# %matplotlib inline
import sys

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from category_encoders import OneHotEncoder, OrdinalEncoder
from sklearn.ensemble import RandomForestRegressor
from sklearn.impute import SimpleImputer
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_absolute_error
from sklearn.model_selection import GridSearchCV
from sklearn.pipeline import make_pipeline
from sklearn.metrics import accuracy_score
from sklearn.pipeline import make_pipeline
from sklearn.ensemble import RandomForestClassifier
from sklearn.preprocessing import StandardScaler
from sklearn.tree import DecisionTreeClassifier
from sklearn.linear_model import LogisticRegression
from sklearn.feature_selection import SelectKBest

import warnings
warnings.filterwarnings(action='ignore', category=FutureWarning, module='xgboost')

filepath = 'C:\Users\dabor\OneDrive\Desktop\monthly economic data.csv'
df = pd.read_csv(filepath, parse_dates=['date'], index_col='date')
# %matplotlib inline
import sys

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from category_encoders import OneHotEncoder, OrdinalEncoder
from sklearn.ensemble import RandomForestRegressor
from sklearn.impute import SimpleImputer
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_absolute_error
from sklearn.model_selection import GridSearchCV
from sklearn.pipeline import make_pipeline
from sklearn.metrics import accuracy_score
from sklearn.pipeline import make_pipeline
from sklearn.ensemble import RandomForestClassifier
from sklearn.preprocessing import StandardScaler
from sklearn.tree import DecisionTreeClassifier
from sklearn.linear_model import LogisticRegression
from sklearn.feature_selection import SelectKBest

import warnings
warnings.filterwarnings(action='ignore', category=FutureWarning, module='xgboost')

filepath = 'C:\Users\dabor\OneDrive\Desktop\monthly economic data.csv'
df = pd.read_csv(filepath, parse_dates=['date'], index_col='date')
# %matplotlib inline