text_html_output_1.png
from plotly.offline import init_notebook_mode, iplot

import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
import plotly.express as px
import plotly.graph_objects as go
import plotly.express as px
from plotly.offline import init_notebook_mode, iplot
from tashaphyne.stemming import ArabicLightStemmer
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report, roc_curve, f1_score, accuracy_score, recall_score, roc_auc_score, make_scorer
from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score, GridSearchCV
from sklearn import metrics
from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier
from sklearn.metrics import confusion_matrix, mean_squared_error, precision_score, recall_score, f1_score
from xgboost import XGBClassifier
import re
import emoji
from nltk.corpus import stopwords
init_notebook_mode(connected=True)
from sklearn.feature_extraction.text import TfidfVectorizer