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app.py

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+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 Covid-19 sentiments with the Roberta Base 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, neutral, or negative.""")
+
+st.subheader("""Variable Definition:""")
+
+st.write("""
+
+    **tweet_id**: Unique identifier of the tweet
+
+**safe_tweet**: Text contained in the tweet. Some sensitive information has been removed like usernames and urls
+
+**label**: Sentiment of the tweet (-1 for negative, 0 for neutral, 1 for positive)
+
+**agreement**: The tweets were labeled by three people. Agreement indicates the percentage of the three reviewers that agreed on the given label. You may use this column in your training, but agreement data will not be shared for the test set.
+
+**Train.csv**:  Labelled tweets on which to train your model
+         
+The Models I fine-tuned include: \n
+- Roberta: Achieving an f1 score of 0.64 \n 
+- Distilled Bert: Achieving an f1-score of 0.71
+             
+         """)
+
+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/clean_copy.csv")
+
+data_clean= data_clean.drop("Unnamed: 0", axis= 1)
+
+st.write(data_clean.head())

lottie_animations/dsbert.json

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pages/1_Explore.py

@@ -0,0 +1,53 @@
+import streamlit as st 
+import pandas as pd 
+import numpy as np 
+import seaborn as sns 
+import matplotlib.pyplot as plt
+import plotly.express as pe
+from wordcloud import WordCloud, STOPWORDS
+from nltk import FreqDist
+
+st.set_option('deprecation.showPyplotGlobalUse', False)
+
+
+
+st.title("Welcome To The Explore Page: ")
+
+st.markdown("On this page you will be able to some EDA Visuals")
+
+##loading my dataset 
+
+data= pd.read_csv("datasets/Train.csv")
+
+clean_data= pd.read_csv("datasets/clean_copy.csv")
+
+clean_data= clean_data.dropna()
+
+##plotting my wordcloud for the unclean dataset
+
+unclean_words= " ".join(data["safe_text"])
+
+wc= WordCloud(stopwords=STOPWORDS).generate(unclean_words)
+
+plt.figure(figsize= (5,10))
+plt.title("Most common Words in unclean Dataset")
+plt.imshow(wc)
+st.pyplot()
+
+##creating a wordcloud of my most common word in cleaned tweet
+clean_words= ' '.join(clean_data["clean_tweet"]).split() ##converting the dataframe to corpus of words
+
+freq_words= pd.DataFrame(FreqDist(clean_words).most_common(20), columns= ["word", "count"])
+
+fig= pe.treemap(data_frame=freq_words, path=["word"], values= "count", title= "Top 20 Most Frequent Words After Cleaning")
+
+st.plotly_chart(fig)
+
+
+##getting the tweet lengths
+data["tweet_length"]= [len(i.split(" ")) for i in data["safe_text"]]
+
+words= data["tweet_length"].value_counts().reset_index()
+fig_2= pe.scatter(data_frame=words, x="tweet_length", y="count", size= "count", color= "tweet_length", title= "Tweet Lenghts")
+
+st.plotly_chart(fig_2)

pages/2_DistilledBert.py

@@ -0,0 +1,106 @@
+
+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 DisTilled-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 a Covid-19 Themed Sentence Below: ")
+
+
+
+## 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/Greg-DistilBert-classifier")
+
+if 'ro_token' not in st.session_state:
+    st.session_state.ro_token = load_tokenizer("gArthur98/Greg-DistilBert-classifier")
+
+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']}")
+        elif results["label"] == 'LABEL_1':
+           st.write(f"Your sentiment is Neutral 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:
+         
+         - The New Vaccine is Bad \n
+    - I love the vaccine \n
+    - Covid-19 is Moving Fast
+    
+         """)

pages/3_About.py

@@ -0,0 +1,35 @@
+import streamlit as st
+from st_functions import st_button, load_css
+from PIL import Image
+import sys
+
+sys.path.append('./') ##appending my root path so that I can import a function from another py file
+
+st.title("Learn More About Me:") ## my title 
+
+load_css()   ##loading css customizations from st_function file 
+
+col1, col2, col3 = st.columns(3)
+col2.image(Image.open('pages/dp.PNG'))   ##loading my image
+
+st.header('Gregory Arthur: The Data Guy')
+
+st.info('Volunteer| Data Analyst| Aspiring Data Engineer with an interest in Data Science and Finances')
+
+icon_size = 20
+
+st.subheader("I Can Help Your Business To: ")
+
+st.write("""
+- Perform descriptive analysis to extract valuable insights from your business' dataset.
+- Develop regression, time series, and classification models for accurate predictions and forecasting.
+- Build visually appealing dashboards displaying KPIs and business metrics for easy assimilation.
+
+""")
+
+st.subheader("Connect With Me: ")
+
+st_button('medium', 'https://medium.com/@gregoryarthur98', 'Read my Blogs', icon_size)
+st_button('github', 'https://github.com/Greg-Art', 'Checkout My Respoitories', icon_size)
+st_button('linkedin', 'https://www.linkedin.com/in/gregory-kwaku-arthur-b68a28252/', 'Follow me on LinkedIn', icon_size)
+st_button('mail', '[email protected]', 'Send me a mail', icon_size)

pages/style.css

@@ -0,0 +1,30 @@
+.css-12oz5g7.egzxvld2 {
+    padding-top: 0px;
+}
+
+.css-1v0mbdj.etr89bj1 {
+    display: block;
+    margin-left: auto;
+    margin-right: auto;
+    min-width: 180px;
+    max-width: 40%;
+}
+
+.css-10trblm.e16nr0p30 {
+    font-weight: bold;
+    text-align: center;
+}
+
+p {
+    font-size: 19px;
+} 
+
+MainMenu {
+    visibility: hidden;
+}
+footer {
+    visibility: hidden;
+}
+header {
+    visibility: hidden;
+}

st_functions.py

@@ -0,0 +1,88 @@
+import streamlit as st
+
+def load_css():
+    with open("pages/style.css") as f:
+        st.markdown('<style>{}</style>'.format(f.read()), unsafe_allow_html=True)
+    st.markdown('<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css" integrity="sha384-Gn5384xqQ1aoWXA+058RXPxPg6fy4IWvTNh0E263XmFcJlSAwiGgFAW/dAiS6JXm" crossorigin="anonymous">', unsafe_allow_html=True)
+
+def st_button(icon, url, label, iconsize):
+    if icon == 'email':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-youtube" viewBox="0 0 16 16">
+                    <path d="M8.051 1.999h.089c.822.003 4.987.033 6.11.335a2.01 2.01 0 0 1 1.415 1.42c.101.38.172.883.22 1.402l.01.104.022.26.008.104c.065.914.073 1.77.074 1.957v.075c-.001.194-.01 1.108-.082 2.06l-.008.105-.009.104c-.05.572-.124 1.14-.235 1.558a2.007 2.007 0 0 1-1.415 1.42c-1.16.312-5.569.334-6.18.335h-.142c-.309 0-1.587-.006-2.927-.052l-.17-.006-.087-.004-.171-.007-.171-.007c-1.11-.049-2.167-.128-2.654-.26a2.007 2.007 0 0 1-1.415-1.419c-.111-.417-.185-.986-.235-1.558L.09 9.82l-.008-.104A31.4 31.4 0 0 1 0 7.68v-.123c.002-.215.01-.958.064-1.778l.007-.103.003-.052.008-.104.022-.26.01-.104c.048-.519.119-1.023.22-1.402a2.007 2.007 0 0 1 1.415-1.42c.487-.13 1.544-.21 2.654-.26l.17-.007.172-.006.086-.003.171-.007A99.788 99.788 0 0 1 7.858 2h.193zM6.4 5.209v4.818l4.157-2.408L6.4 5.209z"/>
+                </svg>  
+                {label}
+            </a>
+        </p>'''
+    elif icon == 'twitter':
+        button_code = f'''
+        <p>
+        <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+            <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-twitter" viewBox="0 0 16 16">
+                <path d="M5.026 15c6.038 0 9.341-5.003 9.341-9.334 0-.14 0-.282-.006-.422A6.685 6.685 0 0 0 16 3.542a6.658 6.658 0 0 1-1.889.518 3.301 3.301 0 0 0 1.447-1.817 6.533 6.533 0 0 1-2.087.793A3.286 3.286 0 0 0 7.875 6.03a9.325 9.325 0 0 1-6.767-3.429 3.289 3.289 0 0 0 1.018 4.382A3.323 3.323 0 0 1 .64 6.575v.045a3.288 3.288 0 0 0 2.632 3.218 3.203 3.203 0 0 1-.865.115 3.23 3.23 0 0 1-.614-.057 3.283 3.283 0 0 0 3.067 2.277A6.588 6.588 0 0 1 .78 13.58a6.32 6.32 0 0 1-.78-.045A9.344 9.344 0 0 0 5.026 15z"/>
+            </svg>
+            {label}
+        </a>
+        </p>'''
+    elif icon == 'linkedin':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-linkedin" viewBox="0 0 16 16">
+                    <path d="M0 1.146C0 .513.526 0 1.175 0h13.65C15.474 0 16 .513 16 1.146v13.708c0 .633-.526 1.146-1.175 1.146H1.175C.526 16 0 15.487 0 14.854V1.146zm4.943 12.248V6.169H2.542v7.225h2.401zm-1.2-8.212c.837 0 1.358-.554 1.358-1.248-.015-.709-.52-1.248-1.342-1.248-.822 0-1.359.54-1.359 1.248 0 .694.521 1.248 1.327 1.248h.016zm4.908 8.212V9.359c0-.216.016-.432.08-.586.173-.431.568-.878 1.232-.878.869 0 1.216.662 1.216 1.634v3.865h2.401V9.25c0-2.22-1.184-3.252-2.764-3.252-1.274 0-1.845.7-2.165 1.193v.025h-.016a5.54 5.54 0 0 1 .016-.025V6.169h-2.4c.03.678 0 7.225 0 7.225h2.4z"/>
+                </svg>
+                {label}
+            </a>
+        </p>''' 
+    elif icon == 'mail':
+        button_code = f'''
+        <p>
+             <a href="mailto:{url}" class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+            <svg xmlns="http://www.w3.org/2000/svg" width="{iconsize}" height="{iconsize}" fill="currentColor" class="bi bi-envelope-fill" viewBox="0 0 16 16">
+                <path d="M13.268 1.803L14.89.182a.486.486 0 0 1 .689.014l.014.014c.215.197.215.514.014.713l-2.67 2.67a.502.502 0 0 1-.713 0L7.805 1.286a.486.486 0 0 1 .014-.689l.014-.014a.502.502 0 0 1 .713 0l4.726 4.725c.202.202.509.23.713.014l.014-.014 1.62-1.62a.486.486 0 0 1 .014-.689l-.014-.014a.502.502 0 0 1-.713 0l-1.62 1.62-4.725-4.726a.502.502 0 0 1 0-.713L12.554.196c.199-.199.516-.201.713-.014l.014.014zM1.063 5.041l-.057.05a.486.486 0 0 0-.027.68l.027.034L6.5 10.436l5.42-4.583-.045-.057a.486.486 0 0 0-.68-.027l-.034.027L6.5 9.564 1.063 5.041zm-1.041 8.69a2 2 0 0 0 2 2h10a2 2 0 0 0 2-2V5.193l-6.902 5.833a2.48 2.48 0 0 1-2.196.377A2.48 2.48 0 0 1 4.1 10.026L10 4.193H2a2 2 0 0 0-2 2v7.538z"/>
+            </svg>
+            {label}
+        </a>
+    </p>'''
+    
+    elif icon == 'medium':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-medium" viewBox="0 0 16 16">
+                    <path d="M9.025 8c0 2.485-2.02 4.5-4.513 4.5A4.506 4.506 0 0 1 0 8c0-2.486 2.02-4.5 4.512-4.5A4.506 4.506 0 0 1 9.025 8zm4.95 0c0 2.34-1.01 4.236-2.256 4.236-1.246 0-2.256-1.897-2.256-4.236 0-2.34 1.01-4.236 2.256-4.236 1.246 0 2.256 1.897 2.256 4.236zM16 8c0 2.096-.355 3.795-.794 3.795-.438 0-.793-1.7-.793-3.795 0-2.096.355-3.795.794-3.795.438 0 .793 1.699.793 3.795z"/>
+                </svg>
+                {label}
+            </a>
+        </p>'''
+    elif icon == 'github':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-github" viewBox="0 0 16 16">
+                    <path d="M8 0C3.58 0 0 3.582 0 8.002c0 3.537 2.29 6.53 5.47 7.59.4.074.546-.173.546-.385 0-.19-.007-.693-.01-1.36-2.225.482-2.695-1.07-2.695-1.07-.364-.926-.89-1.17-.89-1.17-.727-.497.055-.487.055-.487.803.057 1.227.826 1.227.826.714 1.222 1.873.87 2.33.665.072-.517.28-.87.508-1.07-1.777-.2-3.644-.888-3.644-3.95 0-.87.31-1.586.823-2.145-.09-.2-.36-1.015.07-2.117 0 0 .67-.215 2.2.82.64-.18 1.32-.27 2-.274.68.004 1.36.094 2 .275 1.52-1.036 2.19-.82 2.19-.82.43 1.102.16 1.917.08 2.117.51.56.82 1.274.82 2.145 0 3.07-1.87 3.747-3.65 3.943.29.247.54.733.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.14.46.55.38C13.72 14.53 16 11.53 16 8.003 16 3.582 12.418 0 8 0z"/>
+                </svg>
+                {label}
+            </a>
+    </p>'''
+
+    elif icon == 'cup':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                <svg xmlns="http://www.w3.org/2000/svg" width={iconsize} height={iconsize} fill="currentColor" class="bi bi-cup-fill" viewBox="0 0 16 16">
+                    <path d="M1 2a1 1 0 0 1 1-1h11a1 1 0 0 1 1 1v1h.5A1.5 1.5 0 0 1 16 4.5v7a1.5 1.5 0 0 1-1.5 1.5h-.55a2.5 2.5 0 0 1-2.45 2h-8A2.5 2.5 0 0 1 1 12.5V2zm13 10h.5a.5.5 0 0 0 .5-.5v-7a.5.5 0 0 0-.5-.5H14v8z"/>
+                </svg>
+                {label}
+            </a>
+        </p>'''
+    elif icon == '':
+        button_code = f'''
+        <p>
+            <a href={url} class="btn btn-outline-primary btn-lg btn-block" type="button" aria-pressed="true">
+                {label}
+            </a>
+        </p>'''
+    return st.markdown(button_code, unsafe_allow_html=True)