AIM-PIbd-32-Petrushin-E-A/lab_5/lab5.ipynb

In [1]:

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import sklearn
from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score
from sklearn.preprocessing import StandardScaler, OneHotEncoder
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
from sklearn.linear_model import LinearRegression, LogisticRegression
from sklearn.tree import DecisionTreeRegressor, DecisionTreeClassifier
from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier
from sklearn.metrics import mean_squared_error, f1_score, accuracy_score, roc_auc_score, confusion_matrix, classification_report
df = pd.read_csv("./static/csv/car_price_prediction.csv")
print(df.head())
print(df.columns)

         ID  Price  Levy Manufacturer    Model  Prod. year   Category  \
0  45654403  13328  1399        LEXUS   RX 450        2010       Jeep   
1  44731507  16621  1018    CHEVROLET  Equinox        2011       Jeep   
2  45774419   8467     -        HONDA      FIT        2006  Hatchback   
3  45769185   3607   862         FORD   Escape        2011       Jeep   
4  45809263  11726   446        HONDA      FIT        2014  Hatchback   

  Leather interior Fuel type Engine volume    Mileage  Cylinders  \
0              Yes    Hybrid           3.5  186005 km        6.0   
1               No    Petrol             3  192000 km        6.0   
2               No    Petrol           1.3  200000 km        4.0   
3              Yes    Hybrid           2.5  168966 km        4.0   
4              Yes    Petrol           1.3   91901 km        4.0   

  Gear box type Drive wheels   Doors             Wheel   Color  Airbags  
0     Automatic          4x4  04-May        Left wheel  Silver       12  
1     Tiptronic          4x4  04-May        Left wheel   Black        8  
2      Variator        Front  04-May  Right-hand drive   Black        2  
3     Automatic          4x4  04-May        Left wheel   White        0  
4     Automatic        Front  04-May        Left wheel  Silver        4  
Index(['ID', 'Price', 'Levy', 'Manufacturer', 'Model', 'Prod. year',
       'Category', 'Leather interior', 'Fuel type', 'Engine volume', 'Mileage',
       'Cylinders', 'Gear box type', 'Drive wheels', 'Doors', 'Wheel', 'Color',
       'Airbags'],
      dtype='object')