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data page added
Browse files- pages/04_data.py +181 -0
pages/04_data.py
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| 1 |
+
import streamlit as st
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| 2 |
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| 3 |
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def main():
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| 4 |
+
st.set_page_config(page_title="Data Demystified", page_icon="π", layout="wide")
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+
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| 6 |
+
# Custom CSS for better engagement
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| 7 |
+
st.markdown("""
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| 8 |
+
<style>
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| 9 |
+
.highlight-box {
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padding: 1rem;
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| 11 |
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border-radius: 10px;
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background: #f0f2f6;
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margin: 1rem 0;
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box-shadow: 0 2px 4px rgba(0,0,0,0.1);
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| 15 |
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}
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| 16 |
+
.fun-fact {
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| 17 |
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color: #2e7d32;
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font-weight: 500;
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}
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.emoji-header {
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font-size: 2.5rem !important;
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margin-bottom: 1rem;
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| 23 |
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}
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</style>
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""", unsafe_allow_html=True)
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pages = {
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"π Introduction": intro_page,
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"π Data Types Overview": types_page,
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| 30 |
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"ποΈ Structured Data": structured_page,
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| 31 |
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"π§© Semi-Structured Data": semi_structured_page,
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| 32 |
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"π¨ Unstructured Data": unstructured_page
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| 33 |
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}
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| 34 |
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| 35 |
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with st.sidebar:
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| 36 |
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st.title("Navigation")
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page = st.radio("Go to", list(pages.keys()))
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pages[page]()
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| 41 |
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def intro_page():
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| 42 |
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st.markdown('<div class="emoji-header">π Welcome to Data Science Fundamentals</div>', unsafe_allow_html=True)
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| 43 |
+
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| 44 |
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col1, col2 = st.columns([3, 2])
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| 45 |
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with col1:
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| 46 |
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st.write("""
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| 47 |
+
### What is Data Science?
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| 48 |
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Data Science is the art of extracting meaningful insights from raw data -
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| 49 |
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like being a digital detective uncovering hidden patterns in the numbers!
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| 50 |
+
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| 51 |
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**Did you know?** π€
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| 52 |
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<span class="fun-fact">Every day, we create 2.5 quintillion bytes of data -
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| 53 |
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that's equivalent to 250,000 Libraries of Congress!</span>
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""", unsafe_allow_html=True)
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st.markdown("""
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| 57 |
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### Why It Matters:
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| 58 |
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- Predict future trends π
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| 59 |
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- Solve complex problems π§©
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| 60 |
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- Power AI innovations π€
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| 61 |
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- Drive business decisions πΌ
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| 62 |
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""")
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| 63 |
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| 64 |
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with col2:
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| 65 |
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st.image("https://cdn-uploads.huggingface.co/production/uploads/64c972774515835c4dadd754/qpmLGi47ucDCWYEi8eZhE.png",
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| 66 |
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caption="Data is Everywhere!", width=300)
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| 67 |
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| 68 |
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def types_page():
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| 69 |
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st.header("π¦ The Three Data Superheroes")
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| 70 |
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| 71 |
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with st.expander("π Quick Comparison"):
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st.table({
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"Type": ["Structured", "Semi-Structured", "Unstructured"],
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| 74 |
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"Organization": ["Perfectly Organized", "Partially Organized", "Chaotic Creativity"],
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| 75 |
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"Examples": ["SQL Databases, Excel", "JSON, XML, CSV", "Images, Videos, Text"]
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| 76 |
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})
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cols = st.columns(3)
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data_types = [
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("ποΈ Structured", "Neat rows & columns", "#e3f2fd"),
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("π§© Semi-Structured", "Flexible tags & markers", "#f0f4c3"),
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("π¨ Unstructured", "Creative free-form", "#ffcdd2")
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]
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| 85 |
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for col, (icon, desc, color) in zip(cols, data_types):
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with col:
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st.markdown(f"""
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<div style="background: {color}; padding: 1rem; border-radius: 10px;">
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<h3>{icon} {desc.split()[0]}</h3>
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<p>{' '.join(desc.split()[1:])}</p>
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| 91 |
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</div>
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| 92 |
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""", unsafe_allow_html=True)
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| 93 |
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| 94 |
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def structured_page():
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st.header("ποΈ Structured Data: The Organized Perfectionist")
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with st.container():
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st.markdown("""
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### Characteristics:
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- Strict schema π
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- Tabular format π
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- Easy to query π
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| 104 |
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**Did you know?** π€
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<span class="fun-fact">The first computerized database appeared in 1963 -
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it weighed more than a car! ππΎ</span>
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""", unsafe_allow_html=True)
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st.image("https://cdn-uploads.huggingface.co/production/uploads/64c972774515835c4dadd754/dSbyOXaQ6N_Kg2TLxgEyt.png",
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| 110 |
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width=400, caption="Structured Data Example")
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| 111 |
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with st.expander("π‘ Real-World Examples"):
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st.markdown("""
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| 114 |
+
- Financial records π°
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+
- Inventory systems π¦
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+
- Student databases π
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| 117 |
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- Railway timetables π
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| 118 |
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""")
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| 119 |
+
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| 120 |
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def semi_structured_page():
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st.header("π§© Semi-Structured Data: The Flexible Friend")
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| 122 |
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with st.container():
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st.markdown("""
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### Why It's Special:
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- Partial organization π
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- Self-describing formats π
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| 128 |
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- Web-friendly π
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| 129 |
+
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| 130 |
+
**Did you know?** π€
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| 131 |
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<span class="fun-fact">JSON was created in 2001 -
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| 132 |
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the same year Wikipedia launched! ππ</span>
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""", unsafe_allow_html=True)
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cols = st.columns(2)
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with cols[0]:
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st.code("""
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{
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"name": "Data Hero",
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"skills": ["JSON", "XML", "CSV"],
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"mission": "Bring order to chaos!"
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}
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""", language="json")
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with cols[1]:
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st.markdown("""
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| 147 |
+
### Common Formats:
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| 148 |
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- JSON (Web APIs) π
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| 149 |
+
- XML (Document markup) π
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| 150 |
+
- CSV (Spreadsheet data) π
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| 151 |
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- Email headers π§
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""")
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+
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| 154 |
+
def unstructured_page():
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| 155 |
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st.header("π¨ Unstructured Data: The Creative Chaos")
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| 156 |
+
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| 157 |
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with st.container():
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| 158 |
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st.markdown("""
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| 159 |
+
### The Wild West of Data:
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| 160 |
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- No predefined format π¨
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| 161 |
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- Human-friendly formats π
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| 162 |
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- Requires AI processing π€
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| 163 |
+
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| 164 |
+
**Did you know?** π€
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| 165 |
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<span class="fun-fact">90% of all digital data is unstructured -
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| 166 |
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that's like having 1000 Netflix movies for every person on Earth! πΏπ</span>
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| 167 |
+
""", unsafe_allow_html=True)
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| 168 |
+
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st.image("https://cdn-uploads.huggingface.co/production/uploads/64c972774515835c4dadd754/xhaNBRanDaj8esumqo9hl.png",
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| 170 |
+
width=400, caption="Unstructured Data in Action")
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| 171 |
+
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| 172 |
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with st.expander("π Modern Applications"):
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| 173 |
+
st.markdown("""
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| 174 |
+
- Facial recognition systems π©π»
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| 175 |
+
- Voice assistants π£οΈ
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| 176 |
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- Medical image analysis π₯
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| 177 |
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- Social media monitoring π±
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| 178 |
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""")
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| 179 |
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| 180 |
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if __name__ == "__main__":
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main()
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