Article Outline
Python matplotlib example 'bp2 imports'
Modules used in program:
import pydotplus
import lime
import eli5
import shap
import pingouin as pg
import xgboost as xgb
import matplotlib.pyplot as plt
import seaborn as sns
import pickle
import warnings
import os, ast
import numpy as np
import pandas as pd
python bp2 imports
Python matplotlib example: bp2 imports
# General
import pandas as pd
import numpy as np
import os, ast
pd.set_option('display.max_colwidth', -1)
from tqdm import tqdm_notebook
import warnings
warnings.filterwarnings('ignore')
import pickle
# Visualisation
import seaborn as sns
from IPython.display import display_html
import matplotlib.pyplot as plt
from statsmodels.graphics.gofplots import qqplot
from IPython.core.display import display, HTML
#Algorithms
import xgboost as xgb
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor
from catboost import CatBoostRegressor
from lightgbm import LGBMRegressor
from sklearn.neighbors import KNeighborsRegressor
from sklearn.linear_model import Lasso
from sklearn.model_selection import RandomizedSearchCV, KFold, GridSearchCV
import pingouin as pg
from sklearn.metrics import r2_score
# Model Explainability
import shap
import eli5
import lime
from pdpbox import pdp, get_dataset, info_plots
from IPython.display import Image
from sklearn import tree
import pydotplus
Python links
- Learn Python: https://pythonbasics.org/
- Python Tutorial: https://pythonprogramminglanguage.com