07.03-Gaussian-transformation-feature-engine.ipynb

{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gaussian Transformation with Feature-Engine\n",
    "\n",
    "Scikit-learn has recently released transformers to do Gaussian mappings as they call the variable transformations. The PowerTransformer allows to do Box-Cox and Yeo-Johnson transformation. With the FunctionTransformer, we can specify any function we want.\n",
    "\n",
    "The transformers per se, do not allow to select columns, but we can do so using a third transformer, the ColumnTransformer\n",
    "\n",
    "Another thing to keep in mind is that Scikit-learn transformers return NumPy arrays, and not dataframes, so we need to be mindful of the order of the columns not to mess up with our features.\n",
    "\n",
    "## Important\n",
    "\n",
    "Box-Cox and Yeo-Johnson transformations need to learn their parameters from the data. Therefore, as always, before attempting any transformation it is important to divide the dataset into train and test set.\n",
    "\n",
    "In this demo, I will not do so for simplicity, but when using this transformation in your pipelines, please make sure you do so.\n",
    "\n",
    "\n",
    "## In this demo\n",
    "\n",
    "We will see how to implement variable transformations using Scikit-learn and the House Prices dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import scipy.stats as stats\n",
    "\n",
    "from feature_engine import variable_transformers as vt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .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>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('../houseprice.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots to assess normality\n",
    "\n",
    "To visualise the distribution of the variables, we plot a histogram and a Q-Q plot. In the Q-Q pLots, if the variable is normally distributed, the values of the variable should fall in a 45 degree line when plotted against the theoretical quantiles. We discussed this extensively in Section 3 of this course."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot the histograms to have a quick look at the variable distribution\n",
    "# histogram and Q-Q plots\n",
    "\n",
    "def diagnostic_plots(df, variable):\n",
    "    \n",
    "    # function to plot a histogram and a Q-Q plot\n",
    "    # side by side, for a certain variable\n",
    "    \n",
    "    plt.figure(figsize=(15,6))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    df[variable].hist()\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    stats.probplot(df[variable], dist=\"norm\", plot=plt)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LogTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogTransformer(variables=['LotArea', 'GrLivArea'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lt = vt.LogTransformer(variables = ['LotArea', 'GrLivArea'])\n",
    "lt.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LotArea', 'GrLivArea']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# variables that will be transformed\n",
    "lt.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tf = lt.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data_tf, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed variable\n",
    "diagnostic_plots(data_tf, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ReciprocalTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ReciprocalTransformer(variables=['LotArea', 'GrLivArea'])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rt = vt.ReciprocalTransformer(variables = ['LotArea', 'GrLivArea'])\n",
    "rt.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tf = rt.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data_tf, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed variable\n",
    "diagnostic_plots(data_tf, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ExponentialTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PowerTransformer(exp=0.5, variables=['LotArea', 'GrLivArea'])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "et = vt.PowerTransformer(variables = ['LotArea', 'GrLivArea'])\n",
    "et.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tf = et.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data_tf, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed variable\n",
    "diagnostic_plots(data_tf, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BoxCoxTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BoxCoxTransformer(variables=['LotArea', 'GrLivArea'])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bct = vt.BoxCoxTransformer(variables = ['LotArea', 'GrLivArea'])\n",
    "bct.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'LotArea': 0.030946318971935564, 'GrLivArea': 0.006304886038020439}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# these are the exponents for the BoxCox transformation\n",
    "bct.lambda_dict_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tf = bct.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AZr6RmS8BhwDTStWmAYeW9g8BrsrCvcDAiNis4pFLkiRJ6tWGD29beU8Qmbn2ChG7A1OBORStb7OB44BFmTmwUb0XM3NQRNwCnJ+Zd5fKZwAnZuasJvetp2ihY8iQIXtNnz693S+xZMkSBgwY0O7ru4ue/B4PLnq5StGsaZdhG5ZVryf/PGqR79G9dOQ9Ro8ePTsz6yocUo9VV1eXs2bNar2iJPVCTcfAAfTvD1On1t4YuIgo6/uxnElM+gF7Al/MzD9FxHf4T3fJZp/dTNkaWWJmTqVIDKmrq8tRo0aVEUrzZs6cSUeu7y568nscNenW6gTTjCfGjSqrXk/+edQi36N76SnvIUmqTQ0NxTi3BQtg8GBYf3144YWi5W3KlNpL3tqinARuIbAwM/9UOr6BIoF7JiI2y8ynS10kn21Uf4tG128OPFWpgCVJkiT1Xk1b3Z5/vmh1+8lPenbitkqrY+Ay8/+AJyNiu1LRGIrulDcD40tl44GbSvs3A58uzUa5L/ByZj5d2bAlSZIk9Ua9cebJxspdB+6LQENErAs8DhxNkfxdFxHHAAuAw0t1fwkcBMwDlpbqSpIkSVKH9caZJxsrK4HLzPuB5gbUjWmmbgLHdjAuSZIkSVrD8OHFgt3NlfcG5a4DJ0mSJElVN2VKMeatsf79i/LewAROkiRJUs0YN65YJmDLLSGi2NbisgHtVe4YOEmSJEmqmsZLB/SG5QJaYgucJEkVFhFXRMSzEfFQo7KzI+KBiLg/In4TEUOrGaMk1ZJVSwfMnw+Zxba+vijvbUzgJEmqvCuBA5qUfSMzd83M3YFbgNO6PCpJqlG9femAxkzgJEmqsMy8C3ihSdkrjQ43ALJLg5KkGtbblw5ozAROkqQuEhFTIuJJYBy2wEnSGhoaYMSIYnKSfv2K7cYbF9vm9JalAxozgZMkqYtk5uTM3AJoAL7QUr2IqI+IWRExa/HixV0XoCRVUeNxbgArVhTb55+HlSvXrN+blg5ozAROkqSu91Pgoy2dzMypmVmXmXWbbLJJF4YlSdXT3Di3lvTt27uWDmjMBE6SpC4QESMbHX4IeLRasUhSd9SW8WwrV/bO5A1cB06SpIqLiGuAUcDGEbEQOB04KCK2A1YC84HPVy9CSep+Bg8uukuWozeOfVvFBE6SpArLzCObKb68ywORpBrR0ACvvNJ6Pei9Y99WsQulJEmSpKqaPBmWLWv+3EYbFZ8I2HLL3jv2bRVb4CRJkiRVVUvj3yLguee6NpbuzhY4SZIkSVXT0AB9WshKevNYt5aYwEmSJEmqilVrv61a862x3j7WrSV2oZQkSZLU5RoaYPz45pO33rzOW2tsgZMkSZLUpdbW8ga9e5231pjASZIkSepSkyfD0qUtn3fsW8tM4CRJkiR1qZZmnYQaG/s2bx4ceSRcd12XPdIETpIkSVKXaqmFrWbGvv3f/8Gxx8IOO8DNN8PixV32aBM4SZIkSV1qypSipa2x/v1h2rRunry9/DKceipss02RadbXw2OPFclcFzGBkyRJktSlxo0r8p8ttywW695yy27e8vb663DhhUXids458KEPwSOPwA9+AP/1X10aigmcJEmSpC7V0FBMZLJgQdGdcsqUbpq8rVhRNAtutx0cfzzstRfMng3XXAPbbluVkEzgJEmSJHWZVUsIzJ8PmcW2vr4o7zYy4X/+B3bfHY46CjbdFGbMgNtugz33rGpoJnCSJEmSusSqxbubLiGwdGnRItct3HMPvOtdRTfJN96A66+HP/8Z9t+/2pEBJnCSJEmSukBri3evbWmBLvHQQ0XS9s53wuOPw6WXFmWHHVYM1OsmTOAkSZIkdbpuu3j3/PlFN8ldd4W77oLzzivWd6uvh3XWqVJQLetX7QAkSZIk9XzdbvHu556Dc88tZpKMgBNOgEmTYPDgLg6kbUzgJEmSJHW6wYPh+efXLO/yxbuXLIGLLoJvfKPYP/poOOMM2HzzLgqgY0zgJEmSJHWqiRObT97WXReuuKKLkrdly+Cyy+Css+CZZ+DQQ4sWuB126IKHV05ZY+Ai4omIeDAi7o+IWaWywRFxe0TMLW0HlcojIr4bEfMi4oGIqO48m5IkSZKqZuJEuOSS5s+9+c1dkLytXAnTpxeJ2rHHwvbbwx//CL/4Rc0lb9C2SUxGZ+bumVlXOp4EzMjMkcCM0jHAgcDI0qceaOHHJUmSJKknW1vyBvDCC5348Ez4zW+grg6OPBI22AB++Uu4807Yd99OfHDn6sgslIcA00r704BDG5VflYV7gYERsVkHniNJkiSpxjQ0wA9/uPY6nTbz5P/+L4wdC+9/P7z4IvzkJ/CXv8CBB3arJQHaIzKz9UoR/wBeBBK4NDOnRsRLmTmwUZ0XM3NQRNwCnJ+Zd5fKZwAnZuasJvesp2ihY8iQIXtNnz693S+xZMkSBgwY0O7ru4ue/B4PLnq5StGsaZdhG5ZVryf/PGqR79G9dOQ9Ro8ePbtRb46aURoqsEVmPtCVz62rq8tZs2a1XlGSupkRI4oZ+lsSUeRVFe1C+fe/F+sV3HADbLIJnHpqsRzAeutV8CGdIyLK+n4sdxKT/TLzqYjYFLg9Ih5d27ObKVsjS8zMqcBUKL6cRo0aVWYoa5o5cyYdub676MnvcdSkW6sTTDOeGDeqrHo9+edRi3yP7qWnvEdrImIm8CGK78v7gcUR8bvMPL6qgUlSDVhb8gbw+c9XMHl76ik480y4/HJYf/1iVsnjjy8G2fUwZXWhzMynSttngV8A+wDPrOoaWdo+W6q+ENii0eWbA09VKmBJkrrQhpn5CvAR4MeZuRcwtsoxSVK3N3Hi2s9PmAAXX1yBB730Epx0Emy7Lfz4x8WDH3sMTj+9RyZvUEYCFxEbRMSbV+0D7wMeAm4GxpeqjQduKu3fDHy6NBvlvsDLmfl0xSOXJKnz9Sv9I+XHgFuqHYwk1YLWJi6pSPL22mvFOm5bbw0XXAAf/Sg8+ih897uw6aYdvHn3Vk4XyiHAL6IY7NcP+Glm/joi/he4LiKOARYAh5fq/xI4CJgHLAWOrnjUkiR1jbOA24B7MvN/I2JrYG6VY5KkbquciUs6lLwtXw7TphVdJBcuLCYlOe882G23Dty0trSawGXm48AafyKZ+TwwppnyBI6tSHSSJFVRZl4PXN/o+HHgo9WLSJK6t8mTi9n7W7Lllu28cSbceCOcfHLR0va2t8HVV8N73tPOG9aujiwjIElSjxYRb42IGRHxUOl414g4pdpxSVJ31dqsk1OmtOOmv/sdvOMd8JGPFMc//3mxEHcvTN7ABE6SpLW5DDgJWAZQWkLgiKpGJEndVEPD2pdYa/Osk3/9Kxx0EIwaBU8+Wcww+eCD8OEP1/xabh1hAidJUsv6Z+afm5Qtr0okktTNra37ZJsmLvnHP+CTn4Q99oB774Wvfx3mzoXPfAb6lbsKWs/ln4AkSS17LiK2obSeaUQcBjizsiQ1Y23dJ8tK3p59Fs45p5gFpV8/OPHE4jNwYMVi7AlM4CRJatmxwFRg+4hYBPwD+GR1Q5Kk7mdV98nmWuBanbjkn/+Eb32r+Lz2GhxzTLGO29ChnRJrrTOBkySpBaVZJ8eW1kHtk5n/rHZMktQdHXdc88nbWicu+de/4NJLi1a3xYvhsMOK/e2269RYa50JnCRJLYiI05ocA5CZZ7Vy3RXAB4FnM3PnUtk3gIOBN4DHgKMz86VOCFuSulRDAzz/fPPnMpuZuGTlSvjpT+HUU+GJJ2D//eH882HvvTs71B7BSUwkSWrZq40+K4ADgRFlXHclcECTstuBnTNzV+DvFLNbSlLNmzy55XOrdZ/MhF/+spic5FOfgkGD4Lbb4I47TN7awBY4SZJakJnfanwcEd8Ebi7jursiYkSTst80OrwXOKwCIUpS1a1t8pJ/d5+8995iQpK77oJttoFrroGPfQz62J7UVv6JSZJUvv7A1hW4z2eAX1XgPpJUVRMntnxuo41g3J6PFOu2vf3t8Le/FdNRPvIIHHGEyVs72QInSVILIuJBSksIAH2BTYC1jn8r456TKdaSa1hLnXqgHmD48OEdeZwkdYqGhmJZtjfeaP78FjzJb3c+A3a+EjbYAM4+G770JRgwoCvD7JFM4CRJatkHG+0vB57JzHYv5B0R40v3HJPZ0nK3kJlTKZYvoK6ursV6klQNY8fCjBnNnxvEC5zEeXyR7/GmP2YxPeXJJ8PGG3dtkD2YCZwkSU1ExODSbtNlA94SEWTmC+245wHAicB7MnNpR2OUpGpoKXlbn6Ucx3c4kQt4C6/w8w0+zWEPn1nGInBqKxM4SZLWNJui62Q0cy5pZRxcRFwDjAI2joiFwOkUs06uB9xeWo7g3sz8fAVjlqRONXHimslbP5bxGa7gdM5kKE9zMwczmXOZdOnOYO7WKUzgJElqIjO36uD1RzZTfHlH7ilJ1dTQAD/8YeOS5DBuYAqTeStzuZv9+BjXcQ/vZMKEZtZ+U8WYwEmStBYRMQgYCbxpVVlm3lW9iCSp6x13XLGMG8D+zOB8JrE3s3iInTiYm7mFDwLBmDHFRJPqPM7dKUlSCyLis8BdwG3AmaXtGdWMSZK62sSJ8PzzsAf3cRvvYwZj2ZRnGc+V7MZfuYWDgWDChGJNbnUuEzhJklp2HLA3MD8zRwN7AIurG5IkdZ2GBrj9knlcwxHcx17syX18mW+zHX/jKsazkr6MGVO0ztny1jXsQilJUstez8zXI4KIWC8zH42I7aodlCR1if/7P1Z+/izmcBlvsC5ncwrf5AReYcPVqtnq1rVM4CRJatnCiBgI3Egxe+SLwFNVjkmSOtV1l73ME8d+g2OXXcgRvMFU6jmbU3mG/1qjrqsEdD0TOEmSWpCZHy7tnhERdwIbAr+uYkiS1Hlef51Ldr2Yw+eey8Y8zzUcwamczWNs22z1ddeFKVO6OEY5Bk6SpKYi4taIGBcRG6wqy8zfZebNmflGNWOTpIpbsQKuvJKn3rIdE+Z+hdnsxZ7M5hNc02LyBnDFFS4XUA0mcJIkrWkq8EHgiYi4NiIOjYh1qx2UJFVUJtx8M+y2Gxx9NAuXDWF/ZnAAt/EX9lzrpVtuafJWLSZwkiQ1kZk3lRbjHg78HBgPLIiIKyLivdWNTpIq4O674V3vgkMO4R9zl3EY1/M2/sSd7F/W5XadrB4TOEmSWpCZr2XmtaWxcO+jWEbAMXCSateDD8LBBxfJ2+OPc+H2lzLyjYf5GYcBUdYtxoyx9a2aTOAkSWpBRAyJiC9GxD0UM1H+BtirymFJUtvNnw/jxxfdJX//ezjvPKafM4/jH61nRZnzGvbpg4t1dwPOQilJUhMR8TngSGA7ii6UX8vMe6oblSS1w3PPFf0dL764yMBOOAEmTYLBg/ncm1u/vF8/uPJKW9y6ExM4SZLW9A7gfOCOzFxZ7WAkqc2WLIELL4RvfANefRWOPhrOOAM23xyAhoaiytrsuCM8/HDnh6q2MYGTJKmJzDy62jFIUru88QZcdhmcfTY88wx8+MNFC9wOO6xW7bOfXfttTN66LxM4SZIkqdatXAnXXgunnAKPPw7veQ/ceCPsu+8aVceOhddfX/vtTN66LycxkSRJkmpVJtx2G9TVwSc+AW9+M/zyl3Dnnc0mbxMnwowZa7/lRht1UqyqiLITuIjoGxF/iYhbSsdbRcSfImJuaZHTdUvl65WO55XOj+ic0CVJ6hwRMXhtn2rHJ0kA/PnPxZz+BxwAL70EV18N990HBx4IseaSAGPHwiWXtH7b73ynE2JVxbSlBe444JFGxxcAF2bmSOBF4JhS+THAi5m5LXBhqZ4kSbVkNjCrtF0M/B2YW9qfXcW4JAn+9jc47DB429vgoYfgu9+FRx8tporss+av92PHFvlcay1vUCwT4IyT3VtZCVxEbA58APhR6TiA/YEbSlWmAYeW9g8pHVM6P6ZUX5KkmpCZW2Xm1sBtwMGZuXFmbgR8kGJZAUnqeosWQX097LRT0W3yjDPgscfgi1+Eddddo/rEieUnblDc4uKLKxuyKi8ys/VKETcA5wFvBk4AjgLuLbWyERFbAL/KzJ0j4iHggMxcWDr3GPC2zHyuyT3rgXqAIUOG7DW/IRW7AAAgAElEQVR9+vR2v8SSJUsYMGBAu6/vLnryezy46OUqRbOmXYZtWFa9nvzzqEW+R/fSkfcYPXr07Mysq3BInSIiZmfmXk3KZnVl/HV1dTlr1qyuepyk7ujFF+GCC4q+jStWFM1kkyfDppu2eMnYseUnbqtcfbWtb9VU+s5p9ful1VkoI+KDwLOZOTsiRq0qbqZqlnHuPwWZU4GpUHw5jRo1qmmVss2cOZOOXN9d9OT3OGrSrdUJphlPjBtVVr2e/POoRb5H99JT3qMMz0XEKcDVFN9lnwSer25IknqN116D730Pzj+/GOM2bhycdRZstVWz1RsaYPz4IsdrK7tO1o5ylhHYD/hQRBwEvAl4C3ARMDAi+mXmcmBz4KlS/YXAFsDCiOgHbAi8UPHIJUnqfEcCpwO/oEjg7iqVSVLnWb4crryy6CK5aBEcdBCcdx7sumuLlwwbBk891eLptRozxq6TtaTVMXCZeVJmbp6ZI4AjgN9m5jjgTuCwUrXxwE2l/ZtLx5TO/zbL6acpSVI3k5kvZOZxwLsyc8/M/FJm+o+SkjpHJvz857DLLvC5z8EWW8Dvfge33tpi8rZqnFt7k7cJE+COOzoQs7pcR9aBOxE4PiLmARsBl5fKLwc2KpUfD0zqWIiSJFVHRLwjIuYAc0rHu0WE/04tqfJmzoS3vx0++tEiI/vFL+APf4B3v7vFS4YNK29ZgOaMGVPki7a81Z5yulD+W2bOBGaW9h8H9mmmzuvA4RWITZKkarsQeD9F7xIy868R0fJvU5LUVvffDyedBL/+NWy+OVx+OXz609Cv+V/T2zM5SWM77ggPP9z+61V9bUrgJEnqbTLzySar4bRjegBJauLxx+HUU+GnP4VBg+Ab34Bjj4X112/xko6Mc4Oi1c3ukrWvI10oJUnq6Z6MiHcAGRHrRsQJwCPVDkpSDXvmmWLdtu23L7pJnnRSkcydcEKnJm+Odes5TOAkSWrZ54FjgWEUsyzvXjqWpLZ55RU4/XTYZpti4NpnPgPz5sG558LAgc1e0tBQ9KRs7yQlEyYU49wc69az2IVSvc6IMtek+8ouyzt1/bonzv9Ap91bUsdFRF/gU6WZlyWpff71L/jhD+Gcc+C55+Dww4v9t751rZcNGlQs/dYeQ4cWqw+oZ7IFTpKkZmTmCuCQaschqUatWAE/+UnRVfJLX4LddoP//V+47rpmk7dVywGs+rQ3eRszxuStpzOBkySpZfdExPcj4l0RseeqT7WDktSNZRbrtu2xRzGb5ODB8JvfFAPQ6urWqN7QUCRs7V0OYJV+/eDqqx3n1hvYhVKSpJa9o7Q9q1FZAvtXIRZJ3d0f/wgnngi//z1suy1Mn150meyzeptJQwN88pOVeaTLAvQ+JnCSJLUgM0dXOwZJNWDOHDj5ZLjpJhgypJgx5LOfhXXWWa1aR8a1NcfkrXeyC6UkSS2IiCERcXlE/Kp0vGNEHFPtuCR1E08+WcwmucsucOedxeQkjz1WTP/YKHnbaaeOjWtrqm/forukyVvvZAInSVLLrgRuA4aWjv8OfKm1iyLiioh4NiIealR2eEQ8HBErI2LNgTCSasfzzxfrto0cWfSH/NKXisRt8mTYYANg9UlJ5sypzGN33LEYYrd8OYxzftxeyy6UkiS1bOPMvC4iTgLIzOURsaKM664Evg9c1ajsIeAjwKUVj1JS13j1VfjOd+DrX4d//rOYpOTMM2H48NWqrbsuLFtWuce6LIAaswVOkqSWvRoRG1FMXEJE7Au83NpFmXkX8EKTskcy82+dEqWkzrVsWbGW27bbFq1s73kPPPAA/PjHqyVvw4YVLW6VSN5WtbZlmrxpdbbASZLUsuOBm4FtIuIeYBPgsM5+aETUA/UAw5v8y76kLpQJ118Pp5wCc+fCO98JN9wA++337yrDhsFTT1Xukba2qTW2wEmS1ILMvA94D8VyAv8P2CkzH+iC507NzLrMrNtkk006+3GSmnPHHbD33vDxj8N668H//A/cdRdjT99vtQW3K5G8DR1qa5vKZwucJElNRMRHWjj11oggM3/epQFJ6jqzZ8OkSUUCN3w4TJvG+6aN4/aD+1b8UVdf7WQkajsTOEmS1nRwabspRevbb0vHo4GZgAmc1NPMnVt0lbzuOthoI7jwQgZ8dQKvjl+v4o8aM6bID6X2MIGTJKmJzDwaICJuAXbMzKdLx5sBP2jt+oi4BhgFbBwRC4HTKSY1+R7FOLpbI+L+zHx/57yBpLI9/TScdRb86Eew3no8eOip7HfjCfzzy2+p6GMGDoQXX6zoLdVLmcBJktSyEauSt5JngLe2dlFmHtnCqV9UJCpJHffyy8VyABddxLKlb3Ap/4+zl5/KszcOqfij7CqpSjKBkySpZTMj4jbgGoqlBI4A7qxuSJI65PXX4eKLefGEKQzKF/gpR3IqZ/M421T8URMmwMUXV/y26uVM4CRJakFmfiEiPgy8u1Q0NTNtRZNq0YoVcNVVLPjM6QznSf7E+zmJ87ifPSr6GMe3qbOZwEmS1IyI6AvclpljseujVLMmTkgW/fBmzuVkdmIOT7MP45nGTEZX5P6u26au5jpwkiQ1IzNXAEsjYsNqxyKpbXbaqVij7Z1xN+N++E5u4lD6sZyPcgP7cm+HkzfXbVM12QInSVLLXgcejIjbgVdXFWbmf1cvJEnN6d8fXnut2N+ZB7mZkzmYW1jEUD7HVH7M0azo4K++Tkai7sAETpKklt1a+kjqZnbaCebMWb1sS57gLE7jk1zNy2zIiZzP9/gir9G/3c9ZZx14440OBitVkAmcJEktuxbYlmIGyscy8/UqxyP1euuuC8uWrV62MYuZzBQmcAkr6cM3+CrnM4mXGNSuZzgRibozEzhJkpqIiH7AucBngPkUY8Y3j4gfA5Mzc9narpdUWcOGwVNPrVm+AUs4nm9zAt9kA17lCj7DmZzOIjZv8zOcjES1wklMJEla0zeAwcBWmblXZu4BbAMMBL5Z1cikXmDYsGISklWfpsnbOrzBsXyfx9iGszid23kvO/Ew9VzW5uRtwgQnI1FtsQVOkqQ1fRB4a2bmqoLMfCUiJgCPAsdVLTKphxo7FmbMWHudYCVHMJ2zOZVteJw7GcWHuJk/87ayn+OYNtU6EzhJktaUjZO3RoUrImKNcknt13j2yJYl7+c2zuMk9uB+7mc3DuBX3Mb7gWj1GQMHwosvViJaqfrsQilJ0prmRMSnmxZGxCcpWuAkdUD//v/pHtla8rY3f+a37M+vOZANeZlP0MCe3MdtHMDakrcdd/zPWm0mb+pJbIGTJGlNxwI/j4jPALMpZqHcG1gf+HA1A5NqUd++sHJl267Zjkc5h1M4jJ/xDJvyBb7HVOpZxrrN1l9/fVi6tALBSt1cqy1wEfGmiPhzRPw1Ih6OiDNL5VtFxJ8iYm5EXBsR65bK1ysdzyudH9G5ryBJUmVl5qLMfBtwFvAEsAA4KzP3yUynOpDK0HgSkrYkb0NZxFQ+x0PszPu5jdM4k22Zxw/4QrPJ25gxRSubyZt6i3Ja4P4F7J+ZSyJiHeDuiPgVcDxwYWZOj4gfAscAl5S2L2bmthFxBHAB8PFOil+SpE6Tmb8FflvtOKRaUM4kJGszkBc5kQs4ju/QlxV8ny8whck8xyZr1nVMm3qxVlvgsrCkdLhO6ZPA/sANpfJpwKGl/UNKx5TOj4mI1keXSpIkqeasu27Rytbe5O1NvMZX+TqPszVf4+tcz+G8lb/zZS76d/K2/vr/Gc/mmDb1dtHMJFtrVoroSzEGYFvgBxTr49ybmduWzm8B/Cozd46Ih4ADMnNh6dxjwNsy87km96wH6gGGDBmy1/Tp09v9EkuWLGHAgAHtvr676Mnv8eCil6sUTfsNWR+eaXVWrPbbZdiGnXfzRnry36ta5HvA6NGjZ2dmXYVD6rHq6upy1qxZ1Q5D+rdBg+Cllzp+n74s52h+zBmcwTCe4hY+wMmcy4PsCjjdv3qfiCjr+7GsSUwycwWwe0QMBH4B7NBctVXPXsu5xvecCkyF4stp1KhR5YTSrJkzZ9KR67uLnvweR026tTrBdMBXdlnOtx7svHl+nhg3qtPu3VhP/ntVi3wPSbVq2LA1F9Run+TD/IJzOZnt+Rt/4O0cyTX8nncDxeyRDz9ciedIPVOblhHIzJeAmcC+wMCIWPXb7ebAqv+kFwJbAJTObwi8UIlgJUmS1HUmTvzPRCSVSN5GcSf3si8/56OsoC+HcCP7cQ+PDX33v7tHmrxJa1fOLJSblFreiIj1gbHAI8CdwGGlauOBm0r7N5eOKZ3/bXOLoUqSJKl7GjasSNouuaQy99uN+/kVB3An+zOUp/jj565gp+UPcFMeQmawyLldpbKV0z9sM2BaaRxcH+C6zLwlIuYA0yPiHOAvwOWl+pcDP4mIeRQtb0d0QtySJEmqsHXXhWXLKne/rXicszmVcfyUfw0YDGd8ky0mTmSL9dev3EOkXqbVBC4zHwD2aKb8cWCfZspfBw6vSHSSJEnqdJWamGSVTXmG0/qcw7F9L4V+/eDLJ7PeV79azP8vqUPaNAZOkiRJPUdDQ9FVslLJ25t5hWlbnc4zG2zDsXEJHHMMPPYYTJli8iZVSOdNsSdJkqRuqXIzSsLQobDo8X/BD38I55wD/3gOPvaxYn/kyMo8RNK/mcBJkiT1ItHcgk/tMHQoLFqwAn76U9j+NHjiCRg7Fs47D+pc6lHqLHahlCRJ6qEaLwOw6tMR66xTTPWfK5NFU2+FPfaAT38aNtoIbr+9+Ji8SZ3KFjhJkqQeptKzSQ4dyn+m+v/jH+HEE+H3v4dtt4Vrr4XDDoM+tgtIXcH/0iRJknqInXYqWtkqlbxdfXXR4rZoETBnDhx6KLzjHTB3brFI3Jw5xXg3kzepy9gCJ0mS1AP07QsrV1bmXmPGwB13lA6efBJOPx2mTYMBA4oZJY87DjbYoDIPk9QmJnCSJEk1btiwyiRv668PS5eWDp5/vpiQ5PvfL46//GU46aRivJukqjGBkyRJqnEdXRJg4EB48cXSwauvwkUXwde/DkuWwPjxcMYZMHx4R8OUVAF2WJYkSaph/ft37PoJE0rJ27JlxVpu224Lp5wCo0fDAw/AFVeYvEndiC1wkiRJNWrYMHjttfLrr9bStsrKlXDdDUXSNncuvOtd8LOfFZOVSOp2bIGTJEmqMavWdyu362Rm8VkjebvjDthnH/j4x2G99eCWW+B3vzN5k7oxEzhJkiosIq6IiGcj4qFGZYMj4vaImFvaDqpmjKpd665bzOBfjoEDi8RtDbNnw3vfW3yeew6uugruvx8+8IGOr/YtqVOZwEmSVHlXAgc0KZsEzMjMkcCM0rFUlkGDiryqrWu8rdHiNndu0dpWV1ckbBddBH/7G3zqU8U6BJK6PRM4SZIqLDPvAl5oUnwIMK20Pw04tEuDUs2KgJdeavt1EyY0Onj66aJghx3g1lvh1FPhsceK9dzWW69isUrqfE5iIklS1xiSmU8DZObTEbFpSxUjoh6oBxju7H+9WnsbxdZfHy6+GHj55WI5gIsuKpruJkwoJisZMqSicUrqOrbASZLUzWTm1Mysy8y6TTbZpNrhqEr692/f4tx9+sDSF16Hb30Ltt4azj0XDj0UHn0Uvvc9kzepxpnASZLUNZ6JiM0ASttnqxyPurG2Lg+wys47rGDFj34Mb30rnHAC7L033HcfNDQUyZykmmcCJ0lS17gZGF/aHw/cVMVY1I1NnFj+8gCrDN0syRtv4sHYFT7zGdhsM/jtb+HXv4Y99uicQCVVhQmcJEkVFhHXAH8EtouIhRFxDHA+8N6ImAu8t3QsrWanncpfIgCKsW551+9ZtNU7i26SK1YUi3Dfey+MHt15gUqqGicxkSSpwjLzyBZOjenSQFRT+vYtf8zb1VfDuF0fhJNOgnffCkOHwtSpcPTR0M9f76SezP/CJUmSqmzQoPKTt0+84wnG3XYafOpq2HBDOP98+OIXi1lPJPV4JnCSJElV1NBQ3jpvG7OYbw+ewqdmXQL39YGvfhUmTSqyP0m9hgmcJElSlUyc2PqYtw1YwvF8mxP4Jm95eWkxSclpp8Hmm3dNkJK6FRM4SZKkKthpJ5gzp+Xz6/AG9UzlVM5mCM+yYO+P8parzoHtt++6ICV1O85CKUmS1MUmTmw5eQtWciQ/5RF24Pt8kTnsyK/PuJfhf77B5E2SLXCSJEldberU5kqT93Mb53ESe3A/f2F3vv+BX/GF/3k/RHR1iJK6KVvgJEmSutiKFasf78Of+C3782sO5C28wpH8lH36zOYLtxxg8iZpNSZwkiRJXaih4T/72/EoN/BR/sS+7MgcvsD32IFHmM6RXHmVv6ZJWpP/Z5AkSepCn/oUDGURU/kcD7MT7+V2TuNMtuExfsAXWB7rFgt1j6t2pJK6I8fASZIkdbJVM04O5EXO43z+m+/Sh5V8l//mXE7mOTb5d91yF/SW1Du12gIXEVtExJ0R8UhEPBwRx5XKB0fE7RExt7QdVCqPiPhuRMyLiAciYs/OfglJkqTuatgw+MecpXyNC3icrfkq3+B6Dmc7/sbxXLha8rbBBlUMVFJNKKcL5XLgK5m5A7AvcGxE7AhMAmZk5khgRukY4EBgZOlTD7SyPKUkSVLP9L79l3PQU5cxl5FcwCTu5p3szv2M5yrmM2KN+pde2vUxSqotrXahzMyngadL+/+MiEeAYcAhwKhStWnATODEUvlVmZnAvRExMCI2K91HkiSp58vkzN1+zncfnMz2/I0/8HaOYDp3864WL+nb13FvklrXpklMImIEsAfwJ2DIqqSstN20VG0Y8GSjyxaWyiRJknq+O+/kuZH7cvqDh7GCvhzCjezHPWtN3gCmTeui+CTVtLInMYmIAcDPgC9l5ivR8pokzZ3IZu5XT9HFkiFDhjBz5sxyQ1nDkiVLOnR9d9GT3+MruyyvTjAdMGT9zo27q37WPfnvVS3yPaQe7C9/gZNOgttuYylbcDRXcBWfZiV9W73UWScllausBC4i1qFI3hoy8+el4mdWdY2MiM2AZ0vlC4EtGl2+OfBU03tm5lRgKkBdXV2OGjWqfW9A8YtwR67vLnryexw16dbqBNMBX9llOd96sPMman1i3KhOu3djPfnvVS3yPaQe6LHH4NRT4ZpreCEGM4Vv8gOO5V+8qdVLd9wRHn64C2KU1GOUMwtlAJcDj2TmtxuduhkYX9ofD9zUqPzTpdko9wVedvybJEnqcZ55Br7wBdh+e7jxRr613slslY/zbb7SavI2ZgxkmrxJartymhf2Az4FPBgR95fKTgbOB66LiGOABcDhpXO/BA4C5gFLgaMrGrEkSVI1vfIKfPOb8O1vw+uvw+c+x8ceOo3r796srMuHDoU77ujkGCX1WOXMQnk3zY9rAxjTTP0Eju1gXJIkSd3Lv/4Fl1wCU6bAc8/Bxz4G55wDI0dyfYtTA6zOLpOSOqpNs1BKkiT1OitWwFVXwXbbwZe/DLvvDrNmwbXXwsiRjB1b3m0GDjR5k9RxnTdDgyRJUi3LhFtvLWaWfOgh2Gsv+NGPaJyxDRoEL73U+q2GDoVFizoxVkm9hi1wkiRJTf3hD/Dud8PBBxfj3K69Fv7859WSt512Ki95u/pqkzdJlWMCJ0mStMrDD8Mhh8B++8G8ecWYtzlzivFuff7za1NDQ1HcGtd3k1RpJnCSJEkLFsDRR8Ouu8LMmcVEJfPmwec/D+uss0b1444r77Ymb5IqzTFwkiSp93r+eTj3XPjBD4rjL3+5GPO20UatXtaaMWvM1S1JHWcCJ0mSep9XX4WLLoKvfx2WLIHx4+GMM2D48FYvbWho/fZjxrjWm6TOYQInSZJ6j2XLipkkzzoL/u//ivFuU6YUM5KUqbXuk5kdjFGS1sIxcJIkqedbubKYSXLHHWHiRBg5Eu65B268sdXkraEB1lsPIopPOd0nJamzmMBJkqSe7fbbYe+94YgjYP314ZZb4He/g3e8o9VLGxrgk5+EN94o71FbbtnBWCWpFSZwkiSpZ5o1q1i37X3vK5rNrroK/vIX+MAHiqa0Mnz+82175JQp7YhTktrAMXA93IhJt3b5M7+yy3KOqsJzJUkC4O9/h1NOgeuvh403LiYr+fzni36QbdDQUMxv0hYuGyCps5nASZKknuHpp+HMM4tJSt70JjjtNPjKV+Atb2nX7T772bbVt/ukpK5gAidJkmrbSy8VywFcdBEsXw4TJhQtcEOGtPuWDQ3w+uvl1+/Tx+6TkrqGCZwkSapNr78O3/8+nHcevPACfOITcPbZsPXWHb715Mnl133Tm4pGP7tPSuoKJnCSJHWhiDgO+BwQwGWZeVGVQ6o9y5cXE5KcfjosXAgHHFAkcbvvXrFHzJ+/9vOu9SapWpyFUpKkLhIRO1Mkb/sAuwEfjIiR1Y2qhmQW67btuisccwwMHQp33gm/+lVFkzeAvn1bPjdhQkUfJUltYgInSVLX2QG4NzOXZuZy4HfAh6scU2246y7Ybz/48IeLRbl/9jO4914YNapTHrdiRcvnLr64Ux4pSWUxgZMkqes8BLw7IjaKiP7AQcAWTStFRH1EzIqIWYsXL+7yILuVBx4o1m17z3tgwQK47DJ46CH4yEfKXsutrRoaWr61M01KqjbHwEmS1EUy85GIuAC4HVgC/BVY3ky9qcBUgLq6ut452uof/yiWAWhogA03hAsugC9+EdZfv1MfO3YszJjR/Ll+/ZxpUlL1mcBJktSFMvNy4HKAiDgXWFjdiLqZxYvhnHPgkkuKgWhf+xqceCIMGtTpj95pJ5gzp+XzK1Y406Sk6rMLpSRJXSgiNi1thwMfAa6pbkTdxD//WSzCvfXW8IMfwFFHwbx5cP75nZ68TZxYdJlcW/IGzjwpqXuwBU6SpK71s4jYCFgGHJuZL1Y7oKp64w249NJi/bbFi+GjHy36KW63XZc8fm1dJpta28yUktRVTOAkSepCmfmuasfQLaxcCddcA6eeWox3Gz26aG3bZ58uC6GhofzkDaC+vvNikaRy2YVSkiR1ncxi3bY994RPfrKYoOTXvy4yqS5M3gCOO678umPGuHyApO7BBO7/t3fvUXKUZR7Hvz9CAonZVZlATgyBoCerRgIRZrmJbiSwIHIScc0CZ8AExSgXE93obiAKCIIgIisXZcclJi4jiHgBxUtCNILuRq4JSQxogASCARJYLjFuIOHZP6pGmpnp6Z6e7q6unt/nnDldVV1d9TzT093z9PvW+5qZmVl9LFuWtLQde2xyzdt3vgP33gtHH12zKQF688wzpffZeWe4/nq4/fbax2NmVg4XcGZmZlZbDz6YzNt26KGwZg1cfXVye9JJsFP9/xXp6IDhw0vvN348vPyyR540s8biAs7MzMxqY8MGOO20ZHz+22+HCy6Ahx+GM8+EIUPqHk5HB+yyS9Jz889/7n3f00+H1avrE5eZWV94EBMzMzOrrmefTQYkueqqZLCSWbPgnHNg990zC+mMM5Kp5cpx/fVudTOzxuUCzszMzKpj61a48kq49FJ4/nk45ZRkbrexYzMNq6MDrr22/P1dvJlZI3MXSjMzM+uf7duhvR3GjYOzz4bDD4cVK2DhwsyLN0hGmyx3Eu6WltrGYmbWXyULOEnzJT0taVXBtt0kLZb0x/T2jel2SbpS0lpJD0g6oJbBm5mZWYYi4Oabk2vcPv7xpFi780748Y9hwoSso/vrYCXljDYJyUTdX/tabWMyM+uvclrgFgDHdNk2F1gSEeOAJek6wPuAcenPTKDM3uZmZmaWK7/8JRx8MEybBoMHwy23wG9+k7S+NYCODjj11NKDlXQaPjxpMHT3STNrdCULuIi4A3i2y+apwMJ0eSHwgYLt347EMuANkkZVK1gzMzPL2P33J/O2TZ4MTz4J3/pW0l1yypRM5nIrZvbsZAqAUoYPTwYtefFFF29mlg+VDmIyMiI2AkTERkl7pNtHA48X7Lch3bax8hDNzMwscw8/DJ/7HNx4I+y2G1x+eTK04667Zh1ZN2ecUV63yXKvizMzayTVHoWyp6/eenx7lDSTpJslI0eOZOnSpRWfdMuWLf16fKOoRR5zJmyv6vHKMXJoNuettlrnUa+/Wb8+GovzsNx58km48MJkkJIhQ2DePPjsZ+H1r886sm46OpJL8crpNunBSswsryot4J6SNCptfRsFPJ1u3wCMKdhvT+BPPR0gItqBdoDW1taYNGlShaEk/wj35/GNohZ5zJh7W1WPV445E7Zz+cr8z1BR6zzWtU2q2bEL+fXRWJyH5cYLL8Bll8EVV8C2bfCxj8HnPw+jGu/KiL4UbuDBSsws3yqdRuBWYHq6PB24pWD7h9PRKA8Bnu/samlmZmY5sG1bUrS9+c3wxS/CccfBmjXw9a83VPHW0QEjRiSX3Z18cvnFW0uLBysxs3wr2bwg6QZgEjBC0gbgPOAS4CZJHwUeA6alu/8UOBZYC2wFTq1BzGZmZlZtO3Yko3mcey489hgcdRR86Utw4IFZR9ZN5wiT5QxSUqilBTZvrk1MZmb1UrKAi4iTitw1uYd9Azizv0GZmZlZnUTAT34C55wDq1ZBayvMn5+MMtmg5s3re/HmbpNm1iwq7UJpZmZmeffb38K7351MAbBtG9x0E9x1V0MXb5A0EPaF53gzs2biAs7MzGygWbUqKdoOPxweeQSuvRZWr04m5W6gudyK2Wuv8vbzHG9m1oxcwJmZmQ0U69fDjBmw335wxx1w8cWwdm0yhOPgwVlHV7aLLuo9XBduZtbM8j/Wu5mZmfVu8+akWLvmmqSFbc4cmDs308nQOjqSa9nWr0+uT9uxo/ut1LfJtltakuvcXLSZWTNzAWdmZtastm+HSy+FL38ZtmxJWt/OPx/GjCn1yJrq6ICZM2Hr1mR9x46ebxtKjZkAAA5wSURBVMst3oYMScZdceFmZgOBu1CamZk1q0GDYPFiOOIIWLkSrrsu8+INkpa3zuKtGl56KTmmmdlA4BY4MzOzZiXBz34GQ4dmHQnw2m6T1dbXkSnNzPLKBZyZmVkza6DirbDbZLWVOzKlmVneuQulmZmZ9UtHB4wdCzvtlNyecUb39enTa1e8DRmSjExpZjYQuAXOzMzMKta1ZW39evjGN169v+t6T/ozCqVHnjSzgcYtcGZmZvZXXVvTOjp6v3/27P61rO29dzJYZkT321deSW57+9m82cWbmQ0sboEzMzMzoOfWtJkzk+W2tp7v749hw9z10cysr1zA1cDYubdV9Lg5E7Yzo8LHmpmZ9VdPw/tv3Zpsb2ur7vD/gwZBe7tbz8zM+spdKM3MzAwoPhR/5/ZqDdU/bBgsXOjizcysEi7gzMzMDCg+FH/n9mL3t7Qk17JJye3pp/e+7pY3M7PKuQulmZmZAcn1aF3naiu8Tq3Y/R4F0sysftwCZ2ZmZkBShLW3F28tK3W/mZnVngs4MzOzJlVqSoCetLXBunXJEP7r1nUvzkrdb2ZmteUCzszMrI4kfVrSakmrJN0gaddanKdzyP/165P50jqnBCiniDMzs8blAs7MzKxOJI0GZgGtEbEvMAg4sRbn6m1KADMzyy8PYmKWkUrnC+yrcuYXXHfJ++sSi5kByWfvUEkvA8OAP9XiJKWmBDAzs3xyC5yZmVmdRMQTwFeAx4CNwPMRsajrfpJmSrpH0j2bNm2q6FylpgQwM7N8apoWuHq1ZpiZmVVK0huBqcA+wHPA9ySdHBHXF+4XEe1AO0Bra2tUcq5SUwKYmVk+uQXOzMysfo4EHo2ITRHxMvAD4LBanMhD/puZNaemaYEzMzPLgceAQyQNA/4CTAbuqdXJ2tpcsJmZNRu3wJmZmdVJRPwOuBm4D1hJ8jncnmlQZmaWK26BMzMzq6OIOA84L+s4zMwsn9wCZ2ZmZmZmlhMu4MzMzMzMzHLCBZyZmZmZmVlO+Bo4M2uYeRTXXfL+rEMwMzMza2g1aYGTdIykhyStlTS3FucwMzMzMzMbaKreAidpEHANcBSwAbhb0q0R8ftqn8vMmktvLYFzJmxnRh1bCt0aaGZmZo2oFi1wBwFrI+KRiHgJuBGYWoPzmJmZmZmZDSi1uAZuNPB4wfoG4OAanMfMrGZqdV1gvVsSq8mtkmZmZtlTRFT3gNI04OiIOC1dPwU4KCI+2WW/mcDMdPWtwEP9OO0IYHM/Ht8onEdjcR6NxXk0lv7ksXdE7F7NYJqZpE3A+ozDaJa/207Nlg80X07Op7E1Wz7QGDmV9flYixa4DcCYgvU9gT913Ski2oH2apxQ0j0R0VqNY2XJeTQW59FYnEdjaZY88qARit1me76bLR9ovpycT2NrtnwgXznV4hq4u4FxkvaRNAQ4Ebi1BucxMzMzMzMbUKreAhcR2yWdBfwCGATMj4jV1T6PmZmZmZnZQFOTibwj4qfAT2tx7CKq0hWzATiPxuI8GovzaCzNkoeVp9me72bLB5ovJ+fT2JotH8hRTlUfxMTMzMzMzMxqoxbXwJmZmZmZmVkN5LqAk/RpSaslrZJ0g6Rds46pEpJmpzmslvSprOPpC0nzJT0taVXBtt0kLZb0x/T2jVnGWI4ieUxLn5NXJOViVKIieVwm6UFJD0j6oaQ3ZBljOYrkcWGaw3JJiyS9KcsYy9FTHgX3fUZSSBqRRWx9UeT5OF/SE+nzsVzSsVnGaLWXx9dgb/L43tibPH5m9UTSMZIekrRW0tys4+mv3j4H8kjSGEm/krQm/XubnXVM/SFpV0l3SVqR5vOFrGMqR24LOEmjgVlAa0TsSzJgyonZRtV3kvYFPgYcBOwPHCdpXLZR9ckC4Jgu2+YCSyJiHLAkXW90C+iexyrgg8AddY+mcgvonsdiYN+I2A/4A3B2vYOqwAK653FZROwXEROBnwDn1j2qvltA9zyQNAY4Cnis3gFVaAE95AFcERET0596Xvds2cjja7A3eXxv7E0eP7NeQ9Ig4BrgfcB44CRJ47ONqt8W0PP7Z15tB+ZExNuBQ4Azc/4cbQOOiIj9gYnAMZIOyTimknJbwKV2BoZK2hkYRg/zzeXA24FlEbE1IrYDvwaOzzimskXEHcCzXTZPBRamywuBD9Q1qAr0lEdErImI/kwwX3dF8liU/m0BLCOZm7GhFcnjhYLV1wENfwFvkdcHwBXAv5KDHKDXPGwAyeNrsDd5fG/sTR4/s3pwELA2Ih6JiJeAG0n+p8itZnv/jIiNEXFfuvwisAYYnW1UlYvElnR1cPrT8O9tuS3gIuIJ4Csk32BvBJ6PiEXZRlWRVcB7JLVIGgYcy2snQs+jkRGxEZIXOrBHxvHYqz4C/CzrICol6SJJjwNt5PTbf0lTgCciYkXWsVTBWWn3s/l56Cpt/dcMr8Eicv3e2ERGA48XrG8gx8VBs5M0Fngn8LtsI+kfSYMkLQeeBhZHRMPnk9sCLv1nYSqwD/Am4HWSTs42qr6LiDXApSRdOX4OrCBpnjarKknzSP62OrKOpVIRMS8ixpDkcFbW8fRV+iXNPJrjH99vAG8h6XKyEbg823CsGiTdnl6T3fVnKuTvNVgqn3Sf3Lw3lpNPzqmHbQ3fGjIQSRoOfB/4VJfW+dyJiB1p1/A9gYPSy5saWk3mgauTI4FHI2ITgKQfAIcB12caVQUi4jrgOgBJF5N845RnT0kaFREbJY0i+UbDMiRpOnAcMDmaY+6Q7wC3AedlHUgfvYXkS6cVkiD5sLhP0kER8WSmkfVRRDzVuSzpmyTXRFnORcSRZe6ai9dgqXzy9t7Yh+cnrzbw2l5Ie5LPy2OamqTBJMVbR0T8IOt4qiUinpO0lOSaxYYedCa3LXAkXScPkTRMyX9Ck0n64eaOpD3S271ILkC+IduI+u1WYHq6PB24JcNYBjxJxwD/BkyJiK1Zx1OpLoP7TAEezCqWSkXEyojYIyLGRsRYkn9WDshb8QaQfjnT6Xga/MPO+q8ZXoOFmuW9scncDYyTtI+kISSD092acUxWIP2f+zpgTUR8Net4+kvS7p0j0EoaStJA1PDvbbmeyDsd6vMEkq4P9wOnRcS2bKPqO0l3Ai3Ay8C/RMSSjEMqm6QbgEnACOApkm9jfwTcBOxFUmhPi4iGvoC3SB7PAlcBuwPPAcsj4uisYixHkTzOBnYBnkl3WxYRn8gkwDIVyeNY4K3AK8B64BPptbANq6c80hb3zvvXkYykuzmTAMtU5PmYRNJ9MoB1wMc7r3215iTp++TsNdgbSWvJ2XtjbyQdT84+s3qSTkny7ySji8+PiIsyDqlfSn0O5I2kw4E7gZUk7wUA5+R1JGJJ+5EMuDeIpGHrpoi4INuoSst1AWdmZmZmZjaQ5LkLpZmZmZmZ2YDiAs7MzMzMzCwnXMCZmZmZmZnlhAs4MzMzMzOznHABZ2ZmZmZmlhMu4MzMzMxyTFKLpOXpz5OSnkiXn5P0+zrHMjGdCqBzfYqkuRUea52kEdWLrk/nniHpTQXr/ylpfNZxmYELODMzM7Nci4hnImJiREwErgWuSJcn8upcXVUjaede7p5IMm9nZ2y3RsQl1Y6hDmYAfy3gIuK0iKhrMWxWjAs4MzMzs+Y1SNI3Ja2WtEjSUABJb5H0c0n3SrpT0tvS7XtLWiLpgfR2r3T7AklflfQr4FJJr5M0X9Ldku6XNFXSEOAC4IS0BfCEtCXr6vQYIyX9UNKK9OewdPuP0jhWS5pZKiFJp0r6g6Rfp7l1Hn+BpA8V7LclvR2e5nKfpJWSpqbbx0pa0/X3kx6jFehI8xgqaamk1h5iOVnSXel+/yFpUPqzQNKq9Hyf7sfzZ9aNCzgzMzOz5jUOuCYi3gE8B/xTur0d+GREHAh8Bvh6uv1q4NsRsR/QAVxZcKy/A46MiDnAPOCXEfH3wHuBy4DBwLnAd9MWwe92ieVK4NcRsT9wALA63f6RNI5WYJaklmLJSBoFfAF4F3AUML6M38H/AcdHxAFprJdLUrHfT0TcDNwDtKV5/KVILG8HTgDelbZ47gDaSFohR0fEvhExAfhWGTGala23JnAzMzMzy7dHI2J5unwvMFbScOAw4Huv1jHskt4eCnwwXf4v4MsFx/peROxIl/8RmCLpM+n6rsBeJWI5AvgwQHqc59PtsyQdny6PISmqnilyjIOBpRGxCUDSd0kKy94IuFjSe0i6lI4GRqb3dfv9lDhWocnAgcDd6e9xKPA08GPgzZKuAm4DFvXhmGYluYAzMzMza17bCpZ3kBQZOwHPpa1GpUTB8p8LlkXSWvVQ4c6SDu5LcJImAUcCh0bEVklLSYrBcmMqtJ20d1nawjYk3d4G7A4cGBEvS1pXcI6efj9lhw8sjIizu90h7Q8cDZwJ/DPwkT4c16xX7kJpZmZmNoBExAvAo5KmQVLspAUHwH8DJ6bLbcBvihzmF8AnO7siSnpnuv1F4G+KPGYJcHq6/yBJfwu8HvjftHh7G3BIifB/B0xKR94cDEwruG8dSYsYwFSSLp2k53g6Ld7eC+xd4hyl8ijM50OS9khz2i29hnAEsFNEfB/4PEl3UbOqcQFnZmZmNvC0AR+VtILkWrSp6fZZwKmSHgBOAWYXefyFJAXSA5JWpesAvwLGdw5i0uUxs4H3SlpJ0l3xHcDPgZ3T810ILOst6IjYCJwP/A9wO3Bfwd3fBP5B0l0kXS07Www7gFZJ96R5P9jbOVILgGs7BzEpEsvvgc8Bi9L4FwOjSLpoLpW0PD1OtxY6s/5QRLFWaDMzMzOzxiVpBtAaEWdlHYtZvbgFzszMzMzMLCfcAmdmZmZmZpYTboEzMzMzMzPLCRdwZmZmZmZmOeECzszMzMzMLCdcwJmZmZmZmeWECzgzMzMzM7OccAFnZmZmZmaWE/8P034f5Al8gu4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data_tf, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed variable\n",
    "diagnostic_plots(data_tf, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Yeo-Johnson Transformer\n",
    "\n",
    "Yeo-Johnson Transformer will be available in the next release of Feauture-Engine!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "YeoJohnsonTransformer(variables=['LotArea', 'GrLivArea'])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yjt = vt.YeoJohnsonTransformer(variables = ['LotArea', 'GrLivArea'])\n",
    "yjt.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'LotArea': 0.03081854079393649, 'GrLivArea': 0.005539641278705955}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# these are the exponents for the Yeo-Johnson transformation\n",
    "yjt.lambda_dict_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tf = yjt.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostic_plots(data_tf, 'LotArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed variable\n",
    "diagnostic_plots(data_tf, 'GrLivArea')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'feature_engine' has no attribute '__version__'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-e35dab291550>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mfeature_engine\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfeature_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__version__\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: module 'feature_engine' has no attribute '__version__'"
     ]
    }
   ],
   "source": [
    "import feature_engine\n",
    "feature_engine.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_engine.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "neat",
   "language": "python",
   "name": "neat"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}