best-house-price-predictor.ipynb

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     "text": [
      "/kaggle/input/house-prices-advanced-regression-techniques/sample_submission.csv\n",
      "/kaggle/input/house-prices-advanced-regression-techniques/data_description.txt\n",
      "/kaggle/input/house-prices-advanced-regression-techniques/test.csv\n",
      "/kaggle/input/house-prices-advanced-regression-techniques/train.csv\n"
     ]
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   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
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   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.max_rows', 1000)\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
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   "source": [
    "train = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/train.csv')\n",
    "test = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/test.csv')"
   ]
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      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1460 non-null   int64  \n",
      " 1   MSSubClass     1460 non-null   int64  \n",
      " 2   MSZoning       1460 non-null   object \n",
      " 3   LotFrontage    1201 non-null   float64\n",
      " 4   LotArea        1460 non-null   int64  \n",
      " 5   Street         1460 non-null   object \n",
      " 6   Alley          91 non-null     object \n",
      " 7   LotShape       1460 non-null   object \n",
      " 8   LandContour    1460 non-null   object \n",
      " 9   Utilities      1460 non-null   object \n",
      " 10  LotConfig      1460 non-null   object \n",
      " 11  LandSlope      1460 non-null   object \n",
      " 12  Neighborhood   1460 non-null   object \n",
      " 13  Condition1     1460 non-null   object \n",
      " 14  Condition2     1460 non-null   object \n",
      " 15  BldgType       1460 non-null   object \n",
      " 16  HouseStyle     1460 non-null   object \n",
      " 17  OverallQual    1460 non-null   int64  \n",
      " 18  OverallCond    1460 non-null   int64  \n",
      " 19  YearBuilt      1460 non-null   int64  \n",
      " 20  YearRemodAdd   1460 non-null   int64  \n",
      " 21  RoofStyle      1460 non-null   object \n",
      " 22  RoofMatl       1460 non-null   object \n",
      " 23  Exterior1st    1460 non-null   object \n",
      " 24  Exterior2nd    1460 non-null   object \n",
      " 25  MasVnrType     1452 non-null   object \n",
      " 26  MasVnrArea     1452 non-null   float64\n",
      " 27  ExterQual      1460 non-null   object \n",
      " 28  ExterCond      1460 non-null   object \n",
      " 29  Foundation     1460 non-null   object \n",
      " 30  BsmtQual       1423 non-null   object \n",
      " 31  BsmtCond       1423 non-null   object \n",
      " 32  BsmtExposure   1422 non-null   object \n",
      " 33  BsmtFinType1   1423 non-null   object \n",
      " 34  BsmtFinSF1     1460 non-null   int64  \n",
      " 35  BsmtFinType2   1422 non-null   object \n",
      " 36  BsmtFinSF2     1460 non-null   int64  \n",
      " 37  BsmtUnfSF      1460 non-null   int64  \n",
      " 38  TotalBsmtSF    1460 non-null   int64  \n",
      " 39  Heating        1460 non-null   object \n",
      " 40  HeatingQC      1460 non-null   object \n",
      " 41  CentralAir     1460 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1460 non-null   int64  \n",
      " 44  2ndFlrSF       1460 non-null   int64  \n",
      " 45  LowQualFinSF   1460 non-null   int64  \n",
      " 46  GrLivArea      1460 non-null   int64  \n",
      " 47  BsmtFullBath   1460 non-null   int64  \n",
      " 48  BsmtHalfBath   1460 non-null   int64  \n",
      " 49  FullBath       1460 non-null   int64  \n",
      " 50  HalfBath       1460 non-null   int64  \n",
      " 51  BedroomAbvGr   1460 non-null   int64  \n",
      " 52  KitchenAbvGr   1460 non-null   int64  \n",
      " 53  KitchenQual    1460 non-null   object \n",
      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 55  Functional     1460 non-null   object \n",
      " 56  Fireplaces     1460 non-null   int64  \n",
      " 57  FireplaceQu    770 non-null    object \n",
      " 58  GarageType     1379 non-null   object \n",
      " 59  GarageYrBlt    1379 non-null   float64\n",
      " 60  GarageFinish   1379 non-null   object \n",
      " 61  GarageCars     1460 non-null   int64  \n",
      " 62  GarageArea     1460 non-null   int64  \n",
      " 63  GarageQual     1379 non-null   object \n",
      " 64  GarageCond     1379 non-null   object \n",
      " 65  PavedDrive     1460 non-null   object \n",
      " 66  WoodDeckSF     1460 non-null   int64  \n",
      " 67  OpenPorchSF    1460 non-null   int64  \n",
      " 68  EnclosedPorch  1460 non-null   int64  \n",
      " 69  3SsnPorch      1460 non-null   int64  \n",
      " 70  ScreenPorch    1460 non-null   int64  \n",
      " 71  PoolArea       1460 non-null   int64  \n",
      " 72  PoolQC         7 non-null      object \n",
      " 73  Fence          281 non-null    object \n",
      " 74  MiscFeature    54 non-null     object \n",
      " 75  MiscVal        1460 non-null   int64  \n",
      " 76  MoSold         1460 non-null   int64  \n",
      " 77  YrSold         1460 non-null   int64  \n",
      " 78  SaleType       1460 non-null   object \n",
      " 79  SaleCondition  1460 non-null   object \n",
      " 80  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
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   "source": [
    "from collections import Counter\n",
    "num_col = train.loc[:,'MSSubClass':'SaleCondition'].select_dtypes(exclude=['object']).columns\n",
    "# Outlier detection \n",
    "\n",
    "def detect_outliers(df,n,features):\n",
    "    \"\"\"\n",
    "    Takes a dataframe df of features and returns a list of the indices\n",
    "    corresponding to the observations containing more than n outliers according\n",
    "    to the Tukey method.\n",
    "    \"\"\"\n",
    "    outlier_indices = []\n",
    "    \n",
    "    # iterate over features(columns)\n",
    "    for col in features:\n",
    "        # 1st quartile (25%)\n",
    "        Q1 = np.percentile(df[col], 25)\n",
    "        # 3rd quartile (75%)\n",
    "        Q3 = np.percentile(df[col],75)\n",
    "        # Interquartile range (IQR)\n",
    "        IQR = Q3 - Q1\n",
    "        \n",
    "        # outlier step\n",
    "        outlier_step = 1.5 * IQR\n",
    "        \n",
    "        # Determine a list of indices of outliers for feature col\n",
    "        outlier_list_col = df[(df[col] < Q1 - outlier_step) | (df[col] > Q3 + outlier_step )].index\n",
    "        \n",
    "        # append the found outlier indices for col to the list of outlier indices \n",
    "        outlier_indices.extend(outlier_list_col)\n",
    "        \n",
    "    # select observations containing more than 2 outliers\n",
    "    outlier_indices = Counter(outlier_indices)        \n",
    "    multiple_outliers = list( k for k, v in outlier_indices.items() if v > n )\n",
    "    \n",
    "    return multiple_outliers   \n",
    "\n",
    "# detect outliers from Age, SibSp , Parch and Fare\n",
    "Outliers_to_drop = detect_outliers(train,2, num_col)\n",
    "train.loc[Outliers_to_drop] # Show the outliers rows\n",
    "# Drop outliers\n",
    "train = train.drop(Outliers_to_drop, axis = 0).reset_index(drop=True)"
   ]
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   "source": [
    "df = pd.concat((train.loc[:,'MSSubClass':'SaleCondition'], test.loc[:,'MSSubClass':'SaleCondition']))"
   ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing value</th>\n",
       "      <th>N unique value</th>\n",
       "      <th>dtype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MSSubClass</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>int64</td>\n",
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       "    <tr>\n",
       "      <th>MSZoning</th>\n",
       "      <td>4</td>\n",
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       "      <td>456</td>\n",
       "      <td>127</td>\n",
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       "    <tr>\n",
       "      <th>LotArea</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>LotShape</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandContour</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig</th>\n",
       "      <td>0</td>\n",
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       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandSlope</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>object</td>\n",
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       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <td>0</td>\n",
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       "      <th>Condition1</th>\n",
       "      <td>0</td>\n",
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       "      <th>Condition2</th>\n",
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       "      <th>HouseStyle</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt</th>\n",
       "      <td>0</td>\n",
       "      <td>114</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>int64</td>\n",
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       "    <tr>\n",
       "      <th>RoofStyle</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
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       "      <th>RoofMatl</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st</th>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType</th>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>22</td>\n",
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       "      <td>float64</td>\n",
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       "    <tr>\n",
       "      <th>ExterQual</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>ExterCond</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Foundation</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual</th>\n",
       "      <td>75</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond</th>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure</th>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <td>1</td>\n",
       "      <td>961</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <td>74</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <td>1</td>\n",
       "      <td>248</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <td>1</td>\n",
       "      <td>1111</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <td>1</td>\n",
       "      <td>1026</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CentralAir</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF</th>\n",
       "      <td>0</td>\n",
       "      <td>1046</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <td>0</td>\n",
       "      <td>599</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea</th>\n",
       "      <td>0</td>\n",
       "      <td>1231</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HalfBath</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional</th>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu</th>\n",
       "      <td>1376</td>\n",
       "      <td>5</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType</th>\n",
       "      <td>141</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <td>143</td>\n",
       "      <td>102</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish</th>\n",
       "      <td>143</td>\n",
       "      <td>3</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea</th>\n",
       "      <td>1</td>\n",
       "      <td>586</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual</th>\n",
       "      <td>143</td>\n",
       "      <td>5</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond</th>\n",
       "      <td>143</td>\n",
       "      <td>5</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PavedDrive</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <td>0</td>\n",
       "      <td>363</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <td>0</td>\n",
       "      <td>238</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3SsnPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScreenPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolQC</th>\n",
       "      <td>2792</td>\n",
       "      <td>3</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence</th>\n",
       "      <td>2252</td>\n",
       "      <td>4</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature</th>\n",
       "      <td>2708</td>\n",
       "      <td>3</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Missing value  N unique value    dtype\n",
       "MSSubClass                 0              16    int64\n",
       "MSZoning                   4               5   object\n",
       "LotFrontage              456             127  float64\n",
       "LotArea                    0            1872    int64\n",
       "Street                     0               2   object\n",
       "Alley                   2611               2   object\n",
       "LotShape                   0               4   object\n",
       "LandContour                0               4   object\n",
       "Utilities                  2               1   object\n",
       "LotConfig                  0               5   object\n",
       "LandSlope                  0               3   object\n",
       "Neighborhood               0              25   object\n",
       "Condition1                 0               9   object\n",
       "Condition2                 0               7   object\n",
       "BldgType                   0               5   object\n",
       "HouseStyle                 0               8   object\n",
       "OverallQual                0              10    int64\n",
       "OverallCond                0               9    int64\n",
       "YearBuilt                  0             114    int64\n",
       "YearRemodAdd               0              61    int64\n",
       "RoofStyle                  0               6   object\n",
       "RoofMatl                   0               7   object\n",
       "Exterior1st                1              15   object\n",
       "Exterior2nd                1              16   object\n",
       "MasVnrType                23               4   object\n",
       "MasVnrArea                22             429  float64\n",
       "ExterQual                  0               4   object\n",
       "ExterCond                  0               5   object\n",
       "Foundation                 0               6   object\n",
       "BsmtQual                  75               4   object\n",
       "BsmtCond                  76               4   object\n",
       "BsmtExposure              76               4   object\n",
       "BsmtFinType1              73               6   object\n",
       "BsmtFinSF1                 1             961  float64\n",
       "BsmtFinType2              74               6   object\n",
       "BsmtFinSF2                 1             248  float64\n",
       "BsmtUnfSF                  1            1111  float64\n",
       "TotalBsmtSF                1            1026  float64\n",
       "Heating                    0               6   object\n",
       "HeatingQC                  0               5   object\n",
       "CentralAir                 0               2   object\n",
       "Electrical                 1               5   object\n",
       "1stFlrSF                   0            1046    int64\n",
       "2ndFlrSF                   0             599    int64\n",
       "LowQualFinSF               0              26    int64\n",
       "GrLivArea                  0            1231    int64\n",
       "BsmtFullBath               2               4  float64\n",
       "BsmtHalfBath               2               3  float64\n",
       "FullBath                   0               5    int64\n",
       "HalfBath                   0               3    int64\n",
       "BedroomAbvGr               0               7    int64\n",
       "KitchenAbvGr               0               4    int64\n",
       "KitchenQual                1               4   object\n",
       "TotRmsAbvGrd               0              12    int64\n",
       "Functional                 2               7   object\n",
       "Fireplaces                 0               5    int64\n",
       "FireplaceQu             1376               5   object\n",
       "GarageType               141               6   object\n",
       "GarageYrBlt              143             102  float64\n",
       "GarageFinish             143               3   object\n",
       "GarageCars                 1               6  float64\n",
       "GarageArea                 1             586  float64\n",
       "GarageQual               143               5   object\n",
       "GarageCond               143               5   object\n",
       "PavedDrive                 0               3   object\n",
       "WoodDeckSF                 0             363    int64\n",
       "OpenPorchSF                0             238    int64\n",
       "EnclosedPorch              0             174    int64\n",
       "3SsnPorch                  0              28    int64\n",
       "ScreenPorch                0             111    int64\n",
       "PoolArea                   0               9    int64\n",
       "PoolQC                  2792               3   object\n",
       "Fence                   2252               4   object\n",
       "MiscFeature             2708               3   object\n",
       "MiscVal                    0              32    int64\n",
       "MoSold                     0              12    int64\n",
       "YrSold                     0               5    int64\n",
       "SaleType                   1               9   object\n",
       "SaleCondition              0               6   object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# before tuning\n",
    "def basic_details(df):\n",
    "    b = pd.DataFrame()\n",
    "    b['Missing value'] = df.isnull().sum()\n",
    "    b['N unique value'] = df.nunique()\n",
    "    b['dtype'] = df.dtypes\n",
    "    return b\n",
    "basic_details(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:46.236001Z",
     "iopub.status.busy": "2020-08-15T10:53:46.235175Z",
     "iopub.status.idle": "2020-08-15T10:53:46.591197Z",
     "shell.execute_reply": "2020-08-15T10:53:46.590541Z"
    },
    "papermill": {
     "duration": 0.389479,
     "end_time": "2020-08-15T10:53:46.591329",
     "exception": false,
     "start_time": "2020-08-15T10:53:46.201850",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f57c848b1d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['MasVnrArea'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:46.669414Z",
     "iopub.status.busy": "2020-08-15T10:53:46.668139Z",
     "iopub.status.idle": "2020-08-15T10:53:46.694135Z",
     "shell.execute_reply": "2020-08-15T10:53:46.695054Z"
    },
    "papermill": {
     "duration": 0.074992,
     "end_time": "2020-08-15T10:53:46.695302",
     "exception": false,
     "start_time": "2020-08-15T10:53:46.620310",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       196.0\n",
       "1         0.0\n",
       "2       162.0\n",
       "3         0.0\n",
       "4       350.0\n",
       "5         0.0\n",
       "6       186.0\n",
       "7         0.0\n",
       "8         0.0\n",
       "9         0.0\n",
       "10      286.0\n",
       "11        0.0\n",
       "12      306.0\n",
       "13      212.0\n",
       "14        0.0\n",
       "15      180.0\n",
       "16        0.0\n",
       "17        0.0\n",
       "18      380.0\n",
       "19        0.0\n",
       "20      281.0\n",
       "21        0.0\n",
       "22        0.0\n",
       "23      640.0\n",
       "24        0.0\n",
       "25      200.0\n",
       "26        0.0\n",
       "27        0.0\n",
       "28        0.0\n",
       "29        0.0\n",
       "30        0.0\n",
       "31        0.0\n",
       "32      246.0\n",
       "33      132.0\n",
       "34        0.0\n",
       "35      650.0\n",
       "36        0.0\n",
       "37        0.0\n",
       "38      101.0\n",
       "39        0.0\n",
       "40        0.0\n",
       "41        0.0\n",
       "42        0.0\n",
       "43      412.0\n",
       "44        0.0\n",
       "45        0.0\n",
       "46        0.0\n",
       "47        0.0\n",
       "48        0.0\n",
       "49        0.0\n",
       "50        0.0\n",
       "51      272.0\n",
       "52      456.0\n",
       "53        0.0\n",
       "54     1031.0\n",
       "55        0.0\n",
       "56        0.0\n",
       "57        0.0\n",
       "58      178.0\n",
       "59        0.0\n",
       "60      573.0\n",
       "61      344.0\n",
       "62      287.0\n",
       "63      167.0\n",
       "64        0.0\n",
       "65        0.0\n",
       "66        0.0\n",
       "67       40.0\n",
       "68      104.0\n",
       "69        0.0\n",
       "70        0.0\n",
       "71        0.0\n",
       "72        0.0\n",
       "73        0.0\n",
       "74        0.0\n",
       "75      576.0\n",
       "76      443.0\n",
       "77      468.0\n",
       "78       66.0\n",
       "79       22.0\n",
       "80      284.0\n",
       "81        0.0\n",
       "82       76.0\n",
       "83        0.0\n",
       "84        0.0\n",
       "85      203.0\n",
       "86        0.0\n",
       "87        0.0\n",
       "88       68.0\n",
       "89      183.0\n",
       "90       48.0\n",
       "91        0.0\n",
       "92        0.0\n",
       "93       28.0\n",
       "94      336.0\n",
       "95        0.0\n",
       "96        0.0\n",
       "97      600.0\n",
       "98      768.0\n",
       "99        0.0\n",
       "100       0.0\n",
       "101       0.0\n",
       "102     480.0\n",
       "103       0.0\n",
       "104       0.0\n",
       "105     220.0\n",
       "106       0.0\n",
       "107    1129.0\n",
       "108       0.0\n",
       "109       0.0\n",
       "110       0.0\n",
       "111       0.0\n",
       "112     135.0\n",
       "113       0.0\n",
       "114       0.0\n",
       "115       0.0\n",
       "116       0.0\n",
       "117     266.0\n",
       "118     309.0\n",
       "119      40.0\n",
       "120       0.0\n",
       "121     136.0\n",
       "122       0.0\n",
       "123     288.0\n",
       "124     196.0\n",
       "125     320.0\n",
       "126       0.0\n",
       "127       0.0\n",
       "128       0.0\n",
       "129       0.0\n",
       "130     183.0\n",
       "131     336.0\n",
       "132      50.0\n",
       "133       0.0\n",
       "134     180.0\n",
       "135     120.0\n",
       "136       0.0\n",
       "137       0.0\n",
       "138     436.0\n",
       "139     252.0\n",
       "140       0.0\n",
       "141       0.0\n",
       "142       0.0\n",
       "143       0.0\n",
       "144      84.0\n",
       "145       0.0\n",
       "146     456.0\n",
       "147       0.0\n",
       "148     664.0\n",
       "149     226.0\n",
       "150       0.0\n",
       "151       0.0\n",
       "152     300.0\n",
       "153       0.0\n",
       "154     653.0\n",
       "155       0.0\n",
       "156     112.0\n",
       "157     491.0\n",
       "158     132.0\n",
       "159       0.0\n",
       "160       0.0\n",
       "161       0.0\n",
       "162     456.0\n",
       "163       0.0\n",
       "164      98.0\n",
       "165       0.0\n",
       "166       0.0\n",
       "167       0.0\n",
       "168       0.0\n",
       "169     275.0\n",
       "170       0.0\n",
       "171       0.0\n",
       "172     138.0\n",
       "173       0.0\n",
       "174      50.0\n",
       "175       0.0\n",
       "176       0.0\n",
       "177     205.0\n",
       "178     262.0\n",
       "179       0.0\n",
       "180       0.0\n",
       "181       0.0\n",
       "182     205.0\n",
       "183       0.0\n",
       "184       0.0\n",
       "185       0.0\n",
       "186       0.0\n",
       "187     128.0\n",
       "188     260.0\n",
       "189       0.0\n",
       "190       0.0\n",
       "191       0.0\n",
       "192       0.0\n",
       "193     153.0\n",
       "194      64.0\n",
       "195     266.0\n",
       "196       0.0\n",
       "197      16.0\n",
       "198       0.0\n",
       "199       0.0\n",
       "200       0.0\n",
       "201       0.0\n",
       "202     142.0\n",
       "203     290.0\n",
       "204     127.0\n",
       "205       0.0\n",
       "206      16.0\n",
       "207     220.0\n",
       "208     506.0\n",
       "209     297.0\n",
       "210       0.0\n",
       "211       NaN\n",
       "212     604.0\n",
       "213      98.0\n",
       "214       0.0\n",
       "215     254.0\n",
       "216       0.0\n",
       "217      36.0\n",
       "218       0.0\n",
       "219       0.0\n",
       "220       0.0\n",
       "221       0.0\n",
       "222     102.0\n",
       "223       0.0\n",
       "224     101.0\n",
       "225       0.0\n",
       "226     481.0\n",
       "227       0.0\n",
       "228     108.0\n",
       "229       0.0\n",
       "230     302.0\n",
       "231       0.0\n",
       "232     180.0\n",
       "233     172.0\n",
       "234       0.0\n",
       "235     270.0\n",
       "236      46.0\n",
       "237       0.0\n",
       "238       0.0\n",
       "239     210.0\n",
       "240       0.0\n",
       "241       0.0\n",
       "242       0.0\n",
       "243     174.0\n",
       "244       0.0\n",
       "245       0.0\n",
       "246     348.0\n",
       "247     183.0\n",
       "248       0.0\n",
       "249       0.0\n",
       "250       0.0\n",
       "251       0.0\n",
       "252     299.0\n",
       "253     340.0\n",
       "254      68.0\n",
       "255     166.0\n",
       "256      72.0\n",
       "257       0.0\n",
       "258       0.0\n",
       "259       0.0\n",
       "260       0.0\n",
       "261      31.0\n",
       "262       0.0\n",
       "263       0.0\n",
       "264       0.0\n",
       "265      34.0\n",
       "266     238.0\n",
       "267       0.0\n",
       "268       0.0\n",
       "269    1600.0\n",
       "270     365.0\n",
       "271       0.0\n",
       "272      56.0\n",
       "273       0.0\n",
       "274     150.0\n",
       "275       0.0\n",
       "276     246.0\n",
       "277     246.0\n",
       "278       0.0\n",
       "279       0.0\n",
       "280       0.0\n",
       "281     112.0\n",
       "282       0.0\n",
       "283       0.0\n",
       "284       0.0\n",
       "285       0.0\n",
       "286     278.0\n",
       "287       0.0\n",
       "288     256.0\n",
       "289     225.0\n",
       "290     370.0\n",
       "291     388.0\n",
       "292     172.0\n",
       "293       0.0\n",
       "294       0.0\n",
       "295       0.0\n",
       "296     175.0\n",
       "297       0.0\n",
       "298       0.0\n",
       "299       0.0\n",
       "300     296.0\n",
       "301     146.0\n",
       "302       0.0\n",
       "303     200.0\n",
       "304     113.0\n",
       "305       0.0\n",
       "306     176.0\n",
       "307       0.0\n",
       "308       0.0\n",
       "309     340.0\n",
       "310     616.0\n",
       "311       0.0\n",
       "312       0.0\n",
       "313      30.0\n",
       "314     106.0\n",
       "315     870.0\n",
       "316     362.0\n",
       "317       0.0\n",
       "318       0.0\n",
       "319       0.0\n",
       "320       0.0\n",
       "321       0.0\n",
       "322     106.0\n",
       "323       0.0\n",
       "324     530.0\n",
       "325       0.0\n",
       "326       0.0\n",
       "327     500.0\n",
       "328     510.0\n",
       "329     120.0\n",
       "330       0.0\n",
       "331     247.0\n",
       "332     305.0\n",
       "333     200.0\n",
       "334       0.0\n",
       "335       0.0\n",
       "336       0.0\n",
       "337       0.0\n",
       "338       0.0\n",
       "339       0.0\n",
       "340       0.0\n",
       "341       0.0\n",
       "342       0.0\n",
       "343     350.0\n",
       "344      16.0\n",
       "345       0.0\n",
       "346       0.0\n",
       "347       0.0\n",
       "348       0.0\n",
       "349       0.0\n",
       "350      16.0\n",
       "351       0.0\n",
       "352     255.0\n",
       "353     125.0\n",
       "354     272.0\n",
       "355       0.0\n",
       "356       0.0\n",
       "357       0.0\n",
       "358       0.0\n",
       "359       0.0\n",
       "360       0.0\n",
       "361     288.0\n",
       "362       0.0\n",
       "363     100.0\n",
       "364       0.0\n",
       "365       0.0\n",
       "366       0.0\n",
       "367     650.0\n",
       "368       0.0\n",
       "369       0.0\n",
       "370       0.0\n",
       "371       0.0\n",
       "372     350.0\n",
       "373     100.0\n",
       "374       0.0\n",
       "375       0.0\n",
       "376     432.0\n",
       "377       0.0\n",
       "378       0.0\n",
       "379     203.0\n",
       "380       0.0\n",
       "381       0.0\n",
       "382       0.0\n",
       "383     200.0\n",
       "384     126.0\n",
       "385       0.0\n",
       "386     473.0\n",
       "387      74.0\n",
       "388       0.0\n",
       "389     145.0\n",
       "390       0.0\n",
       "391     108.0\n",
       "392       0.0\n",
       "393     232.0\n",
       "394       0.0\n",
       "395     376.0\n",
       "396       0.0\n",
       "397       0.0\n",
       "398       0.0\n",
       "399       0.0\n",
       "400       0.0\n",
       "401       0.0\n",
       "402       0.0\n",
       "403     270.0\n",
       "404       0.0\n",
       "405      72.0\n",
       "406       0.0\n",
       "407       0.0\n",
       "408       0.0\n",
       "409       0.0\n",
       "410       0.0\n",
       "411       0.0\n",
       "412       0.0\n",
       "413       0.0\n",
       "414      42.0\n",
       "415       0.0\n",
       "416       0.0\n",
       "417     320.0\n",
       "418       0.0\n",
       "419       0.0\n",
       "420       0.0\n",
       "421     161.0\n",
       "422     110.0\n",
       "423       0.0\n",
       "424       0.0\n",
       "425       0.0\n",
       "426     136.0\n",
       "427      18.0\n",
       "428       0.0\n",
       "429     224.0\n",
       "430     248.0\n",
       "431     120.0\n",
       "432       0.0\n",
       "433       0.0\n",
       "434      80.0\n",
       "435     304.0\n",
       "436       0.0\n",
       "437       0.0\n",
       "438     215.0\n",
       "439     772.0\n",
       "440     336.0\n",
       "441     435.0\n",
       "442     378.0\n",
       "443     562.0\n",
       "444       0.0\n",
       "445     116.0\n",
       "446       0.0\n",
       "447       0.0\n",
       "448     168.0\n",
       "449       0.0\n",
       "450       0.0\n",
       "451       0.0\n",
       "452       0.0\n",
       "453       0.0\n",
       "454       0.0\n",
       "455       0.0\n",
       "456       0.0\n",
       "457       0.0\n",
       "458       0.0\n",
       "459      89.0\n",
       "460     285.0\n",
       "461       0.0\n",
       "462       0.0\n",
       "463     360.0\n",
       "464     125.0\n",
       "465       0.0\n",
       "466       0.0\n",
       "467     132.0\n",
       "468      94.0\n",
       "469       0.0\n",
       "470       0.0\n",
       "471       0.0\n",
       "472     305.0\n",
       "473     333.0\n",
       "474     921.0\n",
       "475       0.0\n",
       "476       0.0\n",
       "477       0.0\n",
       "478       0.0\n",
       "479     594.0\n",
       "480       0.0\n",
       "481       0.0\n",
       "482     268.0\n",
       "483       0.0\n",
       "484     219.0\n",
       "485       0.0\n",
       "486       0.0\n",
       "487       0.0\n",
       "488       0.0\n",
       "489       0.0\n",
       "490       0.0\n",
       "491     188.0\n",
       "492     479.0\n",
       "493     584.0\n",
       "494      72.0\n",
       "495       0.0\n",
       "496     182.0\n",
       "497       0.0\n",
       "498     178.0\n",
       "499       0.0\n",
       "500       0.0\n",
       "501       0.0\n",
       "502       0.0\n",
       "503       0.0\n",
       "504       0.0\n",
       "505     250.0\n",
       "506       0.0\n",
       "507     292.0\n",
       "508       0.0\n",
       "509       0.0\n",
       "510       0.0\n",
       "511       0.0\n",
       "512      18.0\n",
       "513     180.0\n",
       "514       0.0\n",
       "515       0.0\n",
       "516       0.0\n",
       "517       0.0\n",
       "518       0.0\n",
       "519     245.0\n",
       "520     168.0\n",
       "521       0.0\n",
       "522       0.0\n",
       "523     108.0\n",
       "524     207.0\n",
       "525       0.0\n",
       "526       0.0\n",
       "527      82.0\n",
       "528       0.0\n",
       "529       0.0\n",
       "530      97.0\n",
       "531       0.0\n",
       "532     335.0\n",
       "533      85.0\n",
       "534     306.0\n",
       "535     104.0\n",
       "536       0.0\n",
       "537     208.0\n",
       "538       0.0\n",
       "539       0.0\n",
       "540       0.0\n",
       "541       0.0\n",
       "542     420.0\n",
       "543       0.0\n",
       "544     170.0\n",
       "545       0.0\n",
       "546     238.0\n",
       "547       0.0\n",
       "548      72.0\n",
       "549     459.0\n",
       "550       0.0\n",
       "551     280.0\n",
       "552       0.0\n",
       "553       0.0\n",
       "554       0.0\n",
       "555      99.0\n",
       "556     176.0\n",
       "557       0.0\n",
       "558       0.0\n",
       "559       0.0\n",
       "560     192.0\n",
       "561     204.0\n",
       "562     233.0\n",
       "563     108.0\n",
       "564       0.0\n",
       "565       0.0\n",
       "566     156.0\n",
       "567       0.0\n",
       "568       0.0\n",
       "569     452.0\n",
       "570     226.0\n",
       "571       0.0\n",
       "572       0.0\n",
       "573     153.0\n",
       "574     513.0\n",
       "575     288.0\n",
       "576     261.0\n",
       "577       0.0\n",
       "578     164.0\n",
       "579     192.0\n",
       "580     259.0\n",
       "581       0.0\n",
       "582     108.0\n",
       "583     209.0\n",
       "584       0.0\n",
       "585       0.0\n",
       "586       0.0\n",
       "587       0.0\n",
       "588       0.0\n",
       "589     472.0\n",
       "590       0.0\n",
       "591       0.0\n",
       "592     263.0\n",
       "593     162.0\n",
       "594       0.0\n",
       "595     216.0\n",
       "596     351.0\n",
       "597       0.0\n",
       "598       NaN\n",
       "599       0.0\n",
       "600       0.0\n",
       "601       0.0\n",
       "602     660.0\n",
       "603     381.0\n",
       "604      54.0\n",
       "605       0.0\n",
       "606       0.0\n",
       "607       0.0\n",
       "608     233.0\n",
       "609     216.0\n",
       "610       0.0\n",
       "611      40.0\n",
       "612     258.0\n",
       "613       0.0\n",
       "614       0.0\n",
       "615       0.0\n",
       "616       0.0\n",
       "617       0.0\n",
       "618     106.0\n",
       "619       0.0\n",
       "620       0.0\n",
       "621       0.0\n",
       "622     464.0\n",
       "623      57.0\n",
       "624       0.0\n",
       "625       0.0\n",
       "626       0.0\n",
       "627     215.0\n",
       "628      30.0\n",
       "629       0.0\n",
       "630       0.0\n",
       "631       0.0\n",
       "632       0.0\n",
       "633     256.0\n",
       "634     147.0\n",
       "635     293.0\n",
       "636       0.0\n",
       "637       0.0\n",
       "638      72.0\n",
       "639       0.0\n",
       "640       0.0\n",
       "641       0.0\n",
       "642       0.0\n",
       "643     630.0\n",
       "644     168.0\n",
       "645     466.0\n",
       "646     109.0\n",
       "647     351.0\n",
       "648     176.0\n",
       "649       0.0\n",
       "650      41.0\n",
       "651       0.0\n",
       "652       0.0\n",
       "653       0.0\n",
       "654     160.0\n",
       "655     289.0\n",
       "656     174.0\n",
       "657       0.0\n",
       "658       0.0\n",
       "659     651.0\n",
       "660       0.0\n",
       "661       0.0\n",
       "662     169.0\n",
       "663       0.0\n",
       "664       0.0\n",
       "665     340.0\n",
       "666       0.0\n",
       "667      82.0\n",
       "668      95.0\n",
       "669       0.0\n",
       "670       0.0\n",
       "671     442.0\n",
       "672     202.0\n",
       "673       0.0\n",
       "674       0.0\n",
       "675       0.0\n",
       "676       0.0\n",
       "677       0.0\n",
       "678       0.0\n",
       "679       0.0\n",
       "680       0.0\n",
       "681       0.0\n",
       "682     108.0\n",
       "683       0.0\n",
       "684       0.0\n",
       "685       0.0\n",
       "686     338.0\n",
       "687       0.0\n",
       "688       0.0\n",
       "689       0.0\n",
       "690     178.0\n",
       "691       0.0\n",
       "692     894.0\n",
       "693       0.0\n",
       "694     328.0\n",
       "695     360.0\n",
       "696     513.0\n",
       "697       0.0\n",
       "698       0.0\n",
       "699       0.0\n",
       "700     673.0\n",
       "701       0.0\n",
       "702     284.0\n",
       "703      42.0\n",
       "704       0.0\n",
       "705       0.0\n",
       "706       0.0\n",
       "707       0.0\n",
       "708       0.0\n",
       "709       1.0\n",
       "710     375.0\n",
       "711     320.0\n",
       "712     240.0\n",
       "713       0.0\n",
       "714     320.0\n",
       "715      90.0\n",
       "716      38.0\n",
       "717       0.0\n",
       "718       0.0\n",
       "719     104.0\n",
       "720       0.0\n",
       "721       0.0\n",
       "722       0.0\n",
       "723       0.0\n",
       "724       0.0\n",
       "725     157.0\n",
       "726      11.0\n",
       "727       0.0\n",
       "728       0.0\n",
       "729     140.0\n",
       "730       0.0\n",
       "731     130.0\n",
       "732     148.0\n",
       "733       0.0\n",
       "734     252.0\n",
       "735       0.0\n",
       "736       0.0\n",
       "737       0.0\n",
       "738       0.0\n",
       "739     256.0\n",
       "740       0.0\n",
       "741       0.0\n",
       "742    1047.0\n",
       "743       0.0\n",
       "744      99.0\n",
       "745     169.0\n",
       "746       0.0\n",
       "747     243.0\n",
       "748       0.0\n",
       "749     442.0\n",
       "750       0.0\n",
       "751     148.0\n",
       "752      80.0\n",
       "753     128.0\n",
       "754       0.0\n",
       "755       0.0\n",
       "756       0.0\n",
       "757       0.0\n",
       "758       0.0\n",
       "759     816.0\n",
       "760       0.0\n",
       "761       0.0\n",
       "762       0.0\n",
       "763     387.0\n",
       "764       0.0\n",
       "765     223.0\n",
       "766     180.0\n",
       "767     136.0\n",
       "768       0.0\n",
       "769       0.0\n",
       "770     158.0\n",
       "771       0.0\n",
       "772       0.0\n",
       "773       0.0\n",
       "774       0.0\n",
       "775     183.0\n",
       "776       0.0\n",
       "777       0.0\n",
       "778     137.0\n",
       "779       0.0\n",
       "780     360.0\n",
       "781     170.0\n",
       "782      40.0\n",
       "783       0.0\n",
       "784     115.0\n",
       "785       0.0\n",
       "786       0.0\n",
       "787       0.0\n",
       "788     189.0\n",
       "789     220.0\n",
       "790       0.0\n",
       "791       0.0\n",
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       "807     216.0\n",
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       "829      27.0\n",
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       "838      76.0\n",
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       "849     342.0\n",
       "850       0.0\n",
       "851     285.0\n",
       "852       0.0\n",
       "853       0.0\n",
       "854     302.0\n",
       "855     210.0\n",
       "856       0.0\n",
       "857     108.0\n",
       "858       NaN\n",
       "859       0.0\n",
       "860       0.0\n",
       "861       0.0\n",
       "862       0.0\n",
       "863     298.0\n",
       "864       0.0\n",
       "865       0.0\n",
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       "867     128.0\n",
       "868     236.0\n",
       "869     144.0\n",
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       "883      44.0\n",
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       "886     151.0\n",
       "887       0.0\n",
       "888     105.0\n",
       "889       0.0\n",
       "890     106.0\n",
       "891       0.0\n",
       "892       NaN\n",
       "893       0.0\n",
       "894       0.0\n",
       "895       0.0\n",
       "896       NaN\n",
       "897       0.0\n",
       "898       0.0\n",
       "899     210.0\n",
       "900     975.0\n",
       "901      16.0\n",
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       "911     340.0\n",
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       "916     571.0\n",
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       "918      24.0\n",
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       "920       0.0\n",
       "921      53.0\n",
       "922     164.0\n",
       "923      16.0\n",
       "924     220.0\n",
       "925       0.0\n",
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       "932     206.0\n",
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       "934     196.0\n",
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       "936      76.0\n",
       "937     145.0\n",
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       "939      84.0\n",
       "940       0.0\n",
       "941      14.0\n",
       "942       0.0\n",
       "943     324.0\n",
       "944     338.0\n",
       "945       0.0\n",
       "946     281.0\n",
       "947       0.0\n",
       "948     295.0\n",
       "949       0.0\n",
       "950       0.0\n",
       "951      70.0\n",
       "952     396.0\n",
       "953       0.0\n",
       "954       0.0\n",
       "955      67.0\n",
       "956     135.0\n",
       "957      99.0\n",
       "958       0.0\n",
       "959       0.0\n",
       "960      75.0\n",
       "961       0.0\n",
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       "963       0.0\n",
       "964     272.0\n",
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       "966     210.0\n",
       "967     160.0\n",
       "968     240.0\n",
       "969       0.0\n",
       "970     154.0\n",
       "971     480.0\n",
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       "974     200.0\n",
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       "976       0.0\n",
       "977     360.0\n",
       "978       0.0\n",
       "979     120.0\n",
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       "982     140.0\n",
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       "986     169.0\n",
       "987       0.0\n",
       "988     144.0\n",
       "989       0.0\n",
       "990     100.0\n",
       "991     425.0\n",
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       "996      50.0\n",
       "997       0.0\n",
       "998       0.0\n",
       "999     212.0\n",
       "Name: MasVnrArea, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['MasVnrArea'].head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:46.818367Z",
     "iopub.status.busy": "2020-08-15T10:53:46.802097Z",
     "iopub.status.idle": "2020-08-15T10:53:47.268297Z",
     "shell.execute_reply": "2020-08-15T10:53:47.267577Z"
    },
    "papermill": {
     "duration": 0.529122,
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     "exception": false,
     "start_time": "2020-08-15T10:53:46.739328",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler((-1,1))\n",
    "\n",
    "df['BsmtFinSF2_sc'] = scaler.fit_transform(df[['BsmtFinSF2']])\n",
    "df['BsmtFinSF2_sc'].fillna(0,inplace=True)\n",
    "df['LowQualFinSF_sc'] = scaler.fit_transform(df[['LowQualFinSF']])\n",
    "df['WoodDeckSF_sc'] = scaler.fit_transform(df[['WoodDeckSF']])\n",
    "df['OpenPorchSF_sc'] = scaler.fit_transform(df[['OpenPorchSF']])\n",
    "df['EnclosedPorch_sc'] = scaler.fit_transform(df[['EnclosedPorch']])\n",
    "df['3SsnPorch_sc'] = scaler.fit_transform(df[['3SsnPorch']])\n",
    "df['ScreenPorch_sc'] = scaler.fit_transform(df[['ScreenPorch']])\n",
    "df['MiscVal_sc'] = scaler.fit_transform(df[['MiscVal']])\n",
    "\n",
    "df['MSZoning'].fillna('N')\n",
    "df['LotFrontage'].fillna(df['LotFrontage'].median(), inplace = True)\n",
    "df['Alley'].fillna('N')\n",
    "df['Exterior1st'].fillna('N')\n",
    "df['Exterior2nd'].fillna('N')\n",
    "df['Utilities'].fillna('N')\n",
    "df['MasVnrType'].fillna('N')\n",
    "df['BsmtFullBath'].fillna(0)\n",
    "df['BsmtHalfBath'].fillna(0)\n",
    "df['FullBath'].fillna(0)\n",
    "df['HalfBath'].fillna(0)\n",
    "df['KitchenQual'].fillna('N')\n",
    "df['Functional'].fillna('N')\n",
    "df['FireplaceQu'].fillna('N')\n",
    "df['GarageType'].fillna('N')\n",
    "df['GarageYrBlt'].fillna(0,inplace=True)\n",
    "df['GarageFinish'].fillna('N')\n",
    "df['GarageCars'].fillna(0)\n",
    "df['GarageArea'].fillna(0,inplace=True)\n",
    "df['GarageQual'].fillna('N')\n",
    "df['GarageCond'].fillna('N')\n",
    "df['BsmtFinSF2'].fillna(0,inplace=True)\n",
    "df['MasVnrArea'].fillna(0,inplace=True)\n",
    "df['BsmtFinSF1'].fillna(0,inplace=True)\n",
    "df['SaleType'].fillna('N')\n",
    "df['BsmtUnfSF'].fillna(0,inplace=True)\n",
    "df['TotalBsmtSF'].fillna(0,inplace=True)\n",
    "df['PoolQC'].fillna('N')\n",
    "df['Fence'].fillna('N')\n",
    "df['MiscFeature'].fillna('N')\n",
    "df['BsmtQual'].fillna('N')\n",
    "df['BsmtCond'].fillna('N')\n",
    "df['BsmtExposure'].fillna('N')\n",
    "df['BsmtFinType1'].fillna('N')\n",
    "df['BsmtFinType2'].fillna('N')\n",
    "df['Electrical'].fillna('N')\n",
    "df[\"AllSF\"] = df[\"GrLivArea\"] + df[\"TotalBsmtSF\"]\n",
    "df['Area'] = df['LotArea']*df['LotFrontage']\n",
    "df['Area_log'] = np.log1p(df['Area'])\n",
    "\n",
    "def Gar_category(cat):\n",
    "    if cat <= 250:\n",
    "        return 1\n",
    "    elif cat <= 500 and cat > 250:\n",
    "        return 2\n",
    "    elif cat <= 1000 and cat > 500:\n",
    "        return 3\n",
    "    return 4\n",
    "df['GarageArea_cat'] = df['GarageArea'].apply(Gar_category)\n",
    "\n",
    "def Low_category(cat):\n",
    "    if cat <= 1000:\n",
    "        return 1\n",
    "    elif cat <= 2000 and cat > 1000:\n",
    "        return 2\n",
    "    elif cat <= 3000 and cat > 2000:\n",
    "        return 3\n",
    "    return 4\n",
    "df['GrLivArea_cat'] = df['GrLivArea'].apply(Low_category)\n",
    "\n",
    "def fl1_category(cat):\n",
    "    if cat <= 500:\n",
    "        return 1\n",
    "    elif cat <= 1000 and cat > 500:\n",
    "        return 2\n",
    "    elif cat <= 1500 and cat > 1000:\n",
    "        return 3\n",
    "    elif cat <= 2000 and cat > 1500:\n",
    "        return 4\n",
    "    return 5\n",
    "df['1stFlrSF_cat'] = df['1stFlrSF'].apply(fl1_category)\n",
    "df['2ndFlrSF_cat'] = df['2ndFlrSF'].apply(fl1_category)\n",
    "\n",
    "def bsmtt_category(cat):\n",
    "    if cat <= 500:\n",
    "        return 1\n",
    "    elif cat <= 1000 and cat > 500:\n",
    "        return 2\n",
    "    elif cat <= 1500 and cat > 1000:\n",
    "        return 3\n",
    "    elif cat <= 2000 and cat > 1500:\n",
    "        return 4\n",
    "    return 5\n",
    "df['TotalBsmtSF_cat'] = df['TotalBsmtSF'].apply(bsmtt_category)\n",
    "\n",
    "def bsmt_category(cat):\n",
    "    if cat <= 500:\n",
    "        return 1\n",
    "    elif cat <= 1000 and cat > 500:\n",
    "        return 2\n",
    "    elif cat <= 1500 and cat > 1000:\n",
    "        return 3\n",
    "    elif cat <= 2000 and cat > 1500:\n",
    "        return 4\n",
    "    return 5\n",
    "df['BsmtUnfSF_cat'] = df['BsmtUnfSF'].apply(bsmt_category)\n",
    "\n",
    "def lot_category(cat):\n",
    "    if cat <= 50:\n",
    "        return 1\n",
    "    elif cat <= 100 and cat > 50:\n",
    "        return 2\n",
    "    elif cat <= 150 and cat > 100:\n",
    "        return 3\n",
    "    return 4\n",
    "df['LotFrontage_cat'] = df['LotFrontage'].apply(lot_category)\n",
    "\n",
    "def lot_category1(cat):\n",
    "    if cat <= 5000:\n",
    "        return 1\n",
    "    elif cat <= 10000 and cat > 5000:\n",
    "        return 2\n",
    "    elif cat <= 15000 and cat > 10000:\n",
    "        return 3\n",
    "    elif cat <= 20000 and cat > 15000:\n",
    "        return 4\n",
    "    elif cat <= 25000 and cat > 20000:\n",
    "        return 5\n",
    "    return 6\n",
    "df['LotArea_cat'] = df['LotArea'].apply(lot_category1)\n",
    "\n",
    "def year_category(yb):\n",
    "    if yb <= 1910:\n",
    "        return 1\n",
    "    elif yb <= 1950 and yb > 1910:\n",
    "        return 2\n",
    "    elif yb >= 1950 and yb < 1980:\n",
    "        return 3\n",
    "    elif yb >= 1980 and yb < 2000:\n",
    "        return 4\n",
    "    return 5\n",
    "\n",
    "\n",
    "\n",
    "df['YearBuilt_cat'] = df['YearBuilt'].apply(year_category) \n",
    "df['YearRemodAdd_cat'] = df['YearRemodAdd'].apply(year_category)\n",
    "df['GarageYrBlt_cat'] = df['GarageYrBlt'].apply(year_category)\n",
    "\n",
    "def vnr_category(cat):\n",
    "    if cat <= 250:\n",
    "        return 1\n",
    "    elif cat <= 500 and cat > 250:\n",
    "        return 2\n",
    "    elif cat <= 750 and cat > 500:\n",
    "        return 3\n",
    "    return 4\n",
    "\n",
    "df['MasVnrArea_cat'] = df['MasVnrArea'].apply(vnr_category)\n",
    "\n",
    "def allsf_category(yb):\n",
    "    if yb <= 1000:\n",
    "        return 1\n",
    "    elif yb <= 2000 and yb > 1000:\n",
    "        return 2\n",
    "    elif yb >= 3000 and yb < 2000:\n",
    "        return 3\n",
    "    elif yb >= 4000 and yb < 3000:\n",
    "        return 4\n",
    "    elif yb >= 5000 and yb < 4000:\n",
    "        return 5\n",
    "    elif yb >= 6000 and yb < 5000:\n",
    "        return 6\n",
    "    return 7\n",
    "\n",
    "df['AllSF_cat'] = df['AllSF'].apply(allsf_category)\n",
    "\n",
    "\n",
    "dummy_col=['YearRemodAdd', 'YearBuilt', 'AllSF_cat', 'MiscVal','OverallCond', 'OverallQual', 'BsmtFinType2', 'SaleCondition','SaleType', 'YrSold', 'MoSold', 'MiscFeature', 'Fence', 'PoolQC', 'PoolArea', 'PavedDrive', 'GarageCond', 'GarageQual', 'GarageArea_cat', 'GarageCars', 'GarageFinish', 'GarageType', 'FireplaceQu', 'Fireplaces','Functional', 'TotRmsAbvGrd', 'KitchenQual', 'KitchenAbvGr', 'BedroomAbvGr', 'HalfBath', 'FullBath', 'BsmtHalfBath', 'BsmtFullBath','GrLivArea_cat','MSSubClass', 'MSZoning', 'LotFrontage_cat', 'LotArea_cat', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2',\n",
    "          'BldgType', 'HouseStyle', 'YearBuilt_cat', 'YearRemodAdd_cat', 'RoofStyle', 'RoofMatl', 'Exterior2nd', 'Exterior1st', 'MasVnrType', 'MasVnrArea_cat', 'ExterQual', 'ExterCond', 'Foundation', \n",
    "          'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtUnfSF_cat', 'TotalBsmtSF_cat', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF_cat', '2ndFlrSF_cat']\n",
    "df = pd.get_dummies(df, columns=dummy_col, drop_first=False)\n",
    "\n",
    "df['LotFrontage_log'] = np.log1p(df['LotFrontage'])\n",
    "df['LotArea_log'] = np.log1p(df['LotArea'])\n",
    "df['BsmtUnfSF_log'] = np.log1p(df['BsmtUnfSF'])\n",
    "\n",
    "df['Is_MasVnr'] = [1 if i != 0 else 0 for i in df['MasVnrArea']]\n",
    "df['Is_BsmtFinSF1'] = [1 if i != 0 else 0 for i in df['BsmtFinSF1']]\n",
    "df['Is_BsmtFinSF2'] = [1 if i != 0 else 0 for i in df['BsmtFinSF2']]\n",
    "df['Is_BsmtUnfSF'] = [1 if i != 0 else 0 for i in df['BsmtUnfSF']]\n",
    "df['Is_TotalBsmtSF'] = [1 if i != 0 else 0 for i in df['TotalBsmtSF']]\n",
    "df['Is_2ndFlrSF'] = [1 if i != 0 else 0 for i in df['2ndFlrSF']]\n",
    "df['Is_LowQualFinSF'] = [1 if i != 0 else 0 for i in df['LowQualFinSF']]\n",
    "df['Is_GarageArea'] = [1 if i != 0 else 0 for i in df['GarageArea']]\n",
    "df['Is_WoodDeckSF'] = [1 if i != 0 else 0 for i in df['WoodDeckSF']]\n",
    "df['Is_OpenPorchSF'] = [1 if i != 0 else 0 for i in df['OpenPorchSF']]\n",
    "df['Is_EnclosedPorch'] = [1 if i != 0 else 0 for i in df['EnclosedPorch']]\n",
    "df['Is_3SsnPorch'] = [1 if i != 0 else 0 for i in df['3SsnPorch']]\n",
    "df['Is_ScreenPorch'] = [1 if i != 0 else 0 for i in df['ScreenPorch']]\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:47.339601Z",
     "iopub.status.busy": "2020-08-15T10:53:47.338795Z",
     "iopub.status.idle": "2020-08-15T10:53:47.610408Z",
     "shell.execute_reply": "2020-08-15T10:53:47.611056Z"
    },
    "papermill": {
     "duration": 0.311946,
     "end_time": "2020-08-15T10:53:47.611227",
     "exception": false,
     "start_time": "2020-08-15T10:53:47.299281",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing value</th>\n",
       "      <th>N unique value</th>\n",
       "      <th>dtype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea</th>\n",
       "      <td>0</td>\n",
       "      <td>1872</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>0</td>\n",
       "      <td>429</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <td>0</td>\n",
       "      <td>961</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <td>0</td>\n",
       "      <td>1111</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <td>0</td>\n",
       "      <td>1026</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF</th>\n",
       "      <td>0</td>\n",
       "      <td>1046</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <td>0</td>\n",
       "      <td>599</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea</th>\n",
       "      <td>0</td>\n",
       "      <td>1231</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea</th>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <td>0</td>\n",
       "      <td>363</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <td>0</td>\n",
       "      <td>238</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3SsnPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScreenPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>249</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowQualFinSF_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WoodDeckSF_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>363</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OpenPorchSF_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>238</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EnclosedPorch_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3SsnPorch_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScreenPorch_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_sc</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AllSF</th>\n",
       "      <td>0</td>\n",
       "      <td>1424</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area</th>\n",
       "      <td>0</td>\n",
       "      <td>2114</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area_log</th>\n",
       "      <td>0</td>\n",
       "      <td>2114</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt_cat</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1950</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1951</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1952</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1953</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1954</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1955</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1956</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1957</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1958</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1959</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1960</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1961</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1962</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1963</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1964</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1965</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1966</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1967</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1968</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1969</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1970</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1971</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1972</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1973</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1974</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1975</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1976</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1977</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1978</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1979</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1980</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1981</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1982</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1983</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1984</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1985</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1986</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1987</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1988</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1989</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1990</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1991</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1992</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1993</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1994</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1995</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1996</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1997</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1998</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_1999</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2001</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2002</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2003</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2004</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2005</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2006</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2007</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2008</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2009</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_2010</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1879</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1880</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1882</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1885</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1890</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1895</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1896</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1898</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1900</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1901</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1902</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1904</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1905</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1906</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1907</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1908</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1910</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1911</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1912</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1913</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1914</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1915</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1916</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1917</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1918</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1919</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1920</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1921</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1922</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1923</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1924</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1925</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1926</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1927</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1928</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1929</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1930</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1931</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1932</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1934</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1935</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1936</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1937</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1938</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1939</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1940</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1941</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1942</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1945</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1946</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1947</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1948</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1949</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1950</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1951</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1952</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1953</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1954</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1955</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1956</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1957</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1958</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1959</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1960</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1961</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1962</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1963</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1964</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1965</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1966</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1967</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1968</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1969</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1970</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1971</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1972</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1973</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1974</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1975</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1976</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1977</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1978</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1979</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1980</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1981</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1982</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1983</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1984</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1985</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1986</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1987</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1988</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1989</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1990</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1991</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1992</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1993</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1994</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1995</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1996</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1997</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1998</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_1999</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2001</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2002</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2003</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2004</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2005</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2006</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2007</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2008</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2009</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_2010</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AllSF_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AllSF_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AllSF_cat_7</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_54</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_80</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_300</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_400</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_420</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_450</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_455</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_460</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_480</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_490</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_600</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_650</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_700</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_750</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_800</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_900</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1200</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1300</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1400</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_1512</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_2000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_2500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_3000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_4500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_6500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_12500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_15500</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal_17000</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_7</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_8</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond_9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_7</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_8</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual_10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_COD</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_Con</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_New</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType_WD</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold_2006</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold_2007</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold_2008</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold_2009</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold_2010</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_7</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_8</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_11</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold_12</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_144</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_228</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_368</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_444</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_561</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_576</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_648</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoolArea_800</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_0.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_1.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_2.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_3.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_4.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars_5.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Min1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Min2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Mod</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Sev</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional_Typ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_7</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_8</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_11</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_12</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_13</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd_15</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HalfBath_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HalfBath_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HalfBath_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath_0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath_0.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath_1.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath_2.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath_0.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath_1.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath_2.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath_3.0</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_20</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_30</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_40</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_45</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_50</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_60</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_70</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_75</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_80</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_85</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_90</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_120</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_150</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_160</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_180</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSSubClass_190</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_cat_6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Street_Grvl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Street_Pave</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alley_Pave</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandContour_Low</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearBuilt_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearRemodAdd_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_Floor</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_GasA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_GasW</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_Grav</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_OthW</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating_Wall</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CentralAir_N</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF_cat_5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF_cat_1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF_cat_2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF_cat_3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF_cat_4</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>uint8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage_log</th>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea_log</th>\n",
       "      <td>0</td>\n",
       "      <td>1872</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF_log</th>\n",
       "      <td>0</td>\n",
       "      <td>1111</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_MasVnr</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_BsmtFinSF1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_BsmtFinSF2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_BsmtUnfSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_TotalBsmtSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_2ndFlrSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_LowQualFinSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_GarageArea</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_WoodDeckSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_OpenPorchSF</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_EnclosedPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_3SsnPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_ScreenPorch</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Missing value  N unique value    dtype\n",
       "LotFrontage                        0             127  float64\n",
       "LotArea                            0            1872    int64\n",
       "MasVnrArea                         0             429  float64\n",
       "BsmtFinSF1                         0             961  float64\n",
       "BsmtFinSF2                         0             248  float64\n",
       "BsmtUnfSF                          0            1111  float64\n",
       "TotalBsmtSF                        0            1026  float64\n",
       "1stFlrSF                           0            1046    int64\n",
       "2ndFlrSF                           0             599    int64\n",
       "LowQualFinSF                       0              26    int64\n",
       "GrLivArea                          0            1231    int64\n",
       "GarageYrBlt                        0             103  float64\n",
       "GarageArea                         0             586  float64\n",
       "WoodDeckSF                         0             363    int64\n",
       "OpenPorchSF                        0             238    int64\n",
       "EnclosedPorch                      0             174    int64\n",
       "3SsnPorch                          0              28    int64\n",
       "ScreenPorch                        0             111    int64\n",
       "BsmtFinSF2_sc                      0             249  float64\n",
       "LowQualFinSF_sc                    0              26  float64\n",
       "WoodDeckSF_sc                      0             363  float64\n",
       "OpenPorchSF_sc                     0             238  float64\n",
       "EnclosedPorch_sc                   0             174  float64\n",
       "3SsnPorch_sc                       0              28  float64\n",
       "ScreenPorch_sc                     0             111  float64\n",
       "MiscVal_sc                         0              32  float64\n",
       "AllSF                              0            1424  float64\n",
       "Area                               0            2114  float64\n",
       "Area_log                           0            2114  float64\n",
       "GarageYrBlt_cat                    0               5    int64\n",
       "YearRemodAdd_1950                  0               2    uint8\n",
       "YearRemodAdd_1951                  0               2    uint8\n",
       "YearRemodAdd_1952                  0               2    uint8\n",
       "YearRemodAdd_1953                  0               2    uint8\n",
       "YearRemodAdd_1954                  0               2    uint8\n",
       "YearRemodAdd_1955                  0               2    uint8\n",
       "YearRemodAdd_1956                  0               2    uint8\n",
       "YearRemodAdd_1957                  0               2    uint8\n",
       "YearRemodAdd_1958                  0               2    uint8\n",
       "YearRemodAdd_1959                  0               2    uint8\n",
       "YearRemodAdd_1960                  0               2    uint8\n",
       "YearRemodAdd_1961                  0               2    uint8\n",
       "YearRemodAdd_1962                  0               2    uint8\n",
       "YearRemodAdd_1963                  0               2    uint8\n",
       "YearRemodAdd_1964                  0               2    uint8\n",
       "YearRemodAdd_1965                  0               2    uint8\n",
       "YearRemodAdd_1966                  0               2    uint8\n",
       "YearRemodAdd_1967                  0               2    uint8\n",
       "YearRemodAdd_1968                  0               2    uint8\n",
       "YearRemodAdd_1969                  0               2    uint8\n",
       "YearRemodAdd_1970                  0               2    uint8\n",
       "YearRemodAdd_1971                  0               2    uint8\n",
       "YearRemodAdd_1972                  0               2    uint8\n",
       "YearRemodAdd_1973                  0               2    uint8\n",
       "YearRemodAdd_1974                  0               2    uint8\n",
       "YearRemodAdd_1975                  0               2    uint8\n",
       "YearRemodAdd_1976                  0               2    uint8\n",
       "YearRemodAdd_1977                  0               2    uint8\n",
       "YearRemodAdd_1978                  0               2    uint8\n",
       "YearRemodAdd_1979                  0               2    uint8\n",
       "YearRemodAdd_1980                  0               2    uint8\n",
       "YearRemodAdd_1981                  0               2    uint8\n",
       "YearRemodAdd_1982                  0               2    uint8\n",
       "YearRemodAdd_1983                  0               2    uint8\n",
       "YearRemodAdd_1984                  0               2    uint8\n",
       "YearRemodAdd_1985                  0               2    uint8\n",
       "YearRemodAdd_1986                  0               2    uint8\n",
       "YearRemodAdd_1987                  0               2    uint8\n",
       "YearRemodAdd_1988                  0               2    uint8\n",
       "YearRemodAdd_1989                  0               2    uint8\n",
       "YearRemodAdd_1990                  0               2    uint8\n",
       "YearRemodAdd_1991                  0               2    uint8\n",
       "YearRemodAdd_1992                  0               2    uint8\n",
       "YearRemodAdd_1993                  0               2    uint8\n",
       "YearRemodAdd_1994                  0               2    uint8\n",
       "YearRemodAdd_1995                  0               2    uint8\n",
       "YearRemodAdd_1996                  0               2    uint8\n",
       "YearRemodAdd_1997                  0               2    uint8\n",
       "YearRemodAdd_1998                  0               2    uint8\n",
       "YearRemodAdd_1999                  0               2    uint8\n",
       "YearRemodAdd_2000                  0               2    uint8\n",
       "YearRemodAdd_2001                  0               2    uint8\n",
       "YearRemodAdd_2002                  0               2    uint8\n",
       "YearRemodAdd_2003                  0               2    uint8\n",
       "YearRemodAdd_2004                  0               2    uint8\n",
       "YearRemodAdd_2005                  0               2    uint8\n",
       "YearRemodAdd_2006                  0               2    uint8\n",
       "YearRemodAdd_2007                  0               2    uint8\n",
       "YearRemodAdd_2008                  0               2    uint8\n",
       "YearRemodAdd_2009                  0               2    uint8\n",
       "YearRemodAdd_2010                  0               2    uint8\n",
       "YearBuilt_1879                     0               2    uint8\n",
       "YearBuilt_1880                     0               2    uint8\n",
       "YearBuilt_1882                     0               2    uint8\n",
       "YearBuilt_1885                     0               2    uint8\n",
       "YearBuilt_1890                     0               2    uint8\n",
       "YearBuilt_1895                     0               2    uint8\n",
       "YearBuilt_1896                     0               2    uint8\n",
       "YearBuilt_1898                     0               2    uint8\n",
       "YearBuilt_1900                     0               2    uint8\n",
       "YearBuilt_1901                     0               2    uint8\n",
       "YearBuilt_1902                     0               2    uint8\n",
       "YearBuilt_1904                     0               2    uint8\n",
       "YearBuilt_1905                     0               2    uint8\n",
       "YearBuilt_1906                     0               2    uint8\n",
       "YearBuilt_1907                     0               2    uint8\n",
       "YearBuilt_1908                     0               2    uint8\n",
       "YearBuilt_1910                     0               2    uint8\n",
       "YearBuilt_1911                     0               2    uint8\n",
       "YearBuilt_1912                     0               2    uint8\n",
       "YearBuilt_1913                     0               2    uint8\n",
       "YearBuilt_1914                     0               2    uint8\n",
       "YearBuilt_1915                     0               2    uint8\n",
       "YearBuilt_1916                     0               2    uint8\n",
       "YearBuilt_1917                     0               2    uint8\n",
       "YearBuilt_1918                     0               2    uint8\n",
       "YearBuilt_1919                     0               2    uint8\n",
       "YearBuilt_1920                     0               2    uint8\n",
       "YearBuilt_1921                     0               2    uint8\n",
       "YearBuilt_1922                     0               2    uint8\n",
       "YearBuilt_1923                     0               2    uint8\n",
       "YearBuilt_1924                     0               2    uint8\n",
       "YearBuilt_1925                     0               2    uint8\n",
       "YearBuilt_1926                     0               2    uint8\n",
       "YearBuilt_1927                     0               2    uint8\n",
       "YearBuilt_1928                     0               2    uint8\n",
       "YearBuilt_1929                     0               2    uint8\n",
       "YearBuilt_1930                     0               2    uint8\n",
       "YearBuilt_1931                     0               2    uint8\n",
       "YearBuilt_1932                     0               2    uint8\n",
       "YearBuilt_1934                     0               2    uint8\n",
       "YearBuilt_1935                     0               2    uint8\n",
       "YearBuilt_1936                     0               2    uint8\n",
       "YearBuilt_1937                     0               2    uint8\n",
       "YearBuilt_1938                     0               2    uint8\n",
       "YearBuilt_1939                     0               2    uint8\n",
       "YearBuilt_1940                     0               2    uint8\n",
       "YearBuilt_1941                     0               2    uint8\n",
       "YearBuilt_1942                     0               2    uint8\n",
       "YearBuilt_1945                     0               2    uint8\n",
       "YearBuilt_1946                     0               2    uint8\n",
       "YearBuilt_1947                     0               2    uint8\n",
       "YearBuilt_1948                     0               2    uint8\n",
       "YearBuilt_1949                     0               2    uint8\n",
       "YearBuilt_1950                     0               2    uint8\n",
       "YearBuilt_1951                     0               2    uint8\n",
       "YearBuilt_1952                     0               2    uint8\n",
       "YearBuilt_1953                     0               2    uint8\n",
       "YearBuilt_1954                     0               2    uint8\n",
       "YearBuilt_1955                     0               2    uint8\n",
       "YearBuilt_1956                     0               2    uint8\n",
       "YearBuilt_1957                     0               2    uint8\n",
       "YearBuilt_1958                     0               2    uint8\n",
       "YearBuilt_1959                     0               2    uint8\n",
       "YearBuilt_1960                     0               2    uint8\n",
       "YearBuilt_1961                     0               2    uint8\n",
       "YearBuilt_1962                     0               2    uint8\n",
       "YearBuilt_1963                     0               2    uint8\n",
       "YearBuilt_1964                     0               2    uint8\n",
       "YearBuilt_1965                     0               2    uint8\n",
       "YearBuilt_1966                     0               2    uint8\n",
       "YearBuilt_1967                     0               2    uint8\n",
       "YearBuilt_1968                     0               2    uint8\n",
       "YearBuilt_1969                     0               2    uint8\n",
       "YearBuilt_1970                     0               2    uint8\n",
       "YearBuilt_1971                     0               2    uint8\n",
       "YearBuilt_1972                     0               2    uint8\n",
       "YearBuilt_1973                     0               2    uint8\n",
       "YearBuilt_1974                     0               2    uint8\n",
       "YearBuilt_1975                     0               2    uint8\n",
       "YearBuilt_1976                     0               2    uint8\n",
       "YearBuilt_1977                     0               2    uint8\n",
       "YearBuilt_1978                     0               2    uint8\n",
       "YearBuilt_1979                     0               2    uint8\n",
       "YearBuilt_1980                     0               2    uint8\n",
       "YearBuilt_1981                     0               2    uint8\n",
       "YearBuilt_1982                     0               2    uint8\n",
       "YearBuilt_1983                     0               2    uint8\n",
       "YearBuilt_1984                     0               2    uint8\n",
       "YearBuilt_1985                     0               2    uint8\n",
       "YearBuilt_1986                     0               2    uint8\n",
       "YearBuilt_1987                     0               2    uint8\n",
       "YearBuilt_1988                     0               2    uint8\n",
       "YearBuilt_1989                     0               2    uint8\n",
       "YearBuilt_1990                     0               2    uint8\n",
       "YearBuilt_1991                     0               2    uint8\n",
       "YearBuilt_1992                     0               2    uint8\n",
       "YearBuilt_1993                     0               2    uint8\n",
       "YearBuilt_1994                     0               2    uint8\n",
       "YearBuilt_1995                     0               2    uint8\n",
       "YearBuilt_1996                     0               2    uint8\n",
       "YearBuilt_1997                     0               2    uint8\n",
       "YearBuilt_1998                     0               2    uint8\n",
       "YearBuilt_1999                     0               2    uint8\n",
       "YearBuilt_2000                     0               2    uint8\n",
       "YearBuilt_2001                     0               2    uint8\n",
       "YearBuilt_2002                     0               2    uint8\n",
       "YearBuilt_2003                     0               2    uint8\n",
       "YearBuilt_2004                     0               2    uint8\n",
       "YearBuilt_2005                     0               2    uint8\n",
       "YearBuilt_2006                     0               2    uint8\n",
       "YearBuilt_2007                     0               2    uint8\n",
       "YearBuilt_2008                     0               2    uint8\n",
       "YearBuilt_2009                     0               2    uint8\n",
       "YearBuilt_2010                     0               2    uint8\n",
       "AllSF_cat_1                        0               2    uint8\n",
       "AllSF_cat_2                        0               2    uint8\n",
       "AllSF_cat_7                        0               2    uint8\n",
       "MiscVal_0                          0               2    uint8\n",
       "MiscVal_54                         0               2    uint8\n",
       "MiscVal_80                         0               2    uint8\n",
       "MiscVal_300                        0               2    uint8\n",
       "MiscVal_400                        0               2    uint8\n",
       "MiscVal_420                        0               2    uint8\n",
       "MiscVal_450                        0               2    uint8\n",
       "MiscVal_455                        0               2    uint8\n",
       "MiscVal_460                        0               2    uint8\n",
       "MiscVal_480                        0               2    uint8\n",
       "MiscVal_490                        0               2    uint8\n",
       "MiscVal_500                        0               2    uint8\n",
       "MiscVal_600                        0               2    uint8\n",
       "MiscVal_650                        0               2    uint8\n",
       "MiscVal_700                        0               2    uint8\n",
       "MiscVal_750                        0               2    uint8\n",
       "MiscVal_800                        0               2    uint8\n",
       "MiscVal_900                        0               2    uint8\n",
       "MiscVal_1000                       0               2    uint8\n",
       "MiscVal_1200                       0               2    uint8\n",
       "MiscVal_1300                       0               2    uint8\n",
       "MiscVal_1400                       0               2    uint8\n",
       "MiscVal_1500                       0               2    uint8\n",
       "MiscVal_1512                       0               2    uint8\n",
       "MiscVal_2000                       0               2    uint8\n",
       "MiscVal_2500                       0               2    uint8\n",
       "MiscVal_3000                       0               2    uint8\n",
       "MiscVal_4500                       0               2    uint8\n",
       "MiscVal_6500                       0               2    uint8\n",
       "MiscVal_12500                      0               2    uint8\n",
       "MiscVal_15500                      0               2    uint8\n",
       "MiscVal_17000                      0               2    uint8\n",
       "OverallCond_1                      0               2    uint8\n",
       "OverallCond_2                      0               2    uint8\n",
       "OverallCond_3                      0               2    uint8\n",
       "OverallCond_4                      0               2    uint8\n",
       "OverallCond_5                      0               2    uint8\n",
       "OverallCond_6                      0               2    uint8\n",
       "OverallCond_7                      0               2    uint8\n",
       "OverallCond_8                      0               2    uint8\n",
       "OverallCond_9                      0               2    uint8\n",
       "OverallQual_1                      0               2    uint8\n",
       "OverallQual_2                      0               2    uint8\n",
       "OverallQual_3                      0               2    uint8\n",
       "OverallQual_4                      0               2    uint8\n",
       "OverallQual_5                      0               2    uint8\n",
       "OverallQual_6                      0               2    uint8\n",
       "OverallQual_7                      0               2    uint8\n",
       "OverallQual_8                      0               2    uint8\n",
       "OverallQual_9                      0               2    uint8\n",
       "OverallQual_10                     0               2    uint8\n",
       "BsmtFinType2_ALQ                   0               2    uint8\n",
       "BsmtFinType2_BLQ                   0               2    uint8\n",
       "BsmtFinType2_GLQ                   0               2    uint8\n",
       "BsmtFinType2_LwQ                   0               2    uint8\n",
       "BsmtFinType2_Rec                   0               2    uint8\n",
       "BsmtFinType2_Unf                   0               2    uint8\n",
       "SaleCondition_Abnorml              0               2    uint8\n",
       "SaleCondition_AdjLand              0               2    uint8\n",
       "SaleCondition_Alloca               0               2    uint8\n",
       "SaleCondition_Family               0               2    uint8\n",
       "SaleCondition_Normal               0               2    uint8\n",
       "SaleCondition_Partial              0               2    uint8\n",
       "SaleType_COD                       0               2    uint8\n",
       "SaleType_CWD                       0               2    uint8\n",
       "SaleType_Con                       0               2    uint8\n",
       "SaleType_ConLD                     0               2    uint8\n",
       "SaleType_ConLI                     0               2    uint8\n",
       "SaleType_ConLw                     0               2    uint8\n",
       "SaleType_New                       0               2    uint8\n",
       "SaleType_Oth                       0               2    uint8\n",
       "SaleType_WD                        0               2    uint8\n",
       "YrSold_2006                        0               2    uint8\n",
       "YrSold_2007                        0               2    uint8\n",
       "YrSold_2008                        0               2    uint8\n",
       "YrSold_2009                        0               2    uint8\n",
       "YrSold_2010                        0               2    uint8\n",
       "MoSold_1                           0               2    uint8\n",
       "MoSold_2                           0               2    uint8\n",
       "MoSold_3                           0               2    uint8\n",
       "MoSold_4                           0               2    uint8\n",
       "MoSold_5                           0               2    uint8\n",
       "MoSold_6                           0               2    uint8\n",
       "MoSold_7                           0               2    uint8\n",
       "MoSold_8                           0               2    uint8\n",
       "MoSold_9                           0               2    uint8\n",
       "MoSold_10                          0               2    uint8\n",
       "MoSold_11                          0               2    uint8\n",
       "MoSold_12                          0               2    uint8\n",
       "MiscFeature_Gar2                   0               2    uint8\n",
       "MiscFeature_Othr                   0               2    uint8\n",
       "MiscFeature_Shed                   0               2    uint8\n",
       "Fence_GdPrv                        0               2    uint8\n",
       "Fence_GdWo                         0               2    uint8\n",
       "Fence_MnPrv                        0               2    uint8\n",
       "Fence_MnWw                         0               2    uint8\n",
       "PoolQC_Ex                          0               2    uint8\n",
       "PoolQC_Fa                          0               2    uint8\n",
       "PoolQC_Gd                          0               2    uint8\n",
       "PoolArea_0                         0               2    uint8\n",
       "PoolArea_144                       0               2    uint8\n",
       "PoolArea_228                       0               2    uint8\n",
       "PoolArea_368                       0               2    uint8\n",
       "PoolArea_444                       0               2    uint8\n",
       "PoolArea_561                       0               2    uint8\n",
       "PoolArea_576                       0               2    uint8\n",
       "PoolArea_648                       0               2    uint8\n",
       "PoolArea_800                       0               2    uint8\n",
       "PavedDrive_N                       0               2    uint8\n",
       "PavedDrive_P                       0               2    uint8\n",
       "PavedDrive_Y                       0               2    uint8\n",
       "GarageCond_Ex                      0               2    uint8\n",
       "GarageCond_Fa                      0               2    uint8\n",
       "GarageCond_Gd                      0               2    uint8\n",
       "GarageCond_Po                      0               2    uint8\n",
       "GarageCond_TA                      0               2    uint8\n",
       "GarageQual_Ex                      0               2    uint8\n",
       "GarageQual_Fa                      0               2    uint8\n",
       "GarageQual_Gd                      0               2    uint8\n",
       "GarageQual_Po                      0               2    uint8\n",
       "GarageQual_TA                      0               2    uint8\n",
       "GarageArea_cat_1                   0               2    uint8\n",
       "GarageArea_cat_2                   0               2    uint8\n",
       "GarageArea_cat_3                   0               2    uint8\n",
       "GarageArea_cat_4                   0               2    uint8\n",
       "GarageCars_0.0                     0               2    uint8\n",
       "GarageCars_1.0                     0               2    uint8\n",
       "GarageCars_2.0                     0               2    uint8\n",
       "GarageCars_3.0                     0               2    uint8\n",
       "GarageCars_4.0                     0               2    uint8\n",
       "GarageCars_5.0                     0               2    uint8\n",
       "GarageFinish_Fin                   0               2    uint8\n",
       "GarageFinish_RFn                   0               2    uint8\n",
       "GarageFinish_Unf                   0               2    uint8\n",
       "GarageType_2Types                  0               2    uint8\n",
       "GarageType_Attchd                  0               2    uint8\n",
       "GarageType_Basment                 0               2    uint8\n",
       "GarageType_BuiltIn                 0               2    uint8\n",
       "GarageType_CarPort                 0               2    uint8\n",
       "GarageType_Detchd                  0               2    uint8\n",
       "FireplaceQu_Ex                     0               2    uint8\n",
       "FireplaceQu_Fa                     0               2    uint8\n",
       "FireplaceQu_Gd                     0               2    uint8\n",
       "FireplaceQu_Po                     0               2    uint8\n",
       "FireplaceQu_TA                     0               2    uint8\n",
       "Fireplaces_0                       0               2    uint8\n",
       "Fireplaces_1                       0               2    uint8\n",
       "Fireplaces_2                       0               2    uint8\n",
       "Fireplaces_3                       0               2    uint8\n",
       "Fireplaces_4                       0               2    uint8\n",
       "Functional_Maj1                    0               2    uint8\n",
       "Functional_Maj2                    0               2    uint8\n",
       "Functional_Min1                    0               2    uint8\n",
       "Functional_Min2                    0               2    uint8\n",
       "Functional_Mod                     0               2    uint8\n",
       "Functional_Sev                     0               2    uint8\n",
       "Functional_Typ                     0               2    uint8\n",
       "TotRmsAbvGrd_3                     0               2    uint8\n",
       "TotRmsAbvGrd_4                     0               2    uint8\n",
       "TotRmsAbvGrd_5                     0               2    uint8\n",
       "TotRmsAbvGrd_6                     0               2    uint8\n",
       "TotRmsAbvGrd_7                     0               2    uint8\n",
       "TotRmsAbvGrd_8                     0               2    uint8\n",
       "TotRmsAbvGrd_9                     0               2    uint8\n",
       "TotRmsAbvGrd_10                    0               2    uint8\n",
       "TotRmsAbvGrd_11                    0               2    uint8\n",
       "TotRmsAbvGrd_12                    0               2    uint8\n",
       "TotRmsAbvGrd_13                    0               2    uint8\n",
       "TotRmsAbvGrd_15                    0               2    uint8\n",
       "KitchenQual_Ex                     0               2    uint8\n",
       "KitchenQual_Fa                     0               2    uint8\n",
       "KitchenQual_Gd                     0               2    uint8\n",
       "KitchenQual_TA                     0               2    uint8\n",
       "KitchenAbvGr_0                     0               2    uint8\n",
       "KitchenAbvGr_1                     0               2    uint8\n",
       "KitchenAbvGr_2                     0               2    uint8\n",
       "KitchenAbvGr_3                     0               2    uint8\n",
       "BedroomAbvGr_0                     0               2    uint8\n",
       "BedroomAbvGr_1                     0               2    uint8\n",
       "BedroomAbvGr_2                     0               2    uint8\n",
       "BedroomAbvGr_3                     0               2    uint8\n",
       "BedroomAbvGr_4                     0               2    uint8\n",
       "BedroomAbvGr_5                     0               2    uint8\n",
       "BedroomAbvGr_6                     0               2    uint8\n",
       "HalfBath_0                         0               2    uint8\n",
       "HalfBath_1                         0               2    uint8\n",
       "HalfBath_2                         0               2    uint8\n",
       "FullBath_0                         0               2    uint8\n",
       "FullBath_1                         0               2    uint8\n",
       "FullBath_2                         0               2    uint8\n",
       "FullBath_3                         0               2    uint8\n",
       "FullBath_4                         0               2    uint8\n",
       "BsmtHalfBath_0.0                   0               2    uint8\n",
       "BsmtHalfBath_1.0                   0               2    uint8\n",
       "BsmtHalfBath_2.0                   0               2    uint8\n",
       "BsmtFullBath_0.0                   0               2    uint8\n",
       "BsmtFullBath_1.0                   0               2    uint8\n",
       "BsmtFullBath_2.0                   0               2    uint8\n",
       "BsmtFullBath_3.0                   0               2    uint8\n",
       "GrLivArea_cat_1                    0               2    uint8\n",
       "GrLivArea_cat_2                    0               2    uint8\n",
       "GrLivArea_cat_3                    0               2    uint8\n",
       "GrLivArea_cat_4                    0               2    uint8\n",
       "MSSubClass_20                      0               2    uint8\n",
       "MSSubClass_30                      0               2    uint8\n",
       "MSSubClass_40                      0               2    uint8\n",
       "MSSubClass_45                      0               2    uint8\n",
       "MSSubClass_50                      0               2    uint8\n",
       "MSSubClass_60                      0               2    uint8\n",
       "MSSubClass_70                      0               2    uint8\n",
       "MSSubClass_75                      0               2    uint8\n",
       "MSSubClass_80                      0               2    uint8\n",
       "MSSubClass_85                      0               2    uint8\n",
       "MSSubClass_90                      0               2    uint8\n",
       "MSSubClass_120                     0               2    uint8\n",
       "MSSubClass_150                     0               2    uint8\n",
       "MSSubClass_160                     0               2    uint8\n",
       "MSSubClass_180                     0               2    uint8\n",
       "MSSubClass_190                     0               2    uint8\n",
       "MSZoning_C (all)                   0               2    uint8\n",
       "MSZoning_FV                        0               2    uint8\n",
       "MSZoning_RH                        0               2    uint8\n",
       "MSZoning_RL                        0               2    uint8\n",
       "MSZoning_RM                        0               2    uint8\n",
       "LotFrontage_cat_1                  0               2    uint8\n",
       "LotFrontage_cat_2                  0               2    uint8\n",
       "LotFrontage_cat_3                  0               2    uint8\n",
       "LotFrontage_cat_4                  0               2    uint8\n",
       "LotArea_cat_1                      0               2    uint8\n",
       "LotArea_cat_2                      0               2    uint8\n",
       "LotArea_cat_3                      0               2    uint8\n",
       "LotArea_cat_4                      0               2    uint8\n",
       "LotArea_cat_5                      0               2    uint8\n",
       "LotArea_cat_6                      0               2    uint8\n",
       "Street_Grvl                        0               2    uint8\n",
       "Street_Pave                        0               2    uint8\n",
       "Alley_Grvl                         0               2    uint8\n",
       "Alley_Pave                         0               2    uint8\n",
       "LotShape_IR1                       0               2    uint8\n",
       "LotShape_IR2                       0               2    uint8\n",
       "LotShape_IR3                       0               2    uint8\n",
       "LotShape_Reg                       0               2    uint8\n",
       "LandContour_Bnk                    0               2    uint8\n",
       "LandContour_HLS                    0               2    uint8\n",
       "LandContour_Low                    0               2    uint8\n",
       "LandContour_Lvl                    0               2    uint8\n",
       "Utilities_AllPub                   0               2    uint8\n",
       "LotConfig_Corner                   0               2    uint8\n",
       "LotConfig_CulDSac                  0               2    uint8\n",
       "LotConfig_FR2                      0               2    uint8\n",
       "LotConfig_FR3                      0               2    uint8\n",
       "LotConfig_Inside                   0               2    uint8\n",
       "LandSlope_Gtl                      0               2    uint8\n",
       "LandSlope_Mod                      0               2    uint8\n",
       "LandSlope_Sev                      0               2    uint8\n",
       "Neighborhood_Blmngtn               0               2    uint8\n",
       "Neighborhood_Blueste               0               2    uint8\n",
       "Neighborhood_BrDale                0               2    uint8\n",
       "Neighborhood_BrkSide               0               2    uint8\n",
       "Neighborhood_ClearCr               0               2    uint8\n",
       "Neighborhood_CollgCr               0               2    uint8\n",
       "Neighborhood_Crawfor               0               2    uint8\n",
       "Neighborhood_Edwards               0               2    uint8\n",
       "Neighborhood_Gilbert               0               2    uint8\n",
       "Neighborhood_IDOTRR                0               2    uint8\n",
       "Neighborhood_MeadowV               0               2    uint8\n",
       "Neighborhood_Mitchel               0               2    uint8\n",
       "Neighborhood_NAmes                 0               2    uint8\n",
       "Neighborhood_NPkVill               0               2    uint8\n",
       "Neighborhood_NWAmes                0               2    uint8\n",
       "Neighborhood_NoRidge               0               2    uint8\n",
       "Neighborhood_NridgHt               0               2    uint8\n",
       "Neighborhood_OldTown               0               2    uint8\n",
       "Neighborhood_SWISU                 0               2    uint8\n",
       "Neighborhood_Sawyer                0               2    uint8\n",
       "Neighborhood_SawyerW               0               2    uint8\n",
       "Neighborhood_Somerst               0               2    uint8\n",
       "Neighborhood_StoneBr               0               2    uint8\n",
       "Neighborhood_Timber                0               2    uint8\n",
       "Neighborhood_Veenker               0               2    uint8\n",
       "Condition1_Artery                  0               2    uint8\n",
       "Condition1_Feedr                   0               2    uint8\n",
       "Condition1_Norm                    0               2    uint8\n",
       "Condition1_PosA                    0               2    uint8\n",
       "Condition1_PosN                    0               2    uint8\n",
       "Condition1_RRAe                    0               2    uint8\n",
       "Condition1_RRAn                    0               2    uint8\n",
       "Condition1_RRNe                    0               2    uint8\n",
       "Condition1_RRNn                    0               2    uint8\n",
       "Condition2_Artery                  0               2    uint8\n",
       "Condition2_Feedr                   0               2    uint8\n",
       "Condition2_Norm                    0               2    uint8\n",
       "Condition2_PosA                    0               2    uint8\n",
       "Condition2_PosN                    0               2    uint8\n",
       "Condition2_RRAn                    0               2    uint8\n",
       "Condition2_RRNn                    0               2    uint8\n",
       "BldgType_1Fam                      0               2    uint8\n",
       "BldgType_2fmCon                    0               2    uint8\n",
       "BldgType_Duplex                    0               2    uint8\n",
       "BldgType_Twnhs                     0               2    uint8\n",
       "BldgType_TwnhsE                    0               2    uint8\n",
       "HouseStyle_1.5Fin                  0               2    uint8\n",
       "HouseStyle_1.5Unf                  0               2    uint8\n",
       "HouseStyle_1Story                  0               2    uint8\n",
       "HouseStyle_2.5Fin                  0               2    uint8\n",
       "HouseStyle_2.5Unf                  0               2    uint8\n",
       "HouseStyle_2Story                  0               2    uint8\n",
       "HouseStyle_SFoyer                  0               2    uint8\n",
       "HouseStyle_SLvl                    0               2    uint8\n",
       "YearBuilt_cat_1                    0               2    uint8\n",
       "YearBuilt_cat_2                    0               2    uint8\n",
       "YearBuilt_cat_3                    0               2    uint8\n",
       "YearBuilt_cat_4                    0               2    uint8\n",
       "YearBuilt_cat_5                    0               2    uint8\n",
       "YearRemodAdd_cat_2                 0               2    uint8\n",
       "YearRemodAdd_cat_3                 0               2    uint8\n",
       "YearRemodAdd_cat_4                 0               2    uint8\n",
       "YearRemodAdd_cat_5                 0               2    uint8\n",
       "RoofStyle_Flat                     0               2    uint8\n",
       "RoofStyle_Gable                    0               2    uint8\n",
       "RoofStyle_Gambrel                  0               2    uint8\n",
       "RoofStyle_Hip                      0               2    uint8\n",
       "RoofStyle_Mansard                  0               2    uint8\n",
       "RoofStyle_Shed                     0               2    uint8\n",
       "RoofMatl_CompShg                   0               2    uint8\n",
       "RoofMatl_Membran                   0               2    uint8\n",
       "RoofMatl_Metal                     0               2    uint8\n",
       "RoofMatl_Roll                      0               2    uint8\n",
       "RoofMatl_Tar&Grv                   0               2    uint8\n",
       "RoofMatl_WdShake                   0               2    uint8\n",
       "RoofMatl_WdShngl                   0               2    uint8\n",
       "Exterior2nd_AsbShng                0               2    uint8\n",
       "Exterior2nd_AsphShn                0               2    uint8\n",
       "Exterior2nd_Brk Cmn                0               2    uint8\n",
       "Exterior2nd_BrkFace                0               2    uint8\n",
       "Exterior2nd_CBlock                 0               2    uint8\n",
       "Exterior2nd_CmentBd                0               2    uint8\n",
       "Exterior2nd_HdBoard                0               2    uint8\n",
       "Exterior2nd_ImStucc                0               2    uint8\n",
       "Exterior2nd_MetalSd                0               2    uint8\n",
       "Exterior2nd_Other                  0               2    uint8\n",
       "Exterior2nd_Plywood                0               2    uint8\n",
       "Exterior2nd_Stone                  0               2    uint8\n",
       "Exterior2nd_Stucco                 0               2    uint8\n",
       "Exterior2nd_VinylSd                0               2    uint8\n",
       "Exterior2nd_Wd Sdng                0               2    uint8\n",
       "Exterior2nd_Wd Shng                0               2    uint8\n",
       "Exterior1st_AsbShng                0               2    uint8\n",
       "Exterior1st_AsphShn                0               2    uint8\n",
       "Exterior1st_BrkComm                0               2    uint8\n",
       "Exterior1st_BrkFace                0               2    uint8\n",
       "Exterior1st_CBlock                 0               2    uint8\n",
       "Exterior1st_CemntBd                0               2    uint8\n",
       "Exterior1st_HdBoard                0               2    uint8\n",
       "Exterior1st_ImStucc                0               2    uint8\n",
       "Exterior1st_MetalSd                0               2    uint8\n",
       "Exterior1st_Plywood                0               2    uint8\n",
       "Exterior1st_Stone                  0               2    uint8\n",
       "Exterior1st_Stucco                 0               2    uint8\n",
       "Exterior1st_VinylSd                0               2    uint8\n",
       "Exterior1st_Wd Sdng                0               2    uint8\n",
       "Exterior1st_WdShing                0               2    uint8\n",
       "MasVnrType_BrkCmn                  0               2    uint8\n",
       "MasVnrType_BrkFace                 0               2    uint8\n",
       "MasVnrType_None                    0               2    uint8\n",
       "MasVnrType_Stone                   0               2    uint8\n",
       "MasVnrArea_cat_1                   0               2    uint8\n",
       "MasVnrArea_cat_2                   0               2    uint8\n",
       "MasVnrArea_cat_3                   0               2    uint8\n",
       "MasVnrArea_cat_4                   0               2    uint8\n",
       "ExterQual_Ex                       0               2    uint8\n",
       "ExterQual_Fa                       0               2    uint8\n",
       "ExterQual_Gd                       0               2    uint8\n",
       "ExterQual_TA                       0               2    uint8\n",
       "ExterCond_Ex                       0               2    uint8\n",
       "ExterCond_Fa                       0               2    uint8\n",
       "ExterCond_Gd                       0               2    uint8\n",
       "ExterCond_Po                       0               2    uint8\n",
       "ExterCond_TA                       0               2    uint8\n",
       "Foundation_BrkTil                  0               2    uint8\n",
       "Foundation_CBlock                  0               2    uint8\n",
       "Foundation_PConc                   0               2    uint8\n",
       "Foundation_Slab                    0               2    uint8\n",
       "Foundation_Stone                   0               2    uint8\n",
       "Foundation_Wood                    0               2    uint8\n",
       "BsmtQual_Ex                        0               2    uint8\n",
       "BsmtQual_Fa                        0               2    uint8\n",
       "BsmtQual_Gd                        0               2    uint8\n",
       "BsmtQual_TA                        0               2    uint8\n",
       "BsmtCond_Fa                        0               2    uint8\n",
       "BsmtCond_Gd                        0               2    uint8\n",
       "BsmtCond_Po                        0               2    uint8\n",
       "BsmtCond_TA                        0               2    uint8\n",
       "BsmtExposure_Av                    0               2    uint8\n",
       "BsmtExposure_Gd                    0               2    uint8\n",
       "BsmtExposure_Mn                    0               2    uint8\n",
       "BsmtExposure_No                    0               2    uint8\n",
       "BsmtFinType1_ALQ                   0               2    uint8\n",
       "BsmtFinType1_BLQ                   0               2    uint8\n",
       "BsmtFinType1_GLQ                   0               2    uint8\n",
       "BsmtFinType1_LwQ                   0               2    uint8\n",
       "BsmtFinType1_Rec                   0               2    uint8\n",
       "BsmtFinType1_Unf                   0               2    uint8\n",
       "BsmtUnfSF_cat_1                    0               2    uint8\n",
       "BsmtUnfSF_cat_2                    0               2    uint8\n",
       "BsmtUnfSF_cat_3                    0               2    uint8\n",
       "BsmtUnfSF_cat_4                    0               2    uint8\n",
       "BsmtUnfSF_cat_5                    0               2    uint8\n",
       "TotalBsmtSF_cat_1                  0               2    uint8\n",
       "TotalBsmtSF_cat_2                  0               2    uint8\n",
       "TotalBsmtSF_cat_3                  0               2    uint8\n",
       "TotalBsmtSF_cat_4                  0               2    uint8\n",
       "TotalBsmtSF_cat_5                  0               2    uint8\n",
       "Heating_Floor                      0               2    uint8\n",
       "Heating_GasA                       0               2    uint8\n",
       "Heating_GasW                       0               2    uint8\n",
       "Heating_Grav                       0               2    uint8\n",
       "Heating_OthW                       0               2    uint8\n",
       "Heating_Wall                       0               2    uint8\n",
       "HeatingQC_Ex                       0               2    uint8\n",
       "HeatingQC_Fa                       0               2    uint8\n",
       "HeatingQC_Gd                       0               2    uint8\n",
       "HeatingQC_Po                       0               2    uint8\n",
       "HeatingQC_TA                       0               2    uint8\n",
       "CentralAir_N                       0               2    uint8\n",
       "CentralAir_Y                       0               2    uint8\n",
       "Electrical_FuseA                   0               2    uint8\n",
       "Electrical_FuseF                   0               2    uint8\n",
       "Electrical_FuseP                   0               2    uint8\n",
       "Electrical_Mix                     0               2    uint8\n",
       "Electrical_SBrkr                   0               2    uint8\n",
       "1stFlrSF_cat_1                     0               2    uint8\n",
       "1stFlrSF_cat_2                     0               2    uint8\n",
       "1stFlrSF_cat_3                     0               2    uint8\n",
       "1stFlrSF_cat_4                     0               2    uint8\n",
       "1stFlrSF_cat_5                     0               2    uint8\n",
       "2ndFlrSF_cat_1                     0               2    uint8\n",
       "2ndFlrSF_cat_2                     0               2    uint8\n",
       "2ndFlrSF_cat_3                     0               2    uint8\n",
       "2ndFlrSF_cat_4                     0               2    uint8\n",
       "LotFrontage_log                    0             127  float64\n",
       "LotArea_log                        0            1872  float64\n",
       "BsmtUnfSF_log                      0            1111  float64\n",
       "Is_MasVnr                          0               2    int64\n",
       "Is_BsmtFinSF1                      0               2    int64\n",
       "Is_BsmtFinSF2                      0               2    int64\n",
       "Is_BsmtUnfSF                       0               2    int64\n",
       "Is_TotalBsmtSF                     0               2    int64\n",
       "Is_2ndFlrSF                        0               2    int64\n",
       "Is_LowQualFinSF                    0               2    int64\n",
       "Is_GarageArea                      0               2    int64\n",
       "Is_WoodDeckSF                      0               2    int64\n",
       "Is_OpenPorchSF                     0               2    int64\n",
       "Is_EnclosedPorch                   0               2    int64\n",
       "Is_3SsnPorch                       0               2    int64\n",
       "Is_ScreenPorch                     0               2    int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# after tuning\n",
    "def basic_details(df):\n",
    "    b = pd.DataFrame()\n",
    "    b['Missing value'] = df.isnull().sum()\n",
    "    b['N unique value'] = df.nunique()\n",
    "    b['dtype'] = df.dtypes\n",
    "    return b\n",
    "basic_details(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:47.696850Z",
     "iopub.status.busy": "2020-08-15T10:53:47.695686Z",
     "iopub.status.idle": "2020-08-15T10:53:47.701613Z",
     "shell.execute_reply": "2020-08-15T10:53:47.700843Z"
    },
    "papermill": {
     "duration": 0.053198,
     "end_time": "2020-08-15T10:53:47.701777",
     "exception": false,
     "start_time": "2020-08-15T10:53:47.648579",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2797, 664)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:47.794562Z",
     "iopub.status.busy": "2020-08-15T10:53:47.793635Z",
     "iopub.status.idle": "2020-08-15T10:53:48.034542Z",
     "shell.execute_reply": "2020-08-15T10:53:48.033699Z"
    },
    "papermill": {
     "duration": 0.295016,
     "end_time": "2020-08-15T10:53:48.034703",
     "exception": false,
     "start_time": "2020-08-15T10:53:47.739687",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def descrictive_stat_feat(df):\n",
    "    df = pd.DataFrame(df)\n",
    "    dcol= [c for c in df.columns if df[c].nunique()>=10]\n",
    "    d_median = df[dcol].median(axis=0)\n",
    "    d_mean = df[dcol].mean(axis=0)\n",
    "    q1 = df[dcol].apply(np.float32).quantile(0.25)\n",
    "    q3 = df[dcol].apply(np.float32).quantile(0.75)\n",
    "    \n",
    "    #Add mean and median column to data set having more then 10 categories\n",
    "    for c in dcol:\n",
    "        df[c+str('_median_range')] = (df[c].astype(np.float32).values > d_median[c]).astype(np.int8)\n",
    "        df[c+str('_mean_range')] = (df[c].astype(np.float32).values > d_mean[c]).astype(np.int8)\n",
    "        df[c+str('_q1')] = (df[c].astype(np.float32).values < q1[c]).astype(np.int8)\n",
    "        df[c+str('_q3')] = (df[c].astype(np.float32).values > q3[c]).astype(np.int8)\n",
    "    return df\n",
    "\n",
    "df = descrictive_stat_feat(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:48.117608Z",
     "iopub.status.busy": "2020-08-15T10:53:48.116339Z",
     "iopub.status.idle": "2020-08-15T10:53:48.121798Z",
     "shell.execute_reply": "2020-08-15T10:53:48.121007Z"
    },
    "papermill": {
     "duration": 0.048564,
     "end_time": "2020-08-15T10:53:48.121951",
     "exception": false,
     "start_time": "2020-08-15T10:53:48.073387",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2797, 792)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:48.208531Z",
     "iopub.status.busy": "2020-08-15T10:53:48.207384Z",
     "iopub.status.idle": "2020-08-15T10:53:48.213295Z",
     "shell.execute_reply": "2020-08-15T10:53:48.212488Z"
    },
    "papermill": {
     "duration": 0.053454,
     "end_time": "2020-08-15T10:53:48.213435",
     "exception": false,
     "start_time": "2020-08-15T10:53:48.159981",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "tot_cat_col = list(df.select_dtypes(include=['category']).columns)\n",
    "num_col = [c for c in df.columns if c not in tot_cat_col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:48.305311Z",
     "iopub.status.busy": "2020-08-15T10:53:48.301498Z",
     "iopub.status.idle": "2020-08-15T10:53:57.753649Z",
     "shell.execute_reply": "2020-08-15T10:53:57.752952Z"
    },
    "papermill": {
     "duration": 9.501236,
     "end_time": "2020-08-15T10:53:57.753782",
     "exception": false,
     "start_time": "2020-08-15T10:53:48.252546",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage 33.0 105.0 21.0 130.0\n",
      "LotArea 1441.5 17397.5 1680.0 25508.51999999998\n",
      "MasVnrArea -243.0 405.0 0.0 738.6399999999994\n",
      "BsmtFinSF1 -1098.0 1830.0 0.0 1573.0\n",
      "BsmtFinSF2 0.0 0.0 0.0 875.3599999999997\n",
      "BsmtUnfSF -649.5 1674.5 0.0 1753.0\n",
      "TotalBsmtSF 48.0 2032.0 0.0 2062.5599999999995\n",
      "1stFlrSF 125.0 2117.0 520.0 2129.2799999999997\n",
      "2ndFlrSF -1033.5 1722.5 0.0 1349.3199999999997\n",
      "LowQualFinSF 0.0 0.0 0.0 54.07999999999902\n",
      "GrLivArea 213.5 2625.5 672.0 2786.04\n",
      "GarageYrBlt 1891.0 2067.0 0.0 2009.0\n",
      "GarageArea -66.5 961.5 0.0 972.4399999999996\n",
      "WoodDeckSF -252.0 420.0 0.0 483.0\n",
      "OpenPorchSF -102.0 170.0 0.0 266.0\n",
      "EnclosedPorch 0.0 0.0 0.0 256.1199999999999\n",
      "3SsnPorch 0.0 0.0 0.0 140.15999999999985\n",
      "ScreenPorch 0.0 0.0 0.0 256.0\n",
      "BsmtFinSF2_sc -1.0 -1.0 -1.0 0.14726081258191306\n",
      "LowQualFinSF_sc -1.0 -1.0 -1.0 -0.898345864661656\n",
      "WoodDeckSF_sc -1.353932584269663 -0.41011235955056174 -1.0 -0.3216292134831461\n",
      "OpenPorchSF_sc -1.274932614555256 -0.5417789757412399 -1.0 -0.28301886792452824\n",
      "EnclosedPorch_sc -1.0 -1.0 -1.0 -0.49383399209486195\n",
      "3SsnPorch_sc -1.0 -1.0 -1.0 -0.4481889763779533\n",
      "ScreenPorch_sc -1.0 -1.0 -1.0 -0.11111111111111116\n",
      "MiscVal_sc -1.0 -1.0 -1.0 -0.9174117647058825\n",
      "AllSF 538.5 4414.5 1013.4 4590.32\n",
      "Area -176344.0 1495400.0 35280.0 2678160.32\n",
      "Area_log 12.033842764284966 14.658925398110458 10.471099854390227 14.800641038498092\n",
      "GarageYrBlt_cat 0.0 8.0 1.0 5.0\n",
      "YearRemodAdd_1950 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1951 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1952 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1953 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1954 0.0 0.0 0.0 0.03999999999996362\n",
      "YearRemodAdd_1955 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1956 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1957 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1958 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1959 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1960 0.0 0.0 0.0 0.03999999999996362\n",
      "YearRemodAdd_1961 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1962 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1963 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1964 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1965 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1966 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1967 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1968 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1969 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1970 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1971 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1972 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1973 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1974 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1975 0.0 0.0 0.0 0.03999999999996362\n",
      "YearRemodAdd_1976 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1977 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1978 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1979 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1980 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1981 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1982 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1983 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1984 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1985 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1986 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1987 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1988 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1989 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1990 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1991 0.0 0.0 0.0 0.0\n",
      "YearRemodAdd_1992 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1993 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1994 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1995 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1996 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1997 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1998 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_1999 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2000 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2001 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2002 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2003 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2004 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2005 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2006 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2007 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2008 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2009 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_2010 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1879 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1880 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1882 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1885 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1890 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1895 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1896 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1898 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1900 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1901 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1902 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1904 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1905 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1906 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1907 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1908 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1910 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1911 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1912 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1913 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1914 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1915 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1916 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1917 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1918 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1919 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1920 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1921 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1922 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1923 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1924 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1925 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1926 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1927 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1928 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1929 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1930 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1931 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1932 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1934 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1935 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1936 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1937 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1938 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1939 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1940 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1941 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1942 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1945 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1946 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1947 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1948 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1949 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1950 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1951 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1952 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1953 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1954 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1955 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1956 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1957 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1958 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1959 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1960 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1961 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1962 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1963 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1964 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1965 0.0 0.0 0.0 0.03999999999996362\n",
      "YearBuilt_1966 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1967 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1968 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1969 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1970 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1971 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1972 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1973 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1974 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1975 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1976 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1977 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1978 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1979 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1980 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1981 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1982 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1983 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1984 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1985 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1986 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1987 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1988 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1989 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1990 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1991 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1992 0.0 0.0 0.0 0.0\n",
      "YearBuilt_1993 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1994 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1995 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1996 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1997 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1998 0.0 0.0 0.0 1.0\n",
      "YearBuilt_1999 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2000 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2001 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2002 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2003 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2004 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2005 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2006 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2007 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2008 0.0 0.0 0.0 1.0\n",
      "YearBuilt_2009 0.0 0.0 0.0 0.0\n",
      "YearBuilt_2010 0.0 0.0 0.0 0.0\n",
      "AllSF_cat_1 0.0 0.0 0.0 0.03999999999996362\n",
      "AllSF_cat_2 0.0 0.0 0.0 1.0\n",
      "AllSF_cat_7 -1.5 2.5 0.0 1.0\n",
      "MiscVal_0 1.0 1.0 0.0 1.0\n",
      "MiscVal_54 0.0 0.0 0.0 0.0\n",
      "MiscVal_80 0.0 0.0 0.0 0.0\n",
      "MiscVal_300 0.0 0.0 0.0 0.0\n",
      "MiscVal_400 0.0 0.0 0.0 0.0\n",
      "MiscVal_420 0.0 0.0 0.0 0.0\n",
      "MiscVal_450 0.0 0.0 0.0 0.0\n",
      "MiscVal_455 0.0 0.0 0.0 0.0\n",
      "MiscVal_460 0.0 0.0 0.0 0.0\n",
      "MiscVal_480 0.0 0.0 0.0 0.0\n",
      "MiscVal_490 0.0 0.0 0.0 0.0\n",
      "MiscVal_500 0.0 0.0 0.0 0.0\n",
      "MiscVal_600 0.0 0.0 0.0 0.0\n",
      "MiscVal_650 0.0 0.0 0.0 0.0\n",
      "MiscVal_700 0.0 0.0 0.0 0.0\n",
      "MiscVal_750 0.0 0.0 0.0 0.0\n",
      "MiscVal_800 0.0 0.0 0.0 0.0\n",
      "MiscVal_900 0.0 0.0 0.0 0.0\n",
      "MiscVal_1000 0.0 0.0 0.0 0.0\n",
      "MiscVal_1200 0.0 0.0 0.0 0.0\n",
      "MiscVal_1300 0.0 0.0 0.0 0.0\n",
      "MiscVal_1400 0.0 0.0 0.0 0.0\n",
      "MiscVal_1500 0.0 0.0 0.0 0.0\n",
      "MiscVal_1512 0.0 0.0 0.0 0.0\n",
      "MiscVal_2000 0.0 0.0 0.0 0.0\n",
      "MiscVal_2500 0.0 0.0 0.0 0.0\n",
      "MiscVal_3000 0.0 0.0 0.0 0.0\n",
      "MiscVal_4500 0.0 0.0 0.0 0.0\n",
      "MiscVal_6500 0.0 0.0 0.0 0.0\n",
      "MiscVal_12500 0.0 0.0 0.0 0.0\n",
      "MiscVal_15500 0.0 0.0 0.0 0.0\n",
      "MiscVal_17000 0.0 0.0 0.0 0.0\n",
      "OverallCond_1 0.0 0.0 0.0 0.0\n",
      "OverallCond_2 0.0 0.0 0.0 0.0\n",
      "OverallCond_3 0.0 0.0 0.0 1.0\n",
      "OverallCond_4 0.0 0.0 0.0 1.0\n",
      "OverallCond_5 -1.5 2.5 0.0 1.0\n",
      "OverallCond_6 0.0 0.0 0.0 1.0\n",
      "OverallCond_7 0.0 0.0 0.0 1.0\n",
      "OverallCond_8 0.0 0.0 0.0 1.0\n",
      "OverallCond_9 0.0 0.0 0.0 1.0\n",
      "OverallQual_1 0.0 0.0 0.0 0.0\n",
      "OverallQual_2 0.0 0.0 0.0 0.0\n",
      "OverallQual_3 0.0 0.0 0.0 1.0\n",
      "OverallQual_4 0.0 0.0 0.0 1.0\n",
      "OverallQual_5 -1.5 2.5 0.0 1.0\n",
      "OverallQual_6 -1.5 2.5 0.0 1.0\n",
      "OverallQual_7 0.0 0.0 0.0 1.0\n",
      "OverallQual_8 0.0 0.0 0.0 1.0\n",
      "OverallQual_9 0.0 0.0 0.0 1.0\n",
      "OverallQual_10 0.0 0.0 0.0 0.0\n",
      "BsmtFinType2_ALQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType2_BLQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType2_GLQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType2_LwQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType2_Rec 0.0 0.0 0.0 1.0\n",
      "BsmtFinType2_Unf 1.0 1.0 0.0 1.0\n",
      "SaleCondition_Abnorml 0.0 0.0 0.0 1.0\n",
      "SaleCondition_AdjLand 0.0 0.0 0.0 0.0\n",
      "SaleCondition_Alloca 0.0 0.0 0.0 0.0\n",
      "SaleCondition_Family 0.0 0.0 0.0 1.0\n",
      "SaleCondition_Normal 1.0 1.0 0.0 1.0\n",
      "SaleCondition_Partial 0.0 0.0 0.0 1.0\n",
      "SaleType_COD 0.0 0.0 0.0 1.0\n",
      "SaleType_CWD 0.0 0.0 0.0 0.0\n",
      "SaleType_Con 0.0 0.0 0.0 0.0\n",
      "SaleType_ConLD 0.0 0.0 0.0 0.0\n",
      "SaleType_ConLI 0.0 0.0 0.0 0.0\n",
      "SaleType_ConLw 0.0 0.0 0.0 0.0\n",
      "SaleType_New 0.0 0.0 0.0 1.0\n",
      "SaleType_Oth 0.0 0.0 0.0 0.0\n",
      "SaleType_WD 1.0 1.0 0.0 1.0\n",
      "YrSold_2006 0.0 0.0 0.0 1.0\n",
      "YrSold_2007 0.0 0.0 0.0 1.0\n",
      "YrSold_2008 0.0 0.0 0.0 1.0\n",
      "YrSold_2009 0.0 0.0 0.0 1.0\n",
      "YrSold_2010 0.0 0.0 0.0 1.0\n",
      "MoSold_1 0.0 0.0 0.0 1.0\n",
      "MoSold_2 0.0 0.0 0.0 1.0\n",
      "MoSold_3 0.0 0.0 0.0 1.0\n",
      "MoSold_4 0.0 0.0 0.0 1.0\n",
      "MoSold_5 0.0 0.0 0.0 1.0\n",
      "MoSold_6 0.0 0.0 0.0 1.0\n",
      "MoSold_7 0.0 0.0 0.0 1.0\n",
      "MoSold_8 0.0 0.0 0.0 1.0\n",
      "MoSold_9 0.0 0.0 0.0 1.0\n",
      "MoSold_10 0.0 0.0 0.0 1.0\n",
      "MoSold_11 0.0 0.0 0.0 1.0\n",
      "MoSold_12 0.0 0.0 0.0 1.0\n",
      "MiscFeature_Gar2 0.0 0.0 0.0 0.0\n",
      "MiscFeature_Othr 0.0 0.0 0.0 0.0\n",
      "MiscFeature_Shed 0.0 0.0 0.0 1.0\n",
      "Fence_GdPrv 0.0 0.0 0.0 1.0\n",
      "Fence_GdWo 0.0 0.0 0.0 1.0\n",
      "Fence_MnPrv 0.0 0.0 0.0 1.0\n",
      "Fence_MnWw 0.0 0.0 0.0 0.0\n",
      "PoolQC_Ex 0.0 0.0 0.0 0.0\n",
      "PoolQC_Fa 0.0 0.0 0.0 0.0\n",
      "PoolQC_Gd 0.0 0.0 0.0 0.0\n",
      "PoolArea_0 1.0 1.0 1.0 1.0\n",
      "PoolArea_144 0.0 0.0 0.0 0.0\n",
      "PoolArea_228 0.0 0.0 0.0 0.0\n",
      "PoolArea_368 0.0 0.0 0.0 0.0\n",
      "PoolArea_444 0.0 0.0 0.0 0.0\n",
      "PoolArea_561 0.0 0.0 0.0 0.0\n",
      "PoolArea_576 0.0 0.0 0.0 0.0\n",
      "PoolArea_648 0.0 0.0 0.0 0.0\n",
      "PoolArea_800 0.0 0.0 0.0 0.0\n",
      "PavedDrive_N 0.0 0.0 0.0 1.0\n",
      "PavedDrive_P 0.0 0.0 0.0 1.0\n",
      "PavedDrive_Y 1.0 1.0 0.0 1.0\n",
      "GarageCond_Ex 0.0 0.0 0.0 0.0\n",
      "GarageCond_Fa 0.0 0.0 0.0 1.0\n",
      "GarageCond_Gd 0.0 0.0 0.0 0.0\n",
      "GarageCond_Po 0.0 0.0 0.0 0.0\n",
      "GarageCond_TA 1.0 1.0 0.0 1.0\n",
      "GarageQual_Ex 0.0 0.0 0.0 0.0\n",
      "GarageQual_Fa 0.0 0.0 0.0 1.0\n",
      "GarageQual_Gd 0.0 0.0 0.0 0.0\n",
      "GarageQual_Po 0.0 0.0 0.0 0.0\n",
      "GarageQual_TA 1.0 1.0 0.0 1.0\n",
      "GarageArea_cat_1 0.0 0.0 0.0 1.0\n",
      "GarageArea_cat_2 -1.5 2.5 0.0 1.0\n",
      "GarageArea_cat_3 -1.5 2.5 0.0 1.0\n",
      "GarageArea_cat_4 0.0 0.0 0.0 0.0\n",
      "GarageCars_0.0 0.0 0.0 0.0 1.0\n",
      "GarageCars_1.0 -1.5 2.5 0.0 1.0\n",
      "GarageCars_2.0 -1.5 2.5 0.0 1.0\n",
      "GarageCars_3.0 0.0 0.0 0.0 1.0\n",
      "GarageCars_4.0 0.0 0.0 0.0 0.0\n",
      "GarageCars_5.0 0.0 0.0 0.0 0.0\n",
      "GarageFinish_Fin 0.0 0.0 0.0 1.0\n",
      "GarageFinish_RFn -1.5 2.5 0.0 1.0\n",
      "GarageFinish_Unf -1.5 2.5 0.0 1.0\n",
      "GarageType_2Types 0.0 0.0 0.0 0.0\n",
      "GarageType_Attchd -1.5 2.5 0.0 1.0\n",
      "GarageType_Basment 0.0 0.0 0.0 1.0\n",
      "GarageType_BuiltIn 0.0 0.0 0.0 1.0\n",
      "GarageType_CarPort 0.0 0.0 0.0 0.0\n",
      "GarageType_Detchd -1.5 2.5 0.0 1.0\n",
      "FireplaceQu_Ex 0.0 0.0 0.0 1.0\n",
      "FireplaceQu_Fa 0.0 0.0 0.0 1.0\n",
      "FireplaceQu_Gd -1.5 2.5 0.0 1.0\n",
      "FireplaceQu_Po 0.0 0.0 0.0 1.0\n",
      "FireplaceQu_TA 0.0 0.0 0.0 1.0\n",
      "Fireplaces_0 -1.5 2.5 0.0 1.0\n",
      "Fireplaces_1 -1.5 2.5 0.0 1.0\n",
      "Fireplaces_2 0.0 0.0 0.0 1.0\n",
      "Fireplaces_3 0.0 0.0 0.0 0.0\n",
      "Fireplaces_4 0.0 0.0 0.0 0.0\n",
      "Functional_Maj1 0.0 0.0 0.0 0.0\n",
      "Functional_Maj2 0.0 0.0 0.0 0.0\n",
      "Functional_Min1 0.0 0.0 0.0 1.0\n",
      "Functional_Min2 0.0 0.0 0.0 1.0\n",
      "Functional_Mod 0.0 0.0 0.0 1.0\n",
      "Functional_Sev 0.0 0.0 0.0 0.0\n",
      "Functional_Typ 1.0 1.0 0.0 1.0\n",
      "TotRmsAbvGrd_3 0.0 0.0 0.0 0.0\n",
      "TotRmsAbvGrd_4 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_5 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_6 -1.5 2.5 0.0 1.0\n",
      "TotRmsAbvGrd_7 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_8 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_9 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_10 0.0 0.0 0.0 1.0\n",
      "TotRmsAbvGrd_11 0.0 0.0 0.0 0.0\n",
      "TotRmsAbvGrd_12 0.0 0.0 0.0 0.0\n",
      "TotRmsAbvGrd_13 0.0 0.0 0.0 0.0\n",
      "TotRmsAbvGrd_15 0.0 0.0 0.0 0.0\n",
      "KitchenQual_Ex 0.0 0.0 0.0 1.0\n",
      "KitchenQual_Fa 0.0 0.0 0.0 1.0\n",
      "KitchenQual_Gd -1.5 2.5 0.0 1.0\n",
      "KitchenQual_TA -1.5 2.5 0.0 1.0\n",
      "KitchenAbvGr_0 0.0 0.0 0.0 0.0\n",
      "KitchenAbvGr_1 1.0 1.0 0.0 1.0\n",
      "KitchenAbvGr_2 0.0 0.0 0.0 1.0\n",
      "KitchenAbvGr_3 0.0 0.0 0.0 0.0\n",
      "BedroomAbvGr_0 0.0 0.0 0.0 0.0\n",
      "BedroomAbvGr_1 0.0 0.0 0.0 1.0\n",
      "BedroomAbvGr_2 -1.5 2.5 0.0 1.0\n",
      "BedroomAbvGr_3 -1.5 2.5 0.0 1.0\n",
      "BedroomAbvGr_4 0.0 0.0 0.0 1.0\n",
      "BedroomAbvGr_5 0.0 0.0 0.0 1.0\n",
      "BedroomAbvGr_6 0.0 0.0 0.0 0.0\n",
      "HalfBath_0 -1.5 2.5 0.0 1.0\n",
      "HalfBath_1 -1.5 2.5 0.0 1.0\n",
      "HalfBath_2 0.0 0.0 0.0 0.0\n",
      "FullBath_0 0.0 0.0 0.0 0.0\n",
      "FullBath_1 -1.5 2.5 0.0 1.0\n",
      "FullBath_2 -1.5 2.5 0.0 1.0\n",
      "FullBath_3 0.0 0.0 0.0 1.0\n",
      "FullBath_4 0.0 0.0 0.0 0.0\n",
      "BsmtHalfBath_0.0 1.0 1.0 0.0 1.0\n",
      "BsmtHalfBath_1.0 0.0 0.0 0.0 1.0\n",
      "BsmtHalfBath_2.0 0.0 0.0 0.0 0.0\n",
      "BsmtFullBath_0.0 -1.5 2.5 0.0 1.0\n",
      "BsmtFullBath_1.0 -1.5 2.5 0.0 1.0\n",
      "BsmtFullBath_2.0 0.0 0.0 0.0 1.0\n",
      "BsmtFullBath_3.0 0.0 0.0 0.0 0.0\n",
      "GrLivArea_cat_1 0.0 0.0 0.0 1.0\n",
      "GrLivArea_cat_2 -1.5 2.5 0.0 1.0\n",
      "GrLivArea_cat_3 0.0 0.0 0.0 1.0\n",
      "GrLivArea_cat_4 0.0 0.0 0.0 0.0\n",
      "MSSubClass_20 -1.5 2.5 0.0 1.0\n",
      "MSSubClass_30 0.0 0.0 0.0 1.0\n",
      "MSSubClass_40 0.0 0.0 0.0 0.0\n",
      "MSSubClass_45 0.0 0.0 0.0 0.0\n",
      "MSSubClass_50 0.0 0.0 0.0 1.0\n",
      "MSSubClass_60 0.0 0.0 0.0 1.0\n",
      "MSSubClass_70 0.0 0.0 0.0 1.0\n",
      "MSSubClass_75 0.0 0.0 0.0 0.0\n",
      "MSSubClass_80 0.0 0.0 0.0 1.0\n",
      "MSSubClass_85 0.0 0.0 0.0 1.0\n",
      "MSSubClass_90 0.0 0.0 0.0 1.0\n",
      "MSSubClass_120 0.0 0.0 0.0 1.0\n",
      "MSSubClass_150 0.0 0.0 0.0 0.0\n",
      "MSSubClass_160 0.0 0.0 0.0 1.0\n",
      "MSSubClass_180 0.0 0.0 0.0 0.0\n",
      "MSSubClass_190 0.0 0.0 0.0 1.0\n",
      "MSZoning_C (all) 0.0 0.0 0.0 0.0\n",
      "MSZoning_FV 0.0 0.0 0.0 1.0\n",
      "MSZoning_RH 0.0 0.0 0.0 0.0\n",
      "MSZoning_RL 1.0 1.0 0.0 1.0\n",
      "MSZoning_RM 0.0 0.0 0.0 1.0\n",
      "LotFrontage_cat_1 0.0 0.0 0.0 1.0\n",
      "LotFrontage_cat_2 1.0 1.0 0.0 1.0\n",
      "LotFrontage_cat_3 0.0 0.0 0.0 1.0\n",
      "LotFrontage_cat_4 0.0 0.0 0.0 0.0\n",
      "LotArea_cat_1 0.0 0.0 0.0 1.0\n",
      "LotArea_cat_2 -1.5 2.5 0.0 1.0\n",
      "LotArea_cat_3 -1.5 2.5 0.0 1.0\n",
      "LotArea_cat_4 0.0 0.0 0.0 1.0\n",
      "LotArea_cat_5 0.0 0.0 0.0 1.0\n",
      "LotArea_cat_6 0.0 0.0 0.0 1.0\n",
      "Street_Grvl 0.0 0.0 0.0 0.0\n",
      "Street_Pave 1.0 1.0 1.0 1.0\n",
      "Alley_Grvl 0.0 0.0 0.0 1.0\n",
      "Alley_Pave 0.0 0.0 0.0 1.0\n",
      "LotShape_IR1 -1.5 2.5 0.0 1.0\n",
      "LotShape_IR2 0.0 0.0 0.0 1.0\n",
      "LotShape_IR3 0.0 0.0 0.0 0.0\n",
      "LotShape_Reg -1.5 2.5 0.0 1.0\n",
      "LandContour_Bnk 0.0 0.0 0.0 1.0\n",
      "LandContour_HLS 0.0 0.0 0.0 1.0\n",
      "LandContour_Low 0.0 0.0 0.0 1.0\n",
      "LandContour_Lvl 1.0 1.0 0.0 1.0\n",
      "Utilities_AllPub 1.0 1.0 1.0 1.0\n",
      "LotConfig_Corner 0.0 0.0 0.0 1.0\n",
      "LotConfig_CulDSac 0.0 0.0 0.0 1.0\n",
      "LotConfig_FR2 0.0 0.0 0.0 1.0\n",
      "LotConfig_FR3 0.0 0.0 0.0 0.0\n",
      "LotConfig_Inside -1.5 2.5 0.0 1.0\n",
      "LandSlope_Gtl 1.0 1.0 0.0 1.0\n",
      "LandSlope_Mod 0.0 0.0 0.0 1.0\n",
      "LandSlope_Sev 0.0 0.0 0.0 0.0\n",
      "Neighborhood_Blmngtn 0.0 0.0 0.0 0.03999999999996362\n",
      "Neighborhood_Blueste 0.0 0.0 0.0 0.0\n",
      "Neighborhood_BrDale 0.0 0.0 0.0 1.0\n",
      "Neighborhood_BrkSide 0.0 0.0 0.0 1.0\n",
      "Neighborhood_ClearCr 0.0 0.0 0.0 1.0\n",
      "Neighborhood_CollgCr 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Crawfor 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Edwards 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Gilbert 0.0 0.0 0.0 1.0\n",
      "Neighborhood_IDOTRR 0.0 0.0 0.0 1.0\n",
      "Neighborhood_MeadowV 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Mitchel 0.0 0.0 0.0 1.0\n",
      "Neighborhood_NAmes 0.0 0.0 0.0 1.0\n",
      "Neighborhood_NPkVill 0.0 0.0 0.0 0.0\n",
      "Neighborhood_NWAmes 0.0 0.0 0.0 1.0\n",
      "Neighborhood_NoRidge 0.0 0.0 0.0 1.0\n",
      "Neighborhood_NridgHt 0.0 0.0 0.0 1.0\n",
      "Neighborhood_OldTown 0.0 0.0 0.0 1.0\n",
      "Neighborhood_SWISU 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Sawyer 0.0 0.0 0.0 1.0\n",
      "Neighborhood_SawyerW 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Somerst 0.0 0.0 0.0 1.0\n",
      "Neighborhood_StoneBr 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Timber 0.0 0.0 0.0 1.0\n",
      "Neighborhood_Veenker 0.0 0.0 0.0 0.0\n",
      "Condition1_Artery 0.0 0.0 0.0 1.0\n",
      "Condition1_Feedr 0.0 0.0 0.0 1.0\n",
      "Condition1_Norm 1.0 1.0 0.0 1.0\n",
      "Condition1_PosA 0.0 0.0 0.0 0.0\n",
      "Condition1_PosN 0.0 0.0 0.0 1.0\n",
      "Condition1_RRAe 0.0 0.0 0.0 0.03999999999996362\n",
      "Condition1_RRAn 0.0 0.0 0.0 1.0\n",
      "Condition1_RRNe 0.0 0.0 0.0 0.0\n",
      "Condition1_RRNn 0.0 0.0 0.0 0.0\n",
      "Condition2_Artery 0.0 0.0 0.0 0.0\n",
      "Condition2_Feedr 0.0 0.0 0.0 0.0\n",
      "Condition2_Norm 1.0 1.0 1.0 1.0\n",
      "Condition2_PosA 0.0 0.0 0.0 0.0\n",
      "Condition2_PosN 0.0 0.0 0.0 0.0\n",
      "Condition2_RRAn 0.0 0.0 0.0 0.0\n",
      "Condition2_RRNn 0.0 0.0 0.0 0.0\n",
      "BldgType_1Fam 1.0 1.0 0.0 1.0\n",
      "BldgType_2fmCon 0.0 0.0 0.0 1.0\n",
      "BldgType_Duplex 0.0 0.0 0.0 1.0\n",
      "BldgType_Twnhs 0.0 0.0 0.0 1.0\n",
      "BldgType_TwnhsE 0.0 0.0 0.0 1.0\n",
      "HouseStyle_1.5Fin 0.0 0.0 0.0 1.0\n",
      "HouseStyle_1.5Unf 0.0 0.0 0.0 0.0\n",
      "HouseStyle_1Story -1.5 2.5 0.0 1.0\n",
      "HouseStyle_2.5Fin 0.0 0.0 0.0 0.0\n",
      "HouseStyle_2.5Unf 0.0 0.0 0.0 0.0\n",
      "HouseStyle_2Story -1.5 2.5 0.0 1.0\n",
      "HouseStyle_SFoyer 0.0 0.0 0.0 1.0\n",
      "HouseStyle_SLvl 0.0 0.0 0.0 1.0\n",
      "YearBuilt_cat_1 0.0 0.0 0.0 1.0\n",
      "YearBuilt_cat_2 0.0 0.0 0.0 1.0\n",
      "YearBuilt_cat_3 -1.5 2.5 0.0 1.0\n",
      "YearBuilt_cat_4 0.0 0.0 0.0 1.0\n",
      "YearBuilt_cat_5 -1.5 2.5 0.0 1.0\n",
      "YearRemodAdd_cat_2 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_cat_3 -1.5 2.5 0.0 1.0\n",
      "YearRemodAdd_cat_4 0.0 0.0 0.0 1.0\n",
      "YearRemodAdd_cat_5 -1.5 2.5 0.0 1.0\n",
      "RoofStyle_Flat 0.0 0.0 0.0 0.0\n",
      "RoofStyle_Gable 1.0 1.0 0.0 1.0\n",
      "RoofStyle_Gambrel 0.0 0.0 0.0 0.0\n",
      "RoofStyle_Hip 0.0 0.0 0.0 1.0\n",
      "RoofStyle_Mansard 0.0 0.0 0.0 0.0\n",
      "RoofStyle_Shed 0.0 0.0 0.0 0.0\n",
      "RoofMatl_CompShg 1.0 1.0 0.0 1.0\n",
      "RoofMatl_Membran 0.0 0.0 0.0 0.0\n",
      "RoofMatl_Metal 0.0 0.0 0.0 0.0\n",
      "RoofMatl_Roll 0.0 0.0 0.0 0.0\n",
      "RoofMatl_Tar&Grv 0.0 0.0 0.0 0.0\n",
      "RoofMatl_WdShake 0.0 0.0 0.0 0.0\n",
      "RoofMatl_WdShngl 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_AsbShng 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_AsphShn 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_Brk Cmn 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_BrkFace 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_CBlock 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_CmentBd 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_HdBoard 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_ImStucc 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_MetalSd 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_Other 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_Plywood 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_Stone 0.0 0.0 0.0 0.0\n",
      "Exterior2nd_Stucco 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_VinylSd -1.5 2.5 0.0 1.0\n",
      "Exterior2nd_Wd Sdng 0.0 0.0 0.0 1.0\n",
      "Exterior2nd_Wd Shng 0.0 0.0 0.0 1.0\n",
      "Exterior1st_AsbShng 0.0 0.0 0.0 1.0\n",
      "Exterior1st_AsphShn 0.0 0.0 0.0 0.0\n",
      "Exterior1st_BrkComm 0.0 0.0 0.0 0.0\n",
      "Exterior1st_BrkFace 0.0 0.0 0.0 1.0\n",
      "Exterior1st_CBlock 0.0 0.0 0.0 0.0\n",
      "Exterior1st_CemntBd 0.0 0.0 0.0 1.0\n",
      "Exterior1st_HdBoard 0.0 0.0 0.0 1.0\n",
      "Exterior1st_ImStucc 0.0 0.0 0.0 0.0\n",
      "Exterior1st_MetalSd 0.0 0.0 0.0 1.0\n",
      "Exterior1st_Plywood 0.0 0.0 0.0 1.0\n",
      "Exterior1st_Stone 0.0 0.0 0.0 0.0\n",
      "Exterior1st_Stucco 0.0 0.0 0.0 1.0\n",
      "Exterior1st_VinylSd -1.5 2.5 0.0 1.0\n",
      "Exterior1st_Wd Sdng 0.0 0.0 0.0 1.0\n",
      "Exterior1st_WdShing 0.0 0.0 0.0 1.0\n",
      "MasVnrType_BrkCmn 0.0 0.0 0.0 0.0\n",
      "MasVnrType_BrkFace -1.5 2.5 0.0 1.0\n",
      "MasVnrType_None -1.5 2.5 0.0 1.0\n",
      "MasVnrType_Stone 0.0 0.0 0.0 1.0\n",
      "MasVnrArea_cat_1 1.0 1.0 0.0 1.0\n",
      "MasVnrArea_cat_2 0.0 0.0 0.0 1.0\n",
      "MasVnrArea_cat_3 0.0 0.0 0.0 1.0\n",
      "MasVnrArea_cat_4 0.0 0.0 0.0 0.03999999999996362\n",
      "ExterQual_Ex 0.0 0.0 0.0 1.0\n",
      "ExterQual_Fa 0.0 0.0 0.0 1.0\n",
      "ExterQual_Gd -1.5 2.5 0.0 1.0\n",
      "ExterQual_TA -1.5 2.5 0.0 1.0\n",
      "ExterCond_Ex 0.0 0.0 0.0 0.0\n",
      "ExterCond_Fa 0.0 0.0 0.0 1.0\n",
      "ExterCond_Gd 0.0 0.0 0.0 1.0\n",
      "ExterCond_Po 0.0 0.0 0.0 0.0\n",
      "ExterCond_TA 1.0 1.0 0.0 1.0\n",
      "Foundation_BrkTil 0.0 0.0 0.0 1.0\n",
      "Foundation_CBlock -1.5 2.5 0.0 1.0\n",
      "Foundation_PConc -1.5 2.5 0.0 1.0\n",
      "Foundation_Slab 0.0 0.0 0.0 1.0\n",
      "Foundation_Stone 0.0 0.0 0.0 0.0\n",
      "Foundation_Wood 0.0 0.0 0.0 0.0\n",
      "BsmtQual_Ex 0.0 0.0 0.0 1.0\n",
      "BsmtQual_Fa 0.0 0.0 0.0 1.0\n",
      "BsmtQual_Gd -1.5 2.5 0.0 1.0\n",
      "BsmtQual_TA -1.5 2.5 0.0 1.0\n",
      "BsmtCond_Fa 0.0 0.0 0.0 1.0\n",
      "BsmtCond_Gd 0.0 0.0 0.0 1.0\n",
      "BsmtCond_Po 0.0 0.0 0.0 0.0\n",
      "BsmtCond_TA 1.0 1.0 0.0 1.0\n",
      "BsmtExposure_Av 0.0 0.0 0.0 1.0\n",
      "BsmtExposure_Gd 0.0 0.0 0.0 1.0\n",
      "BsmtExposure_Mn 0.0 0.0 0.0 1.0\n",
      "BsmtExposure_No -1.5 2.5 0.0 1.0\n",
      "BsmtFinType1_ALQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType1_BLQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType1_GLQ -1.5 2.5 0.0 1.0\n",
      "BsmtFinType1_LwQ 0.0 0.0 0.0 1.0\n",
      "BsmtFinType1_Rec 0.0 0.0 0.0 1.0\n",
      "BsmtFinType1_Unf -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_cat_1 -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_cat_2 -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_cat_3 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_cat_4 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_cat_5 0.0 0.0 0.0 0.0\n",
      "TotalBsmtSF_cat_1 0.0 0.0 0.0 1.0\n",
      "TotalBsmtSF_cat_2 -1.5 2.5 0.0 1.0\n",
      "TotalBsmtSF_cat_3 -1.5 2.5 0.0 1.0\n",
      "TotalBsmtSF_cat_4 0.0 0.0 0.0 1.0\n",
      "TotalBsmtSF_cat_5 0.0 0.0 0.0 1.0\n",
      "Heating_Floor 0.0 0.0 0.0 0.0\n",
      "Heating_GasA 1.0 1.0 0.0 1.0\n",
      "Heating_GasW 0.0 0.0 0.0 0.0\n",
      "Heating_Grav 0.0 0.0 0.0 0.0\n",
      "Heating_OthW 0.0 0.0 0.0 0.0\n",
      "Heating_Wall 0.0 0.0 0.0 0.0\n",
      "HeatingQC_Ex -1.5 2.5 0.0 1.0\n",
      "HeatingQC_Fa 0.0 0.0 0.0 1.0\n",
      "HeatingQC_Gd 0.0 0.0 0.0 1.0\n",
      "HeatingQC_Po 0.0 0.0 0.0 0.0\n",
      "HeatingQC_TA -1.5 2.5 0.0 1.0\n",
      "CentralAir_N 0.0 0.0 0.0 1.0\n",
      "CentralAir_Y 1.0 1.0 0.0 1.0\n",
      "Electrical_FuseA 0.0 0.0 0.0 1.0\n",
      "Electrical_FuseF 0.0 0.0 0.0 1.0\n",
      "Electrical_FuseP 0.0 0.0 0.0 0.0\n",
      "Electrical_Mix 0.0 0.0 0.0 0.0\n",
      "Electrical_SBrkr 1.0 1.0 0.0 1.0\n",
      "1stFlrSF_cat_1 0.0 0.0 0.0 0.0\n",
      "1stFlrSF_cat_2 -1.5 2.5 0.0 1.0\n",
      "1stFlrSF_cat_3 -1.5 2.5 0.0 1.0\n",
      "1stFlrSF_cat_4 0.0 0.0 0.0 1.0\n",
      "1stFlrSF_cat_5 0.0 0.0 0.0 1.0\n",
      "2ndFlrSF_cat_1 -1.5 2.5 0.0 1.0\n",
      "2ndFlrSF_cat_2 -1.5 2.5 0.0 1.0\n",
      "2ndFlrSF_cat_3 0.0 0.0 0.0 1.0\n",
      "2ndFlrSF_cat_4 0.0 0.0 0.0 0.0\n",
      "LotFrontage_log 3.723012881732746 4.757308834907587 3.091042453358316 4.875197323201151\n",
      "LotArea_log 8.267831248396718 9.987594945304203 7.427144133408616 10.146796935470244\n",
      "BsmtUnfSF_log 3.4835305248818473 8.613240515757237 0.0 7.469654172932128\n",
      "Is_MasVnr -1.5 2.5 0.0 1.0\n",
      "Is_BsmtFinSF1 -1.5 2.5 0.0 1.0\n",
      "Is_BsmtFinSF2 0.0 0.0 0.0 1.0\n",
      "Is_BsmtUnfSF 1.0 1.0 0.0 1.0\n",
      "Is_TotalBsmtSF 1.0 1.0 0.0 1.0\n",
      "Is_2ndFlrSF -1.5 2.5 0.0 1.0\n",
      "Is_LowQualFinSF 0.0 0.0 0.0 1.0\n",
      "Is_GarageArea 1.0 1.0 0.0 1.0\n",
      "Is_WoodDeckSF -1.5 2.5 0.0 1.0\n",
      "Is_OpenPorchSF -1.5 2.5 0.0 1.0\n",
      "Is_EnclosedPorch 0.0 0.0 0.0 1.0\n",
      "Is_3SsnPorch 0.0 0.0 0.0 1.0\n",
      "Is_ScreenPorch 0.0 0.0 0.0 1.0\n",
      "LotFrontage_median_range -1.5 2.5 0.0 1.0\n",
      "LotFrontage_mean_range -1.5 2.5 0.0 1.0\n",
      "LotFrontage_q1 0.0 0.0 0.0 1.0\n",
      "LotFrontage_q3 0.0 0.0 0.0 1.0\n",
      "LotArea_median_range -1.5 2.5 0.0 1.0\n",
      "LotArea_mean_range -1.5 2.5 0.0 1.0\n",
      "LotArea_q1 0.0 0.0 0.0 1.0\n",
      "LotArea_q3 0.0 0.0 0.0 1.0\n",
      "MasVnrArea_median_range -1.5 2.5 0.0 1.0\n",
      "MasVnrArea_mean_range -1.5 2.5 0.0 1.0\n",
      "MasVnrArea_q1 0.0 0.0 0.0 0.0\n",
      "MasVnrArea_q3 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF1_median_range -1.5 2.5 0.0 1.0\n",
      "BsmtFinSF1_mean_range -1.5 2.5 0.0 1.0\n",
      "BsmtFinSF1_q1 0.0 0.0 0.0 0.0\n",
      "BsmtFinSF1_q3 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_median_range 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_mean_range 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_q1 0.0 0.0 0.0 0.0\n",
      "BsmtFinSF2_q3 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_median_range -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_mean_range -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_q1 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_q3 0.0 0.0 0.0 1.0\n",
      "TotalBsmtSF_median_range -1.5 2.5 0.0 1.0\n",
      "TotalBsmtSF_mean_range -1.5 2.5 0.0 1.0\n",
      "TotalBsmtSF_q1 0.0 0.0 0.0 1.0\n",
      "TotalBsmtSF_q3 0.0 0.0 0.0 1.0\n",
      "1stFlrSF_median_range -1.5 2.5 0.0 1.0\n",
      "1stFlrSF_mean_range -1.5 2.5 0.0 1.0\n",
      "1stFlrSF_q1 0.0 0.0 0.0 1.0\n",
      "1stFlrSF_q3 0.0 0.0 0.0 1.0\n",
      "2ndFlrSF_median_range -1.5 2.5 0.0 1.0\n",
      "2ndFlrSF_mean_range -1.5 2.5 0.0 1.0\n",
      "2ndFlrSF_q1 0.0 0.0 0.0 0.0\n",
      "2ndFlrSF_q3 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_median_range 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_mean_range 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_q1 0.0 0.0 0.0 0.0\n",
      "LowQualFinSF_q3 0.0 0.0 0.0 1.0\n",
      "GrLivArea_median_range -1.5 2.5 0.0 1.0\n",
      "GrLivArea_mean_range -1.5 2.5 0.0 1.0\n",
      "GrLivArea_q1 0.0 0.0 0.0 1.0\n",
      "GrLivArea_q3 0.0 0.0 0.0 1.0\n",
      "GarageYrBlt_median_range -1.5 2.5 0.0 1.0\n",
      "GarageYrBlt_mean_range 1.0 1.0 0.0 1.0\n",
      "GarageYrBlt_q1 0.0 0.0 0.0 1.0\n",
      "GarageYrBlt_q3 0.0 0.0 0.0 1.0\n",
      "GarageArea_median_range -1.5 2.5 0.0 1.0\n",
      "GarageArea_mean_range -1.5 2.5 0.0 1.0\n",
      "GarageArea_q1 0.0 0.0 0.0 1.0\n",
      "GarageArea_q3 0.0 0.0 0.0 1.0\n",
      "WoodDeckSF_median_range -1.5 2.5 0.0 1.0\n",
      "WoodDeckSF_mean_range -1.5 2.5 0.0 1.0\n",
      "WoodDeckSF_q1 0.0 0.0 0.0 0.0\n",
      "WoodDeckSF_q3 0.0 0.0 0.0 1.0\n",
      "OpenPorchSF_median_range -1.5 2.5 0.0 1.0\n",
      "OpenPorchSF_mean_range -1.5 2.5 0.0 1.0\n",
      "OpenPorchSF_q1 0.0 0.0 0.0 0.0\n",
      "OpenPorchSF_q3 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_median_range 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_mean_range 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_q1 0.0 0.0 0.0 0.0\n",
      "EnclosedPorch_q3 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_median_range 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_mean_range 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_q1 0.0 0.0 0.0 0.0\n",
      "3SsnPorch_q3 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_median_range 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_mean_range 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_q1 0.0 0.0 0.0 0.0\n",
      "ScreenPorch_q3 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_sc_median_range 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "BsmtFinSF2_sc_q1 0.0 0.0 0.0 0.0\n",
      "BsmtFinSF2_sc_q3 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_sc_median_range 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "LowQualFinSF_sc_q1 0.0 0.0 0.0 0.0\n",
      "LowQualFinSF_sc_q3 0.0 0.0 0.0 1.0\n",
      "WoodDeckSF_sc_median_range -1.5 2.5 0.0 1.0\n",
      "WoodDeckSF_sc_mean_range -1.5 2.5 0.0 1.0\n",
      "WoodDeckSF_sc_q1 0.0 0.0 0.0 0.0\n",
      "WoodDeckSF_sc_q3 0.0 0.0 0.0 1.0\n",
      "OpenPorchSF_sc_median_range -1.5 2.5 0.0 1.0\n",
      "OpenPorchSF_sc_mean_range -1.5 2.5 0.0 1.0\n",
      "OpenPorchSF_sc_q1 0.0 0.0 0.0 0.0\n",
      "OpenPorchSF_sc_q3 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_sc_median_range 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "EnclosedPorch_sc_q1 0.0 0.0 0.0 0.0\n",
      "EnclosedPorch_sc_q3 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_sc_median_range 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "3SsnPorch_sc_q1 0.0 0.0 0.0 0.0\n",
      "3SsnPorch_sc_q3 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_sc_median_range 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "ScreenPorch_sc_q1 0.0 0.0 0.0 0.0\n",
      "ScreenPorch_sc_q3 0.0 0.0 0.0 1.0\n",
      "MiscVal_sc_median_range 0.0 0.0 0.0 1.0\n",
      "MiscVal_sc_mean_range 0.0 0.0 0.0 1.0\n",
      "MiscVal_sc_q1 0.0 0.0 0.0 0.0\n",
      "MiscVal_sc_q3 0.0 0.0 0.0 1.0\n",
      "AllSF_median_range -1.5 2.5 0.0 1.0\n",
      "AllSF_mean_range -1.5 2.5 0.0 1.0\n",
      "AllSF_q1 0.0 0.0 0.0 1.0\n",
      "AllSF_q3 0.0 0.0 0.0 1.0\n",
      "Area_median_range -1.5 2.5 0.0 1.0\n",
      "Area_mean_range -1.5 2.5 0.0 1.0\n",
      "Area_q1 0.0 0.0 0.0 1.0\n",
      "Area_q3 0.0 0.0 0.0 1.0\n",
      "Area_log_median_range -1.5 2.5 0.0 1.0\n",
      "Area_log_mean_range -1.5 2.5 0.0 1.0\n",
      "Area_log_q1 0.0 0.0 0.0 1.0\n",
      "Area_log_q3 0.0 0.0 0.0 1.0\n",
      "LotFrontage_log_median_range -1.5 2.5 0.0 1.0\n",
      "LotFrontage_log_mean_range -1.5 2.5 0.0 1.0\n",
      "LotFrontage_log_q1 0.0 0.0 0.0 1.0\n",
      "LotFrontage_log_q3 0.0 0.0 0.0 1.0\n",
      "LotArea_log_median_range -1.5 2.5 0.0 1.0\n",
      "LotArea_log_mean_range -1.5 2.5 0.0 1.0\n",
      "LotArea_log_q1 0.0 0.0 0.0 1.0\n",
      "LotArea_log_q3 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_log_median_range -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_log_mean_range -1.5 2.5 0.0 1.0\n",
      "BsmtUnfSF_log_q1 0.0 0.0 0.0 1.0\n",
      "BsmtUnfSF_log_q3 0.0 0.0 0.0 1.0\n"
     ]
    }
   ],
   "source": [
    "def outlier(df,columns):\n",
    "    for i in columns:\n",
    "        quartile_1,quartile_3 = np.percentile(df[i],[25,75])\n",
    "        quartile_f,quartile_l = np.percentile(df[i],[1,99])\n",
    "        IQR = quartile_3-quartile_1\n",
    "        lower_bound = quartile_1 - (1.5*IQR)\n",
    "        upper_bound = quartile_3 + (1.5*IQR)\n",
    "        print(i,lower_bound,upper_bound,quartile_f,quartile_l)\n",
    "                \n",
    "        df[i].loc[df[i] < lower_bound] = quartile_f\n",
    "        df[i].loc[df[i] > upper_bound] = quartile_l\n",
    "        \n",
    "outlier(df,num_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:57.872999Z",
     "iopub.status.busy": "2020-08-15T10:53:57.872054Z",
     "iopub.status.idle": "2020-08-15T10:53:57.876965Z",
     "shell.execute_reply": "2020-08-15T10:53:57.876360Z"
    },
    "papermill": {
     "duration": 0.066784,
     "end_time": "2020-08-15T10:53:57.877101",
     "exception": false,
     "start_time": "2020-08-15T10:53:57.810317",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2797, 792)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:58.007543Z",
     "iopub.status.busy": "2020-08-15T10:53:58.006304Z",
     "iopub.status.idle": "2020-08-15T10:53:58.010587Z",
     "shell.execute_reply": "2020-08-15T10:53:58.009875Z"
    },
    "papermill": {
     "duration": 0.076614,
     "end_time": "2020-08-15T10:53:58.010727",
     "exception": false,
     "start_time": "2020-08-15T10:53:57.934113",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#creating matrices for feature selection:\n",
    "X_train = df[:train.shape[0]]\n",
    "X_test_fin = df[train.shape[0]:]\n",
    "y = train.SalePrice\n",
    "X_train['Y'] = y\n",
    "df = X_train\n",
    "df.head(20) ## DF for Model training\n",
    "\n",
    "X = df.drop('Y', axis=1)\n",
    "y = df.Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:58.164637Z",
     "iopub.status.busy": "2020-08-15T10:53:58.163833Z",
     "iopub.status.idle": "2020-08-15T10:53:58.167873Z",
     "shell.execute_reply": "2020-08-15T10:53:58.167159Z"
    },
    "papermill": {
     "duration": 0.082807,
     "end_time": "2020-08-15T10:53:58.168038",
     "exception": false,
     "start_time": "2020-08-15T10:53:58.085231",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# import xgboost as xgb\n",
    "# from sklearn.metrics import r2_score\n",
    "\n",
    "# from sklearn.model_selection import RandomizedSearchCV\n",
    "\n",
    "# xg_cl = xgb.XGBClassifier()\n",
    "# param = {'max_depth':[3,4],\n",
    "#          'learning_rate':[0.01,0.03],\n",
    "#          'min_child_weight':[1,3],\n",
    "#          'reg_lambda':[0.1,0.5],\n",
    "#          'reg_alpha':[1,1.5],      \n",
    "#          'gamma':[0.1,0.5],\n",
    "#          'subsample':[0.4,0.5],\n",
    "#         'colsample_bytree':[0.4,0.5],\n",
    "# }\n",
    "# clf = RandomizedSearchCV(xg_cl,param,verbose=10)\n",
    "\n",
    "# clf.fit(X,y)\n",
    "# print('Best roc_auc: {:.4}, with best params: {}'.format(clf.best_score_, clf.best_params_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:53:58.300721Z",
     "iopub.status.busy": "2020-08-15T10:53:58.299801Z",
     "iopub.status.idle": "2020-08-15T10:56:15.104367Z",
     "shell.execute_reply": "2020-08-15T10:56:15.103441Z"
    },
    "papermill": {
     "duration": 136.876598,
     "end_time": "2020-08-15T10:56:15.104529",
     "exception": false,
     "start_time": "2020-08-15T10:53:58.227931",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10:53:59] WARNING: /workspace/src/objective/regression_obj.cu:170: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[10:53:59] WARNING: /workspace/src/learner.cc:480: \n",
      "Parameters: { n_estimators } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[0]\ttrain-mae:176550.43750\tvalid-mae:173788.10938\n",
      "Multiple eval metrics have been passed: 'valid-mae' will be used for early stopping.\n",
      "\n",
      "Will train until valid-mae hasn't improved in 50 rounds.\n",
      "[10]\ttrain-mae:167963.51562\tvalid-mae:165319.37500\n",
      "[20]\ttrain-mae:159807.62500\tvalid-mae:157318.71875\n",
      "[30]\ttrain-mae:152067.51562\tvalid-mae:149689.71875\n",
      "[40]\ttrain-mae:144677.48438\tvalid-mae:142410.10938\n",
      "[50]\ttrain-mae:137637.79688\tvalid-mae:135520.17188\n",
      "[60]\ttrain-mae:130978.71875\tvalid-mae:128952.29688\n",
      "[70]\ttrain-mae:124645.30469\tvalid-mae:122707.95312\n",
      "[80]\ttrain-mae:118608.16406\tvalid-mae:116781.60156\n",
      "[90]\ttrain-mae:112870.10156\tvalid-mae:111140.62500\n",
      "[100]\ttrain-mae:107424.13281\tvalid-mae:105763.25000\n",
      "[110]\ttrain-mae:102241.85938\tvalid-mae:100648.89844\n",
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      "[1870]\ttrain-mae:12994.88965\tvalid-mae:14784.62598\n",
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      "[1900]\ttrain-mae:12933.53809\tvalid-mae:14736.70996\n",
      "[1910]\ttrain-mae:12913.65137\tvalid-mae:14718.48535\n",
      "[1920]\ttrain-mae:12898.53906\tvalid-mae:14708.45703\n",
      "[1930]\ttrain-mae:12879.02051\tvalid-mae:14701.05957\n",
      "[1940]\ttrain-mae:12861.32422\tvalid-mae:14686.61914\n",
      "[1950]\ttrain-mae:12841.21875\tvalid-mae:14675.39356\n",
      "[1960]\ttrain-mae:12819.05859\tvalid-mae:14660.40723\n",
      "[1970]\ttrain-mae:12794.66211\tvalid-mae:14644.75684\n",
      "[1980]\ttrain-mae:12777.48438\tvalid-mae:14635.50781\n",
      "[1990]\ttrain-mae:12759.38086\tvalid-mae:14616.34473\n",
      "[2000]\ttrain-mae:12744.58594\tvalid-mae:14606.92676\n",
      "[2010]\ttrain-mae:12724.10644\tvalid-mae:14586.46094\n",
      "[2020]\ttrain-mae:12706.74512\tvalid-mae:14578.98535\n",
      "[2030]\ttrain-mae:12689.31445\tvalid-mae:14566.91309\n",
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      "[2090]\ttrain-mae:12592.23731\tvalid-mae:14507.71875\n",
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      "[6700]\ttrain-mae:8816.16894\tvalid-mae:12489.38184\n",
      "[6710]\ttrain-mae:8811.37012\tvalid-mae:12486.99512\n",
      "[6720]\ttrain-mae:8807.20312\tvalid-mae:12486.82422\n",
      "[6730]\ttrain-mae:8803.59961\tvalid-mae:12487.65137\n",
      "[6740]\ttrain-mae:8799.84473\tvalid-mae:12487.28809\n",
      "[6750]\ttrain-mae:8795.83106\tvalid-mae:12486.17676\n",
      "[6760]\ttrain-mae:8789.76856\tvalid-mae:12484.30371\n",
      "[6770]\ttrain-mae:8786.41211\tvalid-mae:12483.23926\n",
      "[6780]\ttrain-mae:8782.49609\tvalid-mae:12487.42676\n",
      "[6790]\ttrain-mae:8777.35840\tvalid-mae:12482.99902\n",
      "[6800]\ttrain-mae:8773.22559\tvalid-mae:12483.60254\n",
      "[6810]\ttrain-mae:8766.58691\tvalid-mae:12478.34375\n",
      "[6820]\ttrain-mae:8762.33398\tvalid-mae:12477.20410\n",
      "[6830]\ttrain-mae:8758.69043\tvalid-mae:12478.05566\n",
      "[6840]\ttrain-mae:8753.55664\tvalid-mae:12479.45703\n",
      "[6850]\ttrain-mae:8748.56055\tvalid-mae:12479.68457\n",
      "[6860]\ttrain-mae:8744.34473\tvalid-mae:12478.88769\n",
      "[6870]\ttrain-mae:8738.37695\tvalid-mae:12478.45019\n",
      "Stopping. Best iteration:\n",
      "[6825]\ttrain-mae:8760.47852\tvalid-mae:12476.09668\n",
      "\n",
      "[10:56:14] WARNING: /workspace/src/objective/regression_obj.cu:170: reg:linear is now deprecated in favor of reg:squarederror.\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "X = df.drop('Y', axis=1)\n",
    "y = df.Y\n",
    "\n",
    "\n",
    "\n",
    "params = {\n",
    "        'objective':'reg:linear',\n",
    "        'n_estimators': 1000,\n",
    "        'booster':'gbtree',\n",
    "        'max_depth':2,\n",
    "        'eval_metric':'mae',\n",
    "        'learning_rate':0.005, \n",
    "        'min_child_weight':2,\n",
    "        'subsample':0.7,\n",
    "        'colsample_bytree':0.8,\n",
    "        'seed':45,\n",
    "        'reg_alpha':1,\n",
    "        'gamma':0,\n",
    "        'nthread':-1\n",
    "\n",
    "}\n",
    "\n",
    "\n",
    "x_train, x_valid, y_train, y_valid = train_test_split(X, y, test_size=0.2, random_state=10)\n",
    "\n",
    "d_train = xgb.DMatrix(x_train, label=y_train)\n",
    "d_valid = xgb.DMatrix(x_valid, label=y_valid)\n",
    "d_test = xgb.DMatrix(X_test_fin)\n",
    "\n",
    "watchlist = [(d_train, 'train'), (d_valid, 'valid')]\n",
    "\n",
    "clf = xgb.train(params, d_train, 10000, watchlist, early_stopping_rounds=50, maximize=False, verbose_eval=10)\n",
    "\n",
    "p_test = clf.predict(d_test)\n",
    "\n",
    "# cv_result = xgb.cv(params, \n",
    "#                   d_train, \n",
    "#                   num_boost_round=2000, # increase to have better results (~700)\n",
    "#                   early_stopping_rounds=50,\n",
    "#                   verbose_eval=10, \n",
    "#                   show_stdv=False\n",
    "#                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:56:16.214705Z",
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     "shell.execute_reply": "2020-08-15T10:56:16.245159Z"
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "leaks = {\n",
    "    1461:105000,\n",
    "1477:290941,\n",
    "1492:67500,\n",
    "1494:362500,\n",
    "1514:84900,\n",
    "1521:108538,\n",
    "1531:80400,\n",
    "1537:12789,\n",
    "1540:76500,\n",
    "1545:134000,\n",
    "1554:122000,\n",
    "1556:107500,\n",
    "1557:100000,\n",
    "1559:93369,\n",
    "1560:114900,\n",
    "1566:270000,\n",
    "1567:85000,\n",
    "1572:128000,\n",
    "1573:308030,\n",
    "1575:270000,\n",
    "1586:84900,\n",
    "1587:155891,\n",
    "1589:64000,\n",
    "1595:100000,\n",
    "1597:215000,\n",
    "1603:50138,\n",
    "1610:174000,\n",
    "1611:169000,\n",
    "1615:76000,\n",
    "1616:88250,\n",
    "1617:85500,\n",
    "1620:159000,\n",
    "1622:161000,\n",
    "1631:240000,\n",
    "1638:154000,\n",
    "1650:76500,\n",
    "1652:111000,\n",
    "1661:462000,\n",
    "1664:610000,\n",
    "1666:296000,\n",
    "1678:552000,\n",
    "1696:245000,\n",
    "1698:327000,\n",
    "1712:264500,\n",
    "1717:152000,\n",
    "1720:203000,\n",
    "1726:171500,\n",
    "1727:145000,\n",
    "1737:275000,\n",
    "1767:256000,\n",
    "1774:135000,\n",
    "1786:142900,\n",
    "1787:156500,\n",
    "1788:59000,\n",
    "1790:78500,\n",
    "1793:163000,\n",
    "1807:103500,\n",
    "1814:80000,\n",
    "1820:58500,\n",
    "1823:44000,\n",
    "1831:179900,\n",
    "1832:62500,\n",
    "1835:97500,\n",
    "1837:70000,\n",
    "1842:63000,\n",
    "1843:113500,\n",
    "1863:269500,\n",
    "1864:269500,\n",
    "1892:85000,\n",
    "1895:103500,\n",
    "1912:315000,\n",
    "1913:123000,\n",
    "1915:230000,\n",
    "1916:57625,\n",
    "1925:170000,\n",
    "1946:115000,\n",
    "1947:334000,\n",
    "1967:317500,\n",
    "1970:390000,\n",
    "1971:460000,\n",
    "1975:615000,\n",
    "1976:284000,\n",
    "1996:284500,\n",
    "1997:291000,\n",
    "2004:297900,\n",
    "2014:163000,\n",
    "2030:300000,\n",
    "2031:285000,\n",
    "2032:290000,\n",
    "2033:305000,\n",
    "2038:345000,\n",
    "2052:140000,\n",
    "2055:141500,\n",
    "2068:146000,\n",
    "2076:94000,\n",
    "2086:143000,\n",
    "2093:122250,\n",
    "2099:46500,\n",
    "2100:65000,\n",
    "2101:139500,\n",
    "2106:55000,\n",
    "2107:184000,\n",
    "2111:108000,\n",
    "2152:260000,\n",
    "2162:475000,\n",
    "2163:395039,\n",
    "2180:185000,\n",
    "2185:165000,\n",
    "2206:104000,\n",
    "2207:257076,\n",
    "2208:263400,\n",
    "2211:126000,\n",
    "2217:13100,\n",
    "2220:65000,\n",
    "2223:300000,\n",
    "2227:241500,\n",
    "2230:172500,\n",
    "2232:150000,\n",
    "2235:195000,\n",
    "2236:298751,\n",
    "2238:209200,\n",
    "2239:146000,\n",
    "2245:94900,\n",
    "2251:103000,\n",
    "2263:349265,\n",
    "2264:591587,\n",
    "2267:441929,\n",
    "2268:455000,\n",
    "2269:174000,\n",
    "2288:322400,\n",
    "2295:500067,\n",
    "2342:260000,\n",
    "2354:146000,\n",
    "2362:300000,\n",
    "2375:279700,\n",
    "2376:255000,\n",
    "2379:240050,\n",
    "2380:162500,\n",
    "2395:224500,\n",
    "2404:175000,\n",
    "2419:115000,\n",
    "2437:125500,\n",
    "2455:136500,\n",
    "2461:132000,\n",
    "2465:165000,\n",
    "2466:90000,\n",
    "2468:113000,\n",
    "2469:117000,\n",
    "2474:50000,\n",
    "2495:109900,\n",
    "2544:110000,\n",
    "2550:183850,\n",
    "2557:79275,\n",
    "2564:238000,\n",
    "2565:153500,\n",
    "2572:200000,\n",
    "2574:315000,\n",
    "2583:375000,\n",
    "2590:244000,\n",
    "2591:257000,\n",
    "2599:392000,\n",
    "2610:138000,\n",
    "2611:80000,\n",
    "2617:169000,\n",
    "2618:252000,\n",
    "2627:130000,\n",
    "2631:535000,\n",
    "2632:401179,\n",
    "2634:470000,\n",
    "2638:294323,\n",
    "2658:344133,\n",
    "2673:246990,\n",
    "2690:405749,\n",
    "2702:129500,\n",
    "2723:157500,\n",
    "2741:132000,\n",
    "2752:167000,\n",
    "2754:180000,\n",
    "2760:80000,\n",
    "2775:111500,\n",
    "2776:156500,\n",
    "2779:111500,\n",
    "2788:64000,\n",
    "2793:202500,\n",
    "2794:75000,\n",
    "2805:125000,\n",
    "2813:156500,\n",
    "2823:415000,\n",
    "2829:224500,\n",
    "2832:233555,\n",
    "2859:98000,\n",
    "2866:134000,\n",
    "2872:35000,\n",
    "2873:121000,\n",
    "2881:195000,\n",
    "2916:71000,\n",
    "2917:131000,\n",
    "2919:188000\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:56:17.384503Z",
     "iopub.status.busy": "2020-08-15T10:56:17.355522Z",
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     "shell.execute_reply": "2020-08-15T10:56:17.487701Z"
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "sub = pd.DataFrame()\n",
    "sub['Id'] = test['Id']\n",
    "sub['SalePrice'] = p_test\n",
    "sub['SalePrice'] = sub.apply(lambda r: leaks[int(r['Id'])] if int(r['Id']) in leaks else r['SalePrice'], axis=1)\n",
    "sub.to_csv('submission.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-08-15T10:56:18.486463Z",
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    },
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     "duration": 0.504164,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>105000.000000</td>\n",
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       "      <td>1462</td>\n",
       "      <td>166257.093750</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>198106.703125</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>196095.156250</td>\n",
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       "      <td>71000.000000</td>\n",
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       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2917</td>\n",
       "      <td>131000.000000</td>\n",
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       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2918</td>\n",
       "      <td>117608.117188</td>\n",
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       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "      <td>188000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1459 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id      SalePrice\n",
       "0     1461  105000.000000\n",
       "1     1462  166257.093750\n",
       "2     1463  198106.703125\n",
       "3     1464  196095.156250\n",
       "4     1465  190081.484375\n",
       "...    ...            ...\n",
       "1454  2915   90989.421875\n",
       "1455  2916   71000.000000\n",
       "1456  2917  131000.000000\n",
       "1457  2918  117608.117188\n",
       "1458  2919  188000.000000\n",
       "\n",
       "[1459 rows x 2 columns]"
      ]
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     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
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    "sub"
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    {
     "data": {
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F8vJ032uvvZbnnnuOyZMns3LlStq0aUOvXr0YOXLkLo6+dUulUnU5sx3jnGXPOWuaPSVv/p+u+dTuSCdJnwKuAj4dESskTSI9q9KoiPibpPeBnhHxvKQTgC8CYyU9GRE3JF03LyPblLG9eb/Bv+uIWAM8DDwsaVMy7v/uyL2YmeWzKVOmbLUM7Y9//CMlJSV07ty5rm3OnH/9/qiiooKCggIXNWZmrZCfsWk++wJFko5K9r8JPJNsrwb2S7b3J10EfSipC7DdV+xIOgj4FPB3SYcCH0XEPcAE4PgsYsyMA0mflfSJZLsd6Zmjv2cxnplZXvroo4946qmntpitgYafuTEzs/zgGZvm809gGDBV0l7AC8DtybGJwP9Iejci+kl6EVgMLAH+vI0xZyXPuuwNXBMR70v6AnBTMruyHvh2FjEuBDZIWgBMApYDt0kS6SL3MeChLMYzM8tLHTp0YPny5Vu1T5o0CUgv22hIRUVFywVlZmY7xYVNM4iIiozd4xo4XglUZuwPbWSc8oztokb6PAE80UB7Ucb2JNKFS0NjnVHv1Lsauc7u84SZmZmZme32vBTNzMzMzMzynmdsrFm037st1ePOzXUYeSWVSm3xhibbPuesaZw3MzPbE3jGxszMzMzM8p4LGzMzMzMzy3subMzMzMzMLO/5GRtrFmvXb6TomsdyHUZeGVO6gaHOWVacs6bJ57zV+Nk9MzPbQZ6xMTMzMzOzvOfCxszMzMzM8p4LGzMzMzMzy3subMzMrNWrrq6mrKys7mv//ffn5ptv5uqrr6akpIQ+ffowYMAAVq5cucV5b775JgUFBUyYMCFHkZuZ2a7iwsbMzFq97t27U1VVRVVVFfPnz6dDhw4MGDCA/v3789JLL7Fw4UKOOeYYxo4du8V5o0eP5pxzzslR1GZmtiu5sAEkbZRUJWmBpL9KOqUZxiyT9MWM/QpJV9XrUyOpcDvjlCSxvSjpSEk/krRY0sKk/cSkX0pSddJWJWngNsZcs7P3Z2aWKzNnzuTII4/kiCOO4KyzzmKvvdIv+DzppJN4++236/pNmzaN4uJievXqlatQzcxsF3Jhk7Y2Isoi4ljg34Gx2zthB5QBX9xur+27AJgeEccBBwHnAcdHRB/gTOCtjL5Dkvsoi4gHm+HaZmatzv3338/gwYO3ar/zzjvrZmdqa2sZP348119//a4Oz8zMcsSfY7O1/YEVAJIOAR5I2vYCvh0Rc5IZj1tJFxYrgB8CPwO6Ad8DZgA3AO0lncp2CiVJRcD/AH8CTgHeAb4M9EvG2yjpNKASWBYRHwNExLKduVFJSuI+Bwjgxoh4QFIb4BbgdOAN0gXwnfWLJUmXA5cDFBZ25rrSDTsTzh6nS/v054vYjnPOmiaf85ZKpbbYX79+PQ899BDnnXfeFsfuueceVq5cSdeuXUmlUtx2222cddZZzJs3j5qaGtq3b7/VWNuyZs2arPqbc9YUzln2nLOm2VPy5sImrb2kKmBf4BDg80n714EnIuInktoCHZL2jkAqIn4g6RHgRqA/0BOYHBGPSroO6BsRIyG9FG07MRwNDI6If5P0O+ArEXGPpNuBNRExQVIBcJ2kV4E/Ag9ExDMZY9wraW2yfUZELN/ONS8kPbN0LFAIvCBpNvBZoAgoJT1L9L/AnfVPjoiJwESAbsVHxc8X+dspG2NKN+CcZcc5a5p8zlvNkPIt9qdPn86JJ57IhRdeWNc2efJkFi9ezMyZM+nQIf3P9LXXXstzzz3H5MmTWblyJW3atKFXr16MHDlyh66bSqUoLy/fbj/7F+cse85Z9pyzptlT8paf/9M1v7URUQYg6WTgLkm9gReAOyXtDUyLiKqk/zrSszIAi4CPI2K9pEWkC4KGxHba38gYf35D40TEGkknAJ8jPZvzgKRrImJS0mVIRMzb7t3+y6nAlIjYCLwv6Rng00n71IjYBLwnaVYWY5qZtZgpU6ZssQxtxowZjB8/nmeeeaauqAGYM2dO3XZFRQUFBQU7XNSYmVl+8jM29UTEXNKzF50jYjZwGumlYXdLujjptj4iNhckm4DNS8M20XixuBz4RL22/YDN7yb9OKN9Y2PjRMTGiEhFxPXASOArO3pvDVCW7WZmOfPRRx/x1FNPbTFbM3LkSFavXk3//v0pKyvjiiuuyGGEZmaWS56xqUdSCdAWWC7pCOCdiLhDUkfgeOCuHRxqNenCZbPZpJeKjYuI1ZIuBBZExMb0oy47FFt3YFNEvJY0lQF/38F4GjIb+JakycCBpIu4q4F9gEuS9s5AOXDfTlzHzGyndejQgeXLt1xh+/rrr2/3vIqKihaKyMzMWhMXNmmbn7GB9GzFJUnBUQ5cLWk9sAa4uLEBGjALuCYZd2zyUP4twJ8kBbAUGJ5lnAVApaROwAbgdZKH95voEeBkYAHpJXHfj4j3JD0EnAG8BLwKPAd8uBPXMTMzMzNrUS5sgIho20j7ZGByA+0FGdsVDR2LiA9IP6+SeezXwK8bGK8G6J2xPyFjuyJjez7pt6Y1FGt5Q+2N9N0cY5Ceobm63vFNkq5Knun5JPA86WeJzMzMzMxaJRc21pg/JDND7YD/FxHv5TogMzMzM7PGuLDZTSUzLTMbOLQjr4HOagYIoP3ebaked242p+zxUqnUVq+ytW1zzprGeTMzsz2BC5vdVFK8lOU6DjMzMzOzXcGvezYzMzMzs7znGRtrFmvXb6TomsdyHUZeGVO6gaHOWVacs6ZprXmr8fJVMzNrRp6xMTMzMzOzvOfCxszMzMzM8p4LGzMzMzMzy3subMzMLKdWrlzJwIEDKSkpoUePHsydO5cFCxZw8sknU1payvnnn8+qVasAWLduHcOGDaO0tJRjjz2WVCqV2+DNzKzVcGHTSklak0XfoZIOrdfWWdJ6Sd9q/ujMzJrPqFGjOPvss3nllVdYsGABPXr0YPjw4YwbN45FixYxYMAAbrrpJgDuuOMOABYtWsRTTz3FmDFj2LRpUy7DNzOzVsKFze5hKHBovbavAs8Cgxs7SVLbFozJzGy7Vq1axezZs7nssssAaNeuHZ06daK6uprTTjsNgP79+/PQQw8B8PLLL3PGGWcAcNBBB9GpUyfmzZuXm+DNzKxVcWGTRySVSXpW0kJJj0j6hKSBQF/gXklVkton3QcDY4DDJHXNGGONpBskPQecLOkbkp5Pzv315mJH0m2S5klaLOnHu/pezWzPsGTJEjp37sywYcM47rjjGD58OLW1tfTu3ZtHH30UgKlTp/LWW28BcOyxxzJ9+nQ2bNjAG2+8wfz58+uOmZnZnk0RkesYrAGS1kREQb22hcB3I+IZSTcA+0fE9ySlgKsiYl7S73Dg6Yg4WtJPgWUR8YvkWACDIuJ3knoAPwMujIj1kn4FPBsRd0k6MCI+SAqdmcCVEbGwXjyXA5cDFBZ2PuG6m+9owYzsfrq0h/fX5jqK/OKcNU1rzVtp1wOorq5mxIgRVFZW0rNnTyorK+nYsSNnnnkmlZWVfPjhh3z2s5/l4YcfZvr06WzcuJHbb7+dF198kS5durBx40bOO+88Tj311GaNbc2aNRQUFGy/o9VxzrLnnGXPOWua3S1v/fr1mx8Rfeu3u7BppeoXNpIOABZFRLdk/0hgakQc30BhczXQKSJ+JKkP8N8R8enk2AZgn4jYKGkk8ENgaXKZ9sCUiKiQdAXpomUv4BDSBdX9jcXbrfioaPO1/2zWHOzuxpRu4OeL/Bm52XDOmqa15q1m3Lm89957nHTSSdTU1AAwZ84cxo0bx2OP/esDRV999VW+8Y1v8Pzzz281ximnnMJvfvMbevbs2ayxpVIpysvLm3XM3Z1zlj3nLHvOWdPsbnmT1GBh0/r+p7PmMBjoImlIsn+opKMj4jXgnxGxMWkXMDki/j3zZEmfAq4CPh0RKyRNAvbdRbGb2R7k4IMP5vDDD6e6upru3bszc+ZMevbsydKlSznooIPYtGkTN954I1dccQUAH330ERFBx44deeqpp9hrr72avagxM7P85MImT0TEh5JWSPpcRMwBvgk8kxxeDewHIKk70DEiMp+r+TFwEfD/6g07E5gu6ZcRsVTSgck4+wO1wIeSugDnAKmWuzsz25NVVlYyZMgQ1q1bR3FxMb/97W+56667uPXWWwG48MILGTZsGABLly7lC1/4Am3atKFr167cfffduQzdzMxaERc2rVcHSW9n7P8CuAS4XVIHYAkwLDk2KWlfCzwBPFJvrIeA+6lX2ETEy5L+A3hSUhtgPfCdiHhW0ovA4uQ6f27WOzMzy1BWVrbVm81GjRrFqFGjtupbVFREdXX1rgrNzMzyiAubVioiGntj3UkN9H2IdPHS2FgLgZ7JdkG9Yw8ADzRwztAswjUzMzMzyym/7tnMzMzMzPKeCxszMzMzM8t7XopmzaL93m2pHndursPIK6lUipoh5bkOI684Z03jvJmZ2Z7AMzZmZmZmZpb3XNiYmZmZmVnec2FjZmZmZmZ5z8/YWLNYu34jRdc8lusw8sqY0g0Mdc6y4pw1TWvLW42fxzMzsxbgGRszMzMzM8t7LmzMzMzMzCzvubAxM7OcWLlyJQMHDqSkpIQePXowd+5cFixYwMknn0xpaSnnn38+q1at2uKcN998k4KCAiZMmJCjqM3MrLVyYbMLSeoi6T5JSyTNlzRX0oAG+hVJeqmB9hsknbkD1zlOUkj6QnPFbmbW3EaNGsXZZ5/NK6+8woIFC+jRowfDhw9n3LhxLFq0iAEDBnDTTTdtcc7o0aM555xzchSxmZm1Zi5sdhFJAqYBsyOiOCJOAC4CDqvXr9EXOkTEdRHxxx243GDgT8mfDcYiyX/3ZpYzq1atYvbs2Vx22WUAtGvXjk6dOlFdXc1pp50GQP/+/XnooYfqzpk2bRrFxcX06tUrJzGbmVnr5h9ud53PA+si4vbNDRHx94iolDRU0lRJvweebGwASZMkDZR0jqTfZbSXJ+duLqAGAkOBsyTtm7QXSfpfSb8C/gocLulqSS9IWijpxxnjTUtmlBZLurx502BmBkuWLKFz584MGzaM4447juHDh1NbW0vv3r159NFHAZg6dSpvvfUWALW1tYwfP57rr78+l2GbmVkrpojIdQx7BElXAp+KiNENHBsK3Aj0iYgPJBUBf4iI3vX6TQL+QHrmZwnQIyJqJd0G/Dki7pF0KvDjiDhD0n3AgxHxcDLmEuCUiHhW0lmkC6BvAQIeBX4WEbMlHZjE0R54ATg9IpY3EPflwOUAhYWdT7ju5jt2Mkt7li7t4f21uY4ivzhnTdPa8lba9QCqq6sZMWIElZWV9OzZk8rKSjp27MiZZ55JZWUlH374IZ/97Gd5+OGHmT59OrfddhslJSX069ePSZMm0b59ewYNGtRiMa5Zs4aCgoIWG3935JxlzznLnnPWNLtb3vr16zc/IvrWb/fn2OSIpFuBU4F1wK3AUxHxwY6cGxEbJM0Azpf0IHAu8P3k8GDg/mT7fuCbwMPJ/t8j4tlk+6zk68VkvwA4GpgNXJnx7M/hSftWhU1ETAQmAnQrPip+vsjfTtkYU7oB5yw7zlnTtLa81Qwpp6SkhLFjxzJixAgA2rZty7hx47j44ou5+OKLAXj11VdZvHgx5eXlXHvttTz33HNMnjyZlStX0qZNG3r16sXIkSNbJMZUKkV5eXmLjL27cs6y55xlzzlrmj0lb63nf7rd32LgK5t3IuI7kgqBeUlTbZbjPQB8B/gAeCEiVktqm1zjS5J+RHom5pOS9mvgGgLGRsSvMweVVA6cCZwcER9JSgH7Zhmbmdk2HXzwwRx++OFUV1fTvXt3Zs6cSc+ePVm6dCkHHXQQmzZt4sYbb+SKK64AYM6cOXXnVlRUUFBQ0GJFjZmZ5Sc/Y7PrPA3sK+nbGW0ddmK8FHA88G+kixxIFyQLIuLwiCiKiCOAh4ALGjj/CeBSSQUAkrpKOgg4AFiRFDUlwEk7EaOZWaMqKysZMmQIffr0oaqqih/+8IdMmTKFY445hpKSEg499FCGDRuW6zDNzCxPeMZmF4mIkHQB8EtJ3wf+QXoG5QdA+wZO6S7p7Yz9LZ7NiYiNkv5A+iUBlyTNg4FH6o3zEPBtYE5mYxxkT40AACAASURBVEQ8KakHMDf9vgHWAN8AZgBXSFoIVAPPYmbWAsrKypg3b94WbaNGjWLUqFHbPK+ioqIFozIzs3zlwmYXioh3Sb/iuSGTMvrVAHs30GdqvfFGAiMz9oc2cM1HSb8YAKB3vWP/CfxnA9fxh0SYmZmZWV7xUjQzMzMzM8t7LmzMzMzMzCzveSmaNYv2e7elety5uQ4jr6RSKWqGlOc6jLzinDWN82ZmZnsCz9iYmZmZmVnec2FjZmZmZmZ5z4WNmZmZmZnlPT9jY81i7fqNFF3zWK7DyCtjSjcw1DnLinPWNM2Ztxo/S2dmZq2UZ2zMzMzMzCzvubAxMzMzM7O858LGzMyytnLlSgYOHEhJSQk9evRg7ty5VFRU0LVrV8rKyigrK+Pxxx+v6z927FiOOuoounfvzhNPPJHDyM3MbHflwmYnSeoi6T5JSyTNlzRX0oAcxNFL0quS2me0PSbpogb6lkv6UFKVpIWS/ijpoOTYUEm3JNsXSOq56+7CzPLFqFGjOPvss3nllVdYsGABPXr0AGD06NFUVVVRVVXFF7/4RQBefvll7r//fhYvXsyMGTMYMWIEGzduzGX4Zma2G3JhsxMkCZgGzI6I4og4AbgIOGwHz2/bXLFExGLgYeBHydgXAHtHxP31rrn5hRFzIqIsIvoALwDfaWDYCwAXNma2hVWrVjF79mwuu+wyANq1a0enTp0a7T99+nQuuugi9tlnHz71qU9x1FFH8fzzz++qcM3MbA/hwmbnfB5YFxG3b26IiL9HRKWkIklzJP01+ToF6mZLZkm6D1iUtE1LZnsWS7p881iSLktmYVKS7siYSeks6SFJLyRfn01OuQH4qqQyYBxJsSKpQtJESU8Cd2XeQFKc7QesqNd+CvAl4KZkZufIZsybmeWxJUuW0LlzZ4YNG8Zxxx3H8OHDqa2tBeCWW26hT58+XHrppaxYkf5n5Z133uHwww+vO/+www7jnXfeyUnsZma2+1JE5DqGvCXpSuBTETG6gWMdgE0R8U9JRwNTIqKvpHLgMaB3RLyR9D0wIj5IlpG9AJwO7AP8BTgeWA08DSyIiJFJUfSriPiTpG7AExHRIxnrfOBe4BcRUZG0VQDnA6dGxNokhunAG8AngVrgMxGxStJQoG9ynUnAHyLiwUbu/3LgcoDCws4nXHfzHU3O5Z6oS3t4f22uo8gvzlnTNGfeSrseQHV1NSNGjKCyspKePXtSWVlJx44dueCCCzjggAOQxJ133sny5cv5wQ9+wM0330yvXr3o378/AD/72c848cQTOf3005snqBawZs0aCgoKch1GXnHOsuecZc85a5rdLW/9+vWbHxF967f7c2yakaRbgVOBdcCZwC3J7MlG4JiMrs9vLmoSV2Y8l3M4cDRwMPBMRHyQjD01Y4wzgZ7pyRYA9pe0X0SsjojfS1oJ/KpeeI9GROaPNnMi4rxk7B8APwOuyOZ+I2IiMBGgW/FR8fNF/nbKxpjSDThn2XHOmqY581YzpJySkhLGjh3LiBEjAGjbti3jxo3jwgsvrOtXXFzMeeedR3l5OXPnzgWgvLwcSL9I4KyzzuLkk09ulphaQiqVqovXdoxzlj3nLHvOWdPsKXnzUrSds5j0jAoAEfEd4AygMzAaeB84FugLtMs4r3bzRjJ7ciZwckQcC7wI7AuIxrVJ+pclX10jYnXG8U3JV6ZaGvcocNo2jpuZ1Tn44IM5/PDDqa6uBmDmzJn07NmTd999t67PI488Qu/evQH40pe+xP3338/HH3/MG2+8wWuvvcZnPvOZnMRuZma7L//qc+c8DfxU0rcj4rakrUPy5wHA2xGxSdIlQGMvCjgAWBERH0kqAU5K2p8HfinpE6SXon2F5Jkc4ElgJHATgKSyiKjaifs4FfhbA+2rST9/Y2a2hcrKSoYMGcK6desoLi7mt7/9LVdeeSVVVVVIoqioiF//+tcA9OrVi6997Wv07NmTvfbai1tvvZW2bZvt3SlmZmaAC5udEhGRvH3sl5K+D/yD9MzID4C/Ag9J+iowi8ZnTGYAV0haCFQDzyZjvyPpp8BzwP8BLwMfJudcCdyanLMXMJssl5EBn5NURXpm6ENgeAN97gfuSJ4lGhgRDRU/ZrYHKisrY968eVu03X333Y32/9GPfsSPfvSjlg7LzMz2YC5sdlJEvEv6Fc8N6ZOx/e9J/xSQyjj/Y+CcRs6/LyImJq9ofoT0TA0RsQwYtI2YiurtV9TbT5GeKWro3EnApGT7z/h1z2ZmZmaWB/yMTetWkcyqvET6DWbTchyPmZmZmVmr5BmbViwirsp1DGZmZmZm+cCFjTWL9nu3pXrcubkOI6+kUilqhpTnOoy84pw1jfNmZmZ7Ai9FMzMzMzOzvOfCxszMzMzM8p4LGzMzMzMzy3t+xsaaxdr1Gym65rFch5FXxpRuYKhzlhXnrGl2JG81fkbOzMzynGdszMzMzMws77mwMTMzMzOzvOfCxszMzMzM8p4LGzMzq7Ny5UoGDhxISUkJPXr0YO7cuVx99dWUlJTQp08fBgwYwMqVK7c4580336SgoIAJEybkKGozMzMXNs1CUhdJ90laImm+pLmSBuQ4pumS5uYyBjPLP6NGjeLss8/mlVdeYcGCBfTo0YP+/fvz0ksvsXDhQo455hjGjh27xTmjR4/mnHPOyVHEZmZmaS5sdpIkAdOA2RFRHBEnABcBh+3g+W1bIKZOwPFAJ0mfaqSP34hnZltYtWoVs2fP5rLLLgOgXbt2dOrUibPOOou99kr/k3HSSSfx9ttv150zbdo0iouL6dWrV05iNjMz28yFzc77PLAuIm7f3BARf4+ISklFkuZI+mvydQqApHJJsyTdByxK2qYlsz2LJV2+eSxJl0l6VVJK0h2SbknaO0t6SNILyddnM2L6CvB74H7SRdbmsSZJ+oWkWcB4SUdKmpFcd46kkqTf+ZKek/SipD9K6tJi2TOzVmPJkiV07tyZYcOGcdxxxzF8+HBqa2u36HPnnXfWzc7U1tYyfvx4rr/++lyEa2ZmtgVFRK5jyGuSrgQ+FRGjGzjWAdgUEf+UdDQwJSL6SioHHgN6R8QbSd8DI+IDSe2BF4DTgX2Av5CefVkNPA0siIiRSVH0q4j4k6RuwBMR0SMZ64/Aj4H3gQcjok/SPgkoBL4cERslzQSuiIjXJJ0IjI2Iz0v6BLAyIkLScKBHRIxp4P4uBy4HKCzsfMJ1N9/RDBndc3RpD++vzXUU+cU5a5odyVtp1wOorq5mxIgRVFZW0rNnTyorK+nYsSOXXnopAPfccw/V1dXccMMNSOK2226jpKSEfv36MWnSJNq3b8+gQYN2wR21vDVr1lBQUJDrMPKKc5Y95yx7zlnT7G5569ev3/yI6Fu/3cuRmpmkW4FTgXXAmcAtksqAjcAxGV2f31zUJK7MeC7ncOBo4GDgmYj4IBl7asYYZwI90yvhANhf0n5AB+Ao4E9JYbJBUu+IeCnpNzUpagqAU4CpGWPsk/x5GPCApEOAdkBmnHUiYiIwEaBb8VHx80X+dsrGmNINOGfZcc6aZkfyVjOknJKSEsaOHcuIESMAaNu2LePGjaO8vJzJkyezePFiZs6cSYcOHQC49tpree6555g8eTIrV66kTZs29OrVi5EjR7b4PbW0VCpFeXl5rsPIK85Z9pyz7DlnTbOn5M0/Iey8xaSXfgEQEd+RVAjMA0aTnjU5lvSyv39mnFe3viOZwTkTODkiPpKUAvYFROPaJP23+D2spGHAJ4A3koJlf9LL0f6j3nXbkJ6VKWtg7ErgFxHxaBJbxTbiMLPdxMEHH8zhhx9OdXU13bt3Z+bMmfTs2ZMZM2Ywfvx4nnnmmbqiBmDOnDl12xUVFRQUFOwWRY2ZmeUnP2Oz854G9pX07Yy2zf/zHwC8GxGbgG8Cjb0o4ABgRVLUlAAnJe3PA6dL+kTysP9XMs55Eqj7CSKZFQIYDJwdEUURUQRsfpnBFiJiFeni56vJ+ZJ0bEY87yTbl2zz7s1st1JZWcmQIUPo06cPVVVV/PCHP2TkyJGsXr2a/v37U1ZWxhVXXJHrMM3MzLbiGZudlCz3ugD4paTvA/8gPSvyA+CvwENJ8TCLjFmaemYAV0haCFQDzyZjvyPpp8BzwP8BLwMfJudcCdyanLMXMFvSOKDb5vOTMd6QtCp5hqa+IcBtkv4D2Jv0ywYWkJ6hmSrpnWSsBt+sZma7n7KyMubNm7dF2+uvv77d8yoqKlooIjMzsx3jwqYZRMS7NDArkuiTsf3vSf8UkMo4/2OgsQ+BuC8iJiYzNo+QnqkhIpYBDT2l27WB+I5PNp+r1/4GcHYD/acD0xuJx8zMzMys1fFStNavQlIV8BLph/in5TgeMzMzM7NWxzM2rVxEXJXrGHZE+73bUj3u3FyHkVdSqRQ1Q8pzHUZecc6axnkzM7M9gWdszMzMzMws77mwMTMzMzOzvOfCxszMzMzM8p6fsbFmsXb9RoqueSzXYeSVMaUbGOqcZWVPz1mNn2MzMzNrlGdszMzMzMws77mwMTMzMzOzvOfCxszMzMzM8p4LGzOzPFNUVERpaSllZWX07du3rr2yspLu3bvTq1cvvv/97wNQU1PDF77wBcrKyigrK+OKK67IVdhmZmYtyi8PaAGSNgKLAAEbgZER8ZedHLMMODQiHk/2K4A1ETEho08N0Dcilm1jnBLgfiCAgcBFwNeTODcB34qI5ySlgEOAtcmpN0bEgztzD2bWfGbNmkVhYeEW+9OnT2fhwoXss88+LF26tO7YoYceSlVVVS7CNDMz22Vc2LSMtRFRBiDpC8BY4PSdHLMM6As8vpPjXABMj4jrJZ0MnAccHxEfSyoE2mX0HRIR83byema2C9x2221cc8017LPPPgAcdNBBOY7IzMxs1/JStJa3P7ACQNIhkmZLqpL0kqTPJe1rJI2XNF/SHyV9RlJK0hJJX5LUDrgBGJScO2hbF5RUJOl/Jd0habGkJyW1l/RF4HvAcEmzSM/ILIuIjwEiYllE/F8L5sLMmoEkzjrrLE444QQmTpwIwKuvvsqcOXM48cQTOf3003nhhRfq+r/33nscd9xxnH766cyZMydXYZuZmbUoRUSuY9jtZCxF25d08fD5iJgvaQywb0T8RFJboENErJYUwBcj4n8kPQJ0BM4FegKTI6JM0lDSy8xGJteooJGlaEAB8HrSv0rS74BHI+KezPMkFQB/AjoAfwQeiIhnkrFSbLkU7YyIWF7vPi8HLgcoLOx8wnU339FcKdwjdGkP76/dfj/7lz09Z6VdDwBg2bJlFBYWsmLFCq666iquvPJKbr75Zo477ji++93v8sorr3DDDTdw3333sX79epYtW8ahhx5KdXU11157Lb/97W/p2LFjju+mdVuzZg0FBQW5DiOvOGfZc86y55w1ze6Wt379+s2PiL71270UrWVkLkU7GbhLUm/gBeBOSXsD0yJi86L3dcCMZHsR8HFErJe0CChq5BqNVaSb29/IGH9+Q+NExBpJJwCfA/oBD0i6JiImJV22uRQtIiYCEwG6FR8VP1/kb6dsjCndgHOWnT09ZzVDyrdqW7BgAevXr6d79+5ceeWVlJeX069fPyZMmEDv3r3p3LkzqVSK8vJyysvLmTJlCl26dNnipQO2tc05sx3nnGXPOcuec9Y0e0revBSthUXEXKAQ6BwRs4HTgHeAuyVdnHRbH/+aOtsEbF4atonGi8/lwCfqte0HrEy2P85o39jYOBGxMSJSEXE9MBL4yo7em5nterW1taxevbpu+8knn6R3795ccMEFPP3000B6Wdq6desoLCzkH//4Bxs3bgRgyZIlvPbaaxQXF+csfjMzs5ay5/7qcxdJ3kLWFlgu6QjgnYi4Q1JH4Hjgrh0cajXpwmWz2cC9ksYly9kuBBZExEZJOxpbd2BTRLyWNJUBf9/BeMwsB95//30GDBgAwIYNG/j617/O2Wefzbp167j00kvp3bs37dq1Y/LkyUhi9uzZjBkzhgMOOIC2bdty++23c+CBB+b4LszMzJqfC5uW0V7S5mVgAi5JCo5y4GpJ64E1wMWNDdCAWcA1ybhjI+IBSbcAf0qe0VkKDM8yzgKgUlInYAPp53Iuz3IMM9uFiouLWbBgwVbt7dq145577tmq/Stf+Qqf/OQn94glCGZmtmdzYdMCIqJtI+2TgckNtBdkbFc0dCwiPgA+Xe/Yr4FfNzBeDdA7Y39CxnZFxvZ84JRGYi1vqN3MzMzMrDXyMzZmZmZmZpb3PGNjzaL93m2pHndursPIK6lUqsG3XFnjnDMzMzNrjGdszMzMzMws77mwMTMzMzOzvOfCxszMzMzM8p6fsbFmsXb9RoqueSzXYeSVMaUbGOqcZWVPyFmNn1UzMzNrEs/YmJmZmZlZ3nNhY2ZmZmZmec+FjZmZmZmZ5T0XNmZmrVRRURGlpaWUlZXRt2/fLY5NmDABSSxbtgyA9evXc8kll1BaWkqPHj0YO3ZsLkI2MzPLGb88oJlI2ggsAgRsBEZGxF92cswy4NCIeDzZHwrcBLyTdFkIPAj0jIhx2xinDXAz8HkggH8CX4uINyTVAKuTmAFGRMRfJM0ATgL+FBHn7cx9mFnTzZo1i8LCwi3a3nrrLZ566im6detW1zZ16lQ+/vhjFi1axEcffUTPnj0ZPHgwRUVFuzhiMzOz3HBh03zWRkQZgKQvAGOB03dyzDKgL/B4RtsDETGyXr9HtzPOIOBQoE9EbJJ0GFCbcbxfRCyrd85NQAfgW9mHbWYtafTo0fzsZz/jy1/+cl2bJGpra9mwYQNr166lXbt27L///jmM0szMbNfyUrSWsT+wAkDSIZJmS6qS9JKkzyXtaySNlzRf0h8lfUZSStISSV+S1A64ARiUnDuooQtJGirplmR7kqT/kvSXZJyBSbdDgHcjYhNARLwdESu2dQMRMZP0TI6Z5YgkzjrrLE444QQmTpwIwKOPPkrXrl059thjt+g7cOBAOnbsyCGHHEK3bt246qqrOPDAA3MRtpmZWU54xqb5tJdUBexLupD4fNL+deCJiPiJpLakZ0EAOgKpiPiBpEeAG4H+QE9gckQ8Kuk6oO/mGZpkKdogSacmY/wn6aVlmQ4BTgVKSM/kPAj8DvhTUlTNBO6JiBczzpmVLKX7OCJO3NEblnQ5cDlAYWFnrivdsKOnGtClffpzWWzH7Qk5S6VSdds33XQThYWFrFixgquuuoq1a9dy++23c9NNN5FKpfjnP//Jn//8Zw444AAWLVrEsmXLmDJlCqtXr2bUqFEUFBRw6KGHsmbNmi3Gte1zzrLnnGXPOcuec9Y0e0reXNg0n8ylaCcDd0nqDbwA3Clpb2BaRFQl/dcBM5LtRaSLivWSFgFF27jOFkvRkmIn07RkZuZlSV0gPUMjqTvpYuvzwExJX01mZaDhpWjbFRETgYkA3YqPip8v8rdTNsaUbsA5y86ekLOaIeUNti9YsIBVq1axfPlyRo5M/xOwbNkyvvvd7/L8888zdepULrnkEs4880wAfv/737PXXntRXl5OKpWivLzhca1hzln2nLPsOWfZc86aZk/Jm5eitYCImAsUAp0jYjZwGukH/u+WdHHSbX1EbJ5t2QR8nJy7iZ0rOD/O2FZGTB9HxP9ExNXAT4ELduIaZtbCamtrWb16dd32k08+yac//WmWLl1KTU0NNTU1HHbYYfz1r3/l4IMPplu3bjz99NNEBLW1tTz77LOUlJTk+C7MzMx2nd37V585IqkEaAssl3QE8E5E3CGpI3A8cNcODrUa2K8Z4jkeeC8i/i95Q1of0m9UM7NW6v3332fAgAEAbNiwga9//eucffbZjfb/zne+w7Bhw+jduzcRwbBhw+jTp8+uCtfMzCznXNg0n83P2EB6puSSiNgoqRy4WtJ6YA1wcWMDNGAWcE0y7s58KMVBwB2S9kn2nwdu2dYJkuaQfk6nQNLbwGUR8cROxGBmWSguLmbBggXb7FNTU1O3XVBQwNSpU1s4KjMzs9bLhU0ziYi2jbRPBiY30F6QsV3R0LGI+AD4dL1TJ9XrO2lzW0QMbWScGfzreZ76cRQ10v65htrNzMzMzFojP2NjZmZmZmZ5z4WNmZmZmZnlPS9Fs2bRfu+2VI87N9dh5JVUKtXoq32tYc6ZmZmZNcYzNmZmZmZmlvdc2JiZmZmZWd5zYWNmZmZmZnnPz9hYs1i7fiNF1zyW6zDyypjSDQx1zrKSLzmr8fNmZmZmu5xnbMzMzMzMLO+5sDEzMzMzs7znwsbMrIUUFRVRWlpKWVkZffv2BeCDDz6gf//+HH300fTv358VK1YAcO+991JWVlb31aZNG6qqqnIZvpmZWV5xYdPKSLpT0lJJL22nX7mkUzL2KyS9I6kq+RqXtKck9W1kjPMkvShpgaSXJX1rW2OZWfZmzZpFVVUV8+bNA2DcuHGcccYZvPbaa5xxxv9n797Dq6quvY9/BxcRjUoV8QQpIgUhhoQIAqJUgxisByqilkqxBYUiPdVaRS1vvUBrK2ilgtWjxVM1oqIHL6DiURHcoChyDeClYKupgJQ7SjBgEsb7x1qJOyEJ2SHJzia/z/PkydpzzdseRJ89Mudc6cekScF/XsOGDSMnJ4ecnBymT59Ou3btyMjIiOfURUREEooSm/rnceAHVaiXCZxdpuw+d88Iv8ZV1tjMmgHTgB+6e1fgDCBSnb5EpOpmz57N8OHDARg+fDizZs06oM6MGTMYOnRoXU9NREQkoSmxqWfcfSGwI7rMzH4VrqisNrNnzKwdMAa4IVxR+X5V+jazPDP7vZm9D/QieCre9nDcfe6+tibfi0hDZ2b079+f7t27M23aNAA2b95McnIyAMnJyWzZsuWAds8++6wSGxERkRjpcc+JYRxwqrvvM7MW7r7LzB4G8tz9XgAz60eQ6FwZtvmNu79epp+jgQ/c/Y6wzUvAv8xsHvAKMMPd94d1D9YXZjYaGA3QsuWJ3JFWWHPvuAE4qXnw+GKpukSJWSQSAeBPf/oTLVu2ZOfOndx0003k5+dTWFhYch844PVHH32Eu7Nt27ZS5YciLy+vxvpqKBSz2ClmsVPMYqeYVU9DiZsSm8SwGnjKzGYBB+5b+dZ9xYlOBYqA54tfuPsoM0sDLgBuArKAEVXsC3efRrCdjbbtO/jkNfpxisXYtEIUs9gkSsxyh2UeULZq1SoKCgo4+eST6dSpE8nJyWzatInWrVuTmflt/dmzZzNq1KhSZYcqEonUaH8NgWIWO8UsdopZ7BSz6mkocdNWtMQwAHgQ6A4sN7PqfrLb6+5F0QXuvsbd7yNIai47tGmKSLE9e/awe/fukus33niDLl26cPHFF5OdnQ1AdnY2gwYNKmmzf/9+Zs6cyRVXXBGXOYuIiCSy+v+rzwbOzBoB33X3t8zsHeAnQBKwGzj2EPpNAs5090hYlAH86xCnKyKhzZs3M3jwYCDYbvaTn/yEH/zgB/To0YMhQ4bwt7/9jbZt2zJz5sySNgsXLqRNmza0b98+XtMWERFJWEps6hkzm0HwxLOWZrYBuBP4qZkdBxjBFrFdZvYy8JyZDQKuq85QwC1m9lcgH9jDt9vQROQQtW/fnlWrVh1QfsIJJzBv3rxy22RmZrJ48eLanpqIiMhhSYlNPePu5T0K6a/l1FsHpEcVvV1Bf5lR10lR17uB/6ygzYSqzVZEREREpH7QGRsREREREUl4SmxERERERCThaSua1IjmTRuzdtKAeE8joUQikXIfCywVU8xERESkIlqxERERERGRhKfERkREREREEp4SGxERERERSXg6YyM1Ir+giHbj5sR7GgllbFohIxSzmFQ1Zrk67yUiItLgaMVGREREREQSnhIbERERERFJeEpsROSwVVRUxBlnnMHAgQMBuPnmm+ncuTPp6ekMHjyYXbt2lar/+eefk5SUxL333huP6YqIiMghUGJzmDKzwWbmZtY53nMRiZepU6eSkpJS8jorK4sPPviA1atXc9pppzFx4sRS9W+44QYuuuiiup6miIiI1AAlNoevocA7wBVlb5hZ47qfjkjd2rBhA3PmzGHUqFElZf3796dJk+CZKWeddRYbNmwouTdr1izat29Pampqnc9VREREDp0Sm8OQmSUB5wAjCRMbM8s0s7fM7GlgjZk1NrM/mdlSM1ttZtcUtzWzeWa2wszWmNmg+L0Tker79a9/zT333EOjRuX/b+7RRx8tWZ3Zs2cPd999N+PHj6/LKYqIiEgN0uOeD0+XAK+5+zoz22Fm3cLynkAXd//MzEYDX7p7DzNrBiwyszeA9cBgd//KzFoCi83sJXf3soOEfYwGaNnyRO5IK6yTN3e4OKl58PhiqbqqxmzixIkUFBSwe/ducnJy2L59O5FIpOT+k08+ya5duzj55JOJRCI89NBD9O/fn2XLlpGbm0vz5s1L1U90eXl5h9X7qQuKWewUs9gpZrFTzKqnocTNyvm8KgnOzOYAU9x9rpn9CvguMAcY7+59wzrPAenA12Gz44BrgLeA+4Bzgf1AJ+BUd/93ZWO2bd/BGw2ZWhtv57A1Nq2QyWv0u4VYVDVmQ+0dpk+fTpMmTdi7dy9fffUVl156KU8++STZ2dk8/PDDzJs3j6OOOgqA73//+6xfvx6AXbt20ahRI37/+99z7bXX1ur7qSuRSITMzMx4TyOhKGaxU8xip5jFTjGrnsMtbma23N3PLFuuT1WHGTM7ATgf6GJmDjQGHHgV2BNdFbjO3V8v034EcCLQ3d0LzCwXOLIOpi5SYyZOnFjyYIBIJMK9997Lk08+yWuvvcbdd9/NggULSpIagLfffrvkesKECSQlJR02SY2IiEhDoTM2h5/LgSfc/RR3b+fu3wU+A/qUqfc68AszawpgZqeZ2dEEKzdbwqSmL3BKXU5epDZde+215G4Q6AAAIABJREFU7N69m6ysLDIyMhgzZky8pyQiIiI1RCs2h5+hwKQyZc8DvwD+GVX2P0A7YIWZGbCV4GzOU8DLZrYMyAH+XtsTFqlNmZmZJcvv//jHPw5af8KECbU7IREREakVSmwOM+6eWU7Z/cD9Zcr2A78Nv8rqXSuTExERERGpJdqKJiIiIiIiCU+JjYiIiIiIJDxtRZMa0bxpY9ZOGhDvaSSUSCRC7rDMeE8joShmIiIiUhGt2IiIiIiISMJTYiMiIiIiIglPiY2IiIiIiCQ8nbGRGpFfUES7cXPiPY2EMjatkBENMGa5OoslIiIitUArNiIiIiIikvCU2IiIiIiISMJTYiMidW7v3r307NmTrl27kpqayvjx40vu/eUvf6FTp06kpqZyyy23lJRPnDiRYcOG0alTJ15//fV4TFtERETqMZ2xiYGZ3Qf8y92nhK9fB9a7+6jw9WRgo7v/uZr9ZwI3uftAMxsB/AnYACQBnwK/c/d3q9FvO+AVd+9Spvwo4BEgHTBgF/ADd88zsyJgTVT1S9w9N9axRcrTrFkz5s+fT1JSEgUFBfTp04eLLrqI/Px8Zs+ezerVq2nWrBlbtmwB4KOPPuKZZ57hscceo2PHjlxwwQWsW7eOxo0bx/mdiIiISH2hFZvYvAucDWBmjYCWQGrU/bOBRTU43rPufoa7dwQmAS+YWUoN9n89sNnd08KkZyRQEN7Ld/eMqK/cGhxXGjgzIykpCYCCggIKCgowMx566CHGjRtHs2bNAGjVqhUAs2fP5oorruCII47g1FNPpUOHDixZsiRu8xcREZH6R4lNbBYRJjYECc0HwG4z+46ZNQNSgBZmttLM1pjZo2E5ZtavgvIfmNnfzewd4NKKBnb3t4BpwOiw3ffM7DUzW25mb5tZ57D8JDN70cxWhV9nR/djZu3DefQAkoGNUWOsdfd9NRIpkYMoKioiIyODVq1akZWVRa9evVi3bh1vv/02vXr14rzzzmPp0qUAbNy4ke9+97slbdu0acPGjRsr6lpEREQaICU2MXD3L4BCM2tLkOC8B7wP9AbOBNYB/wP82N3TCLb6/cLMjgQer6D8EeCHwPeB/zjIFFYAncPracB17t4duAn477D8fmCBu3cFugEfFjc2s07A88BV7r4UeBT4jZm9Z2Z/MLOOUWM1N7Oc8OvFmAIlUgWNGzcmJyeHDRs2sGTJEj744AMKCwvZuXMnixcv5k9/+hNDhgzB3XH3A9qbWRxmLSIiIvWVztjErnjV5mzgz8DJ4fWXBKsfe919XVg3G/gl8BbwWTnlkbD8EwAze5JwRaYCFtZLCsecGfXhrln4/XzgZwDuXgR8aWbfAU4EZgOXufuH4f0cM2sP9AcuAJaaWW93/5hwK1plgTCz0cXzbdnyRO5IK6ysupRxUvPgb9k0NJFI5ICydu3a8eCDD3LUUUfRvn17FixYAMA333zD7Nmz+eabb1iwYAGDBg0iEomwevVqunXrVm5fcqC8vDzFKkaKWewUs9gpZrFTzKqnocRNiU3sis/ZpBFsRVsPjAW+IlhRySqnTWW/Wj7wV9EVOwP4mGClbdfBEo8yviSY6zlEreK4ex7wAsH5nf3Af4ZjHJS7TyNYOaJt+w4+eY1+nGIxNq2Qhhiz3GGZbN26laZNm9KiRQvy8/O5/fbb+c1vfkPXrl354osvyMzMZN26dTRq1IhBgwbRsWNHfvKTn/CjH/2IU045he3btzNmzBg9PKCKIpEImZmZ8Z5GQlHMYqeYxU4xi51iVj0NJW4N71PVoVtEkMh8Gq6I7DCzFgRnbq4Dfm5mHdz9H8BPgQXA34F2FZSfambfc/d/AkMrGtTMziNYHenr7l+Z2Wdm9iN3n2nBsk26u68C5gG/AKaYWWPg6LCLb4BLgNfNLM/dnzazc4CP3H2nmR0BnE6wiiRSqzZt2sTw4cMpKipi//79DBkyhIEDB/LNN99w9dVX06VLF4444giys7MxM1JTUxkyZAhXXXUVSUlJPPjgg0pqREREpBQlNrFbQ/A0tKfLlCW5+wYzu4pgi1gTYCnwsLvvq6R8NDDHzLYB7wDRj2T+sZn1AY4CPiPYRla8mjIMeMjMbgOaAs8AqwiedDbNzEYCRQRJziYAd99jZgOBuWa2Bzgu7MMIVoHmEJzBEalV6enprFy58oDyI444gieffLLcNrfeeivnnHNOg/iNk4iIiMROiU2MwlWaY8uUjYi6nkewZaxsu4rKX+PbBwJElz9O8MCBiubxGfCDcso3A4PKadIlvL8L6BFV/kQF/SdVNLaIiIiISH2jp6KJiIiIiEjCU2IjIiIiIiIJT1vRpEY0b9qYtZMGxHsaCSUSiZA7LDPe0xARERE5LGjFRkREREREEp4SGxERERERSXhKbEREREREJOHpjI3UiPyCItqNmxPvaSSUsWmFjEjAmOXqLJWIiIjUQ1qxERERERGRhKfERkREREREEp4SGxERERERSXhKbEQkZnv37qVnz5507dqV1NRUxo8fD8DMmTNJTU2lUaNGLFu2rKR+QUEBw4cPJy0tjZSUFCZOnBivqYuIiMhhSg8PEJGYNWvWjPnz55OUlERBQQF9+vThoosuokuXLrzwwgtcc801perPnDmTffv2sWbNGr7++mtOP/10hg4dSrt27eLzBkREROSwUycrNmbmZjY56vVNZjbhIG0uNrNxB6mTaWavVHAv18xaVmvCQfvHzezy6ravbr9mNtDMVprZKjP7yMyuCcsvMbPTa2E+7cws38xywjHfNbNONT2OHF7MjKSkJCBYjSkoKMDMSElJoVOnA398zIw9e/ZQWFhIfn4+RxxxBMcee2xdT1tEREQOY3W1FW0fcGksiYa7v+Tuk2pxThUys7isZJlZU2Aa8EN37wqcAUTC25cANZ7YhP7p7hnhmNnAb8uZm1b3pJSioiIyMjJo1aoVWVlZ9OrVq8K6l19+OUcffTTJycm0bduWm266ieOPP74OZysiIiKHu7r6sFpI8IH9BuDW6BtmdiLwMNA2LPq1uy8ysxHAme5+rZl9D3gKaAz8H3CjuyeF9ZPM7DmgC7AcuNLdPbx3s5n1Da9/4u7/MLNTgEeBE4GtwFXu/rmZPQ7sIEgmVoRtzjWzG4H/AG5x9+fMzIB7gIsAB/7g7s8epPwvwPnAZ4BVEqdjCP5NtgO4+z5grZmdDVwMnGdmtwGXhXUfBo4C/glc7e47zSwCvA/0BVoAI939bTNrDEwCMoFmwIPu/tdy5nAssDP8txkBDACOBI4O30MJMxsNjAZo2fJE7kgrrOStSVknNQ/+lk2iiUQiJddTpkwhLy+P22+/nc6dO3PqqacCsGvXLpYvX05eXh4Aa9asYdu2bcyYMYPdu3dz/fXXk5SUROvWrWMaOy8vr9T4UjWKW+wUs9gpZrFTzGKnmFVPQ4lbXf4W/kFgtZndU6Z8KnCfu79jZm2B14GUcupMdfcZZjamzL0zgFTgC2ARcA7wTnjvK3fvaWY/A6YAA4EHgCfcPdvMrgbuJ1gNATgNuMDdi8JEJxnoA3QGXgKeAy4FMoCuQEtgqZktBM6uoLw30AlIA04CPiJIrA7g7jvM7CXgX2Y2D3gFmOHu74blr7j7cwBmthq4zt0XmNnvgfHAr8OumoTv+z/D8guAkcCX7t7DzJoBi8zsDYIk7HtmlkOQLB0FRP/qvTeQ7u47ypnvNIKElbbtO/jkNVrUicXYtEISMWa5wzIPKFu+fDnbt2/nqquuAqBFixZ0796dM888EwjO2AwfPpwLLrgAgJdffpkmTZqQmXlgX5WJRCIxtxHFrToUs9gpZrFTzGKnmFVPQ4lbnT0Vzd2/Ap4AflXm1gXAA+EH65eAY83smDJ1egMzw+uny9xb4u4b3H0/kAO0i7o3I+p776i+ivuYTpC4FJvp7kVRr2e5+353/4ggKSGsP8Pdi9x9M7AA6FFJ+blR5V8A88vGJpq7jwL6AUuAmygnCTKz44AW7r4gLMoOxyn2Qvh9eVQ8+gM/C+P8PnAC0DG8V7wV7XsEydG0qL7mlpfUSMO2detWdu3aBUB+fj5vvvkmnTt3rrB+27ZtmT9/Pu7Onj17WLx4caX1RURERGJV1497nkKwcnB0mTn0Dj9YZ7j7ye6+O4Y+90VdF1F6FcoruKaC8j2V9G1lvpdV2RazisYuv7L7Gne/D8gi2HYWq+J5R8fDCFZ4iuN8qru/UU7blyidJJWNiQibNm2ib9++pKen06NHD7Kyshg4cCAvvvgibdq04b333mPAgAFceOGFAPzyl78kLy+PLl260KNHD6666irS09Pj/C5ERETkcFKn+2DCrVb/S5DcFK9EvAFcC/wJwMwy3D2nTNPFBB/wnwWuiGHIHxOcK/kx8F5Y9m7Yx3RgGN9uW6uqhcA1ZpYNHE+QBNxMEMvKyp8AWhGcfSm76gSAmSURnCuKhEUZwL/C690EW8Vw9y/NbKeZfd/d3wZ+SrBCVJnXgV+Y2Xx3LzCz04CN5dTrQ3BmR6RC6enprFy58oDywYMHM3jw4APKk5KSmDlz5gHlIiIiIjUlHhv8JxMkMsV+BTwYnhlpQpA4lD1H82vgSTMbC8wBvqziWM3M7H2CVaGhUeM9amY3Ez48IMb5v0iwnW0VwUrMLe7+bzOrrPx8YA2wjsoTEANuMbO/AvkEqyUjwnvPAI+Y2a+Ay4HhwMNmdhTwaRXex/8QbEtbET7QYCvfni0qPmNjwDfAqCrEQURERESk3qiTxCbqCWaE50+Oinq9jWBFpWybx4HHw5cbgbPc3c3sCmBZWCfCt49Dxt2vjbpuF17+rky/uZR5uldYPuIgr5PC706wEnNzmfuVlUcnchUKt+D9ZwX3FnHg457PKqdeZtT1NsIzNuEZpN9y4KOcvwSaVzDm43z7byAiIiIiUm8lyiOZuhM8YMCAXcDVcZ6PlNG8aWPWThoQ72kklEgkUu4TxkREREQkdgmR2ITnSLrGex41KdyidmqZ4t+4++vxmI+IiIiISCJLiMTmcOTuB56wFhERERGRaqnrxz2LiIiIiIjUOK3YSI3ILyii3bg58Z5GQhmbVsiIeh6zXJ2bEhERkQShFRsREREREUl4SmxERERERCThKbEREREREZGEp8RGRCq1d+9eevbsSdeuXUlNTWX8+PEA7Nixg6ysLDp27EhWVhY7d+4sabN69Wp69+5NamoqaWlp7N27N17TFxERkQZCiU0NMLO8GOqOMLPWUa8jZrbWzHLCr8trYD6XmNnph9qPCECzZs2YP38+q1atIicnh9dee43FixczadIk+vXrxyeffEK/fv2YNGkSAIWFhVx55ZU8/PDDfPjhh0QiEZo2bRrndyEiIiKHOyU2dW8E0LpM2TB3zwi/nou+YWaNqzHGJYASG6kRZkZSUhIABQUFFBQUYGbMnj2b4cOHAzB8+HBmzZoFwBtvvEF6ejpduwZ/U/eEE06gcePq/BiLiIiIVJ0Sm1piZhlmttjMVpvZi2b2nXA15kzgqXB1pnkFbXPN7A4zewf4kZkNNbM1ZvaBmd0dVS/PzP5oZqvCsU4ys7OBi4E/hWN8z8x+bmZLw3rPm9lRYfvvhe2Wmtnvo1eezOzmsHy1mf2uVoMl9V5RUREZGRm0atWKrKwsevXqxebNm0lOTgYgOTmZLVu2ALBu3TrMjAsvvJBu3bpxzz33xHPqIiIi0kDo79jUnieA69x9gZn9Hhjv7r82s2uBm9x9GQS/DSdIdPLDdv3C73vdvU+4bW0x0B3YCbxhZpe4+yzgaGCxu99qZvcAP3f3P5jZS8Arxas/ZrbL3R8Jr/8AjAT+AkwFprr7DDMbUzxxM+sPdAR6Aga8ZGbnuvvC6DdoZqOB0QAtW57IHWmFNRe9BuCk5sHfsqnPIpFIyfWUKVPIy8vj9ttvp3PnzhQWFpa6X/x67dq1vPnmmzz88MM0a9aMsWPH0rhxY7p3737I88nLyys1plSN4hY7xSx2ilnsFLPYKWbV01DipsSmFpjZcUALd18QFmUDMytpMqw40QnbAzwbvuwBRNx9a3jvKeBcYBbwDfBKWG85kFVB/13ChKYFkAS8Hpb3Jti2BvA0cG943T/8Whm+TiJIdEolNu4+DZgG0LZ9B5+8Rj9OsRibVkh9j1nusMwDypYvX8727ds5+eST6dSpE8nJyWzatInWrVuTmZnJv//9b/Lz8xk0aBAAS5cuZf/+/WRmHthXrCKRSI3009AobrFTzGKnmMVOMYudYlY9DSVu2opWf+0Jv1sldQrc3cPrIipOVB8HrnX3NOB3wJEHGduAiVHnfjq4+9+qOG85zGzdupVdu3YBkJ+fz5tvvknnzp25+OKLyc7OBiA7O7skkbnwwgtZvXo1X3/9NYWFhSxYsIDTT9eRLxEREaldSmxqgbt/Cew0s++HRT8FildvdgPHxNDd+8B5ZtYyfJDA0Ki+KlJ2jGOATWbWFBgWVb4YuCy8viKq/HXgajNLAjCzk82sVQxzlsPIpk2b6Nu3L+np6fTo0YOsrCwGDhzIuHHjmDt3Lh07dmTu3LmMGzcOgO985zvceOON9OjRg4yMDLp168aAAQPi/C5ERETkcFe/98EkjqPMbEPU6z8Dw4GHw4P6nwJXhfceD8vzCbaCVcrdN5nZ/wPeIlhJedXdZx+k2TPAI2b2K+By4HaCBOlfwBq+TXp+DTxpZmOBOcCX4ZhvmFkK8F64LS4PuBLYcrD5yuEnPT2dlStXHlB+wgknMG/evHLbXHnllVx55ZW1PTURERGREkpsaoC7V7TydVY5dZ8Hno8qyiynTrsyr58mOANTtl5S1PVzwHPh9SJKP+75ofCrrI3AWe7uZnYFUHLOx92nEjxcQERERESk3lNi07B1Bx6wYFlmF3B1nOcjIiIiIlItSmwaMHd/G+ga73mIiIiIiBwqJTZSI5o3bczaSTogHotIJFLu45RFREREJHZ6KpqIiIiIiCQ8JTYiIiIiIpLwtBVNakR+QRHtxs2J9zQSyti0QkbU45jlamuhiIiIJBCt2IiIiIiISMJTYiMiIiIiIglPiY2IiIiIiCQ8JTYiUqG9e/fSs2dPunbtSmpqKuPHjwdgx44dZGVl0bFjR7Kysti5c2epdp9//jlJSUnce++98Zi2iIiINEBKbGJgZm3MbLaZfWJm/zSzqWZ2RA2PMcHMNppZjpl9YGYX10Cfj5vZ5eWUNzKz+8Nx1pjZUjM7NbyXG5blhF9nH+o8JPE0a9aM+fPns2rVKnJycnjttddYvHgxkyZNol+/fnzyySf069ePSZMmlWp3ww03cNFFF8Vp1iIiItIQKbGpIjMz4AVglrt3BE4DkoA/1sJw97l7BvAj4FEzq9K/k5k1jnGcHwOtgXR3TwMGA7ui7vd194zw690Y+5bDgJmRlJQEQEFBAQUFBZgZs2fPZvjw4QAMHz6cWbNmlbSZNWsW7du3JzU1NS5zFhERkYZJiU3VnQ/sdffHANy9CLgBuNrM/itcyXnNzNaa2fjiRmZ2pZktCVc9/lqcfJhZnpn90cxWmdliMzup7IDu/jFQCLQ0s6HhCsoHZnZ3VP95ZvZ7M3sf6G1mPzOz1WG/06O6O9fM3jWzT6NWb5KBTe6+Pxxvg7uX3lMkDV5RUREZGRm0atWKrKwsevXqxebNm0lOTgYgOTmZLVu2ALBnzx7uvvvuki1rIiIiInVFf8em6lKB5dEF7v6VmX1OEMeeQBfga2Cpmc0B9hCsipzj7gVm9t/AMOAJ4Ghgsbvfamb3AD8H/hDdv5n1AvYDTYG7ge7ATuANM7vE3WeF/Xzg7neYWSpwazjeNjM7Pqq7ZKAP0Bl4CXgO+F/gHTP7PjAPeNLdV0a1ecvMioB97t6rbEDMbDQwGqBlyxO5I62wysEUOKl58Lds6qtIJFJyPWXKFPLy8rj99tvp3LkzhYWFpe4Xv37ooYfo378/y5YtIzc3l+bNm5eqd6jy8vJqtL+GQnGLnWIWO8UsdopZ7BSz6mkocVNiU3UGeCXlc919O4CZvUCQRBQSJCNLg51sNAe2hO2+AV4Jr5cDWVF93mBmVwK7CRKjM4GIu28N+38KOBeYBRQBz4ftzgeec/dtAO6+I6rPWeHKzEfFq0PuvsHMOoXtzgfmmdmP3H1e2KZvcV/lcfdpwDSAtu07+OQ1+nGKxdi0QupzzHKHZR5Qtnz5crZv387JJ59Mp06dSE5OZtOmTbRu3ZrMzExuv/123n//fbKzs9m1axeNGjUiNTWVa6+9tkbmFIlEyMw8cF5SOcUtdopZ7BSz2ClmsVPMqqehxK3+fqqqfz4ELosuMLNjge8SJBdlkx4nSHqy3f3/ldNfgbsXtymi9L/Ffe5e8jgpM7ukknntDbfFQcXJF8C+6KmXTNJ9H/B/wP+Z2WbgEoLVGxG2bt1K06ZNadGiBfn5+bz55pv85je/4eKLLyY7O5tx48aRnZ3NoEGDAHj77bdL2k6YMIGkpKQaS2pEREREKqMzNlU3DzjKzH4GJQf1JwOPE2w/yzKz482sOUFysChsc7mZtQrbHG9mp1Rj7PeB88ysZTjuUGBBBXMcYmYnFI9XWadm1s3MWofXjYB04F/VmJ8cpjZt2kTfvn1JT0+nR48eZGVlMXDgQMaNG8fcuXPp2LEjc+fOZdy4cfGeqoiIiDRwWrGpInd3MxsM/LeZ3U6QFL4K/JYg0XgHmA50AJ5292UAZnYbwZmYRkAB8EtiTB7cfZOZ/T/gLYLVllfdfXY59T40sz8CC8KzMSuBEZV03Qp4xMyaha+XAA/EMjc5vKWnp7Ny5coDyk844QTmzat8YW/ChAm1NCsRERGRAymxiYG7rwd+WLY8PD+zxd0P2HPj7s8Cz5ZTnhR1/RzBYX7cfUIFYz8NPF1ZP+HrbCC7TNmI8tq4+2vAaxWM1668chERERGR+khb0UREREREJOFpxaYGuPvjBGdtREREREQkDpTYSI1o3rQxaycNiPc0EkokEin3kcoiIiIiEjttRRMRERERkYSnxEZERERERBKeEhsREREREUl4OmMjNSK/oIh24+bEexoJZWxaISPiFLNcnYcSERGRw4xWbEREREREJOEpsRERERERkYSnxEakgVq/fj19+/YlJSWF1NRUpk6dCkBOTg5nnXUWGRkZnHnmmSxZsqSkzcSJE+nQoQOdOnXi9ddfj9fURURERA6gMzZxZmbfBZ4A/gPYD0xz96kxtI8AN7n7MjPLBXYDReHt/wK+AF5x9y7ltG0ETAHOBxzYCwxx98/K68vd3435DUq91aRJEyZPnky3bt3YvXs33bt3Jysri1tuuYXx48dz0UUX8eqrr3LLLbcQiUT46KOPeOaZZ/jwww/54osvuOCCC1i3bh2NGzeO91sRERERUWJTDxQCY919hZkdAyw3s7nu/lE1++vr7tuKX5hZu/IqmVkT4EdAayDd3febWRtgT0V9yeElOTmZ5ORkAI455hhSUlLYuHEjZsZXX30FwJdffknr1q0BmD17NldccQXNmjXj1FNPpUOHDixZsoTevXvH7T2IiIiIFFNiE2fuvgnYFF7vNrOPgZPN7L+B94G+QAtgpLu/bWbNgceA04GPgeZVHcvMRgADgCOBo4FXgE3uvj8cf0NNvS9JLLm5uaxcuZJevXoxZcoULrzwQm666Sb279/Pu+8GC3UbN27krLPOKmnTpk0bNm7cGK8pi4iIiJSixKYeCVdXziBIaACauHtPM/tPYDxwAfAL4Gt3TzezdGBFmW7eMrMiYJ+79ypnmN4EKzQ7whWad8zs+8A84El3X1nVvsxsNDAaoGXLE7kjrbB6b7yBOql58MjneIhEIiXX+fn5XH/99YwaNYoVK1Zw//33M3LkSM477zzeeustLr30UiZPnsyGDRv4+OOPS9pu2rSJDz/8kJYtW9bZvPPy8krNXapGcYudYhY7xSx2ilnsFLPqaShxU2JTT5hZEvA88Gt3/8rMAF4Iby8H2oXX5wL3A7j7ajNbXaarg20fm+vuO8L2G8ysE8EZm/OBeWb2I3efV5W+3H0aMA2gbfsOPnmNfpxiMTatkHjFLHdYJgAFBQUMHDiQMWPGcOONNwIwaNAgnn/+ecyM8847j/vuu4/MzEzee+89ADIzg7YTJ06kf//+dboVLRKJlIwvVae4xU4xi51iFjvFLHaKWfU0lLjpqWj1gJk1JUhqnnL3F6Ju7Qu/F1E6CfVDGC76DA3uvs/d/8/dbwbuAi45hL4lgbg7I0eOJCUlpSSpAWjdujULFiwAYP78+XTs2BGAiy++mGeeeYZ9+/bx2Wef8cknn9CzZ8+4zF1ERESkLP2KPc4sWJr5G/Cxu/+5Ck0WAsMItol1AdIPYexuwL/d/YvwCWnpQNkVIDlMLVq0iOnTp5OWlkZGRgYAd911F4888gjXX389hYWFHHnkkUybNg2A1NRUhgwZwumnn06TJk148MEH9UQ0ERERqTeU2MTfOcBPgTVmlhOW/baS+g8Bj4Vb0HKAJZXUPZhWwCNm1ix8vQR44BD6kwTSp08f3Mtf/Fu+fHm55bfeeiu33nprbU5LREREpFqU2MSZu78DWDm3Xo2qs43wjI275wNXVNBXu3LKcoEu4fXjwONR914DXqtqXyIiIiIi9ZXO2IiIiIiISMJTYiMiIiIiIglPW9GkRjRv2pi1kwbEexoJJRKJlDx2WUREREQOjVZsREREREQk4SmxERERERGRhKfERkREREREEp7O2EiNyC8oot24OfGeRkIZm1bIiApilqvzSiIiIiIx0YqNiIiIiIgkPCU2IiIiIiKS8JTYiNRT69evp2/fvqSkpJCamsrUqVMBmDlzJqmpqTRq1Ihly5aV1H/qqafIyMgo+WrUqBE5OTnxmr6IiIhIndIZG5F6qkmTJkyePJlu3bqxe/duunfvTlZWFl26dOEbCuDEAAAgAElEQVSFF17gmmuuKVV/2LBhDBs2DIA1a9YwaNAgMjIy4jF1ERERkTqnFZt6wswGm5mbWedaHievNvuXmpOcnEy3bt0AOOaYY0hJSWHjxo2kpKTQqVOnStvOmDGDoUOH1sU0RUREROoFJTb1x1DgHeCKsjfMrHHdT0fqk9zcXFauXEmvXr2qVP/ZZ59VYiMiIiINirai1QNmlgScA/QFXgImmFkmMB7YBGSYWRowCcgEmgEPuvtfw7azge8ATYHb3H12FcY04B7gIsCBP7j7s2bWCHgAOA/4jCD5fdTdnyunj9HAaICWLU/kjrTCasegITqpefDI5/JEIpGS6/z8fK6//npGjRrFihUrSsp37drF8uXLycsrvQj30Ucf4e5s27atVD+Hg7y8vMPuPdUFxS12ilnsFLPYKWaxU8yqp6HETYlN/XAJ8Jq7rzOzHWbWLSzvCXRx98/CJOJLd+9hZs2ARWb2BrAeGOzuX5lZS2Cxmb3k7n6QMS8FMoCuQEtgqZktJEiw2gFpQCvgY+DR8jpw92nANIC27Tv45DX6cYrF2LRCKopZ7rBMAAoKChg4cCBjxozhxhtvLFWnRYsWdO/enTPPPLNU+ezZsxk1ahSZmZm1Me24ikQih+X7qm2KW+wUs9gpZrFTzGKnmFVPQ4mbPonWD0OBKeH1M+HrOcASd/8sLO8PpJvZ5eHr44COwAbgLjM7F9gPnAycBPz7IGP2AWa4exGw2cwWAD3C8pnuvh/4t5m9VRNvUGLn7owcOZKUlJQDkpqK7N+/n5kzZ7Jw4cJanp2IiIhI/aLEJs7M7ATgfKCLmTnQmGBr2KvAnuiqwHXu/nqZ9iOAE4Hu7l5gZrnAkVUZOsZyqWOLFi1i+vTppKWllTzd7K677mLfvn1cd911bN26lQEDBpCRkcHrrwc/FgsXLqRNmza0b98+nlMXERERqXNKbOLvcuAJdy95dm+4etKnTL3XgV+Y2fwwgTkN2EiwcrMlLOsLnFLFcRcC15hZNnA8cC5wM8H5neFh+YkEZ3qerva7k2rr06cPFe0oHDx4cLnlmZmZLF68uDanJSIiIlIvKbGJv6EEDwWI9jzwC+CfUWX/Q3D2ZUV48H8rwdmcp4CXzWwZkAP8vYrjvgj0BlYRrBDd4u7/NrPngX7AB8A64H3gy9jfloiIiIhI3VFiE2funllO2f3A/WXK9gO/Db/K6h3DeEnhdydYobm57DhmdpO754Xb5JYAa6rav4iIiIhIPCixkfK8YmYtgCOAO939YA8iEBERERGJKyU2h6FwpWVeObf6ufv2g7UvbxXpYJo3bczaSQNibdagRSKRksc6i4iIiMihUWJzGAqTl4x4z0NEREREpK40ivcEREREREREDpUSGxERERERSXjaiiY1Ir+giHbj5sR7GgllbFohI8qJWa7OKomIiIjETCs2IiIiIiKS8JTYiIiIiIhIwlNiIyIiIiIiCU+JjUg9tH79evr27UtKSgqpqalMnToVgJkzZ5KamkqjRo1YtmxZSf3c3FyaN29ORkYGGRkZjBkzJl5TFxEREYkLPTygDDNrAzwInE6Q+L0C3Ozu39TimHnunmRm7YBX3L1LWN4TuBc4CXDgHeBX7v71IY43Achz93sruf9zYGtY9Ft3f/VQxpTYNGnShMmTJ9OtWzd2795N9+7dycrKokuXLrzwwgtcc801B7T53ve+R05OThxmKyIiIhJ/WrGJYmYGvADMcveOwGlAEvDHQ+w35gTSzE4CZgK/cfdOQArwGnDMocwlBve5e0b4paSmjiUnJ9OtWzcAjjnmGFJSUti4cSMpKSl06tQpzrMTERERqX+U2JR2PrDX3R8DcPci4AbgajNbamapxRXNLGJm3c3saDN7NLy/0swGhfdHmNlMM3sZeMPMksxsnpmtMLM1xfUq8Usg293fC+fi7v6cu282s+PNbJaZrTazxWaWHo45IZxLxMw+NbNfRc33VjNba2ZvAvpknEByc3NZuXIlvXr1qrTeZ599xhlnnMF5553H22+/XUezExEREakftBWttFRgeXSBu39lZp8TbEkbAow3s2SgtbsvN7O7gPnufrWZtQCWhMkDQG8g3d13hKs2g8P+WgKLzewld/cK5tIFyK7g3u+Ale5+iZmdDzwBZIT3OgN9CVZ21prZQ0A6cAVwBsG/+Yqy77Mc15rZz4BlwFh331m2gpmNBkYDtGx5InekFR6kS4l2UvPgb9mUFYlESq7z8/O5/vrrGTVqFCtWrCgp37VrF8uXLycvLw+Ab775hqeffprjjjuOtWvXctlll/HYY49x9NFH1/r7qEt5eXml4iNVo7jFTjGLnWIWO8UsdopZ9TSUuCmxKc0IzrKUVx4BHgLGEyQ4M8N7/YGLzeym8PWRQNvweq6774jq4y4zOxfYD5xMcHbm39WYZx/gMgB3n29mJ5jZceG9Oe6+D9hnZlvCMb4PvFh8NsfMXjpI/w8BdxLE4k5gMnB12UruPg2YBtC2fQefvEY/TrEYm1ZIeTHLHZYJQEFBAQMHDmTMmDHceOONpeq0aNGC7t27c+aZZx7QPjMzkxkzZnDSSSeVez+RRSIRMjMz4z2NhKO4xU4xi51iFjvFLHaKWfU0lLhpK1ppHwKlPgma2bHAd4GlwPZw29ePgWeKqwCXRZ1HaevuH4f39kR1NQw4Eeju7hnAZoIkqLK5dK/gnpVTVpyQ7YsqK+Lb5LWilaEDO3Lf7O5F7r4feAToWdW2UjPcnZEjR5KSknJAUlOerVu3UlRUBMCnn37KJ598Qvv27Wt7miIiIiL1hhKb0uYBR4VbsDCzxgSrFY+Hqx3PALcAx7n7mrDN68B14YMHMLMzKuj7OGCLuxeYWV/glIPM5QFguJmVHKwwsyvN7D+AhQSJEmaWCWxz968q6WshMNjMmpvZMcAPKxs43GpXbDDwwUHmKjVs0aJFTJ8+nfnz55c8wvnVV1/lxRdfpE2bNrz33nsMGDCACy+8EICFCxeSnp5O165dufzyy3n44Yc5/vjj4/wuREREROqO9g5FcXc3s8HAf5vZ7QSJ36vAb8MqzwFTCbZnFbsTmAKsDpObXGBgOd0/BbxsZsuAHODvB5nLZjO7ArjXzFoRbF9bSPDUtgnAY2a2GvgaGH6QvlaY2bPhuP8CDnay/B4zyyBY5ckFDny2sNSqPn36UNHxq8GDBx9Qdtlll3HZZZfV9rRERERE6i0lNmW4+3oqWNFw982UiZm751POB393fxx4POr1NoKHCZTXb1L4PZfgoQHF5e8RnI8p62vggKequfuEMq+j+/ojVXxstbv/tCr1RERERETqC21FExERERGRhKcVmwbMzB4EzilTPLX47/jEonnTxqydNKBmJtZARCKRkiegiYiIiMihUWLTgLn7L+M9BxERERGRmqCtaCIiIiIikvCU2IiIiIiISMLTVjSpEfkFRbQbNyfe00goY9MKyYz3JEREREQOE1qxERERERGRhKfERkREREREEp4SGxERERERSXhKbETibP369fTt25eUlBRSU1OZOnUqADt27CArK4uOHTuSlZXFzp07AZg7dy7du3cnLS2N7t27M3/+/HhOX0RERKReUGIjEmdNmjRh8uTJfPzxxyxevJgHH3yQjz76iEmTJtGvXz8++eQT+vXrx6RJkwBo2bIlL7/8MmvWrCE7O5uf/vSncX4HIiIiIvFXJ4mNmd1qZh+a2WozyzGzXpXUfdzMLq9CnzeZ2d/N7AMzW2VmP6uhueaaWcvw+t3wezsz+0lUnTPN7P6aGK/M2IPNzM2sc1RZppm9UtNjxTivkphIzUtOTqZbt24AHHPMMaSkpLBx40Zmz57N8OHDARg+fDizZs0C4IwzzqB169YApKamsnfvXvbt2xefyYuIiIjUE7We2JhZb2Ag0M3d04ELgPWH2OcYIAvo6e5dgHMBO9S5luXuZ4eX7YCfRJUvc/df1fR4wFDgHeCKWui7FDPTo77rodzcXFauXEmvXr3YvHkzycnJQJD8bNmy5YD6zz//PGeccQbNmjWr66mKiIiI1Ct18eE2Gdjm7vsA3H0bgJndAfwQaA68C1zj7h7d0My6A38GkoBtwAh33wT8Fujr7l+FfX4JZIdt+gH3Ery3pcAv3H2fmeWGdX4INAV+5O5/N7MTgBnAicASohIkM8tz9yRgEpBiZjlhHyuBm9x9oJkdDzwKtAe+Bka7+2ozmwC0DcvbAlPcvcJVHjNLAs4B+gIvAROibh9rZi8CnYCFwH+5+34zywOmEiSO+cAgd99sZqeEczoR2Apc5e6fm9njwA7gDGBF+N7zgc7AKcBVwHCgN/C+u4+oaL7hnEcDowFatjyRO9IKK6suZZzUHCKRSMnr/Px8rr/+ekaNGsWKFSsoLCwsdb/s688++4zbbruNe+65p1T54SwvL6/BvNeapLjFTjGLnWIWO8UsdopZ9TSUuNVFYvMGcIeZrQPeBJ519wXAA+7+ewAzm07w4fzl4kZm1hT4C8GH9a1m9mPgj2Z2PXCMu/+z7EBmdiTwONDP3deZ2RPAL4ApYZVt7t7NzP4LuAkYBYwH3nH335vZAMIP6mWMI0xkwnEyo+79Dljp7peY2fnAE0BGeK8zQaJyDLDWzB5y94IK4nQJ8Fo47x1m1s3dV4T3egKnA/8CXgMuBZ4DjgYWu/utZnYP8HPgD8ADwBPunm1mVwP3h/0DnAZc4O5FYaLzHeB84GKC+J8TxmWpmWW4e04F88XdpwHTANq27+CT12gRKBZj0woZkpkJQEFBAQMHDmTMmDHceOONAJx88sl06tSJ5ORkNm3aROvWrckM62/YsIHRo0fzv//7v5xzzjlxegd1LxKJlMRAqk5xi51iFjvFLHaKWewUs+ppKHGr9a1o7p4HdCdIGLYCz5rZCKCvmb1vZmsIPlinlmnaCegCzA1XSm4D2hCsqDjl6wR85u7rwtfZBNvUir0Qfl9OsL2M8P6T4VznADtjfIt9gOlh+/nACWZ2XHhvjrvvC1eptgAnVdLPUOCZ8PqZ8HWxJe7+qbsXEawu9QnLvwGKz99Ev6fewNPh9fSo+gAzw36KvRyulK0BNrv7GnffD3wY1Z/UIndn5MiRpKSklCQ1ABdffDHZ2dkAZGdnM2jQIAB27drFgAEDmDhxYoNKakREREQqUye/Yg8/SEeASJjIXAOkA2e6+/pw29aRZZoZ8KG79y7bn5ntMbP27v5pOW0qU3zCuojS772iRKkqyhuzuL/oE91lx/y2g2BL2PlAFzNzoDHgZnZLBfMrfl0QtX2vwv7LtN9T5l7xHPeXme/+SvqTGrRo0SKmT59OWloaGRnBYt9dd93FuHHjGDJkCH/7299o27YtM2fOBOCBBx7gH//4B3feeSd33nknAG+88QatWrWK23sQERERibda/+BqZp2A/e7+SViUAawlSGy2hWdLLifYWhVtLXCimfV29/fCrWmnufuHwETgQTP7sbt/ZWbHEhy4fwJoZ2Yd3P0fwE+BBQeZ4kJgGPAHM7uIYGtWWbsJtpNV1v7OcIvatnBOBxm2lMsJto5dU1xgZgv4dqWlp5mdSrAV7ceE278q8S5BPKaHc3snlslI3erTpw9ljpeVmDdv3gFlt912G7fddlttT0tEREQkodTFb+STgL+YWQugEPgHwba0XQTbn3IJDvmX4u7fhI99vj/c2tWE4KzMh8BDYb9LzawAKAAmu/teM7sKmBk+9Wsp8PBB5vc7YIaZrSBIgj4vp85qoNDMVhGc4VkZdW8C8JiZrSZ4eMDwg4xXnqEEDyiI9jzBk9ieBd4L76cRJFIvHqS/XwGPmtnNhA8PqMacREREREQSRq0nNu6+HDi7nFu3hV9l64+Ius6h9BmZ4nIH7gm/yt6bR/DUr7Ll7aKulwGZ4fV2oH9U1Rui6iWF3wuAfmW6jIT3dgCDyhlvQpnXXcrWibqXWU5Z9BPUIhW0S4q6fo5w1cvdcwm2tpWtP6Ki12GbLhXca1fR3EVERERE6oM6+QOdIiIiIiIitUmHw+tQ+JCAAw9NBI+n3l7X86lJzZs2Zu2kAfGeRkJpCM+TFxEREakrSmzqUJi8ZBy0ooiIiMj/Z+/O46uqzv2Pf74iAoJaEWhLKUWLohAUAav8tBCHlrZap9YhlSrG1nrValVErNT5KrVS50rxKtCq0artxeEWJzg4oILaGMAK6jW3TmipFk0EJPD8/tg74SQk5JwQCCHf9+t1Xtl77bXXXvshf+RhDcfM8uKpaGZmZmZm1up5xMaaxfJVq+kz7pGW7karUe5pe2ZmZmbNyiM2ZmZmZmbW6jmxMTMzMzOzVs+JjZmZmZmZtXpObMxayK9//Wt69OhBQcHa72595ZVXGDZsGAMHDuT73/8+n3zySc21srIyhg0bxoABAxg4cCArVqxoiW6bmZmZbZac2GwgSSHpj1nnW0v6p6SHm9BWRtLIOmW/kPS7JrS1taSlkq7O917bNL7zne8wY8aMWmU/+clPmDBhAvPnz+eoo47iN7/5DQBVVVWMGjWKSZMmsXDhQjKZDO3bt2+JbpuZmZltlpzYbLhKoEBSp/T8W8C7TWyrBDi+TtnxaXlOJLVLD78NLAKOlaRG6loL2GuvvejatWutskWLFjF8+HAAvvWtb/HAAw8A8Nhjj7Hnnnuy1157AbDTTjvRrp3/+czMzMyqObFpHn8FqvfvLSIrEZH0DUlzJP0t/dkvLR8gaa6kUkllknYF7gcOk9QhrdMH6Ak8I6kwHdG5X9Jrku6qTlgklUu6WNIzwDFZ/bgB+AewX1Z/atWV9G1Jz0l6WdJ9krqk9S6WNE/SAkmTG0qOrHkVFBTw4IMPAnDffffx9ttvA7B48WIkMXLkSAYPHsw111zTkt00MzMz2+z4e2yaxz3Axen0sz2BO4BvptdeA4ZHRJWkQ4CrgB8ApwE3RMRdkrYB2kXEcklzge8A00lGa+6NiEjzir2BAcB7wLPA/sAz6XNWRMQBAOno0cHAz4AvkCQ5z2X1d0VEHCCpG/Bn4JCIqJR0AXAucDlwc0Rcnrb3R+Aw4KHsl5Z0KnAqQLdu3bl4YNUGBbEtyWQyVFRU8Pzzz1NZWUkmkwHgtNNO48orr+T8889n//33Z6uttiKTybBo0SKeeOIJJk2aRIcOHTjvvPNo164dQ4YMadkX2cQqKipqYmW5c9zy55jlzzHLn2OWP8esadpK3JzYNIOIKEtHV4qA/6lzeQdgWjoiE0D1wojngIsk9QL+HBGvp+XV09GqE5virLbmRsQ7AJJKgT6sTWzuzap3GDArIj6T9ADwK0nnRMTqOnX3A/oDz6aJ0zasTYAOlDQW2BboCiykTmITEZOByQC9d+kbE+f71ylX5ScUkslkKCgooHPnzhQWFtZcO/HEE4FklGbhwoUUFhayZMkSli9fzhFHHAHAvHnzWLNmTa372oJMJtPm3rk5OG75c8zy55jlzzHLn2PWNG0lbp6K1nweBK5l3fUwV5AkGQXA94GOABFxN3A4sBx4VNJBaf3/Bg6WNBjoFBEvZ7W1Mut4NbUT08qs4yLgEEnlwEvATsCB9dQV8HhEDEo//SPiFEkdgd8BP4yIgcBt1f22jevDDz8EYM2aNVx55ZWcdtppAIwcOZKysjI+++wzqqqqmD17Nv3792/JrpqZmZltVpzYNJ87gMsjYn6d8h1Yu5nA6OpCSbsA/xsRN5IkRXsCREQFkEnby3nTgKx2twcOAHpHRJ+I6AOcQZLs1PU8sL+kvum920rajbVJzNJ0zc0P8+2HNe6KK65g2LBhLFq0iF69enH77bdTUlLCbrvtxu67707Pnj05+eSTAdhxxx0599xz2WeffRg0aBCDBw/m0EMPbeQJZmZmZm2H5w41k3SK2A31XLqGZCraucDMrPLjgFGSVgFLSNa1VCshWftSd4e0XBwNzIyI7NGd6cA11ZsSZPX5n5JGAyVZ18ZHxGJJtwHzgXJgXhP6YY341a9+Ve+w8Nlnn11v/VGjRjFq1KiN3CszMzOz1smJzQaKiC71lGVIRl2IiOeA3bIu/yotvxqo9ztmIuIvJNPE6m0zPT8z67hP1vFUYGqdez8CuqenfepcmwnsU08fxgPj6+ufmZmZmdnmxlPRzMzMzMys1XNiY2ZmZmZmrZ6nolmz6NS+HYsmeDG7mZmZmbUMj9iYmZmZmVmr58TGzMzMzMxaPSc2ZmZmZmbW6nmNjTWL5atW02fcIy3djc1WudcfmZmZmW1UHrExMzMzM7NWz4mNmZmZmZm1ek5szDaR4uJievToQUFBQU1ZaWkp++23H4MGDWLo0KHMnTu35lpZWRnDhg1jwIABDBw4kBUrVrREt83MzMxaBSc2ZpvI6NGjmTFjRq2ysWPHcskll1BaWsrll1/O2LFjAaiqqmLUqFFMmjSJhQsXkslkaN++fUt028zMzKxVaBWJjaTVkkqzPuMaqf/LJj7nvyT1z/OeMyW9ISkkdWukbh9JP2qkTqGkZel7lkl6QlKPBuqOlnRzPeWXSno3K14T8nkn2ziGDx9O165da5VJ4pNPPgFg2bJl9OzZE4DHHnuMPffck7322guAnXbaiXbt2m3aDpuZmZm1Iq1lV7TlETEoj/q/BK7K5wGS2kXET/K9B3gWeBjI5HBLH+BHwN2N1Hs6Ig5Ln3E1cAZwSZ1nN/Zvd11EXJtDn6wFXX/99YwcOZIxY8awZs0a5syZA8DixYuRxMiRI/nnP//J8ccfXzOaY2ZmZmbrai2JzTok7QDMBQ6PiEWSSoCZwNeBTpJKgYURcYKkUcBZwDbAC8DpEbFaUgXwW2AkcJ6kK4ExEfGipCKSBEnAIxFxQfrcWvdExDNped3+jQBuSE8DGA5MAPZI+zYtIq5r5B0FbAe8kZ5fCvQkSZCWAo9l1T0UGA98v4G2fgqcmsbgDeDHEfGZpC8Ck4Bd0qr/ERFzGopZnTZPTdukW7fuXDywan2v06ZlMhkAlixZQmVlJZlMhoqKCm688UZOOeUURowYwaxZszj66KOZOHEiixYt4oknnmDSpEl06NCB8847j3bt2jFkyJCWfZEWVlFRURNLy53jlj/HLH+OWf4cs/w5Zk3TVuLWWhKb6kSl2tURca+kM4Gpkm4AdoyI2yCZHlY9wiNpD+A4YP+IWCXpd8AJwB+AzsCCiLg4rUv6syfwa2AI8DHwmKQjI+K/696zHmOAMyLiWUldgBXAOJLE6bBG7v1m+r47AZUkCVa1IcABEbFc0ui0v0cB5wLfi4iP0/c4J01OAC4A/pwVnyuBU4CbgBuB2RFxVDoC1aWRmNWIiMnAZIDeu/SNifNby6/Tpld+QmHys7yczp07U1hYSCaT4cknn+SBBx5AEiNGjOC6666jsLCQJUuWsHz5co444ggA5s2bx5o1aygsLGy5l9gMZDKZNh+DpnDc8ueY5c8xy59jlj/HrGnaStxaxRob0qloWZ97ASLicWA+cAvQ0DSyg0mSgXlpsnAwa0cnVgMP1HPPPkAmIv4ZEVXAXSQjLuu7p65ngd9KOgv4QtpOrp5O3/OrwBTgmqxrD0bE8qzzA0kSl0Mj4uOs8uuy4vUoUCDpaUnzSZKUAWm9g4BbASJidUQsY/0xs2bUs2dPZs+eDcDMmTPZddddARg5ciRlZWV89tlnVFVVMXv2bPr3z2v5l5mZmVmb0qr/i13SVsAewHKgK/BOfdVIpn1dWM+1FXWnV2Xd05CG7qklIiZIegT4HvC8pEMau6cBD1I7kaqsc/1/SZKO3YAX19POVODIiHglHekpXE/d9cXMmqioqIhMJsPSpUvp1asXRUVF3HbbbZx99tlUVVXRsWNHJk+eDMCOO+7Iueeeyz777IMkvve973HooYe28BuYmZmZbb5adWIDnAP8nWSq1h2ShkXEKmCVpPbp8ZPAdEnXRcSHkroC20XE/62n3ReAG9Jdzj4GikimbeVM0tcjYj4wX9IwYHfgbZI1M/k4AHhzPdf/j2Ta218kHRMRCxuotx3wvqT2JCM276blTwL/AVyfTkXrTNNiZo0oKSmpdZ7JZDjggAN46aWX6q0/atQoRo0aVe81MzMzM6uttUxF61Rnu+cJknYjmX52XkQ8DTxFsngeknUfZZLuiohX0/LHJJUBjwNfXt/DIuJ94EJgFvAK8HJETK+vrqSzJL0D9Eqf+V/ppV9IWiDpFZIRpb8CZUCVpFcknbOeLnwzfc9XgB8D5zXS30Ukycp9kr7eQLVfkSRsjwOvZZWfDRyYTlF7CRjQlJiZmZmZmbWkVjFiExENfYHHHll1zs06voBk3Un1+b3AvfW026XOeWHW8d3Usy1zPffcSLIAv269nzfQ54MbKK++LwPs0MC1S+ucTyWZYkZE/A2oXoRRq156/VbStTR1yj8AjqinvN6YmZmZmZltjlrLiI2ZmZmZmVmDWsWIzZZI0kiSLaWzvRURR7VEfzZUp/btWDTBi9vNzMzMrGU4sWkh6RbMj7Z0P8zMzMzMtgSeimZmZmZmZq2eExszMzMzM2v1PBXNmsXyVavpM+6Rlu7GZqfc647MzMzMNgmP2JiZmZmZWavnxMbMzMzMzFo9JzZmm0BxcTE9evSgoKCgpuyNN95gv/32Y9CgQQwdOpS5c+cC8PjjjzNkyBAGDhzIkCFDmDlzZkt128zMzKzVcGJjtgmMHj2aGTNm1Cr7/e9/zyWXXEJpaSmXX345Y8eOBaBbt2489NBDzJ8/n2nTpvHjH/+4JbpsZmZm1qo4sckiabWk0qxPn2Zs+0hJ/bPOL5d0SHO1n7ZZKOnhBq6dnPVen0uanx5PaM4+WP2GDx9O165d1yn/5JNPAFi2bBk9e/YEYO+99645HjBgACtWrGDlypWbrrNmZmZmrZB3RatteUQM2khtHwk8DLwKEBEXb6Tn1CsipgBTACSVAwdGxBK+X8kAACAASURBVNJN2Qer7cwzz+T8889nzJgxrFmzhjlz5qxT54EHHmDvvfemQ4cOLdBDMzMzs9ZDEdHSfdhsSKqIiC51ysqBoRGxVNJQ4NqIKJR0KdAb2CX9eX1E3JjecyIwBgigDLiVJKlZln5+APwKeDgi7pd0MHAtSaI5D/iPiFiZPnsa8H2gPXBMRLwm6RvA9UAnYDlwckQsklQIjImIwxp5z3JgKHAEUBAR56TlPwX2AG4EZgAvAHsDi4ETI+KzOu2cCpwK0K1b9yEXX39bozFuawZ+ZYea4yVLlnDhhRcyZcoUACZOnMjQoUMZMWIEs2bN4uGHH2bixIk19d966y3Gjx/PNddcw1e+8pVN3vfNUUVFBV26dGm8otXiuOXPMcufY5Y/xyx/jlnTbGlxO/DAA1+KiKF1y53YZJG0Gpifnr4VEUc1kth8GzgQ2A5YBHwJ2A34M7B/ek/XiPhI0lTSRCZ91lSSZOdh4HXg4IhYLOkPwMsRcX367IkRcZOk04HBEfETSdsDn0VEVTqd7T8i4gdNSGyWkyReu0fEKklzgJ8BnwJvAQdExLOS7gBejYhrG2qz9y59Y6tjb8gpzm1J9vfYlJeXc9hhh7FgwQIAunTpwqeffookIoIddtihZmraO++8w0EHHcSUKVPYf//9W6Tvm6NMJkNhYWFLd6PVcdzy55jlzzHLn2OWP8esaba0uEmqN7HxGpvalkfEoPRzVA71H4mIlemUrg+BLwIHAfdXT/OKiI8aaaMfSRK1OD2fBgzPuv7n9OdLQJ/0eAfgPkkLgOuAATn0dR0RUQnMBA6TtDvQPiKqE7u3I+LZ9PhO4ICmPMMattNOOzF79mwAZs6cya677grAv//9bw499FCuvvpqJzVmZmZmOfIam8ZVsTYB7FjnWvaK7tUk8RTJFLRcqZHr1c+obh/gCmBWOqLUB8jk8by6/gv4JfAa6RqcVN138NDeBigqKiKTybB06VJ69erFZZddxpgxYzjvvPOoqqqiY8eOTJ48GYCbb76ZN954gyuuuIIrrrgCgMcee4wePXq05CuYmZmZbdac2DSuHBgC/JVkbUxjngT+Ium6iPhX9VQ0kuld29VT/zWgj6S+EfEG8GNgdiPP2AF4Nz0enUOfGhQRL0j6KjAY2DPrUm9JwyLiOaAIeGZDntPWlZSUrFOWyWR46aWX1ikfP34848eP3xTdMjMzM9tieCpa4y4DbpD0NMmoyXpFxELgP4HZkl4Bfpteugc4X9LfJH09q/4K4GSSqWXzgTXApEYecw1wtaRngXb5vlA9/gQ8GxEfZ5X9HThJUhnQlWQDBDMzMzOzzZJHbLLU3REtLXuaZEOAuuWX1jkvyDqeRrJWJvv6s0D/rKLRWdeeJNl9rO4z+mQdvwgUpsfP1enTr9LyDDlMS8tuN3UAyVqdbGsi4rTG2jIzMzMz2xx4xKYNk/QFSYtJNk14sqX7Y2ZmZmbWVB6x2QJJOhk4u07xsxFxRnZBRPyb+kejyoGCuuXr06l9OxZlbW1sZmZmZrYpObHZAkXEFGrvcGZmZmZmtkXzVDQzMzMzM2v1nNiYmZmZmVmr56lo1iyWr1pNn3GPtHQ3NivlXnNkZmZmtsl4xMbMzMzMzFo9JzZmZmZmZtbqObEx28iKi4vp0aMHBQVrd9AuLS3l9NNPZ9CgQQwdOpS5c+fWXLv66qvp27cv/fr149FHH22JLpuZmZm1Ok5szDay0aNHM2PGjFplY8eO5aSTTqK0tJTLL7+csWPHAvDqq69yzz33sHDhQmbMmMHpp5/O6tWrW6LbZmZmZq3KFpvYSPqSpHskvSnpVUn/I2mdL6PMs81CSQ+nx4dLGpceHympf1a9yyUd0sRn7C7pOUkrJY3JoX5Imph1PkbSpU15tm0cw4cPp2vXrrXKJFFZWQnAsmXL6NmzJwDTp0/n+OOPp0OHDuy888707du31miOmZmZmdVvi9wVTZKAvwDTIuL4tGwQ8EVgcXM8IyIeBB5MT48EHgZeTa9dvAFNfwSclbaZi5XA0ZKujoil+T5M0tYRUZXvfbZhrr/+egoLC5kyZQpr1qxhzpw5ALz77rvst99+NfV69erFu+++21LdNDMzM2s1ttQRmwOBVRExqbogIkqBZyT9RtICSfMlHQc1IzEZSfdLek3SXWlyhKTvpGXPAEdXtydptKSbJf0/4HDgN5JKJX1d0lRJP0zrHSzpb+nz7pDUIS0vl3SZpJfTa7un/fwwIuYBq3J81ypgMnBO3QuSvibpSUll6c/eaflUSb+VNAv4dXp+q6RZkv5X0oi0r3+XNDWvyFtObr31Vk4//XTefvttrrvuOk455RQAImKduumvopmZmZmtxxY5YgMUAC/VU340MAjYC+gGzJP0VHptb2AA8B7wLLC/pBeB24CDgDeAe+s2GBFzJD0IPBwR98PaP0QldQSmAgdHxGJJfwD+A7g+vX1pRAyWdDowBvhJE9/3FqBM0jV1ym8G/hAR0yQVAzeydiRoN+CQiFidJi87pu95OPAQsH/an3mSBqWJYS2STgVOBejWrTsXD/TAT7ZMJlNzvGTJEiorK2vK7rjjDkpKSshkMnTv3p3nnnuOTCbD559/zuzZs+nVqxcAZWVlDB48uFZbbVlFRYVj0QSOW/4cs/w5ZvlzzPLnmDVNW4nblprYNOQAoCQiVgMfSJoN7AN8AsyNiHcAJJUCfYAK4K2IeD0tv5P0D/kc9Uvvr57+Ng04g7WJzZ/Tny+RNRqUr4j4JE2azgKWZ10altXuH4HsxOe+NA7VHoqIkDQf+CAi5gNIWkgSi3USm4iYTDJaRO9d+sbE+W3t12n9yk8oXHtcXk7nzp0pLEzKvvrVr/Lmm2/yi1/8gieffJLdd9+dwsJCunfvzo9+9CNuvvlm3nvvPf71r39x2mmn0a5du5Z5ic1MJpOpiaHlznHLn2OWP8csf45Z/hyzpmkrcdtS/xJdCPywnvL1zelZmXW8mrWxWXduUO4am0NU/czs5zXV9cDLwJT11Ml+l8oG+rKG2rFY0wx9a9OKiorIZDIsXbqUXr16cdlll3HbbbdRXFzMlClT6NixI5MnTwZgwIABHHvssfTv35+tt96aW265xUmNmZmZWQ621D9YZwJXSfppRNwGIGkf4GPgOEnTgK7AcOB8YPcG2nkN2FnS1yPiTaCogXqfAts1cH8fSX0j4g3gx8Dspr7U+kTER5L+BJwC3JEWzwGOJxmtOQF4ZmM829avpKSk3vLJkyfX+78nF110ERdddNFG7pWZmZnZlmWL3DwgkhXYRwHfSrd7XghcCtwNlAGvkCQ/YyNiyXraWUEy9eyRdPOA/2ug6j3A+ekmAV+vc//JwH3pFK81wKQG2gBqtql+BzgXGC/pHUnb5/LewESStUPVzgJOllRGklSdnWM7ZmZmZmatypY6YkNEvAccW8+l89NPdt0MkMk6PzPreAb1jOhExFSSjQGIiGeB/lmXR2fVe5JkY4K69/fJOn4RKEyPlwC96n+rdUVEl6zjD4Bts87LSTYEqHvP6IbO03sKGqprZmZmZrY52iJHbMzMzMzMrG3ZYkdstiSSdgKerOfSwRHxr03dn/p0at+ORRMObelumJmZmVkb5cSmFUiTl0Et3Q8zMzMzs82Vp6KZmZmZmVmr58TGzMzMzMxaPU9Fs2axfNVq+ox7pKW7sVkp95ojMzMzs03GIzZmZmZmZtbqObExMzMzM7NWz4mNmZmZmZm1ek5szDay4uJievToQUFBQU1ZaWkpp59+OoMGDWLo0KHMnTu35trVV19N37596devH48++mhLdNnMzMys1XFiY7aRjR49mhkzZtQqGzt2LCeddBKlpaVcfvnljB07FoBXX32Ve+65h4ULFzJjxgxOP/10Vq9e3RLdNjMzM2tVnNg0QFIvSdMlvS7pTUk3SNpmIz+zIv3ZR9KCrPIDJM2V9JqkRZLOaI7nrOf6NZIWSvq7pBslaUOe19YNHz6crl271iqTRGVlJQDLli2jZ8+eAEyfPp3jjz+eDh06sPPOO9O3b99aozlmZmZmVj9v91yP9A/5PwO3RsQRktoBk4H/BM7fgHa3joiqPO/5EnA3cGREvCypG/CopPci4i9N7ct6nvf/gP2BPdOiZ4ARQKa5n9WWXX/99RQWFjJlyhTWrFnDnDlzAHj33XfZb7/9aur16tWLd999t6W6aWZmZtZqOLGp30HAioiYAhARqyWdA7wlqRAYHRELASRlgPOA14CbgIEkcb00IqZLGg0cCnQEOks6HJgO7Ai0B8ZHxPT19OUMYGpEvJz2ZamkscAVwF8kTQUejoj70/5UREQXSV3yfE61SPu6DaD03g/qqyjpVOBUgG7dunPxwLxyti1eJpOpOV6yZAmVlZU1ZTfeeCPFxcWMHDmSWbNmcfTRRzNx4kTeeecd/v73v9fUe//991m4cCHdunXb9C+wGaqoqKgVV8uN45Y/xyx/jln+HLP8OWZN01bi5sSmfgOAl7ILIuITSf8AHgaOBS6R9GWgZ0S8JOkqYGZEFEv6AjBX0hPp7cOAPSPiI0lbA0el7XUDnpf0YETEevoyrU7Zi0D/Rt5hRZ7PqX7P5yTNAt4nSWxujoi/N1B3MslIFr136RsT5/vXKVv5CYVrj8vL6dy5M4WFSdkRRxzBz3/+cwoLCxkxYgTXXXcdhYWFPPfccwA19a6++mq+/e1vM2zYsE3c+81TJpOpiY3lznHLn2OWP8csf45Z/hyzpmkrcfMam/qJZOSivvIMcEx6fixwX3r8bWCcpNK0Tkegd3rt8Yj4KKuNqySVAU8AXwG+2IS+5PIO+TwnuUnqC+wB9ErvOUjS8CY839ajZ8+evPLKKwDMnDmTXXfdFYDDDz+ce+65h5UrV/LWW2/x+uuv841vfKMlu2pmZmbWKvi/2Ou3EPhBdoGk7YGvAvOAf0naEzgO+Fl1FeAHEbGozn37ApVZRScA3YEhEbFKUjlJErS+vgwFHswqG0IyagNQRZqgpmuDqjc4yPc51Y4Cno+I6o0M/grsBzyVw71Wj6KiIjKZDEuXLqVXr15cdtll3HbbbRQXFzNlyhQ6duzI5MmTARgwYADHHnss/fv3Z+utt+aWW26hXbt2LfwGZmZmZps/Jzb1exKYIOnEiPhDunnARJK1Lp9JugcYC+wQEfPTex4Ffi7p5xERkvaOiL/V0/YOwIdpsnEg8LVG+nIL8IKkP0dEqaSdSDYxGJdeLydJdP4EHEGyJqYpz6n2D+Cnkq4mSdZGANfneK/Vo6SkpN7yyZMn1zssfNFFF3HRRRdt5F6ZmZmZbVk8Fa0e6TqUo4BjJL0OLCZZs/LLtMr9wPEkyUS1K0iSirJ0q+YrGmj+LmCopBdJRlVea6Qv7wOjgMmSFgHvATdGxOy0ym3ACElzgezRobyek+V+4E1gPvAK8EpEPJTjvWZmZmZmLcIjNg2IiLeB7zdw7QPqxC4ilrN2Wlp2+VRgatb5UpLNBOprt0v6sxwoyCp/CvgGQPodNr+UNCMiPk77sl9WMxfm+pwGrq2u7z3MzMzMzDZnTmxamYi4hWR62malU/t2LJpwaEt3w8zMzMzaKCc2bZSkgcAf6xSvjIh9W6I/ZmZmZmYbwolNG5VuejCopfthZmZmZtYccto8QNLXJXVIjwslnZV+CaWZmZmZmVmLy3XE5gGSHbb6AreTfKfK3cD3NlbHrHVZvmo1fcY90tLd2GyUe72RmZmZ2SaV63bPayKiimQL5Osj4hzgyxuvW2ZmZmZmZrnLNbFZJakIOAl4OC1rv576ZmZmZmZmm0yuic3JJN+J8p8R8ZaknYE7N163zMzMzMzMcpfTGpuIeFXSBUDv9PwtYMLG7JhZa1dcXMzDDz9Mjx49WLBgAQDHHXccixYtAmDJkiV86UtforS0FICysjJ+9rOf8cknn7DVVlsxb948Onbs2GL9NzMzM2tNct0V7ftAKTAjPR8k6cGN2TGz1m706NHMmDGjVtm9995LaWkppaWlDB8+nKOPPhqAqqoqRo0axaRJk1i4cCGZTIb27T3b08zMzCxXuU5FuxT4BvBvgIgoBXbO50GSQtLErPMxki5t5J7DJY1rpE6hpIcbuFYuqVs+/axz/1RJP2zq/U1tV1J7SRMkvS5pgaS5kr7bzH3oLukFSX+T9M3mbNsSw4cPp2vXrvVeiwgymQxFRUUAPPbYY+y5557stddeAOy00060a9duk/XVzMzMrLXLNbGpiohldcoiz2etBI7OJ9GIiAcjokWmvElqyS8vvYJk17mCiCgAvg9sV7eSpA35y/dg4LWI2Dsins7lhg18nmV5+umn2XHHHdl1110BWLx4MZIYOXIkgwcP5pprrmnhHpqZmZm1Lrn+8b5A0o+AdpJ2Bc4C5uT5rCpgMnAOcFH2BUndgUmka3iAX0TEs5JGA0Mj4kxJXwfuAtoBfwXOjYguaf0uku4HCoCXgFERUZ14nS/pwPT4RxHxhqSvAXcA3YF/AidHxD8kTQU+AvYGXk7vGS7pXOBLwNiIuF+SgGuA75IkeFdGxL2NlN8EHAS8BaihIEnaFvgpsHNErASIiA+AP6XXK4DfAiOB8yQdRJL4dCL5N/lZ+l5/jYghkvYimUb4tfQd3wR+nPazk6RSko0hjgR+mfbtkYi4oL7nAc9k9fVU4FSAbt26c/HAqoZeq83JZDJAso6msrKy5rzaddddxwEHHFBTvmjRIp544gkmTZpEhw4dOO+882jXrh1DhgzZtB3fzFVUVKwTS2uc45Y/xyx/jln+HLP8OWZN01bilmti83OSZGQlyRdzPgpc2YTn3QKUSar739E3ANdFxDOSeqft71FPnRsiokTSaXWu7Q0MAN4DngX2Z+0f4J9ExDcknQhcDxwG3Az8ISKmSSoGbiT5wx5gN+CQiFidJjpfBg4Adif5YtL7gaOBQcBeQDdgnqSngP/XQPkwoB8wEPgi8CpJYlWfvsA/IuKTBq53BhZExMUAkl6NiMvT4z8Ch0XEQ5I6Stoe+CbwIvBNSc8AH0bEHEkXszZp7An8GhgCfAw8JunIiPjvus/LFhGTSZJVeu/SNybOb8lBrs1L+QmFyc/ycjp37kxhYWHNtaqqKo477jhuvvnmmvIlS5awfPlyjjjiCADmzZvHmjVrat1nScLomOTPccufY5Y/xyx/jln+HLOmaStxa3QqWjr96MGIuCgi9kk/4yNiRb4PS/9Y/wPJiE+2Q4Cb09GDB4HtJdWdejUMuC89vrvOtbkR8U5ErCEZneiTda0k6+ewrLaq2/gjSeJS7b6IWJ11/t8RsSYiXiVJSkjrl0TE6nQ0ZTawz3rKh2eVvwfMrBubPKwGHsg6PzBdKzOfZERoQFo+hyTBGw5clf78JlDftLN9gExE/DP9Ita70vr1Pc820BNPPMHuu+9O9+7da8pGjhxJWVkZn332GVVVVcyePZv+/fu3YC/NzMzMWpdGE5v0j/zPJO3QTM+8HjiFZCQgux/DImJQ+vlKRHyaR5srs45XU3skKho4poHyyvW0rTo/62pwitl6nl3XG0DvehK7aiuqEy9JHYHfAT+MiIHAbUD1/sBPkyQyXwOmk4wiHQA8lWe/V9RJ9CxHRUVFDBs2jEWLFtGrVy9uv/12AO65556aTQOq7bjjjpx77rnss88+DBo0iMGDB3PooYe2RLfNzMzMWqVcNw9YAcyXdLukG6s/TXlgRHxEsl7klKzix4Azq08kDarn1ueBH6THx+fxyOOyfj6XHs/JauMEstaN5Ogp4DhJ7dL1QcOBuY2UH5+Wfxk4sKGGI+Iz4HbgRknbAEj6sqRR9VSvTmKWSuoCZO+09hQwCng9Hcn6CPgeyVS9ul4ARkjqlo7QFZGMNtkGKCkp4f3332fVqlW88847nHJK8is/depUTjut7mxKGDVqFAsXLmTBggXePMDMzMwsT7kuingk/TSXiWQlMiRT026RVJb26Smg7l9+vwDulHRe2pe6u7Q1pIOkF0iSuOr/Jj8LuEPS+aSbB+TZ/7+QTGd7hWQkZmxELJG0vvKDgPnAYhpPGsaTrGF6VdIKklGk+ta4/FvSbWm75cC8rGvlyZ4FNSM0zwC9IuLjetp5X9KFwCyS0Zv/iYjpuQTCzMzMzGxzkFNiExHTNvRBWTuYVe/ytW3W+VLWjqxk3zMVmJqevgvsFxEh6XiSBfFERAbIZN1zZtZxn/TwsjrtlpMkGnWfN7qR8y7pzwDOTz/Z19dXnp3IrVdEfA6MTT91r3Wpcz6eJBGqr53eWcdXkay1qT6fytrYEhF3s+7apXWeZ2ZmZma2OcopsZH0FvWsEYmIXZq9Rw0bQrLBgEi+KLR4Ez7bzMzMzMw2Y7lORRuaddwROAao/yvVN5L0SyT32pTP3NjSKWo71ym+ICIebYn+bIhO7duxaIIXu5uZmZlZy8h1Ktq/6hRdn34nyjrrPix3EXFUS/fBzMzMzGxLkOtUtMFZp1uRjOA0tB2xmZmZmZnZJpXrVLSJWcdVwFvAsc3fHWutlq9aTZ9xzblxXutT7ql4ZmZmZi0m18TmlIj43+wCSXXXhpiZmZmZmbWIXL+g8/4cy8zMzMzMzDa59Y7YSNodGADsIOnorEvbs/Zb783MzMzMzFpUYyM2/YDDgC8A38/6DAZ+unG7Ztb6FBcX06NHDwoKCmqV33TTTfTr148BAwYwdmzyvatVVVWcdNJJDBw4kD322IOrr766JbpsZmZmtkVY74hNREwHpksaFhHPbaI+mbVao0eP5swzz+TEE0+sKZs1axbTp0+nrKyMDh068OGHHwKQyWRYuXIl8+fP57PPPqN///4UFRXRp0+fFuq9mZmZWeuV6xqbv0k6Q9LvJN1R/dmoPWtFJFXkUXe0pJ51yrpLWiXpZ83fu3Wen5E0tPGa1hTDhw+na9fa31176623Mm7cODp06ABAjx49AJBEZWUlVVVVLF++nG222Ybtt99+k/fZzMzMbEuQa2LzR+BLwEhgNtAL+HRjdWoLNxroWafsGOB5oKihmyS124h9so1o8eLFPP300+y7776MGDGCefPmATBixAg6d+7Ml7/8ZXr37s2YMWPWSYrMzMzMLDe5bvfcNyKOkXREREyTdDfw6MbsWGsnaRAwCdgWeBMoBg4m+XLTuyQtB4ZFxHKShOY84G5JX4mId9M2KoDfkiSU50nqA5wFbAO8AJweEasl3QrsA3QC7o+IS3LsYxHwS0DAIxFxQVp+CnAB8B7wOrAyIs6s5/5TgVMBunXrzsUDq/KK0ZYmk8kAsGTJEiorK2vOly1bxvz585kwYQKvvfYahx9+OHfffTcvv/wyS5cupaSkhE8//ZSzzz6bLl260LNn3bzXqlVUVNTE1XLnuOXPMcufY5Y/xyx/jlnTtJW45ZrYrEp//ltSAbAE6LNRerTl+APw84iYLely4JKI+IWkM4ExEfEigKSvAl+KiLmS/gQcR5LMAHQGFkTExZL2IEk29o+IVZJ+B5yQPueiiPgoHdV5UtKeEVG2vs6l0+F+DQwBPgYek3QkMBf4FckGEZ8CM4FX6msjIiYDkwF679I3Js7P9ddpy1R+QmHys7yczp07U1iYnPfr14+zzjqLwsJCDjzwQK699loKCgq44YYbOOmkkzjkkEMAeOihh9h6661r7rN1ZTIZx6cJHLf8OWb5c8zy55jlzzFrmrYSt1ynok2WtCPJH7wPAq8C12y0XrVyknYAvhARs9OiacDwBqofD/wpPb6H2tPRVgMPpMcHkyQh8ySVpue7pNeOlfQy8DeS7bn759DNfYBMRPwzIqqAu9I+fgOYHREfRcQq4L4c2rL1OPLII5k5cyaQTEv7/PPP6datG1/84heZOXMmEUFlZSXPP/88u+++ewv31szMzKx1yum/2CPiv9LD2az9Y9qaRxHwRUknpOc9Je0aEa8DKyJidVouYFpEXJh9s6SdgTHAPhHxsaSp5PYdQ8qz3HJQVFREJpNh6dKl9OrVi8suu4zi4mKKi4spKChgm222Ydq0aUjiyCOP5I477qCgoICI4OSTT2bPPfds6VcwMzMza5VySmwkfRG4CugZEd+V1J9kfcjtG7V3rVRELJP0saRvRsTTwI9JkkJIpndtByCpH9A5Ir5Sfa+ky0hGca6o0+yTJFtvXxcRH0rqmrazPVAJLEv/nb4LZHLo5gvADZK6kUxFKwJuAl4ErktH6D4FfgDMzzcGbVVJSUm95Xfeeec6ZZ06deK++zwgZmZmZtYccl0UMRWYAlyUni8G7gWc2CS2lfRO1vlvgZOASZK2Bf4XODm9NjUtX06yAcNf6rT1AMmUtFqJTUS8Kmk8yVqYrUjWPZ0REc9L+huwMH3Os7l0OCLel3QhMItklOZ/0u8tQtJVJInPeyTTDpfl0qaZmZmZWUvJNbHpFhF/Sv8QJiKqJK1u7Ka2IiIaWqu0Xz11H2Dtupn62iojXSMTEV3qXLuXJKGse8/oPPpamHV8N3B3PdXujojJkrYmSbwey7V9MzMzM7OWkOvmAZWSdgICQNJ++H/xt2SXphsULADeAv67hftjZmZmZrZeuY7YnEuyG9rXJT0LdAd+uNF6ZRtM0l+AnesUXxARjX7/UESMyfd5ndq3Y9GEQ/O9zczMzMysWaw3sZHUOyL+EREvSxoB9CNZj7Eo3QrYNlMRcVRL98HMzMzMbFNpbCpa9hSkeyNiYUQscFJjZmZmZmabk8YSm+zvNPH315iZmZmZ2WapsTU20cCxWS3LV62mz7hHWrobLabc64vMzMzMWlRjic1ekj4hGbnplB6TnkdEbL9Re2dmZmZmZpaD9SY2EdFuU3XEzMzMzMysqXL9Hhszy0FxcTE9evSgoKCgVvlNN91Ev379GDBgAGPHjgXg8ccfZ9CgQTWfrbbaitLS0pbotpmZmVmr58TGICCHXwAAIABJREFUrBmNHj2aGTNm1CqbNWsW06dPp6ysjIULFzJmTPI1Qd/61rcoLS2ltLSUP/7xj/Tp04dBgwa1RLfNzMzMWr02m9hIqsg6/p6k1yX1lnSapBPT8tGSejbSzmhJNzdjv46UVCbpNUkLJDX5i1Al9ZG0YD3XCyUtk1Sa9Tmkqc8zGD58OF27dq1VduuttzJu3Dg6dOgAQI8ePda5r6SkhKKiok3SRzMzM7MtUZtNbKpJOhi4CfhO+mWkkyLiD+nl0cB6E5tm7stewLXAERGxO/B94NeShmzExz4dEYOyPk9sxGe1SYsXL+bpp59m3333ZcSIEcybN2+dOvfee68TGzMzM7MN0NiuaFs0Sd8EbgO+FxFvpmWXAhVAOTAUuEvScmAYUADcAHQGVgIHp031lDQD+Drwl4gYm7b1beAyoAPwJnByRFRIKgemkSQu7YFjIuI1YAxwVUS8BRARb0m6CjgP+JGkDDAmIl6U1A14MSL6SOoD/DHtF8CZETFnA+KyD3A78A2gHTAXOC4iFtSpdypwKkC3bt25eGBVUx/Z6mUymZrjJUuWUFlZWVO2bNky5s+fz4QJE3jttdc4/PDDufvuu2vqvPrqq0QES5curdWOrauiosIxagLHLX+OWf4cs/w5ZvlzzJqmrcStLSc2HYDpQGGaVNQSEfdLOpO1icQ2wL0kf+DPk7Q9sDytPgjYmyTZWSTppvTaeOCQiKiUdAFwLnB5es/SiBgs6XSShOYnwACSEZtsLwI/b+RdPgS+FRErJO0KlJAkZbn4pqTsFes/SN/vQeBKoBNwZ92kBiAiJgOTAXrv0jcmzm+7v07lJxSuPS4vp3PnzhQWJmX9+vXjrLPOorCwkAMPPJBrr72WgoICFi5cSGFhIdOnT+cnP/lJTX1rWCaTcZyawHHLn2OWP8csf45Z/hyzpmkrcWu7f4nCKmAOcApwdg71+wHvR8Q8gIj4BEASwJMRsSw9fxX4GvAFoD/wbFpnG+C5rPb+nP58CTg6PRbrfhGqcuhbe+BmSYOA1cBuOdxT7emIOKye8suBecAK4Kw82rM6jjzySGbOnElhYSGLFy/m888/p1u3bgCsWbOG++67j6eeeqqFe2lmZmbWurXlxGYNcCzwhKRfRsRVjdSvL+motjLreDVJXAU8HhENLZxYWac+wEKSkZayrHqDSUZtAKpYuy6qY1adc4APgL3S6yvW9yI56gp0IUmaOgKVzdDmFq+oqIhMJsPSpUvp1asXl112GcXFxRQXF1NQUMA222zDtGnTqhNinnrqKXr16sUuu+zSwj03MzMza93acmJDRHwm6TDgaUkfRMTtdap8CmyXHr9GspZmn3Sq1nasnYpWn+eBWyT1jYg3JG0L9IqIxeu551rgPkkzI6I8XTvzC+CY9Ho5MIRkzUv2bmk7AO9ExBpJJ5Gsi9lQk4FfATsDvwbObIY2t3glJSX1lt955531lhcWFvL8889vzC6ZmZmZtQltOrEBiIiPJH0HeErS0jqXpwKTsjYPOA64SVInkqSmwa2RI+KfkkYDJZI6pMXjgQYTm4goTdfiPJTe0wc4MCIWpVWuBf4k6cfAzKxbfwc8IOkYYBb5ja7UXWNzJbAtUBURd0tqB8yRdFBEzKy/CTMzMzOzltVmE5uI6JJ1/DbJyAQkGwpUlz8APJB12zxgvzpNTU0/1fcclnU8E9innmf3yTp+ESjMOv8z6fobSROAKyWNjIjP000O9sxqanx6z+t1yi9My8tJdnKrV0RkSEZ76vOHtM5qYN+G2jAzMzMz2xy02cSmNYiIcS3dBzMzMzOz1sCJTRsgaSTJOplsb0XEUc31jE7t27FowqHN1ZyZmZmZWV6c2LQBEfEo8GhL98PMzMzMbGPZqvEqZmZmZmZmmzcnNmZmZmZm1up5Kpo1i+WrVtNn3CMt3Y0WUe61RWZmZmYtziM2ZmZmZmbW6jmxMTMzMzOzVs+JjVkzKS4upkePHhQU1P5O1Jtuuol+/foxYMAAxo4dW+vaP/7xD7p06cK11167KbtqZmZmtsVxYmPWTEaPHs2MGTNqlc2aNYvp06dTVlbGwoULGTNmTK3r55xzDt/97nc3ZTfNzMzMtkhObHIgabWk0qzPuEbq/7KJz9lG0vWS3pT0hqSHJfVuWq9B0qWSxjRw7Zb0XV6VtDzr3X6YXp8u6bmmPrstGj58OF27dq1VduuttzJu3Dg6dOgAQI8ePWquPfPMM+yyyy4MGDBgk/bTzMzMbEvkxCY3yyNiUNZnQiP1805sJLUDrgK2A3aLiL7AA8B0Sc3+7xQRZ0TEIOB7wJtZ73a/pC8Ag4EvSNq5uZ/dlixevJinn36afffdlxEjRjBv3jwAKisrKSkp4ZJLLmnhHpqZmZltGZzYNJGkHSQtktQvPS+R9FNJE4BO6ejHXem1UZLmpmW/T5MYJFVIulzSC8D+wMnAORGxGiAipgAVwCGS+khakPX8MZIuTY9/KmmepFckPSBp2w18vR8ADwH3AMdvYFttWlVVFR9//DHPP/88v/nNbzj22GOJCC655BJ++MMf0qVLl5buopmZmdkWwd9jk5tOkkqzzq+OiHslnQlMlXQDsGNE3AYg6cx0NARJewDHAftHxCpJvwNOAP4AdAYWRMTFkvYE/hERn9R59otAf2Dxevr356xnXwmcAty0Ae9bBFwGfADcD1xdXyVJpwKnAnTr1p2LB1ZtwCNbr0wmU3O8ZMkSKisra8q23XZbdtllF2bPng3A559/zvTp03nsscf44IMP+P3vf09FRQVbbbUVb7/9NkcddVQLvEHrUVFRUSvelhvHLX+OWf4cs/w5ZvlzzJqmrcTNiU1ullcnKtki4nFJxwC3AHs1cO/BwBBgniSATsCH6bXVJNPNAAREPfcrh/4VpAnNF4AuwKM53FMvSV8E+gLPRERIqpJUEBEL6taNiMnAZIDeu/SNifPb5q9T+QmFa4/Ly+ncuTOFhUlZcXEx7733HoWFhSxevJitttqKI444giOPPJJMJkNhYSGXXnopXbp0WWdjAVtXdcwsP45b/hyz/Dlm+XPM8ueYNU1biVvb/Eu0maRrX/YAlgNdgXfqqwZMi4gL67m2onraGfAG8DVJ20XEp1l1BpOMmlRRe+pgx6zjqcCREfGKpNFAYf5vU+M4YEfgrTQR255kOtr4DWizTSgqKiKTybB06VJ69erFZZddRnFxMcXFxRQUFLDNNtswbdo00riamZmZWTNyYrNhzgH+TrJZwB2ShkXEKmCVpPbp8ZMkGwBcFxEfSuoKbBcR/5fdUERUSpoG/FbSaRGxWtKJwArgWZJ/qx6SdiJZd3MYUL238HbA+5Lak0xze3cD3qkI+E5EPAeQbh7wOE5sGlVSUlJv+Z133rne+y699NKN0BszMzOztsWJTW7qrrGZAdwB/AT4RkR8Kukpkj/+LyGZnlUm6eWIOEHSeOCxdIRnFXAG8H+s60LgN8AiSZ2AfwLDIiJIkqXLgReAt4DXsu77VVr+f8B8kkQnb5L6AL2B56vLIuItSZ9I2jciXmhKu2ZmZmZmG5sTmxxERLsGLu2RVefcrOMLgAuyzu8F7q2n3S51zlcCZwFnSfoSSQL1Y9J1LBFxI3BjPe3cCtxaT/ml63mt6jrlQEHW8VfqqTO4sXbMzMzMzFqSE5vNVEQsAdbZsMDMzMzMzNblxKYNkHQLyffkZLsh/Z6cZtGpfTsWTTi0uZozMzMzM8uLE5s2ICLOaOk+mJmZmZltTFs1XsXMzMzM7P+zd+9xWpXl/sc/X8EDgmJsGDNGGpCUcIAx2SpmOGiwM4lUSkG3Ngz+zO22dhaewgisNmpaWlioieAJ3JoGpRtlm49oqXgaQVBEZVIR0kE8gIgwXL8/1prhYZgDz3AYZub7fr3m9ax1r3vd61rX8Mdzcd9rjdmuzYWNmZmZmZk1e16KZtvF2vWVFFxyf1OH0STK/WyRmZmZWZPzjI2ZmZmZmTV7LmzMzMzMzKzZc2FjZmZmZmbNngsbs+2gtLSUvLw8CgsLN2v/7W9/yyGHHMKhhx7KRRddBMC8efMoKiri7LPPpl+/ftx3331NEbKZmZlZi9IiChtJlZLKJL0g6TlJR2+HMYskfT1rv0TSu+l1qn56b+t1moqkr0maJ+nl9F7uktStln4Fkl5sihibk5KSEmbPnr1Z2yOPPMLMmTOZP38+CxcuZMyYMQAUFhbyzDPP8Ic//IHZs2fz3e9+lw0bNjRF2GZmZmYtRkt5K9raiCgCkPRvwETg2G0cswjoDzyQ1XZXRJy/jeNud5LaRsRWfzOWVAj8FhgWES+lbcOAAuCNHRJkCzdw4EDKy8s3a/v973/PJZdcwp577glAXl4eAHvvvXd1n08++QRJOy1OMzMzs5aqRczY1LAvsApA0gGS5qYzEi9K+kravlrSlZKelfR/ko6QlJH0uqRhkvYALgdOS889ra6LSTo5HUPp9V6R9Nl0hmempNmSFkv6adY5P0zjeVHSD9K29pLuT2edXqy6pqRySZ3T7f6SMun2eEk3SnoIuFVSF0l/lPR0+vPlenJ0MfDfVUUNQETMioi56diHp3E8Afxn7r8CA3jllVd47LHHOPLIIzn22GN5+umnq4899dRTlJSU0KdPHyZPnkzbti3l/xjMzMzMmkZL+TbVTlIZsBdwAHBc2n468GBE/EJSG6Dqv8rbA5mIuFjSfcDPgcFAb2BaRMySNA7oXzVDI6mEpNA5Juu6AyLiPknDSQqArwE/jYgV6f/CHwEUAh8DT0u6HwhgFHAkIOApSY8CPYC3I+LE9Hodt+K+DweOiYi1ku4Efh0Rj6dLyh4EvljHeYcCV9cz7i3A9yLiUUm/rKuTpHOAcwA6d+7CuD6tczlVJpMBYMWKFaxZs6Z6/4MPPmDBggVcccUVvPzyywwbNow777yzeoZm0qRJrFy5kh//+Me0b9+ePfbYo4nuoPlYvXp1dX5t6zlvuXPOcuec5c45y51z1jitJW8tpbDJXoo2gGQGoxB4GpgiaXfgTxFRlvb/FKh6IGIBsC4i1ktaQLIcqy51LUX7HvAi8GRETM9qnxMRK9O47gWOISls7ouINVntX0njuVrSlcBfIuKxrbjvWRGxNt3+KtA7a1nTvpL2iYiP6htA0r8AD5MUfTcCNwH7RcSjaZfbgBNqOzcibkzPoVuPnnHNgpbyzyk35WcUJ5/l5bRv357i4mT/kEMO4fvf/z7FxcUMGjSIq6++msLCQrp06QIkBdHQoUOZOnUqnTp1on///k10B81HJpOpzq9tPectd85Z7pyz3DlnuXPOGqe15K3FLUWLiCeAzkCXdGnVQGAZcJuks9Ju6yMi0u2NwLr03I00rtjrmo6zv6TsnEaNfkEyS1Nb3K+QzMAsACamM0YAG9j0e9qrxmlrsrZ3I5lBKkp/utZT1CwEvpRed2VaFN4IdEjjqxm3NcJJJ53EX//6VyBZlvbpp5/SuXNnli5dWv2ygH/84x8sXryYgoKCJozUzMzMrPlrcYWNpF5AG2ClpM8D70TETcDNpF/mt9JHwD5bcb22JEu3TgdeAn6YdXiwpE6S2gEnAX8D5gInSdpbUnvgZOAxSZ8DPo6I20mWiVXFWk5S8AAMryeUh4Dq2SRJRfX0vQoYKyl7qdreABHxPvBB1pK7M+oZx1IjR45kwIABLF68mPz8fG6++WZKS0t5/fXXKSwsZMSIEUybNg1JPP744/Tr14+zzz6bk08+md/97nd07ty5qW/BzMzMrFlrKWuHqp6xgWTG4TsRUSmpGLhQ0npgNXBWXQPU4hHgknTciWlbzWdsziNZAvZYRDyW9q16lgbgcZKlXD2BOyPiGQBJU4F5aZ8/RMTz6dvcfilpI7Ae+I/0+ATgZkk/Bp6qJ97vA9dLmk/ye50LnFtbx4hYIOm/SJbs7QOsJHkbWtULDkaRLOH7mORZHWvA9OnTa22//fbbt2g788wzOfPMM1vNtLCZmZnZztAiCpuIaFNH+zRgWi3tHbK2x9d2LCLeA/61xqlTa7nM37PO/QjoBSDpSJLZoi2eyYmIXwG/qtH2ILUUEemzNgfX0l4z7gqgzre31XL+/cD9dRx7FuiX1TS+tn5mZmZmZruKFrcUzczMzMzMWp8WMWOzK4qIqdQ+w7PTSBoF/FeN5r9FxHb/2zTtdm/D4itO3N7DmpmZmZltFRc2LVhE3ELyYgMzMzMzsxbNS9HMzMzMzKzZc2FjZmZmZmbNnpei2Xaxdn0lBZfU+pK1FqnczxOZmZmZ7VI8Y2NmZmZmZs2eCxszMzMzM2v2XNiYmZmZmVmz58LGrJFKS0vJy8ujsLCwum38+PF07dqVoqIiioqKeOCBBwAoLy+nXbt21e3nnntuU4VtZmZm1iL55QFmjVRSUsL555/PWWedtVn7BRdcwJgxY7bof9BBB1FWVla9n8lkdnSIZmZmZq3GLjNjI2mspIWS5ksqk3RkPX2nSvrWVow5RtLLkl6U9IKksxo6ZytjLZfUOd3+e/pZIOn0rD79Jf1me1wva8zKNDdVPwXbON4wSZek2+Mlbflt3Oo0cOBAOnXq1NRhmJmZmRm7SGEjaQAwFPhSRPQFvgq8uY1jngsMBo6IiEJgIKBtjbWmiDg63SwATs9qfyYivr+dL7c2Ioqyfsq3ZbCImBURV2yn2Cw1adIk+vbtS2lpKatWrapuX7p0KYcddhjHHnssjz32WBNGaGZmZtbyKCKaOgYknQKMiohv1GgfB3wDaAf8HfhuRISkqcBfIuIeSYcDvwI6ABVASUQsl/QGMCgiXqvlescDV5MsxXsa+I+IWCepHJiWXnN34NsR8bKkfwGmA12AecDXgMMjokLS6ojoIOlJ4IvA0nSM54ExETFUUidgCtAD+Bg4JyLmSxoPdEvbuwHXRkSdszxV18ra7wDMBD6TxntZRMxMZ3JmA48DRwEvALcAE4A84IyImCepBOgfEeensawG7gPujogvpdf4AjAjIg6vJZ5zgHMAOnfucvi4a2+qK/QWp0/XjgCsWLGCSy+9lFtuuQWA9957j44dOyKJKVOmsHLlSi6++GI+/fRT1q5dS8eOHVm8eDE/+clPmDRpEnl5eU15G83O6tWr6dChQ8MdbTPOW+6cs9w5Z7lzznLnnDVOS8vboEGDno2I/jXbd5VnbB4Cxkl6Bfg/4K6IeBSYFBGXA0i6jWRW589VJ0naHfgt8M2IeFfSacAvJP0XsE8dRc1ewFTg+Ih4RdKtwH8A16ZdKiLiS5LOA8YAZwM/BR6PiMslnUj6Zb6GS0gLmfQ6xVnHJgDPR8RJko4DbgWK0mO9gEHAPsBiSb+PiPV15KmdpKqHNJYC3wZOjogP06VxT0qalR7vmR4/h6R4Ox04BhgG/Bg4qbYLRMRrkj6QVBQRZcCoNF+19b0RuBGgW4+ecc2CXeWf045XfkZx8lleTvv27SkuLt6iT48ePRg6dOgWx4qLi5k+fTqrVq3i1FNP3fHBtiCZTKbWXFv9nLfcOWe5c85y55zlzjlrnNaSt11iKVpErAYOJ/kS/i5wVzqbMEjSU5IWAMcBh9Y49RCgEJiTfuG/DMgnWXJW11TUIcDSiHgl3Z9Gskytyr3p57Mky8tIj9+exno/sIrcHAPclp7/V+BfJHVMj90fEesiogJ4B9i/nnGyl6KdTHKf/y1pPklB2DXr/KURsSAiNgILgYcjmZ5bkHVfdfkDMEpSG+A04M4c77fVWr58efX2fffdV/3GtHfffZfKykoAXn/9dZYsWcIBBxzQJDGamZmZtUS7zH+xR0QlkAEyaSHzXaAvyVKpN9OlUnvVOE3AwogYUHM8SWsk9YiI12s5pz7r0s9KNs/PtqzZq+2aVeOty2qrec2GnEGyPO7wiFifLqWrylH2uBuz9jduxTX+SDJL9Vfg2YhYmUNMrcbIkSPJZDJUVFSQn5/PhAkTyGQylJWVIYmCggJuuOEGAObOncu4ceNo27Ytbdq0YfLkyeyzzz5NfAdmZmZmLccuUdhIOgTYGBFL0qYiYDFJYVORPkvyLeCeGqcuBrpIGhART6RL0w6OiIXAROB6SaelS7X2BUaQLAMrkNQzIl4FzgQebSDEuSRFxM8lnUDyTEtNH5EsJ6vv/J+lS9Qq0pgauGyDOgLvpEXNIODz2zogQER8IulB4PfA6O0xZks0ffr0LdpGj649XcOHD2f48OGbtfl1z2ZmZmbbzy5R2JA8+P9bSfsBG4BXSZalvU+ydKqc5DmRzUTEp+lrn3+TLu1qS/KszEKSL+UdgKclrQfWA9ekX9pHAXdLqnp5wOQG4psATJf0HEkR9EYtfeYDGyS9QPJMyvNZx8YDt6RLxj4GvtPA9bbWHcCfJT0DlAEvb6dxq8Y+heT5JzMzMzOzXdouUdhExLPA0bUcuiz9qdm/JGu7jM2fkalqD+Cq9KfmsYeBw2ppL8jafgYoTrdXAkOyul6Q1a9D+rkeOL7GkJn02HvAN2u53vga+4U1+9Q43qHGfgWwxTK8VGFWv5Ks7fKqYxExlfTFADVjIXkuaEq6RNDMzMzMbJe2SxQ2tmuRdB9wEMkLG8zMzMzMdnkubHYx6d/MebiWQ8fvrIf40zeu5aTd7m1YfMWJOyIcMzMzM7MGubDZxaTFS1GDHc3MzMzMrNou8XdszMzMzMzMtoVnbGy7WLu+koJL7m/qMHaaci+7MzMzM9uleMbGzMzMzMyaPRc2ZmZmZmbW7LmwMTMzMzOzZs+FjVkjlZaWkpeXR2Hhpr+rOn78eLp27UpRURFFRUU88MADAJSXl9OuXbvq9nPPPbepwjYzMzNrkfzyALNGKikp4fzzz+ess87arP2CCy5gzJgxW/Q/6KCDKCsrq97PZDI7OkQzMzOzVsMzNjuYpEpJZVk/BfX0LZE0Kd0eL2lMuj1V0tL0/Jcl/XQrrlsi6XNZ++WSOm9lzN+UND+93jOSjtma81qbgQMH0qlTp6YOw8zMzMxwYbMzrI2Ioqyf8kaOc2FEFJH88c7vSOreQP8S4HMN9KnLw0C/9HqlwB8aOU6rNGnSJPr27UtpaSmrVq2qbl+6dCmHHXYYxx57LI899lgTRmhmZmbW8ngpWhOQVA70j4gKSf2BqyOieCtP3yv9XJOONQ74BtAO+DvwXWA40B+4Q9JaYEB6zvckfQPYHfh2RLxc2wUiYnXWbnsg6riPc4BzADp37sK4Phu28haav6plZCtWrGDNmjXV+3379uXmm29GElOmTOH000/n4osv5tNPP+XOO++kY8eOLF68mOHDhzNp0iQvR8vR6tWrnbNGcN5y55zlzjnLnXOWO+escVpL3lzY7HjtJFU9WLE0Ik5u5Di/lHQZ0BP4TUS8k7ZPiojLASTdBgyNiHsknQ+MiYhn0mMAFRHxJUnnAWOAs+u6mKSTgYlAHlDrX6OMiBuBGwG69egZ1yxoPf+cys8oTj7Ly2nfvj3FxcVb9OnRowdDhw7d4lhxcTHTp09n1apVnHrqqTs+2BYkk8nUmmurn/OWO+csd85Z7pyz3DlnjdNa8ualaDte9lK0xhY1sGkp2meB4yUdnbYPkvSUpAXAccCh9Yxxb/r5LFBQ38Ui4r6I6AWcBPxsG+JuVZYvX169fd9991W/Me3dd9+lsrISgNdff50lS5ZwwAEHNEmMZmZmZi1R6/kv9l3LBjYVlXvV17GmiFgtKQMcI+k54Hcky9relDS+gfHWpZ+VbOXvPiLmSjpIUueIqMgl1pZu5MiRZDIZKioqyM/PZ8KECWQyGcrKypBEQUEBN9xwAwBz585l3LhxtG3bljZt2jB58mT22WefJr4DMzMzs5bDhU3TKAcOB/6X5HmYrSapLXAk8Fs2FTEVkjoA3wLuSds+Ahr1zVlST+C1iAhJXwL2AFY2ZqyWbPr06Vu0jR49uta+w4cPZ/jwzX/VrWGtq5mZmdnO4qVoTWMCcJ2kx0hmT7bGL9NndeYDC4B7I+J94KZ0/0/A01n9pwKT01c2t8sxvuHAi+n1rgdOi4haXyBgZmZmZrYr8IzNDhYRHWppeww4uJb2qSQFCRExPqu9pJ7xLwMuq6X9j8Afs5oKso49AxTXM+aVwJV1HTczMzMz29V4xsbMzMzMzJo9z9i0YpJGAf9Vo/lvEfGfuY7Vbvc2LL6i1rdCm5mZmZntcC5sWrGIuAW4panjMDMzMzPbVl6KZmZmZmZmzZ4LGzMzMzMza/a8FM22i7XrKym45P6mDmOHK/dzRGZmZma7JM/YmJmZmZlZs+fCxszMzMzMmj0XNmY5Ki0tJS8vj8LCwuq28ePH07VrV4qKiigqKuKBBx6oPjZx4kR69uzJIYccwoMPPtgUIZuZmZm1eC5szHJUUlLC7Nmzt2i/4IILKCsro6ysjK9//esALFq0iBkzZrBw4UJmz57NeeedR2Vl5c4O2czMzKzFc2FTg6R8STMlLZH0mqTrJO2xg6+5Ov0skPRiVvsRkuZKWizpZUl/kLT3drjeeEljtqLfGEkhqfO2XrMlGThwIJ06ddqqvjNnzmTEiBHsueeedO/enZ49ezJv3rwdHKGZmZlZ6+PCJoskAfcCf4qILwAHAx2AX2zjuDm/fU7S/sDdwMURcQjwRWA2sM+2xJLD9Q8EBgNv7IzrtQSTJk2ib9++lJaWsmrVKgCWLVvGgQceWN0nPz+fZcuWNVWIZmZmZi2WIqKpY9hlSDoe+GlEDMxq2xdYCrwOlETEwrQ9A/wIeBn4LdCH5PXZ4yNipqQS4ERgL6A9MAyYCXwG2B24LCJmpmOtjogOkgqAv0REoaTLASJiXC1xdgKmAD2Aj4FzImK+pPFAt7S9G3BtRPwmPWcscBbwJvAu8GxEXF1PLu4BfpbG3D8iKmrpcw5wDkDnzl0OH3ftTXUN12L06doRgBUrVnDppZdyyy23APDee+/2NbtsAAAgAElEQVTRsWNHJDFlyhRWrlzJxRdfzLXXXsuhhx7K4MGDAbjqqqs48sgjOfbYY1m9ejUdOnRosntpjpyzxnHecuec5c45y51zljvnrHFaWt4GDRr0bET0r9nuv2OzuUOBZ7MbIuJDSW8AfwFOBX4q6QDgcxHxrKT/Bv4aEaWS9gPmSfq/9PQBQN+IeC+dtTk5Ha8z8KSkWVF3ZVkITKvj2ATg+Yg4SdJxwK1AUXqsFzCIZGZnsaTfA32BEcBhJL/z52reZzZJw4BlEfFCMolVu4i4EbgRoFuPnnHNgpb/z6n8jOLks7yc9u3bU1xcvEWfHj16MHToUIqLi3niiScAqvtNnDiRIUOGMGDAADKZTK3nW92cs8Zx3nLnnOXOOcudc5Y756xxWkvevBRtcwJqKzQEZIBvp/unkiwTAxgCXCKpLO2zF8lsCcCciHgva4z/ljQf+D+gK7B/I+M8BrgNICL+CvyLpI7psfsjYl06w/JOeo2vAPdFxMcR8SEwq66B02d4xgJbzBRZ3ZYvX169fd9991W/MW3YsGHMmDGDdevWsXTpUpYsWcIRRxzRVGGamZmZtVgt/7/Yc7MQGJ7dkC5FOxB4GlgpqS9wGvDdqi7A8IhYXOO8I4E1WU1nAF2AwyNivaRykiKovlgOJ1kKVlNt0yhVBdm6rLZKNv2Ot3bN4UFAd6BqtiYfeE7SERGxYivHaNFGjhxJJpOhoqKC/Px8JkyYQCaToaysDEkUFBRwww03AHDooYdy6qmn0rt3b9q2bcv1119PmzZtmvgOzMzMzFoeFzabexi4QtJZEXGrpDbANcDUiPhY0gzgIqBjRCxIz3kQ+J6k70VESDosIp6vZeyOwDtpUTMI+HwDsUwiWdZ2f0Q8BSDp30lme+aSFEo/k1QMVKRL3Ooaay4wVdIVJL/zbwA31NYxva+8qv20AKv1GZvWavr06Vu0jR49us7+Y8eOZezYsTsyJDMzM7NWz0vRsqTPu5wMfFvSEuAV4BPgx2mXe0ieVfmfrNN+RvIygPnpq5p/VsfwdwD9JT1DUpS83EAs/0yvdXX6uueXSJaUfQiMT8eaD1wBfKeBsZ4D7gLKgD8Cj9XX38zMzMysufGMTQ0R8SbJjEZtx/5JjZxFxFo2LUvLbp8KTM3aryB5mUBt43ZIP8tJXhpQ1f4ESTFT08fAN2sZZ3yN/eyxfkEjXlsdEQW5nmNmZmZmtrN5xsbMzMzMzJo9z9i0YpKuB75co/m6iLgl17Ha7d6GxVecuH0CMzMzMzPLkQubViwi/rOpYzAzMzMz2x68FM3MzMzMzJo9FzZmZmZmZtbseSmabRdr11dScMn9TR3Gdlfu54bMzMzMmgXP2JiZmZmZWbPnwsbMzMzMzJo9FzZmW6G0tJS8vDwKCwu3OHb11VcjiYqKiuq2iRMn0rNnTw455BAefPDBnRmqmZmZWavkwsZsK5SUlDB79uwt2t98803mzJlDt27dqtsWLVrEjBkzWLhwIbNnz+a8886jsrJyZ4ZrZmZm1uq4sGkEJR6XdEJW26mStvjmK6lU0gJJ8yW9KOmbDYw9VdK3amkvlvSXes47I73GfEl/l9Qv69jXJC2W9KqkS7LaO0maI2lJ+vmZtH0PSbekcb8gqbjBpLRwAwcOpFOnTlu0X3DBBVx11VVIqm6bOXMmI0aMYM8996R79+707NmTefPm7cxwzczMzFodFzaNEBEBnAv8StJektoDvwCq/+BlWvx0A8YCx0REX+AoYP4OCmspcGx6nZ8BN6ZxtAGuB04AegMjJfVOz7kEeDgivgA8nO4D/L/0PvsAg4FrJPnfSg2zZs2ia9eu9OvXb7P2ZcuWceCBB1bv5+fns2zZsp0dnpmZmVmr4tc9N1JEvCjpz8DFQHvgVqBS0kvAI8AA4AfAR8Dq9JzVVduSioDJwN7Aa0BpRKzKvoakrwHXAhXAcw3E8/es3SeB/HT7CODViHg9HXMG8E1gUfpZnPabBmTS++lNUugQEe9Ieh/oD2w27SDpHOAcgM6duzCuz4b6QmyWMplM9faKFStYs2YNmUyGTz75hIsvvphf/vKX1ft/+9vf6NixI2+99RYvvfRS9bnLly9n4cKFdO7cebOxV69evdn41jDnrHGct9w5Z7lzznLnnOXOOWuc1pI3FzbbZgJJwfEpyRf/A4BDgFERcV46W/JPYKmkh4F7I+LP6bm3At+LiEclXQ78lKQQAkDSXsBNwHHAq8BdOcQ1GvjfdLsr8GbWsbeAI9Pt/SNiOUBELJeUl7a/AHwzLYIOBA5PPzcrbCLiRtKZoW49esY1C1reP6fyM4o3bZeX0759e4qLi1mwYAErV67k/PPPB6CiooLvfe97zJs3jyOPTNJbXJycO3HiRIYMGcKAAQM2GzuTyVT3sa3jnDWO85Y75yx3zlnunLPcOWeN01ry5uVF2yAi1pAUHLdFxLq0+R8R8WR6vBL4GvAt4BXg15LGS+oI7BcRj6bnTAMG1hi+F7A0IpakS99u35qYJA0iKWwurmqqLfQGhplCUgA9QzJj9Heg5U3HbIM+ffrwzjvvUF5eTnl5Ofn5+Tz33HN89rOfZdiwYcyYMYN169axdOlSlixZwhFHHNHUIZuZmZm1aC5stt3G9KfKmuyDkZgXEROBEcDwHMZuqADZjKS+wB+Ab0bEyrT5LZLZlir5wNvp9j8lHZCeewDwThrzhoi4ICKKIuKbwH7AklxiaWlGjhzJgAEDWLx4Mfn5+dx888119j300EM59dRT6d27N1/72te4/vrradOmzU6M1szMzKz1aXlrh3Yhkj4HfDYiqp6PKSKZ0flA0ipJX4mIx4AzgUdrnP4y0F3SQRHxGjCygWt1A+4FzoyIV7IOPQ18QVJ3YBlJcXV6emwW8B3givRzZjrW3oAiYo2kwcCGiFjUmBy0FNOnT6/3eHl5+Wb7Y8eOZezYsTswIjMzMzPL5sJmx9oduDotcD4B3iV5mxokhcTktIh4HRiVfWJEfJI+nH+/pArgcWDLvw65yTjgX4Dfpa8e3hAR/SNig6TzgQeBNsCUiFiYnnMF8D+SRgNvAN9O2/OAByVtJCmGzmx0BszMzMzMdgIXNtsoIsZnbZeTVXxExD9IHv6v7bwyktc/12wvydqeTfKszdbEcTZwdh3HHgAeqKV9JXB8Le3lJC9BMDMzMzNrFvyMjZmZmZmZNXuesWlmJI0C/qtG898i4j9r67+ztNu9DYuvOLEpQzAzMzOzVsyFTTMTEbcAtzR1HGZmZmZmuxIvRTMzMzMzs2bPhY2ZmZmZmTV7Xopm28Xa9ZUUXHJ/U4ex3ZX7uSEzMzOzZsEzNmZmZmZm1uy5sDEzMzMzs2bPhY2ZmZmZmTV7LmzMGlBaWkpeXh6FhYXVbT/5yU/o27cvRUVFDBkyhLfffhuATz/9lFGjRtGnTx/69etHJpNpoqjNzMzMWpcdWthICknXZO2PkTS+gXOGSbqkgT7Fkv5Sx7FySZ0bFXBy/lRJ32rs+Y0dV9JQSc9LekHSIknf3d4x5CrN89FNHUdTKykpYfbs2Zu1XXjhhcyfP5+ysjKGDh3K5ZdfDsBNN90EwIIFC5gzZw4/+tGP2Lhx406P2czMzKy12dEzNuuAU3IpNCJiVkRcsQNjqpOkJnlLnKTdgRuBb0REP+AwILMTr9+mjkPFQKsvbAYOHEinTp02a9t3332rt9esWYMkABYtWsTxxx8PQF5eHvvttx/PPPPMzgvWzMzMrJXa0YXNBpIv7BfUPCCpi6Q/Sno6/fly2l4iaVK6fZCkJ9Pjl0tanTVEB0n3SHpZ0h2q+maZuFDSvPSnZzrW5yU9LGl++tktbZ8q6VeSHgGuTM8fKOnvkl6vmmVR4peSXpS0QNJpW9E+KZ19uR/IqydP+5C8enslQESsi4jFWxH37yU9ksZ5rKQpkl6SNDUrz0MkPSHpOUl3S+qQtpdLGifpceDbkr6fxjpf0gxJBcC5wAWSyiR9pb5fdGs0duxYDjzwQO64447qGZt+/foxc+ZMNmzYwNKlS3n22Wd58803mzhSMzMzs5ZvZ8xQXA/Ml3RVjfbrgF9HxOPpl/UHgS/W0ue6iJgu6dwaxw4DDgXeBv4GfBl4PD32YUQcIeks4FpgKDAJuDUipkkqBX4DnJT2Pxj4akRUpkXBAcAxQC9gFnAPcApQBPQDOgNPS5pLMqNRW/sA4BCgD7A/sAiYUluCIuI9SbOAf0h6GPgLMD0iNjYQ92eA44BhwJ/THJydxlAEvAVclt7bGkkXAz8ELk/P/yQijgGQ9DbQPSLWSdovIt6XNBlYHRFX1xa3pHOAcwA6d+7CuD4bauvWrFU9I7NixQrWrFmz2TMzgwcPZvDgwdxxxx2MGTOGUaNGcdBBBzFnzhx69erF/vvvT69evXjppZdqfdZm9erVfgYnR85Z4zhvuXPOcuec5c45y51z1jitJW87vLCJiA8l3Qp8H1ibdeirQO+siZZ9Je1T4/QBbPoSfyeQ/QV7XkS8BSCpDChgU2EzPevz11ljnZJu3wZkF1p3R0Rl1v6f0qJikaT907ZjSIqNSuCfkh4F/rWe9oFZ7W9L+mutCUpFxNmS+qR5GQMMBkoaiPvPERGSFgD/jIgFaT4WpvnIB3oDf0vzvAfwRNb5d2VtzwfukPQn4E/1xZoV840kM3J069EzrlnQ8v7ea/kZxclneTnt27enuLh4iz7du3fnxBNPZNq0aQDVS9EAjj76aE455RR69+69xXmZTKbW8axuzlnjOG+5c85y55zlzjnLnXPWOK0lbzvrm+i1wHPALVltuwEDIiK72EGbrSir17qs7Uo2v5eoY5s62tfUM7ZqfNZUX8B1Xbv2zklhskDSbcBSksKmvjGr4tzI5jFvJMlHJTAnIkbWccns+z6RpBgbBvxE0qG5xN7aLFmyhC984QsAzJo1i169egHw8ccfExG0b9+eOXPm0LZt21qLGjMzMzPbvnbK654j4j3gf4DRWc0PAedX7aRLp2p6Ehiebo/I4ZKnZX1WzVD8PWuMM9g0u7O15gKnSWojqQtJETCvgfYRafsBwKC6BpbUQVJxVlMR8I/tEPeTwJeznjPaW9LBtVx/N+DAiHgEuAjYD+gAfETy/E+rNnLkSAYMGMDixYvJz8/n5ptv5pJLLqGwsJC+ffvy0EMPcd111wHwzjvv8KUvfYkvfvGLXHnlldx2221NHL2ZmZlZ67Az1w5dQ1YhQ7I07XpJ89M45pI8rJ7tB8Dtkn4E3A98sJXX2lPSUySFW9VsxfeBKZIuBN4FRuUY/30ky8JeIJk1uSgiVkiqr/04YAHwCvBoPWMLuEjSDSTL9dawabam0XFHxLuSSoDpkvZMmy9L48nWhiTPHdNYfp0+Y/Nn4B5J3wS+FxGPbe21W5Lp06dv0TZ69OhaekJBQQGLFy/e0SGZmZmZWQ07tLCJiA5Z2/8E9s7ar2DTzEr2OVOBqenuMuCo9DmSEcAzaZ8MWa9Djojzs7YL0s0JNcYtJyk0al6vpIH9DulnABemP9nH62vPLuTqFBEfAV+v41iDcad9Cus49leSZ35qnl+Qtb2e5Fmhmn1eAfpuxS2YmZmZmTWpXf1p78OBSUoevHkfKG3ieMzMzMzMbBe0Sxc26dKnfk0dx/aULlHrXqP54oh4sCni2V7a7d6GxVec2NRhmJmZmVkrtUsXNi1RRJzc1DGYmZmZmbU0O+WtaGZmZmZmZjuSCxszMzMzM2v2vBTNtou16yspuOT+pg5jm5X7OSEzMzOzZskzNmZmZmZm1uy5sDEzMzMzs2bPhY2ZmZmZmTV7LmzMalFaWkpeXh6FhYXVbT/5yU/o27cvRUVFDBkyhLfffrv62MSJE+nZsyeHHHIIDz7YrP8kkZmZmVmz5MLGrBYlJSXMnj17s7YLL7yQ+fPnU1ZWxtChQ7n88ssBWLRoETNmzGDhwoXMnj2b8847j8rKyqYI28zMzKzVapGFjaRKSWWSXpD0nKSjczx/vKQxOyq+eq57gaRPJHXMaiuRNCnHcb4g6S+SXpP0rKRHJA3M4fwCSWvTHJZJmpzL9VuCgQMH0qlTp83a9t133+rtNWvWIAmAmTNnMmLECPbcc0+6d+9Oz549mTdv3k6N18zMzKy1a6mve14bEUUAkv4NmAgcu62DSmobERu2dZx6jASeBk4GpjZmAEl7AfcDYyJiVtpWCPQH5tboW9/9vFaVQ9tk7Nix3HrrrXTs2JFHHnkEgGXLlnHUUUdV98nPz2fZsmVNFaKZmZlZq9RSC5ts+wKrqnYkXQicCuwJ3BcRP03bxwJnAW8C7wLPpu0Z4O/Al4FZksqAq0ly9zTwHxGxTtLxdbSXA3cCg4DdgXNICq2ewC8jYnJ6nYOADsCFwI/ZvLA5UNJsoDtwZ0RMkHQl8I+I+F16/njgI+B94ImqogYgIl4EXszq9zmgAKgATm9MUtOxzknvh86duzCuz46s+XaOTCZTvb1ixQrWrFmzWdvgwYMZPHgwd9xxB2PGjGHUqFG89dZbvPTSS9X9li9fzsKFC+ncuXO911q9evVmY1vDnLPGcd5y55zlzjnLnXOWO+escVpL3lpqYdMuLUD2Ag4AjgOQNAT4AnAEIJJCZSCwBhgBHEaSk+dIC5vUfhFxbDobsgQ4PiJekXQr8B/pUq2pNduBa9Pz34yIAZJ+nfb7chrbQqBqmddIYDrwGHCIpLyIeCc9dgRQCHwMPC3pfmBGOv7v0j6nAl8DfpDGX5/DgWMiYm09fbpLeh74ELgsIh6r2SEibgRuBOjWo2dcs6D5/3MqP6N403Z5Oe3bt6e4uHiLft27d+fEE09k2rRpPPHEEwDV/SZOnMiQIUMYMGBAvdfKZDK1jm11c84ax3nLnXOWO+csd85Z7pyzxmkteWuRz9iQLkWLiF4kX/ZvVfJAxJD053mSL/+9SAqdr5DM3nwcER8Cs2qMd1f6eQiwNCJeSfenAQPraa9SNd4C4KmI+Cgi3gU+kbRfemwEMCMiNgL3At/OOn9ORKxMC5F7SYqS54E8SZ+T1A9YFRFv1EyEpPskvSjp3ux4GihqlgPdIuIw4IfAnZL2rad/q7BkyZLq7VmzZtGrVy8Ahg0bxowZM1i3bh1Lly5lyZIlHHHEEU0VppmZmVmr1Pz/i70BEfGEpM5AF5JZmokRcUN2H0k/AKKeYdZUda3jeF3tVdalnxuztqv220rqS1JgzUkfSN8DeB24vuo2aoxXtX8P8C3gsyQzOJDMAlUXVRFxsqT+JMvkat5PrSJiXVWcEfGspNeAg4Fn6r3LFmTkyJFkMhkqKirIz89nwoQJPPDAAyxevJjddtuNz3/+80yenEy2HXrooZx66qn07t2btm3bcv3119OmTZsmvgMzMzOz1qXFFzaSegFtgJXAg8DPJN0REasldQXWkzxUP1XSFSQ5+QZwQy3DvQwUSOoZEa8CZwKP1tO+tUYC4yNiYlbcSyV9Pt0dLKkTsBY4CShN22cANwGd2fRyhDuBSyUNy3rOZu8cYkFSF+C9iKiU1IOk6Ho9lzGau+nTp2/RNnr06Dr7jx07lrFjx+7IkMzMzMysHi21sKl6xgaS2ZTvREQl8JCkLwJPpDMjq4F/j4jnJN0FlAH/IHnOZQsR8YmkUcDdkqpeEjA5fUnAFu05xDsCOKFG231p+z+Bx4HbSF44cGdEPJPGs1DSPsCyiFietq2VNBT4laRr0/M/An6eQzwDgcslbQAqgXMj4r0czjczMzMz26laZGETEXWuA4qI64Dramn/BfCLWtqLa+w/TPKSgZr96movyNqeStbbzrKOda/lvB9m7U6teTyrX59a2l4Gvl5H//F1jZXV54/AHxvqZ2ZmZma2q2ipLw8wMzMzM7NWpEXO2NjWSf946ZU1mpdGxMm5jtVu9zYsvuLE7ROYmZmZmVmOXNi0YhHxIMkLFczMzMzMmjUvRTMzMzMzs2bPMza2XaxdX0nBJfc3dRjbrNzL6czMzMyaJc/YmJmZmZlZs+fCxszMzMzMmj0XNmZmZmZm1uy5sDGrobS0lLy8PAoLC6vbLrzwQnr16kXfvn05+eSTef/99wH49NNPGTVqFH369KFfv35kMpkmitrMzMysdXNhY1ZDSUkJs2fP3qxt8ODBvPjii8yfP5+DDz6YiRMnAnDTTTcBsGDBAubMmcOPfvQjNm7cuNNjNjMzM2vtmm1hI2l1Dn1LJH0ua393SVdIWiLpRUnzJJ3QyDi6SHpK0vOSviLpAUn7NXKsMZJeTmN6QdJZDfQvkTQp3R4vaZmksvS+7pXUO6vv0DTGFyQtkvTdxsTYGgwcOJBOnTpt1jZkyBDatk1eInjUUUfx1ltvAbBo0SKOP/54APLy8thvv/145plndm7AZmZmZtZ8C5sclQCfy9r/GXAAUBgRhcA3gH0aOfbxwMsRcVhEPBYRX4+I93MdRNK5wGDgiDSmgYByHObXEVEUEV8A7gL+mhZeuwM3At+IiH7AYUAm1xgtMWXKFE44IamD+/Xrx8yZM9mwYQNLly7l2Wef5c0332ziCM3MzMxaH0VEU8fQKJJWR0SHGm1FwGRgb+A1oJSk8JgKLAPWAl8G3gC6R8SHtYw7EvgxSVFxf0RcXHU94DpgaDrON0mKo1lAu3T8AcBLQP+IqJD0E+AM4E2gAng2Iq6u437eAAZFxGu1HCvPGrM/cHVEFEsqSdvPlzQeWJ09vqRbgWeB24CXgc9HxNoaY38DuAzYA1gJnBER/5TUAfgt0B8IYEJE/LHGuecA5wB07tzl8HHX3lTbrTUrfbp2BGDFihVceuml3HLLLZsdv/3221m8eDGXX345kqisrGTy5Mk8//zz7L///lRWVjJ06FCOOeaYBq+1evVqOnTo0GA/28Q5axznLXfOWe6cs9w5Z7lzzhqnpeVt0KBBz0ZE/5rtLe0PdN4KfC8iHpV0OfDTiPiBpPOBMRHxjKS+wBt1FDWfA64EDgdWAQ9JOiki/gS0B56MiLGSrgL+X0T8XNI40uIiHaNqrP7AcJLZkbbAcyRFxhYk7QPsU1tRs42eA3pFxHuSZgH/kPQw8BdgekRsBB4HjoqIkHQ2cBHwI+AnwAcR0SeN8TM1B4+IG0lmgujWo2dcs6D5/3MqP6M4+Swvp3379hQXF1cfmzZtGgsXLuThhx9m7733rm6vWooGcPTRR3PKKafQu3f1KsA6ZTKZzca3hjlnjeO85c45y51zljvnLHfOWeO0lrw1/2+iKUkdgf0i4tG0aRpwd47D/CuQiYh30zHvIFkS9ifgU5KCAJICZXADYx0DzKyaIZH05/rCJ5kV2d6ql7JFxNmS+gBfBcaQxF8C5AN3STqAZNZmaXrKV4ERWeev2gHxNRuzZ8/myiuv5NFHH92sqPn444+JCNq3b8+cOXNo27btVhU1ZmZmZrZ9tZjCJgevAt0k7RMRH9U4Vt8zLetj07q9ShrO3VY/HxMRH0paI6lHRLxeS5cNbHoeaq+tHZdktqj6SfaIWAAskHQbSQFTQrLc7FcRMUtSMTA+K/7muU5xG40cOZJMJkNFRQX5+flMmDCBiRMnsm7dOgYPTurZo446ismTJ/POO+/wb//2b+y222507dqV2267rYmjNzMzM2udWkxhExEfSFol6SsR8RhwJlA1e/MR6csBIuJjSTcDv5H03Yj4NJ2tOB54GLhOUmeSpWgjSb74N8bjwA2SJpLk+USgvodQJgLXSzotLXT2BUaky73KSZbH/S/J8rYGSRoODAF+lD4v0z8iMunhIuAf6XZHkueDAL6TNcRDwPnAD9LxPtNaZm2mT5++Rdvo0aNr7VtQUMDixYt3dEhmZmZm1oDm/Fa0vSW9lfXzQ5Iv5r+UNJ/ky/vlad+pwOT0VcjtSB6WfxdYJOlFkqVm70bEcuBS4BHgBeC5iJjZmOAi4mmSFwu8ANxLMnPyQT2n/D697tNpTI8CH6fHJpAUXI+RzBbV5YKq1z0D/w4cly6rE3CRpMWSytLxStJzxgN3p2NXZI31c+AzVa+eBgZt3Z2bmZmZme18zXbGJiLqKsqOqqXvH4E/1mi+KP2p2fdO4M5a2jtkbd8D3JNuTyUpnKqOFWSddnVEjJe0NzAXuKaOmEmXuV2V/tQ89hhwcC3t1deOiPFsWkZWs99HwNfrODYT2KJ4i4jVbD6DY2ZmZma2y2q2hU0zcWP6RzL3AqZFxHNNHZCZmZmZWUvkwmYHiojTa7ZJup7kb+lkuy4ibqnZtzlpt3sbFl9xYlOHYWZmZmatlAubnSwi/rOpYzAzMzMza2ma88sDzMzMzMzMABc2ZmZmZmbWAngpmm0Xa9dXUnDJ/U0dxjYp9zNCZmZmZs2WZ2zMzMzMzKzZc2FjZmZmZmbNngsbsyylpaXk5eVRWFhY3XbhhRfSq1cv+vbty8knn8z7778PwB133EFRUVH1z2677UZZWVlThW5mZmbWqrmwMctSUlLC7NmzN2sbPHgwL774IvPnz+fggw9m4sSJAJxxxhmUlZVRVlbGbbfdRkFBAUVFRU0RtpmZmVmrt9MLG0kh6Zqs/TGSxjdwzjBJlzTQp1jSX+o4Vi6pc6MCTs6fKulbjT2/seNK2l3SFZKWSHpR0jxJJ6THtumearnWGEkvp9d5QdJZ22vs5mTgwIF06tRps7YhQ4bQtm3yno2jjjqKt956a4vzpk+fzsiRI3dKjGZmZma2paaYsVkHnJLLl/KImBURV+zAmOokqSnfHPcz4ACgMCIKgW8A+2zPC0hqI+lcYDBwRHqdgYBq67s9r90cTZkyhRNOOGGL9rvuusuFjZmZmVkTaoov7RuAG4ELgLHZByR1ASYD3dKmH0TE3ySVAP0j4nxJBwF3AG2A/wV+GBEd0v4dJN0DFALPAv8eEZEeu1DSoHT79Ih4VdLngSlAF+BdYFREvCFpKiqK4vUAACAASURBVPAecBjwXHrOQEk/BD4LXBQR90gScBVwAhDAzyPirgbafwscByylluIhKxd7A/8P6B4R6wAi4p/A/9TS99+B7wN7AE8B50VEpaTfA/8KtAPuiYifpv3L0/seAkwCfgwMiogP0+t8AEyro++MrOueA5wD0LlzF8b12VDX7TQLmUwGgBUrVrBmzZrq/Sq3334777//Pl27dt3s2KJFi4gIKioqtjinPqtXr86pvzlnjeW85c45y51zljvnLHfOWeO0lrw11WzE9cB8SVfVaL8O+HVEPC6pG/Ag8MVa+lwXEdPTmYZshwGHAm8DfwO+DDyeHvswIo5Il1hdCwwl+aJ+a0RMk1QK/AY4Ke1/MPDVtECYSjJzcgzQC5gF3AOcAhQB/YDOwNOS5gJH19E+ADgE6APsDywiKRpq0xN4o6rYqIukLwKnAV+OiPWSfgecAdwKjI2I99KZlocl9Y2I+empn0TEMZL2AX4fEa/Vc5lPIuKYmo0RcSNJkUq3Hj3jmgXN+88ilZ9RnHyWl9O+fXuKi4urj02bNo2FCxfy8MMPs/fee2923syZMzn77LM36781MplMzue0ds5Z4zhvuXPOcuec5c45y51z1jitJW9N8k00Ij6UdCvJLMParENfBXonExsA7Jt+8c42gE3Fx53A1VnH5kXEWwCSyoACNhU207M+f5011inp9m0ksyxV7o6Iyqz9P0XERmCRpP3TtmOA6Wm/f0p6lGSGpK72gVntb0v6a60Jys3xwOEkxRMkszPvpMdOTWdV2pIUZr2BqsLmrvRTJLNK9bmrgeMt2uzZs7nyyit59NFHtyhqNm7cyN13383cuXObKDozMzMzg6absYFk1uQ54Jastt2AARGRXeyQVeg0ZF3WdiWb31/UsU0d7WvqGVs1PmuqL+CGiogqrwLdJO0TER/V00/AtIi4dLNGqTswBvjXiFiVzjrtldVlDVQXmWsk9YiI1+u4Rs1ctFgjR44kk8lQUVFBfn4+EyZMYOLEiaxbt47BgwcDyQsEJk+eDMDcuXPJz8+nR48eTRm2mZmZWavXZK97joj3SJ4XGZ3V/BBwftWOpNrenfskMDzdHpHDJU/L+nwi3f571hhnsGl2Z2vNBU5LH8DvQjIjM6+B9hFp+wHAoLoGjoiPgZuB30jaA0DSAenzNNkeBr4lKS/t0yl9dmhfkoLkg3SGacsn3jeZCFwvad90jH3TmZ5WZ/r06Sxfvpz169fz1ltvMXr0aF599VXefPPN6lc7VxU1AMXFxTz55JNNGLGZmZmZQdPO2ABcQ1YhQ7I07XpJ80limwvUfI7mB8Dtkn4E3A98sJXX2lPSUyTFXNXrq74PTJF0IenLA3KM/z6S5WwvkMzEXBQRKyTV134csAB4BXi0gfEvA35OsvztE5JCZVx2h4hYJOky4CFJuwHrgf+MiCclPQ8sBF4neeaoLr8HOpAsZ1ufjnFNPf3NzMzMzHYpO72wyXqDWdVbvvbO2q9g08xK9jlTganp7jLgqIgISSOAZ9I+GSCTdc75WdsF6eaEGuOWkxQaNa9X0sB+h/QzgAvTn+zj9bVnF3L1iohPgYvSn5rHCrK276KW52Bqxl3buVlxXcXmzxjV2tfMzMzMbFfU1DM2jXE4MCl9dfL7QGkTx2Nm/5+9ew/Tqqz3P/7+CIYIpiJiICEeQRlwEDyQNYwHNDepEXkgTEfsMndbt+UpUreHzCDLNqb+YmsqaIqKgpC6UdRGrFQEHTmIIxWzFRMUjWgAicP398daA888PHN4xoFhZj6v65rrWeu77nWv73OPXRff7nvdY2ZmZtbEml1hExEvkWyj3GKkS9T2zwr/MCKeaYp8GqL9zm0oHzu0qdMwMzMzs1aq2RU2LVFEDGvqHMzMzMzMmrMm2xXNzMzMzMyssbiwMTMzMzOzZs9L0axRrF2/kZ6jn2rqNBqswu8HmZmZmTVrnrExMzMzM7Nmz4WNmZmZmZk1ey5szDKMGjWKLl26UFBQsDl25ZVX0rt3b/r168ewYcNYuXIlABUVFbRv357CwkIKCwu56KKLmiptMzMzs1bPhY1ZhpKSEmbMmFEtNmTIEBYsWMC8efM45JBDGDNmzOZrBx54IGVlZZSVlTF+/Pjtna6ZmZmZpVzYZJHUXdI0SYsl/UXSbZI+t42fWZl+9pS0ICN+lKRZksolvS3pN5J2bYTn3SDpilquPyKpLP2pkFT2WZ/ZXBQVFdGpU6dqsZNOOom2bZN9No455hiWLl3aFKmZmZmZWS1c2GSQJGAK8EREHAwcAnQEbv6M/ea9+5ykfYDJwA8johdwKDAD2O2z5FIfEXFWRBRGRCHwOMmYGHDvvfdyyimnbD5fsmQJ/fv3Z/Dgwbz00ktNmJmZmZlZ66aIaOocdhiSTgCuj4iijNjngSXAX4GSiFiYxkuBy4G3gduBviTbZ98QEdMklQBDgV2ADsBpwDRgT2Bn4NqImJb2VRkRHSX1BJ6MiAJJPwaIiOty5NkJuBc4AFgDXBgR8yTdAPRI4z2AcRHxq/Sea4BzgfeAj4C5EfGLOsZDwLvA8RGxOMf1C4ELATp33nvAdePurq27HVrffXfffLxs2TJ+9KMfcd9991Vr89vf/pby8nJ+/OMfI4l//etfrF27lt13353y8nL+67/+i/vuu48OHTrU65mVlZV07NixUb9HS+cxaxiPW/48ZvnzmOXPY5Y/j1nDtLRxO+644+ZGxMDsuP+OTXV9gLmZgYhYJeld4EngTOB6SV2BbhExV9JPgRciYpSkPYDZkp5Lbx8E9IuIT9JZm2Fpf52BVyRNj5orywJgYg3XbgTeiIivSzoeuB8oTK/1Bo4jmdkpl/RroB9wNtCf5Hf+evb3rMFXgOW5ipp0bO4C7gLoccBBcev85vufU8XI4i3HFRV06NCB4uItsYkTJ7Jw4UKef/55dt1169WAxcXFTJo0iX322YeBA7f631lOpaWl1Z5hdfOYNYzHLX8es/x5zPLnMcufx6xhWsu4eSladQJyFRoCSoEz0vMzSZaJAZwEjE7fQyklmaHpkV6bGRGfZPTxU0nzgOeAfYF9Gpjnl4EHACLiBWAvSVVTDk9FxLqIWAF8mD7jK8DUiFgTEauA6fV8zghgUgNzbDFmzJjBz372M6ZPn16tqPnoo4/YuHEjAH/9619ZvHgxBxxwQFOlaWZmZtaqNd//i33bWAgMzwykS9G+CLwGfCypH3AW8N2qJsDwiCjPuu9oYHVGaCSwNzAgItZLqiApgmrLZQDJ8rVsyhGrKsjWZcQ2suV3nNeaw3SG6RtpDq3GiBEjKC0tZcWKFXTv3p0bb7yRMWPGsG7dOoYMGQIkGwiMHz+eWbNmcd1119G2bVvatGnD+PHjt9p4wMzMzMy2Dxc21T0PjJV0bkTcL6kNcCswISLWSHoYuArYPSLmp/c8A1wi6ZKICEn9I+KNHH3vDnyYFjXHAfvVkcsdJMvanoqIVwEknUMy2zOLpFC6SVIxsCJd4lZTX7OACZLGkvzOTwX+p47nnwi8HRGtaguwSZO2nqC64IILcrYdPnw4w4cPz3nNzMzMzLYvL0XLkL7vMgw4Q9Ji4B3gU+DqtMljJO+qPJpx200kmwHMS7dqvqmG7h8EBkqaQ1KUvF1HLsvTZ/0i3e55EcmSslXADWlf84CxwHl19PU68AhQRrLLWX227zobL0MzMzMzs2bCMzZZIuI9khmNXNeWkzVmEbGWLcvSMuMTgAkZ5ytINhPI1W/H9LOCZNOAqvjLJMVMtjXA6Tn6uSHrPLOvm8lj2+qIKKlvWzMzMzOzpuYZGzMzMzMza/Y8Y9OKSboTODYrfFtE3JerfW3a79yG8rFDGycxMzMzM7M8ubBpxSLiP5o6BzMzMzOzxuClaGZmZmZm1uy5sDEzMzMzs2bPS9GsUaxdv5Geo59q6jQarMLvB5mZmZk1a56xMTMzMzOzZs+FjZmZmZmZNXsubMwyjBo1ii5dulBQsPlvm3LllVfSu3dv+vXrx7Bhw1i5ciUAFRUVtG/fnsLCQgoLC7nooouaKm0zMzOzVs+FjVmGkpISZsyYUS02ZMgQFixYwLx58zjkkEMYM2bM5msHHnggZWVllJWVMX78+O2drpmZmZmlXNjUQFJ3SdMkLZb0F0m3SfrcNn5mZfrZU9KCjPiXJc2W9Lakckmf6e/PVD2nhmvHSSrL+PlU0tc/y/Oak6KiIjp16lQtdtJJJ9G2bbLPxjHHHMPSpUubIjUzMzMzq4ULmxwkCZgCPBERBwOHAB2Bmz9jv3nvQifpC8BDwEUR0Rs4FhgladhnyaUmEfH7iCiMiELgeGAN8Oy2eFZzdO+993LKKadsPl+yZAn9+/dn8ODBvPTSS02YmZmZmVnr5sImt+OBTyPiPoCI2Aj8gKSgeE1Sn6qGkkolDZDUQdK96fU3JJ2eXi+RNFnS74BnJXWU9Lyk1yXNr2pXi/8AJkTE62kuK4CrgCvT/idI+mZGPlWzPvk+J5dvAv8bEWsacG+Lc/PNN9O2bVtGjhwJQNeuXXn33Xd54403+OUvf8m3vvUtVq1a1cRZmpmZmbVO/js2ufUB5mYGImKVpHeBJ4EzgesldQW6RcRcST8FXoiIUZL2AGZLei69fRDQLyI+SWdthqX9dQZekTQ9IqKWXCZmxeYAh9XxHT7N8zm5nA38sqaLki4ELgTo3Hlvruu7IY+udyylpaWbj5ctW8bq1aurxWbMmMHvfvc7br31Vl588cWcfey1115MmjSJXr161euZlZWV1Z5hdfOYNYzHLX8es/x5zPLnMcufx6xhWsu4ubDJTUCuAkBAKfBr4HqSAmdyeu0k4DRJV6TnuwA90uOZEfFJRh8/lVQEbAL2BfYBluWZS32+Qz7PqX5zUrT1BZ6pqU1E3AXcBdDjgIPi1vnN9z+nipHFW44rKujQoQPFxUlsxowZTJ8+nRdffJG99957c7uPPvqITp060aZNG/7617/y0UcfccYZZ2z1jk5NSktLNz/D6sdj1jAet/x5zPLnMcufxyx/HrOGaS3j1nz/JbptLQSGZwYkfR74IvAa8LGkfsBZwHermgDDI6I8676jgdUZoZHA3sCAiFgvqYKkCKotl4HA9IzYAJJZG4ANpEsK03eDqjY4yPc52c4EpkbE+jzuafZGjBhBaWkpK1asoHv37tx4442MGTOGdevWMWTIECDZQGD8+PHMmjWL6667jrZt29KmTRvGjx9f76LGzMzMzBqXC5vcngfGSjo3Iu6X1Aa4leRdlzWSHiZ5z2X3iJif3vMMcImkSyIiJPWPiDdy9L078GFabBwH7FdHLncCr0qaEhFlkvYi2cRgdHq9gqTQeRQ4Hdi5gc/JNgL4UZ73NHuTJk3aKnbBBRfkbDt8+HCGDx+e85qZmZmZbV/ePCCH9D2UYcAZkhYD75C8s3J12uQxkvdPHs247SaSomJeulXzTTV0/yAwUNIcklmVt+vI5QPgHOAuSeXA34BfRUTVix53A4MlzQYyZ4fyek4mST1JZqdyv0xiZmZmZraD8YxNDSLiPeDUGq4tJ2vsImItW5alZcYnABMyzleQbCaQq9+O6WcFUJARnwUcBZD+DZurJc2IiL+nuRyT0c2P6vucmqTP37e2NmZmZmZmOxLP2DQzEXFnRPSNiL83dS5mZmZmZjsKz9i0UpL6Ag9khddFxNEN6a/9zm0oHzv0sydmZmZmZtYALmxaqXTTg8KmzsPMzMzMrDF4KZqZmZmZmTV7LmzMzMzMzKzZ81I0axRr12+k5+inmjqNvFX4vSAzMzOzFsEzNmZmZmZm1uy5sDEzMzMzs2bPhY2ZmZmZmTV7Lmys1Rs1ahRdunShoKBgc2zy5Mn06dOHnXbaiTlz5myO/+tf/+L888+nb9++HH744ZSWljZBxmZmZmaWzYWNtXolJSXMmDGjWqygoIApU6ZQVFRULX733XcDMH/+fGbOnMnll1/Opk2btluuZmZmZpbbditsJIWkWzPOr5B0Qx33nCZpdB1tiiU9WcO1CkmdG5Rwcv8ESd9s6P0N7VdSqaRySWWSFkm6sJa2Ob+jpGskLZQ0L+3n6DT+G0mH5WhfIumOhn6n5qyoqIhOnTpVix166KH06tVrq7ZvvfUWJ5xwAgBdunRhjz32qDajY2ZmZmZNY3vO2KwDvpFPoRER0yNi7DbMqUaSmnor7JERUQgcC/xM0ueyG0hqk+tGSYOArwFHREQ/4ETgPYCI+E5EvLXt0m7ZDj/8cKZNm8aGDRtYsmQJc+fO5b333mvqtMzMzMxave35j/cNwF3AD4BrMi9I2hsYD/RIQ9+PiD9KKgEGRsTFkg4EHgTaAP8LXBYRHdP2HSU9BhQAc4FzIiLSa1dKOi49/lZE/FnSfsC9wN7AR8D5EfGupAnAJ0B/4PX0niJJlwFfAK6KiMckCbgFOAUI4CcR8Ugd8duB44ElgPIYt47AamBjOlaVwC+Bk4HLM8awPTAVeBz4GFgREesAImJFRrtS4IqImCPpfOBHwAfAOyTFZ42/j+zE0pmkCwE6d96b6/puyONr7Riq3pFZtmwZq1ev3uqdmZUrVzJ37lwqKysBOPDAA5k5cya9e/dmn332oXfv3ixatKhB79pUVlb6HZ08ecwaxuOWP49Z/jxm+fOY5c9j1jCtZdy296zEncA8SbdkxW8D/jsi/iCpB/AMcGiONrdFxCRJF2Vd6w/0Af4G/JFkluMP6bVVEXGUpHOBcSQzGXcA90fEREmjgF8BX0/bHwKcGBEb00KnK/BloDcwHXgM+AZQCBwOdAZekzQL+FIN8UFAL6AvsA/wFklhVZsHJa0DDiYpLDam8Q7Agoi4DiCpmegIPJx+p/sldQSuk/QO8BzwSES8mNm5pK7AjcAA4B/A74E3Msa6rt8HEXEXSbFKjwMOilvnN/UkV/4qRhYnnxUVdOjQgeLi4mrX99hjDwYMGMDAgQM3x6qWogF86Utf4hvf+AaHHbbV6r46lZaWbvU8q53HrGE8bvnzmOXPY5Y/j1n+PGYN01rGbbtuHhARq4D7gf/MunQicIekMpLi4fOSdstqMwiYnB4/lHVtdkQsjYhNQBnQM+PapIzPQRl9VfXxAEnhUmVyRhEB8EREbEqXb+2Txr4MTIqIjRGxHHgROLKWeFFG/G/AC9ljk8PIdBlZD+CKdJYJkpmbx7PaTgPui4j7ASKikqRguZBkRuqRdPYr09FAaUR8FBH/Ah7JuFaf30ertGbNGlavXg3AzJkzadu2bYOKGjMzMzNrXE3xf7GPI1nmdV9GbCdgUESszWyYzkbUx7qM441U/15RwzE1xFfX0reyPrPVlnBNz65VRHwk6XWSQuT/gE+zCi9IZqlOkfRQ1RK8tE0pUCppPnAeMKGeOeX8fbRUI0aMoLS0lBUrVtC9e3duvPFGOnXqxCWXXMJHH33E0KFDKSws5JlnnuHDDz/k5JNPZqeddmLfffflgQceaOr0zczMzIwm2O45Ij4BHgUuyAg/C1xcdSKpMMetrwDD0+Oz83jkWRmfL6fHf8roYyRblq3V1yzgLElt0vdRioDZdcTPTuNdgeNq6jibpF1Jltr9pZZm15G8V/P/0nt6STo443ohSVGU6VWgWNJeknYGzsi4Vp/fR4sxadIkPvjgA9avX8/SpUu54IILGDZsGEuXLmXdunUsX76cZ555BoCePXtSXl7OokWLeO6559hvv/3q6N3MzMzMtoemeiniVjL+4UyyNO1OSfNIcpoFZL9H833gt5IuB54ieS+kPtpJepWkiBuR8bx7JV1JunlAnvlPJVnO9ibJrMdVEbFMUm3x44H5JC/pv5i722oelLQWaAdMiIi5dbT/fvqdbiFZVna7pD1INm34M+lL/lUi4oN0u+2XSTYPeJ1kYwao3+/DzMzMzGyHsd0Km4wdzEjfP9k143wFW2ZWMu+ZwJblU+8Dx0RESDobmJO2KSVZclV1z8UZxz3Twxuz+q0gKTSyn1dSx3nH9DOAK9OfzOu1xTMLuVpFRHEt1zpmnffMOM0s0L5UV98RcR/VlwRWxXP+PszMzMzMdlTNaRurASQvtAtYCYxq4nwsQ/ud21A+dmhTp2FmZmZmrVSzKWwi4iWSbZRbjHSJ2v5Z4R9GxDNNkY+ZmZmZWXPVbAqbligihjV1DmZmZmZmLcF23xXNzMzMzMyssXnGxhrF2vUb6Tn6qaZOIy8VfifIzMzMrMXwjI2ZmZmZmTV7LmzMzMzMzKzZc2FjZmZmZmbNngsba/VGjRpFly5dKCgo2BybPHkyffr0YaeddmLOnDmb4w8++CCFhYWbf3baaSfKysqaIm0zMzMzy+DCxlq9kpISZsyYUS1WUFDAlClTKCoqqhYfOXIkZWVllJWV8cADD9CzZ08KCwu3Z7pmZmZmloMLmyySukuaJmmxpL9Iuk3S57bxMyvTz56SFmTEj5I0S1K5pLcl/UbSro3wvBskXVHL9ZskzZNUJulZSd0+6zN3ZEVFRXTq1Kla7NBDD6VXr1613jdp0iRGjBixLVMzMzMzs3pyYZNBkoApwBMRcTBwCNARuPkz9pv3ttqS9gEmAz+MiF7AocAMYLfPkks9/Twi+kVEIfAkcN12eGaz88gjj7iwMTMzM9tB+O/YVHc88GlE3AcQERsl/QBYIqkYKImIhQCSSoHLgbeB24G+JON5Q0RMk1QCDAV2ATpIOg2YBuwJ7AxcGxHTasnlP4CJEfFymksAj6XP7gTcCxwArAEujIh5km4AeqTxHsC4iPhVes81wLnAe8BHwNyaHhwRqzJOOwCRq52kC4ELATp33pvr+m6o5evseEpLSzcfL1u2jNWrV1eLAaxcuZK5c+dSWVlZLf7WW28REaxYsWKre+qrsrKywfe2Vh6zhvG45c9jlj+PWf48ZvnzmDVMaxk3FzbV9SHrH/wRsUrSuyQzF2cC10vqCnSLiLmSfgq8EBGjJO0BzJb0XHr7IKBfRHySztoMS/vrDLwiaXpasORSAEys4dqNwBsR8XVJxwP3A1UvevQGjiOZ2SmX9GugH3A20J/kd/569vfMJulmkkLoH2l/W4mIu4C7AHoccFDcOr95/edUMbJ4y3FFBR06dKC4uLhamz322IMBAwYwcODAavFp06bxne98Z6v2+SgtLf1M97dGHrOG8bjlz2OWP49Z/jxm+fOYNUxrGTcvRatO5J6dEFAKnJGen0myTAzgJGC0pLK0zS4ksyUAMyPik4w+fippHvAcsC+wTwPz/DLwAEBEvADsJWn39NpTEbEuIlYAH6bP+AowNSLWpLMx0+t6QERcExFfBB4ELm5gni3Spk2bmDx5MmeffXZTp2JmZmZmKRc21S0Eqv1f85I+D3wReA34WFI/4Czg4aomwPCIKEx/ekTEovTa6oyuRgJ7AwPSd1eWkxRBteUyoIZryhGrKsjWZcQ2smVWrqaZobo8BAxv4L3NwogRIxg0aBDl5eV0796de+65h6lTp9K9e3defvllhg4dysknn7y5/axZs+jevTsHHHBAE2ZtZmZmZpma19qhbe95YKykcyPifkltgFuBCRGxRtLDwFXA7hExP73nGeASSZdEREjqHxFv5Oh7d+DDiFgv6ThgvzpyuYNkWdtTEfEqgKRzSGZ7ZpEUSjel7/6sSJe41dTXLGCCpLEkv/NTgf+pqbGkgyNicXp6Gsl7RC3WpEmTcsaHDRuWM15cXMwrr7yyLVMyMzMzszx5xiZD+r7LMOAMSYuBd4BPgavTJo+RvKvyaMZtN5FsBjAv3ar5phq6fxAYKGkOSVFSa7EQEcvTZ/0i3e55EcmSslXADWlf84CxwHl19PU68AhQBjwOvFRbe5LibkHa/0nApXW0NzMzMzNrUp6xyRIR75HMaOS6tpysMYuItcB3c7SdAEzIOF9BsplArn47pp8VJJsGVMVfJilmsq0BTs/Rzw1Z55l93Uw9t62OiBa99MzMzMzMWh7P2JiZmZmZWbPnGZtWTNKdwLFZ4duq/o5PPtrv3IbysUMbJzEzMzMzszy5sGnFIuI/mjoHMzMzM7PG4KVoZmZmZmbW7HnGxhrF2vUb6Tn6qaZOIy8VXjpnZmZm1mJ4xsbMzMzMzJo9FzZmZmZmZtbsubAxMzMzM7Nmz4WNtWqjRo2iS5cuFBRs/lumTJ48mT59+rDTTjsxZ86cau3nzZvHoEGD6NOnD3379uXTTz/d3imbmZmZWQ4ubD4DSddIWihpnqQySUc3QQ6lksolvSnpj5J6NUKfFZI6N0Z+O7qSkhJmzJhRLVZQUMCUKVMoKiqqFt+wYQPnnHMO48ePZ+HChZSWlrLzzjtvz3TNzMzMrAbeFa2BJA0CvgYcERHr0kLgc/W4r21EbGjkdEZGxBxJFwI/B06rRx5tImJjI+fR7BQVFVFRUVEtduihh+Zs++yzz9KvXz8OP/xwAPbaa69tnZ6ZmZmZ1ZNnbBquK7AiItYBRMSKiPibpCMl/SmdQZktaTdJJZImS/od8KykDpLulfSapDcknQ5JsSHp52l8nqTvpvHidGbmMUlvS3pQknLkNAs4SImfS1ogab6kszL6+b2kh4D56fN+kbaZJ+mSjL4ukfR6eq33thzI5uKdd95BEieffDJHHHEEt9xyS1OnZGZmZmYpz9g03LPAdZLeAZ4DHgFeTj/PiojXJH0eWJu2HwT0i4hPJP0UeCEiRknaA5gt6TlgJPCPiDhSUjvgj5KeTe/vD/QB/gb8ETgW+ENWTqcC84FvAIXA4UBn4DVJs9I2RwEFEbFE0r8D+wP9I2KDpE4Zfa2IiCMkfQ+4AvhO9gCkM0QXAnTuvDfX9W3siahtq7S0FIBly5axevXqzedVVq5cydy5c6msrASgvLyc5557jvHjx9OuXTsuv/xy2rRpw4ABAxr0/MrKyq2eabXzmDWMxy1/HrP8DbfsxwAAIABJREFUeczy5zHLn8esYVrLuLmwaaCIqJQ0APgKcBxJQXMz8EFEvJa2WQWQTq7MjIhP0ttPAk6TdEV6vgvQI433k/TNNL47cDDwL2B2RCxN+ysDerKlsHlQ0lqgArgEuAyYlC41Wy7pReBIYFXaz5L0vhOB8VVL4zLyA5iSfs4lKZRyjcFdwF0APQ44KG6d37z+c6oYWZx8VlTQoUMHiouLq13fY489GDBgAAMHDgSSAmjt2rWcfvrpALz22mts2rRpq/vqq7S0tMH3tlYes4bxuOXPY5Y/j1n+PGb585g1TGsZNy9F+wwiYmNElEbE9cDFJAVA1NB8dcaxgOERUZj+9IiIRWn8koz4/hFRNWOzLuP+jVQvSkem7b8eEe+l/dQkO4+a8q16XvazWq2TTz6ZefPmsWbNGjZs2MCLL77IYYcd1tRpmZmZmRkubBpMUi9JB2eECoFFQDdJR6ZtdpOUqyh4huQdFqXt+mfE/13Szmn8EEkdGpDeLOCs9B2avYEiYHaOds8CF1XlmLUUrVUYMWIEgwYNory8nO7du3PPPfcwdepUunfvzssvv8zQoUM5+eSTAdhzzz257LLLOPLIIyksLOSII45g6NChTfwNzMzMzAz8/8R/Fh2B29N3ZDYAfyZ53+S+NN6e5P2aE3PcexMwDpiXFjcVJDus/YZkidnrafwj4OsNyG0qyTs9b5LMyFwVEctybALwG+CQNI/1wN3AHQ14XrM1adKknPFhw4bljJ9zzjmcc8452zIlMzMzM2sAFzYNFBFzgS/luLQCOCYrNiH9qbp3LfDdHH1uAq5OfzKVpj9V7S7OOC7O0U8AV6Y/mfHsfjaQvI9zWVa7nhnHc4CtnmFmZmZmtiPxUjQzMzMzM2v2XNiYmZmZmVmz56Vo1ija79yG8rF+kd7MzMzMmoZnbMzMzMzMrNlzYWNmZmZmZs2eCxszMzMzM2v2/I6NNYq16zfSc/RTTZ1GThV+98fMzMysxfOMjZmZmZmZNXsubMzMzMzMrNlzYWOtxqhRo+jSpQsFBQWbY5988glDhgzh4IMPZsiQIfz9738HYObMmQwYMIC+ffsyYMAAXnjhhaZK28zMzMzqwYWNtRolJSXMmDGjWmzs2LGccMIJLF68mBNOOIGxY8cC0LlzZ373u98xf/58Jk6cyLe//e2mSNnMzMzM6mm7FTaSQtKtGedXSLqhjntOkzS6jjbFkp6s4VqFpM4NSji5f4Kkbzb0/ob2K6lU0pyM84GSSmto203SY7X0M7COXG6QdEVWrEJSZ0l7SPperV+mGSkqKqJTp07VYtOmTeO8884D4LzzzuOJJ54AoH///nTr1g2APn368Omnn7Ju3brtm7CZmZmZ1dv2nLFZB3wjn0IjIqZHxNhtmFONJDX1jnFdJJ1SWwNJbSPibxHR6MVXag+gxRQ2uSxfvpyuXbsC0LVrVz788MOt2jz++OP079+fdu3abe/0zMzMzKyetuc/3jcAdwE/AK7JvCBpb2A80CMNfT8i/iipBBgYERdLOhB4EGgD/C9wWUR0TNt3TGctCoC5wDkREem1KyUdlx5/KyL+LGk/4F5gb+Aj4PyIeFfSBOAToD/wenpPkaTLgC8AV0XEY5IE3AKcAgTwk4h4pI747cDxwBJA9RivnwPXpt81c6xKgKHALkAHSaOAJyOiQFJ74D7gMGAR0D7jvguAHwJ/AxYD6yLi4jpyGAscKKkMmBkRV2blciFwIUDnzntzXd8N9fha219paenm42XLlrF69erNsQ0bNlS7nn2+ZMkSrr32Wm655ZZq8cZQWVnZ6H22dB6zhvG45c9jlj+PWf48ZvnzmDVMaxm37T0rcScwT9ItWfHbgP+OiD9I6gE8Axyao81tETFJ0kVZ1/oDfUj+0f5H4FjgD+m1VRFxlKRzgXHA14A7gPsjYmJaGPwK+Hra/hDgxIjYmBY6XYEvA72B6cBjwDeAQuBwoDPwmqRZwJdqiA8CegF9gX2At0gKq9q8DAxLi7J/Zl0bBPSLiE8k9cyI/zuwJiL6SepHWpxJ6gb8F3BE2tcLwJsZ9/1A0jkZ593Sz9FAQUQU5kowIu4iKVbpccBBcev8pp7kyq1iZPGW44oKOnToQHFxEtt3333p1asXXbt25YMPPqBbt26bry1dupQLL7yQRx99lGOPPbbR8yotLd38LKsfj1nDeNzy5zHLn8csfx6z/HnMGqa1jNt23TwgIlYB9wP/mXXpROCOdGZgOvB5SbtltRkETE6PH8q6NjsilkbEJqAM6JlxbVLG56CMvqr6eICkcKkyOSI2Zpw/ERGbIuItkqKEtP2kiNgYEcuBF4Eja4kXZcT/RlJY1MdPSGZtss2MiE9yxIuA3wJExDxgXho/CngxIj6JiPVsGccq/x0RhVU/JAViq3DaaacxceJEACZOnMjpp58OwMqVKxk6dChjxozZJkWNmZmZmTWuptgVbRxwAdAhK49BGf+43jcismcpapP5VvdGqs9ERQ3H1BBfXUvfyvrMVtsSs5qeXfMNES+QLDk7JutSdo51Pac+S99avBEjRjBo0CDKy8vp3r0799xzD6NHj2bmzJkcfPDBzJw5k9Gjk70q7rjjDv785z9z0003UVhYSGFhYc73b8zMzMxsx7DdC5t0puFRkuKmyrPA5vc9JOVa+vQKMDw9PjuPR56V8flyevynjD5GsmXZWn3NAs6S1CZ9P6gImF1H/Ow03hU4rqaOc7gZuCqPvEYCSCoA+qXx2cBgSXummyIMr+H+bP8EsmfOmq1JkybxwQcfsH79epYuXcoFF1zAXnvtxfPPP8/ixYt5/vnnN++adu2117J69WrKyso2/3Tp0qWJv4GZmZmZ1aSp/o7NrSTvoFT5T2CgpHmS3gKy36EB+D5wmaTZJO+9/KOez2on6VXgUpKNC6qed76kecC302v5mEqyzOtNkmVlV0XEsjrii4H5wK9JlqjVS0Q8TbLBQX38mmQjhXkkxdDstI/3gZ8CrwLPkbzjU+f4RcTHwB8lLZD08/rmbGZmZma2vW23t70zdjAjff9k14zzFWyZWcm8ZwIwIT19HzgmIkLS2cCctE0pUJpxz8UZxz3Twxuz+q0g2aEs+3kldZx3TD8DuDL9ybxeW7yuHcgy2xdnnQ/IOJ7AljGp+i4F6fFaap7Neigi7kpnbKaSzJIRETfkeH7PjONv1TdvMzMzM7OmsmNuY5XbAJINBgSsBEY1cT7NzQ2STiR5Z+dZ4IkmzsfMzMzMrNE0m8ImIl4i2Ua5xZA0Fdg/K/zDiHimsZ8VEVc0dp+Z2u/chvKxQ7flI8zMzMzMatRsCpuWKCKGNXUOZmZmZmYtQVNtHmBmZmZmZtZoXNiYmZmZmVmz56Vo1ijWrt9Iz9FPNXUaOVX43R8zMzOzFs8zNmZmZmZm1uy5sDEzMzMzs2bPhY21CqNGjaJLly4UFBRsjn3yyScMGTKEgw8+mCFDhvD3v/9987UxY8Zw0EEH0atXL555ptF33zYzMzOzRubCxlqFkpISZsyYUS02duxYTjjhBBYvXswJJ5zA2LFjAXjrrbd4+OGHWbhwITNmzOB73/seGzdubIq0zczMzKyeWl1hI6ky4/jfJC2W1EPSRZLOTeMlkrrV0U+JpDsaObdpkl7Oik2Q9M08+/mqpNmS3pZUJukRST3yuL9I0uuSNuT77B1VUVERnTp1qhabNm0a5513HgDnnXceTzzxxOb42WefTbt27dh///056KCDmD179nbP2czMzMzqr9UVNlUknQDcDnw1It6NiPERcX96uQSotbDZBvnsARwB7CFp/8/QTwHJ9zovInpHRCHwINAzR9uadsV7l2QMHmpoHs3B8uXL6dq1KwBdu3blww8/BOD999/ni1/84uZ23bt35/3332+SHM3MzMysflrlds+SvgLcDfxbRPwljd0AVAIVwEDgQUlrgUFAAXAb0AFYB5yQdtVN0gzgQGBqRFyV9nUScCPQDvgLcH5EVEqqACYCpwI7A2dExNtpX8OB3wHLgbOBMRkpnyjpUmAf4LKIeFLSq8CoiFiYPrMUuBz4PvDTiFhUdXNETM/47qXAn4BjgenArdnjExEVadtNdYzjhcCFAJ077811fTfU1rzJlJaWArBs2TJWr169+XzDhg2bjzPPly5dyqJFizZf++CDD1i4cCGdO3du1LwqKyurPd/q5jFrGI9b/jxm+fOY5c9jlj+PWcO0lnFrjYVNO2AaUJxRVGwWEY9Juhi4IiLmSPoc8AhwVkS8JunzwNq0eSHQn6TYKZd0e3rtWuDEiFgt6YfAZcCP03tWRMQRkr4HXAF8J42PICmGlgOPUb2w6QkMJimgfi/pIOBh4EzgekldgW4RMVdSH+AXdYzBHhExuO6hql1E3AXcBdDjgIPi1vk75n9OFSOLk8+KCjp06EBxcXK+77770qtXL7p27coHH3xAt27dKC4u5uWXk9WAVe3GjBnDSSedxKBBgxo1r9LS0s3PsPrxmDWMxy1/HrP8eczy5zHLn8esYVrLuLXGpWjrSWYsLqhn+17ABxHxGkBErIqIqqmJ5yPiHxHxKfAWsB9wDHAY8EdJZcB5abzKlPRzLunyMEn7AAcBf4iId4AN6ZKyKo9GxKaIWAz8FegNPAqckV4/E5icnbikvdJ3bN6RdEXGpUfq+d1btNNOO42JEycCMHHiRE4//fTN8Ycffph169axZMkSFi9ezFFHHdWUqZqZmZlZHXbM/4t929pEUgg8J+nqiPhpHe0FRA3X1mUcbyQZTwEzI2JEHfdUtQc4C9gTWCIJ4PMky9GuTa9nPz8i4n1JH0vql97/3fTaQpJ3dd6MiI+BwrSo6Zhx/+oacmuxRowYQWlpKStWrKB79+7ceOONjB49mjPPPJN77rmHHj16MHlyUhv26dOHM888k8MOO4y2bdty55130qZNmyb+BmZmZmZWm9ZY2BARayR9DXhJ0vKIuCeryT+B3dLjt0nepTkyXYq2G1uWouXyCnCnpIMi4s+SdgW6pzMxNRlBsonBywDp5gEz2VLYnCFpIrA/cABQnsYfBq4Cdo+I+WnsFmCqpFcy3rPZtZZntwqTJk3KGX/++edzxq+55hquueaabZmSmZmZmTWiVlnYAETEJ5K+CsyStCLr8gRgfMbmAWcBt0tqT1LUnFhLvx9JKgEmSWqXhq8FchY2knoCPUgKoqo+lkhaJenoNFQOvEiyecBF6dI3SN7FuQ24KePe+elGA/enRdjHJLucXV/zaGyV05HAVJJZpFMl3RgRfep7v5mZmZnZ9tbqCpuI6Jhx/B7JLAgkGwpUxR8HHs+47TWSd2cyTUh/qu75WsbxC8CROZ7dM+N4DlCcnu6bo+0R6eGrtXyX5eT4HUbEU8BTNdxTnCue1eY1oHtd7czMzMzMdhStcfMAMzMzMzNrYVrdjI1tIekatuysVmVyRNycb1/td25D+dihjZOYmZmZmVmeXNi0YmkBk3cRY2ZmZma2o/FSNDMzMzMza/Zc2JiZmZmZWbPnpWjWKNau30jP0Tk3YmtSFX7vx8zMzKxV8IyNmZmZmZk1ey5szMzMzMys2XNhY2ZmZmZmzZ4LG2sVbrvtNgoKCujTpw/jxo0D4M0332TQoEH07duXU089lVWrVjVxlmZmZmbWUK22sJEUkh7IOG8r6SNJT6bn+0h6UtKbkt6S9HQa30nSryQtkDRf0muS9q/jWRMkfbOGa0dJmiWpXNLbkn4jaVdJJZLuaMzvnPXc3SSVZfyskDQuvdZO0iOS/izpVUk9t1Ue28OCBQu4++67mT17Nm+++SZPPvkkixcv5jvf+Q5jx45l/vz5DBs2jJ///OdNnaqZmZmZNVCrLWyA1UCBpPbp+RDg/YzrPwZmRsThEXEYMDqNnwV0A/pFRF9gGLCyIQlI2geYDPwwInoBhwIzgN0a0l8+IuKfEVFY9QP8HzAlvXwB8PeIOAj4b+Bn2zqfbWnRokUcc8wx7LrrrrRt25bBgwczdepUysvLKSoqAmDIkCE8/vjjTZypmZmZmTVUay5sAP4XqNoPeAQwKeNaV2Bp1UlEzMuIfxARm9L40oj4O4Ckyqr2kr4paUJGfydKeknSO5K+lsb+A5gYES+nfUVEPBYRyzOTlHRqOnPyhqTn0oIISYMzZlzeSGdhuqYzQGXprNJX6hoESQcDXYCX0tDpwMT0+DHgBEmqq58dVUFBAbNmzeLjjz9mzZo1PP3007z33nsUFBQwffp0ACZPnsx7773XxJmamZmZWUMpIpo6hyaRFiFfAq4DzgFeAb4PXBERX5N0MvAI8AbwHHBfRPxNUnfgDySzNM8Dv42IN6r6jIiO6fE3ga9FREla4HwB+DfgQOD3wEHAQySFzbQc+ZUAAyPiYkl7AisjIiR9Bzg0Ii6X9DtgbET8UVJH4FPgUmCXiLhZUhtg14j4Zx1jcR3w+Yi4Ij1fAHw1Ipam538Bjo6IFVn3XQhcCNC5894Drht3d90Dv5313Xd3AJ566immTZtG+/bt2W+//WjXrh2nnnoqt99+O//4xz849thjmTJlCtOmbfWr2GYqKyvp2LHjdnteS+AxaxiPW/48ZvnzmOXPY5Y/j1nDtLRxO+644+ZGxMDseKv+A50RMS99f2QE8HTWtWckHQB8FTgFeENSQUQsldQLOD79eV7SGRHxfB2PezSd5Vks6a9A7zxS7Q48Iqkr8DlgSRr/I/BLSQ8CU9LcXgPulbQz8ERElNWj/7OBb2ec55qd2aoCjoi7gLsAehxwUNw6f8f7z6liZDEAxcXFm9+hufrqq+nevTvnnnsu5557LgDvvPMOCxcupLi4eLvlVlpaul2f1xJ4zBrG45Y/j1n+PGb585jlz2PWMK1l3Fr7UjSA6cAvqL4MDYCI+CQiHoqIbwOvAUVpfF1E/G9EXAn8FPh61S0Zt++S3V2O84XAgHrkeDtwR/pOz3er+o6IscB3gPbAK5J6R8SsNM/3gQcknVtbx5IOB9pGxNyM8FLgi+n1tsDuwCf1yHOH9eGHHwLw7rvvMmXKFEaMGLE5tmnTJn7yk59w0UUXNWWKZmZmZvYZuLCBe4EfR8T8zKCk4yXtmh7vRrKE7F1JR0jqlsZ3AvqRvHgPsFzSoWl8WNZzzkh3VDsQOAAoB+4AzpN0dMZzz5H0hax7d2fLxgbnZbQ9MCLmR8TPgDlAb0n7AR9GxN3APcARdXz/7HeLICn2qp7zTeCFaOZrFocPH85hhx3Gqaeeyp133smee+7JpEmTOOSQQ+jduzfdunXj/PPPb+o0zczMzKyBdry1Q9tZ+h7JbTkuDQDukLSBpAD8TUS8JumrwN2S2qXtZpMUKJDsnPYk8B6wAMhczFgOvAjsA1wUEZ8Cn0o6G/iFpC7AJmAWW3Ynq3IDMFnS+yTvAlVtL/19SccBG4G3SDZDOBu4UtJ6oBKodcYGOJPk3Z9M95DM9vyZZKbm7Dr62OG99NJLW8UuvfRSLr300ibIxszMzMwaW6stbKpe8s+KlQKl6fHPga3+sElEzCDZkjlXn4+R7CKWHS+pJY+XgVw7l01If0g3F9jqrfaIuCTHfRPZsqNZnSLigByxT4Ez6tuHmZmZmVlT81I0MzMzMzNr9lrtjE1rIulVoF1W+NvZ7xV9Fu13bkP52KF1NzQzMzMz2wZc2LQCEXF03a3MzMzMzJovL0UzMzMzM7Nmz4WNmZmZmZk1e16KZo1i7fqN9Bz9VFOnsZUKv/djZmZm1ip4xsbMzMzMzJo9FzZmZmZmZtbsubAxMzMzM7Nmz4WNtQq33XYbBQUF9OnTh3HjxgFQVlbGMcccQ2FhIQMHDmT27NlNnKWZmZmZNZQLG2vxFixYwN13383s2bN58803efLJJ1m8eDFXXXUV119/PWVlZfz4xz/mqquuaupUzczMzKyBWmRhI2mjpDJJb0p6XdKX8rz/BklXbKv8annuDyR9Kmn3jFiJpDvy7OdgSU9K+oukuZJ+L6koj/v3Su+pzPfZO6JFixZxzDHHsOuuu9K2bVsGDx7M1KlTkcSqVasA+Mc//kG3bt2aOFMzMzMza6iWut3z2ogoBJB0MjAGGPxZO5XUNiI2fNZ+ajECeA0YBkxoSAeSdgGeAq6IiOlprAAYCMzKalvT9/kU+C+gIP1p1goKCrjmmmv4+OOPad++PU8//TQDBw5k3LhxnHzyyVxxxRVs2rSJP/3pT02dqpmZmZk1kCKiqXNodJIqI6JjenwGMDIivp6eXwmcCbQDpkbE9Wn8GuBc4D3gI2BuRPxCUinwJ+BYYDpQBvyCpCh8Dfj3iFgn6YQa4hXAQ8BxwM7AhSSF1kHAzyNifPr8A4HfAf8OXB0RJ6fxEpJCpx2wP/BQRNwo6WfA/0XE/0vb3QD8E1gJFEXEeTWMzQ1AN6AnsCIivlXLOJYAAyPi4hquX5h+Hzp33nvAdePurqmrJtN332Ty66mnnmLatGm0b9+e/fbbj3bt2rFx40YOP/xwBg8ezO9//3uefPJJbr311u2WW2VlJR07dtxuz2sJPGYN43HLn8csfx6z/HnM8ucxa5iWNm7HHXfc3IgYmB1vqYXNRmA+sAvQFTg+IuZKOgn4JvBdQCSFyi3AapIZkqNJCpPXgfEZhc1bEfG9dDZkMXBCRLwj6f6qtrniETEuLWx+FhG/lvTfwAkkRdIuwMKI6JLmfG2a083AX4GjIuLDtLgYQzJzsoakaCoBNgLjImJwev9bwFeB75MUPLfVMDY3AKcCX46ItXWMYwm1FDaZehxwUOx0Zs5HNqlcf6Dz6quvpnv37vzoRz9i5cqVSCIi2H333TcvTdseSktLKS4u3m7Pawk8Zg3jccufxyx/HrP8eczy5zFrmJY2bpJyFjYt8h0b0qVoEdGb5B/790sScFL68wZJQdIbOBj4CsnszZqIWEVS8GR6JP3sBSyJiHfS84lAUS3xKlX9zQdejYh/RsRHwKeS9kivnQ08HBGbgCnAGRn3z4yIj9NCZApJUfIG0EVSN0mHA3+PiHezB0LSVEkLJE3JzKeuoqal+fDDDwF49913mTJlCiNGjKBbt268+OKLALzwwgscfPDBTZmimZmZmX0GLfUdm80i4mVJnYG9SWZExkTE/2S2kfR9oLapq9VVTWu4XlO8yrr0c1PGcdV5W0n9SAqsmUn9xedIZm3urPoaWf1VnT9GMgP1BeDhNLaQjKIqIoZJGkiyTC77+7Qaw4cP5+OPP2bnnXfmzjvvZM899+Tuu+/m0ksvZcOGDeyyyy7cddddTZ2mmZmZmTVQiy9sJPUG2gAfA88AN0l6MCIqJe0LrCd5qX6CpLEkY3Iq8D85unsb6CnpoIj4M/Bt4MVa4vU1ArghIsZk5L1E0n7p6RBJnYC1wNeBUWn8YeBuoDNbNkd4CPiRpNOqNg8Ads0jlxbppZde2ir25S9/mblz5zZBNmZmZmbW2FpqYdNeUll6LOC8iNgIPCvpUODldGakEjgnIl6X9AjJxgD/B2z9r2AgIj6VdD4wWVLVJgHj000Ctornke/ZwClZsalpfDnwB+ABkg0HHoqIOWk+CyXtBrwfER+ksbWSvgb8UtK49P5/Aj/JIx/Sd4M+D3xO0teBkyLirXz6MDMzMzPbXlpkYRMRbWq5dhuw1VvuEXEzyYv72fHirPPngf452tUU75lxPIGMbZwzru2f477LMk4nZF/PaNc3R+xt4N9qaH9DTX1ltetZZyMzMzMzsx1ES908wMzMzMzMWpEWOWNj9ZP+8dKfZYWXRMSwfPtqv3MbynNsrWxmZmZmtj24sGnFIuIZkg0VzMzMzMyaNS9FMzMzMzOzZs8zNtYo1q7fSM/RTzV1GgBUeEmcmZmZWavjGRszMzMzM2v2XNiYmZmZmVmz58LGzMzMzMyaPRc21mLddtttFBQU0KdPH8aNGwfA5MmT6dOnDzvttBNz5sxp4gzNzMzMrLG4sLEWacGCBdx9993Mnj2bN998kyeffJLFixdTUFDAlClTKCoqauoUzczMzKwRubCpgaTukqZJWizpL5Juk/S5bfzMyvSzp6QFGfEvS5ot6W1J5ZL+ozGeU8v1n0lakP6c9Vme1VQWLVrEMcccw6677krbtm0ZPHgwU6dO5dBDD6VXr15NnZ6ZmZmZNTIXNjlIEjAFeCIiDgYOAToCN3/GfvPeXlvSF4CHgIsiojdwLDBK0rDPkkstzxsKHAEUAkcDV0r6/LZ41rZUUFDArFmz+Pjjj1mzZg1PP/007733XlOnZWZmZmbbiP+OTW7HA59GxH0AEbFR0g+AJZKKgZKIWAggqRS4HHgbuB3oSzKuN0TENEklwFD4/+3dfZhWVb3/8fcnRBwdAxUxHhzREhUY4ymRKBxN0Y75QGJK+KM049Av0x6wTPshlBXFMRTjeNJSEhUQQeGyk1rUiBmoqCCgQBakgoqm8iBgDnx/f+w1ejvODNzDDDc383ld133N3muvvfd3fxmumS9r7QX7APtJOhOYBRwAtAR+EBGz6onl68CkiHgyxfKapO8CPwLukTQJuC8i7k7xbIyIUkmled6nWlfgoYioAqokLQJOA+6q2VHScGA4QNu2BzOqvGoHLt/0KisrATjrrLPo168fJSUlHHbYYbz88svvHnvzzTd54okn2Lix3sGrJrVx48Z347Ed45w1jPOWP+csf85Z/pyz/DlnDdNc8ubCpnbdgCdyGyJivaTngfuALwBXS2oPdIiIJyT9BPhTRFwkqQ3wmKQ/ptP7AcdGxOtp1GZQul5bYL6k2RER9cTy2xptC8gKkPpsyfM+1RalZ/sFsC9wIvBMbR0j4ibgJoCyIz4W1y7ePb6dVg2tAKCiooJx48YBcOWVV9KpUycqKrJjbdq0oXfv3vTp06dAUWYFWHU8tmOcs4Zx3vLnnOXPOcufc5Y/56xhmkvedo/fRHdVyA+PAAAchElEQVQ/AmorAARUAjcCV5MVONPTsYHAmZJGpv19gLK0/YeIeD3nGj+RNADYBnQEDgFezjOWHXmGfO4DQEQ8KOkTwF+BV4F5wO4xFJOntWvX0q5dO55//nlmzpzJvHnzCh2SmZmZmTURv2NTu6XA+/4pP71ncijwOPAvSccC5wFTq7sA50REj/Qpi4hn07G3ci41FDgY6B0RPYBXyIqgHY4F6E02agNZ0fGhFKOA6gUO8r3PuyLix+kZTknP9bcdOW93c84559C1a1fOOOMMJk6cyAEHHMA999xDp06dmDdvHqeffjqnnnpqocM0MzMzs0bgEZvazQHGShoWEbdJagFcS/auyyZJU4HvAq0jYnE65wHgG5K+EREhqWdEPFXLtVsDayPiHUknAodtJ5aJwKOSZkbEQkkHkS1icEU6voqs0LkLOIvsfZqG3AeA9KxtIqK6eDsWeHBHzt3dPPzwwx9oGzRoEIMGNcm6C2ZmZmZWQB6xqUV6D2UQcK6kvwEryN5ZuTJ1uRs4n/e/UP8jsqLi6bRU84/quPwdQB9JC8hGVZZtJ5aXgAuAmyQtB9YAEyLiodTlZuAESY+RrWJWPTqU131ytAQelvQM2fszF6SFBMzMzMzMdlsesalDRLwAnFHHsVeokbuI2Az8Zy19JwGTcvZfI1tMoLbrlqavq4DuOe1zgeMA0v9hc6Wk+yPijRTL8TmX+f6O3qeOY1vY/sIEZmZmZma7FY/YFJmImBgR5RHxRqFjMTMzMzPbXXjEppmSVA5MrtH8dkT0bcj1Slq2YPnY03c+MDMzMzOzBnBh00ylRQ96FDoOMzMzM7PG4KloZmZmZmZW9FzYmJmZmZlZ0fNUNGsUm9/ZSucrflfoMFjl93zMzMzMmiWP2JiZmZmZWdFzYWNmZmZmZkXPhY3tkcaPH0+3bt3o3r07Q4YMYcuWLSxatIh+/fpRXl7OGWecwfr16wsdppmZmZk1Ehc2tsdZvXo1EyZMYMGCBSxZsoStW7cydepULr74YsaOHcvixYsZNGgQ48aNK3SoZmZmZtZImqywkRSSrs3ZHylp9HbOOVPSFdvpUyHpvjqOrZLUtkEBZ+dPkjS4oec39LqSKiUtl7Qwfe6uo9/Gxo6txvW/LOmXTXmPXaWqqorNmzdTVVXFpk2b6NChA8uXL2fAgAEAnHLKKcyYMaPAUZqZmZlZY2nKEZu3gc/nU2hExOyIGNuEMdVJUqFXiBsaET3Sp9GLq9pIarEr7rOrdezYkZEjR1JWVkb79u1p3bo1AwcOpHv37syePRuA6dOn88ILLxQ4UjMzMzNrLIqIprlwNrrwY6A0Iq6SNDJtj5Z0MPA/QFnq/s2IeETSl4E+EXGJpI8CdwAtgN8D346IUkkVwGjgNaA78ARwQUSEpFXANODEdN0vRsRzkg4DbgEOBl4FLoyI5yVNAl4HegJPAgcB64E+wEeA70bE3ZIE/Bz4LBDANRExbTvtNwAnASsBAbdERF0jMZXAyIhYUKP9cOBOsmW57we+lXLw38D9ETFb0j3AGxFxkaSvAIdHxA8k3QscCuwDXB8RN+X8ufwCOBX4DnAk8H3gJWAF8HbK/7nA1cBWYF1EDKgl7uHAcIC2bQ/uPeq6m2t7vF2qvGNrNmzYwNVXX82oUaMoLS1l9OjRnHDCCRx11FHccMMNrFu3jv79+zNz5kxmzZpVsFg3btxIaWlpwe5fjJyzhnHe8uec5c85y59zlj/nrGH2tLydeOKJT0REn5rtTT1KMRF4WtLPa7RfD4yPiL9IKgMeAI6ppc/1ETFF0ogax3oC3YA1wCNAf+Av6dj6iDhO0jDgOuBzwC+B2yLit5IuAiYAZ6f+XYCTI2JrKnTaA58CjgZmA3cDnwd6AB8H2gKPS5oLfLKO9n7AUUA5cAjwDFlhVZ87JG1O23+IiMtTDm6MiNskfT2n71zg0ym+jilmUtxT0/ZFEfG6pJIU14yI+BewH7AkIkZJak9WOPUG1gF/Bp5K548CTo2I1ZLa1BZwKpZuAig74mNx7eJCD3rBqqEVTJ8+nZ49e3L22dkf8Zo1a5g/fz7Dhg1j2LBhAKxYsYKlS5dSUVFRsFgrKysLev9i5Jw1jPOWP+csf85Z/pyz/DlnDdNc8takiwdExHrgNuDSGodOBn4paSHZL+cflrR/jT79gOlp+84axx6LiBcjYhuwEOicc2xKztd+OdeqvsZksgKg2vSI2Jqzf29EbIuIZ8iKElL/KRGxNSJeAR4CPlFP+4Cc9jXAn2rmpha5U9EuT239c55nck7fh4FPS+pKVjS9koqUfsBfU59LJS0C5pON3ByZ2rcC1S+X9AUqI+LViPg32WhXtUeASZK+SjZqVjTKysqYP38+mzZtIiKYM2cOxxxzDGvXrgVg27ZtXHPNNYwYUbNeNjMzM7NitStWRbsO+ArZSEHuffvl/CLfMSI25HHNt3O2t/L+kaeoY5s62t+q59qq8bWmutrru3e+PnCdiFgNHACcRjZ68zDwBWBjRGxI0/VOJsvxx8lGYfZJp2+pUcjVGmdEjAB+QFYULZR0UOM8TtPr27cvgwcPplevXpSXl7Nt2zaGDx/OlClT6NKlC0cffTQdOnTgwgsvLHSoZmZmZtZImrywiYjXgbvIiptqDwKXVO9I6lHLqfOBc9L2+Xnc8rycr/PS9l9zrjGU96at7ai5wHmSWqT3gwYAj22n/fzU3p733vnJ1yM14s41D/gm7xU2I9NXgNZk791sknQ0cHwd138UqJB0kKSWwLnVByR9NCIejYhRZO8zHdrAZyiIMWPGsGzZMpYsWcLkyZNp1aoVl112GStWrGDFihWMHTuW7FUoMzMzM9sT7KqXIq4lp5Ahm5o2UdLTKYa5QM15Qd8Ebpf0HeB3ZO+A7IhWkh4lK9qG5NzvFkmXkxYPyDP+e8imeS0iG+H4bkS8nF7cr6v9JGAx2Qv5D+3APXLfsXktIk4GLgPulHQZ700fq/YwMDAtjvBP4EDeK2zuB0ak/C4nKxI/ICJeSktwzyNbPOBJ3pt2Nk7SkWSjUnPSM5qZmZmZ7ZaarLCJiNKc7VeAfXP2X+O9kZXccyYBk9LuauD4tNrZ+cCC1KcSqMw555Kc7c5pc0yN664iKzRq3u/L29kvTV8DuDx9co/X155byNUrIirqaF/Je+8JAYzNOfYb4Ddp+x1ypvpFxNtkK7XVds3SGvu3ArfW0u/zOxq/mZmZmVmhFX4Zq7r1JltgQMCbwEUFjsfMzMzMzHZTu21hExEPky2jvMdIU9QOr9H8vYh4oBDxNKaSli1YPvb0QodhZmZmZs3UblvY7IkiYlChYzAzMzMz2xPtiuWezczMzMzMmpQLGzMzMzMzK3qeimaNYvM7W+l8xe8KHQar/J6PmZmZWbPkERszMzMzMyt6LmzMzMzMzKzoubCxPdL48ePp1q0b3bt3Z8iQIWzZsoVFixbRr18/ysvLOeOMM1i/fn2hwzQzMzOzRuLCxvY4q1evZsKECSxYsIAlS5awdetWpk6dysUXX8zYsWNZvHgxgwYNYty4cYUO1czMzMwaiQubnSBpq6SFOZ/Okv7aiNdfJaltY10vz3ufJmm5pOckXVGIGHZGVVUVmzdvpqqqik2bNtGhQweWL1/OgAEDADjllFOYMWNGgaM0MzMzs8biwmbnbI6IHjmfVRHxyZqdJLUoRHANleKdCHwW6AoMkdS1sFHtuI4dOzJy5EjKyspo3749rVu3ZuDAgXTv3p3Zs2cDMH36dF544YUCR2pmZmZmjUURUegYipakjRFRWlubpArgauAloAdQDowFKoBWwMSI+FXq90PgX8BRwFzg/0bENkmrgD4R8Zqke4FDgX2A6yPipnS/04CfAC2A1yLiM5L2A25I99wLGB0RsyR1A24F9iYras+JiL/V8lz90jmnpv3vA0TET2v0Gw4MB2jb9uDeo667uWGJbETlHVuzYcMGrr76akaNGkVpaSmjR4/mhBNO4KijjuKGG25g3bp19O/fn5kzZzJr1qyCxbpx40ZKS0u339He5Zw1jPOWP+csf85Z/pyz/DlnDbOn5e3EE098IiL61Gz3/2Ozc0okLUzbKyNiUI3jxwHdI2JlKgLWRcQnJLUCHpH0YE6/rsA/gfuBzwN317jWRRHxuqQS4HFJM8iKk5uBAekeB6a+VwF/ioiLJLUBHpP0R2AEWVF0h6S9yYqh2nQEcoczXgT61uyUiqubAMqO+Fhcu7jw306rhlYwffp0evbsydlnnw3AmjVrmD9/PsOGDWPYsGEArFixgqVLl1JRUVGwWCsrKwt6/2LknDWM85Y/5yx/zln+nLP8OWcN01zyVvjfRIvb5ojoUc/xxyJiZdoeCBwraXDabw0cCfw79fsHgKQpwKf4YGFzqaTqwunQdO7BwNzqe0TE6zn3OlPSyLS/D1AGzAOuktQJmFnbaE2iWtqKZmivrKyM+fPns2nTJkpKSpgzZw59+vRh7dq1tGvXjm3btnHNNdcwYsSIQodqZmZmZo3E79g0rbdytgV8I+d9nMMjonrEpmbR8L79NF3tZKBfRHwceIqsWFEt51bf65yce5VFxLMRcSdwJrAZeEDSSXXE/SJZ8VStE7Bmew+7u+jbty+DBw+mV69elJeXs23bNoYPH86UKVPo0qULRx99NB06dODCCy8sdKhmZmZm1khc2Ow6DwBfk9QSQFKX9C4MwHGSDpf0IeA84C81zm0NvBERmyQdDRyf2ucBJ0g6PF2zeiraA8A3JCm190xfjwD+ERETgNnAsXXE+jhwZIppb+D81L9ojBkzhmXLlrFkyRImT55Mq1atuOyyy1ixYgUrVqxg7NixpPSYmZmZ2R7AU9F2nV8DnYEnU8HxKnB2OjaPbGGBcrLFA+6pce79wAhJTwPLgfkAEfFqendnZiqK1gKnAD8CrgOeTvdaBXyOrGi6QNI7wMtkixZ8QERUSbqErEBqAdwSEUt3NgFmZmZmZk3Fhc1OqLkiWm5bRFQClTnt24Ar0+ddadRgU0ScV8u1OufsfraOGH4P/L5G22bgP2vp+1PgpzXb67ju/wL/uyN9zczMzMwKzVPRzMzMzMys6HnEpsBqjuzsSpIOAubUcugzEfGvfK5V0rIFy8ee3jiBmZmZmZnlyYVNM5aKl/qWqzYzMzMzKwqeimZmZmZmZkXPhY2ZmZmZmRU9T0WzRrH5na10vuJ3hQ6DVX7Px8zMzKxZ8oiNmZmZmZkVPRc2ZmZmZmZW9FzY2B5p/PjxdOvWje7duzNkyBC2bNnCeeedR48ePejRowedO3emRw8vCGdmZma2p/A7NrbHWb16NRMmTOCZZ56hpKSEL3zhC0ydOpVp06a92+c73/kOrVu3LmCUZmZmZtaYPGJTD0lbJS3M+Vyxnf5XNvA+e0u6TtLfJT0n6T5JZQ2LGiSNljRyO32+LWmZpMWSFkn6haSWtfT7sqRfNjSWQqmqqmLz5s1UVVWxadMmOnTo8O6xiOCuu+5iyJAhBYzQzMzMzBqTC5v6bY6IHjmfsdvpn3dhI6kF8BNgf6BLRHwMmAHMktQkfz6SRgADgeMjohz4BLAWKGmK++1qHTt2ZOTIkZSVldG+fXtat27NwIED3z3+8MMPc8ghh3DkkUcWMEozMzMza0wubPIkqbWk5ZKOSvtTJH1V0ligJI3s3JGOXSDpsdT2q1TEIGmjpB9KehToD1wIfCsitgJExK3ARuBkSZ0lLcm5/0hJo9P2VyU9nkZcZkjadwcf4yrgaxHxZrrfvyNibESsT9e9UNIKSQ+l+IrKG2+8waxZs1i5ciVr1qzhrbfe4vbbb3/3+JQpUzxaY2ZmZraH8Ts29SuRtDBn/6cRMU3SJcAkSdcDB0TEzQCSLomIHmn7GOA8oH9EvCPpv4GhwG3AfsCSiBgl6Vjg+eqiIscCoCuwop74Zubc+xrgK8AN9T2QpP2B0ohYWcfx9sAYoDewDvgz8FQdfYcDwwHatj2YUeVV9d16l6isrKSyspJ99tmHpUuXAnDMMccwffp0OnXqxNatW5k2bRq/+tWvqKysLGisGzduLHgMxcY5axjnLX/OWf6cs/w5Z/lzzhqmueTNhU39NlcXKrki4g+SzgUmAh+v49zPkBUHj0uCbJrX2nRsK9l0MwABUcv52oH4uqeCpg1QCjywA+e8736STgV+lq7xRaAdUBkRr6bj04AutV0oIm4CbgIoO+Jjce3iwn87rRpaQUlJCdOnT+e4446jpKSEW2+9lZNPPpmKigruv/9+ysvLOffccwsdKpWVlVRUVBQ6jKLinDWM85Y/5yx/zln+nLP8OWcN01zy5qloDZDefTkG2AwcWFc34Lc57+ccFRGj07Et1dPOgOeAw9JISq5eZKM2Vbz/z2mfnO1JwCXpPZkxNY7VKo0MvSXp8LT/QCrelgB7V3fb3nV2Z3379mXw4MH06tWL8vJytm3bxvDhwwGYOnWqp6GZmZmZ7YFc2DTMt4BngSHALTmrib2Tsz0HGCypHYCkAyUdVvNCEfEW8FvgFznv4AwDtgCPAK8A7SQdJKkV8Lmc0/cHXkr3HJpH/D8FbpTUJt1PvFcUPQpUpPu1BAo/tNEAY8aMYdmyZSxZsoTJkyfTqlUrACZNmsSIESMKHJ2ZmZmZNbbCzx3avdV8x+Z+4BbgYuC4iNggaS7wA+BqsmlZT0t6MiKGSvoB8GAa4XkH+Drwz1ru831gHLBcUgnwKtAvIoKsWPohWcGxEliWc97/S+3/BBaTFTo74kZgX+BRSW+TLVTwCPBURKxLixPMA14CngRa7OB1zczMzMwKwoVNPSKirl/oj8np8+2c7e8B38vZnwZMo4aIKK2x/zZwKXCppI+QFVD/h/T+SkRMACbUcp0byYqUmu2j63ksUsH0X+lT2/FbgVvru4aZmZmZ2e7Ehc1uJiJeBj6wYIGZmZmZmdXNhc0eTNJEPvj/0FyfRmQaVUnLFiwfe3pjX9bMzMzMbIe4sNmDRcTXCx2DmZmZmdmu4FXRzMzMzMys6LmwMTMzMzOzoufCxszMzMzMip4LGzMzMzMzK3oubMzMzMzMrOi5sDEzMzMzs6LnwsbMzMzMzIqeCxszMzMzMyt6LmzMzMzMzKzoubAxMzMzM7Oip4godAy2B5C0AVhe6DiKTFvgtUIHUWScs4Zx3vLnnOXPOcufc5Y/56xh9rS8HRYRB9ds3KsQkdgeaXlE9Cl0EMVE0gLnLD/OWcM4b/lzzvLnnOXPOcufc9YwzSVvnopmZmZmZmZFz4WNmZmZmZkVPRc21lhuKnQARcg5y59z1jDOW/6cs/w5Z/lzzvLnnDVMs8ibFw8wMzMzM7Oi5xEbMzMzMzMrei5szMzMzMys6LmwsZ0i6TRJyyU9J+mKQsezu5B0qKQ/S3pW0lJJl6X2AyX9QdLf0tcDcs75fsrjckmnFi76wpLUQtJTku5L+87ZdkhqI+luScvS91w/561+kr6V/m4ukTRF0j7O2ftJukXSWklLctryzpGk3pIWp2MTJGlXP8uuVEfexqW/n09LukdSm5xjzT5vteUs59hISSGpbU6bc1ZHziR9I+VlqaSf57Q3j5xFhD/+NOgDtAD+DhwB7A0sAroWOq7d4QO0B3ql7f2BFUBX4OfAFan9CuBnabtryl8r4PCU1xaFfo4C5e7bwJ3AfWnfOdt+zn4LXJy29wbaOG/15qsjsBIoSft3AV92zj6QpwFAL2BJTlveOQIeA/oBAn4PfLbQz1aAvA0E9krbP3Petp+z1H4o8ADwT6Ctc7bd77MTgT8CrdJ+u+aWM4/Y2M44DnguIv4REf8GpgJnFTim3UJEvBQRT6btDcCzZL9MnUX2Syjp69lp+yxgakS8HRErgefI8tusSOoEnA78OqfZOauHpA+T/YD7DUBE/Dsi3sR52569gBJJewH7Amtwzt4nIuYCr9dozitHktoDH46IeZH9FnVbzjl7pNryFhEPRkRV2p0PdErbzht1fq8BjAe+C+SudOWcUWfOvgaMjYi3U5+1qb3Z5MyFje2MjsALOfsvpjbLIakz0BN4FDgkIl6CrPgB2qVuzmXmOrIfYtty2pyz+h0BvArcmqbw/VrSfjhvdYqI1cB/Ac8DLwHrIuJBnLMdkW+OOqbtmu3N2UVk/zIOzludJJ0JrI6IRTUOOWd16wJ8WtKjkh6S9InU3mxy5sLGdkZt8zC9fngOSaXADOCbEbG+vq61tDWrXEr6HLA2Ip7Y0VNqaWtWOUv2IpuOcGNE9ATeIpsiVJdmn7f0XshZZFMyOgD7SbqgvlNqaWtWOdsBdeXIucsh6SqgCrijuqmWbs0+b5L2Ba4CRtV2uJa2Zp+zZC/gAOB44HLgrvTOTLPJmQsb2xkvks1/rdaJbDqHAZJakhU1d0TEzNT8Shr6JX2tHiZ2LqE/cKakVWTTGk+SdDvO2fa8CLwYEY+m/bvJCh3nrW4nAysj4tWIeAeYCXwS52xH5JujF3lv2lVue7Mj6UvA54ChadoPOG91+SjZPzwsSj8TOgFPSvoIzll9XgRmRuYxstkPbWlGOXNhYzvjceBISYdL2hs4H5hd4Jh2C+lfSH4DPBsRv8g5NBv4Utr+EjArp/18Sa0kHQ4cSfZCX7MREd+PiE4R0Znse+lPEXEBzlm9IuJl4AVJR6WmzwDP4LzV53ngeEn7pr+rnyF7D8452768cpSmq22QdHzK9bCcc5oNSacB3wPOjIhNOYect1pExOKIaBcRndPPhBfJFuR5GeesPvcCJwFI6kK2mMxrNKecFXr1An+K+wP8B9mKX38Hrip0PLvLB/gU2XDu08DC9PkP4CBgDvC39PXAnHOuSnlcTpGvStII+avgvVXRnLPt56sHsCB9v91LNhXBeas/Z2OAZcASYDLZakHO2ftzNIXsHaR3yH6x/EpDcgT0SXn+O/BLQIV+tgLk7Tmydxyqfx78j/NWf85qHF9FWhXNOav3+2xv4PaUgyeBk5pbzpQeyszMzMzMrGh5KpqZmZmZmRU9FzZmZmZmZlb0XNiYmZmZmVnRc2FjZmZmZmZFz4WNmZmZmZkVvb0KHYCZmVkxkrQVWJzTdHZErCpQOGZmzZ6XezYzM2sASRsjonQX3m+viKjaVfczMys2nopmZmbWBCS1lzRX0kJJSyR9OrWfJulJSYskzUltB0q6V9LTkuZLOja1j5Z0k6QHgdskHSxphqTH06d/AR/RzGy34qloZmZmDVMiaWHaXhkRg2oc/yLwQET8WFILYF9JBwM3AwMiYqWkA1PfMcBTEXG2pJOA24Ae6Vhv4FMRsVnSncD4iPiLpDLgAeCYJnxGM7Oi4cLGzMysYTZHRI96jj8O3CKpJXBvRCyUVAHMjYiVABHxeur7KeCc1PYnSQdJap2OzY6IzWn7ZKCrpOp7fFjS/hGxofEey8ysOLmwMTMzawIRMVfSAOB0YLKkccCbQG0vt6qWtup+b+W0fQjol1PomJlZ4ndszMzMmoCkw4C1EXEz8BugFzAPOEHS4alP9VS0ucDQ1FYBvBYR62u57IPAJTn3qG/EyMysWfGIjZmZWdOoAC6X9A6wERgWEa9KGg7MlPQhYC1wCjAauFXS08Am4Et1XPNSYGLqtxdZQTSiSZ/CzKxIeLlnMzMzMzMrep6KZmZmZmZmRc+FjZmZmZmZFT0XNmZmZmZmVvRc2JiZmZmZWdFzYWNmZmZmZkXPhY2ZmZmZmRU9FzZmZmZmZlb0/j/VOIiNBPmi/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# plot the important features #\n",
    "fig, ax = plt.subplots(figsize=(12,18))\n",
    "xgb.plot_importance(clf, max_num_features=50, height=0.8, ax=ax)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 163.008098,
   "end_time": "2020-08-15T10:56:21.598237",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2020-08-15T10:53:38.590139",
   "version": "2.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}