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Update app.py
Browse files
app.py
CHANGED
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@@ -29,55 +29,103 @@ categories = {
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'Nonprofits & Activism' : 29
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}
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# Create the Streamlit web application
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def main():
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st.set_page_config(layout="wide")
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st.
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# Convert category to category ID
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# Predict button
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if st.button("Predict"):
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# Perform prediction
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prediction = predict_trend(title, duration, categoryId)
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if prediction[0] == 1:
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st.success("This video is predicted to be a trend!")
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st.markdown("")
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else:
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st.info("This video is predicted not to be a trend.")
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st.markdown("")
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def get_picture_from_url(url):
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'Nonprofits & Activism' : 29
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}
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# Create the Streamlit web application
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def main():
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st.set_page_config(layout="wide")
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st.markdown(
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f"""
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<style>
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body{{
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display: flex;
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justify-content: center;
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align-items: center;
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text-align: center;
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}}
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h1{{
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text-align: center;
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color: #d72324;
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}}
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img{{
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max-width: 100%;
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max-height: 100%;
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}}
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.stButton > button {{
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background-color: #d72324;
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color:white;
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font-weight: bold;
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width: 500px;
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height: 50px;
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}}
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.my-container {{
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border: 2px solid #d72324;
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padding: 10px;
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}}
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</style>
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""",
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unsafe_allow_html=True
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)
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st.markdown("<body><img style = 'max-width: 20%;max-height: 20%;text-align: center;' src=\"https://media.tenor.com/U7OFq772kIEAAAAj/sweet-dreams.gif\"></body>",unsafe_allow_html=True)
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st.markdown("<h1>YouTube Trend Prediction</h1>", unsafe_allow_html=True)
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#https://www.freepnglogos.com/uploads/youtube-play-red-logo-png-transparent-background-6.png
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# st.write("Enter the video details below:")
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tab1, tab2 = st.tabs(["Predict", "Test"])
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# Input fields
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with tab1:
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with st.container():
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col1, col2, col3 = st.columns(3)
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getTitle, getDuration, getCategory = "", 0.00, 1
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getThumbnailUrl = ""
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with col1:
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url = st.text_input("URL",placeholder="Enter a video url")
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if url:
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metadata = get_metadata(url)
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if not metadata.empty:
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getTitle = metadata['title'].iloc[0]
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getDuration = metadata['duration'].iloc[0]
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category_id = metadata['category_id'].iloc[0]
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getThumbnailUrl = metadata['thumbnail_link'].iloc[0]
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getCategory = int(category_id)
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if getThumbnailUrl is not None:
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picture = get_picture_from_url(getThumbnailUrl)
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if picture:
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st.image(picture, caption='Uploaded Picture', use_column_width=True)
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with col2:
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title = st.text_input("Title", placeholder="Enter a video title",value=getTitle)
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duration = st.number_input("Duration (in minutes)", min_value=0.0, value=getDuration)
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category = st.selectbox("Category", list(categories.keys()), index=list(categories.values()).index(getCategory))
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with col3:
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picture = st.file_uploader("Upload Picture", type=["jpg", "jpeg", "png"])
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if picture is not None:
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st.picture(picture, use_column_width=True)
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# Convert category to category ID
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categoryId = categories[category]
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if st.button("Predict"):
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# Perform prediction
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if title is None or title.strip() == "" and duration == 0:
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st.warning("Please enter a title and duration.")
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else:
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if title is None or title.strip() == "":
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st.warning("Please enter a title")
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if duration == 0:
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st.warning("Please enter a duration.")
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else:
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prediction = predict_trend(title, duration, categoryId)
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if prediction[0] == 1:
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st.success("This video is predicted to be a trend!")
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st.markdown("")
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else:
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st.info("This video is predicted not to be a trend.")
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st.markdown("")
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def get_picture_from_url(url):
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