car-price-prediction-with-random-forest-regressor.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":741735,"sourceType":"datasetVersion","datasetId":383055}],"dockerImageVersionId":30761,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-01T21:49:15.000096Z","iopub.execute_input":"2024-09-01T21:49:15.001230Z","iopub.status.idle":"2024-09-01T21:49:15.025661Z","shell.execute_reply.started":"2024-09-01T21:49:15.001167Z","shell.execute_reply":"2024-09-01T21:49:15.024539Z"},"trusted":true},"execution_count":127,"outputs":[{"name":"stdout","text":"/kaggle/input/car-price-prediction/CarPrice_Assignment.csv\n/kaggle/input/car-price-prediction/Data Dictionary - carprices.xlsx\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport warnings\nwarnings.filterwarnings(\"ignore\")\n\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.metrics import mean_squared_error, r2_score\nfrom sklearn.metrics import accuracy_score, confusion_matrix, precision_score, recall_score, ConfusionMatrixDisplay\nfrom sklearn.model_selection import RandomizedSearchCV, train_test_split\nfrom scipy.stats import randint\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.preprocessing import StandardScaler","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.027784Z","iopub.execute_input":"2024-09-01T21:49:15.028680Z","iopub.status.idle":"2024-09-01T21:49:15.034779Z","shell.execute_reply.started":"2024-09-01T21:49:15.028637Z","shell.execute_reply":"2024-09-01T21:49:15.033649Z"},"trusted":true},"execution_count":128,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/car-price-prediction/CarPrice_Assignment.csv')\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.036494Z","iopub.execute_input":"2024-09-01T21:49:15.037205Z","iopub.status.idle":"2024-09-01T21:49:15.070630Z","shell.execute_reply.started":"2024-09-01T21:49:15.037150Z","shell.execute_reply":"2024-09-01T21:49:15.069614Z"},"trusted":true},"execution_count":129,"outputs":[{"execution_count":129,"output_type":"execute_result","data":{"text/plain":"   car_ID  symboling                   CarName fueltype aspiration doornumber  \\\n0       1          3        alfa-romero giulia      gas        std        two   \n1       2          3       alfa-romero stelvio      gas        std        two   \n2       3          1  alfa-romero Quadrifoglio      gas        std        two   \n3       4          2               audi 100 ls      gas        std       four   \n4       5          2                audi 100ls      gas        std       four   \n\n       carbody drivewheel enginelocation  wheelbase  ...  enginesize  \\\n0  convertible        rwd          front       88.6  ...         130   \n1  convertible        rwd          front       88.6  ...         130   \n2    hatchback        rwd          front       94.5  ...         152   \n3        sedan        fwd          front       99.8  ...         109   \n4        sedan        4wd          front       99.4  ...         136   \n\n   fuelsystem  boreratio  stroke compressionratio horsepower  peakrpm citympg  \\\n0        mpfi       3.47    2.68              9.0        111     5000      21   \n1        mpfi       3.47    2.68              9.0        111     5000      21   \n2        mpfi       2.68    3.47              9.0        154     5000      19   \n3        mpfi       3.19    3.40             10.0        102     5500      24   \n4        mpfi       3.19    3.40              8.0        115     5500      18   \n\n   highwaympg    price  \n0          27  13495.0  \n1          27  16500.0  \n2          26  16500.0  \n3          30  13950.0  \n4          22  17450.0  \n\n[5 rows x 26 columns]","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>car_ID</th>\n      <th>symboling</th>\n      <th>CarName</th>\n      <th>fueltype</th>\n      <th>aspiration</th>\n      <th>doornumber</th>\n      <th>carbody</th>\n      <th>drivewheel</th>\n      <th>enginelocation</th>\n      <th>wheelbase</th>\n      <th>...</th>\n      <th>enginesize</th>\n      <th>fuelsystem</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>3</td>\n      <td>alfa-romero giulia</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>88.6</td>\n      <td>...</td>\n      <td>130</td>\n      <td>mpfi</td>\n      <td>3.47</td>\n      <td>2.68</td>\n      <td>9.0</td>\n      <td>111</td>\n      <td>5000</td>\n      <td>21</td>\n      <td>27</td>\n      <td>13495.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>3</td>\n      <td>alfa-romero stelvio</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>88.6</td>\n      <td>...</td>\n      <td>130</td>\n      <td>mpfi</td>\n      <td>3.47</td>\n      <td>2.68</td>\n      <td>9.0</td>\n      <td>111</td>\n      <td>5000</td>\n      <td>21</td>\n      <td>27</td>\n      <td>16500.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>1</td>\n      <td>alfa-romero Quadrifoglio</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hatchback</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>94.5</td>\n      <td>...</td>\n      <td>152</td>\n      <td>mpfi</td>\n      <td>2.68</td>\n      <td>3.47</td>\n      <td>9.0</td>\n      <td>154</td>\n      <td>5000</td>\n      <td>19</td>\n      <td>26</td>\n      <td>16500.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>2</td>\n      <td>audi 100 ls</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>fwd</td>\n      <td>front</td>\n      <td>99.8</td>\n      <td>...</td>\n      <td>109</td>\n      <td>mpfi</td>\n      <td>3.19</td>\n      <td>3.40</td>\n      <td>10.0</td>\n      <td>102</td>\n      <td>5500</td>\n      <td>24</td>\n      <td>30</td>\n      <td>13950.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>2</td>\n      <td>audi 100ls</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>4wd</td>\n      <td>front</td>\n      <td>99.4</td>\n      <td>...</td>\n      <td>136</td>\n      <td>mpfi</td>\n      <td>3.19</td>\n      <td>3.40</td>\n      <td>8.0</td>\n      <td>115</td>\n      <td>5500</td>\n      <td>18</td>\n      <td>22</td>\n      <td>17450.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.shape","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.072406Z","iopub.execute_input":"2024-09-01T21:49:15.073444Z","iopub.status.idle":"2024-09-01T21:49:15.082727Z","shell.execute_reply.started":"2024-09-01T21:49:15.073388Z","shell.execute_reply":"2024-09-01T21:49:15.081463Z"},"trusted":true},"execution_count":130,"outputs":[{"execution_count":130,"output_type":"execute_result","data":{"text/plain":"(205, 26)"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.085537Z","iopub.execute_input":"2024-09-01T21:49:15.085977Z","iopub.status.idle":"2024-09-01T21:49:15.100373Z","shell.execute_reply.started":"2024-09-01T21:49:15.085934Z","shell.execute_reply":"2024-09-01T21:49:15.099066Z"},"trusted":true},"execution_count":131,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 205 entries, 0 to 204\nData columns (total 26 columns):\n #   Column            Non-Null Count  Dtype  \n---  ------            --------------  -----  \n 0   car_ID            205 non-null    int64  \n 1   symboling         205 non-null    int64  \n 2   CarName           205 non-null    object \n 3   fueltype          205 non-null    object \n 4   aspiration        205 non-null    object \n 5   doornumber        205 non-null    object \n 6   carbody           205 non-null    object \n 7   drivewheel        205 non-null    object \n 8   enginelocation    205 non-null    object \n 9   wheelbase         205 non-null    float64\n 10  carlength         205 non-null    float64\n 11  carwidth          205 non-null    float64\n 12  carheight         205 non-null    float64\n 13  curbweight        205 non-null    int64  \n 14  enginetype        205 non-null    object \n 15  cylindernumber    205 non-null    object \n 16  enginesize        205 non-null    int64  \n 17  fuelsystem        205 non-null    object \n 18  boreratio         205 non-null    float64\n 19  stroke            205 non-null    float64\n 20  compressionratio  205 non-null    float64\n 21  horsepower        205 non-null    int64  \n 22  peakrpm           205 non-null    int64  \n 23  citympg           205 non-null    int64  \n 24  highwaympg        205 non-null    int64  \n 25  price             205 non-null    float64\ndtypes: float64(8), int64(8), object(10)\nmemory usage: 41.8+ KB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"- There are 26 columns and 205 rows in this dataset. \n- There are no null values.","metadata":{}},{"cell_type":"code","source":"df.describe()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.102017Z","iopub.execute_input":"2024-09-01T21:49:15.102476Z","iopub.status.idle":"2024-09-01T21:49:15.170611Z","shell.execute_reply.started":"2024-09-01T21:49:15.102419Z","shell.execute_reply":"2024-09-01T21:49:15.169419Z"},"trusted":true},"execution_count":132,"outputs":[{"execution_count":132,"output_type":"execute_result","data":{"text/plain":"           car_ID   symboling   wheelbase   carlength    carwidth   carheight  \\\ncount  205.000000  205.000000  205.000000  205.000000  205.000000  205.000000   \nmean   103.000000    0.834146   98.756585  174.049268   65.907805   53.724878   \nstd     59.322565    1.245307    6.021776   12.337289    2.145204    2.443522   \nmin      1.000000   -2.000000   86.600000  141.100000   60.300000   47.800000   \n25%     52.000000    0.000000   94.500000  166.300000   64.100000   52.000000   \n50%    103.000000    1.000000   97.000000  173.200000   65.500000   54.100000   \n75%    154.000000    2.000000  102.400000  183.100000   66.900000   55.500000   \nmax    205.000000    3.000000  120.900000  208.100000   72.300000   59.800000   \n\n        curbweight  enginesize   boreratio      stroke  compressionratio  \\\ncount   205.000000  205.000000  205.000000  205.000000        205.000000   \nmean   2555.565854  126.907317    3.329756    3.255415         10.142537   \nstd     520.680204   41.642693    0.270844    0.313597          3.972040   \nmin    1488.000000   61.000000    2.540000    2.070000          7.000000   \n25%    2145.000000   97.000000    3.150000    3.110000          8.600000   \n50%    2414.000000  120.000000    3.310000    3.290000          9.000000   \n75%    2935.000000  141.000000    3.580000    3.410000          9.400000   \nmax    4066.000000  326.000000    3.940000    4.170000         23.000000   \n\n       horsepower      peakrpm     citympg  highwaympg         price  \ncount  205.000000   205.000000  205.000000  205.000000    205.000000  \nmean   104.117073  5125.121951   25.219512   30.751220  13276.710571  \nstd     39.544167   476.985643    6.542142    6.886443   7988.852332  \nmin     48.000000  4150.000000   13.000000   16.000000   5118.000000  \n25%     70.000000  4800.000000   19.000000   25.000000   7788.000000  \n50%     95.000000  5200.000000   24.000000   30.000000  10295.000000  \n75%    116.000000  5500.000000   30.000000   34.000000  16503.000000  \nmax    288.000000  6600.000000   49.000000   54.000000  45400.000000  ","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>car_ID</th>\n      <th>symboling</th>\n      <th>wheelbase</th>\n      <th>carlength</th>\n      <th>carwidth</th>\n      <th>carheight</th>\n      <th>curbweight</th>\n      <th>enginesize</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n      <td>205.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>103.000000</td>\n      <td>0.834146</td>\n      <td>98.756585</td>\n      <td>174.049268</td>\n      <td>65.907805</td>\n      <td>53.724878</td>\n      <td>2555.565854</td>\n      <td>126.907317</td>\n      <td>3.329756</td>\n      <td>3.255415</td>\n      <td>10.142537</td>\n      <td>104.117073</td>\n      <td>5125.121951</td>\n      <td>25.219512</td>\n      <td>30.751220</td>\n      <td>13276.710571</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>59.322565</td>\n      <td>1.245307</td>\n      <td>6.021776</td>\n      <td>12.337289</td>\n      <td>2.145204</td>\n      <td>2.443522</td>\n      <td>520.680204</td>\n      <td>41.642693</td>\n      <td>0.270844</td>\n      <td>0.313597</td>\n      <td>3.972040</td>\n      <td>39.544167</td>\n      <td>476.985643</td>\n      <td>6.542142</td>\n      <td>6.886443</td>\n      <td>7988.852332</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>-2.000000</td>\n      <td>86.600000</td>\n      <td>141.100000</td>\n      <td>60.300000</td>\n      <td>47.800000</td>\n      <td>1488.000000</td>\n      <td>61.000000</td>\n      <td>2.540000</td>\n      <td>2.070000</td>\n      <td>7.000000</td>\n      <td>48.000000</td>\n      <td>4150.000000</td>\n      <td>13.000000</td>\n      <td>16.000000</td>\n      <td>5118.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>52.000000</td>\n      <td>0.000000</td>\n      <td>94.500000</td>\n      <td>166.300000</td>\n      <td>64.100000</td>\n      <td>52.000000</td>\n      <td>2145.000000</td>\n      <td>97.000000</td>\n      <td>3.150000</td>\n      <td>3.110000</td>\n      <td>8.600000</td>\n      <td>70.000000</td>\n      <td>4800.000000</td>\n      <td>19.000000</td>\n      <td>25.000000</td>\n      <td>7788.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>103.000000</td>\n      <td>1.000000</td>\n      <td>97.000000</td>\n      <td>173.200000</td>\n      <td>65.500000</td>\n      <td>54.100000</td>\n      <td>2414.000000</td>\n      <td>120.000000</td>\n      <td>3.310000</td>\n      <td>3.290000</td>\n      <td>9.000000</td>\n      <td>95.000000</td>\n      <td>5200.000000</td>\n      <td>24.000000</td>\n      <td>30.000000</td>\n      <td>10295.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>154.000000</td>\n      <td>2.000000</td>\n      <td>102.400000</td>\n      <td>183.100000</td>\n      <td>66.900000</td>\n      <td>55.500000</td>\n      <td>2935.000000</td>\n      <td>141.000000</td>\n      <td>3.580000</td>\n      <td>3.410000</td>\n      <td>9.400000</td>\n      <td>116.000000</td>\n      <td>5500.000000</td>\n      <td>30.000000</td>\n      <td>34.000000</td>\n      <td>16503.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>205.000000</td>\n      <td>3.000000</td>\n      <td>120.900000</td>\n      <td>208.100000</td>\n      <td>72.300000</td>\n      <td>59.800000</td>\n      <td>4066.000000</td>\n      <td>326.000000</td>\n      <td>3.940000</td>\n      <td>4.170000</td>\n      <td>23.000000</td>\n      <td>288.000000</td>\n      <td>6600.000000</td>\n      <td>49.000000</td>\n      <td>54.000000</td>\n      <td>45400.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"- Search for outliers in the following columns: curbweight, enginesize, and price.\n    ","metadata":{"execution":{"iopub.status.busy":"2024-09-01T17:41:30.264070Z","iopub.execute_input":"2024-09-01T17:41:30.264685Z","iopub.status.idle":"2024-09-01T17:41:30.272118Z","shell.execute_reply.started":"2024-09-01T17:41:30.264475Z","shell.execute_reply":"2024-09-01T17:41:30.270671Z"}}},{"cell_type":"code","source":"def find_outliers(column):\n    q1 = np.percentile(df[column], 25)\n    q2 = np.percentile(df[column], 50)\n    q3 = np.percentile(df[column], 75)\n    IQR = q3 - q1\n\n    upper_limit = q3 + 1.5 * IQR\n    lower_limit = q1 - 1.5 * IQR\n\n    print('upper limit:', upper_limit)\n    print('lower limit:', lower_limit)\n    outliers = df[(df[column] > upper_limit) | (df[column] < lower_limit)]\n    print('There are {} rows contains outliers in the {} column.'.format(len(outliers), column))\n    return outliers","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.172148Z","iopub.execute_input":"2024-09-01T21:49:15.172617Z","iopub.status.idle":"2024-09-01T21:49:15.182466Z","shell.execute_reply.started":"2024-09-01T21:49:15.172562Z","shell.execute_reply":"2024-09-01T21:49:15.181200Z"},"trusted":true},"execution_count":133,"outputs":[]},{"cell_type":"code","source":"find_outliers('price')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.183920Z","iopub.execute_input":"2024-09-01T21:49:15.184356Z","iopub.status.idle":"2024-09-01T21:49:15.223083Z","shell.execute_reply.started":"2024-09-01T21:49:15.184314Z","shell.execute_reply":"2024-09-01T21:49:15.221943Z"},"trusted":true},"execution_count":134,"outputs":[{"name":"stdout","text":"upper limit: 29575.5\nlower limit: -5284.5\nThere are 15 rows contains outliers in the price column.\n","output_type":"stream"},{"execution_count":134,"output_type":"execute_result","data":{"text/plain":"     car_ID  symboling                          CarName fueltype aspiration  \\\n15       16          0                           bmw x4      gas        std   \n16       17          0                           bmw x5      gas        std   \n17       18          0                           bmw x3      gas        std   \n47       48          0                        jaguar xj      gas        std   \n48       49          0                        jaguar xf      gas        std   \n49       50          0                        jaguar xk      gas        std   \n70       71         -1                    buick skyhawk   diesel      turbo   \n71       72         -1          buick opel isuzu deluxe      gas        std   \n72       73          3                    buick skylark      gas        std   \n73       74          0            buick century special      gas        std   \n74       75          1  buick regal sport coupe (turbo)      gas        std   \n126     127          3                porcshce panamera      gas        std   \n127     128          3                  porsche cayenne      gas        std   \n128     129          3                   porsche boxter      gas        std   \n129     130          1                  porsche cayenne      gas        std   \n\n    doornumber      carbody drivewheel enginelocation  wheelbase  ...  \\\n15        four        sedan        rwd          front      103.5  ...   \n16         two        sedan        rwd          front      103.5  ...   \n17        four        sedan        rwd          front      110.0  ...   \n47        four        sedan        rwd          front      113.0  ...   \n48        four        sedan        rwd          front      113.0  ...   \n49         two        sedan        rwd          front      102.0  ...   \n70        four        sedan        rwd          front      115.6  ...   \n71        four        sedan        rwd          front      115.6  ...   \n72         two  convertible        rwd          front       96.6  ...   \n73        four        sedan        rwd          front      120.9  ...   \n74         two      hardtop        rwd          front      112.0  ...   \n126        two      hardtop        rwd           rear       89.5  ...   \n127        two      hardtop        rwd           rear       89.5  ...   \n128        two  convertible        rwd           rear       89.5  ...   \n129        two    hatchback        rwd          front       98.4  ...   \n\n     enginesize  fuelsystem  boreratio  stroke compressionratio horsepower  \\\n15          209        mpfi       3.62    3.39              8.0        182   \n16          209        mpfi       3.62    3.39              8.0        182   \n17          209        mpfi       3.62    3.39              8.0        182   \n47          258        mpfi       3.63    4.17              8.1        176   \n48          258        mpfi       3.63    4.17              8.1        176   \n49          326        mpfi       3.54    2.76             11.5        262   \n70          183         idi       3.58    3.64             21.5        123   \n71          234        mpfi       3.46    3.10              8.3        155   \n72          234        mpfi       3.46    3.10              8.3        155   \n73          308        mpfi       3.80    3.35              8.0        184   \n74          304        mpfi       3.80    3.35              8.0        184   \n126         194        mpfi       3.74    2.90              9.5        207   \n127         194        mpfi       3.74    2.90              9.5        207   \n128         194        mpfi       3.74    2.90              9.5        207   \n129         203        mpfi       3.94    3.11             10.0        288   \n\n     peakrpm citympg  highwaympg    price  \n15      5400      16          22  30760.0  \n16      5400      16          22  41315.0  \n17      5400      15          20  36880.0  \n47      4750      15          19  32250.0  \n48      4750      15          19  35550.0  \n49      5000      13          17  36000.0  \n70      4350      22          25  31600.0  \n71      4750      16          18  34184.0  \n72      4750      16          18  35056.0  \n73      4500      14          16  40960.0  \n74      4500      14          16  45400.0  \n126     5900      17          25  32528.0  \n127     5900      17          25  34028.0  \n128     5900      17          25  37028.0  \n129     5750      17          28  31400.5  \n\n[15 rows x 26 columns]","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>car_ID</th>\n      <th>symboling</th>\n      <th>CarName</th>\n      <th>fueltype</th>\n      <th>aspiration</th>\n      <th>doornumber</th>\n      <th>carbody</th>\n      <th>drivewheel</th>\n      <th>enginelocation</th>\n      <th>wheelbase</th>\n      <th>...</th>\n      <th>enginesize</th>\n      <th>fuelsystem</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>15</th>\n      <td>16</td>\n      <td>0</td>\n      <td>bmw x4</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>103.5</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>16</td>\n      <td>22</td>\n      <td>30760.0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>17</td>\n      <td>0</td>\n      <td>bmw x5</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>103.5</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>16</td>\n      <td>22</td>\n      <td>41315.0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>18</td>\n      <td>0</td>\n      <td>bmw x3</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>110.0</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>15</td>\n      <td>20</td>\n      <td>36880.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>48</td>\n      <td>0</td>\n      <td>jaguar xj</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>113.0</td>\n      <td>...</td>\n      <td>258</td>\n      <td>mpfi</td>\n      <td>3.63</td>\n      <td>4.17</td>\n      <td>8.1</td>\n      <td>176</td>\n      <td>4750</td>\n      <td>15</td>\n      <td>19</td>\n      <td>32250.0</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>49</td>\n      <td>0</td>\n      <td>jaguar xf</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>113.0</td>\n      <td>...</td>\n      <td>258</td>\n      <td>mpfi</td>\n      <td>3.63</td>\n      <td>4.17</td>\n      <td>8.1</td>\n      <td>176</td>\n      <td>4750</td>\n      <td>15</td>\n      <td>19</td>\n      <td>35550.0</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>50</td>\n      <td>0</td>\n      <td>jaguar xk</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>102.0</td>\n      <td>...</td>\n      <td>326</td>\n      <td>mpfi</td>\n      <td>3.54</td>\n      <td>2.76</td>\n      <td>11.5</td>\n      <td>262</td>\n      <td>5000</td>\n      <td>13</td>\n      <td>17</td>\n      <td>36000.0</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>71</td>\n      <td>-1</td>\n      <td>buick skyhawk</td>\n      <td>diesel</td>\n      <td>turbo</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>115.6</td>\n      <td>...</td>\n      <td>183</td>\n      <td>idi</td>\n      <td>3.58</td>\n      <td>3.64</td>\n      <td>21.5</td>\n      <td>123</td>\n      <td>4350</td>\n      <td>22</td>\n      <td>25</td>\n      <td>31600.0</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>72</td>\n      <td>-1</td>\n      <td>buick opel isuzu deluxe</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>115.6</td>\n      <td>...</td>\n      <td>234</td>\n      <td>mpfi</td>\n      <td>3.46</td>\n      <td>3.10</td>\n      <td>8.3</td>\n      <td>155</td>\n      <td>4750</td>\n      <td>16</td>\n      <td>18</td>\n      <td>34184.0</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>73</td>\n      <td>3</td>\n      <td>buick skylark</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>96.6</td>\n      <td>...</td>\n      <td>234</td>\n      <td>mpfi</td>\n      <td>3.46</td>\n      <td>3.10</td>\n      <td>8.3</td>\n      <td>155</td>\n      <td>4750</td>\n      <td>16</td>\n      <td>18</td>\n      <td>35056.0</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>74</td>\n      <td>0</td>\n      <td>buick century special</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>120.9</td>\n      <td>...</td>\n      <td>308</td>\n      <td>mpfi</td>\n      <td>3.80</td>\n      <td>3.35</td>\n      <td>8.0</td>\n      <td>184</td>\n      <td>4500</td>\n      <td>14</td>\n      <td>16</td>\n      <td>40960.0</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>75</td>\n      <td>1</td>\n      <td>buick regal sport coupe (turbo)</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hardtop</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>112.0</td>\n      <td>...</td>\n      <td>304</td>\n      <td>mpfi</td>\n      <td>3.80</td>\n      <td>3.35</td>\n      <td>8.0</td>\n      <td>184</td>\n      <td>4500</td>\n      <td>14</td>\n      <td>16</td>\n      <td>45400.0</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>127</td>\n      <td>3</td>\n      <td>porcshce panamera</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hardtop</td>\n      <td>rwd</td>\n      <td>rear</td>\n      <td>89.5</td>\n      <td>...</td>\n      <td>194</td>\n      <td>mpfi</td>\n      <td>3.74</td>\n      <td>2.90</td>\n      <td>9.5</td>\n      <td>207</td>\n      <td>5900</td>\n      <td>17</td>\n      <td>25</td>\n      <td>32528.0</td>\n    </tr>\n    <tr>\n      <th>127</th>\n      <td>128</td>\n      <td>3</td>\n      <td>porsche cayenne</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hardtop</td>\n      <td>rwd</td>\n      <td>rear</td>\n      <td>89.5</td>\n      <td>...</td>\n      <td>194</td>\n      <td>mpfi</td>\n      <td>3.74</td>\n      <td>2.90</td>\n      <td>9.5</td>\n      <td>207</td>\n      <td>5900</td>\n      <td>17</td>\n      <td>25</td>\n      <td>34028.0</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>129</td>\n      <td>3</td>\n      <td>porsche boxter</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>rear</td>\n      <td>89.5</td>\n      <td>...</td>\n      <td>194</td>\n      <td>mpfi</td>\n      <td>3.74</td>\n      <td>2.90</td>\n      <td>9.5</td>\n      <td>207</td>\n      <td>5900</td>\n      <td>17</td>\n      <td>25</td>\n      <td>37028.0</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>130</td>\n      <td>1</td>\n      <td>porsche cayenne</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hatchback</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>98.4</td>\n      <td>...</td>\n      <td>203</td>\n      <td>mpfi</td>\n      <td>3.94</td>\n      <td>3.11</td>\n      <td>10.0</td>\n      <td>288</td>\n      <td>5750</td>\n      <td>17</td>\n      <td>28</td>\n      <td>31400.5</td>\n    </tr>\n  </tbody>\n</table>\n<p>15 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"find_outliers('curbweight')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.224420Z","iopub.execute_input":"2024-09-01T21:49:15.224775Z","iopub.status.idle":"2024-09-01T21:49:15.242650Z","shell.execute_reply.started":"2024-09-01T21:49:15.224737Z","shell.execute_reply":"2024-09-01T21:49:15.241652Z"},"trusted":true},"execution_count":135,"outputs":[{"name":"stdout","text":"upper limit: 4120.0\nlower limit: 960.0\nThere are 0 rows contains outliers in the curbweight column.\n","output_type":"stream"},{"execution_count":135,"output_type":"execute_result","data":{"text/plain":"Empty DataFrame\nColumns: [car_ID, symboling, CarName, fueltype, aspiration, doornumber, carbody, drivewheel, enginelocation, wheelbase, carlength, carwidth, carheight, curbweight, enginetype, cylindernumber, enginesize, fuelsystem, boreratio, stroke, compressionratio, horsepower, peakrpm, citympg, highwaympg, price]\nIndex: []\n\n[0 rows x 26 columns]","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>car_ID</th>\n      <th>symboling</th>\n      <th>CarName</th>\n      <th>fueltype</th>\n      <th>aspiration</th>\n      <th>doornumber</th>\n      <th>carbody</th>\n      <th>drivewheel</th>\n      <th>enginelocation</th>\n      <th>wheelbase</th>\n      <th>...</th>\n      <th>enginesize</th>\n      <th>fuelsystem</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>\n<p>0 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"find_outliers('enginesize')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.243804Z","iopub.execute_input":"2024-09-01T21:49:15.244152Z","iopub.status.idle":"2024-09-01T21:49:15.275844Z","shell.execute_reply.started":"2024-09-01T21:49:15.244095Z","shell.execute_reply":"2024-09-01T21:49:15.274554Z"},"trusted":true},"execution_count":136,"outputs":[{"name":"stdout","text":"upper limit: 207.0\nlower limit: 31.0\nThere are 10 rows contains outliers in the enginesize column.\n","output_type":"stream"},{"execution_count":136,"output_type":"execute_result","data":{"text/plain":"    car_ID  symboling                          CarName fueltype aspiration  \\\n15      16          0                           bmw x4      gas        std   \n16      17          0                           bmw x5      gas        std   \n17      18          0                           bmw x3      gas        std   \n47      48          0                        jaguar xj      gas        std   \n48      49          0                        jaguar xf      gas        std   \n49      50          0                        jaguar xk      gas        std   \n71      72         -1          buick opel isuzu deluxe      gas        std   \n72      73          3                    buick skylark      gas        std   \n73      74          0            buick century special      gas        std   \n74      75          1  buick regal sport coupe (turbo)      gas        std   \n\n   doornumber      carbody drivewheel enginelocation  wheelbase  ...  \\\n15       four        sedan        rwd          front      103.5  ...   \n16        two        sedan        rwd          front      103.5  ...   \n17       four        sedan        rwd          front      110.0  ...   \n47       four        sedan        rwd          front      113.0  ...   \n48       four        sedan        rwd          front      113.0  ...   \n49        two        sedan        rwd          front      102.0  ...   \n71       four        sedan        rwd          front      115.6  ...   \n72        two  convertible        rwd          front       96.6  ...   \n73       four        sedan        rwd          front      120.9  ...   \n74        two      hardtop        rwd          front      112.0  ...   \n\n    enginesize  fuelsystem  boreratio  stroke compressionratio horsepower  \\\n15         209        mpfi       3.62    3.39              8.0        182   \n16         209        mpfi       3.62    3.39              8.0        182   \n17         209        mpfi       3.62    3.39              8.0        182   \n47         258        mpfi       3.63    4.17              8.1        176   \n48         258        mpfi       3.63    4.17              8.1        176   \n49         326        mpfi       3.54    2.76             11.5        262   \n71         234        mpfi       3.46    3.10              8.3        155   \n72         234        mpfi       3.46    3.10              8.3        155   \n73         308        mpfi       3.80    3.35              8.0        184   \n74         304        mpfi       3.80    3.35              8.0        184   \n\n    peakrpm citympg  highwaympg    price  \n15     5400      16          22  30760.0  \n16     5400      16          22  41315.0  \n17     5400      15          20  36880.0  \n47     4750      15          19  32250.0  \n48     4750      15          19  35550.0  \n49     5000      13          17  36000.0  \n71     4750      16          18  34184.0  \n72     4750      16          18  35056.0  \n73     4500      14          16  40960.0  \n74     4500      14          16  45400.0  \n\n[10 rows x 26 columns]","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>car_ID</th>\n      <th>symboling</th>\n      <th>CarName</th>\n      <th>fueltype</th>\n      <th>aspiration</th>\n      <th>doornumber</th>\n      <th>carbody</th>\n      <th>drivewheel</th>\n      <th>enginelocation</th>\n      <th>wheelbase</th>\n      <th>...</th>\n      <th>enginesize</th>\n      <th>fuelsystem</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>15</th>\n      <td>16</td>\n      <td>0</td>\n      <td>bmw x4</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>103.5</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>16</td>\n      <td>22</td>\n      <td>30760.0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>17</td>\n      <td>0</td>\n      <td>bmw x5</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>103.5</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>16</td>\n      <td>22</td>\n      <td>41315.0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>18</td>\n      <td>0</td>\n      <td>bmw x3</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>110.0</td>\n      <td>...</td>\n      <td>209</td>\n      <td>mpfi</td>\n      <td>3.62</td>\n      <td>3.39</td>\n      <td>8.0</td>\n      <td>182</td>\n      <td>5400</td>\n      <td>15</td>\n      <td>20</td>\n      <td>36880.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>48</td>\n      <td>0</td>\n      <td>jaguar xj</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>113.0</td>\n      <td>...</td>\n      <td>258</td>\n      <td>mpfi</td>\n      <td>3.63</td>\n      <td>4.17</td>\n      <td>8.1</td>\n      <td>176</td>\n      <td>4750</td>\n      <td>15</td>\n      <td>19</td>\n      <td>32250.0</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>49</td>\n      <td>0</td>\n      <td>jaguar xf</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>113.0</td>\n      <td>...</td>\n      <td>258</td>\n      <td>mpfi</td>\n      <td>3.63</td>\n      <td>4.17</td>\n      <td>8.1</td>\n      <td>176</td>\n      <td>4750</td>\n      <td>15</td>\n      <td>19</td>\n      <td>35550.0</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>50</td>\n      <td>0</td>\n      <td>jaguar xk</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>102.0</td>\n      <td>...</td>\n      <td>326</td>\n      <td>mpfi</td>\n      <td>3.54</td>\n      <td>2.76</td>\n      <td>11.5</td>\n      <td>262</td>\n      <td>5000</td>\n      <td>13</td>\n      <td>17</td>\n      <td>36000.0</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>72</td>\n      <td>-1</td>\n      <td>buick opel isuzu deluxe</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>115.6</td>\n      <td>...</td>\n      <td>234</td>\n      <td>mpfi</td>\n      <td>3.46</td>\n      <td>3.10</td>\n      <td>8.3</td>\n      <td>155</td>\n      <td>4750</td>\n      <td>16</td>\n      <td>18</td>\n      <td>34184.0</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>73</td>\n      <td>3</td>\n      <td>buick skylark</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>96.6</td>\n      <td>...</td>\n      <td>234</td>\n      <td>mpfi</td>\n      <td>3.46</td>\n      <td>3.10</td>\n      <td>8.3</td>\n      <td>155</td>\n      <td>4750</td>\n      <td>16</td>\n      <td>18</td>\n      <td>35056.0</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>74</td>\n      <td>0</td>\n      <td>buick century special</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>120.9</td>\n      <td>...</td>\n      <td>308</td>\n      <td>mpfi</td>\n      <td>3.80</td>\n      <td>3.35</td>\n      <td>8.0</td>\n      <td>184</td>\n      <td>4500</td>\n      <td>14</td>\n      <td>16</td>\n      <td>40960.0</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>75</td>\n      <td>1</td>\n      <td>buick regal sport coupe (turbo)</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hardtop</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>112.0</td>\n      <td>...</td>\n      <td>304</td>\n      <td>mpfi</td>\n      <td>3.80</td>\n      <td>3.35</td>\n      <td>8.0</td>\n      <td>184</td>\n      <td>4500</td>\n      <td>14</td>\n      <td>16</td>\n      <td>45400.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>10 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df['CarName'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.277444Z","iopub.execute_input":"2024-09-01T21:49:15.278243Z","iopub.status.idle":"2024-09-01T21:49:15.287968Z","shell.execute_reply.started":"2024-09-01T21:49:15.278180Z","shell.execute_reply":"2024-09-01T21:49:15.286818Z"},"trusted":true},"execution_count":137,"outputs":[{"execution_count":137,"output_type":"execute_result","data":{"text/plain":"array(['alfa-romero giulia', 'alfa-romero stelvio',\n       'alfa-romero Quadrifoglio', 'audi 100 ls', 'audi 100ls',\n       'audi fox', 'audi 5000', 'audi 4000', 'audi 5000s (diesel)',\n       'bmw 320i', 'bmw x1', 'bmw x3', 'bmw z4', 'bmw x4', 'bmw x5',\n       'chevrolet impala', 'chevrolet monte carlo', 'chevrolet vega 2300',\n       'dodge rampage', 'dodge challenger se', 'dodge d200',\n       'dodge monaco (sw)', 'dodge colt hardtop', 'dodge colt (sw)',\n       'dodge coronet custom', 'dodge dart custom',\n       'dodge coronet custom (sw)', 'honda civic', 'honda civic cvcc',\n       'honda accord cvcc', 'honda accord lx', 'honda civic 1500 gl',\n       'honda accord', 'honda civic 1300', 'honda prelude',\n       'honda civic (auto)', 'isuzu MU-X', 'isuzu D-Max ',\n       'isuzu D-Max V-Cross', 'jaguar xj', 'jaguar xf', 'jaguar xk',\n       'maxda rx3', 'maxda glc deluxe', 'mazda rx2 coupe', 'mazda rx-4',\n       'mazda glc deluxe', 'mazda 626', 'mazda glc', 'mazda rx-7 gs',\n       'mazda glc 4', 'mazda glc custom l', 'mazda glc custom',\n       'buick electra 225 custom', 'buick century luxus (sw)',\n       'buick century', 'buick skyhawk', 'buick opel isuzu deluxe',\n       'buick skylark', 'buick century special',\n       'buick regal sport coupe (turbo)', 'mercury cougar',\n       'mitsubishi mirage', 'mitsubishi lancer', 'mitsubishi outlander',\n       'mitsubishi g4', 'mitsubishi mirage g4', 'mitsubishi montero',\n       'mitsubishi pajero', 'Nissan versa', 'nissan gt-r', 'nissan rogue',\n       'nissan latio', 'nissan titan', 'nissan leaf', 'nissan juke',\n       'nissan note', 'nissan clipper', 'nissan nv200', 'nissan dayz',\n       'nissan fuga', 'nissan otti', 'nissan teana', 'nissan kicks',\n       'peugeot 504', 'peugeot 304', 'peugeot 504 (sw)', 'peugeot 604sl',\n       'peugeot 505s turbo diesel', 'plymouth fury iii',\n       'plymouth cricket', 'plymouth satellite custom (sw)',\n       'plymouth fury gran sedan', 'plymouth valiant', 'plymouth duster',\n       'porsche macan', 'porcshce panamera', 'porsche cayenne',\n       'porsche boxter', 'renault 12tl', 'renault 5 gtl', 'saab 99e',\n       'saab 99le', 'saab 99gle', 'subaru', 'subaru dl', 'subaru brz',\n       'subaru baja', 'subaru r1', 'subaru r2', 'subaru trezia',\n       'subaru tribeca', 'toyota corona mark ii', 'toyota corona',\n       'toyota corolla 1200', 'toyota corona hardtop',\n       'toyota corolla 1600 (sw)', 'toyota carina', 'toyota mark ii',\n       'toyota corolla', 'toyota corolla liftback',\n       'toyota celica gt liftback', 'toyota corolla tercel',\n       'toyota corona liftback', 'toyota starlet', 'toyota tercel',\n       'toyota cressida', 'toyota celica gt', 'toyouta tercel',\n       'vokswagen rabbit', 'volkswagen 1131 deluxe sedan',\n       'volkswagen model 111', 'volkswagen type 3', 'volkswagen 411 (sw)',\n       'volkswagen super beetle', 'volkswagen dasher', 'vw dasher',\n       'vw rabbit', 'volkswagen rabbit', 'volkswagen rabbit custom',\n       'volvo 145e (sw)', 'volvo 144ea', 'volvo 244dl', 'volvo 245',\n       'volvo 264gl', 'volvo diesel', 'volvo 246'], dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":"df['car_make'] = df['CarName'].str.split(' ').str[0]\ndf['car_model'] = df['CarName'].str.split(' ').str[1:].apply(' '.join)","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.289536Z","iopub.execute_input":"2024-09-01T21:49:15.290686Z","iopub.status.idle":"2024-09-01T21:49:15.301311Z","shell.execute_reply.started":"2024-09-01T21:49:15.290631Z","shell.execute_reply":"2024-09-01T21:49:15.300122Z"},"trusted":true},"execution_count":138,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.302732Z","iopub.execute_input":"2024-09-01T21:49:15.303816Z","iopub.status.idle":"2024-09-01T21:49:15.331381Z","shell.execute_reply.started":"2024-09-01T21:49:15.303761Z","shell.execute_reply":"2024-09-01T21:49:15.329860Z"},"trusted":true},"execution_count":139,"outputs":[{"execution_count":139,"output_type":"execute_result","data":{"text/plain":"   car_ID  symboling                   CarName fueltype aspiration doornumber  \\\n0       1          3        alfa-romero giulia      gas        std        two   \n1       2          3       alfa-romero stelvio      gas        std        two   \n2       3          1  alfa-romero Quadrifoglio      gas        std        two   \n3       4          2               audi 100 ls      gas        std       four   \n4       5          2                audi 100ls      gas        std       four   \n\n       carbody drivewheel enginelocation  wheelbase  ...  boreratio  stroke  \\\n0  convertible        rwd          front       88.6  ...       3.47    2.68   \n1  convertible        rwd          front       88.6  ...       3.47    2.68   \n2    hatchback        rwd          front       94.5  ...       2.68    3.47   \n3        sedan        fwd          front       99.8  ...       3.19    3.40   \n4        sedan        4wd          front       99.4  ...       3.19    3.40   \n\n   compressionratio  horsepower peakrpm citympg  highwaympg    price  \\\n0               9.0         111    5000      21          27  13495.0   \n1               9.0         111    5000      21          27  16500.0   \n2               9.0         154    5000      19          26  16500.0   \n3              10.0         102    5500      24          30  13950.0   \n4               8.0         115    5500      18          22  17450.0   \n\n      car_make     car_model  \n0  alfa-romero        giulia  \n1  alfa-romero       stelvio  \n2  alfa-romero  Quadrifoglio  \n3         audi        100 ls  \n4         audi         100ls  \n\n[5 rows x 28 columns]","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>car_ID</th>\n      <th>symboling</th>\n      <th>CarName</th>\n      <th>fueltype</th>\n      <th>aspiration</th>\n      <th>doornumber</th>\n      <th>carbody</th>\n      <th>drivewheel</th>\n      <th>enginelocation</th>\n      <th>wheelbase</th>\n      <th>...</th>\n      <th>boreratio</th>\n      <th>stroke</th>\n      <th>compressionratio</th>\n      <th>horsepower</th>\n      <th>peakrpm</th>\n      <th>citympg</th>\n      <th>highwaympg</th>\n      <th>price</th>\n      <th>car_make</th>\n      <th>car_model</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>3</td>\n      <td>alfa-romero giulia</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>88.6</td>\n      <td>...</td>\n      <td>3.47</td>\n      <td>2.68</td>\n      <td>9.0</td>\n      <td>111</td>\n      <td>5000</td>\n      <td>21</td>\n      <td>27</td>\n      <td>13495.0</td>\n      <td>alfa-romero</td>\n      <td>giulia</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>3</td>\n      <td>alfa-romero stelvio</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>convertible</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>88.6</td>\n      <td>...</td>\n      <td>3.47</td>\n      <td>2.68</td>\n      <td>9.0</td>\n      <td>111</td>\n      <td>5000</td>\n      <td>21</td>\n      <td>27</td>\n      <td>16500.0</td>\n      <td>alfa-romero</td>\n      <td>stelvio</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>1</td>\n      <td>alfa-romero Quadrifoglio</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>two</td>\n      <td>hatchback</td>\n      <td>rwd</td>\n      <td>front</td>\n      <td>94.5</td>\n      <td>...</td>\n      <td>2.68</td>\n      <td>3.47</td>\n      <td>9.0</td>\n      <td>154</td>\n      <td>5000</td>\n      <td>19</td>\n      <td>26</td>\n      <td>16500.0</td>\n      <td>alfa-romero</td>\n      <td>Quadrifoglio</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>2</td>\n      <td>audi 100 ls</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>fwd</td>\n      <td>front</td>\n      <td>99.8</td>\n      <td>...</td>\n      <td>3.19</td>\n      <td>3.40</td>\n      <td>10.0</td>\n      <td>102</td>\n      <td>5500</td>\n      <td>24</td>\n      <td>30</td>\n      <td>13950.0</td>\n      <td>audi</td>\n      <td>100 ls</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>2</td>\n      <td>audi 100ls</td>\n      <td>gas</td>\n      <td>std</td>\n      <td>four</td>\n      <td>sedan</td>\n      <td>4wd</td>\n      <td>front</td>\n      <td>99.4</td>\n      <td>...</td>\n      <td>3.19</td>\n      <td>3.40</td>\n      <td>8.0</td>\n      <td>115</td>\n      <td>5500</td>\n      <td>18</td>\n      <td>22</td>\n      <td>17450.0</td>\n      <td>audi</td>\n      <td>100ls</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 28 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df['car_make'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.337291Z","iopub.execute_input":"2024-09-01T21:49:15.338266Z","iopub.status.idle":"2024-09-01T21:49:15.346150Z","shell.execute_reply.started":"2024-09-01T21:49:15.338209Z","shell.execute_reply":"2024-09-01T21:49:15.345003Z"},"trusted":true},"execution_count":140,"outputs":[{"execution_count":140,"output_type":"execute_result","data":{"text/plain":"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\n       'isuzu', 'jaguar', 'maxda', 'mazda', 'buick', 'mercury',\n       'mitsubishi', 'Nissan', 'nissan', 'peugeot', 'plymouth', 'porsche',\n       'porcshce', 'renault', 'saab', 'subaru', 'toyota', 'toyouta',\n       'vokswagen', 'volkswagen', 'vw', 'volvo'], dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":"df['car_make'] = df['car_make'].replace({'vokswagen': 'volkswagen', 'Nissan': 'nissan', 'porcshce': 'porsche', 'vw': 'volkswagen', 'toyouta': 'toyota', 'maxda': 'mazda'})\ndf['car_make'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.347584Z","iopub.execute_input":"2024-09-01T21:49:15.348726Z","iopub.status.idle":"2024-09-01T21:49:15.360618Z","shell.execute_reply.started":"2024-09-01T21:49:15.348673Z","shell.execute_reply":"2024-09-01T21:49:15.359312Z"},"trusted":true},"execution_count":141,"outputs":[{"execution_count":141,"output_type":"execute_result","data":{"text/plain":"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\n       'isuzu', 'jaguar', 'mazda', 'buick', 'mercury', 'mitsubishi',\n       'nissan', 'peugeot', 'plymouth', 'porsche', 'renault', 'saab',\n       'subaru', 'toyota', 'volkswagen', 'volvo'], dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":"order = df['car_make'].value_counts().index\nsns.countplot(x='car_make', data=df, order=order)\nplt.xticks(rotation=90)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.362207Z","iopub.execute_input":"2024-09-01T21:49:15.363090Z","iopub.status.idle":"2024-09-01T21:49:15.707376Z","shell.execute_reply.started":"2024-09-01T21:49:15.363034Z","shell.execute_reply":"2024-09-01T21:49:15.706196Z"},"trusted":true},"execution_count":142,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"- Toyota is the most selling car while mercury is the least.","metadata":{}},{"cell_type":"code","source":"cat_col = df.select_dtypes(include='object').columns\ncat_col","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.709037Z","iopub.execute_input":"2024-09-01T21:49:15.709725Z","iopub.status.idle":"2024-09-01T21:49:15.718549Z","shell.execute_reply.started":"2024-09-01T21:49:15.709669Z","shell.execute_reply":"2024-09-01T21:49:15.717196Z"},"trusted":true},"execution_count":143,"outputs":[{"execution_count":143,"output_type":"execute_result","data":{"text/plain":"Index(['CarName', 'fueltype', 'aspiration', 'doornumber', 'carbody',\n       'drivewheel', 'enginelocation', 'enginetype', 'cylindernumber',\n       'fuelsystem', 'car_make', 'car_model'],\n      dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"columns = {\n    'fueltype': 'Fuel Type',\n    'doornumber': 'Door Number',\n    'carbody': 'Car Body',\n    'enginelocation': 'Engine Location',\n    'aspiration': 'Aspiration',\n    'drivewheel': 'Drive Wheel',\n    'enginetype': 'Engine Type',\n    'cylindernumber': 'Cylinder Number',\n    'fuelsystem': 'Fuel System'\n}\n\nplt.figure(figsize=(10, 10))\n\nfor i, (column, title) in enumerate(columns.items(), start=1):\n    plt.subplot(3, 3, i)\n    labels = df[column].value_counts().index\n    sizes = df[column].value_counts().values\n    plt.pie(sizes, labels=labels, autopct='%1.1f%%')\n    plt.title(title)\n\nplt.tight_layout()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:15.720453Z","iopub.execute_input":"2024-09-01T21:49:15.721115Z","iopub.status.idle":"2024-09-01T21:49:17.701577Z","shell.execute_reply.started":"2024-09-01T21:49:15.721065Z","shell.execute_reply":"2024-09-01T21:49:17.700480Z"},"trusted":true},"execution_count":144,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 9 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Identify categorical columns\ncat_col = ['fueltype', 'aspiration', 'doornumber', 'carbody',\n       'drivewheel', 'enginelocation', 'enginetype', 'cylindernumber',\n       'fuelsystem']\n\n# Create a figure with a specific size\nplt.figure(figsize=(20, 15))\n\n# Loop through the categorical columns and their subplot positions\nfor i, column in enumerate(cat_col, start=1):\n    plt.subplot(3, 3, i)  # Adjust subplot position\n    sns.boxplot(x=column, y='price', data=df)\n    plt.title(f'{column} vs price')  # Optional: Add a title for each subplot\n\n# Adjust layout to prevent overlap\nplt.tight_layout()\n\n# Display the plot\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:17.702988Z","iopub.execute_input":"2024-09-01T21:49:17.703364Z","iopub.status.idle":"2024-09-01T21:49:19.983473Z","shell.execute_reply.started":"2024-09-01T21:49:17.703324Z","shell.execute_reply":"2024-09-01T21:49:19.982284Z"},"trusted":true},"execution_count":145,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2000x1500 with 9 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"- Cars with diesel fuel type relatively expensive compared to cars with gas fuel type. 90% of the people chose gas fuel type.\n- Turbo aspiration makes cars more expensive. Even though it's more expensive approximately 18% of the people chose turbo aspiration.\n- hatchback, sedan, and wagon carbody types are relatively cheaper.\n- rwd drivewheel is more expensive compared to fwd and 4wd. Even though rwd drivewheel is more expensive, it was still a popular choice by the customers which is 37.1%. While 4wd was the least popular with 4.4%.\n- rear engine makes cars significantly more expensive. Only 1.5% chose rear engine cars due to its price.\n- ohc and ohcf engine types are cheaper compared to other alternatives. ohcv enginetype come in a higher price range.","metadata":{}},{"cell_type":"code","source":"sns.distplot(df['price'])\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:19.984924Z","iopub.execute_input":"2024-09-01T21:49:19.985332Z","iopub.status.idle":"2024-09-01T21:49:20.282085Z","shell.execute_reply.started":"2024-09-01T21:49:19.985290Z","shell.execute_reply":"2024-09-01T21:49:20.280950Z"},"trusted":true},"execution_count":146,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}}]},{"cell_type":"code","source":"df_avg_price = df.groupby('car_make')['price'].mean().sort_values(ascending=False).reset_index()\n\nsns.barplot(data=df_avg_price, x='car_make', y='price', errorbar=None)\n\n\nplt.xticks(rotation=90)\nplt.title('car make vs average price')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:20.283763Z","iopub.execute_input":"2024-09-01T21:49:20.284766Z","iopub.status.idle":"2024-09-01T21:49:20.628691Z","shell.execute_reply.started":"2024-09-01T21:49:20.284710Z","shell.execute_reply":"2024-09-01T21:49:20.627561Z"},"trusted":true},"execution_count":147,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"- The most expensive cars are `Jaguar`, `Buick`, and `Porsche`, while `Chevrolet` is the most affordable.\n- Most cars fall within a price range of 7,000 to 20,000.","metadata":{}},{"cell_type":"code","source":"num_col = df.select_dtypes(exclude=['object'])\nplt.figure(figsize=(15,15))\nsns.heatmap(num_col.corr(), annot=True, cmap='coolwarm')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:20.630239Z","iopub.execute_input":"2024-09-01T21:49:20.630686Z","iopub.status.idle":"2024-09-01T21:49:21.891368Z","shell.execute_reply.started":"2024-09-01T21:49:20.630635Z","shell.execute_reply":"2024-09-01T21:49:21.890200Z"},"trusted":true},"execution_count":148,"outputs":[{"execution_count":148,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1500x1500 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"- `carlength`, `carwidth`, `curbweigth`, `enginesize` and `horsepower` seems to have positive correlation with `price`.\n- `citympg` and `highwaympg` seems to have negative correlation.","metadata":{}},{"cell_type":"code","source":"df_copy = df.copy()\ncategorical_columns = df.select_dtypes(include='object').columns\nnumerical_columns = df.select_dtypes(exclude='object').columns\nlabel_encoder = LabelEncoder()\n\nfor column in categorical_columns:\n    df_copy[column] = label_encoder.fit_transform(df_copy[column])\n    \n# Feature scaling\nscaler = StandardScaler()\ndf_copy[numerical_columns] = scaler.fit_transform(df_copy[numerical_columns])","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:21.892915Z","iopub.execute_input":"2024-09-01T21:49:21.893393Z","iopub.status.idle":"2024-09-01T21:49:21.916233Z","shell.execute_reply.started":"2024-09-01T21:49:21.893348Z","shell.execute_reply":"2024-09-01T21:49:21.915151Z"},"trusted":true},"execution_count":149,"outputs":[]},{"cell_type":"code","source":"# Splitting the dataset\nX = df_copy.drop(['price', 'CarName', 'car_ID'], axis=1)  \ny = df_copy['price']\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Model training\nmodel = RandomForestRegressor()\nmodel.fit(X_train, y_train)\n\n# Predictions\ny_pred = model.predict(X_test)","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:21.917728Z","iopub.execute_input":"2024-09-01T21:49:21.918349Z","iopub.status.idle":"2024-09-01T21:49:22.181546Z","shell.execute_reply.started":"2024-09-01T21:49:21.918292Z","shell.execute_reply":"2024-09-01T21:49:22.180245Z"},"trusted":true},"execution_count":150,"outputs":[]},{"cell_type":"code","source":"mse = mean_squared_error(y_test, y_pred)\nr2_square = r2_score(y_test,y_pred)\nprint(f\" R-squared: {r2_square}\")\nprint(f'Mean Squared Error: {mse}')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:22.182899Z","iopub.execute_input":"2024-09-01T21:49:22.183279Z","iopub.status.idle":"2024-09-01T21:49:22.191531Z","shell.execute_reply.started":"2024-09-01T21:49:22.183241Z","shell.execute_reply":"2024-09-01T21:49:22.190316Z"},"trusted":true},"execution_count":151,"outputs":[{"name":"stdout","text":" R-squared: 0.9534045751222644\nMean Squared Error: 0.05791851593542736\n","output_type":"stream"}]},{"cell_type":"code","source":"importances = model.feature_importances_\n\n# Create a DataFrame for feature importances\nfeature_importances = pd.DataFrame({\n    'Feature': X.columns,\n    'Importance': importances\n}).sort_values(by='Importance', ascending=False)\n\nprint(feature_importances)","metadata":{"execution":{"iopub.status.busy":"2024-09-01T21:49:22.193004Z","iopub.execute_input":"2024-09-01T21:49:22.193729Z","iopub.status.idle":"2024-09-01T21:49:22.214634Z","shell.execute_reply.started":"2024-09-01T21:49:22.193687Z","shell.execute_reply":"2024-09-01T21:49:22.213204Z"},"trusted":true},"execution_count":152,"outputs":[{"name":"stdout","text":"             Feature  Importance\n14        enginesize    0.590991\n11        curbweight    0.246017\n19        horsepower    0.035556\n22        highwaympg    0.030794\n9           carwidth    0.015901\n21           citympg    0.015710\n23          car_make    0.012949\n24         car_model    0.011629\n8          carlength    0.007052\n20           peakrpm    0.004848\n7          wheelbase    0.004560\n18  compressionratio    0.004107\n17            stroke    0.003900\n10         carheight    0.003843\n16         boreratio    0.003787\n15        fuelsystem    0.001894\n4            carbody    0.001673\n13    cylindernumber    0.000985\n12        enginetype    0.000899\n0          symboling    0.000890\n2         aspiration    0.000866\n5         drivewheel    0.000838\n3         doornumber    0.000191\n1           fueltype    0.000114\n6     enginelocation    0.000007\n","output_type":"stream"}]},{"cell_type":"markdown","source":"- `enginesize` and `curbweight` are the most important features.","metadata":{}}]}