Regression - Carbon Dioxide (CO2) Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "57addb98",
   "metadata": {},
   "source": [
    "### Presented by: Princilla Abena Koranteng"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a1d7f93",
   "metadata": {},
   "source": [
    "This is a supervised machine learning project where Regression is used to predict continuous values.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab74794b",
   "metadata": {},
   "source": [
    "Regression in machine learning is a type of supervised learning that is used to predict a continuous outcome variable (also called the dependent variable or label) based on one or more input features (also called independent variables or predictors). The goal of regression is to find a relationship between the input features and the output variable, and then use that relationship to make predictions on new, unseen data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "8278d36e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Library for handling data and processing numbers\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Libraries for plotting\n",
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt\n",
    "import missingno as msn\n",
    "\n",
    "# Reducing warning content\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "164a7148",
   "metadata": {},
   "source": [
    "## Data Importation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "ddc82015",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Understanding the Data</th>\n",
       "      <th>Unnamed: 1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Model</td>\n",
       "      <td>4WD/4X4 = Four-wheel drive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>AWD = All-wheel drive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>FFV = Flexible-fuel vehicle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SWB = Short wheelbase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LWB = Long wheelbase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>EWB = Extended wheelbase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Transmission</td>\n",
       "      <td>A = automatic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>AM = automated manual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>AS = automatic with select shift</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>AV = continuously variable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>M = manual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3 - 10 = Number of gears</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Fuel type</td>\n",
       "      <td>X = regular gasoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Z = premium gasoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>D = diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>E = ethanol (E85)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>N = natural gas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Fuel consumption</td>\n",
       "      <td>City and highway fuel consumption ratings are ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CO2 emissions</td>\n",
       "      <td>the tailpipe emissions of carbon dioxide (in g...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Understanding the Data                                         Unnamed: 1\n",
       "0                   Model                         4WD/4X4 = Four-wheel drive\n",
       "1                     NaN                              AWD = All-wheel drive\n",
       "2                     NaN                        FFV = Flexible-fuel vehicle\n",
       "3                     NaN                              SWB = Short wheelbase\n",
       "4                     NaN                               LWB = Long wheelbase\n",
       "5                     NaN                           EWB = Extended wheelbase\n",
       "6            Transmission                                      A = automatic\n",
       "7                     NaN                              AM = automated manual\n",
       "8                     NaN                   AS = automatic with select shift\n",
       "9                     NaN                         AV = continuously variable\n",
       "10                    NaN                                         M = manual\n",
       "11                    NaN                           3 - 10 = Number of gears\n",
       "12              Fuel type                               X = regular gasoline\n",
       "13                    NaN                               Z = premium gasoline\n",
       "14                    NaN                                         D = diesel\n",
       "15                    NaN                                  E = ethanol (E85)\n",
       "16                    NaN                                    N = natural gas\n",
       "17       Fuel consumption  City and highway fuel consumption ratings are ...\n",
       "18          CO2 emissions  the tailpipe emissions of carbon dioxide (in g..."
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Description of the content of the data\n",
    "df_description = pd.read_csv('Data Description.csv')\n",
    "df_description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "590442a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the data\n",
    "df=pd.read_csv('CO2 Emissions_Canada.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b87c7646",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "12d856bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7385 entries, 0 to 7384\n",
      "Data columns (total 12 columns):\n",
      " #   Column                            Non-Null Count  Dtype  \n",
      "---  ------                            --------------  -----  \n",
      " 0   Make                              7385 non-null   object \n",
      " 1   Model                             7385 non-null   object \n",
      " 2   Vehicle Class                     7385 non-null   object \n",
      " 3   Engine Size(L)                    7385 non-null   float64\n",
      " 4   Cylinders                         7385 non-null   int64  \n",
      " 5   Transmission                      7385 non-null   object \n",
      " 6   Fuel Type                         7385 non-null   object \n",
      " 7   Fuel Consumption City (L/100 km)  7385 non-null   float64\n",
      " 8   Fuel Consumption Hwy (L/100 km)   7385 non-null   float64\n",
      " 9   Fuel Consumption Comb (L/100 km)  7385 non-null   float64\n",
      " 10  Fuel Consumption Comb (mpg)       7385 non-null   int64  \n",
      " 11  CO2 Emissions(g/km)               7385 non-null   int64  \n",
      "dtypes: float64(4), int64(3), object(5)\n",
      "memory usage: 692.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d46ee17f",
   "metadata": {},
   "source": [
    "Data has only float,object and integer values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "26bd32b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7385, 12)"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14cb160d",
   "metadata": {},
   "source": [
    "Original Data contains 7385 observations and 12 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "14283410",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().values.any()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d897d2c3",
   "metadata": {},
   "source": [
    "There are no missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "094bc696",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6282, 12)"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dropping Duplicates\n",
    "df.drop_duplicates(keep='first',inplace=True)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "410f11e2",
   "metadata": {},
   "source": [
    "After removing the duplicates, we are left with 6282 observations and 12 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "f8cf25c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Engine Size(L)</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Fuel Consumption City (L/100 km)</th>\n",
       "      <th>Fuel Consumption Hwy (L/100 km)</th>\n",
       "      <th>Fuel Consumption Comb (L/100 km)</th>\n",
       "      <th>Fuel Consumption Comb (mpg)</th>\n",
       "      <th>CO2 Emissions(g/km)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "      <td>6282.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.161812</td>\n",
       "      <td>5.618911</td>\n",
       "      <td>12.610220</td>\n",
       "      <td>9.070583</td>\n",
       "      <td>11.017876</td>\n",
       "      <td>27.411016</td>\n",
       "      <td>251.157752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.365201</td>\n",
       "      <td>1.846250</td>\n",
       "      <td>3.553066</td>\n",
       "      <td>2.278884</td>\n",
       "      <td>2.946876</td>\n",
       "      <td>7.245318</td>\n",
       "      <td>59.290426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>96.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>8.900000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>208.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>12.100000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>10.600000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>246.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.700000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>14.700000</td>\n",
       "      <td>10.300000</td>\n",
       "      <td>12.700000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>289.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.400000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>30.600000</td>\n",
       "      <td>20.600000</td>\n",
       "      <td>26.100000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>522.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Engine Size(L)    Cylinders  Fuel Consumption City (L/100 km)  \\\n",
       "count     6282.000000  6282.000000                       6282.000000   \n",
       "mean         3.161812     5.618911                         12.610220   \n",
       "std          1.365201     1.846250                          3.553066   \n",
       "min          0.900000     3.000000                          4.200000   \n",
       "25%          2.000000     4.000000                         10.100000   \n",
       "50%          3.000000     6.000000                         12.100000   \n",
       "75%          3.700000     6.000000                         14.700000   \n",
       "max          8.400000    16.000000                         30.600000   \n",
       "\n",
       "       Fuel Consumption Hwy (L/100 km)  Fuel Consumption Comb (L/100 km)  \\\n",
       "count                      6282.000000                       6282.000000   \n",
       "mean                          9.070583                         11.017876   \n",
       "std                           2.278884                          2.946876   \n",
       "min                           4.000000                          4.100000   \n",
       "25%                           7.500000                          8.900000   \n",
       "50%                           8.700000                         10.600000   \n",
       "75%                          10.300000                         12.700000   \n",
       "max                          20.600000                         26.100000   \n",
       "\n",
       "       Fuel Consumption Comb (mpg)  CO2 Emissions(g/km)  \n",
       "count                  6282.000000          6282.000000  \n",
       "mean                     27.411016           251.157752  \n",
       "std                       7.245318            59.290426  \n",
       "min                      11.000000            96.000000  \n",
       "25%                      22.000000           208.000000  \n",
       "50%                      27.000000           246.000000  \n",
       "75%                      32.000000           289.000000  \n",
       "max                      69.000000           522.000000  "
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "863d6522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x227226f96a0>"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a4ed21d",
   "metadata": {},
   "source": [
    "Based on the pairplot above, it is noted that,\n",
    "\n",
    "1. As engine size increases:\n",
    "\n",
    "* fuel consumption (L/100km) increases\n",
    "* the number of cylinders increases\n",
    "\n",
    "2. CO2 Emissions generally increase with increase in all the features with the exception of 'Fuel Consumption Com (mpg)' where there is an inverse non-linear relationship"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "903a7d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_columns=['Engine Size(L)', 'Cylinders', 'Fuel Consumption City (L/100 km)',\n",
    "       'Fuel Consumption Hwy (L/100 km)', 'Fuel Consumption Comb (L/100 km)',\n",
    "       'Fuel Consumption Comb (mpg)', 'CO2 Emissions(g/km)']\n",
    "j=1 \n",
    "fig = plt.figure(figsize = (15,15))\n",
    "for i in numeric_columns:\n",
    "    plt.subplot(4,3,j)\n",
    "    sns.boxplot(df[i])\n",
    "    j=j+1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d3a71c9",
   "metadata": {},
   "source": [
    "The distribution of values in the various columns indicate the need for scaling features since there non-uniformly distributed values in a number of the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "22af6f50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation Heatmap')"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# constructing a heatmap to understand the correlation between the columns\n",
    "plt.figure(figsize=(10,10))\n",
    "heatmap=sns.heatmap(df.corr(), cbar=True, square=True, fmt = '.1f', annot = True, annot_kws={'size':8}, cmap = 'Blues')\n",
    "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':18}, pad=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "f063c949",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Dropping 'Fuel Consumption Hwy (L/100 km)' and 'Fuel Consumption City (L/100 km)' \n",
    "## because they have perfect correlation with 'Fuel Consumption Comb (L/100 km)'\n",
    "df.drop(columns=['Fuel Consumption City (L/100 km)','Fuel Consumption Hwy (L/100 km)'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "9afbd303",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Make :  42\n",
      "\n",
      "\n",
      "Model :  2053\n",
      "\n",
      "\n",
      "Vehicle Class :  16\n",
      "\n",
      "\n",
      "Engine Size(L) :  51\n",
      "\n",
      "\n",
      "Cylinders :  8\n",
      "\n",
      "\n",
      "Transmission :  27\n",
      "\n",
      "\n",
      "Fuel Type :  5\n",
      "\n",
      "\n",
      "Fuel Consumption Comb (L/100 km) :  181\n",
      "\n",
      "\n",
      "Fuel Consumption Comb (mpg) :  54\n",
      "\n",
      "\n",
      "CO2 Emissions(g/km) :  331\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in df.columns:\n",
    "    print(i,': ',df[i].nunique())\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "28d52e11",
   "metadata": {},
   "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>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Vehicle Class</th>\n",
       "      <th>Engine Size(L)</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Fuel Type</th>\n",
       "      <th>Fuel Consumption Comb (L/100 km)</th>\n",
       "      <th>Fuel Consumption Comb (mpg)</th>\n",
       "      <th>CO2 Emissions(g/km)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACURA</td>\n",
       "      <td>ILX</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS5</td>\n",
       "      <td>Z</td>\n",
       "      <td>8.5</td>\n",
       "      <td>33</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACURA</td>\n",
       "      <td>ILX</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>2.4</td>\n",
       "      <td>4</td>\n",
       "      <td>M6</td>\n",
       "      <td>Z</td>\n",
       "      <td>9.6</td>\n",
       "      <td>29</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ACURA</td>\n",
       "      <td>ILX HYBRID</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4</td>\n",
       "      <td>AV7</td>\n",
       "      <td>Z</td>\n",
       "      <td>5.9</td>\n",
       "      <td>48</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ACURA</td>\n",
       "      <td>MDX 4WD</td>\n",
       "      <td>SUV - SMALL</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6</td>\n",
       "      <td>AS6</td>\n",
       "      <td>Z</td>\n",
       "      <td>11.1</td>\n",
       "      <td>25</td>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACURA</td>\n",
       "      <td>RDX AWD</td>\n",
       "      <td>SUV - SMALL</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6</td>\n",
       "      <td>AS6</td>\n",
       "      <td>Z</td>\n",
       "      <td>10.6</td>\n",
       "      <td>27</td>\n",
       "      <td>244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7380</th>\n",
       "      <td>VOLVO</td>\n",
       "      <td>XC40 T5 AWD</td>\n",
       "      <td>SUV - SMALL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS8</td>\n",
       "      <td>Z</td>\n",
       "      <td>9.4</td>\n",
       "      <td>30</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7381</th>\n",
       "      <td>VOLVO</td>\n",
       "      <td>XC60 T5 AWD</td>\n",
       "      <td>SUV - SMALL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS8</td>\n",
       "      <td>Z</td>\n",
       "      <td>9.9</td>\n",
       "      <td>29</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7382</th>\n",
       "      <td>VOLVO</td>\n",
       "      <td>XC60 T6 AWD</td>\n",
       "      <td>SUV - SMALL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS8</td>\n",
       "      <td>Z</td>\n",
       "      <td>10.3</td>\n",
       "      <td>27</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7383</th>\n",
       "      <td>VOLVO</td>\n",
       "      <td>XC90 T5 AWD</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS8</td>\n",
       "      <td>Z</td>\n",
       "      <td>9.9</td>\n",
       "      <td>29</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7384</th>\n",
       "      <td>VOLVO</td>\n",
       "      <td>XC90 T6 AWD</td>\n",
       "      <td>SUV - STANDARD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>AS8</td>\n",
       "      <td>Z</td>\n",
       "      <td>10.7</td>\n",
       "      <td>26</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6282 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Make        Model   Vehicle Class  Engine Size(L)  Cylinders  \\\n",
       "0     ACURA          ILX         COMPACT             2.0          4   \n",
       "1     ACURA          ILX         COMPACT             2.4          4   \n",
       "2     ACURA   ILX HYBRID         COMPACT             1.5          4   \n",
       "3     ACURA      MDX 4WD     SUV - SMALL             3.5          6   \n",
       "4     ACURA      RDX AWD     SUV - SMALL             3.5          6   \n",
       "...     ...          ...             ...             ...        ...   \n",
       "7380  VOLVO  XC40 T5 AWD     SUV - SMALL             2.0          4   \n",
       "7381  VOLVO  XC60 T5 AWD     SUV - SMALL             2.0          4   \n",
       "7382  VOLVO  XC60 T6 AWD     SUV - SMALL             2.0          4   \n",
       "7383  VOLVO  XC90 T5 AWD  SUV - STANDARD             2.0          4   \n",
       "7384  VOLVO  XC90 T6 AWD  SUV - STANDARD             2.0          4   \n",
       "\n",
       "     Transmission Fuel Type  Fuel Consumption Comb (L/100 km)  \\\n",
       "0             AS5         Z                               8.5   \n",
       "1              M6         Z                               9.6   \n",
       "2             AV7         Z                               5.9   \n",
       "3             AS6         Z                              11.1   \n",
       "4             AS6         Z                              10.6   \n",
       "...           ...       ...                               ...   \n",
       "7380          AS8         Z                               9.4   \n",
       "7381          AS8         Z                               9.9   \n",
       "7382          AS8         Z                              10.3   \n",
       "7383          AS8         Z                               9.9   \n",
       "7384          AS8         Z                              10.7   \n",
       "\n",
       "      Fuel Consumption Comb (mpg)  CO2 Emissions(g/km)  \n",
       "0                              33                  196  \n",
       "1                              29                  221  \n",
       "2                              48                  136  \n",
       "3                              25                  255  \n",
       "4                              27                  244  \n",
       "...                           ...                  ...  \n",
       "7380                           30                  219  \n",
       "7381                           29                  232  \n",
       "7382                           27                  240  \n",
       "7383                           29                  232  \n",
       "7384                           26                  248  \n",
       "\n",
       "[6282 rows x 10 columns]"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "78bd4ec8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Encoding only fuel type,vehicle class and Transmission out of all the non-numeric features\n",
    "# using pd.get_dummies since the rest contain too many unique values and will increase the feature so much\n",
    "df.drop(columns=['Make','Model','Transmission'], inplace=True)\n",
    "fuelType_encoded=pd.get_dummies(df['Fuel Type'],prefix='Fuel',drop_first=True)\n",
    "vehicleClass_encoded=pd.get_dummies(df['Vehicle Class'],prefix='Vehicle',drop_first=True)\n",
    "df.drop(columns=['Fuel Type','Vehicle Class'],axis=1,inplace=True)\n",
    "df_encoded= pd.concat([df,fuelType_encoded,vehicleClass_encoded],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "9f6fbb56",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_encoded.drop_duplicates(keep='first',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "f61563c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4061, 24)"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_encoded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7a28697",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a8eacb9d",
   "metadata": {},
   "source": [
    "### Presented by: Princilla Abena Koranteng"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f0f5a27",
   "metadata": {},
   "source": [
    "## Building Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "1cadd84c",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=df_encoded.drop(['CO2 Emissions(g/km)'],axis=1)\n",
    "y=df_encoded['CO2 Emissions(g/km)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "f1b3c265",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "#Data Preprocessing Imports\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "#Ensemble Models\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import AdaBoostRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.ensemble import BaggingRegressor\n",
    "from sklearn.ensemble import VotingRegressor\n",
    "\n",
    "\n",
    "#Tree models\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "# Metric Imports\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "# Model Selection imports\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "#Linear Model imports\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "from sklearn.linear_model import Ridge\n",
    "from  sklearn.linear_model import Lasso \n",
    "\n",
    "#Neighbors models\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "971a327c",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.3,random_state=42)\n",
    "sc=StandardScaler()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfe4c8df",
   "metadata": {},
   "source": [
    "## 1. RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "65773827",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()), ('rf', RandomForestRegressor())])"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a RandomForestRegressor with scaling\n",
    "rf=RandomForestRegressor(n_estimators=100)\n",
    "steps=[('sc',sc),('rf',rf)]\n",
    "rfscale=Pipeline(steps)\n",
    "rfscale.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "947f75e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-28.96836848620688"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_scaled=cross_val_score(rfscale,X_train,y_train,scoring='neg_mean_squared_error',cv=4)\n",
    "cv_scaled.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "273b4d6b",
   "metadata": {},
   "source": [
    "### Tuninig RandomForest Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "e877e38c",
   "metadata": {},
   "outputs": [],
   "source": [
    "rfnew=RandomForestRegressor(random_state=2)\n",
    "rfpipe=Pipeline(steps=[('sc',sc),('rfnew',rfnew)])\n",
    "params=dict(rfnew__max_depth=list(range(2,8)),rfnew__n_estimators=list(range(50,150)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "88e2d2b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "rcv=RandomizedSearchCV(rfpipe,params,scoring='neg_mean_squared_error',cv=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "3319a40e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('rfnew',\n",
       "   RandomForestRegressor(max_depth=7, n_estimators=144, random_state=2))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'rfnew': RandomForestRegressor(max_depth=7, n_estimators=144, random_state=2),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'rfnew__bootstrap': True,\n",
       " 'rfnew__ccp_alpha': 0.0,\n",
       " 'rfnew__criterion': 'squared_error',\n",
       " 'rfnew__max_depth': 7,\n",
       " 'rfnew__max_features': 'auto',\n",
       " 'rfnew__max_leaf_nodes': None,\n",
       " 'rfnew__max_samples': None,\n",
       " 'rfnew__min_impurity_decrease': 0.0,\n",
       " 'rfnew__min_samples_leaf': 1,\n",
       " 'rfnew__min_samples_split': 2,\n",
       " 'rfnew__min_weight_fraction_leaf': 0.0,\n",
       " 'rfnew__n_estimators': 144,\n",
       " 'rfnew__n_jobs': None,\n",
       " 'rfnew__oob_score': False,\n",
       " 'rfnew__random_state': 2,\n",
       " 'rfnew__verbose': 0,\n",
       " 'rfnew__warm_start': False}"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rcv.fit(X_train,y_train)\n",
    "rcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f486522",
   "metadata": {},
   "source": [
    "Based on the randomized search, the choice max_depth is 7 and the n_estimators is 144"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "f5c8e19c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(max_depth=7, n_estimators=144, random_state=2)"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf_final1=RandomForestRegressor(max_depth=7,n_estimators=144,random_state=2)\n",
    "rf_final1.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "3e541370",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21.510252422511815"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred1=rf_final1.predict(X_test)\n",
    "rf_mse=mean_squared_error(y_test,pred1)\n",
    "rf_mse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "83d504b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9941637922249574"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf_rsquared=r2_score(y_test,pred1)\n",
    "rf_rsquared"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcbc910a",
   "metadata": {},
   "source": [
    "Mean squared of **21.510** and r2_score of **0.9942** for RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca83dc41",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "de8a0338",
   "metadata": {},
   "source": [
    "## 2. SGDRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "64a59f9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('sgd', SGDRegressor(random_state=3))])"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creating SGDRegressor with scaling\n",
    "sgd=SGDRegressor(random_state=3)\n",
    "sgdscale=Pipeline(steps=[('sc',sc),('sgd',sgd)])\n",
    "sgdscale.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "4fac771b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-57.076390249903504"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_scaled=cross_val_score(sgdscale,X_train,y_train,scoring='neg_mean_squared_error',cv=4)\n",
    "cv_scaled.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e497a2",
   "metadata": {},
   "source": [
    "### Tuning Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "4ae8bf8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sgdnew=SGDRegressor(random_state=3,max_iter=3000)\n",
    "params=dict(sgdnew__loss=['squared_error',\n",
    "                          'huber','epsilon_insensitive'],sgdnew__alpha=np.geomspace(0.001,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "f95aa4a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "sgdpipe=Pipeline(steps=[('sc',sc),('sgdnew',sgdnew)])\n",
    "sgdrcv=RandomizedSearchCV(sgdpipe,params,n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "5b6ebcc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('sgdnew',\n",
       "   SGDRegressor(alpha=0.0014563484775012444, loss='epsilon_insensitive',\n",
       "                max_iter=3000, random_state=3))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'sgdnew': SGDRegressor(alpha=0.0014563484775012444, loss='epsilon_insensitive',\n",
       "              max_iter=3000, random_state=3),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'sgdnew__alpha': 0.0014563484775012444,\n",
       " 'sgdnew__average': False,\n",
       " 'sgdnew__early_stopping': False,\n",
       " 'sgdnew__epsilon': 0.1,\n",
       " 'sgdnew__eta0': 0.01,\n",
       " 'sgdnew__fit_intercept': True,\n",
       " 'sgdnew__l1_ratio': 0.15,\n",
       " 'sgdnew__learning_rate': 'invscaling',\n",
       " 'sgdnew__loss': 'epsilon_insensitive',\n",
       " 'sgdnew__max_iter': 3000,\n",
       " 'sgdnew__n_iter_no_change': 5,\n",
       " 'sgdnew__penalty': 'l2',\n",
       " 'sgdnew__power_t': 0.25,\n",
       " 'sgdnew__random_state': 3,\n",
       " 'sgdnew__shuffle': True,\n",
       " 'sgdnew__tol': 0.001,\n",
       " 'sgdnew__validation_fraction': 0.1,\n",
       " 'sgdnew__verbose': 0,\n",
       " 'sgdnew__warm_start': False}"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgdrcv.fit(X_train,y_train)\n",
    "sgdrcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f97c50c4",
   "metadata": {},
   "source": [
    "Based on the randomized search, the choice loss is 'epsilon_insensitive' and the alpha is 0.00146"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "10ab394e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('sgd_final1',\n",
       "                 SGDRegressor(alpha=0.00146, loss='epsilon_insensitive',\n",
       "                              max_iter=3000, random_state=2))])"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_final1=SGDRegressor(loss='epsilon_insensitive',alpha=0.00146,random_state=2,max_iter=3000)\n",
    "sgdpipe=Pipeline(steps=[('sc',sc),('sgd_final1',sgd_final1)])\n",
    "sgdpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "8e772fd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39.496204191301814"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred1=sgdpipe.predict(X_test)\n",
    "sgd_mse=mean_squared_error(y_test,pred1)\n",
    "sgd_mse\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "e31395e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9892838052544327"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_rsquared=r2_score(y_test,pred1)\n",
    "sgd_rsquared"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cec8dc36",
   "metadata": {},
   "source": [
    "SGDRegressor yielded mean_squared_error of **39.496** and r_2 score of **0.989**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0f4fe89",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "504e0984",
   "metadata": {},
   "source": [
    "## 3. KNeighborsRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "5550f664",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsRegressor(n_jobs=-1)"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kn=KNeighborsRegressor(n_jobs=-1)\n",
    "kn.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "37d42ccd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9904864796936517\n",
      "mse:  35.06356029532403\n"
     ]
    }
   ],
   "source": [
    "pred=kn.predict(X_test)\n",
    "print('r2: ',r2_score(y_test,pred))\n",
    "print('mse: ',mean_squared_error(y_test,pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01c4a7ad",
   "metadata": {},
   "source": [
    "### Tuning parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "308b8aae",
   "metadata": {},
   "outputs": [],
   "source": [
    "knn=KNeighborsRegressor(n_jobs=-1)\n",
    "steps=[('sc',sc),('knn',knn)]\n",
    "knnpipe=Pipeline(steps=steps)\n",
    "params=dict(knn__n_neighbors=list(range(3,20)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "021cddd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('knn', KNeighborsRegressor(n_jobs=-1, n_neighbors=3))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'knn': KNeighborsRegressor(n_jobs=-1, n_neighbors=3),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'knn__algorithm': 'auto',\n",
       " 'knn__leaf_size': 30,\n",
       " 'knn__metric': 'minkowski',\n",
       " 'knn__metric_params': None,\n",
       " 'knn__n_jobs': -1,\n",
       " 'knn__n_neighbors': 3,\n",
       " 'knn__p': 2,\n",
       " 'knn__weights': 'uniform'}"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knncv=GridSearchCV(knnpipe,params,n_jobs=-1)\n",
    "knncv.fit(X_train,y_train)\n",
    "knncv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "efa705a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('knn_final1', KNeighborsRegressor(n_neighbors=3))])"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn_final1=KNeighborsRegressor(n_neighbors=3)\n",
    "knnpipe=Pipeline(steps=[('sc',sc),('knn_final1',knn_final1)])\n",
    "knnpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "3da6e267",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9857897531814133\n",
      "mse:  52.374077112387205\n"
     ]
    }
   ],
   "source": [
    "pred=knnpipe.predict(X_test)\n",
    "knn_mse=mean_squared_error(y_test,pred)\n",
    "knn_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',knn_rsquared)\n",
    "print('mse: ',knn_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e9561c4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9b84f4ed",
   "metadata": {},
   "source": [
    "## 4. DecisionTreeRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "9cd203ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "dt=DecisionTreeRegressor(random_state=59)\n",
    "dtpipe=Pipeline(steps=[('sc',sc),('dt',dt)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "11dc4a18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('dt', DecisionTreeRegressor(random_state=59))])"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "7443a823",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9929721122063413\n",
      "mse:  25.902374669583445\n"
     ]
    }
   ],
   "source": [
    "pred=dtpipe.predict(X_test)\n",
    "print('r2: ',r2_score(y_test,pred))\n",
    "print('mse: ',mean_squared_error(y_test,pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfb0a6aa",
   "metadata": {},
   "source": [
    "### Tuning parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "4c08efdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "dt=DecisionTreeRegressor(random_state=69)\n",
    "steps=[('sc',sc),('dt',dt)]\n",
    "dtpipe=Pipeline(steps=steps)\n",
    "params=dict(dt__max_depth=list(range(2,10)),dt__criterion=[\"squared_error\", \"friedman_mse\", \"absolute_error\",\"poisson\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "8f8291f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('dt', DecisionTreeRegressor(max_depth=7, random_state=69))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'dt': DecisionTreeRegressor(max_depth=7, random_state=69),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'dt__ccp_alpha': 0.0,\n",
       " 'dt__criterion': 'squared_error',\n",
       " 'dt__max_depth': 7,\n",
       " 'dt__max_features': None,\n",
       " 'dt__max_leaf_nodes': None,\n",
       " 'dt__min_impurity_decrease': 0.0,\n",
       " 'dt__min_samples_leaf': 1,\n",
       " 'dt__min_samples_split': 2,\n",
       " 'dt__min_weight_fraction_leaf': 0.0,\n",
       " 'dt__random_state': 69,\n",
       " 'dt__splitter': 'best'}"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtcv=RandomizedSearchCV(dtpipe,params,random_state=33)\n",
    "dtcv.fit(X_train,y_train)\n",
    "dtcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "8e332755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('dt_final1', DecisionTreeRegressor(max_depth=7))])"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_final1=DecisionTreeRegressor(max_depth=7,criterion='squared_error')\n",
    "dtpipe=Pipeline(steps=[('sc',sc),('dt_final1',dt_final1)])\n",
    "dtpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "72a1d4b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9931491968119605\n",
      "mse:  25.249701784409552\n"
     ]
    }
   ],
   "source": [
    "pred=dtpipe.predict(X_test)\n",
    "dt_mse=mean_squared_error(y_test,pred)\n",
    "dt_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',dt_rsquared)\n",
    "print('mse: ',dt_mse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a84682eb",
   "metadata": {},
   "source": [
    "## 5. VotingRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "d713081e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate individual regressors\n",
    "lasso = Lasso(random_state=42, max_iter=1000)\n",
    "knn = KNeighborsRegressor(n_jobs=-1)\n",
    "dtr = DecisionTreeRegressor(random_state=69)\n",
    "\n",
    "# Define a list called regressors that contains the tuples (regressor_name, regressor)\n",
    "regressors = [('Lasso Regression', lasso),\n",
    "('KNeighbors Regressor', knn),\n",
    "('Dtree Regressor', dtr)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "6bbb6ada",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Iterate over the defined list of tuples containing the classifiers\n",
    "for reg_name, reg in regressors:\n",
    "        #fit reg to the training set\n",
    "        reg.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "e7735290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('vt',\n",
       "                 VotingRegressor(estimators=[('Lasso Regression',\n",
       "                                              Lasso(random_state=42)),\n",
       "                                             ('KNeighbors Regressor',\n",
       "                                              KNeighborsRegressor(n_jobs=-1)),\n",
       "                                             ('Dtree Regressor',\n",
       "                                              DecisionTreeRegressor(random_state=69))],\n",
       "                                 n_jobs=-1))])"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vt=VotingRegressor(estimators=regressors,n_jobs=-1)\n",
    "vtpipe=Pipeline(steps=[('sc',sc),('vt',vt)])\n",
    "vtpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "fe98b0d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9929463685811707\n",
      "mse:  25.997256808299905\n"
     ]
    }
   ],
   "source": [
    "pred=vtpipe.predict(X_test)\n",
    "vt_mse=mean_squared_error(y_test,pred)\n",
    "vt_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',vt_rsquared)\n",
    "print('mse: ',vt_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d633c92a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0ecd7568",
   "metadata": {},
   "source": [
    "## 6. AdaBoostRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "d5ddf3bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set score: 0.94\n",
      "Test set score: 0.93\n",
      "r2 score: 0.93\n",
      "mean squared error: 257.47\n"
     ]
    }
   ],
   "source": [
    "abr = AdaBoostRegressor(learning_rate = 0.1, n_estimators = 20)\n",
    "model_abr =  abr.fit(X_train, y_train)\n",
    "\n",
    "y_pred_abr = model_abr.predict(X_test)\n",
    "mse=mean_squared_error(y_test,y_pred_abr)\n",
    "rmns=mse**(1/2)\n",
    "\n",
    "print(\"Training set score: {:.2f}\".format(model_abr.score(X_train, y_train)))\n",
    "print(\"Test set score: {:.2f}\".format(model_abr.score(X_test, y_test)))\n",
    "\n",
    "print(\"mean squared error: {:.2f}\".format(mse))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3786906",
   "metadata": {},
   "source": [
    "### Tuning Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "864d3f76",
   "metadata": {},
   "outputs": [],
   "source": [
    "adab=AdaBoostRegressor(random_state=69)\n",
    "steps=[('sc',sc),('adab',adab)]\n",
    "adabpipe=Pipeline(steps=steps)\n",
    "params=dict(adab__n_estimators=list(range(20,100,10)),adab__learning_rate=np.geomspace(0.001,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "4c68446c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('adab',\n",
       "   AdaBoostRegressor(learning_rate=0.05963623316594643, n_estimators=90,\n",
       "                     random_state=69))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'adab': AdaBoostRegressor(learning_rate=0.05963623316594643, n_estimators=90,\n",
       "                   random_state=69),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'adab__base_estimator': None,\n",
       " 'adab__learning_rate': 0.05963623316594643,\n",
       " 'adab__loss': 'linear',\n",
       " 'adab__n_estimators': 90,\n",
       " 'adab__random_state': 69}"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adabcv=RandomizedSearchCV(adabpipe,params,random_state=33)\n",
    "adabcv.fit(X_train,y_train)\n",
    "adabcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "bf3450d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('adab_final1',\n",
       "                 AdaBoostRegressor(learning_rate=0.0596, n_estimators=90,\n",
       "                                   random_state=69))])"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adab_final1=AdaBoostRegressor(random_state=69,n_estimators=90,learning_rate=0.0596)\n",
    "adabpipe=Pipeline(steps=[('sc',sc),('adab_final1',adab_final1)])\n",
    "adabpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "01e7b4b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9523625697090865\n",
      "mse:  175.57516624052676\n"
     ]
    }
   ],
   "source": [
    "pred=adabpipe.predict(X_test)\n",
    "adab_mse=mean_squared_error(y_test,pred)\n",
    "adab_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',adab_rsquared)\n",
    "print('mse: ',adab_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2554698",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5c12cb5e",
   "metadata": {},
   "source": [
    "## 7. GradientBoostingRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "d39c6fd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set score: 0.70\n",
      "Test set score: 0.69\n",
      "mean squared error: 1128.61\n"
     ]
    }
   ],
   "source": [
    "gbr = GradientBoostingRegressor(learning_rate = 0.01, n_estimators = 70)\n",
    "model_gbr =  gbr.fit(X_train, y_train)\n",
    "\n",
    "y_pred_gbr = model_gbr.predict(X_test)\n",
    "mse=mean_squared_error(y_test,y_pred_gbr)\n",
    "rmns=mse**(1/2)\n",
    "\n",
    "print(\"Training set score: {:.2f}\".format(model_gbr.score(X_train, y_train)))\n",
    "print(\"Test set score: {:.2f}\".format(model_gbr.score(X_test, y_test)))\n",
    "\n",
    "print(\"mean squared error: {:.2f}\".format(mse))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "294cac5a",
   "metadata": {},
   "source": [
    "### Tuning Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "30a743da",
   "metadata": {},
   "outputs": [],
   "source": [
    "gdab=GradientBoostingRegressor(random_state=69)\n",
    "steps=[('sc',sc),('gdab',gdab)]\n",
    "gdabpipe=Pipeline(steps=steps)\n",
    "params=dict(gdab__n_estimators=list(range(20,100,10)),gdab__learning_rate=np.geomspace(0.001,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "6f27434f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('gdab',\n",
       "   GradientBoostingRegressor(learning_rate=0.655128556859551, n_estimators=90,\n",
       "                             random_state=69))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'gdab': GradientBoostingRegressor(learning_rate=0.655128556859551, n_estimators=90,\n",
       "                           random_state=69),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'gdab__alpha': 0.9,\n",
       " 'gdab__ccp_alpha': 0.0,\n",
       " 'gdab__criterion': 'friedman_mse',\n",
       " 'gdab__init': None,\n",
       " 'gdab__learning_rate': 0.655128556859551,\n",
       " 'gdab__loss': 'squared_error',\n",
       " 'gdab__max_depth': 3,\n",
       " 'gdab__max_features': None,\n",
       " 'gdab__max_leaf_nodes': None,\n",
       " 'gdab__min_impurity_decrease': 0.0,\n",
       " 'gdab__min_samples_leaf': 1,\n",
       " 'gdab__min_samples_split': 2,\n",
       " 'gdab__min_weight_fraction_leaf': 0.0,\n",
       " 'gdab__n_estimators': 90,\n",
       " 'gdab__n_iter_no_change': None,\n",
       " 'gdab__random_state': 69,\n",
       " 'gdab__subsample': 1.0,\n",
       " 'gdab__tol': 0.0001,\n",
       " 'gdab__validation_fraction': 0.1,\n",
       " 'gdab__verbose': 0,\n",
       " 'gdab__warm_start': False}"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdabcv=RandomizedSearchCV(gdabpipe,params,random_state=33)\n",
    "gdabcv.fit(X_train,y_train)\n",
    "gdabcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "78ad4c53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('gdab_final1',\n",
       "                 GradientBoostingRegressor(learning_rate=0.655, n_estimators=90,\n",
       "                                           random_state=69))])"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdab_final1=GradientBoostingRegressor(random_state=69,n_estimators=90,learning_rate=0.655)\n",
    "gdabpipe=Pipeline(steps=[('sc',sc),('gdab_final1',gdab_final1)])\n",
    "gdabpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "35304375",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9952894507077817\n",
      "mse:  17.361462824815284\n"
     ]
    }
   ],
   "source": [
    "pred=gdabpipe.predict(X_test)\n",
    "gdab_mse=mean_squared_error(y_test,pred)\n",
    "gdab_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',gdab_rsquared)\n",
    "print('mse: ',gdab_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f50b39f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0501a68c",
   "metadata": {},
   "source": [
    "## 8. BaggingRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "a2e2fed7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set score: 1.00\n",
      "Test set score: 0.99\n",
      "mean squared error: 20.99\n"
     ]
    }
   ],
   "source": [
    "bag = BaggingRegressor(n_jobs=-1, n_estimators = 70)\n",
    "model_bag = bag.fit(X_train, y_train)\n",
    "\n",
    "y_pred_bag = model_bag.predict(X_test)\n",
    "mse=mean_squared_error(y_test,y_pred_bag)\n",
    "rmns=mse**(1/2)\n",
    "\n",
    "print(\"Training set score: {:.2f}\".format(model_bag.score(X_train, y_train)))\n",
    "print(\"Test set score: {:.2f}\".format(model_bag.score(X_test, y_test)))\n",
    "\n",
    "print(\"mean squared error: {:.2f}\".format(mse))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a155bf84",
   "metadata": {},
   "source": [
    "### Tuning Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "8209b072",
   "metadata": {},
   "outputs": [],
   "source": [
    "bag=BaggingRegressor(random_state=69)\n",
    "steps=[('sc',sc),('bag',bag)]\n",
    "bagpipe=Pipeline(steps=steps)\n",
    "params=dict(bag__n_estimators=list(range(20,100,10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "972a46d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'memory': None,\n",
       " 'steps': [('sc', StandardScaler()),\n",
       "  ('bag', BaggingRegressor(n_estimators=60, random_state=69))],\n",
       " 'verbose': False,\n",
       " 'sc': StandardScaler(),\n",
       " 'bag': BaggingRegressor(n_estimators=60, random_state=69),\n",
       " 'sc__copy': True,\n",
       " 'sc__with_mean': True,\n",
       " 'sc__with_std': True,\n",
       " 'bag__base_estimator': None,\n",
       " 'bag__bootstrap': True,\n",
       " 'bag__bootstrap_features': False,\n",
       " 'bag__max_features': 1.0,\n",
       " 'bag__max_samples': 1.0,\n",
       " 'bag__n_estimators': 60,\n",
       " 'bag__n_jobs': None,\n",
       " 'bag__oob_score': False,\n",
       " 'bag__random_state': 69,\n",
       " 'bag__verbose': 0,\n",
       " 'bag__warm_start': False}"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bagcv=RandomizedSearchCV(bagpipe,params,random_state=33)\n",
    "bagcv.fit(X_train,y_train)\n",
    "bagcv.best_estimator_.get_params()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "30a95659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('sc', StandardScaler()),\n",
       "                ('bag_final1',\n",
       "                 BaggingRegressor(n_estimators=60, random_state=69))])"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_final1=BaggingRegressor(random_state=69,n_estimators=60)\n",
    "bagpipe=Pipeline(steps=[('sc',sc),('bag_final1',bag_final1)])\n",
    "bagpipe.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "998c2174",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2:  0.9943937537929547\n",
      "mse:  20.662693259822234\n"
     ]
    }
   ],
   "source": [
    "pred=bagpipe.predict(X_test)\n",
    "bag_mse=mean_squared_error(y_test,pred)\n",
    "bag_rsquared=r2_score(y_test,pred)\n",
    "print('r2: ',bag_rsquared)\n",
    "print('mse: ',bag_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b5db040c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "948c4b39",
   "metadata": {},
   "source": [
    "# Choice Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f53142ae",
   "metadata": {},
   "source": [
    "After evaluating all models, the **GradientBoosting model (gdabpipe)** emerged as the best model **(0.995 and 17.36)** in terms of both r-squared score and mean squared error respectively"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e114e58",
   "metadata": {},
   "source": [
    "# THANK YOU"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0db08607",
   "metadata": {},
   "source": [
    "### Presented by: Princilla Abena Koranteng\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "275308f9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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