Upload 11 files

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+datasets/capstone_data.csv filter=lfs diff=lfs merge=lfs -text
+datasets/Test.csv filter=lfs diff=lfs merge=lfs -text
+datasets/Train.csv filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,68 @@
+import streamlit as st
+import plotly as plt 
+import numpy as np 
+import pandas as pd
+import webbrowser
+import requests
+import json
+from streamlit_lottie import st_lottie 
+
+st.set_page_config(page_title= "Welcome Page", page_icon ="👋")
+
+
+st.sidebar.success("Select The Page You Want to Explore: ")
+
+st.title("Welcome to my Sentiment Analysis App")
+
+def load_lottiefile(filepath: str):
+    with open(filepath, "r") as f:
+        return json.load(f)
+
+# initializaing my session state 
+if 'lottie_hello' not in st.session_state:
+    st.session_state.lottie_hello = load_lottiefile("./lottie_animations/main.json")
+
+# creating a funciton to upload the file while implementing session state
+def handle_uploaded_file(uploaded_file):
+    if uploaded_file is not None:
+        st.session_state.lottie_hello = load_lottiefile(uploaded_file.name)
+
+
+# displaying the Lottie animation
+st_lottie(st.session_state.lottie_hello, height=200)
+
+
+st.markdown("""On this app, you will  be able to classify Movie Review sentiments with the Tiny-Bert model
+The objective of this challenge is to develop a machine learning model to assess if a twitter post that is related to vaccinations is positive or negative.""")
+
+st.subheader("""Variable Definition:""")
+
+st.write("""
+
+    **Review File**: Unique identifier of the review
+
+**Content**: Text contained in the review the user gave
+
+**Sentiment**: Sentiment of the review (Positive and Negative, Or 0 for Negative, 1 for positive)
+
+**Train.csv**:  Labelled tweets on which to train your model
+         
+The Models I fine-tuned include: \n
+- Roberta: Achieving an Accuracy score of 0.94 but did overfit \n 
+- Tiny Bert: Achieving an Accuracy scrore of 0.87 barely overfitted
+             
+         """)
+
+data= pd.read_csv("datasets/Train.csv")
+
+st.subheader("A sample of the orginal Dataframe (Train.csv)")
+
+st.write(data.head())
+
+st.subheader("A sample of the preprocessed dataset")
+
+data_clean= pd.read_csv("datasets/capstone_data.csv")
+
+data_clean= data_clean.drop("Unnamed: 0", axis= 1)
+
+st.write(data_clean.head())

datasets/Test.csv

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+oid sha256:482e67050d56297b18f36738e542e73d3d7a1823e49afd2d31b8befc65deecb2
+size 32772935

datasets/Train.csv

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+oid sha256:2c7556399d6d4618e4ebb7898905cfd49c8b31613a9c7383db786a91b96a133b
+size 33779698

datasets/capstone_data.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1302b8091f1bc98c7b9b716a552d03a4b2f5eca8525b58c0fd0fe38555f98753
+size 22485670

lottie_animations/dsbert.json

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pages/tinyBert.py

@@ -0,0 +1,103 @@
+
+import streamlit as st 
+import torch 
+from transformers import AutoTokenizer
+from transformers import AutoModelForSequenceClassification
+from transformers import AutoConfig
+import numpy as np
+import pandas as pd
+import re
+from scipy.special import softmax
+from transformers import pipeline
+import xformers
+import requests
+import json
+
+from streamlit_lottie import st_lottie 
+
+
+import streamlit as st
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+import re
+from transformers import pipeline
+
+## Creating a cache to store my model for efficiency
+@st.cache_data(ttl=86400)
+def load_model(model_name):
+    model = AutoModelForSequenceClassification.from_pretrained(model_name)
+    return model
+
+## Creating my tokenizer
+@st.cache_data(ttl=86400)
+def load_tokenizer(tokenizer_name):
+    tokenizer = AutoTokenizer.from_pretrained(tokenizer_name)
+    return tokenizer
+
+## Front end
+st.title("Welcome to the Fine-Tuned Tiny-Bert Sentiment Classifier  Page")
+
+##including an animation to my page 
+
+def load_lottiefile(filepath: str):
+    with open(filepath, "r") as f:
+        return json.load(f)
+
+# initializaing my session state 
+if 'lottie_hello_2' not in st.session_state:
+    st.session_state.lottie_hello_2 = load_lottiefile("./lottie_animations/dsbert.json")
+
+# creating a funciton to upload the file while implementing session state
+def handle_uploaded_file(uploaded_file):
+    if uploaded_file is not None:
+        st.session_state.lottie_hello_2 = load_lottiefile(uploaded_file.name)
+
+
+# displaying the Lottie animation
+st_lottie(st.session_state.lottie_hello_2, height=200)
+
+text = st.text_input("Please Enter Your Thoughts of The Movie: ")
+
+
+
+## Cleaning
+def data_cleaner(text):
+    text = text.lower()
+    ## Removing hashtags
+    text = re.sub(r'#\w+', '', text)
+    ## Removing punctuations
+    text = re.sub("[^\w\s]", repl="", string=text)
+    text = re.sub(r'\d+', '', text)
+    text = " ".join([word for word in text.split() if not word.isdigit()])
+    return text
+
+## Running my input through my function
+text_input = data_cleaner(text)
+
+if 'ro_model' not in st.session_state:
+    st.session_state.ro_model = load_model("gArthur98/Capstone_TinyBert")
+
+if 'ro_token' not in st.session_state:
+    st.session_state.ro_token = load_tokenizer("gArthur98/Capstone_TinyBert")
+
+pipe = pipeline("sentiment-analysis", model=st.session_state.ro_model, tokenizer=st.session_state.ro_token)
+
+result = pipe(text_input)
+
+final = st.button("Predict Sentiment")
+
+## Initializing my session state
+if final:
+    for results in result:
+        if results['label'] == 'LABEL_0':
+            st.write(f"Your sentiment is Negative with a confidence score of {results['score']}")
+        else:
+           st.write(f"Your sentiment is Positive with a confidence score of {results['score']}")
+
+
+
+st.write("""Example of sentences to input:
+         
+         - I hate this movie so bad \n
+    - I love the movies scenes \n
+    - The movie was very boring
+         """)