updated Branch commit

backup file.py

@@ -1,62 +0,0 @@
-from nltk.util import pr
-import pandas as pd
-import numpy as np
-from sklearn.feature_extraction.text import CountVectorizer
-from sklearn.model_selection import train_test_split
-from sklearn.tree import DecisionTreeClassifier
-
-data = pd.read_csv("twitter.csv")
-#print(data.head())
-
-data["labels"] = data["class"].map({0: "Hate Speech", 1: "Offensive Language", 2: "No Hate and Offensive"})
-#print(data.head())
-
-data = data[["tweet", "labels"]]
-#print(data.head())
-
-import re
-import nltk
-stemmer = nltk.SnowballStemmer("english")
-from nltk.corpus import stopwords
-import string
-stopword=set(stopwords.words('english'))
-
-def clean(text):
-    text = str(text).lower()
-    text = re.sub('\[.*?\]', '', text)
-    text = re.sub('https?://\S+|www\.\S+', '', text)
-    text = re.sub('<.*?>+', '', text)
-    text = re.sub('[%s]' % re.escape(string.punctuation), '', text)
-    text = re.sub('\n', '', text)
-    text = re.sub('\w*\d\w*', '', text)
-    text = [word for word in text.split(' ') if word not in stopword]
-    text=" ".join(text)
-    text = [stemmer.stem(word) for word in text.split(' ')]
-    text=" ".join(text)
-    return text
-data["tweet"] = data["tweet"].apply(clean)
-#print(data.head())
-
-x = np.array(data["tweet"])
-y = np.array(data["labels"])
-
-cv = CountVectorizer()
-X = cv.fit_transform(x) # Fit the Data
-X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)
-
-clf = DecisionTreeClassifier()
-clf.fit(X_train,y_train)
-clf.score(X_test,y_test)
-
-def hate_speech_detection():
-    import streamlit as st
-    st.title("Hate Speech Detection")
-    user = st.text_area("Enter any Tweet: ")
-    if len(user) < 1:
-        st.write("  ")
-    else:
-        sample = user
-        data = cv.transform([sample]).toarray()
-        a = clf.predict(data)
-        st.title(a)
-hate_speech_detection()

first.txt

@@ -1,7 +0,0 @@
-this is version 1st.
-
-I would like to push to commit 2,
-
-I would like to push to commit 3,
-
-I would like to push to commit 4,