWXLlok5bt26hfz8fPj6+sLR0RGGhoaoWbMmli1bJr5vYGAgNm3ahN9++0183bFjx3Ds2DHIZDJkZGSIfWNjY8X3BYDbt2+ja9euMDc3h5GREWrXro0DBw4U6/iI6P+waCKiUjVo0CCFU1cbNmzA4MGDFfo8e/YMY8eOxblz53D48GFoaWnhf//7HwoKChT6TZw4EaNHj0ZCQgLat2+vsK13794ICAhA7dq1kZqaitTUVPTu3RsAoKWlheXLlyM+Ph6bNm3CkSNHMGHChGIdj62tLY4cOYIHDx4UuX3ZsmVwd3fH0KFDxRz29vYoKChApUqVsGvXLly5cgXTp0/H999/j127dgEAxo0bBy8vL3To0EF8nYeHh1KZRo4ciZycHBw/fhyXLl3CvHnzYGxsXKzjI6L/w9NzRFSqfHx8MHnyZHG06OTJkwgNDcWxY8fEPr169VJ4zfr162FtbY0rV67AxcVFbPf390fPnj2L3I+hoSGMjY2ho6MDW1tbhW1vzi9ydHTEDz/8gG+++QY//fTTfz6exYsX48svv4StrS1q164NDw8PdO/eHR07dgQAyOVy6OnpoVy5cgo5tLW1MXPmTIUcp06dwq5du+Dl5QVjY2MYGhoiJyenUP4PSU5ORq9eveDq6goAqFq16n8+LiIqjCNNRFSqypcvj86dO2PTpk3YuHEjOnfujPLlyyv0SUxMhLe3N6pWrQpTU1M4OjoCeFUMvKlhw4bFynD06FG0bdsWFStWhImJCfr3749Hjx7h2bNn//m9nJ2dER8fj6ioKAwaNAj37t1D165dMWTIkA++dvXq1WjYsCGsrKxgbGyMtWvXFjrG4hg9ejRmz56Npk2bYsaMGYiLi/vo9yQiFk1EJIHBgwcjJCQEmzZtKnRqDgC6du2KR48eYe3atThz5gzOnDkDAMjNzVXoZ2Rk9J/3ffv2bXTq1AkuLi7Ys2cPoqOj8eOPPwJ4NZm8OLS0tNCoUSOMGTMG+/btQ0hICNavX4+kpKR3vmbXrl0YM2YMBg8ejEOHDiE2NhaDBg0qdIxF7QsABEEQ297OPWTIENy8eRM+Pj64dOkSGjZsiBUrVhTr2Ijo/7BoIqJS16FDB+Tm5iI3N7fQXKRHjx4hISEBU6dORevWreHk5FTsK9H09PSQn5+v0Hb+/Hm8fPkSixYtQpMmTVCjRg3cvXu32MdSFGdnZwAQR66KynHixAl4eHjAz88P9evXR7Vq1RQmu7/rdVZWVgCA1NRUsS02NrZQBnt7e4wYMQJ79+5FQEAA1q5d+9HHRaTpOKeJiEqdtrY2EhISxD+/ydzcHJaWlvj5559RoUIFJCcnY9KkScXaT5UqVZCUlITY2FhUqlQJJiYm+Oyzz/Dy5UusWLECXbt2xcmTJ7F69epiH8uXX36Jpk2bwsPDA7a2tkhKSsLkyZNRo0YN1KpVS8xx5swZ3Lp1C8bGxrCwsEC1atWwefNmHDx4EI6OjtiyZQvOnTsnnop8/bqDBw/i2rVrsLS0hFwuR7Vq1WBvb4/AwEDMnj0bN27cwKJFixQy+fv7o2PHjqhRowbS09Nx5MgRODk5FfsYiegVjjQRkSRMTU1hampaqF1LSwuhoaGIjo6Gi4sLxowZgwULFhRrH7169UKHDh3QsmVLWFlZYceOHahXrx4WL16MefPmwcXFBdu2bUNwcHCxj6N9+/b4/fff0bVrV9SoUQMDBgxArVq1cOjQIejovPpdOm7cOGhra8PZ2RlWVlZITk7GiBEj0LNnT/Tu3RuNGzfGo0eP4Ofnp/DeQ4cORc2aNcV5TydPnoSuri527NiBq1evom7dupg3bx5mz56t8Lr8/HyMHDkSTk5O6NChA2rWrFmsSe5EpEgmvHlinIiIiIiKxJEmIiIiIiWwaCIieo/atWvD2Ni4yMe2bdukjkdEpYin54iI3uP27dvvXIrAxsYGJiYmpZyIiKTCoomIiIhICTw9R0RERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKQEFk1ERERESmDRRERERKSE/wch1T/jTZoT6QAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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oDR48WL1799bGjRt10003/eTzXC6XLBaL+/GP//ts1pxs4cKFSk9Pdz+urq4mnAAAOE/59Jmmk0VGRqp3797at2+fJCkiIkL19fWqrKz0WFdeXu4+cxQREaEjR440e62KigqPNSefUaqsrFRDQ0OzM1A/ZrVaFRIS4vEDAADOT+0qmo4ePaqSkhJFRkZKkmJjY9W5c2fl5ua615SWlmr37t0aPny4JCkuLk4Oh0OFhYXuNdu2bZPD4fBYs3v3bpWWlrrX5OTkyGq1KjY29lwcGgAA8HFefXuutrZW//jHP9yPDxw4oOLiYnXv3l3du3fXokWLdPPNNysyMlL/93//p9/85jcKDQ3V1KlTJUk2m03JycmaP3++evTooe7duysjI0MxMTHuT9MNGDBAEydOVEpKilavXi1JmjVrluLj49W/f39J0vjx4zVw4EAlJSXpySef1LFjx5SRkaGUlBTOHgEAAElejqYdO3ZozJgx7sc/XB80ffp0rVq1Srt27dLLL7+sqqoqRUZGasyYMXrjjTcUHBzsfs7y5cvl7++vadOmqa6uTuPGjdPatWvl5+fnXvPqq68qNTXV/Sm7hIQEj3tD+fn5aePGjZozZ45GjBihwMBAJSYm6qmnnmrrPwIAANBOWFwul8vbQ5wvqqurZbPZ5HA42uwMVewDL7fJ6wLtXdGTd3l7BADtlOm/3+3qmiYAAABvIZoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAy0KJrGjh2rqqqqZturq6s1duzYs50JAADA57Qomj7++GPV19c3237ixAl9+umnZz0UAACAr/H/OYu/+OIL939/+eWXKisrcz9ubGxUdna2LrrootabDgAAwEf8rGi68sorZbFYZLFYTvk2XGBgoJ599tlWGw4AAMBX/KxoOnDggFwul/r27avCwkL17NnTvS8gIEBhYWHy8/Nr9SEBAAC87WdFU+/evSVJTU1NbTIMAACAr/pZ0fRjf//73/Xxxx+rvLy8WUQ9+uijZz0YAACAL2lRNK1Zs0b33nuvQkNDFRERIYvF4t5nsViIJgAAcN5pUTQ9/vjj+v3vf68HH3ywtecBAADwSS26T1NlZaVuueWW1p4FAADAZ7Uomm655Rbl5OS09iwAAAA+q0Vvz1166aV65JFHVFBQoJiYGHXu3Nljf2pqaqsMBwAA4CtaFE3PPfecunTpory8POXl5Xnss1gsRBMAADjvtCiaDhw40NpzAAAA+LQWXdMEAADQ0bToTNPMmTNPu//FF19s0TAAAAC+qkXRVFlZ6fG4oaFBu3fvVlVV1Sm/yBcAAKC9a1E0bdiwodm2pqYmzZkzR3379j3roQAAAHxNq13T1KlTJ/3617/W8uXLW+slAQAAfEarXgi+f/9+ff/99635kgAAAD6hRW/Ppaenezx2uVwqLS3Vxo0bNX369FYZDAAAwJe0KJp27tzp8bhTp07q2bOnnn766TN+sg4AAKA9alE0bd68ubXnAAAA8GktiqYfVFRU6Ouvv5bFYtEvf/lL9ezZs7XmAgAA8CktuhD8+PHjmjlzpiIjIzVy5Ehde+21stvtSk5O1nfffdfaMwIAAHhdi6IpPT1deXl5+t///V9VVVWpqqpK7733nvLy8jR//vzWnhEAAMDrWvT23Pr16/X2229r9OjR7m033HCDAgMDNW3aNK1ataq15gMAAPAJLYqm7777TuHh4c22h4WF8fYcALTQwd/FeHsEwCdd/Ogub48gqYVvz8XFxemxxx7TiRMn3Nvq6uq0ePFixcXFtdpwAAAAvqJFZ5pWrFihSZMmqVevXrriiitksVhUXFwsq9WqnJyc1p4RAADA61oUTTExMdq3b59eeeUVffXVV3K5XLrtttt0xx13KDAwsLVnBAAA8LoWRVNmZqbCw8OVkpLisf3FF19URUWFHnzwwVYZDgAAwFe06Jqm1atX67LLLmu2/fLLL9cf//jHsx4KAADA17QomsrKyhQZGdlse8+ePVVaWnrWQwEAAPiaFkVTVFSUPvvss2bbP/vsM9nt9rMeCgAAwNe06Jqmu+++W2lpaWpoaNDYsWMlSR9++KEWLFjAHcEBAMB5qUVnmhYsWKDk5GTNmTNHffv2Vd++fTVv3jylpqZq4cKFxq/zySefaMqUKbLb7bJYLHr33Xc99rtcLi1atEh2u12BgYEaPXq09uzZ47HG6XRq3rx5Cg0NVVBQkBISEnTo0CGPNZWVlUpKSpLNZpPNZlNSUpKqqqo81hw8eFBTpkxRUFCQQkNDlZqaqvr6+p/15wIAAM5fLYomi8WipUuXqqKiQgUFBfr888917NgxPfrooz/rdY4fP64rrrhCK1euPOX+J554QsuWLdPKlSu1fft2RURE6Prrr1dNTY17TVpamjZs2KCsrCzl5+ertrZW8fHxamxsdK9JTExUcXGxsrOzlZ2dreLiYiUlJbn3NzY2avLkyTp+/Ljy8/OVlZWl9evXc9YMAAC4WVwul8vbQ0j/DrENGzboxhtvlPTvs0x2u11paWnuWxg4nU6Fh4dr6dKlmj17thwOh3r27Kl169bp1ltvlSQdPnxYUVFR2rRpkyZMmKC9e/dq4MCBKigo0NChQyVJBQUFiouL01dffaX+/fvr/fffV3x8vEpKStzXZGVlZWnGjBkqLy9XSEiI0TFUV1fLZrPJ4XAYP+fnin3g5TZ5XaC9K3ryLm+PcNb4GhXg1Nr6a1RM//1u0Zmmc+HAgQMqKyvT+PHj3dusVqtGjRqlLVu2SJKKiorU0NDgscZutys6Otq9ZuvWrbLZbO5gkqRhw4bJZrN5rImOjva4iH3ChAlyOp0qKir6yRmdTqeqq6s9fgAAwPnJZ6OprKxMkpp9MXB4eLh7X1lZmQICAtStW7fTrgkLC2v2+mFhYR5rTv493bp1U0BAgHvNqWRmZrqvk7LZbIqKivqZRwkAANoLn42mH1gsFo/HLper2baTnbzmVOtbsuZkCxculMPhcP+UlJScdi4AANB++Ww0RURESFKzMz3l5eXus0IRERGqr69XZWXladccOXKk2etXVFR4rDn591RWVqqhoaHZGagfs1qtCgkJ8fgBAADnJ5+Npj59+igiIkK5ubnubfX19crLy9Pw4cMlSbGxsercubPHmtLSUu3evdu9Ji4uTg6HQ4WFhe4127Ztk8Ph8Fize/duj7uZ5+TkyGq1KjY2tk2PEwAAtA8turlla6mtrdU//vEP9+MDBw6ouLhY3bt318UXX6y0tDQtWbJE/fr1U79+/bRkyRJdeOGFSkxMlCTZbDYlJydr/vz56tGjh7p3766MjAzFxMTouuuukyQNGDBAEydOVEpKilavXi1JmjVrluLj49W/f39J0vjx4zVw4EAlJSXpySef1LFjx5SRkaGUlBTOHgEAAElejqYdO3ZozJgx7sfp6emSpOnTp2vt2rVasGCB6urqNGfOHFVWVmro0KHKyclRcHCw+znLly+Xv7+/pk2bprq6Oo0bN05r166Vn5+fe82rr76q1NRU96fsEhISPO4N5efnp40bN2rOnDkaMWKEAgMDlZiYqKeeeqqt/wgAAEA74TP3aTofcJ8mwHu4TxNw/uI+TQAAAO0I0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGfDqaFi1aJIvF4vETERHh3u9yubRo0SLZ7XYFBgZq9OjR2rNnj8drOJ1OzZs3T6GhoQoKClJCQoIOHTrksaayslJJSUmy2Wyy2WxKSkpSVVXVuThEAADQTvh0NEnS5ZdfrtLSUvfPrl273PueeOIJLVu2TCtXrtT27dsVERGh66+/XjU1Ne41aWlp2rBhg7KyspSfn6/a2lrFx8ersbHRvSYxMVHFxcXKzs5Wdna2iouLlZSUdE6PEwAA+DZ/bw9wJv7+/h5nl37gcrm0YsUKPfzww7rpppskSS+99JLCw8P12muvafbs2XI4HHrhhRe0bt06XXfddZKkV155RVFRUfrggw80YcIE7d27V9nZ2SooKNDQoUMlSWvWrFFcXJy+/vpr9e/f/ydnczqdcjqd7sfV1dWteegAAMCH+PyZpn379slut6tPnz667bbb9M9//lOSdODAAZWVlWn8+PHutVarVaNGjdKWLVskSUVFRWpoaPBYY7fbFR0d7V6zdetW2Ww2dzBJ0rBhw2Sz2dxrfkpmZqb7LT2bzaaoqKhWO24AAOBbfDqahg4dqpdffll//etftWbNGpWVlWn48OE6evSoysrKJEnh4eEezwkPD3fvKysrU0BAgLp163baNWFhYc1+d1hYmHvNT1m4cKEcDof7p6SkpMXHCgAAfJtPvz03adIk93/HxMQoLi5Ol1xyiV566SUNGzZMkmSxWDye43K5mm072clrTrXe5HWsVqusVusZjwMAALR/Pn2m6WRBQUGKiYnRvn373Nc5nXw2qLy83H32KSIiQvX19aqsrDztmiNHjjT7XRUVFc3OYgEAgI6rXUWT0+nU3r17FRkZqT59+igiIkK5ubnu/fX19crLy9Pw4cMlSbGxsercubPHmtLSUu3evdu9Ji4uTg6HQ4WFhe4127Ztk8PhcK8BAADw6bfnMjIyNGXKFF188cUqLy/X448/rurqak2fPl0Wi0VpaWlasmSJ+vXrp379+mnJkiW68MILlZiYKEmy2WxKTk7W/Pnz1aNHD3Xv3l0ZGRmKiYlxf5puwIABmjhxolJSUrR69WpJ0qxZsxQfH3/aT84BAICOxaej6dChQ7r99tv17bffqmfPnho2bJgKCgrUu3dvSdKCBQtUV1enOXPmqLKyUkOHDlVOTo6Cg4Pdr7F8+XL5+/tr2rRpqqur07hx47R27Vr5+fm517z66qtKTU11f8ouISFBK1euPLcHCwAAfJrF5XK5vD3E+aK6ulo2m00Oh0MhISFt8jtiH3i5TV4XaO+KnrzL2yOctYO/i/H2CIBPuvjRXWdedBZM//1uV9c0AQAAeAvRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAAaIJAADAANEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgAAAAwQTSf5wx/+oD59+uiCCy5QbGysPv30U2+PBAAAfADR9CNvvPGG0tLS9PDDD2vnzp269tprNWnSJB08eNDbowEAAC8jmn5k2bJlSk5O1t13360BAwZoxYoVioqK0qpVq7w9GgAA8DJ/bw/gK+rr61VUVKSHHnrIY/v48eO1ZcuWUz7H6XTK6XS6HzscDklSdXV1m83Z6Kxrs9cG2rO2/Ht3rtScaPT2CIBPauu/3z+8vsvlOu06ouk/vv32WzU2Nio8PNxje3h4uMrKyk75nMzMTC1evLjZ9qioqDaZEcBPsz17j7dHANBWMm3n5NfU1NTIZvvp30U0ncRisXg8drlczbb9YOHChUpPT3c/bmpq0rFjx9SjR4+ffA7OH9XV1YqKilJJSYlCQkK8PQ6AVsTf747F5XKppqZGdrv9tOuIpv8IDQ2Vn59fs7NK5eXlzc4+/cBqtcpqtXps69q1a1uNCB8VEhLC/1SB8xR/vzuO051h+gEXgv9HQECAYmNjlZub67E9NzdXw4cP99JUAADAV3Cm6UfS09OVlJSkwYMHKy4uTs8995wOHjyoe+7hWgkAADo6oulHbr31Vh09elS/+93vVFpaqujoaG3atEm9e/f29mjwQVarVY899lizt2gBtH/8/capWFxn+nwdAAAAuKYJAADABNEEAABggGgCAAAwQDQBAAAYIJoAAAAMEE3Az7B//3799re/1e23367y8nJJUnZ2tvbs2ePlyQCcrXXr1mnEiBGy2+3617/+JUlasWKF3nvvPS9PBl9BNAGG8vLyFBMTo23btumdd95RbW2tJOmLL77QY4895uXpAJyNVatWKT09XTfccIOqqqrU2Ngo6d9fjbVixQrvDgefQTQBhh566CE9/vjjys3NVUBAgHv7mDFjtHXrVi9OBuBsPfvss1qzZo0efvhh+fn5ubcPHjxYu3bt8uJk8CVEE2Bo165dmjp1arPtPXv21NGjR70wEYDWcuDAAV111VXNtlutVh0/ftwLE8EXEU2Aoa5du6q0tLTZ9p07d+qiiy7ywkQAWkufPn1UXFzcbPv777+vgQMHnvuB4JP47jnAUGJioh588EG99dZbslgsampq0meffaaMjAzddddd3h4PwFl44IEHNHfuXJ04cUIul0uFhYV6/fXXlZmZqeeff97b48FH8N1zgKGGhgbNmDFDWVlZcrlc8vf3V2NjoxITE7V27VqP6yAAtD9r1qzR448/rpKSEknSRRddpEWLFik5OdnLk8FXEE3Az7R//37t3LlTTU1Nuuqqq9SvXz9vjwSgFX377bdqampSWFiYt0eBjyGaAAAADHBNE3Aa6enpxmuXLVvWhpMAaG1XXXWVLBaL0dq//e1vbTwN2gOiCTiNnTt3Gq0z/R8vAN9x4403ensEtDO8PQcAAGCA+zQBAAAY4O054GfYvn273nrrLR08eFD19fUe+9555x0vTQXgbDU2Nmr58uV68803T/n3+9ixY16aDL6EM02AoaysLI0YMUJffvmlNmzYoIaGBn355Zf66KOPZLPZvD0egLOwePFiLVu2TNOmTZPD4VB6erpuuukmderUSYsWLfL2ePARXNMEGBo0aJBmz56tuXPnKjg4WJ9//rn69Omj2bNnKzIyUosXL/b2iABa6JJLLtEzzzyjyZMnKzg4WMXFxe5tBQUFeu2117w9InwAZ5oAQ/v379fkyZMl/f8v8bRYLPr1r3+t5557zsvTATgbZWVliomJkSR16dJFDodDkhQfH6+NGzd6czT4EKIJMNS9e3fV1NRI+vfXK+zevVuSVFVVpe+++86bowE4S7169XJ/Ifell16qnJwcSf++jtFqtXpzNPgQogkwdO211yo3N1eSNG3aNN1///1KSUnR7bffrnHjxnl5OgBnY+rUqfrwww8lSffff78eeeQR9evXT3fddZdmzpzp5engK7imCTB07NgxnThxQna7XU1NTXrqqaeUn5+vSy+9VI888oi6devm7REBtJKCggJt2bJFl156qRISErw9DnwE0QQAAGCA+zQBACDpm2++0Weffaby8nI1NTV57EtNTfXSVPAlnGkCzsDPz89oXWNjYxtPAqCt/OlPf9I999yjgIAA9ejRw+P7JC0Wi/75z396cTr4CqIJOINOnTqpd+/emj59uq666qqfXPerX/3qHE4FoDVFRUXpnnvu0cKFC9WpE5+RwqkRTcAZbN++XS+++KKysrLUp08fzZw5U3fccQcXfgPnkR49eqiwsFCXXHKJt0eBDyOngTMYMmSIVq1apdLSUqWnp2vDhg3q1auXbrvtNvctCAC0b8nJyXrrrbe8PQZ8HGeagBY4cOCAkpOTlZeXp4qKCnXv3t3bIwE4C42NjYqPj1ddXZ1iYmLUuXNnj/3Lli3z0mTwJXx6DvgZDh06pLVr12rt2rWqq6vTAw88oJCQEG+PBeAsLVmyRH/961/Vv39/SWp2ITggcaYJOKP6+npt2LBBL7zwgj799FNNmjRJM2fO1A033MAFo8B5olu3blq+fLlmzJjh7VHgwzjTBJxBZGSkgoODNX36dP3hD39QWFiYJKm2ttZjHWecgPbLarVqxIgR3h4DPo4zTcAZ/Phs0qlO07tcLlksFu7TBLRjmZmZKi0t1TPPPOPtUeDDONMEnMHmzZu9PQKANlZYWKiPPvpIf/nLX3T55Zc3uxD8nXfe8dJk8CVEE3AGo0aN8vYIANpY165dddNNN3l7DPg43p4DAAAwwEd/AACQ9P333+uDDz7Q6tWrVVNTI0k6fPhwsw99oOPiTBMAoMP717/+pYkTJ+rgwYNyOp36+9//rr59+yotLU0nTpzQH//4R2+PCB/AmSYAQId3//33a/DgwaqsrFRgYKB7+9SpU/Xhhx96cTL4Ei4EBwB0ePn5+frss88UEBDgsb1379765ptvvDQVfA1nmgAAHV5TU9Mp77V26NAhBQcHe2Ei+CKiCQDQ4V1//fVasWKF+7HFYlFtba0ee+wx3XDDDd4bDD6FC8EBAB3e4cOHNWbMGPn5+Wnfvn0aPHiw9u3bp9DQUH3yySfur09Cx0Y0AQAgqa6uTq+//rr+9re/qampSVdffbXuuOMOjwvD0bERTQCADuvRRx/VQw89pAsvvFCSVFlZqa5du57yeyYBogkA0GH5+fmptLTU/fZbSEiIiouL1bdvXy9PBl/EheAAgA7r5PMGnEfA6RBNAAAABri5JQCgw7JYLKqpqdEFF1wgl8vlvtVAdXW1x7qQkBAvTQhfwjVNAIAOq1OnTh4Xff8QTic/PtWNL9HxcKYJANBhbd682dsjoB3hTBMAAIABLgQHAAAwQDQBAAAYIJoAAAAMEE0AAAAGiCYAAAADRBMAAIABogkAAMAA0QQAAGCAaAIAADBANAEAABggmgB0aOXl5Zo9e7YuvvhiWa1WRUREaMKECdq6dau3RwPgY/jCXgAd2s0336yGhga99NJL6tu3r44cOaIPP/xQx44d8/ZoAHwMZ5oAdFhVVVXKz8/X0qVLNWbMGPXu3Vv/9V//pYULF2ry5MmSJIfDoVmzZiksLEwhISEaO3asPv/8c0lSRUWFIiIitGTJEvdrbtu2TQEBAcrJyfHKMQFoO0QTgA6rS5cu6tKli9599105nc5m+10ulyZPnqyysjJt2rRJRUVFuvrqqzVu3DgdO3ZMPXv21IsvvqhFixZpx44dqq2t1Z133qk5c+Zo/PjxXjgiAG3J4nK5XN4eAgC8Zf369UpJSVFdXZ2uvvpqjRo1SrfddpsGDRqkjz76SFOnTlV5ebmsVqv7OZdeeqkWLFigWbNmSZLmzp2rDz74QEOGDNHnn3+u7du364ILLvDWIQFoI0QTgA7vxIkT+vTTT7V161ZlZ2ersLBQzz//vCoqKvTQQw8pMDDQY31dXZ0yMjK0dOlS9+Po6GiVlJRox44dGjRokDcOA0AbI5oA4CR33323cnNzNWfOHD377LP6+OOPm63p2rWrQkNDJUl79uzR4MGD1dDQoA0bNmjKlCnneGIA5wKfngOAkwwcOFDvvvuurr76apWVlcnf31+/+MUvTrm2vr5ed9xxh2699VZddtllSk5O1q5duxQeHn5uhwbQ5jjTBKDDOnr0qG655RbNnDlTgwYNUnBwsHbs2KF58+Zp8uTJev755zVy5EjV1NRo6dKl6t+/vw4fPqxNmzbpxhtv1ODBg/XAAw/o7bff1ueff64uXbpozJgxCg4O1l/+8hdvHx6AVkY0AeiwnE6nFi1apJycHO3fv18NDQ2KiorSLbfcot/85jcKDAxUTU2NHn74Ya1fv959i4GRI0cqMzNT+/fv1/XXX6/NmzfrmmuukSQdPHhQgwYNUmZmpu69914vHyGA1kQ0AQAAGOA+TQAAAAaIJgAAAANEEwAAgAGiCQAAwADRBAAAYIBoAgAAMEA0AQAAGCCaAAAADBBNAAAABogmAAAAA0QTAACAgf8Ha8wzgXytrKIAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for x in df.select_dtypes(exclude=\"number\"):\n", | |
" sns.countplot(data=df,x=x,hue=\"Sex\")\n", | |
" plt.title(x)\n", | |
" plt.xticks(rotation=90)\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "4f5b7745-9f45-4126-a207-891d4839f42b", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.PairGrid at 0x7ff23b793a30>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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