Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?
Repository ini adalah kumpulan kode Python pada Jupyter Notebook, yang dibahas pada seri blogposts End-to-End Machine Learning pada hakim-azizul.com.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mendownload Data "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Import library\n",
"import os\n",
"import tarfile\n",
"from six.moves import urllib\n",
"\n",
"#Path data\n",
"DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml/master/\"\n",
"HOUSING_PATH = \"datasets/housing\"\n",
"HOUSING_URL = DOWNLOAD_ROOT + HOUSING_PATH + \"/housing.tgz\"\n",
"\n",
"#Fungsi untuk fetching data\n",
"def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n",
" if not os.path.isdir(housing_path):\n",
" os.makedirs(housing_path)\n",
" tgz_path = os.path.join(housing_path, \"housing.tgz\")\n",
" urllib.request.urlretrieve(housing_url, tgz_path)\n",
" housing_tgz = tarfile.open(tgz_path)\n",
" housing_tgz.extractall(path=housing_path)\n",
" housing_tgz.close()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fetch_housing_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data dengan Pandas "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"def load_housing_data(housing_path=HOUSING_PATH):\n",
" csv_path = os.path.join(housing_path, \"housing.csv\")\n",
" return pd.read_csv(csv_path)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-122.23</td>\n",
" <td>37.88</td>\n",
" <td>41.0</td>\n",
" <td>880.0</td>\n",
" <td>129.0</td>\n",
" <td>322.0</td>\n",
" <td>126.0</td>\n",
" <td>8.3252</td>\n",
" <td>452600.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-122.22</td>\n",
" <td>37.86</td>\n",
" <td>21.0</td>\n",
" <td>7099.0</td>\n",
" <td>1106.0</td>\n",
" <td>2401.0</td>\n",
" <td>1138.0</td>\n",
" <td>8.3014</td>\n",
" <td>358500.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.24</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1467.0</td>\n",
" <td>190.0</td>\n",
" <td>496.0</td>\n",
" <td>177.0</td>\n",
" <td>7.2574</td>\n",
" <td>352100.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1274.0</td>\n",
" <td>235.0</td>\n",
" <td>558.0</td>\n",
" <td>219.0</td>\n",
" <td>5.6431</td>\n",
" <td>341300.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1627.0</td>\n",
" <td>280.0</td>\n",
" <td>565.0</td>\n",
" <td>259.0</td>\n",
" <td>3.8462</td>\n",
" <td>342200.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"0 -122.23 37.88 41.0 880.0 129.0 \n",
"1 -122.22 37.86 21.0 7099.0 1106.0 \n",
"2 -122.24 37.85 52.0 1467.0 190.0 \n",
"3 -122.25 37.85 52.0 1274.0 235.0 \n",
"4 -122.25 37.85 52.0 1627.0 280.0 \n",
"\n",
" population households median_income median_house_value ocean_proximity \n",
"0 322.0 126.0 8.3252 452600.0 NEAR BAY \n",
"1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n",
"2 496.0 177.0 7.2574 352100.0 NEAR BAY \n",
"3 558.0 219.0 5.6431 341300.0 NEAR BAY \n",
"4 565.0 259.0 3.8462 342200.0 NEAR BAY "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing = load_housing_data()\n",
"housing.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 20640 entries, 0 to 20639\n",
"Data columns (total 10 columns):\n",
"longitude 20640 non-null float64\n",
"latitude 20640 non-null float64\n",
"housing_median_age 20640 non-null float64\n",
"total_rooms 20640 non-null float64\n",
"total_bedrooms 20433 non-null float64\n",
"population 20640 non-null float64\n",
"households 20640 non-null float64\n",
"median_income 20640 non-null float64\n",
"median_house_value 20640 non-null float64\n",
"ocean_proximity 20640 non-null object\n",
"dtypes: float64(9), object(1)\n",
"memory usage: 1.6+ MB\n"
]
}
],
"source": [
"housing.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<1H OCEAN 9136\n",
"INLAND 6551\n",
"NEAR OCEAN 2658\n",
"NEAR BAY 2290\n",
"ISLAND 5\n",
"Name: ocean_proximity, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"ocean_proximity\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20433.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-119.569704</td>\n",
" <td>35.631861</td>\n",
" <td>28.639486</td>\n",
" <td>2635.763081</td>\n",
" <td>537.870553</td>\n",
" <td>1425.476744</td>\n",
" <td>499.539680</td>\n",
" <td>3.870671</td>\n",
" <td>206855.816909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.003532</td>\n",
" <td>2.135952</td>\n",
" <td>12.585558</td>\n",
" <td>2181.615252</td>\n",
" <td>421.385070</td>\n",
" <td>1132.462122</td>\n",
" <td>382.329753</td>\n",
" <td>1.899822</td>\n",
" <td>115395.615874</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-124.350000</td>\n",
" <td>32.540000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.499900</td>\n",
" <td>14999.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-121.800000</td>\n",
" <td>33.930000</td>\n",
" <td>18.000000</td>\n",
" <td>1447.750000</td>\n",
" <td>296.000000</td>\n",
" <td>787.000000</td>\n",
" <td>280.000000</td>\n",
" <td>2.563400</td>\n",
" <td>119600.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-118.490000</td>\n",
" <td>34.260000</td>\n",
" <td>29.000000</td>\n",
" <td>2127.000000</td>\n",
" <td>435.000000</td>\n",
" <td>1166.000000</td>\n",
" <td>409.000000</td>\n",
" <td>3.534800</td>\n",
" <td>179700.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>-118.010000</td>\n",
" <td>37.710000</td>\n",
" <td>37.000000</td>\n",
" <td>3148.000000</td>\n",
" <td>647.000000</td>\n",
" <td>1725.000000</td>\n",
" <td>605.000000</td>\n",
" <td>4.743250</td>\n",
" <td>264725.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>-114.310000</td>\n",
" <td>41.950000</td>\n",
" <td>52.000000</td>\n",
" <td>39320.000000</td>\n",
" <td>6445.000000</td>\n",
" <td>35682.000000</td>\n",
" <td>6082.000000</td>\n",
" <td>15.000100</td>\n",
" <td>500001.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms \\\n",
"count 20640.000000 20640.000000 20640.000000 20640.000000 \n",
"mean -119.569704 35.631861 28.639486 2635.763081 \n",
"std 2.003532 2.135952 12.585558 2181.615252 \n",
"min -124.350000 32.540000 1.000000 2.000000 \n",
"25% -121.800000 33.930000 18.000000 1447.750000 \n",
"50% -118.490000 34.260000 29.000000 2127.000000 \n",
"75% -118.010000 37.710000 37.000000 3148.000000 \n",
"max -114.310000 41.950000 52.000000 39320.000000 \n",
"\n",
" total_bedrooms population households median_income \\\n",
"count 20433.000000 20640.000000 20640.000000 20640.000000 \n",
"mean 537.870553 1425.476744 499.539680 3.870671 \n",
"std 421.385070 1132.462122 382.329753 1.899822 \n",
"min 1.000000 3.000000 1.000000 0.499900 \n",
"25% 296.000000 787.000000 280.000000 2.563400 \n",
"50% 435.000000 1166.000000 409.000000 3.534800 \n",
"75% 647.000000 1725.000000 605.000000 4.743250 \n",
"max 6445.000000 35682.000000 6082.000000 15.000100 \n",
"\n",
" median_house_value \n",
"count 20640.000000 \n",
"mean 206855.816909 \n",
"std 115395.615874 \n",
"min 14999.000000 \n",
"25% 119600.000000 \n",
"50% 179700.000000 \n",
"75% 264725.000000 \n",
"max 500001.000000 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.describe()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJEAAANeCAYAAACiV59dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nc0nPhWYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb592e860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"housing.hist(bins=50, figsize=(20,15))\n",
"#Jika ingin menunjukkan plot, sekaligus menyimpannya, gunakan plt.savefig\n",
"#bukan plt.show()\n",
"plt.savefig(\"attribute_histogram_plots.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Membuat Test Set"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"def split_train_test(data, test_ratio):\n",
" shuffled_indices = np.random.permutation(len(data))\n",
" test_set_size = int(len(data) * test_ratio)\n",
" test_indices = shuffled_indices[:test_set_size]\n",
" train_indices = shuffled_indices[test_set_size:]\n",
" return data.iloc[train_indices], data.iloc[test_indices]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"train_set, test_set = split_train_test(housing, 0.2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512 train + 4128 test\n"
]
}
],
"source": [
"print(len(train_set), \" train + \", len(test_set), \" test\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mengimplementasikan Hashing"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import hashlib\n",
"\n",
"def test_set_check(identifier, test_ratio, hash):\n",
" return hash(np.int64(identifier)).digest()[-1] < 256 * test_ratio\n",
"\n",
"def split_train_test_by_id(data, test_ratio, id_column, hash=hashlib.md5):\n",
" ids = data[id_column]\n",
" in_test_set = ids.apply(lambda id_: test_set_check(id_, test_ratio, hash))\n",
" return data.loc[~in_test_set], data.loc[in_test_set]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing_with_id = housing.reset_index() #Adds an 'index' column\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"index\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing_with_id[\"id\"] = housing[\"longitude\"] * 1000 + housing[\"latitude\"]\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"id\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" <th>id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>-122.26</td>\n",
" <td>37.84</td>\n",
" <td>42.0</td>\n",
" <td>2555.0</td>\n",
" <td>665.0</td>\n",
" <td>1206.0</td>\n",
" <td>595.0</td>\n",
" <td>2.0804</td>\n",
" <td>226700.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>2202.0</td>\n",
" <td>434.0</td>\n",
" <td>910.0</td>\n",
" <td>402.0</td>\n",
" <td>3.2031</td>\n",
" <td>281500.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>3503.0</td>\n",
" <td>752.0</td>\n",
" <td>1504.0</td>\n",
" <td>734.0</td>\n",
" <td>3.2705</td>\n",
" <td>241800.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>2491.0</td>\n",
" <td>474.0</td>\n",
" <td>1098.0</td>\n",
" <td>468.0</td>\n",
" <td>3.0750</td>\n",
" <td>213500.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>-122.26</td>\n",
" <td>37.84</td>\n",
" <td>52.0</td>\n",
" <td>696.0</td>\n",
" <td>191.0</td>\n",
" <td>345.0</td>\n",
" <td>174.0</td>\n",
" <td>2.6736</td>\n",
" <td>191300.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.16</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index longitude latitude housing_median_age total_rooms \\\n",
"8 8 -122.26 37.84 42.0 2555.0 \n",
"10 10 -122.26 37.85 52.0 2202.0 \n",
"11 11 -122.26 37.85 52.0 3503.0 \n",
"12 12 -122.26 37.85 52.0 2491.0 \n",
"13 13 -122.26 37.84 52.0 696.0 \n",
"\n",
" total_bedrooms population households median_income median_house_value \\\n",
"8 665.0 1206.0 595.0 2.0804 226700.0 \n",
"10 434.0 910.0 402.0 3.2031 281500.0 \n",
"11 752.0 1504.0 734.0 3.2705 241800.0 \n",
"12 474.0 1098.0 468.0 3.0750 213500.0 \n",
"13 191.0 345.0 174.0 2.6736 191300.0 \n",
"\n",
" ocean_proximity id \n",
"8 NEAR BAY -122222.16 \n",
"10 NEAR BAY -122222.15 \n",
"11 NEAR BAY -122222.15 \n",
"12 NEAR BAY -122222.15 \n",
"13 NEAR BAY -122222.16 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_set.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>20046</th>\n",
" <td>-119.01</td>\n",
" <td>36.06</td>\n",
" <td>25.0</td>\n",
" <td>1505.0</td>\n",
" <td>NaN</td>\n",
" <td>1392.0</td>\n",
" <td>359.0</td>\n",
" <td>1.6812</td>\n",
" <td>47700.0</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3024</th>\n",
" <td>-119.46</td>\n",
" <td>35.14</td>\n",
" <td>30.0</td>\n",
" <td>2943.0</td>\n",
" <td>NaN</td>\n",
" <td>1565.0</td>\n",
" <td>584.0</td>\n",
" <td>2.5313</td>\n",
" <td>45800.0</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15663</th>\n",
" <td>-122.44</td>\n",
" <td>37.80</td>\n",
" <td>52.0</td>\n",
" <td>3830.0</td>\n",
" <td>NaN</td>\n",
" <td>1310.0</td>\n",
" <td>963.0</td>\n",
" <td>3.4801</td>\n",
" <td>500001.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20484</th>\n",
" <td>-118.72</td>\n",
" <td>34.28</td>\n",
" <td>17.0</td>\n",
" <td>3051.0</td>\n",
" <td>NaN</td>\n",
" <td>1705.0</td>\n",
" <td>495.0</td>\n",
" <td>5.7376</td>\n",
" <td>218600.0</td>\n",
" <td>&lt;1H OCEAN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9814</th>\n",
" <td>-121.93</td>\n",
" <td>36.62</td>\n",
" <td>34.0</td>\n",
" <td>2351.0</td>\n",
" <td>NaN</td>\n",
" <td>1063.0</td>\n",
" <td>428.0</td>\n",
" <td>3.7250</td>\n",
" <td>278000.0</td>\n",
" <td>NEAR OCEAN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"20046 -119.01 36.06 25.0 1505.0 NaN \n",
"3024 -119.46 35.14 30.0 2943.0 NaN \n",
"15663 -122.44 37.80 52.0 3830.0 NaN \n",
"20484 -118.72 34.28 17.0 3051.0 NaN \n",
"9814 -121.93 36.62 34.0 2351.0 NaN \n",
"\n",
" population households median_income median_house_value \\\n",
"20046 1392.0 359.0 1.6812 47700.0 \n",
"3024 1565.0 584.0 2.5313 45800.0 \n",
"15663 1310.0 963.0 3.4801 500001.0 \n",
"20484 1705.0 495.0 5.7376 218600.0 \n",
"9814 1063.0 428.0 3.7250 278000.0 \n",
"\n",
" ocean_proximity \n",
"20046 INLAND \n",
"3024 INLAND \n",
"15663 NEAR BAY \n",
"20484 <1H OCEAN \n",
"9814 NEAR OCEAN "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_set.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stratifikasi Data Kategori Income "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xedb62ad0f0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmaZ+v8kTGtVgQvIRQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb62a1c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing[\"median_income\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Bagi kategori income dengan bin kelipatan 1.5, dan batasi kategori income hingga maksimal 5 saja\n",
"housing[\"income_cat\"] = np.ceil(housing[\"median_income\"]/1.5)\n",
"#Beri label untuk yg <= 5 menjadi 5 saja\n",
"housing[\"income_cat\"].where(housing[\"income_cat\"]<5, 5.0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.0 7236\n",
"2.0 6581\n",
"4.0 3639\n",
"5.0 2362\n",
"1.0 822\n",
"Name: income_cat, dtype: int64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"income_cat\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xedb76c6eb8>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb65d9710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing[\"income_cat\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Lakukan stratifikasi sampel berdasarkan kategori income:\n",
"from sklearn.model_selection import StratifiedShuffleSplit\n",
"\n",
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
"for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n",
" strat_train_set = housing.loc[train_index]\n",
" strat_test_set = housing.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.0 0.350581\n",
"2.0 0.318847\n",
"4.0 0.176308\n",
"5.0 0.114438\n",
"1.0 0.039826\n",
"Name: income_cat, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"income_cat\"].value_counts() / len(housing)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def income_cat_proportions(data):\n",
" return data[\"income_cat\"].value_counts() / len(data)\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)\n",
"\n",
"compare_props = pd.DataFrame({\n",
" \"Overall\": income_cat_proportions(housing),\n",
" \"Stratified\": income_cat_proportions(strat_test_set),\n",
" \"Random\": income_cat_proportions(test_set),\n",
"}).sort_index()\n",
"compare_props[\"Rand. %error\"] = 100 * compare_props[\"Random\"] / compare_props[\"Overall\"] - 100\n",
"compare_props[\"Strat. %error\"] = 100 * compare_props[\"Stratified\"] / compare_props[\"Overall\"] - 100"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Overall</th>\n",
" <th>Random</th>\n",
" <th>Stratified</th>\n",
" <th>Rand. %error</th>\n",
" <th>Strat. %error</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1.0</th>\n",
" <td>0.039826</td>\n",
" <td>0.040213</td>\n",
" <td>0.039729</td>\n",
" <td>0.973236</td>\n",
" <td>-0.243309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2.0</th>\n",
" <td>0.318847</td>\n",
" <td>0.324370</td>\n",
" <td>0.318798</td>\n",
" <td>1.732260</td>\n",
" <td>-0.015195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3.0</th>\n",
" <td>0.350581</td>\n",
" <td>0.358527</td>\n",
" <td>0.350533</td>\n",
" <td>2.266446</td>\n",
" <td>-0.013820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4.0</th>\n",
" <td>0.176308</td>\n",
" <td>0.167393</td>\n",
" <td>0.176357</td>\n",
" <td>-5.056334</td>\n",
" <td>0.027480</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5.0</th>\n",
" <td>0.114438</td>\n",
" <td>0.109496</td>\n",
" <td>0.114583</td>\n",
" <td>-4.318374</td>\n",
" <td>0.127011</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Overall Random Stratified Rand. %error Strat. %error\n",
"1.0 0.039826 0.040213 0.039729 0.973236 -0.243309\n",
"2.0 0.318847 0.324370 0.318798 1.732260 -0.015195\n",
"3.0 0.350581 0.358527 0.350533 2.266446 -0.013820\n",
"4.0 0.176308 0.167393 0.176357 -5.056334 0.027480\n",
"5.0 0.114438 0.109496 0.114583 -4.318374 0.127011"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_props"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Remove income_cat attribute, untuk mengembalikan data ke keadaan aslinya:\n",
"for set_ in (strat_train_set, strat_test_set):\n",
" set_.drop(\"income_cat\", axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Eksplorasi dan Visualisasi Data untuk Mendapatkan Insights"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing = strat_train_set.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Memvisualisasikan Data Geografis "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xedb7989dd8>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEKCAYAAAAW8vJGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnXl8VNX5/z/n3lmyEjCsIYTFgDRJ\nSappA7JUFuvColakfgFtv/2hX1txV6i1iEi14laLUCta26K4sFTZtG6AkBSCARJMIktkDRGQMYQk\nJLPce35/zNzhrjN3JjOTSTjvV/MqmZl758wgz3POs3weQikFg8FgMBgSXHsvgMFgMBjxBXMMDAaD\nwVDAHAODwWAwFDDHwGAwGAwFzDEwGAwGQwFzDAwGg8FQwBwDg8FgMBQwx8BgMBgMBcwxMBgMBkOB\npb0XYIbu3bvTAQMGtPcyGAwGo0Oxa9euM5TSHqFe1yEcw4ABA1BWVtbey2AwGIwOBSHkaDjXsVAS\ng8FgMBQwx8BgMBgMBcwxMBgMBkMBcwwMBoPBUBB1x0AI4QkhewghG3y/ryCE7CeEVBJC3iCEWKO9\nBgaDwWCYJxYnhvsAfC37fQWAoQB+CCARwKwYrKFT4GhyouL4WTianO29FAaD0YmJarkqISQTwEQA\nTwF4EAAopR/Knt8JIDOaa9DD0eREbX0LMrslIj3FHuu3D4u15Scwd81eWDkOblHEszcPw5SCvu29\nLAaD0QmJdh/DSwDmAEhVP+ELId0G74lCAyHkTgB3AkBWVlbEFhSKgY2EA4nUPeau2YtWt4hWiACA\nOWv2YmR2d809w3m/jugoGQxG9IiaYyCETAJwmlK6ixBylc5L/gpgK6V0m971lNJlAJYBQGFhYZsG\nU0uGL9nGmzawkdihR2qXX1vfAivH+dcMAFaOQ219i2Ld4bwfO4kwGAw10TwxjAQwhRByPYAEAF0I\nIW9RSmcSQuYD6AHg/6L4/gC8hm/O6r3gOQK3IELUcTFqAxvKDl0PR5MTVXXnMGf1Xjg94d1Dfq+G\nFhdcgqB43C2KyOyW2KY1R/skEi905LUzGO1B1BwDpfRRAI8CgO/E8LDPKcwCcA2A8ZRSMcAt2oyj\nyYmHV1XALRgfOFrdIpJtvOIxszt0PaQdOAcCp0f58czeQ30vK8dBpAABwBOAApg3MUdxn3DWHM2T\nSLzQkdfOYLQX7dHH8DcAvQBsJ4SUE0Iej9YbVdU1BHQKEvtOnlP8ntktEW5RadTVO3Q95Dvw825B\n83ywe8irjuT3anR64BYoKAAPBQQK/GFtJVaUXpBBCWfNZq5Rr6PVLWLOmr0dojKqI6+dwWhPYuIY\nKKVbKKWTfH+2UEovpZQW+H6ejN47E1OvOuo4r/g9PcWOZ28ehgQrh1S7BQlWDs/ePCzoTl/agatJ\nsvFB77G2/ARGLtqEma+XYuSiTXi79JjuvSQoBR57vxIrdhw1XPO8STmorW8xNIRmPqfeZ5JOFfFO\nR147g9GedAh11XDJzegCCwd4ggSs+qcnaR6bUtAXI7O7hxSbzuyWqMkF2C0Ef5t5OXIz0kKK9S/Z\nXANv0CgwC9ZX4dq83khPsSvWXHmiAQs3VAcNoQT7nOGeniJNOHmCeFk7g9HR6NSSGOkpdrw4rQBW\nzvjkwBFgxKXd/b/LwznpKXbk9+tq2hAV15xRJLctHPDc1HyMGdIz4D30drY2nsPssYORYOWQwBtc\nCMDKK3fA6Sl2ZHZLxMKN1aZDKIE+Z7inp1AI1rinPk2tKz9h6r6xWDuD0Rnp1CcG4MKO+P/980uU\n1zYonrPxBM/fku83FG1JVEq7fnlOg+c4jMzuHuAqL96ThnZnO70oC9OLsrB532k8snqv7vlBoFSz\nA25L8lz+eaQdejinJ7ME+87bWiEWzbUzGJ2VTu8YAO/O8YPZo1B22IGtB88gPzMN3VMTFIairQZI\nzxjbeHPGuLjmDARZyMPKE8XOduzQnrBbObS6lc7DbiH+PIL0OYG2h1CMjHWkjaqZ7zwSTi49xc4c\nAoMRAheFY5AoHJiOwoHpus+11QC1tZJJngdxCxSNTo//dykkMsdnrF2CiNljs3FJsk2RR3jw6iG4\nJMmGgn5dMW9SDhasr4aVJxBEajqE0lYHGQpmvvO2ODnWv8BghMdF5RjUyA1HW3fZauMt7bTNVDLx\nRJsDWbC+Gtfm9vZfrw6JAMDIRZsUBvzpD/f5r+cIkGjl4faImD8513RILBI7dLOY+c61TlHA3Vdl\nB703619gMMLnonUMeoZDvSvXM0CBdqHhVjK5BW3ZlJUnGmMsD4lUHD+rMeByRAo0u7wVUgs3Vvsr\nl4LtoiNZyRPsvcw6U+l7XVF6DEs312DZ1kNYuqXG0NjH8tTDYHRGLkrHYGQ4SuaOQ8nccT4DdFBj\ngMzsQs3Gs+VGc/7kXDz2QaXieUHUJpXl6BlwI6Qdf3HNGVPrD+fko8bsjj0UZ/rXLTVwekR/R7mR\nsY/lqYfB6IxclI4hkOHI7JboM0AUTo83zj9nzV7k9OkSsV2ontF86qa8kHICkgF/cGV50D6NVrcn\nJAHBtlbyhLpjN+NMQzH2rH+BwWgbF6VjCGQ4jAxQuU7oJpxdaKDTyrW5vQ2NsV5YZmR2d/AcB0+Q\nk0PvtAQ0u4SQ1t+WSp5o7NhDMfaROvUwGBcrF6VjkBsOnnhVV+WidHoGaEB6EpweZVezSxBC3oUG\nMppGTWZGYZna+hbYeE4j1qfmeH0r3B4horvoQPkDsxpMoZxIQjX2rH+BwQifi9IxAF7D0djqwYIN\n1bBZOCzcWI3UBAumFPTVGKBpV2Ri5hs7wXHEq2DnQ6RASc2ZkKpdQg1zBArLhJJnOOI4H7FddLD8\ngV55rTyRH27FUKjGnvUvMBjhQSht0wycmFBYWEjLysoidj/vvIQGzPrXl3DJDgEJVg4lc8cpqneS\nbTwmLSnWNJdJ2C0cXru9ELkZXUwboXXlJzQG2sgwVhw/i5mvlyr6GlLtFrw1qwj5/br678UT4q9C\n0uOzB8Ygu1dqm2v7HU1Of5mshN3C4b+/G6cb/pIS+Taeh1v0nswkuQ4J+ffOYDAiByFkF6W0MNTr\nLroTg7RbFUVAbUflcXDpJ1hZqNMj4q43d0EEVRj4SJW1BjthKITz6rzCeR5BVCSkbx+Rhexe3umq\nRrtosw5DLxTm9Ih4u/QY7hk/WPN6dSJ/wfoq2Cz6iqfhJLlZqIjBiDwXlWOQh2X0aPV4q3eCNb6p\nkWYvSCEes2WhgYyZfA3BQkDSvfL7dfUnsN0eAUcc51HQr6vfKRhhJrQjP0GpdZ0AYMnmg5helBV8\neBDPwaWakRFOroM1sDEY0eOicgx6hkqORwCuW7wNlFIkWi26jW8tbg8IIbDyHM6rjhxWjkNV3bk2\nl7XqGb2SueNM7Y7lGkNjhwZWdQWCl5bWnGrEK198g3UVdbBbOHhEiglDe2Jj5UnFfWw8r9n16zlV\ngVLMn5yjkQSPRGUXa2BjMCLDReUYkm08WnQmq0lQwK+OKsX05Y1vcjmKqroG/O8/vpTnotHi9gCg\nAUs1g4U/ApWz5vfrqrtu+T3NnFbkBKqS+stnB7B8xzH/427frInP9p2GjVeG4lyCdtdvJGdxbW7v\ngKW5wWANbAxGdLloHMPa8hOYs7oCHjG0ZLtRKWluRho4jkBQhEUIkqy8ZpfsFLxzpY3CH95k+Dmc\na3HjTJMTFtX8iEBGT35PlyBApF7nZnYnrberdwki3B5B4RTkWHiCu8YMweJNB/2OVBBF3QqtUOUs\nzMAa2BiM6HJROAZpF+70hF6BZWRwautbkGDh4RYuVAt5RIrpr5fi1p/0w8qyWgBAq1sEoRQTX96m\na7QbWz2Yv64yYPeyUQ+AXjezmmA7aWlX/9CqCoWR//ce42E4boHiurzeWLL5oOyzB3ZCZuUszMAa\n2BiM6HJROIba+ha4DBLORiTbeAj0gjSFOgRklJR2CRQry2rx1q9/gumvlwIAnIK+Q+IJwRPrq4JK\nWkwrzNQdJuQUvE4nEE1Ob0I9ECOzu0N+SPGIwOpdxo5h/uQcNLsE2HjeX20EGDuhaIR+WAMbgxE9\nOvVoT4nSQw6D/bQ+v7qyP96+YzhK5o7zi+epR0tKu1Z16SXgNXpHHOdhtwQ2yG5B1JXcVrOyrBaO\nJqci/9Do9MDlEQ2djgQFcN1ftgYch+ntoFau1SWIKMhMUzzGEeCpG/Mwo6h/SOGcUF4bbMynHMlB\n19a3mHo9g8EwR6c/MTianHj+k/0hXVPYv5s/0RuoAmZKQV/k9OmC6xdvU5RgOj0CBqQnaYyhhfOO\n+7TwBG6B4uGfDcFzHwdfm7S7lv5sFDYywi0CD62qMAzd6I0WBYCvT57D32+/AtsPfY/sHsm4WjYf\nIpRwjtnXhlqCykpWGYzo0Kkdg6PJic37TgMhdnc/tGovRAq/HlGgMEh2r1Q8f0s+5qzZCypSOAUK\njiOY+cZOTCvMxMqyWr8e0/zJuWh2evDsx/tg4zm8+OkB3PSjvv58hBFu0Zu8rmto1TXgZnALFFV1\nDRgzpKduZdTNl/fF2zuPKy+iwG/e3gM77zW8SXaLwvCGEs4J9tpQS1BZySqDET06rWOQdpMcAFeI\nttTpEQPqEanDIP6Tw8vFAKi/gW5lWS0emDAEL3x6AFaew+NrK/3lrZIi6rqKOvz+uqF47uN9EKlX\nisnCEXhECjtPQDiCaYWZmLSkGFaOgyCKsPIECRZv6W0oVVYn6ls0u2y589J8DwIFQOGSJYxz+nRB\ns0vwG/dQ9IjkPRby36XH1A6YJwSb953W7cdgJasMRvTolDkG+W7yfIhJZwm5kZl2RabiOXkyWKLZ\nJcDOK79OAuCFT/bD5RHR7BKglw7gCUHRoHR8dN8Y8L7rJWNPCcFbv/4JVpbV+vMKHtEb6//Tz38I\nbwbBPN83uxQ5ila3iOXbj6HVLSp0lpLtPGw8QYJV+5/H9Yu3KXItoaCXq5HQc8DNLgFPrK/CyEWb\nsGLHUUXugZWsMhjRo1M6Bmk32RYkI+NocmLlLmWoR0oGy9EzVC1uUSP/oEZqDNNzLFaeYOvBM5rd\nvI3n0eoWNP0Owbgk2Rb0e0m28VgwORcf3jta81yr7/NITmXOmr2mk77qxLn6eikPkWDlFFVUTU4B\nrW4Rj31QiRmv78CVz2zCy58fRH2zC+Mu66F4Dz2HzWAwQqdTOoZQ5Kj1sFuIPzmq52TkyWA5d1+V\nDbtOlVIgRJGipOaM/o7ZKeDvxYc0qqluUURBv64hN+v17aZNiKsRKMXYoT2R3SvVb6hT7RbYLBzs\nvH7jnRnMfI9TCvqiZO44LJiSCz2X1+QU4PSIeOHTA5jw5634sPKU4nk9h81gMEKnUzoG+e4z1W5B\ngpXDlPw+sHBAkpXTNToSSTYer91e6O9IbmhxaxK+6pCFFCJZtvUQRFGEjTe/kxeoN3YP4MKO2X5h\nx9wsS5Ak23gkWDk8e/MwZPdKxR2jB5l+H8D72dXfy+0jshS/y6uFJEP91qwifHjPKBDVCSVQyenW\nA6ex9cB3qDnViIrjZ+H2CBo5kha3oOmxSE+xo1uSNcQgmZdQHBWDwTCm0yafFXLUJxqwcGM1Eqw8\nXALFo9cNxdMf7dO9TqQUuRlpiiStPOGrHjqjVx2jjv3zxFsYZbRXlwyatObN+05j/roqTdx/weRc\nRSJ21uhBWLb1kG7uQo8jjvOYWthPUx103/ghhtVC8uSy2ZLTh2Vd1NLn11ujR/R2hD83NV9R7VRR\n22DuA6mQh/9Y4xuDET6d8sQgITVASYNhmpwCXB4RL352AE/dmAcrB3/Hr93CwWbhMG9SDgAo4uFS\nwnfm8CwAFMu2HvInT/VCJDYOsFku7MKfvCEP1gAhJvnOOz3FjrFDe0JQldgKItVU56Sn2PHkDXmm\nv4/y42f918m1n9S/GyE/QUjNf3IcTU6NUwD0nYKE00M1uYoxg7ub/kwSUvivuOaMYYKbwWCYo9Oe\nGCSMyhrz+qZhx+8noLa+BaWHHHj+k/2w8hwWbqjG900uzTUWjsPfS47AJRs6M2fNXmyYPUorQicC\nv79mCIoGpfs7c/VmMydZef+AH7XBN9s8ltc3DSl2Hk1OY9VYibdKj+FkQwsWTc0PeycdqDy1qq5B\n4xTMoC4zLRyYjtHZ6dhW4wh+LU9wyxWZ+PXIgeiWbPNPl2O9DQxG+HR6xxCorFEyFr/47ABcAoXL\nJyu9ZHMNPKq8QotLQKKNg0v2mJXj0OwSMG9iDh77oFLx+hc/O6AYV6leg93C4W+3XWE4EtRs81hm\nt8SQjPFn+75D0dOfYcGUPMwY3l/3NeGHYkKrkpJocXs0IoEPXzMUv7qyFavKavHZ16egp3/I+d5x\nfcW3+PeeE7j7qmzW28BgRIBOHUoC9BPRcmG8zftOa8o+LRwBUZWIilAmgoELDkbatcuRJ0L11vDc\n1GEYM6RH0KE7wUI86Sl2zB6bbfi8Hh4ReOyDSqwoPap5LlCvARBYyyg3owtCLMoK+P53v7MH1w/r\ng9LHJuChq4fAKkvq8wTgeaIon12y+WDQQgEGgxEcQkOUiwj5DQjhAZQBOEEpnUQIGQjgXQCXANgN\n4DZKqSvQPQoLC2lZWVmb1qHeBUvJZZ4QTTmojSewWTjD8IxceVWqXpJCGBJ6A+6jlRR1NDlx5TOf\nhywrbuMJtj863r+WYJ/DjDbROl/yOVj/hpqHrh6C6UVZAd/fO7eiAd5zAsXdK/b4ByoBQKrdgjvH\nDMLSLTVMP4nBAEAI2UUpLQz1ulicGO4D8LXs90UA/kwpHQygHsD/i8EaFLtveSWRuvInwcph/uTc\ngD0Cj1xzmSL5GuhUYrSGSH+256bm+5vDzAZ0XALF26UXhvEE6jXQa1B7ZLW2wW1KQV/Mn5yrOIUR\neHMBqXYL7BYOetW8izcdRFXduYC9DukpdowZ0hNjhvRAbkaabohwelFWwAQ5g8EITlRzDISQTAAT\nATwF4EHijc+MAzDd95J/AXgCwCvRXIcavYS01PErVf6kJljw0Mpy6ClqDOqRojHusZwPoHfyUL//\nqGc+R4uJE8SSzQcxvSjLcMaEFIrR+86cHhFvlx7DPeMHK9a2cGO1wrHaLBw23jPKr7H0+rZDeOWL\nQ8r3ESjOtbhNy1wES9DLT0GsdJXBCI1oJ59fAjAHQKrv93QAZyml0vm/FoDulo4QcieAOwEgKysr\noosyGlIvLweVhPGueWmrotzSwnlj6XqEIigXLoHCOdL7O5qcoMQbbgmGjef9yVm5sZUUYedNzPF/\nJj1lV7ljAQzE8DiCuoYWjBnSEwAw4tLuGscAeKuapl2RqRgpGkjmIpgzZrLcDEZ4RC2URAiZBOA0\npXSX/GGdl+paL0rpMkppIaW0sEePHnovCRuzoZ9uyTbcP2EIbLy3tNRuIXhxWkHIxj+U4TPB7hNI\nb0gilO5feVNYxfGzGJndHfMm5sAtUtgsHBZurMa68hMorjnjV1mVY1F1G+s53fMuAXcsL/MnsnMz\nuuiGk94oOYL3ypTS33oyF9Jaa041mpLxDkfbicG4mInmiWEkgCmEkOsBJADoAu8JoishxOI7NWQC\nqIviGgwJZbdJCIffXHWpYmesxihkEcldq1mp6WQbr0jg6mHjCQjx6jv9p/IkntxQDSqKColyl+9c\n98jqvZoeDIlml4DKugb/YCPJ6aqvkRrZpJ6C+31y5HJ4jsCjk7SWHE9V3Tls+voU3io9CkIBN4Vf\nAVb9vVbVNYAj+tpOLKTEYAQmao6BUvoogEcBgBByFYCHKaUzCCGrAEyFtzLplwDWRmsNwTAK/ejJ\nXCzdUoPpRfohLSPjr3efR1ZXoGuSFbkZaaYMlNzhmJWabnYJhjIUAHB5VhcMTE/Buoo6/O2LbzRV\nWWqMnILEgvXVKBpwCbJ7eSOGUwr6omuSDXe9uQvnZfpI8kRyfr+usFuUTX+CSDXVTK1uEZu+PoWl\nW2p0Z2NLDlDudNaWn8Cc1RWaKi1WuspgmKM9+hjmwpuIroE35/D3dlhDQMwqqkpicXNWV+iGLPTu\n4/RQ3PXWblNyDeqegpKaMwFDYFKIxe3Rn/0gsfvYOazZUwe3iKBOwQwuj4jrF29TfJ7cjC4QoTXM\nlScaMHLRJty9Yrdfg0r6LLPHZmsUXAHgL5v0nYIc6e+n7LADD63SOgW7RT9cyGAwtMSk85lSugXA\nFt+fDwH4SSzeN1zM7Mz9E+II0RghyUgZyX+f9xnjcEZXlswdh5K54zRhK/mpxSmIsHAIakwjiUu4\nECoCvM513qQcLNxQ7T9JzZuY49etkj6T3QIsnfEj5GakAfCezEyrAspwiyJWlB7VHZOaZOXxt9uu\nwJghkc1VMRidlU4viREOwUoh5UZbD7nkhnQfDkQRVgECx7wD5RPUvRD6Cq+xx8pxWFF6DH+VNZjN\nm5iDvL5phiWvNp5HWqJNoeD68Oq9uoluI+wWDg9ePQRPf2igmAtqWEnGYDC0MMdgQKDktJ6BA/RF\n8aT7VNWdwx3LyxQx9UAx71BGV+qtJ8HKwe0Rw9l8h02rR8CSTQfgEuBfy4IN1fjwnlGGmlFOQVTM\nZPDPz168LWj3NAfgAV/H9OZ9p3VfY+EJCyExGCHS6bWS2kJ6ih3JNh6b951GzalG/+N6RlsSxdPr\ntvV27PbAc1ODl8jKrzGTT3A0OfX7MgJ0bocndRccAgJ1ykLKP6zYcdQfXkqwcv5qIkIpJi0pVuQn\nsnul4vlb8hWf/akb83DXTwfBwgF2nsDKAQtvzMM94wcjPcWOAl9VlJp3ZxWx3gUGI0SirpUUCSKh\nlRQOc1aVY+WuCwZrYl5vPHmjd/7B26XHsGRzDWy8thKpqq4BJ+pb4PSIGJXd3V+tAwTuxNV7Tu8x\nvSooAP7Ql0sQ4RH0TwsEwKcPjEFdQwsOfdeM5z7eH5EEtBlS7Dw8IsWDE4bg+U/2K04EwbSlAATV\nUSr842eKdDcBUPaHCey0wLhoCVcriYWSDHj1i28UTgEANlaexMfVJwEAiVYLAIo7xwzy9zfoTS8D\ngNtHZOHJG34IwLhE1qjkVf16M0nphhY37lz+JQQdSQwK+LuQj39/NGZOAYBflPD5T/bDZuH8MueA\nfr5F/tkrjp8N2MNRW9+CFLtFIaqXYregqu4c0hKtTBKDwQgBFkrSwdHkxCKD0Z8e0fvT6PTA6aHe\nKhrfNXNW79WdjbB8+zFsqKjzd92qO6FD6dINVEorifTlZnSBO0Ao6VyLB1sPfIcnN1RrnrPG4L8I\nK8+hxaWe/+wJ2GNglHNJtvGoOH4WyTbeP0BJotHpwR3Ly9g0NwYjRNiJQYfa+hZJ2Tko8v4GEiB4\n/8DKcnCE4IaCDHywpw48B4gUeG7qMPRPTzY9YEbPQLoEQWFU01PsmHuN8Vzrh1ZVgCdE07hm46HJ\nEUQDtyBALeWknn+hRq9SbNoVmZi0pBgWjqDZKej+dTk9ov9zsmluDIY52IlBh8xuiSAmUy9SpVBm\nt0S4A5RYugUKp0fEyrJauAQRLW6vwXpoVQWSbXzIqqLygTgiBUpqzihed+dPL8W0wkzN9QReY6ku\nnQVi4xSk91F/VW6B4sVPDuiekuQ6TpKk9obZo7ByV61/lreZvy63R8QbxYeYXhKDEQTmGHRIT7Hj\nzp8OCvo6aQC9FAu/zWBUZiDcAkVdQ4vGiAdSFR2Z3R28LJzk9jWXqQ3e3GuHwq4aqaZnQJNsPGwG\ncxJiyYqdx3DlM8qQj173d36/rmh2CZrJe8EQKLB0yyFc8cfPWFiJwQgAcwwGjLi0e8Dnk2w8Xru9\nECOzu/vzBTPDcAwAcK7FrenYfe/LWsOcRG19C2x8cMmO2voWxThMI4b1TcOCyTkx7Xkwwum5kF8J\nlHvJ7JYY8pQ4OQ+tLGcnBwbDAJZjMECaX2wUHRIpxfHvW3Dnm7v8Me+7r/Jq/ThDMFgEQJdEG0TV\nrAOnR8TTG6txef9LsHBjtaJaaWR2d8PZxvISz8oTDYbjSeXsOPw9dh2rN73maGPlOFTVncPpc62a\nU4G8+3v+5Bw89n5lmO9CmNIqg2EA62MIwLryE3hkdQUIIf78QZLNotH9kfCGbWjIs5evyemFj6tP\nmXqt3ULw+KRczF9X6XdaVp7ghVvyQQF/yatLECBS6FZJxTs8ASw8500qqxIf6n6HFTuOYsH6KoiU\nhqQNZeWAHb9nPQ6Mzg3rY4gCalkMAP4/6+v+cJg5PEt3OlkgzDoFwKvO+vjaSkXYhyNATp8umLSk\nuN31kiKCr2JKHuhJtvMQRKrpFp8xvD+uzeuNqroG/PKNL00loQHghTAGLjEYFwvMMQRB3WAm/7Ne\nJVFuRhoSrRxaggzKaQvqQ4CF41Cu0wDWUVFnRdTzuNV4JUd64pcj+uOf248GvX9hVhpOnWuFo8nJ\nnAODoQNLPoeAPAkslY3aLRySbDzsFg7TCjPx0KryqDoFPZpdAr4/79I4KgvnDW+l2i2w8aTdq47M\n4lE156nncRtxz/jBpnSgyo414KkP97HqJAbDAOYYTKIum1xXfsIXtqDe/1ER7+w8rskvWEx8w0N6\nJrd5fS9+esAvUCcJz704rQD//d043DFmEAghsJpZDMytOVZYQ1BHTU+x466rgpcZy7n3XVadxGCo\nYaEkE+jpEz28qhwUxJfclRKkSqcgDYg5Xn8eT6yr0k0EJ1o5/PSynjhw+nCb1mjlOORlpGmG+NSc\nasSSTQdNl3baeAJvMCc+QlIcgX/4jxlmjRqE17cdDinp/mnVSdxaFF6pMYPRGYmjvWH8oqdP5BKC\nV/xIA2JmFPXH33/5YyTobMVb3CJe29Y2p+C9j8fvDKRBPmvLT+D6l4tDqvf/f6MGwmaJn5iTjefx\n7921mLu6Ap/7BAwDkZ5ixwu35PscnDlqvmtuyxIZjE4HOzGYwGhEpxoLB/Acp5DilkIguRldojcI\nAQClyptLpxy9SWhWnoDqlHcm+QbmmOl9iBWNTg+e8k1me6+sFpf1SsbHD1wV8Bpp2M91i7eZOjlc\nm9srEktlMDoN7MRgAvnQnCQrr/saCwcsmJKH//7Oq+UjH9gjNZ3Nm5jju0fkv3aBUlTVNfh/r6pr\nAKcjTGfjCa7P6w299pXzLgFCKmbQAAAgAElEQVR/C7HUNtbsP9Vs6uSQ3SsV944bHPR1Wd0SUTgw\nXdNdzmBczLATg0kCjegEALuFx8KN1UhNsCgmhqnnLMyblAM7z+HxtZU4H/HqJeJ/zzmrKzSJcJuF\nw9gh3bG24lvDO3SEdrhPqk+hIKub4cAjielFWVi86WDAU8OpRidW7Diq6S5nU98YFzPsxBAC6hGd\n8lnFzS5BM0dBT+tn4YZqFPTrCiEKHeffN7X631PtFOwWDg9fPQQfV+vPRu5IdEmwairE9EhPseOJ\nKbkB72XhCRasrzI1C4PBuFhgjiEMphT0RcnccVgwJRcpdmVoSS5mZzRUp9klYPbY4GGOULl/5V7M\nW/uV5j2TrF7Bv0uSbRF/z1jTK9WKN0uP6hpyvXDQjKL+eOrGPNh4gkSrNrTmFiisJgQJJVjIiXEx\nwBxDmKSn2DF2aE9NM5Z8joLR1LHMbomYXpQVsmy0GT786hRaVLMWpDUMSE+K+PvFmp9f3k/X2a4o\nPWZ4ipgxvD/mT86FIMJfrZRg5ZBg5TB/co7m9KaehSE5gxU7jpo6qTAYHR2WY2gDelPF5JVIgZ5f\n9sU3GqcSKTSGTqD47YpdcAsiOOId7NNReW3rIfC8unRYxNLNB+H0UFmfSQVy+nRBdq9UOJqcWLix\nWlG2K4oUH947Gtm9UpFqtxj+HUo5Ip5cEPSTz9pmE+EYnRHmGNqIWmhPbST0nl+x46jh2M1IQKg2\niRxPJahtwUOB3slWnDnvVsidL9t6SDHz2SVQXP9yMZ43GJ1qt/B+Q2/0dyjPEelhNH6VwejoMMcQ\nAdRCe4GedzQ58fjacGcImCM+epajR22DE3eMHojRg7sDIMhIS8DSLTWa17l8Q382zB4VdHSq3t+h\nnoJuoHswGJ0F5hhiTFXdubiYlNbReX3bYSzfftTfTDitMBPv7DyuKU2Vkv2BQn5GGDU2GkmAMxid\nBeYYYg7zCpGAwjvlTuonWb79mG4lhbSrz+/XNWDITw+9HNG8iTnI65tm+h4MRkeEOYYYk5uRBitP\nOuRktXhHvbe3WzhNMUCoxjxYDonB6IywctUYc0HkrWN89RYCjByUjihU1kYVqXcjEh3McmFCBuNi\noGNYp07GlIK+2P7oOFx56SXtvRQNHIFCmdRDgZJDjg5X4iqCIiMtgTWjMRhhwBxDO5GeYsfL/3M5\n7PE0FQeAlSMhyXTHIzyAcZf1wMSXt7FmNAYjDKJmlQghCYSQnYSQCkJIFSFkge/x8YSQ3YSQckJI\nMSEkO1priHfSU+wXdJfs+qqtscbZwZ0C4B2b9GHlKTg9NG70j5iUBqMjEc3ksxPAOEppEyHECqCY\nEPIRgFcA3EAp/ZoQ8lsAfwDwqyiuI66Rkpub952OkuJqx8HGa08rPEFEynvbsxlNrbDL1FsZ8U7U\nTgzUS5PvV6vvh/p+uvgeTwNQF601dBSMdJcuJqycNFJUid5MiXBor2Y0PYXd9j69MBjBMOUYCCFD\nCCGfE0Iqfb8PI4T8wcR1PCGkHMBpAJ9SSksBzALwISGkFsBtAJ4xuPZOQkgZIaTsu+++M/t5Oizp\nKXbMnxxYIjqeIABS7ZE7cIqUgvh6POR5F3eEnOW0wkxF93mswjpGCrtG6q0MRjxg9sTwGoBHAbgB\ngFK6F8CtwS6ilAqU0gIAmQB+QgjJA/AAgOsppZkA/gHgRYNrl1FKCymlhT169DC5zI7NjOH98dRN\nebBZvDkHexzNXlZDAfzp5z9EpIbRCfRCfsMjiEi2RfYwu7KsFo4mJ9aWn4iZQqqjyYmGFjdcQmA5\nDgYj3jC75UuilO4kymO9x+jFaiilZwkhWwBcByDfd3IAgPcA/MfsfS4GZhT1x7W5vVFb34JkG49r\nXtoatxIaH1fWIRopEYFCI1xnt3B4YnIO/vBBZVjfh5XjUFV3zh/WCUUhVRrNGkqDm3eK3l7wHIFH\nEGHlCRIsvGk5DgajPTHrGM4QQi6FT8+BEDIVgPF8SO9regBw+5xCIoAJABYBSCOEDKGUHgBwNYCv\nw159J0Xq0K04fhYJVg7NrvhMSK//6lTU7i03/lae4Lmp3oTt19+ew/Idx0K+n0sQcOi7RvCqnEWw\npHQ4iWNHkxMPr6pQdLcTSrF0xo+Qm5HGnAIj7jHrGO4GsAzAUELICQCHAcwMck0fAP8ihPDwhqxW\nUko3EELuALCGECICqAfw6/CW3vnJ7JYYt6eFWJPTpwtqTjXi3S+Ph3wtB+8Miuc/OeCX2pZwiyKS\nbTwqjp/VnAjkieNQThhVdQ0ayRNpRHi4TiGcUwuDES6mHAOl9BCACYSQZAAcpbTRxDV7AfxI5/H3\nAbwf6kIvRuQibhwBnG7xonQUboHimpe2ghBiWLnFE4JhmanYc/yc4T3cwgWnkGzjIVCKaYWZmLSk\nWPdEoCe7ba7sVT839Nx/9uP7JiduvLxfkE+shJW7MmJNQMdACHnQ4HEAAKVUN3HMiBxqEbelmw7i\njf8ebe9lxRyBAqBap8AT4Lbh/fHOl8dQc/o8CLT6tepAXLKdx4LJuSjo1xUTX96mmPwmPxEEGs0a\niNyMLrBwF04JEl/VncP9K/di0X/2Yfvvr/Y/Hug0EO6phcFoC8FKP1J9P4UAfgOgr+/nLgA50V0a\nQ0Iu4paWaG3v5cQd73x53N/lbOZA5XQLGDu0Jz6sPAmnRzu/QSollU5sCVYOqXYLEqycqcRxeood\nL04rgM2gmf3bcy58sNsbEgtWJcXKXRntQcATA6VUkrH4BMDlUgiJEPIEgFVRXx1Dw3dNrvZeQlxh\nt/BGkRtDCCGob3Zh6WadqW+CoDgRhCu7PaWgL7omWfGrN77Unf+24auTGD2kZ9DTQLinFgajLZgt\nFs8CILdILgADIr4aRlByM7oEf1E70CfVjmSjLXIE4AjA62h/Oz0ChCBNcGqhQrdA8cqWGt3QVGGW\nVvE2XNnt3Iw0Q5816Ye9TZ0Gwj21MBhtwaxjeBPATkLIE4SQ+QBKASyP3rIYRvwst3dM3++2on5Y\nfGuB3zDZLRx4lbWzWwj+d9RATcVPpCDwVhVZidaQcxzB45NzkGDlkGTVOqYkKweq4wDW7KnTFQws\nOeTAiD99jpc/P4iaU41t6pBOT7Hjz7cWaB7v08WGGy/vZ3gakKqkpPedUtAXJXPH4a1ZRdgwexT6\npyczSQ1GVCF6/2h0X0jI5QBG+37dSindE7VVqSgsLKRlZWWxeru45+XPD+KFTw/E5L3uH5+N+6++\nDI4mJ1aUHsPSzQcBX5dygq/ted7EHCzcWK1pSosFqXYL3ppVhGQbj+KaM/jTR/v84z4BIMHK4dYf\n98M/w0zY2ziAcASzxw7G9KKssHbqjiYn3tx+BHuOn8VNBRmKqqR15ScUo0OnFWZiZVmtbgXSq198\ng+c+3g8LT0Ap/L0d0nuwclaGGkLILkppYcjXmXEMhJAsvccppaF3GoUBcwxKHE1OjPjT5zGbmzCt\nsC/mXvsDjFy0SWH8bTzBh/eORrNLwMzXS9HoNN0MH1FuzM/Auoo6WHgCQaTguAtdxtMKM/Hel7UK\nZxEuNp5g/pRczCjqH4FVX0Ay6sk2HpOWFCu+4wQrh5K547Doo6+xcpcyMW3lCXY8Oh7FNWdYOStD\nl3Adg9lQ0kYAG3w/nwM4BOCjUN+MERnSU+x4/pb8mI3bXFl2Atu/OaOJh9stPJpd3mStWg8olnxQ\nUQcRgEugEKg3h7B0xo+wYfYorCyLjFOA7/6PvV+JFTv0Tx/hivNJOYxml6Cbc9j+jUPjFADv59z+\njYOptzIijtkGtx/Kf/eFlf4vKitimEKqlvm06iRqvmvGiEGX4M43d0WtAe7fe2rhErRdw1LoYvbY\nbE14y84TuEXaLmNBN+79FtOL+msa1ADvLrwtYa/56ypRNPASZPdK9T8WiSY0o5zD5n3G0iNnmpxh\nNuExGMaEJWFJKd0N4McRXgsjRNJT7Li1qD/+MCkHTS4BXBSPEFv2nYFH5hcsHBTVMdOLsjRqsIQj\n+OT+MXhick7MZ8i+V1aL0sMOjaG1WwiW3XYFnroxz59Qt/IkpNOXRwSuf7nY33NgduZCsBOFXgXS\nvIk5WL9XX5aMAMjL6MLKWRkRx9SJQdUBzQG4HEDnH5LQQZAMk1qfJ5KIgKK8k+c4jMzu7v/dO6Y0\nX5FIffbmYf5ddaD9uVSKOuMnWUi083jti0PwROCjPPuffZhzzVC8+NkBxZrGDOkJACgaeAmKa87g\n6Q+/DvlU4/KIeHhVBbomWXGuxaMZKKTetZs9Uaj7JmrrW2C38HAJ2vyNjSeY+cZO3YQ1Oy0w2oJZ\nEb1U2Z898OYc1kR+OYxw0NP0idX7pqfY/cnTkdndUTJ3nKY6ptklwG7hDGP9V156CWw8D44AN/8o\nE7NGDcILnxzA2zvbVtvgEYHnPz2A+ZNzkJeR5l+TvMKKJ1zYSXyXQPG//yzT7aOQ79pDlbWQ1HXl\n99LDKVBAoFhZVosNs0f58z3MKTDailnHUE0pVXQ6E0JuAet+jgv0YtPRxukRsWnfKRxxNAfdCQcL\naxTXfO//8xv/PYpphX3xwR7txFcrT0I+Fbk8Ip5YV4V3ZhUhPcXun5NwwUkF773gOeCFqcMwZ81X\nGiei5xTsFmUTWvhifEohRSvHwSmIIJQqejCsHIdml4D8fl2DfhYGwwxmy1V3U0ovD/ZYtGDlqsGR\n18O7BBEeITZKrGqxOKm8Um3wItF70TvVhrdmDcfq3bX42xeHQr7exgEgxPCEkGTj0eoSdM9dNguH\nq4f2xMbKkwHfI8HCYdnthRgz5MLUQUeTU1Pqa/Q9GWGmpDXYvVivw8VHuOWqwdRVrwNwPYC+hJDF\nsqe6IIQJbozoI49NN7S4cfeK3THpK1BHh4x2wtOLsvCXzw9oXh8KJxtduPalrSBhJtm98470nYKF\nA8Zd1h2fVJ/WdRwuj4jP9p3WVU2VI1KqkS1R7/rDyQPIw0vTrshUDCuSz7M2gkl3M0IhWCipDkAZ\ngCkAdskeb4R3djMjjpCMh6PJGfPQkkS0K2I8FIjGUcgjAhuCTKRzekT/jGue6C9j/uRcXSMdrhif\nGkeTEyt31SoeW1lWi/vGDzG8J5PuZoRKwCpCSmkFpfRfAC6llP5L9vNvSml9jNbICBF12aOFQ8ya\n4fp2TdA1NrX1LUi0KvchSVYemWna18ZqreEgRXB4juC+cdmw8QRJNg5WnuA3Vw3CtXnGWlbhivHJ\nCUeGm0l3M0IlWChpJaV0GoA9hGgVzCilw6K2MkabUO9QAWDMos/Q7I7u+37z3Xm89Ol+3H/1ZYrH\n9RLkIijW3jMa5cfqsWpXLTLSEjC9qD9Kj3yPx96vjO5C24jdwmPcD3rh9isH+CqcavDW9mP4R8mR\nqIZpwpHhZtLdjFAJmHwmhPShlH5LCNEVh6GUxmSUGEs+R44Bv9sYk/fZ9YcJmp3xih1HsWB9Faw8\nB4HSgAZ0xY6jmPdBZYwLcM0jJXwBtDmxHCpq4T0zjiicaxgdn6gknymlUsvlbymlc1VvuAjAXO1V\njHjmyDMTkfOHjTgf5bx0Vd05RWXO2vITWLixGjaLt29g/uScgIYpJcECq4UDRwgEUcRvr7oUS7d8\nE9UmPrNwAO6+KhsADMMxVXXnkJZoVfRORKoiKJx8RaRyHIyLg7aUq+6NVSiJnRgiT82pRvyj5Aje\n2XksKrvy5b/+sb/DONRyTaPXz5uYg8fXVkEw+G+WI4iZLhMBYOWBUYO7Y9O+M5rn7RYONj64lHak\nUDseVprKAKJXrvobAL8FMIgQslf2VCqAklDfjBE/ZPdKxVM//yFWtLG7WA8rT5Cbkeb/PdQGL6PX\n5/VNw87HxuOR1eW6xthCAFeMHAMF4BKguw7AW8EkNdEt3+79js1UBIVj0NWlqNOuyMTKXdF1RIzO\nTbBy1bfhldf+E4DfyR5vpJR+r38Jo6MwsI35Bp545ZMovD8WAvA8h+emKmv0Q01+Bnv9feMvw6Hv\nmnHEoQzjuOSNdhYOrRGS2440Rk4xnF4DvVJUqceBlaYywiVYuWoDpfQIpfR/fInmFnhtQIrR8B5G\nx+Dz6pMGrV7mEahXHE+6D8cRbLxnlMaYGamG1ta36CqNGs05Lq45g5GLNmHm66U4ec6JO0YNxIQf\n9ESianuTYOVwz7hszazneEHPKZpVaFWjV4qqhpWmMkLFrLrqZAAvAsgAcBpAfwBfA8iN3tIY0WRd\nhVaLqK3wnPe+U/IzFLMKAGXys/JEAxZurA64M9Yrt5XyDtJO+M3So9gwexQm1ZyBXL+11S1i8aYa\n/OLH3tg+8T3GwYwyUvTR61QOV0/JjE4WK01lhIrZLdUfAQwHcIBSOhDAeLAcQ4fmh33Tgr8oRFrc\nFIs31WDCn7fi8bVfaZ5PT7Ejs1uifz50sJ2xvCHMqEmr2SXg2ZuHaWZBOD2iX3X03TtH4NMHxsBq\njY8TxHtfHsfWA6cVnzncXgO909XtI7I0p61YhpHCnWTHiB/Mqqu6KaUOQghHCOEopZt95aqMDspN\nl2fijx/ui9r9l28/hkuSbLhtxACFUYrkzlgynPn9uqJrkhV3vbUb510XzgSS45DmGsyblIOFG6oB\ninbNPzg9FHe9tRuirJejLXpKeqWo940f0i5VSUyTqXNg1jGcJYSkANgKYAUh5DSYiF6HJj3Fjoeu\nHhKS4qmVJ7BZODQ7zQVkXvq8Bi99XoPFtxb4jUNbd8ZGhjM3I00jge0WRVSeaMAvlm33XzMlPwNr\ndOYnxxrJgckTw23pNVDPcFD/HguYJlPnwaxjuAFAK7zCeTMApAF4MlqLYsSG6UVZWLL5IJyqcWmF\n/btiz7GzfpE4DsDCG/NwbV5vRY7A7M77oZXlfuMQ6Z2xRHHNGQgyh2Plif+EIDdUK8tqNfdtT6wc\nh6q6BqQl2vyfqaMa0bbMnWDEF6YcA6W0Wfbrv6K0FkaMkY/jFAURLtE7E7my7hyevCEP/S5JBECQ\nm9HF/w9bivtfm9cbVXXncMfyMsPJbBKi6B2zecsVmSgcmB6RnbEUx5ZOGnPX7FXIYXME6NctMeaz\npo0wmmDX6hFwx/Iy2Hi+w4demCZT5yGYVlIj9AXsCQBKKe2i81zEYZ3P0aXmVCOuf7kYLpnhUncm\nGzVeyTV4Wj1CUMmK0dnpeHPW8DatVx7HbnZ60CctAWcaW+GU2aRUuwU/GdgNn++Lj9HkhChGZgPw\nzmwWRKqQ7462zlK0YZpM8UW0tJJSAz3P6Bw0uwTYeU7hGOQhgEAJRfXu//5392BbjcPwvbbVOFB2\n2IHCgelhrVUvjn2ioVXzOqfHo+sUhg/shh2HY68YT6n3FJNg5SGIFOOH9sSnX5/SzHSQf+8dUdaC\naTJ1DuLlpM1oRwKFAMw0XsnLSt+cNRx/v/0K8AGGKmw9qC8jYabMMVhDl43z7ronD9PfpZYdab8x\nIiIFWlwCBFHEp1+f0j1dSd/72vIT/ma+kYs2YV15+yfMzRKJuROM9iVqjoEQkkAI2UkIqSCEVBFC\nFvgeJ4SQpwghBwghXxNC7o3WGhjmMOo0DtQ/EKiTtntqApKsvOHzYwZ31zxm1hAGa+i6tFcqSuaO\nw9ihPXWf97SzOCuFd1qcnlOw8QTP3uzVpQynC/pigfVJRB+zVUnh4AQwjlLaRAixAigmhHwE4AcA\n+gEYSikVCSH6/4IZMcUoBBBKQlE+sN7IeI/OTteEkUIpc5Sc2P3vluuqws74cT/vyWXHkaCf2coT\nuAVqmBiOJTYLhw/vGYXsXqmoOH6WVfcYwPokYkPUHAP1ZrWbfL9afT8UwG8ATKeUir7XnY7WGhih\noVcqaba8VKPwKZOadnpEjL2sB+4YPVA3txBKmaOjyYn+6cn45IExuGFJMZpl0txpCTxmXjkQZYcd\nKA2SR7BbCF67vRAZaYlodgkKmQ6XIGhKeKNFko33N7pJMiKsukcf1icRO6J5YgAhhAewC0A2gKWU\n0lJCyKUAfkEIuQnAdwDupZQe1Ln2TgB3AkBWFtPra0+CJRT1/sFKchRS53G4Xc1y9HaL5867sHbv\nt7hhWB/MvHIgAOMchoUjSLReKAuV5kUA8JfgSp+xpOYM7n233PyXFCa/vLI/Zo0apGlOC7fXozPD\n+iRiR1QdA6VUAFBACOkK4H1CSB4AO4BWSmkhIeTnAN4AMFrn2mUAlgHectVorpMRnECNV0b/YJtd\nAvL7dTV172CG0Gi3WDJ3nN8hSIwZ3B2LN9Vo3ufVmZeje2qCoaOSf0bJGT7z4dcoPeLAD3p1weaD\nZxSVW5HgHyVHMGvUIE0FEqvu0cJOUrEjqo5BglJ6lhCyBcC1AGoBrPE99T6Af8RiDYzoEe4/WLkx\n1FNTlRrY5ElwM7vFgT1SvI02sscIgIKsbiE30z03rcA/US7STgHwfoYVpcfw1y01mri53FF1xNLV\nSMNOUrEjao6BENIDXvG9s4SQRAATACwC8AGAcfCeFH4KwLxYDyMuCecfrFES0ahvYmR2d43zcQn6\nzqe2vgUpdgsanRfkvFLslrBDDnpOKVK4BBFLfbIk8pNQTp8uaHYJSLbx+LDyJJZurvGPCpW+j1Ad\nhZ5z6WgOh52kYoOpmc9h3ZiQYfDKZ/DwlsWupJQ+6QsrrQCQBW9y+i5KaUWge7HO546BWSOjN9PZ\nbuHw39+NAwDD+dAlNWfw0KoKf6mnhQNenFagqUoJdca0mc+lvp9U0RQuyXZvo9vdV2Vj2dZDCidm\n5wkoIeAIFO8pYeEAnuMUjiJYZY6es6UAq/Dp5ESl87ktUEr3AviRzuNnAUyM1vsy2g+zAnB6O3Cn\nR8TbpccwZkgP8ETZHMf5rhmZ3R3yvjmPqF+VEs4JRl5qq06Y693v7quysXRLja7hVsMBsFg42H2G\nfN7EHOT1TfOfdpZuUeZDnII0LFUfjwh4xAszpYNV5ujlZx5ZXQGAwOm58Ni975YjIy0h7K50Ruch\nJjkGBkN+msjslgiXoDWoSzYf9Mp6u5Sy3ufdIt4oOYRfjxwEG8/D6bmwu5Y324WbvJV201SkcAoU\nCb6BPoGkPwDg5U2aYjpdrBbvyFOjCi2503F6BHAcMeVw1N9BKMUBokjhFrXOZ+qrO3D7iCw8ecMP\nTb8/o/PBHAMjqjianHht2yH8vfgQbDwPwVezP3tstmYWhIXj8Ox/9IcHrS3/FgPSk3WT3OqZC3rJ\n20Drk3bTEtKf1Ttx+f3GvbAZLhOhJAsHPDc1XzPqVI7c6STbeExaUhz0vnJcghAw0a9fHGB8v+Xb\nj+H24QMCrjne6Wi5k3iDaSUxosba8hP4yVOf4W9fHIJb8Ir1SfIO1+X11ozjbHULGlE5OUs21+DB\nCUMU0h3zJuWYHhWqRyDtJSPpj6c3VOHQd+eD3vuRnw1B6e8nKOL2RnIOkr5Qdq9UzJuUA5uFg403\n1puS8+tRA1Fb32L4mdWSJzae+E9FRpQfP2vqveORjqwzFS+wEwMjKjianJizukLX0POEoK6hFbPH\nDvaGj3geLkHwTmAL4BgEEXj+k/2YPznXH6Nva9NTIO0lvZJbR5MTr5ccCXpfCwc0uzy4/93d2P9t\nI1ITrfhRVjesq6iDlef8Jyd1sndt+Qks3FANK0fgEig4IGAtlJUneKP4MN7afixgAjnUU0mBif6T\neIR1R0cGdmJgRIXa+hbwRP8/r1a3dzjNq1u/gSgCQ3ulYFB6ckCnIOESKBZurPaHCNra9CTfTdt9\nO/QEK6cQEpRwNDmxvuIEdELzGjwi8Ncth7Ct5nucbnbjmzPnsXr3CbgE6j85PbK6QrHLlxu1Zpd3\ntgVvcGqwWzjYLRwopXB6qKnTkvxU8uzNw2A1uPeYwd07bBgpHNFHhhZ2YmBEhcxuiRCo/l6X47zV\nMFKF5pfHQgtbcCCoqjuHMUN6RKTpSb2b1ksSSwlq0YxXMInTQ/F26THcM34wAP0kcYKFx6xRWfh7\n8WFYOAKPSPHwzy5D0aB0NLS4cfeK3YpS12CnJSn2PjK7Oz66dzSu/vNWTSPgn39RELHPGGtYd3Rk\nYI6BERWksaEPriz3j9y0cAR3jBmIN7cfhVsQAt8gAOd9J47npnrDJpFoegqUqPaGxfZGRYF18aaD\nmF6UFfD0M2v0IMwaPUi3OS0UI6jXy/CXWwvw8KoKEEJAKcXzt+R36JAL646ODFFrcIskrMGt4+Jo\ncqKq7hwAityMNADAiGciIy8RqzGYiz8/iBc/jV6D/m9+Oghzr/sBgNBHY5p9faCmPwCdroLHqCrp\nYqtWirsGNwYD8O7gxgzpoXhs/uQcPPZ+ZZvvHa6yZijGwdHkxNLNxv0KdgvB7UVZeK3kaEhrkPPK\nF4eQeUkSZhT1x8js7lh2WyEkRxpsfWZPS3phKp4QbN53GmOH9jQldtiR0DsBslkO5mGOgRFzZhT1\nR3OrB09/pN+zYBanR0SyzXhSnB6hGofa+hZNU52cX/y4Hx6bnAenSLF8+7GQ1iLn8bVVAIV/JoRc\nE6mqrgEn6lvg9IgYla1NDAcKg9WcakT58bMYkJ6kCTs1uwQ8sb4Kf1hbGZKR7Ii7blatFBoslMRo\nN1aUHsX8tZUIN6pk5Qh43zhMM7vmcDSU9K6RI7++7LADt75WCk+YCWq1/hJPvIl6tSaT2c7kOasr\nsLKs1v/78IHdUF7bAJ4QTXe52bBcR911Vxw/i5mvlyoS9al2C96aVdTpTktywg0lsXJVRrsxo6g/\n3vjVTxCk18oQt0jR6hbx4MpyXPlM8IamcEoZ01PsmPTDPobPE999AcBq4ZEYYNZ1MCycsnxUoPqz\noZdvP4aaU42KxxxNTmyoqMM/Sw6j5lQjln3xjcIpAMCOw/X4vzGDsGBKLlLsynWaKemU77o72ixq\nVq0UGiyUxGhXcjO6gPeJy4WLWVG5cI3D0e+Nu5xb3Reu17s/T7wGPlijGk/gbfAzycdVJ/0hpbXl\nJ/DgygpT1y/ZVIP37v//nlQAABzXSURBVByuSf63egS4PYErxTryBDVWrRQazDEw2hX1P1inxwNX\n+JWsAIyNVbjG4YZhffDlEf0Z0vJNfnqKHfMm5WDB+mpYeQJBpJow1+HvmvDatkP47OvT/q5wnnh7\nB446zmv0o4IhldKadioUmP73neA4r8fiCCD6TibBBPT0HJ9LENHQ4oajyWlKvbY98xJsloN5WI6B\nERfIDceT66uwtuLbsO9lJm8QqnHIf+I/aGjVeix5nFqKv/OEwC2ImD85FzOG9zdcQ1VdAwCC3Iwu\nSE+xo+ZUIyb8eaup9Xz2wBh0S7Zh877TeOyDyoj2WHz2wBjDzmd5eWyrRwClFHYL7/+8RQMvwdLN\nB1F54hzy+nbB3WMHo+rbc7qDl+LJQMfSccXyvcLNMTDHwIhLfv2PUmzafyakazgANp+URTQSoq9u\nPog/fazc0ct7Ado6HKji+Fn8Ytl2zQCj/L5dsPPohe7waYWZyOyWhKWba2DhtIlkI6TvJ5ik9/NT\nh2FqYT/D5yWndsfyMjg9we0HzxHFiSbYoKFYny5imVCPdfKe9TEwOhX3TbgMxTUOU9LWEhTAhtmj\noqbz839jB6NPtyTdUFTF8bO6fQLykJZUOlrg0ytSo5frIAR45bZC1De7UH78LL5vduGFT/f7DbJR\n2nd0djp2HvkehBAIgrd7+ubLM01JegcT0EtPsSMt0QYLx8GJ4E5JHeYKlBOKteGMZRmr3ns9vKoC\nOX26xJ02FXMMjLgks1uiPw5uFg4wvXvWw8xO1ShOrRd/b3YJqKxrQH6/rnj8g6+wfMeFPge9WH6g\nHEh6ih3dkm0YuWiTqV36feMHY2CPFM061ff/cf9u2FbjUKzLjJHK7JYIt86wpXCQV0TFutcglgn1\n2voWUJWTdAkU179cjOenxlfZL3MMjLhEbiQ9AjXVG0Chv+sGghv9UHaq8oYy+X3nTczBYx8oO7oX\nbqjGZT1TFE4BMB6GM6WgL3L6dNE9WVTVnQMHczMaHnv/K9wzfjBGXKo0qnqCgfeNF3DEcd7wJGP0\nHcyfnKv5vIFItvPwCKI/2S0hVYa1R9VTLMtYk228b2yrEpdHjLtmO+YYGHHLlIK+aGz1YMH6KiRZ\nCc67AzuHGT4xOjmOJidWlB7D0s01AWPa4exU1c7k7quykWLn0eS8cGqxchy2HtTPlZQfP6sxxEYO\nam35iZCE/Pafbsbsd8rBEeClXxQoPm96ih3FNWc07xNqOGPG8P74rrEVL31eE/S1iVYOCybnYuzQ\nniipOWNYGRbrXoNYlrE2uwQkGOR44q3slzkGRtziaHJi4cZquARqqoT1xwMv8V9XVXcOm74+heXb\nj/r3n0Z9DuHsVPWcyZLNNVAPlXB6BORnpuneQx3LN3JQOX26YO6a8NRdRQo8tLIcOX26+OXEgciF\nbMYO7YVXvvgmaHiLAhg7tGfAedzt1WsQqzLWQA4u3prtmGNgxC16BjsQc9bsRWOrB/PXBZbZUBv9\ncMIJemuz8RzuHDMIS7fUgIoUToGC4wjufmcPRmenB43lGzmocp3Edii4ReBnL21FgoWHQEXMHjsY\nPFGGpAI5wrLDDnxcfQq9Uu0Y0rsLMtISUNfQCoAiIy0RhBDIHaKFA668NB0lNQ7YrTxE37Q6+b2N\n9J3aq9fAzHzwSLyH5PgAb3OknScgHIm7ZjvmGBhxS6Cxm3rwHMET64NrLzk9gsLoh7NTNXIm04uy\ncF1eb1z/cjEA6g8bfHm0Hqv/b7hhLN/R5ERDixutqu7jVo+Agn5d29QZDnhPDufd3nu/+OkBzbA8\nuSOU503ue3cPimUOTQ0HYFR2d2w/7IBNNbJUuo+Uy5A3wQXK+cTCSEeLYLksM0Oh4gHmGBhxi9xg\nc4TgfJB4klugsBAO7iA768nDMpCeYvf/I3Z7BLg8Ip65KQ+VdY3o3cWOrkm2gIZMvjaeELgEEbcW\n9vPPnrDznEJ2wspxsFp43f4AKa9g0RHMEwSKj6tO4tqcXvigDU1/cvSCPvMm5vjLReesrgBPOLg8\nAoIVQIkAttZ4cyiCKOB31w315zOMchkU6JBCfMEwW8DQERwfa3BjxD2SUb7/3d047DAWevv9dUMV\nNf5GPHNTHvadbMS/th8NOmb6JwO6YcSgdLy67ZDuP/hXv/gGi/6zTzEHmoNXFVVeSSVvdpM7GQC4\n8plNUZkOZ5ZkO4+3Zw1Hso3HNS9tDaVCWJenbsrDjKL+usq0dgsBQBSfV90IGOq8jHjooA5HuTcW\nsAY3RqdF2mFtfmQcBvxuo+5rkm08igal47mp+bj/3fKAZ4ZH368M6hAkdh6px06fTpI6UbtmVy3+\npDNTQgT8s6F5zjuj+sEJQ1Bb34KXPt2Pt3ceh43nIAK4IqtbuzoFwFsuWXmiAfPXVbbZKQDe2RLX\n5vZGbX2LJpfBEw7qilt5fiOUsuF4kgBva6ltvDg4CeYYGB2KI89MxMPv7cbqPcqwikApMrslIr9f\nV4zM7o4bXt6G2gb9vuC22r5Wt4inN1ZjzZ66oK8VREAA1QwlavE5g/8eMo7fxwpRpHh8bWScAuDt\ndK6qa8Dx71s0DYcCFQGq9AxSfiOUsuF4G7zTln6IeHJwEmweA6PD8fwvLsfiWwuQYOWQarcgwaeP\nJC97LH50Al6aNgycuX6wkDHjFGKNhQCD0pNCvs5m4SLmFCT2n2zEgvVVmscfuvoyPD4pBzaeINnG\nK/7uQpmXEc5sjWgi5ZyM/ps0Il5nXLATA6NDYqas8cbL+4HjOH+1kUsQIIg07Ilx8U52jyT88aZh\nOO8WIc2M/k/VSTyxzmug3QKFlSNwa7SLIp9nXPSf/br3ffqjfeAJkGjj4RIo5k/Owcjs7qg4fhbJ\nNt70rjsaHcttDeeEU2obrzMuWPKZ0emR/4MvqTmD+94tb3M4qSPwm596hfPkPQfNLgGVJxoUs6Xn\nTczBE+urdKfFRRu10uq0wkysLKvVleiWyjul/19RegQryy5M65swtCduv7I/cjPSFEbVjMFvr3BO\noKQ1gDbnHZjsNoNhEkeTEw+8V24oVdFZSeCAVhGwEmD04O64tFcKhg9Mx3eNTry69ZuAFV8xW6OV\nw4bZo/wOYM3uWvy9+DAAr+Cc1Epnt3CGSXsrT/DCLfl+KZFgBr+9K4rkMy4iXdLLHAODESKSDPaA\n9CT8o+QINlaeVDw/Jb83pl6Rhc+rT2Lrwe/QLcmGK/pfgjdLj8LtFk0ITjNCRRp8dMTRjAeCVJcF\nwm7hsPGeUZi0pDiowa84fhYzXy9Fo9OjWUd+EAnySKEuYY6Uo4q7clVCSAKArQDsvvdZTSmdL3v+\nZQD/SylNidYaGIxAZPdK9XcgFw5MxwOnGvFxldc5XJPb2//cmCE9FNfdddWl2P6NA7Pf2RPbBV8E\nOAURbo+AB98L3ykAXl2sf5QcMRW/j6XCqhHypje92R6xzjtEM/nsBDCOUtpECLECKCaEfEQp3UEI\nKQQQG1fMYJhE7igCkZ5ix6T8DHz01beaUwYjNOw8ASUEHPGWAVNK8T+vl0akSmrVrmMgRFm5pGfw\n20u8z4h4cFRRK1elXpp8v1p9P5QQwgN4DsCcaL03gxELnrwxD9Zo1cNeJFBC8Mr0H/mH/rgFajoJ\nbrdw4AN8/XaLBbPHZpsqIZ1S0Bclc8fhrVlFKJk7LuZ9BI4mJyqOn/XLsIRT+hpJoppj8DmBXQCy\nASyllM4lhNwHgKOU/pkQ0mQmlMRyDIx4ZV35Cdz/XjmiUPF5UWDjvJ3ioZYQ/+aqQZg1ahBKas7g\nwZXlutdHsronUuhVSBklyCPRDR3XyWdCSFcA7wOYD+BpAFdRSj2BHAMh5E4AdwJAVlbWFUePHo36\nOhmMcHA0OfHypoP4138vaC/1TLbizp9eCkezC2+UHIGFJzjvFC6KMtloQgD88cY8zBje3/+Yo8mJ\n7d84sHn/KWzYe9JwIJMRsZKj0HMAI7O7R7UiKq4dAwAQQqTE828AtPr+nAXgEKU0O9C17MTA6AgY\nGRi5/LS6SgbwhkQogN/+dBBe3vwNBHb80MXKEzzys8tQNCjdcMftEgTMHjsY03Wm+ekRyf6FQA7G\nqCR22W2FuHvF7qhVRMVjVVIPAG5K6VlCSCKACQAWUUp7y17TFMwpMBgdBSM5ZfnjcqlutyDiYZWh\nG9QjBY+s3gviS8YyLuAWvJpTSVavEZ81ytvAp9ZMWrqlBtOLsoLeL5J6S8EcjFGHM0DbPdGsRzSr\nkvoA+Jcvz8ABWEkp3RDF92Mw4p5gsgny59WdvQwv530O85UvDuGVLw7BzpufRicnUnIUZhyMUaVR\nbkZaXFVESUTNMVBK9wL4UZDXsB4GxkVHsEEt0vP5/QpQeeIcqr9tjOHqOh5OVRWT2R13pMpCzTiY\nQCWx7TXONBBMRI/BiGOuyenFHINJUu2WkHbckepfMOtg1GM9N+8/jfvf3Y3JwzIwPqd3XDgECSaJ\nwWDEMY4mJ67442ftvYwOwQPjszFzxICQDWwkqpL09I4CDRi6791yxWOX9UrGxw9cFdZ7ByLuks8M\nBqPtpKfYsfjWAtyrMiQMLbuOncXMEV5JiVCMfCgzmI2ciNlwkKPJiYfe0/5d7j/VjM+rT2J8Tm+d\nq2IPcwwMRpwjGZ373tmN4m++b+/lRAW9ORGhkmzjMXLRpqg0igHBK4/MOJiqunOGzZCfVJ9ijoHB\nYJhDMmx/+Z/LvYN31lZpjOjvrx8Kt0fER1+dQOW3ze200vBpq1MAgE37v4PTo6wMamz1KGZPhNun\n0NbSVkeTEytKj2HJpoOG4oAjBl0S8rqiBXMMDEYco7dL3fH78YrBNfKd8N3jBsPR5MTr27ylnJ2F\nRCuHX47oj7Ij9fj+vAuHzpxXPG/lAHW6VBSpfwBRW/sU2lLaurb8BOas3ms4PwLwdnQP7BFcwDFW\nsJnPDEacYjQPuL7ZBQDolmxDfr+uGsOUnmLH3Ot+gF1/mIBnbspDVjs3S4VKks070U2OSIErs3vg\n1dsLsequK2G3KHsXCCFwCUrD69IR5OMIwb/+ewQ1p0Kr9Aq3tFX6OwzkFADAbuXavalNDnMMDEac\nojfwnooU179cjJmvl2Lkok1YV27cAJeeYsetRf2xde44PHVTHmw8QaKVD2kNybbYmwiRAvOn5PjV\nRa08gUcQcddbu3DlM5tQUnMGz03NV6iPjh7c3dS9z7sELN5Ugwl/3orH135lek3hKp7q/R3KSbbz\n7aKeGgxWrspgxCl6+jpqQhFckydhf/n6DlSebAp6jTRKs63YeAJCgGvzemNt+bea5y0ckGi1aJLG\nVXUN+PU/v1Sop1p5gh2PjgcAf0jt+sXFmhODGT57YIx/BoeZJHWoiWyjv0O7heDxSf+/vfsPkrq+\n7zj+fO8ed+Adoj1EC5dC9MJYoPwoOobEIUo0Y1pFoxWbsZpMm6SltWli22CGOKlFJ2mjbbU4Js40\n7SRlMMQMBrFJJyYkhgOaAJ7kQEYRRQ8qKCrlwNxxd+/+8f3usd+93bvd73537459PWZuZL/f7373\n8+bw8/7u5/v5vj+zmTNtUkUfatN0VZEzTO4DWN29faRSFulkSinhkD1rZuPnPsSa/znA3es7hlwp\nrbEhTVd3+YuY9vQ5DXUpWs+bSGP9EU70nD5nY0OaR279XSZNqI90kpn/5o7CnOpzdh86xuKZU2hu\nauC5196hvs7oidHMzfve5ERPHx0Hj7HqqT3UpYyePufL183i1sumDzq+lKmtmeOzf4c9ff3ccWVr\n0UX+RooSg8golvu07LWrN0f2l1Nw7dbLpnPN7AvofPtdfrL3MA/+eF9k/303zGHVU3titz1Xd28/\nqze9SPA95LTevqBmUL6OcutLRwuc7fQ5Ws6dQG/MWU1f+cFexqVtUPJbub4DnEh577hGY8mL4Sgx\niIxy+aqzJlVw7XRdpnO4fdEMdh86Bhizp55Nc1MDz776No/vTK6QX9pSLLt0Gt/e+urA8p19/fC9\nHZ2Dymkf7ermm22v5DkHzJ56diSGu6+dFXTmpbQlZXT39pNV8Trinid3c82cZEpVlPpNY6QpMYiM\nIZW8+mxuamDxzCmRbQfeOlng6HhOnurjP7a8GtnW2x+U065PAanUwDBO59vvUp9ODZrR84eXDi6p\nPWfqpIHpu9kMSKcYdI9i1dLZ3PdfeyPrIOSqS1lJlVarteBPNWhWksgYk7nCr0bnc/3c36z4Z2T0\n9ENPbz8r13ewZtuBvFNEAZ5oPzhoRlbLuRPoy5lIMy5t/Ojzi/mnZfMjs4keuHkeV8++gBM9hZMC\nBENfjfXFzeL6ftimYmaLjQVKDCJS0B994L2MH4Fe4p4ndwMMTBFtbDjdQZ/o6Rt4puNoVzeQfzrp\nAzfPo/X8iSydP422FUv4z09dRtuKJSydP42X3+gadp3uVMq4dvXmYTv5Qs+bZNo2FmkoSUSG9J3l\nH+T6h9uq+pnj0sFsq8zQ2aa9R/jyht2RoaLcGVlDDbPljvE/8+Kbw7bhVPiA3HBPSye14M9oom8M\nIjKklnMnkK5yT9HnPjDbqrmpgSsvnjJoqCjfjKxih9nmtUwqui2ZTr6QpBb8GU2UGERkSM1NDay4\n5uKqfFZdirxPAjc3NbBsYUvk2GWXtMS+Ip88cXzRx3Z193Ls3Z6CQ0Nxn4qGYBjqudfeGXXDThpK\nEpFhfWbxRXzz5/t5/XhPRT/HzNh4x+UDTyNnHO3qZt2Ozsi2dds7+asPz4y1MM+eQ8eKPt6BT/z7\nL2moSxWszlrqbLFMtdWHN+2jPl1e5ddKUGIQkWHtO3y84kkBoL4uNWjK6dGubjbtPUJdKvpgXL5x\n/OGmjGaq1ZZaCcidgZvKhe43FPuswpptB/i7Jzs4FYaZmY4bt/JrJSgxiMiw2l97pyqfc6o3GJvP\ndPCZUhVps0EJI3ccP7dE+d2/PytSiyh79lBc5d5UXrPtACufyP8g3mi6Ya3EICLDmv+ec6ryOX39\nzoNPv8C6HZ3UpQaXqoCgtlJvn/MXV7QObMu3kM7KJzpoakjT2+/8401zmd7cOGj2UKnKual8tKub\nezYWLjEymm5Y6+aziAyr9fyJXDq98smhz+Fb217l16f68yeF+jTXz5sGOI8+s3/gYbJC5a27uk8/\n89BYn877wFyxMvcY4l7RB09yW9595Z47aUoMIlKUr9w4N/Fz1qVgfF3x3VBvfz/f29lJd69HHiYb\nrtMflwruXWRmD51V4roUyz90IVvuWlLWzeFCxf6SOHfSlBhEpCit50/k9kWD6xSV49OLL8wttppX\nY32woM0dV75v0OpuuZ1+vjIWmWGazFPQX79tIQ1FJKT6tHHfx+aw4qO/XfbVfPa01saGNPV1qcTO\nnTQt1CMiJdl3+Dh/uXYHz79+ouj3NKQhd2SooS7FlruW0LbvzUjF2GWXtLBue+fpm8jXzmLO1EkD\n4++5C99kL1Y0cNP60DFWbdwTqUKbe0W+of3gwOfmK6b311fPrMi6CdUsthd3oR4lBhGJ5WhXNwvv\nfXrY41rPO4sHli0YsrPO7SyH6jyzO/Sh5v+XuiLbz184wvr2gyx4z7nctmjGqLuKj0OJQUSqbkP7\nQT77WHvB/QZs/9JVkTUWkrhaPpNKXFeSlvYUkarLPPH72TU7aXv5rci++rRx/83zhixmF9dYW/hm\nrFFiEJGyNDc1sOZPFw281tX82KfEICKJ0tX82KfpqiIiEqHEICIiEUoMIiISocQgIiIRSgwiIhIx\nJh5wM7M3gANV+KjJwPCrhJ85ai1eqL2Yay1eUMzZprv7eaWebEwkhmoxs+1xnhIcq2otXqi9mGst\nXlDMSdBQkoiIRCgxiIhIhBJD1KMj3YAqq7V4ofZirrV4QTGXTfcYREQkQt8YREQkoiYTg5ndbGa7\nzazfzC7J2n61me0ws1+F/12S570bzKyjui0uX6kxm9lZZvaUme0N3/fVkWt96eL8js1sYbh9n5k9\nZGZFLDo5egwRc7OZbTKzLjNbnfOej4cx7zKzH5rZ5Oq3PJ6Y8dab2aNm9kL4b/um6rc8vjgxZx1T\ndN9Vk4kB6ABuBJ7J2f4mcJ27/w7wCeDb2TvN7EagqyotTF6cmO9394uBBcAHzeyjVWlpMuLE+wjw\nGeB94c81VWhnkgrF/GvgbuBvsjeaWR3wIHClu88FdgF3VKGdSSkp3tBK4Ii7zwRmAT+raAuTFyfm\nkvuumiy77e7PA+ReELr7s1kvdwPjzazB3bvNrAm4k6DjWFettiYlRswngU3hMT1mthNoqVJzy1Zq\nvMBvAGe7+9bwfd8CbgB+UJUGJ2CImE8Am82sNectFv40mtlR4GxgXxWamogY8QL8MXBxeFw/Y+xB\nuDgxx+m7avUbQzFuAp519+7w9SrgAeDkyDWp4nJjBsDMzgGuA348Iq2qnOx4pwGdWfs6w21nLHc/\nBSwHfgUcIriC/rcRbVQFhf+OAVaZ2U4z+66ZnT+ijaqOkvuuM/Ybg5k9DVyQZ9dKd//+MO+dDfwD\n8JHw9Xyg1d0/b2YzEm5qYpKMOWt7HbAWeMjd9yfV1iQkHG+++wmjbspeOTHnOdc4gsSwANgP/Cvw\nReDectuZlCTjJejvWoA2d7/TzO4E7gduK7OZiUr4dxyr7zpjE4O7XxXnfWbWAqwHbnf3l8LNi4CF\nZvYKwd/ZFDP7qbtfkURbk5JwzBmPAi+6+7+U276kJRxvJ9GhshaCq+hRJW7MBcwPz/kSgJmtA+5K\n8PxlSzjeowRXzevD198F/iTB8yci4Zhj9V0aSsoSftV8Cviiu7dltrv7I+4+1d1nAJcDL4y2pBBX\noZjDffcCk4DPjUTbKmGI3/H/AsfN7P3hbKTbgVKvSMeag8AsM8sUWbsaeH4E21NRHjy09SRwRbjp\nw8CeEWtQFcTuu9y95n6AjxFcIXYDh4H/Drd/CTgBtGf9TMl57wygY6RjqHTMBFfMTtBRZLZ/aqTj\nqOTvGLiEYNbHS8BqwgdAx8pPoZjDfa8AbxHMTOkEZoXb/yz8He8i6DSbRzqOCsc7nWBGzy6Ce2a/\nNdJxVDrmrP1F91168llERCI0lCQiIhFKDCIiEqHEICIiEUoMIiISocQgIiIRSgxSE8ws8eKHZrbU\nzO4K/3yDmc2KcY6fZlfJFBkNlBhEYnL3De6eKUd+A0GtIZExT4lBaooFvmZmHeE6BLeE268Ir94f\nD+v0r8msx2Bmvxdu2xyu07Ax3P5JM1ttZh8AlgJfM7N2M7so+5uAmU0OSxJgZhPM7LFw/YPvABOy\n2vYRM9uaVeCtqbp/OyKBM7ZWkkgBNxLUCJoHTAZ+aWaZ2vYLgNkENZLaCNag2A58A1js7i+b2drc\nE7r7FjPbAGx098dhcFnkLMuBk+4+18zmAjvD4ycTPJV9lbufMLMVBKWS/z6JoEVKocQgteZyYK27\n9wGHzexnwKXA/wG/cPdOADNrJygh0AXsd/eXw/evJahrH9di4CEAd99lZrvC7e8nGIpqC5NKPbC1\njM8RiU2JQWrNUMt1Zq9D0Ufw/0fc5T17OT1UOz5nX746NAb8yN0/HvPzRBKjewxSa54BbjGzdFhV\ndDHwiyGO3wtcmFXL/pYCxx0HJma9fgVYGP75D3I+/1YAM5sDzA23byMYumoN951lZjOLiEckcUoM\nUmvWE1TWfA74CfAFd3+90MHu/i7w58APzWwzQUXLY3kOfQz4WzN71swuIlgAZrmZbSG4l5HxCNAU\nDiF9gTApufsbwCeBteG+bYRLUIpUm6qrigzDzJrcvSucpfQwwcJF/zzS7RKpFH1jEBnep8Ob0bsJ\nFi76xgi3R6Si9I1BREQi9I1BREQilBhERCRCiUFERCKUGEREJEKJQUREIpQYREQk4v8BO3c1kjUD\nfBIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb76e25c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n",
"#Kualitas visualisasi data masih buruk"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xedb76e2d30>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEKCAYAAAAW8vJGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFBv4/wGN1gUEzJ50QwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb7e0e2e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n",
"#Better Visualization Plot"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0xedb7e0ee80>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGtCAYAAADK0QrrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCSGEEEKUmAQsIYQQQogS+z+1rrkYY1tNUQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb805b978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n",
" s=housing[\"population\"]/100, label=\"population\", figsize=(10,7),\n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True,\n",
" sharex=False)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAGzCAYAAADkL/nJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM9ISAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xedb8b8a5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.image as mpimg\n",
"\n",
"#Direktori Citra Peta California\n",
"PROJECT_ROOT_DIR = \".\"\n",
"california_img=mpimg.imread(PROJECT_ROOT_DIR + '/images/end_to_end_project/california.png')\n",
"ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", figsize=(10,7), \n",
" s=housing[\"population\"]/100, label=\"Population\", \n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), \n",
" colorbar=False, alpha=0.4,\n",
" )\n",
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5, \n",
" cmap=plt.get_cmap(\"jet\"))\n",
"plt.ylabel(\"Latitude\", fontsize=14)\n",
"plt.xlabel(\"Longitude\", fontsize=14)\n",
"\n",
"prices = housing[\"median_house_value\"]\n",
"tick_values = np.linspace(prices.min(), prices.max(), 11)\n",
"cbar = plt.colorbar()\n",
"cbar.ax.set_yticklabels([\"$%dk\"%(round(v/1000)) for v in tick_values], fontsize=14)\n",
"cbar.set_label(\"Median House Value\", fontsize=16)\n",
"\n",
"plt.legend(fontsize=16)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"corr_matrix = housing.corr()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687160\n",
"total_rooms 0.135097\n",
"housing_median_age 0.114110\n",
"households 0.064506\n",
"total_bedrooms 0.047689\n",
"population -0.026920\n",
"longitude -0.047432\n",
"latitude -0.142724\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xedb86a3400>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAKiCAYAAABhIrvfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl42kHjxOuQGdcpSrPGoA