Upload folder using huggingface_hub

.env.example

@@ -0,0 +1,11 @@
+# OpenAI API credentials
+OPENAI_API_KEY="your_openai_api_key_here"
+OPENAI_MODEL="gpt-4o"
+
+# Neo4j Aura database credentials
+AURA_CONNECTION_URI="your_neo4j_uri_here"
+AURA_USERNAME="your_neo4j_username_here"
+AURA_PASSWORD="your_neo4j_password_here"
+
+# Optional: Zep memory service (if using)
+ZEP_API_KEY="your_zep_api_key_here"

.gitattributes

@@ -33,3 +33,13 @@ 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
+data/april_11_multimedia_data_collect/team_logos/new_york_jets.png filter=lfs diff=lfs merge=lfs -text
+data/april_11_multimedia_data_collect/wip[[:space:]]component[[:space:]]layout[[:space:]]april[[:space:]]15.png filter=lfs diff=lfs merge=lfs -text
+data/april_11_multimedia_data_collect/wip[[:space:]]component[[:space:]]layout[[:space:]]april[[:space:]]15_v2.png filter=lfs diff=lfs merge=lfs -text
+data/wip[[:space:]]component[[:space:]]layout[[:space:]]april[[:space:]]15_v3.1.png filter=lfs diff=lfs merge=lfs -text
+data/wip[[:space:]]component[[:space:]]layout[[:space:]]april[[:space:]]15_v3.2.png filter=lfs diff=lfs merge=lfs -text
+data/z_old/49ers[[:space:]]Fan[[:space:]]Chapters.kmz filter=lfs diff=lfs merge=lfs -text
+docs/Phase[[:space:]]1/debug[[:space:]]image[[:space:]]1.png filter=lfs diff=lfs merge=lfs -text
+docs/Phase[[:space:]]1/debug[[:space:]]image[[:space:]]2.png filter=lfs diff=lfs merge=lfs -text
+docs/Phase[[:space:]]1/debug[[:space:]]image[[:space:]]3.png filter=lfs diff=lfs merge=lfs -text
+docs/Phase[[:space:]]1/debug[[:space:]]image[[:space:]]4.png filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,65 @@
+# Environment variables
+.env
+**/.env
+
+# Python cache files
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# Virtual Environment
+venv/
+ENV/
+env/
+
+# IDE files
+.idea/
+.vscode/
+*.swp
+*.swo
+
+# OS specific files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Streamlit secrets
+.streamlit/secrets.toml
+
+# Database files
+*.db
+*.db-shm
+*.db-wal
+
+# Logs
+logs/
+*.log
+
+# Output files that may contain sensitive data
+**/niners_output/game_summary_embeddings.csv
+**/niners_output/schedule_with_result_embedding.csv
+**/niners_output/schedule_with_result_embedding.gsheet

.gradio/certificate.pem

@@ -0,0 +1,31 @@
+-----BEGIN CERTIFICATE-----
+MIIFazCCA1OgAwIBAgIRAIIQz7DSQONZRGPgu2OCiwAwDQYJKoZIhvcNAQELBQAw
+TzELMAkGA1UEBhMCVVMxKTAnBgNVBAoTIEludGVybmV0IFNlY3VyaXR5IFJlc2Vh
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+emyPxgcYxn/eR44/KJ4EBs+lVDR3veyJm+kXQ99b21/+jh5Xos1AnX5iItreGCc=
+-----END CERTIFICATE-----

README.md

@@ -1,12 +1,138 @@
 ---
-title: IFX Sandbox
-emoji: 🌍
-colorFrom: green
-colorTo: purple
+title: IFX-sandbox
+emoji: 🏈
+colorFrom: red
+colorTo: gray
 sdk: gradio
-sdk_version: 5.25.2
-app_file: app.py
+app_file: gradio_app.py
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# 49ers FanAI Hub - Gradio Version
+
+This is a Gradio-based chatbot application that provides information about the San Francisco 49ers, players, games, and fans. The application uses LangChain, Neo4j, and Zep for memory management.
+
+## Features
+
+- Chat interface for asking questions about the 49ers
+- Integration with Neo4j graph database for structured data queries
+- Vector search for finding game summaries
+- Memory management with Zep for conversation history
+- Game Recap component that displays visual information for game-related queries
+
+## Prerequisites
+
+- Python 3.9+
+- Neo4j database (local or Aura)
+- OpenAI API key
+- Zep API key
+
+## Installation
+
+1. Clone the repository
+2. Install the required packages:
+
+```bash
+pip install -r gradio_requirements.txt
+```
+
+3. Set up your environment variables:
+   - Copy `.env.example` to `.env` in the root directory
+   - Fill in your API keys and credentials
+
+Example `.env` file:
+```
+OPENAI_API_KEY=your_openai_api_key
+OPENAI_MODEL=gpt-4o
+AURA_CONNECTION_URI=your_neo4j_uri
+AURA_USERNAME=your_neo4j_username
+AURA_PASSWORD=your_neo4j_password
+ZEP_API_KEY=your_zep_api_key
+```
+
+> **IMPORTANT**: Never commit your actual API keys or credentials to the repository. The `.env` files are included in `.gitignore` to prevent accidental exposure of sensitive information.
+
+## Running the Application
+
+To run the Gradio application:
+
+```bash
+python gradio_app.py
+```
+
+This will start the Gradio server and open the application in your default web browser.
+
+## Project Structure
+
+- `gradio_app.py`: Main Gradio application
+- `gradio_agent.py`: Agent implementation using LangChain for Gradio
+- `gradio_graph.py`: Neo4j graph connection for Gradio
+- `gradio_llm.py`: Language model configuration for Gradio
+- `gradio_utils.py`: Utility functions for Gradio
+- `prompts.py`: System prompts for the agent
+- `tools/`: Specialized tools for the agent
+  - `cypher.py`: Tool for Cypher queries to Neo4j
+  - `vector.py`: Tool for vector search of game summaries
+  - `game_recap.py`: Tool for game recaps with visual component
+- `components/`: UI components
+  - `game_recap_component.py`: Game recap visual component
+- `data/`: Data files and scripts
+  - Various scripts and CSV files with 49ers data
+- `docs/`: Documentation
+  - `requirements.md`: Detailed product and technical requirements
+  - `game_recap_implementation_instructions.md`: Implementation details for the game recap feature
+
+## Game Recap Component
+
+The Game Recap feature provides visual information about games in addition to text-based summaries. When a user asks about a specific game, the application:
+
+1. Identifies the game being referenced
+2. Retrieves game data from the Neo4j database
+3. Displays a visual component with team logos, scores, and other game information
+4. Generates a text summary in the chat
+
+Note: As mentioned in `docs/game_recap_implementation_instructions.md`, this component is still a work in progress. Currently, it displays above the chat window rather than embedded within chat messages.
+
+## Security Considerations
+
+This repository includes:
+- `.gitignore` file to prevent committing sensitive information
+- `.env.example` files showing required environment variables without actual values
+- No hardcoded API keys or credentials in the code
+
+Before pushing to a public repository:
+1. Ensure all sensitive information is in `.env` files (which are ignored by git)
+2. Verify no API keys or credentials are hardcoded in any files
+3. Check that large data files or binary files are properly ignored if needed
+
+## Usage
+
+1. Start the application
+2. Ask questions about the 49ers, such as:
+   - "Who are the current players on the 49ers roster?"
+   - "Tell me about the 49ers game against the Chiefs"
+   - "Which fan communities have the most members?"
+   - "Show me the recap of the 49ers vs. Vikings game"
+
+The application will use the appropriate tools to answer your questions based on the data in the Neo4j database.
+
+## Deployment
+
+This application has been deployed to HuggingFace Spaces and is publicly available at: 
+[https://huggingface.co/spaces/aliss77777/ifx-sandbox](https://huggingface.co/spaces/aliss77777/ifx-sandbox)
+
+### Deployment Steps
+1. Used Gradio's built-in deployment feature: `gradio deploy --app-file gradio_app.py --title "49ers FanAI Hub"`
+2. Uploaded environment variables securely as Secrets in the HuggingFace Space
+3. Verified all API connections and data access on the deployed version
+
+The deployment process automatically handles:
+- Code upload to HuggingFace Spaces
+- Installing dependencies from requirements.txt
+- Building and serving the Gradio application
+
+### Final Checks
+- Verified UI rendering and responsiveness
+- Confirmed data accuracy and Neo4j connection
+- Tested all features: chat, graph queries, and game recap functionality
+- Documented any deployment-specific issues or limitations

components/.gradio/certificate.pem

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+-----BEGIN CERTIFICATE-----
+MIIFazCCA1OgAwIBAgIRAIIQz7DSQONZRGPgu2OCiwAwDQYJKoZIhvcNAQELBQAw
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+-----END CERTIFICATE-----

components/game_recap_component.py

@@ -0,0 +1,292 @@
+import gradio as gr
+import pandas as pd
+import os
+import html
+
+def create_game_recap_component(game_data=None):
+    """
+    Creates a Gradio component to display game information with a simple table layout.
+    Args:
+        game_data (dict, optional): Game data to display. If None, returns an empty component.
+    Returns:
+        gr.HTML: A Gradio component displaying the game recap.
+    """
+    try:
+        # If no game data provided, return an empty component
+        if game_data is None or not isinstance(game_data, dict):
+            return gr.HTML("")
+        
+        # Extract game details
+        match_number = game_data.get('match_number', game_data.get('Match Number', 'N/A'))
+        date = game_data.get('date', 'N/A')
+        location = game_data.get('location', 'N/A')
+        
+        # Handle different column naming conventions between sources
+        home_team = game_data.get('home_team', game_data.get('Home Team', game_data.get('HomeTeam', 'N/A')))
+        away_team = game_data.get('away_team', game_data.get('Away Team', game_data.get('AwayTeam', 'N/A')))
+        
+        # Get team logo URLs
+        home_logo = game_data.get('home_team_logo_url', '')
+        away_logo = game_data.get('away_team_logo_url', '')
+        
+        # Get result and determine scores
+        result = game_data.get('result', 'N/A')
+        home_score = game_data.get('home_score', 'N/A')
+        away_score = game_data.get('away_score', 'N/A')
+        
+        # If we don't have separate scores but have result, try to parse it
+        if (home_score == 'N/A' or away_score == 'N/A') and result != 'N/A':
+            scores = result.split('-')
+            if len(scores) == 2:
+                home_score = scores[0].strip()
+                away_score = scores[1].strip()
+        
+        # Determine winner for highlighting
+        winner = game_data.get('winner')
+        if not winner and result != 'N/A':
+            try:
+                home_score_int = int(home_score)
+                away_score_int = int(away_score)
+                winner = 'home' if home_score_int > away_score_int else 'away'
+            except ValueError:
+                winner = None
+        
+        # Get highlight video URL
+        highlight_video_url = game_data.get('highlight_video_url', '')
+        
+        # Create a simple HTML table layout
+        html_content = f"""
+        <style>
+            .game-recap-table {{
+                width: 100%;
+                border-collapse: collapse;
+                border: 1px solid #ddd;
+                border-radius: 8px;
+                overflow: hidden;
+                margin: 20px 0;
+                box-shadow: 0 2px 5px rgba(0,0,0,0.1); /* Reverted: Uncommented for Bug 2 re-evaluation */
+            }}
+            
+            .team-cell {{
+                padding: 15px;
+                text-align: left;
+                vertical-align: middle;
+                border-bottom: 1px solid #eee;
+            }}
+            
+            .team-logo {{
+                width: 40px;
+                height: 40px;
+                object-fit: contain;
+                margin-right: 10px;
+                border-radius: 50%;
+                vertical-align: middle;
+            }}
+            
+            .team-name {{
+                display: inline-block;
+                vertical-align: middle;
+            }}
+            
+            .team-name-main {{
+                font-weight: bold;
+                font-size: 18px;
+                display: block;
+            }}
+            
+            .team-name-sub {{
+                font-size: 14px;
+                color: #666;
+                display: block;
+            }}
+            
+            .score-cell {{
+                padding: 15px;
+                text-align: right;
+                font-size: 32px;
+                font-weight: bold;
+                vertical-align: middle;
+                width: 80px;
+            }}
+            
+            .winner-indicator {{
+                color: #ff6b00;
+                margin-left: 5px;
+            }}
+            
+            .video-cell {{
+                background: #ffffff; /* Reverted back to solid white */
+                color: #333;         /* changed from white to a darker color for visibility */
+                padding: 20px;
+                text-align: center;
+                vertical-align: middle;
+            }}
+            
+            .vs-container {{
+                margin-bottom: 15px;
+            }}
+            
+            .vs-logo {{
+                width: 30px;
+                height: 30px;
+                object-fit: contain;
+                margin: 0 5px;
+                border-radius: 50%;
+                background-color: rgba(255,255,255,0.2);
+                vertical-align: middle;
+            }}
+            
+            .vs-text {{
+                font-weight: bold;
+                margin: 0 5px;
+            }}
+            
+            .recap-text {{
+                font-size: 24px;
+                font-weight: bold;
+                margin: 10px 0;
+                color: #AA0000 !important; /* 49ers primary red from your design system */
+            }}
+            
+            .video-link {{
+                display: inline-block;
+                padding: 8px 15px;
+                background-color: #AA0000;
+                color: white;
+                text-decoration: none;
+                border-radius: 4px;
+                margin-top: 10px;
+            }}
+            
+            .video-link:hover {{
+                background-color: #B3995D;
+            }}
+        </style>
+        
+        <table class="game-recap-table">
+            <tr>
+                <td class="team-cell">
+                    <img src="{html.escape(away_logo)}" alt="{html.escape(away_team)} logo" class="team-logo">
+                    <div class="team-name">
+                        <span class="team-name-main">{html.escape(away_team.split(' ')[0] if ' ' in away_team else away_team)}</span>
+                        <span class="team-name-sub">{html.escape(away_team.split(' ', 1)[1] if ' ' in away_team else '')}</span>
+                    </div>
+                </td>
+                <td class="score-cell">
+                    {away_score}{' <span class="winner-indicator">▶</span>' if winner == 'away' else ''}
+                </td>
+                <td class="video-cell" rowspan="2">
+                    <div class="vs-container">
+                        <img src="{html.escape(away_logo)}" alt="{html.escape(away_team)} logo" class="vs-logo">
+                        <span class="vs-text">VS</span>
+                        <img src="{html.escape(home_logo)}" alt="{html.escape(home_team)} logo" class="vs-logo">
+                    </div>
+                    <div class="recap-text">Recap</div>
+                    {f'<a href="{html.escape(highlight_video_url)}" target="_blank" class="video-link">Watch Highlights</a>' if highlight_video_url else ''}
+                </td>
+            </tr>
+            <tr>
+                <td class="team-cell">
+                    <img src="{html.escape(home_logo)}" alt="{html.escape(home_team)} logo" class="team-logo">
+                    <div class="team-name">
+                        <span class="team-name-main">{html.escape(home_team.split(' ')[0] if ' ' in home_team else home_team)}</span>
+                        <span class="team-name-sub">{html.escape(home_team.split(' ', 1)[1] if ' ' in home_team else '')}</span>
+                    </div>
+                </td>
+                <td class="score-cell">
+                    {home_score}{' <span class="winner-indicator">▶</span>' if winner == 'home' else ''}
+                </td>
+            </tr>
+        </table>
+        """
+        
+        return gr.HTML(html_content)
+
+    except Exception as e:
+        print(f"Error creating game recap component: {str(e)}")
+        # Return a simple error message component
+        return gr.HTML("<div style='padding: 1rem; color: red;'>⚠️ Error loading game recap. Please try again later.</div>")
+
+# Function to process a game recap response from the agent
+def process_game_recap_response(response):
+    """
+    Process a response from the agent that may contain game recap data.
+    
+    Args:
+        response (dict): The response from the agent
+        
+    Returns:
+        tuple: (text_output, game_data)
+            - text_output (str): The text output to display
+            - game_data (dict or None): Game data for the visual component or None
+    """
+    try:
+        # Check if the response has game_data directly
+        if isinstance(response, dict) and "game_data" in response:
+            return response.get("output", ""), response.get("game_data")
+        
+        # Check if game data is in intermediate steps (where LangChain often puts tool outputs)
+        if isinstance(response, dict) and "intermediate_steps" in response:
+            steps = response.get("intermediate_steps", [])
+            for step in steps:
+                # Check the observation part of the step, which contains the tool output
+                if isinstance(step, list) and len(step) >= 2:
+                    observation = step[1]  # Second element is typically the observation
+                    if isinstance(observation, dict) and "game_data" in observation:
+                        return observation.get("output", response.get("output", "")), observation.get("game_data")
+                
+                # Alternative format where step might be a dict with observation key
+                if isinstance(step, dict) and "observation" in step:
+                    observation = step["observation"]
+                    if isinstance(observation, dict) and "game_data" in observation:
+                        return observation.get("output", response.get("output", "")), observation.get("game_data")
+        
+        # If it's just a text response
+        if isinstance(response, str):
+            return response, None
+        
+        # Default case for other response types
+        if isinstance(response, dict):
+            return response.get("output", ""), None
+        
+        return str(response), None
+        
+    except Exception as e:
+        print(f"Error processing game recap response: {str(e)}")
+        import traceback
+        traceback.print_exc()  # Add stack trace for debugging
+        return "I encountered an error processing the game data. Please try again.", None
+
+# Test function for running the component directly
+if __name__ == "__main__":
+    # Create sample game data for testing
+    test_game_data = {
+        'game_id': 'test-game-123',
+        'date': '10/09/2024',
+        'location': "Levi's Stadium",
+        'home_team': 'San Francisco 49ers',
+        'away_team': 'New York Jets',
+        'home_score': '32',
+        'away_score': '19',
+        'result': '32-19',
+        'winner': 'home',
+        'home_team_logo_url': 'https://a.espncdn.com/i/teamlogos/nfl/500/sf.png',
+        'away_team_logo_url': 'https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png',
+        'highlight_video_url': 'https://www.youtube.com/watch?v=igOb4mfV7To'
+    }
+    
+    # Create a test Gradio interface
+    with gr.Blocks() as demo:
+        gr.Markdown("# Game Recap Component Test")
+        
+        with gr.Row():
+            game_recap = create_game_recap_component(test_game_data)
+            
+        with gr.Row():
+            clear_btn = gr.Button("Clear Component")
+            show_btn = gr.Button("Show Component")
+        
+        clear_btn.click(lambda: None, None, game_recap)
+        show_btn.click(lambda: test_game_data, None, game_recap)
+    
+    demo.launch(share=True)

components/player_card_component.py

@@ -0,0 +1,158 @@
+import gradio as gr
+import html
+
+def create_player_card_component(player_data=None):
+    """
+    Creates a Gradio HTML component to display player information based on test.ipynb structure.
+
+    Args:
+        player_data (dict, optional): Dictionary containing player data.
+                                      Expected keys: 'Name', 'Position', 'Jersey_number', 
+                                      'headshot_url', 'College', 'Height', 'Weight',
+                                      'Years_in_nfl', 'instagram_url'. Defaults to None.
+
+    Returns:
+        gr.HTML: A Gradio HTML component displaying the player card, or empty if no data.
+    """
+    print("--- Entered create_player_card_component ---") # DEBUG LOG
+    if not player_data or not isinstance(player_data, dict):
+        print("Component received no player data, returning empty.") # DEBUG LOG
+        return gr.HTML("")
+
+    print(f"Component received player_data: {player_data}") # DEBUG LOG
+
+    try:
+        # Extract data with defaults, using html.escape
+        name = html.escape(player_data.get('Name', 'N/A'))
+        position = html.escape(player_data.get('Position', ''))
+        number = html.escape(str(player_data.get('Jersey_number', '')))
+        headshot_url = html.escape(player_data.get('headshot_url', ''))
+        college = html.escape(player_data.get('College', 'N/A'))
+        height = html.escape(player_data.get('Height', 'N/A'))
+        weight = html.escape(player_data.get('Weight', 'N/A'))
+        exp = html.escape(str(player_data.get('Years_in_nfl', 'N/A')))
+        instagram_url = html.escape(player_data.get('instagram_url', ''))
+
+        # CSS from test.ipynb, adapted slightly for theme integration
+        css = """
+        <style>
+            .player-card-container {
+                /* Add a container to allow for centering or specific placement */
+                padding: 10px 0;
+            }
+            .player-card {
+                background-color: #222222; /* Dark background */
+                border: 1px solid #333333;
+                margin: 0.5rem auto; /* Center card */
+                padding: 1rem;
+                border-radius: 8px;
+                width: 320px; /* Slightly wider */
+                box-sizing: border-box;
+                font-family: 'Arial', sans-serif;
+                color: #E6E6E6; /* Light text */
+                overflow: hidden; /* Clear float */
+                 box-shadow: 0 2px 5px rgba(0,0,0,0.2);
+            }
+            .player-photo {
+                width: 80px;
+                height: 80px;
+                background-color: #444; /* Darker placeholder */
+                float: left;
+                margin-right: 1rem;
+                border-radius: 50%; /* Make it round */
+                object-fit: cover; /* Cover ensures image fills circle */
+                border: 2px solid #B3995D; /* Gold accent */
+            }
+            .card-content {
+                float: left;
+                width: calc(100% - 100px); /* Adjust width considering photo and margin */
+            }
+            .card-content h4 {
+                margin: 0 0 0.5rem 0;
+                font-size: 1.2em;
+                color: #FFFFFF; /* White name */
+                font-weight: bold;
+            }
+            .card-content ul {
+                margin: 0.25rem 0;
+                padding-left: 1.2rem;
+                list-style: none; /* Remove default bullets */
+                font-size: 0.9em;
+                color: #B0B0B0;
+            }
+             .card-content ul li {
+                margin-bottom: 4px; /* Space between list items */
+             }
+            .player-social-link {
+                margin-top: 10px;
+                clear: both; /* Ensure it appears below floated elements if needed */
+            }
+            .player-social-link a {
+                display: inline-block;
+                text-decoration: none;
+                color: #FFFFFF;
+                background-color: #AA0000; /* 49ers Red */
+                padding: 5px 10px;
+                border-radius: 4px;
+                font-size: 0.8em;
+                transition: background-color 0.2s ease;
+            }
+            .player-social-link a:hover {
+                background-color: #B3995D; /* Gold accent on hover */
+            }
+        </style>
+        """
+
+        # HTML structure based on test.ipynb
+        # Using an outer container for better layout control in Gradio
+        html_content = f"""
+        {css}
+        <div class="player-card-container">
+            <div class="player-card">
+                <img src="{headshot_url}" class="player-photo" alt="{name} Headshot" onerror="this.style.display='none'" />
+                <div class="card-content">
+                    <h4>{name} {f'- #{number}' if number else ''} {f'({position})' if position else ''}</h4>
+                    <ul>
+                        <li>Ht: {height} | Wt: {weight} lbs</li>
+                        <li>College: {college}</li>
+                        <li>Experience: {exp} Years</li>
+                    </ul>
+        """
+        # Add Instagram link conditionally
+        if instagram_url:
+             html_content += f"""
+                    <div class="player-social-link">
+                        <a href="{instagram_url}" target="_blank">Instagram Profile</a>
+                    </div>
+            """
+
+        html_content += """
+                </div>
+            </div>
+        </div>
+        """
+        
+        print(f"Component generated HTML (first 100 chars): {html_content[:100]}...") # DEBUG LOG
+        return gr.HTML(html_content)
+
+    except Exception as e:
+        print(f"Error creating player card component: {str(e)}")
+        # Return a simple error message component
+        return gr.HTML("<div style='padding: 1rem; color: red;'>⚠️ Error loading player card.</div>")
+
+# Example Usage (for testing component independently if needed)
+# if __name__ == '__main__':
+#     example_data = {
+#         'Name': 'Brock Purdy',
+#         'headshot_url': 'https://a.espncdn.com/i/headshots/nfl/players/full/4433216.png', # Example URL
+#         'instagram_url': 'https://www.instagram.com/brock.purdy13/',
+#         'Position': 'QB',
+#         'Number': '13'
+#     }
+#     component = create_player_card_component(example_data)
+# 
+#     with gr.Blocks() as demo:
+#         gr.Markdown("## Player Card Example")
+#         demo.add(component)
+# 
+#     demo.launch() 

components/team_story_component.py

@@ -0,0 +1,63 @@
+"""
+Gradio component for displaying Team Story/News search results.
+"""
+
+import gradio as gr
+
+def create_team_story_component(team_story_data):
+    """
+    Creates a Gradio HTML component to display formatted team news articles.
+
+    Args:
+        team_story_data (list): A list of dictionaries, where each dictionary 
+                                  represents an article and contains keys like 
+                                  'summary', 'link_to_article', and 'topic'.
+
+    Returns:
+        gr.HTML: A Gradio HTML component containing the formatted news stories.
+                 Returns None if the input data is empty or invalid.
+    """
+    if not team_story_data or not isinstance(team_story_data, list):
+        return None # Return None if no data or invalid data
+
+    html_content = """<div style='padding: 15px; border: 1px solid #e0e0e0; border-radius: 5px; margin-top: 10px;'>
+                         <h3 style='margin-top: 0; margin-bottom: 10px;'>Recent Team News</h3>"""
+
+    for story in team_story_data:
+        if isinstance(story, dict):
+            summary = story.get('summary', 'No summary available.')
+            link = story.get('link_to_article', '#')
+            topic = story.get('topic', 'General')
+
+            # Sanitize link to prevent basic injection issues
+            safe_link = link if link.startswith(('http://', 'https://', '#')) else '#'
+            
+            # Escape basic HTML characters in text fields
+            def escape_html(text):
+                return text.replace("&", "&amp;").replace("<", "&lt;").replace(">", "&gt;")
+
+            safe_summary = escape_html(summary)
+            safe_topic = escape_html(topic)
+
+            html_content += f"""<div style='margin-bottom: 15px; padding-bottom: 10px; border-bottom: 1px solid #eee;'>
+                                    <p style='font-size: 0.9em; color: #555; margin-bottom: 5px;'><strong>Topic:</strong> {safe_topic}</p>
+                                    <p style='margin-bottom: 8px;'>{safe_summary}</p>
+                                    <a href='{safe_link}' target='_blank' style='font-size: 0.9em;'>Read Full Article</a>
+                               </div>"""
+        else:
+            print(f"Warning: Skipping invalid item in team_story_data: {story}")
+
+    # Remove the last border-bottom if content was added
+    if len(team_story_data) > 0:
+         last_border_pos = html_content.rfind("border-bottom: 1px solid #eee;")
+         if last_border_pos != -1:
+              html_content = html_content[:last_border_pos] + html_content[last_border_pos:].replace("border-bottom: 1px solid #eee;", "")
+
+    html_content += "</div>"
+
+    # Return None if only the initial header was created (e.g., all items were invalid)
+    if html_content.strip() == """<div style='padding: 15px; border: 1px solid #e0e0e0; border-radius: 5px; margin-top: 10px;'>
+                         <h3 style='margin-top: 0; margin-bottom: 10px;'>Recent Team News</h3></div>""".strip():
+        return None
+
+    return gr.HTML(html_content) 

data/.env.example

@@ -0,0 +1,11 @@
+# OpenAI API credentials
+OPENAI_API_KEY="your_openai_api_key_here"
+OPENAI_MODEL="gpt-4o"
+
+# Neo4j Aura database credentials
+AURA_CONNECTION_URI="your_neo4j_uri_here"
+AURA_USERNAME="your_neo4j_username_here"
+AURA_PASSWORD="your_neo4j_password_here"
+
+# Optional: Zep memory service (if using)
+ZEP_API_KEY="your_zep_api_key_here"

data/49ers roster - Sheet1.csv

@@ -0,0 +1,74 @@
+Player,#,Pos,HT,WT,Age,Exp,College,status
+Israel Abanikanda,20,RB,5-10,216,22,2,Pittsburgh,Active
+Brandon Allen,17,QB,6-2,209,32,8,Arkansas,Active
+Evan Anderson,69,DL,6-3,326,23,R,Florida Atlantic,Active
+Tre Avery,36,CB,5-11,181,28,3,Rutgers,Active
+Robert Beal Jr.,51,DL,6-4,250,25,2,Georgia,Active
+Tatum Bethune,48,LB,6-0,299,24,R,Florida State,Active
+Nick Bosa,97,DL,6-4,266,27,6,Ohio State,Active
+Jake Brendel,64,OL,6-4,299,32,7,UCLA,Active
+Ji'Ayir Brown,27,S,5-11,202,25,2,Penn State,Active
+Chris Conley,18,WR,6-3,205,32,10,Georgia,Active
+Jacob Cowing,19,WR,5-9,171,24,R,Arizona,Active
+Kalia Davis,93,DL,6-2,310,26,3,Central Florida,Active
+Khalil Davis,50,DL,6-2,315,28,4,Nebraska,Active
+Joshua Dobbs,5,QB,6-3,220,30,8,Tennessee,Active
+Jordan Elliott,92,DL,6-4,303,27,5,Missouri,Active
+Luke Farrell,89,TE,6-5,250,27,4,Ohio State,Active
+Tashaun Gipson Sr.,43,S,6-1,212,34,13,Wyoming,Active
+Jalen Graham,41,LB,6-3,220,25,2,Purdue,Active
+Richie Grant,27,S,6-0,200,27,4,UCF,Active
+Renardo Green,0,CB,6-0,186,24,R,Florida State,Active
+Yetur Gross-Matos,94,DL,6-5,265,27,5,Penn State,Active
+Isaac Guerendo,31,RB,6-0,221,24,R,Louisville,Active
+Charlie Heck,75,OL,6-8,311,28,5,North Carolina,Active
+Matt Hennessy,61,OL,6-3,315,27,4,Temple,Active
+Jauan Jennings,15,WR,6-3,212,27,4,Tennessee,Active
+Mac Jones,10,QB,6-3,200,26,4,Alabama,Active
+George Kittle,85,TE,6-4,250,31,8,Iowa,Active
+Deommodore Lenoir,2,DB,5-10,200,25,4,Oregon,Active
+Nick McCloud,35,CB,6-1,193,26,4,Notre Dame,Active
+Colton McKivitz,68,OL,6-6,301,28,5,West Virginia,Active
+Jake Moody,4,K,6-1,210,25,2,Michigan,Active
+Malik Mustapha,6,S,5-10,206,22,R,Wake Forest,Active
+Pat O'Donnell,40,P,6-4,220,34,10,Miami,Active
+Sam Okuayinonu,91,DL,6-1,269,26,2,Maryland,Active
+Ricky Pearsall,14,WR,6-3,192,24,R,Florida,Active
+Jason Pinnock,41,CB,6-0,205,25,4,Pittsburgh,Active
+Austen Pleasants,62,OT,6-7,328,27,1,Ohio,Active
+Dominick Puni,77,OL,6-5,313,25,R,Kansas,Active
+Brock Purdy,13,QB,6-1,220,25,3,Iowa State,Active
+Demarcus Robinson,14,WR,6-1,203,30,9,Florida,Active
+Eric Saubert,82,TE,6-5,248,30,7,Drake,Active
+Patrick Taylor Jr.,32,RB,6-2,217,26,4,Memphis,Active
+Tre Tomlinson,,CB,5-9,177,25,2,TCU,Active
+Jake Tonges,88,TE,6-4,240,25,2,California,Active
+Fred Warner,54,LB,6-3,230,28,7,Brigham Young,Active
+Jon Weeks,46,LS,5-10,245,39,15,Baylor,Active
+Brayden Willis,9,TE,6-4,240,25,2,Oklahoma,Active
+Dee Winters,53,LB,5-11,227,24,2,TCU,Active
+Rock Ya-Sin,33,CB,5-11,195,28,6,Temple,Active
+Isaac Yiadom,22,CB,6-1,232,29,7,Boston College,Active
+Nick Zakelj,63,OL,6-6,316,25,3,Fordham,Active
+Player,#,Pos,HT,WT,Age,Exp,College,Reserve/Future
+Isaac Alarcon,67,OL,6-7,320,26,1,Tecnológico de Monterrey,Reserve/Future
+Russell Gage,84,WR,6-0,184,29,7,LSU,Reserve/Future
+Isaiah Hodgins,87,WR,6-3,200,26,4,Oregon State,Reserve/Future
+Quindell Johnson,,S,6-2,208,25,2,Memphis,Reserve/Future
+Jalen McKenzie,76,OT,6-5,315,25,1,USC,Reserve/Future
+Brandon Aiyuk,11,WR,6-0,200,27,5,Arizona State,Reserve/Injured
+Aaron Banks,65,OL,6-5,325,27,4,Notre Dame,Reserve/Injured
+Ben Bartch,78,OL,6-6,315,26,5,St. John's (MN),Reserve/Injured
+Tre Brown,22,CB,5-10,185,27,4,Oklahoma,Reserve/Injured
+Spencer Burford,74,OL,6-4,300,24,3,Texas-San Antonio,Reserve/Injured
+Luke Gifford,57,LB,6-3,243,29,6,Nebraska,Reserve/Injured
+Kevin Givens,90,DL,6-1,285,28,5,Penn State,Reserve/Injured
+Darrell Luter Jr.,28,CB,6-0,190,24,2,South Alabama,Reserve/Injured
+Jordan Mason,24,RB,5-11,223,25,3,Georgia Tech,Reserve/Injured
+Christian McCaffrey,23,RB,5-11,210,28,8,Stanford,Reserve/Injured
+Elijah Mitchell,25,RB,5-10,200,26,4,Louisiana,Reserve/Injured
+Jaylon Moore,76,OL,6-4,311,27,4,Western Michigan,Reserve/Injured
+George Odum,30,S,6-1,202,31,7,Central Arkansas,Reserve/Injured
+Curtis Robinson,36,LB,6-3,235,26,3,Stanford,Reserve/Injured
+Trent Williams,71,T,6-5,320,36,15,Oklahoma,Reserve/Injured
+Mitch Wishnowsky,3,P,6-2,220,33,6,Utah,Reserve/Injured

data/49ers_fan_communities_clean_GOOD.csv

@@ -0,0 +1,384 @@
+Name,Phone Number,Website,Meeting Location Address (Address),Meeting Location Address (Address2),Meeting Location Address (City),Meeting Location Address (State),Meeting Location Address (Zip),Meeting Location Address (Country),Fan Chapter Name,President First Name,President Last Name,Email Address,City,State,Country,Venue,Venue Location,Total Fans,Facebook,Instagram,X (Twitter),TikTok,WhatsApp,YouTube
+,52 4492612712,,,,,,,,49ers Aguascalientes,Cesar,Romo,[email protected],Aguascalientes,,Mexico,Vikingo Bar,"Av de la Convención de 1914 Sur 312-A, Las Américas, 20230 Aguascalientes, Ags., Mexico",174.0,https://www.facebook.com/share/1Wa7TPzBMX/,,,,,
+,52 (46) 1219 7801,,,,,,,,Bajio Faithful,Hector,Camarena,[email protected],"Celaya, GTO",,Mexico,California Prime Rib Restaurant,"Av. Constituyentes 1000 A, 3 Guerras, 38080 Celaya, Gto., Mexico",20.0,,,,,,
+,52 (96) 1654-1513,,,,,,,,Niner Empire Chiapas,Aroshi,Narvaez,[email protected],Chiapas,,Mexico,Alitas Tuxtla,"Blvd. Belisario Dominguez 1861 Loc K1 Tuxtl Fracc, Bugambilias, 29060 Tuxtla Gutiérrez, Chis., Mexico",250.0,Niner Empire Chiapas,https://www.instagram.com/49erschiapas/?hl=en,Niner Empire Chiapas,,,
+,52 (61) 4404-1411,,,,,,,,49ers Faithful Chihuahua Oficial,Jorge,Otamendi,[email protected],Chihuahua,,Mexico,El Coliseo Karaoke Sports Bar,"C. Jose Maria Morelos 111, Zona Centro, 31000 Chihuahua, Chih., Mexico",300.0,https://www.facebook.com/share/g/14tnsAwWFc/,https://www.instagram.com/49ersfaithfulchihuahua?igsh=bHE5ZWd6eTUxOWl3,,https://www.tiktok.com/@49ers.faithful.ch?_t=8rv1vcLFfBI&_r=1,,
+,52 (61) 41901197,,,,,,,,Gold Rush Chihuahua Spartans,Juan,García,[email protected],Chihuahua,,Mexico,34 Billiards & Drinks,"Av. Tecnológico 4903, Las Granjas 31100",976.0,https://www.facebook.com/groups/170430893136916/,,,,,
+,52 (55) 6477-1279,,,,,,,,Club 49ers Mexico,German,Rodriguez,[email protected],"Ciudad de Mexico, Mexico",,Mexico,Bar 49,16 Septiembre #27 Colonia Centro Historico Ciudad de Mexico,800.0,,club49ersmexico,club49ersmexico,Club49ersmexicooficial,,
+,52 (55) 6904-5174,,,,,,,,Club 49ers Durango Oficial,Victor,Arballo,[email protected],Durango,,Mexico,Restaurante Buffalucas Constitución,"C. Constitución 107B, Zona Centro, 34000 Durango, Dgo., Mexico",170.0,https://www.facebook.com/share/1TaDBVZmx2/?mibextid=LQQJ4d,https://www.instagram.com/49ers_dgo?igsh=ams1dHdibXZmN28w,,,,
+,52 (55) 707169,,,,,,,,Niner Empire Edo Mex,Alberto,Velasco,[email protected],Estado de Mexico,,Mexico,Beer Garden Satélite,"Cto. Circunvalación Ote. 10-L-4, Cd. Satélite, 53100 Naucalpan de Juárez, Méx., Mexico",250.0,,https://www.instagram.com/ninerempireedomex/,https://x.com/ninerempedomex,,,
+,52 (33) 2225-4392,,,,,,,,Club 49ers Jalisco,Marcela,Medina,[email protected],"Guadalajara, Jalisco",,Mexico,Restaurante Modo Avión Zapopan,"Calzada Nte 14, Granja, 45010 Zapopan, Jal., Mexico",40.0,,club49ersjalisco,Club 49ers Jalisco,,,
+,52 (33) 1046 3607,,,,,,,,Niner Empire Jalisco,Alonso,Partida,[email protected],"Guadalajara, Jalisco",,Mexico,SkyGames Sports Bar,"Av. Vallarta 874 entre Camarena y, C. Escorza, Centro, 44100 Guadalajara, Jal., Mexico",200.0,,niner_empire_jalisco,NinerEmpireJal,ninerempirejal,,
+,52 (65) 6228-3719,,,,,,,,Niner Empire Juarez Oficial,Hugo,Montero,[email protected],Juarez,,Mexico,Sport Bar Silver Fox,"Av. Paseo Triunfo de la República 430, Las Fuentes, 32530 Juárez, Chih., Mexico",300.0,,,,,,
+,52 (99) 9172-2810,,,,,,,,49ers Merida Oficial,Liliana,Vargas,[email protected],Merida,,Mexico,Taproom Mastache,"Av. Cámara de Comercio 263, San Ramón Nte, 97117 Mérida, Yuc., Mexico",290.0,,,,,,
+,52 (686) 243 7235,,,,,,,,Niner Empire Mexicali,Gabriel,Carbajal,[email protected],Mexicali,,Mexico,La Gambeta Terraza Sports Bar,"Calz. Cuauhtémoc 328, Aviación, 21230 Mexicali, B.C., Mexico",45.0,,,,,,
+,52 (81) 1500-4400,,,,,,,,49ers Monterrey Oficial,Luis,González,[email protected],Monterrey,,Mexico,Buffalo Wild Wings Insurgentes,"Av Insurgentes 3961, Sin Nombre de Col 31, 64620 Monterrey, N.L., Mexico",1200.0,,,,,,
+,52 (22) 21914254,,,,,,,,Club 49ers Puebla,Elias,Mendez,[email protected],Puebla,,Mexico,Bar John Barrigón,"Av. Juárez 2925, La Paz, 72160 Heroica Puebla de Zaragoza, Pue., Mexico",,,,,,,
+,52 (84) 4130-0064,,,,,,,,Niners Empire Saltillo,Carlos,Carrizales,[email protected],Saltillo,,Mexico,Cervecería La Huérfana,"Blvd. Venustiano Carranza 7046-Int 9, Los Rodríguez, 25200 Saltillo, Coah., Mexico",,,,,,,
+,52 (44) 4257-3609,,,,,,,,San Luis Potosi Oficial,Jose,Robledo,[email protected],San Luis Potosi,,Mexico,Bar VIC,"Av Nereo Rodríguez Barragán 1399, Fuentes del Bosque, 78220 San Luis Potosí, S.L.P., Mexico",,,,,,,
+,52 (66) 4220-6991,,,,,,,,49ers Tijuana Fans Oficial,Anthony,Daniel,[email protected],Tijuana,,Mexico,Titan Sports Bar,"J. Gorostiza 1209, Zona Urbana Rio Tijuana, 22320 Tijuana, B.C., Mexico",460.0,https://www.facebook.com/groups/49erstijuanafans/?ref=share&mibextid=NSMWBT,https://www.instagram.com/49erstijuanafansoficial/?igshid=OGQ5ZDc2ODk2ZA%3D%3D&fbclid=IwZXh0bgNhZW0CMTEAAR0SXTcgDss1aAUjjzK6Ge0Uhx9JkNszzeQgTRq94F_5Zzat-arK9kXEqWk_aem_sKUysPZe1NpmFRPlJppOYw&sfnsn=scwspwa,-,-,-,-
+,52 (72) 2498-5443,,,,,,,,49ers Club Toluca Oficial,Fernando,Salazar,[email protected],Toluca,,Mexico,Revel Wings Carranza,"Calle Gral. Venustiano Carranza 20 Pte. 905, Residencial Colón y Col Ciprés, 50120 Toluca de Lerdo, Méx., Mexico",,,,,,,
+,52 (228) 159-8578,,,,,,,,Cluib de Fans 49ers Veracruz,Luis,Mata,[email protected],Veracruz,,Mexico,Wings Army del Urban Center,"C. Lázaro Cárdenas 102, Rafael Lucio, 91110 Xalapa-Enríquez, Ver., Mexico",,,,,,,
+,6646124565,,,,,,,,49ersFanZone.net,Clemens,Kaposi,[email protected],Bad Vigaun,,Austria,,Neuwirtsweg 315,183.0,,,,,,
+,33 (0)6 365 269 84,,,,,,,,The Niner Empire France,Gilles,Schlienger,[email protected],Nousseviller Saint Nabor,,France,4 voie romaine,4 voie romaine,250.0,https://www.facebook.com/groups/295995597696338,,,,,
+,1704753958,,,,,,,,Niner Empire Germany-Bavaria Chapter,Mike,Beckmann,[email protected],Ismaning,,Germany,49er's Sports & Partybar,Muenchener Strasse 79,35.0,,,,,,
+,1735106462,,,,,,,,4T9 Mob Germany Family,Chris,Grawert,[email protected],Hamburg,,Germany,Jolly Roger,Budapester Str. 44,6.0,https://www.facebook.com/4T9MOBGermany,,,,,
+,49 15758229310,,,,,,,,49 Niner Empire,Andra,Theunert,[email protected],Cologne State: NRW,,Germany,Joe Camps Sports Bar,Joe Champs,104.0,,,,,,
+,1795908826,,,,,,,,The Niner Empire Germany Berlin Chapter,Jermaine,Benthin,[email protected],Berlin,,Germany,Sportsbar Tor133,Torstrasse 133,17.0,,,,,,
+,1607512643,,,,,,,,,Heltewig,Thorsten,[email protected],Bornhöved,,Germany,Comeback,Mühlenstraße 11,20.0,,,,,,
+,1738803983,,,,,,,,49ers Fans Bavaria,Thomas,Igerl,[email protected],Ampfing,,Germany,Holzheim 1a/Ampfing,Holzheim 1a,30.0,https://www.facebook.com/49ersfansbavaria,,,,,
+,1234567899,http://germany.theninerempire.com/,,,,,,,The Niner Empire Germany - North Rhine-Westphalia Chapter,Timo,Allhoff,[email protected],Duesseldorf,,Germany,Knoten,Kurze Strasse 1A,62.0,,,,,,
+,1708859408,,,,,,,,Niner Empire Germany-NRW Chapter,Hermann,van,[email protected],Cologne,,Germany,Joe Champs Sportsbar Cologne,Hohenzollernring 1 -3,27.0,,,,,,
+,3.53E+11,,,,,,,,The Irish Faithful,Colly,Mc,[email protected],Dublin 13,,Ireland,Busker On The Ball,13 - 17 Fleet Street,59.0,,,https://twitter.com/49ersIre,,,
+,0039 3282181898,,,,,,,,49ers Italian Fan Club,Enzo,Marrocchino,[email protected] + [email protected],Fiorano Modenese,,Italy,The Beer Corner,"Via Roma, 2/A",50.0,https://www.facebook.com/groups/49ersItalianFanClub,,,,,
+,649058694,https://laminapodcast.wixsite.com/lamina,,,,,,,Mineros Spanish Faithful,Luis,Miguel,[email protected] + [email protected],Madrid,,Spain,Penalti Lounge Bar,Avenida Reina 15,15.0,,,,,,
+,6507841235,http://www.sportssf.com.br,,,,,,,Equipe Sports SF,Alessandro,Marques,[email protected],Sao Paulo,,Brazil,"Website, Podcast, Facebook Page, Twitter","Rua Hitoshi Ishibashi, 11 B",14.0,,,,,,
+,1197444761,http://www.49ersbrasil.com.br,,,,,,,49ers Brasil,Fabio,Moraes,[email protected],"Campo Limpo, Sao Paulo",,Brazil,Bars and Restaurants in São Paulo - SP,,870.0,,,,,,
+,5511992650,,,,,,,,San Francisco 49ers Brasil,Otavio,Alban,[email protected],"Sao Bernardo do Campo, Sao Paulo",,Brazil,Multiple locations around south and southeast states of Brazil,,104.0,https://www.facebook.com/groups/49ninersbrasil/,,,,,
+,6046266697,http://www.theninerempire.com,,,,,,,"Niner Empire --Vanouver,BC Chapter",Hector,Alvarado/Neil,[email protected],"Vancouver, BC",,Canada,"The Sharks Club--Langley, BC",20169 88 Avenue,31.0,,,,,,
+,4167796921,,,,,,,,True North Niners,Shawn,Vromman,[email protected],"Bolton, Ontario",,Canada,Maguire's Pub,284 Queen st E,25.0,,,,,,
+,507 66737171,,,,,,,,Faithful Panama,Ricardo,Vallarino,[email protected],,,Panama,5inco Panama,8530 NW 72ND ST,249.0,,,,,,
+,6493015128,,,,,,,,Niner Empire New Zealand,Karam,Chand,[email protected],Auckland,,New Zealand,The Kingslander,470 New North Road,15.0,https://www.facebook.com/#!/groups/212472585456813/,,,,,
+,6768804977,,,,,,,,49er Fans-Tonga,Nusi,Taumoepeau,[email protected],Nuku'alofa,,Tonga,Tali'eva Bar,14 Taufa'ahau Rd,8.0,,,,,,
+,7857047023,,,,,,,,49ers Faithful UK,Mike,Palmer,[email protected],Greater Manchester,,United Kingdom,the green,Ducie street Manchester Greater Manchester Lancashire m1 United Kingdom,100.0,,,,,,
+,7506116581,www.49erfaithfuluk.co.uk,,,,,,,49er Faithful UK,Lee,Gowland,[email protected],Newcastle,,United Kingdom,Grosvenor Casino,100 St James' Blvd Newcastle Tyne & Wear CA 95054 United Kingdom,3000.0,,,,,,
+,8774734977,,,,,,,,49ers of United Kingdom,Nauman,Malik,[email protected],London,,United Kingdom,The Sports Cafe,80 Haymarket London SW1Y 4TE United Kingdom,8.0,,,,,,
+,1616553629,,,,,,,,Niner Empire UK,Mike,Palmer,[email protected],Manchester,,United Kingdom,The Green,"Bridge House 26 Ducie Street, Manchester, Manchester M1 2dq United Kingdom",30.0,,,,,,
+,6264841085,,,,,,,,"San Francisco 49er Fans of Charleston, SC",Kurtis,Johnson,[email protected],Charleston,SC,United States,Recovery Room Tavern,685 King St,12.0,https://www.facebook.com/profile.php?id=100095655455065,,,,,
+,5309536097,,,,,,,,530 Empire,Oscar,Mendoza,[email protected],Chico,Ca,United States,Nash's,1717 Esplanade,45.0,,https://www.instagram.com/530empire?igsh=OGQ5ZDc2ODk2ZA%3D%3D&utm_source=qr,,,,
+,(720) 345-2580,,,,,,,,303 Denver Chapter Niner Empire,Andy,Martinez,[email protected],Aurora,CO,United States,Moes Bbq,2727 s Parker rd,30.0,,,,,,
+,3238332262,,,,,,,,40NINERS L.A. CHAPTER,JOSE,DIAZ,[email protected],bell,ca,United States,KRAZY WINGS SPORTS & GRILL,7016 ATLANTIC AVE,25.0,,,,,,
+,(434) 441-1187,,,,,,,,434 Virginia Niner Empire,Thomas,Hunt,[email protected],Danville,VA,United States,Kickbacks Jacks,140 Crown Dr,20.0,,,,,,
+,(925) 457-6175,,,,,,,,480 Gilbert Niner Empire LLC,Betty,OLIVARES,[email protected],Gilbert,AZ,United States,The Brass Tap,313 n Gilbert rd,100.0,,,,,,
+,8126048419,,,,,,,,Midwest Empire,Travis,Bonnell,[email protected],Evansville,IN,United States,Hooters Evansville,2112 Bremmerton Dr,6.0,https://www.facebook.com/share/5KGRDSPtyHgFYRSP/?mibextid=K35XfP,,,,,
+,7075921442,,,,,,,,49er Booster Club of Vacaville,Josh,Ojeda,[email protected],Vacaville,CA,United States,Blondies Bar and Grill,555 Main Street,75.0,,,,,,
+,7602655202,,,,,,,,49er Empire High Desert,TJ,Hilliard,[email protected],Hesperia,California,United States,Whiskey Barrel,12055 Mariposa Rd.,89.0,https://www.facebook.com/groups/49erEmpireHighDesertChapter/,,,,,
+,5308239740,,,,,,,,Cool 49er Booster Club,Paul,Jones,[email protected],Cool,CA,United States,The Cool Beerworks,5020 Ellinghouse Dr Suite H,59.0,,,,,,
+,8183269651,,,,,,,,49ersBeachCitiesSoCal,Rick,Mitchell,[email protected],Hermosa Beach,CA,United States,American Junkie Sky Light Bar,American Junkie,100.0,,,,,,
+,7202278251,,,,,,,,49ers Denver Empire,Miguel,Alaniz,[email protected],Aurora,Co,United States,Moe's Original BBQ Aurora,2727 S Parker Rd,30.0,,,,,,
+,3605679487,,,,,,,,49ers Forever Faithfuls,Wayne,Yelloweyes-Ripoyla,[email protected],Vancouver,Wa,United States,Hooligan's sports bar and grill,"8220 NE Vancouver Plaza Dr, Vancouver, WA 98662",10.0,,,,,,
+,9566600391,,,,,,,,South Texas 49ers Chapter,Patty,Torres,[email protected],Harlingen,TX,United States,Wing barn,412 sunny side ln,350.0,https://www.facebook.com/groups/2815298045413319/?ref=share,,,,,
+,3109547822,,,,,,,,49ers Los Angeles,Jeff,Cheung,[email protected],Hollywood,CA,United States,Dave & Buster's Hollywood,6801 Hollywood Blvd.,27.0,,,,,,
+,3234765148,,,,,,,,49ers United Of Frisco TX,Frank,Murillo,[email protected],Frisco,TX,United States,The Frisco Bar and Grill,6750 Gaylord Pkwy,1020.0,https://www.facebook.com/groups/49ersunitedoffriscotx/?ref=share&mibextid=hubsqH,,,,,
+,6193151122,,,,,,,,619ers San Diego Niner Empire,Ana,Pino,[email protected],San Diego,California,United States,Bridges Bar & Grill,4800 Art Street,20.0,,,,,,
+,6266742121,,,,,,,,626 FAITHFUL'S,Isaac,C. De La Fuente,[email protected],City of Industry,California,United States,Hacienda Heights Pizza Co.,15239 E Gale Ave,40.0,,,,,,
+,6507438522,,,,,,,,Niner Empire 650 Chapter,Vanessa,Corea,[email protected],Redwood City,CA,United States,5th Quarter,976 Woodside Rd,35.0,,http://www.instagram.com/650ninerempire,,,,
+,6199949071,,,,,,,,714 Niner Empire,Daniel,Hernandez,[email protected],Oxnard,CA,United States,"Bottoms Up Tavern, 2162 West Lincoln Ave, Anaheim CA 92801",3206 Lisbon Lane,4.0,,,,,,
+,9513704443,,,,,,,,9er Elite Niner Empire,Penny,Mapes,[email protected],Lake Elsinore,California,United States,Pin 'n' Pockets,32250 Mission Trail,25.0,,,,,,
+,4806780578,,,,,,,,Az 49er Faithful,Kimberly,"""""Kimi"""" Daniel",[email protected],Gilbert,Az,United States,Fox and Hound!,1017 E Baseline Rd,58.0,,,,,,
+,7078896983,,,,,,,,Niners Winers,A.m.,Early,[email protected],Forestville,Ca,United States,Bars and wineries in sonoma and napa counties,River road,25.0,,,,,,
+,2144897300,,,,,,,,a_49er fan,Angel,Barba,[email protected],wylie,texas,United States,Wylie,922 cedar creek dr.,12.0,,,,,,
+,4153206471,,,,,,,,Niner Empire Marin,Aaron,Clark,[email protected],Novato,CA,United States,Moylan's Brewery & Restaurant,15 Rowland Way,13.0,,,,,,
+,2095344459,,,,,,,,4T9 Mob,Angel,Cruz,[email protected],Modesto,ca,United States,Jack's pizza cafe,2001 Mchenry ave,30.0,,,,,,
+,5708529383,,,,,,,,North Eastern Pennsyvania chapter,Benjamin,Simon,[email protected],Larksville,PA,United States,Zlo joes sports bar,234 Nesbitt St,25.0,,,,,,
+,5039150229,,,,,,,,PDX Frisco Fanatics,Adam,Hunter,[email protected],Portland,Or,United States,Suki's bar and Grill,2401 sw 4th ave,8.0,,,,,,
+,(408) 981-0615,,,,,,,,The 101 Niner Empire,ANDRONICO [Adrian],FERNANDEZ,[email protected],Morgan Hill,CA,United States,Huntington Station restaurant and sports pub,Huntington Station restaurant and sports pub,10.0,https://www.facebook.com/THE101NINEREMPIRE/,,,,,
+,8147901621,,,,,,,,Faithful Tri-State Empire,Armando,Holguin,[email protected],Erie,PA,United States,Buffalo Wild Wings,2099 Interchange Rd,10.0,https://www.facebook.com/groups/1145565166387786/,,,,,
+,9282100493,,,,,,,,YUMA Faithfuls,Steven,Navarro,[email protected],Yuma,AZ,United States,Hooters,1519 S Yuma Palms Pkwy,305.0,Yuma Faithfuls (FaceBook group page),,,,,
+,5103146643,,,,,,,,49ER EMPIRE SF Bay Area Core Chapter,AJ,Esperanza,[email protected],Fremont,california,United States,Jack's Brewery,39176 Argonaut Way,1500.0,,,,,,
+,8506982520,,,,,,,,Niner Empire Orlando Chapter,Aaron,Hill,[email protected],Orlando,FL,United States,Underground Public House,19 S Orange Ave,50.0,,,,,,
+,5805913565,,,,,,,,Niner Artillery Empire,Alicia/Airieus,DeLeon/Ervin,[email protected],517 E Gore Blvd,OK,United States,Sweet Play/ Mike's Sports Grill,2610 Sw Lee Blvd Suite 3 / 517 E Gore Blvd,25.0,,,,,,
+,5104993415,,,,,,,,510 Empire,Alex,Banks,[email protected],Alameda,CA,United States,McGee's Bar and Grill,1645 Park ST,10.0,,,,,,
+,5105082055,,,,,,,,Garlic City Faithful,Abdul,Momeni,[email protected],Gilroy,CA,United States,Straw Hat Pizza,1053 1st Street,3.0,,,,,,
+,2092918080,,,,,,,,Faithful to the Bay,Angel,Alvarez,[email protected],Merced,CA,United States,Home,Mountain mikes pizza,15.0,,,,,,
+,5627391639,,,,,,,,O.C. NINER EMPIRE FAITHFUL'S,Angel,Grijalva,[email protected],Buena park,CA,United States,Ciro's pizza,6969 la Palma Ave,10.0,,,,,,
+,408-209-1677,,,,,,,,408 Faithfuls,Angelina,Arevalo,[email protected],Milpitas,CA,United States,Big Al's Silicon Valley,27 Ranch Drive,50.0,IG- @408faithfuls,,,,,
+,6507841235,,,,,,,,415 chapter,Angelo,Hernandez,[email protected],san francisco,California,United States,49er Faithful house,2090 Bryant street,200.0,,,,,,
+,3038641585,,,,,,,,HairWorks,Annie,,[email protected],Denver,Co,United States,hairworks,2201 Lafayette at,1.0,,,,,,
+,(925) 481-0343,,,,,,,,49ers Room The Next Generation Of Faithfuls,Antonio,Caballero,[email protected],Tlalnepantla de Baz,CA,United States,Buffalo Wild Wings Mindo E,Blvd. Manuel Avila Camacho 1007,12.0,,,,,,
+,2098182020,,,,,,,,Niner Empire 209 Modesto Chapter,Paul,Marin,[email protected],Modesto,CA,United States,Rivets American Grill,2307 Oakdale Rd,50.0,https://www.facebook.com/niner.ninjas?ref=bookmarks,,,,,
+,2539616009,,,,,,,,Lady Niners of Washington,April,Costello,[email protected],Auburn,Wa,United States,Sports Page,2802 Auburn Way N,13.0,,,,,,
+,4803290483,,,,,,,,AZ 49ER EMPIRE,GARY,MARTINEZ,[email protected],Phoenix,AZ,United States,The Native New Yorker (Ahwatukee),5030 E Ray Rd.,130.0,,,,,,
+,9096214821,,,,,,,,The Bulls Eye Bar 49ers,Armando,M. Macias,[email protected],Montclair,California,United States,Black Angus Montclair California,9415 Monte Vista Ave.,20.0,,,,,,
+,5404245114,,,,,,,,NoVa Tru9er Empire,Jay,balthrop,[email protected],Woodbridge,va,United States,Morgan's sports bar & lounge,3081 galansky blvd,40.0,,,,,,
+,(951) 691-6631,,,,,,,,Niner Empire 951 Faithfuls,Samuel,Betancourt,[email protected],Hemet,CA,United States,"George's Pizza 2920 E. Florida Ave. Hemet, Ca.",2920 E. Florida Ave.,30.0,https://www.facebook.com/951Faithfuls/,,,,,
+,8174956499,,,,,,,,Spartan Niner Empire Texas,Adreana,Corralejo,[email protected],Arlington,TX,United States,Bombshells Restaurant & Bar,701 N. Watson Rd.,12.0,,,,,,
+,3234720160,,,,,,,,THEE EMPIRE FAITHFUL LOS ANGELES COUNTY,Dennis,Guerrero II,[email protected],Los Angeles,CA,United States,Home,1422 Saybrook Ave,25.0,,,,,,
+,5103756841,,,,,,,,Niner Empire Richmond 510 Chapter,David,Watkins,[email protected],San Pablo,Ca,United States,Noya Lounge,14350 Laurie Lane,50.0,,,,,,
+,9254810343,,,,,,,,Thee Empire Faithful The Bay Area,Ant,Caballero,[email protected],Oakley,Ca,United States,Sabrina's Pizzeria,2587 Main St,20.0,,,,,,
+,8049013890,,,,,,,,The Mid Atlantic Niner Empire Chapter,Jacob,Tyree,[email protected],Mechanicsville,Va,United States,The Ville,7526 Mechanicsville Turnpike,10.0,https://www.facebook.com/#!/groups/290644124347980/,,,,,
+,6058683729,,,,,,,,Big Sky SF 49ers,Jo,Poor Bear,[email protected],Billings,MT,United States,Old Chicago - Billings,920 S 24th Street W,10.0,,,,,,
+,808-387-7075,,,,,,,,Hawaii Niner Empire,Bryson,Kerston,[email protected],Waipahu,HI,United States,The Hale,94-983 kahuailani st,25.0,,,,,,
+,5597896991,,,,,,,,Niner Empire Porterville Cen Cal 559,Olivia,"""""bo"""" Ortiz or Patricia Sanchez",[email protected],Porterville,Ca,United States,Pizza Factory/ Local Bar & Grill,897 W. Henderson,34.0,,,,,,
+,4132734010,,,,,,,,W.MA CHAPTER NINER EMPIRE,BECKY,OSORIO,[email protected],CHICOPEE,MA,United States,MAXIMUM CAPACITY,116 SCHOOL ST,36.0,,,,,,
+,(757) 708-0662,,,,,,,,Hampton Roads Niner Empire (Southside Chapter),Braxton,Gaskins,[email protected],Norfolk,VA,United States,Azalea Inn / Timeout Sports Bar,Azalea Inn / Timeout Sports Bar,40.0,,,,,,
+,5598042288,,,,,,,,Central Valley Niners,Jesse,moreno,[email protected],Visalia,Ca,United States,Pizza factory,3121 w noble,35.0,,,,,,
+,6094038767,,,,,,,,Niner Knights,Bryan,Teel,[email protected],Ewing Twp,NJ,United States,Game Room of River Edge Apts,1009 Country Lane,35.0,,,,,,
+,3463344898,,,,,,,,Lone Star Niner Empire,Myrna,Martinez,[email protected],Houston,TX,United States,Post oak ice house,5610 Richmond Ave.,33.0,,,,,,
+,8082657452,,,,,,,,Hawaii Faithfuls,Rey,Buzon,[email protected],Honolulu,HI,United States,Champions Bar & Grill,1108 Keeaumoku Street,30.0,,,,,,
+,9099571468,,,,,,,,49er Faithful of Murrieta,Colleen,Hancock,[email protected],Murrieta,CA,United States,Sidelines Bar & Grill,24910 Washington Ave,30.0,,,,,,
+,9168221256,,,,,,,,Capitol City 49ers,Erica,Medina,[email protected],Sacramento,CA,United States,Tom's Watch Bar DOCO,Tom's Watch Bar 414 K St suite 180,1300.0,https://www.facebook.com/groups/1226671178132767/?ref=share,,,,,
+,3103496959,,,,,,,,Huntington Beach Faithfuls,Carlos,Pizarro,[email protected],Huntington Beach,CA,United States,BEACHFRONT 301,301 Main St. Suite 101,100.0,,,,,,
+,(210) 375-6746,,,,,,,,Niner Empire Saltillo,Carlos,Carrizales,[email protected],Saltillo,TX,United States,Cadillac Saltillo Bar,Cadillac Saltillo Bar,116.0,Club 49ers Saltillo @ Facebook,,,,,
+,9035527931,,,,,,,,Germantown 49er's Club,CM,Rosenthal,[email protected],Memphis,TN,United States,Mr. P's Sports Bar Hacks Cross Rd.,3284 Hacks Cross Road,103.0,,,,,,
+,12093462496,,,,,,,,49ers faithful,Ray,Castillo,[email protected],KEYES,CA,United States,Mt mikes ceres ca,4618 Blanca Ct,8.0,,,,,,
+,2094561796,,,,,,,,Ladies Of The Empire,Catherine,Tate,[email protected],Manteca,Ca,United States,Central Valley and Bay Area,1660 W. Yosemite Ave,247.0,,,,,,
+,7027735380,,,,,,,,Las Vegas Niner Empire 702,blu,villegas,[email protected],Las Vegas,NV,United States,Calico Jack's,8200 W. Charleston rd,300.0,,,,,,
+,3107487035,,,,,,,,49ers Faithfuls in DC,Catie,Bailard,[email protected],Washington,DC,United States,Town Tavern,2323 18th Street NW,150.0,,,,,,
+,6619722639,,,,,,,,49er Booster Club of Roseville,Cece,Moats,[email protected],Roseville,CA,United States,Bunz Sports Pub & Grub,311 Judah Street,32.0,,,,,,
+,6613033911,,,,,,,,Kern County Niner Empire,Sal,Luna,[email protected],Bakersfield,Ca,United States,Firehouse Restaurant,7701 White Lane,100.0,,,,,,
+,8315126139,,,,,,,,Central Coast Niner Empire 831,Rafael,Garcia,[email protected],Salinas,CA,United States,Buffalo Wild Wings,1988 North Main St,11.0,Facebook.com/CentralCoastNinerEmpire831,,,,,
+,8315126139,,,,,,,,Central Coast Niner Empire 831,Rafael,Garcia,[email protected],Salinas,CA,United States,Pizza Factory,1945 Natividad Rd,22.0,Facebook.com/CentralCoastNinerEmpire831,,,,,
+,2817509505,,,,,,,,Houston Niner Empire,Carlos,Duarte,[email protected],Houston,TX,United States,Home Plate Bar & Grill,1800 Texas Street,107.0,https://m.facebook.com/HoustonNinerEmpire/,,,,,
+,4068535155,,,,,,,,Train Whistle Faithful,Christopher,Gunnare,[email protected],Mountain View,CA,United States,Savvy Cellar,750 W. Evelyn Avenue,13.0,,,,,,
+,3104659461,,,,,,,,Corpus Christi Chapter Niner Empire,Arturo,Hernandez,[email protected],Corpus Christi,TX,United States,Cheers,419 Starr St.,37.0,,,,,,
+,3528070372,,,,,,,,Niner Empire Dade City,Fernando,Chavez,[email protected],Dade City,Florida,United States,Beef O Brady's Sports Bar,14136 7th Street,22.0,,,,,,
+,5309536097,,,,,,,,Chico Faithfuls,Oscar,Mendoza,[email protected],Chico,CA,United States,Mountain Mikes Pizza,1722 Mangrove Ave,32.0,http://facebook.com/chicofaithfuls,,,,,
+,8473099909,,,,,,,,Chicago Niners,Chris,Johnston,[email protected],Chicago,IL,United States,Cheesie's Pub & Grub 958 W Belmont Ave Chicago IL 60657,958 W Belmont Ave,75.0,,,,,,
+,7076556423,,,,,,,,Niner Empire 916 Sac Town,Lehi,Amado/Anthony Moreno,[email protected],Sacramento,CA,United States,El Toritos,1598 Arden blvd,40.0,http://www.Facebook.com,,,,,
+,7193377546,,,,,,,,49ER EMPIRE COLORADO CHAPTER,CHARLES,M. DUNCAN,[email protected],Colorado Springs,Co.,United States,FOX & HOUND COLORADO SPRINGS,3101 New Center Pt.,25.0,,,,,,
+,3364512567,,,,,,,,49ers NC Triad Chapter,Christopher,Miller,[email protected],Greensboro,NC,United States,Kickback Jack's,1600 Battleground Ave.,10.0,,,,,,
+,4588992022,,,,,,,,Central Oregon 49ers Faithful,George,Bravo,[email protected],Redmond,OR,United States,Redmond Oregon,495 NW 28th St,1.0,,,,,,
+,3108979404,,,,,,,,Westside 9ers,Naimah,Shamsiddeen,[email protected],Carson,CA,United States,Los Angeles,1462 E Gladwick St,20.0,,,,,,
+,2173173725,,,,,,,,Niner Empire Illinois Chapter,Max,Tuttle,[email protected],Mattoon,Illinois,United States,"residence, for now",6 Apple Drive,6.0,,,,,,
+,2089642981,,,,,,,,Treasure Valley 49er Faithful,Curt,Starz,[email protected],Star,ID,United States,The Beer Guys Saloon,10937 W State St,50.0,https://www.facebook.com/TV49erFaithful/,,,,,
+,2039484616,,,,,,,,Ct faithful chapter,Tim,Maroney,[email protected],stamford,ct,United States,buffalo wild wings,208 summer st,33.0,,,,,,
+,3057780667,,,,,,,,305 FAITHFUL EMPIRE,Damien,Lizano,[email protected],Miami,FL,United States,Walk-On's,9065 SW 162nd Ave,18.0,,,,,,
+,1415902100,,,,,,,,Fillmoe SF Niners Nation Chapter,Daniel,Landry,[email protected],San Francisco,CA,United States,Honey Arts Kitchen by Pinot's,1861 Sutter Street,16.0,,,,,,
+,6199949071,,,,,,,,49ers So Cal Faithfuls,Daniel,Hernandez,[email protected],Oxnard,CA,United States,So Cal (Various locations with friends and family),3206 Lisbon Lane,4.0,,,,,,
+,(817) 675-7644,,,,,,,,Niner Empire DFW,Danny,Ramirez,[email protected],Arlington,TX,United States,Walk-Ons Bistreaux,Walk-Ons Bistreaux,75.0,www.facebook.com/ninerempiredfw,,,,,
+,(505) 480-6101,,,,,,,,Duke City Faithful Niner Empire,Danny,Roybal,[email protected],Albuquerque,NM,United States,Duke City Bar And Grill,6900 Montgomery Blvd NE,93.0,www.facebook.com/@dukecityfaithful505,,,,,
+,8089545569,,,,,,,,49ers @ Champions,Davis,Price,[email protected],Honolulu,Hawaii,United States,Champions Bar and Grill,1108 Keeaumoku St,12.0,,,,,,
+,870-519-9373,,,,,,,,Natural State Niners Club,Denishio,Blanchett,[email protected],Jonesboro,AR,United States,"Buffalo Wild Wings, Jonesboro, AR",Buffalo Wild Wings,18.0,,,,,,
+,7706664527,,,,,,,,49er Empire - Georgia Chapter,Brian,Register,[email protected],Marietta,ga,United States,Dave & Busters of Marietta Georgia,2215 D and B Dr SE,23.0,https://www.facebook.com/49erEmpireGeorgiaChapter,,,,,
+,(928) 302-6266,,,,,,,,San Francisco 49ers of San Diego,Denise,Hines,[email protected],San Diego,CA,United States,Moonshine Beach,Moonshine Beach Bar,80.0,,,,,,
+,5204147239,,,,,,,,Sonoran Desert Niner Empire,Derek,Yubeta,[email protected],Maricopa,AZ,United States,Cold beers and Cheeseburgers,20350 N John Wayne pkwy,50.0,Facebook Sonoran Desert Niner Empire,,,,,
+,315-313-8105,,,,,,,,49ers Empire Syracuse 315 Chapter,Dexter,Grady,[email protected],Syracuse,NY,United States,Change of pace sports bar,1809 Grant Blvd,233.0,Facebook 49ers Empire Syracuse 315 Chapter,,,,,
+,8058901997,,,,,,,,Niner Empire Ventura Chapter,Diego,Rodriguez,[email protected],Ventura,CA,United States,El Rey Cantina,El Rey Cantina,20.0,,,,,,
+,(717) 406-4494,,,,,,,,540 Faithfuls of the Niner Empire,Derrick,Lackey Sr,[email protected],Fredericksburg,VA,United States,Home Team Grill,1109 Jefferson Davis Highway,8.0,,,,,,
+,8134588746,,,,,,,,Ninerempire Tampafl Chapter,john,downer,[email protected],tampa,fl,United States,Ducky's,1719 eest Kennedy blvd,25.0,,,,,,
+,5857393739,,,,,,,,Gold Diggers,Drew,Nye,[email protected],Rochester,New York,United States,The Blossom Road Pub,196 N. Winton Rd,12.0,,,,,,
+,2545482581,,,,,,,,Niner Empire Waco Chapter,Dustin,Weins,[email protected],Waco,TX,United States,Salty Dog,2004 N. Valley Mills,36.0,https://www.facebook.com/groups/Waco49ersFans/,,,,,
+,9253823429,,,,,,,,Niner Empire of Brentwood,Elvin,Geronimo,[email protected],Brentwood,CA,United States,Buffalo Wild Wings,6051 Lone Tree Way,30.0,,,,,,
+,7173301611,,,,,,,,"NinerEmpire of Lancaster, PA",Eli,Jiminez,[email protected],Lancaster,PA,United States,PA Lancaster Niners Den,2917 Marietta Avenue,50.0,https://www.facebook.com/NinerEmpireLancasterPA,,,,,
+,9156671234,,,,,,,,Empire Tejas 915- El Paso TX,Jr,& Yanet Esparza,[email protected],El Paso,Tx,United States,EL Luchador Taqueria/Bar,1613 n Zaragoza,28.0,,,,,,
+,9168221256,,,,,,,,Capitol City 49ers fan club,Erica,medina,[email protected],West Sacramento,CA,United States,Burgers and Brew restaurant,317 3rd St,80.0,,,,,,
+,6269276427,,,,,,,,Golden Empire Hollywood,Ernie,Todd Jr,[email protected],Los Angeles,CA,United States,Nova Nightclub,7046 Hollywood Blvd,10.0,,https://www.instagram.com/goldenempire49ers/,,,,
+,7202714410,,,,,,,,Spartan Niner Empire Denver,Esley,Sullivan,[email protected],Denver,CO,United States,Downtown Denver,In transition,9.0,Facebook: Spartans of Denver,,,,,
+,3244765148,,,,,,,,49er empire of Frisco Texas,Frank,Murillo,[email protected],Frisco,TX,United States,The Irish Rover Pub & Restaurant,8250 Gaylord Pkwy,150.0,,,,,,
+,7079804862,,,,,,,,FAIRFIELD CHAPTER,CHARLES,MCCARVER JR,[email protected],Fairfield,CA,United States,Legends Sports Bar & Grill,3990 Paradise Valley Rd,24.0,https://www.facebook.com/pages/NINER-Empire-Fairfield-Chapter/124164624589973,,,,,
+,5302434949,,,,,,,,Shasta Niners,Ruth,Rhodes,[email protected],Redding,CA,United States,Shasta Niners Clubhouse,4830 Cedars Rd,80.0,,,,,,
+,4156021439,,,,,,,,NINER EMPIRE FREMONT CHAPTER,Elmer,Urias,[email protected],Fremont,CA,United States,Buffalo Wild Wings,43821 Pacific Commons Blvd,22.0,,,,,,
+,701-200-2001,,,,,,,,Fargo 49ers Faithful,Sara,Wald,[email protected],Fargo,ND,United States,Herd & Horns,1414 12th Ave N,25.0,,,,,,
+,5309022915,,,,,,,,49ER ORIGINALS,Noah,Abbott,[email protected],Redding,CA,United States,BLEACHERS Sports Bar & Grill,2167 Hilltop Drive,50.0,http://www.facebook.com/49ERORIGINALS,,,,,
+,8439910310,,,,,,,,"49er Flowertown Empire of Summerville, SC",Michele,A. McGauvran,[email protected],Summerville,South Carolina,United States,Buffalo Wild Wings,109 Grandview Drive #1,20.0,,,,,,
+,(321) 684-1543,,,,,,,,49ers of Brevard County,Anthony,Lambert,[email protected],Port St Johns,FL,United States,Beef O'Bradys in Port St. Johns,3745 Curtis Blvd,5.0,,,,,,
+,9092227020,,,,,,,,Forever Faithful Clique,Rosalinda,Arvizu,[email protected],San Bernardino,CA,United States,The Study Pub and Grill,5244 University Pkwy Suite L,10.0,,,,,,
+,9098090868,,,,,,,,49ERS FOREVER,BOBBY,MENDEZ,[email protected],REDLANDS,CALIFORNIA,United States,UPPER DECK,1101 N. CALIFORNIA ST.,80.0,,,,,,
+,6612050411,,,,,,,,Thee Empire Faithful Bakersfield,Faustino,Gonzales,[email protected],Bakersfield,Ca,United States,Senor Pepe's Mexican Restaurant,8450 Granite Falls Dr,20.0,https://www.facebook.com/Thee-Empire-Faithful-Bakersfield-385021485035078/,,,,,
+,3109022071,,,,,,,,Saloon Suad,Gary,Fowler,[email protected],Los Angeles,ca,United States,San Francisco Saloon Bar,11501,20.0,,,,,,
+,7028602312,,,,,,,,Troy'a chapter,Gerardo,Villanueva,[email protected],Troy,OH,United States,Viva la fiesta restaurant,836 w main st,12.0,,,,,,
+,9099130140,,,,,,,,Niner Empire IE Chapter,Gabriel,Arroyo,[email protected],San Bernardino,California,United States,Don Martins Mexican Grill,1970 Ostrems Way,50.0,http://www.facebook.com/#!/ninerempire.iechapter/info,,,,,
+,2095701072,,,,,,,,20916 Faithful,Joe,Trujillo,[email protected],Elk Grove,CA,United States,Sky River Casino,1 Sky River Parkway,25.0,,,,,,
+,6265396855,,,,,,,,SO. CAL GOLD BLOODED NINER'S,Louie,Gutierrez,[email protected],Hacienda heights,CA,United States,SUNSET ROOM,2029 hacinenda blvd,20.0,Facebook group page/instagram,,,,,
+,3053603672,,,,,,,,"South Florida's Faithful, Niner Empire",Dawn,Renae Desborough,[email protected],Homestead,Fl,United States,Chili's in Homestead,2220 NE 8TH St.,10.0,https://www.facebook.com/southfloridafaithfuls,,,,,
+,4804527403,,,,,,,,Cesty's 49ers Faithful,Pablo,Machiche,[email protected],Chandler,AZ,United States,Nando's Mexican Cafe,1890 W Germann Rd,25.0,,,,,,
+,(956) 342-2285,,,,,,,,Niner Gang Empire,Marquez,Gonzalez,[email protected],EDINBURG,TX,United States,Danny Bar & Grill,4409 Adriana,2.0,,,,,,
+,7852700872,,,,,,,,The Bell Ringers,Gretchen,Gier,[email protected],Manhattan,KS,United States,Jeff and Josie Schafer's House,1517 Leavenworth St.,10.0,,,,,,
+,5627391639,,,,,,,,O.C. NINER EMPIRE FAITHFUL'S,Angel,Grijalva,[email protected],Buena park,CA,United States,Ciro's pizza,6969 la Palma Ave,10.0,,,,,,
+,8176757644,,,,,,,,Niner Empire DFW,Danny,Ramirez,[email protected],Bedford,TX,United States,Papa G's,2900 HIGHWAY 121,50.0,,,,,,
+,2092624468,,,,,,,,Hilmar Empire,Brian,Lopes,[email protected],Hilmar,Ca,United States,Faithful House,7836 Klint dr,10.0,,,,,,
+,3045082378,,,,,,,,49ers of West Virginia,Herbert,Moore IV,[email protected],Bridgeport,WV,United States,Buffalo WIld Wings,45 Betten Ct,2.0,,,,,,
+,6185593569,,,,,,,,618 Niner Empire,Jared,Holmes,[email protected],Carbondale,IL,United States,"Home Basement aka """"The Local Tavern""""",401 N Allyn st,3.0,,,,,,
+,808-989-0030,,,,,,,,NINER EMPIRE HAWAII 808,KEVIN,MEWS,[email protected],HONOLULU,HI,United States,DAVE AND BUSTERS,1030 AUAHI ST,40.0,,,,,,
+,(808) 989-0030,,,,,,,,NINER EMPIRE HAWAII 808,KEVIN,MEWS,[email protected],Honolulu,HI,United States,Buffalo Wild Wings -Pearl City,1644 Young St # E,25.0,,,,,,
+,8323734372,,,,,,,,H-Town Empire,Cedric,Robinson,[email protected],Houston,Tx,United States,Skybox Bar and Grill,11312 Westheimer,30.0,,,,,,
+,6015691741,,,,,,,,Hub City Faithful,Alan,Thomas,[email protected],Hattiesburg,Mississippi,United States,Mugshots,204 N 40th Ave,12.0,,,,,,
+,4043191365,,,,,,,,Spartan Niner Empire Georgia,Idris,Finch,[email protected],Duluth,GA,United States,Bermuda Bar,3473 Old Norcross Rd,100.0,,,,,,
+,6462357661,,,,,,,,Westchester County New York 49ers Fans,Victor,Delgado aka 49ers Matador,[email protected],Yonkers,New York,United States,"We meet at 3 locations, Burkes Bar in Yonkers, Matador's Fan Cave and Finnerty's",14 Troy Lane,46.0,https://www.facebook.com/groups/250571711629937/,,,,,
+,8319702480,,,,,,,,Niner Empire 831,Luis,Pavon,[email protected],Salinas,Ca,United States,Straw Hat Pizza,156 E. Laurel Drive,30.0,,,,,,
+,5033080127,,,,,,,,Niner Empire Portland,Joshua,F Billups,[email protected],Clackamas,Oregon,United States,Various,14682 SE Sunnyside Rd,25.0,,,,,,
+,2815464828,,,,,,,,49ers Empire Galveston County Chapter,Terrance,Bell,[email protected],Nassau Bay,TX,United States,Office,1322 Space Park Dr.,9.0,,,,,,
+,4153707725,,,,,,,,NINER EMPIRE,Joe,Leonor,[email protected],Brisbane,Ca,United States,7 Mile House,2800 Bayshore Blvd,8000.0,,,,,,
+,6173350380,,,,,,,,Boston San Francisco Bay Area Crew,Isabel,Bourelle,[email protected],Boston,MA,United States,The Point Boston,147 Hanover Street,50.0,https://www.facebook.com/groups/392222837571990/,,,,,
+,6173350380,,,,,,,,49ers Faithful of Boston,Isabel,Bourelle,[email protected],Boston,MA,United States,"The Point, Boston, MA",147 Hanover Street,100.0,https://www.facebook.com/49ersfanBoston,,,,,
+,9098153880,,,,,,,,Riverside 49ers Booster Club,Gus,Esmerio,[email protected],Riverside,California,United States,Lake Alice Trading Co Saloon &Eatery,3616 University Ave,20.0,,,,,,
+,3187893452,,,,,,,,318 Niner Empire,Dwane,Johnson (Jayrock),[email protected],Monroe,La.,United States,318 Niner Empire HQ,400 Stone Ave.,35.0,,,,,,
+,5127872407,,,,,,,,The Austin Faithful,Jeffrey,Cerda,[email protected],Austin,TX,United States,8 Track,2805 Manor Rd,100.0,,,,,,
+,5599677071,,,,,,,,Niner Empire San Antonio,Jesus,Archuleta,[email protected],San Antonio,TX,United States,Sir Winston's Pub,2522 Nacogdoches Rd.,150.0,,,,,,
+,5097684738,,,,,,,,NINER EMPIRE OF THE 509,JESUS,MACIAS,[email protected],Spokane,WA,United States,Mac daddy's,"808 W Main Ave #106, Spokane, WA 99201",25.0,,,,,,
+,19496329301,,,,,,,,SOCAL OC 49ERS,James,Di Cesare Jr,[email protected],Newport Beach,CA,United States,The Blue Beet,107 21st Place,25.0,,,,,,
+,7027692152,,,,,,,,Sin City Niner Empire,Jay,Patrick Bryant-Chavez,[email protected],Henderson,NV,United States,Hi Scores Bar-Arcade,65 S Stephanie St.,10.0,,,,,,
+,2093862570,,,,,,,,Central Valley 9er Faithful,Jenn,Palacio,[email protected],Turlock,CA,United States,Mountain Mike's,409 S Orange St.,12.0,,,,,,
+,4089104105,,,,,,,,Niner Squad,Joseph,Perez,[email protected],San Jose,CA,United States,"4171 Gion Ave San Jose,Ca",4171 Gion Ave,25.0,,,,,,
+,2094897540,,,,,,,,merced niner empire,john,candelaria sr,[email protected],merced,ca,United States,round table pizza,1728 w olive ave,12.0,,,,,,
+,7604120919,,,,,,,,NINERS ROLLIN HARD IMPERIAL VALLEY CHAPTER,Juan,Vallejo,[email protected],Brawley,CA,United States,SPOT 805,550 main Street,45.0,,,,,,
+,3856257232,,,,,,,,Tooele County 49ers,Jon,Proctor,[email protected],TOOELE,UT,United States,"Pins and Ales - 1111 N 200 W, Tooele, UT 84074",1111 N 200 W,30.0,https://www.facebook.com/groups/173040274865599,,,,,
+,3165194699,,,,,,,,49ers united of wichita ks,Josh,Henke,[email protected],Wichita,KS,United States,Hurricane sports grill,8641 w 13th st suite 111,206.0,Facebook 49ers united of wichita ks,,,,,
+,8282919599,,,,,,,,828 NCNINERS,Jovan,Hoover,[email protected],Hickory,NC,United States,Coaches Neighborhood Bar and Grill,2049 Catawba Valley Blvd SE,10.0,,,,,,
+,3207749300,,,,,,,,Chicago 49ers Club,Jonathan,West,[email protected],Chicago,IL,United States,The Globe Pub,1934 West Irving Park Road,12.0,,,,,,
+,5033174024,,,,,,,,Niner Empire Vancouver,Justin,Downs,[email protected],Vancouver,WA,United States,Heathen feral public house,1109 Washington St,567.0,,,,,,
+,7572565334,,,,,,,,Hampton Roads Niners Fanatics,Steve,Mead,[email protected],Hampton,VA,United States,Nascar Grille,1996 Power Plant Parkway,65.0,,,,,,
+,(859) 991-8185,,,,,,,,Cincy Faithful,Joshua,Karcher,[email protected],Newport,KY,United States,Buffalo Wild Wings,83 Carothers Rd,4.0,,,,,,
+,4058028979,,,,,,,,Southside OKC Faithful Niners,Gary,Calton,[email protected],Oklahoma City,Oklahoma,United States,CrosseEyed Moose,10601 Sout Western Ave,6.0,,,,,,
+,7078899236,,,,,,,,707 FAITHFULS,Enrique,Licea,[email protected],Wine country,CA,United States,Wine country,"Breweries, restaurant's, wineries, private locations",1000.0,,707 faithfuls ( INSTAGRAM),,,,
+,6623134320,,,,,,,,NINER EMPIRE MEMPHIS CHAPTER,Kenita,Miller,[email protected],Memphis,Tennessee,United States,360 Sports Bar & Grill,3896 Lamar Avenue,40.0,,,,,,
+,(843) 437-3101,,,,,,,,Chucktown Empire 49ers of Charleston,Kentaroe,Jenkins,[email protected],North Charleston,SC,United States,Chill n' Grill Sports bar,"2810 Ashley Phosphate Rd A1, North Charleston, SC 29418",20.0,https://m.facebook.com/groups/1546441202286398?ref=bookmarks,,,,,
+,7278359840,,,,,,,,Spartans Niner Empire Florida,Ram,Keomek,[email protected],Tampa,FL,United States,Ducky's Sports Bar,1719 Kennedy Blvd,12.0,Spartans Empire Florida (Facebook),,,,,
+,4159871795,,,,,,,,Palm Springs Area 49er Club,Kevin,Casey,[email protected],Palm Springs,CA,United States,The Draughtsmen,1501 N Palm Canyon,15.0,,,,,,
+,907351-8367,,,,,,,,49th State Faithful,James,Knudson,[email protected],Anchorage,AK,United States,Al's Alaskan Inn,7830 Old Seward Hwy,202.0,Facebook 49th State Faithful,,,,,
+,6232241316,,,,,,,,49er faithful of Arizona ( of the West Valley ),Koni,Raes,[email protected],Surprise,Az,United States,"Booty's Wings, Burgers and Beer Bar and Grill",15557 W. Bell Rd. Suite 405,10.0,,,,,,
+,19096849033,,,,,,,,NINER CORE,Mike,Fortunato,[email protected],Bloomington,CA,United States,Traveling chapter,18972 Grove pl,30.0,,,,,,
+,9168380550,,,,,,,,Forever Faithful RGV (Rio Grande Valley),Karen,Schmidt,[email protected],McAllen,TX,United States,My Place,410 N 17th St,1.0,,,,,,
+,9166065299,,,,,,,,49ers Sacramento Faithfuls,Leo,Placencia lll,[email protected],West Sacramento,CA,United States,Kick N Mule Restaurant and Sports Bar,2901 W Capitol Ave,250.0,,Instagram page 49erssacramentofaithfuls,,,,
+,9098964162,,,,,,,,SO. CAL GOLDBLOOED NINERS,Louie,Gutierrez,[email protected],Industry,CA,United States,Hacienda nights pizza co.,15239 Gale ave,20.0,,,,,,
+,5105867089,,,,,,,,Niner Empire Hayward chapter,Raul,Sosa,[email protected],Hayward,Ca,United States,Strawhat pizza,1163 industrial pkwy W,30.0,,,,,,
+,6412033285,,,,,,,,49ers Empire Iowa Chapter,Lisa,Wertz,[email protected],Chariton,Iowa,United States,Shoemakers Steak House,2130 Court Ave,194.0,https://www.facebook.com/groups/247559578738411/,,,,,
+,5598923919,,,,,,,,Niner Empire of Fresno,Luis,Lozano,[email protected],Fresno,CA,United States,Round Table Pizza,5702 N. First st,215.0,Http://facebook.com/theninerempireoffresno,,,,,
+,8602057937,,,,,,,,Connecticut Spartan Niner Empire,Maria,Ortiz,[email protected],East Hartford,Connecticut,United States,Silver Lanes Lounge,748 Silverlane,13.0,,,,,,
+,2814602274,,,,,,,,"Niner Empire Houston, TX Chapter",Lorenzo,Puentes,[email protected],Houston,Texas,United States,Little J's Bar,5306 Washington Ave,175.0,https://www.facebook.com/NinerEmpireHTX,,,,,
+,2814085420,,,,,,,,"Niner Empire Houston, TX",lorenzo,puentes,[email protected],Houston,Texas,United States,coaches I-10,17754 Katy Fwy #1,150.0,https://m.facebook.com/NinersFaithfulHTX,,,,,
+,6265396855,,,,,,,,SO. CAL GOLD BLOODED NINER'S,Louie,Gutierrez,[email protected],Industry,CA,United States,Hacienda heights Pizza Co,15239 Gale Ave,25.0,Facebook group page/instagram,,,,,
+,5593597047,,,,,,,,the 559 ers,jose,Ascencio,[email protected],porterville,CA,United States,landing 13,landing 13,10.0,,,,,,
+,3105705415,,,,,,,,Billings Niners Faithful,Lukas,Seely,[email protected],Billings,MT,United States,Craft B&B,2658 Grand ave,42.0,https://www.facebook.com/groups/402680873209435,,,,,
+,9016909484,,,,,,,,901 9ers,Darrick,Pate,[email protected],Memphis,Tn,United States,Prohibition,4855 American Way,50.0,,,,,,
+,5127738511,,,,,,,,Tulsa 49ers Faithful,Marcus,Bell,[email protected],Tulsa,OK,United States,Buffalo Wild Wings,6222 E 41st St,140.0,https://www.facebook.com/groups/313885131283800/,,,,,
+,4086853231,,,,,,,,The Niner Empire - 405 Faithfuls - Oklahoma City,Maria,Ward,[email protected],Oklahoma City,OK,United States,The Side Chick 115 E. California Ave,5911 Yale Drive,50.0,https://www.facebook.com/share/FZGC9mVjz3BrHGxf/?mibextid=K35XfP,,,,,
+,7605404093,,,,,,,,Niner Empire Imperial Valley,Mario,A Garcia Jr,[email protected],Brawley,Ca,United States,Waves Restaurant & Saloon,621 S Brawley Ave,7.0,,,,,,
+,6234519863,,,,,,,,East Valley Faithful,Mark,Arellano,[email protected],Gilbert,AZ,United States,TBD,5106 South Almond CT,20.0,,,,,,
+,(360) 970-4784,,,,,,,,360 Niner Empire,Marcus,Dela Cruz,[email protected],Lacey,WA,United States,Dela Cruz Residence,1118 Villanova St NE,20.0,,,,,,
+,8042106332,,,,,,,,49ers Booster Club of Virginia,Chris,Marshall,[email protected],Mechanicsville,Virginia,United States,Sports Page Bar & Grill,8319 Bell Creek Rd,10.0,,,,,,
+,3605931626,,,,,,,,Niner Empire Tampa,Matthew,Pascual,[email protected],Tampa,FL,United States,The Bad Monkey,1717 East 7th Avenue,18.0,https://www.facebook.com/NinerEmpireTampa,,,,,
+,4062441820,,,,,,,,49ers Faithful Montana State,Melissa,Kirkham,[email protected],Missoula,MT,United States,Not yet determined,415 Coloma Way,40.0,https://www.facebook.com/groups/2370742863189848/,,,,,
+,3615632198,,,,,,,,49ers Fan club,Jess,Mendez,[email protected],Corpus Christi,Texas,United States,Click Paradise Billiards,5141 Oakhurst Dr.,25.0,,,,,,
+,6613438275,,,,,,,,Niner Empire Delano,mike,uranday,[email protected],Delano,ca,United States,Aviator casino,1225 Airport dr,20.0,,,,,,
+,6159537124,,,,,,,,Mid South Niner Empire,Tyrone,J Taylor,[email protected],Nashville,TN,United States,Winners Bar and Grill,1913 Division St,12.0,,,,,,
+,6465429352,,,,,,,,49ers Empire New York City,Miguel,Ramirez,[email protected],New York,New York,United States,Off The Wagon,109 MacDougal Street,15.0,,,,,,
+,7605879798,,,,,,,,49er Empire High Desert,Mike,Kidwell (president),[email protected],hesperia,California,United States,Thorny's,1330 Ranchero rd.,100.0,,,,,,
+,3038425017,,,,,,,,Mile High 49ers,Howard,Gibian,[email protected],Denver,Colorado,United States,IceHouse Tavern,1801 Wynkoop St,15.0,,,,,,
+,(323) 440-3129,,,,,,,,NOCO 49ers,Ryan,Fregosi,[email protected],Windsor,CO,United States,The Summit Windsor,4455 N Fairgrounds Ave,677.0,,,,,,
+,4142429903,,,,,,,,Milwaukee Spartans of the Niner Empire,Brandon,Rayls,[email protected],Wauwatosa,WI,United States,jacksons blue ribbon pub,11302 w bluemound rd,5.0,,,,,,
+,3257165662,,,,,,,,SAN ANGELO NINER EMPIRE,pablo,barrientod,[email protected],san angelo,tx,United States,buffalo wild wings,4251 sherwoodway,15.0,,,,,,
+,5802848928,,,,,,,,580 FAITHFUL,Lowell,Mitchusson,[email protected],Devol,OK,United States,APACHE LONE STAR CASUNO,"Devol, Oklahoma",10.0,,,,,,
+,9373974225,,,,,,,,49ers of Ohio,Monica,Leslie,[email protected],Xenia,Ohio,United States,Cafe Ole',131 North Allison Ave,15.0,,,,,,
+,3073653179,,,,,,,,307 FAITHFUL,Michael,Mason,[email protected],Cheyenne,WY,United States,"4013 Golden Ct, Cheyenne, Wyoming",4013 Golden Ct,2.0,,,,,,
+,7609277246,,,,,,,,Mojave Desert 49er Faithfuls,Nicole,Ortega,[email protected],Apple Valley,CA,United States,Gator's Sports Bar and Grill - Apple Valley,21041 Bear Valley Rd,40.0,,,,,,
+,9153463686,,,,,,,,The Dusty Faithful,Alejandro,Montero,[email protected],Socorro,TX,United States,The Dusty Tap Bar,10297 Socorro Rd,45.0,,,,,,
+,5055451180,,,,,,,,The Duke City Faithful,David,Young,[email protected],Albuquerque,N.M.,United States,Buffalo wild wings,6001 iliff rd.,20.0,,,,,,
+,5203719925,,,,,,,,Emilio,Bustos,,[email protected],Casa grande,Arizona(AZ),United States,Liquor factory bar and deli,930 E Florence,30.0,,,,,,
+,5054894879,,,,,,,,New Mexico Niner Empire,Charles,Montano,[email protected],Albuquerque,New Mexico,United States,Ojos Locos Sports Cantina,"Park Square,2105 Louisiana Blvd N.E",250.0,,,,,,
+,5626593944,,,,,,,,So Cal Niner Empire,Ras,Curtis Shepperd,[email protected],Long Beach,Ca,United States,Gallaghers Irish Pub and Grill,2751 E. Broadway,30.0,,,,,,
+,9802000224,,,,,,,,49er Faithful of Charlotte,Ryan,Lutz,[email protected],Charlotte,North Carolina,United States,Strike City Charlotte,210 E. Trade St.,353.0,,,,,,
+,6126365232,,,,,,,,MSP Niner Faithful,Xp,Lee,[email protected],Saint Paul,MN,United States,Firebox BBQ,1585 Marshall Ave,5.0,Www.fb.me/mspniners,,,,,
+,6019187982,,,,,,,,Mississippi Niner Empire Chapter-Jackson,Nicholas,Jones,[email protected],Jackson,Ms.,United States,M-Bar Sports Grill,6340 Ridgewood Ct.,69.0,,,,,,
+,9256982330,,,,,,,,BayArea Faithfuls,Jon,Punla,[email protected],Pleasant Hill,California,United States,Damo Sushi,508 Contra Costa Blvd,100.0,,,,,,
+,4803525459,,,,,,,,AZ49erFaithful,Ignacio,Cordova,[email protected],mesa,az,United States,Boulders on Southern,1010 w Southern ave suite 1,120.0,,,,,,
+,2103164674,,,,,,,,Pluckers Alamo Ranch,Naomi,Robles,[email protected],San Antonio,TX,United States,Pluckers Wong Bar,202 Meadow Bend Dr,45.0,,,,,,
+,870-519-9373,,,,,,,,Natural State Niners,Denishio,Blanchett,[email protected],Jonesboro,AR,United States,Buffalo Wild Wings,1503 Red Wolf Blvd,105.0,www.facebook.com/NSNiners,,,,,
+,5614050582,,,,,,,,North Carolina Gold Blooded Empire,[email protected],,[email protected],Raleigh,North Carolina,United States,Tobacco Road - Raleigh,222 Glenwood Avenue,40.0,,,,,,
+,3365588525,,,,,,,,Spartan Empire of North Carolina,Karlton,Green,[email protected],Greensboro,NC,United States,World of Beer,1310 westover terr,8.0,,,,,,
+,(559) 380-5061,,,,,,,,Niner Empire Kings County,Javier,Cuevas,[email protected],Hanford,CA,United States,Fatte Albert's pizza co,110 E 7th St,10.0,,,,,,
+,5053216498,,,,,,,,New Mexico Gold Rush,Larry,Urbina,[email protected],Rio Rancho,NM,United States,Applebee's,4100 Ridge Rock Rd,25.0,,,,,,
+,650-333-6117,,,,,,,,Niner 408 Squad,Tracey,Anthony,[email protected],San Jose,CA,United States,Personal home,3189 Apperson Ridge Court,25.0,,,,,,
+,9518670172,,,,,,,,NINER ALLEY,junior,ambriz,[email protected],moreno valley,ca,United States,home,13944 grant st,15.0,,,,,,
+,5599677071,,,,,,,,Niner Empire San Antonio,Jesus,Archuleta,[email protected],San Antonio,Texas,United States,Fatso's,1704 Bandera Road,25.0,https://www.facebook.com/ninerempire.antonio,,,,,
+,5209711614,,,,,,,,NinerEmpire520,Joseph,(Bubba) Avalos,[email protected],Tucson,AZ,United States,Maloney's,213 North 4th Ave,100.0,,,,,,
+,6024594333,,,,,,,,49er Empire Desert West,Daniel,Enriquez,[email protected],Glendale,Arizona,United States,McFadden's Glendale,9425 West Coyotes Blvd,60.0,,,,,,
+,9155026670,,,,,,,,Niner Empire EPT,Pete,Chavez,[email protected],el paso,tx,United States,knockout pizza,10110 mccombs,12.0,http://www.facebook.com/groups/ninerempireept,,,,,
+,7027692152,,,,,,,,"Niner Empire Henderson, NV",Jay,Bryant-Chavez,[email protected],Henderson,Nevada,United States,Hi Scores Bar-Arcade,65 S Stephanie St,11.0,http://www.facebook.com/ninerempirehenderson,,,,,
+,9712184734,,,,,,,,Niner Empire Salem,Timothy,Stevens,[email protected],Salem,OR,United States,IWingz,IWingz,200.0,,,,,,
+,5599677071,,,,,,,,Niner Empire San Antonio,Jesus,Archuleta,[email protected],San Antonio,Texas,United States,Fatsos,1704 Bandera Rd,30.0,,,,,,
+,5419440558,,,,,,,,Niner Empire Southern Oregon,Patricia,Alvarez,[email protected],Medford,OR,United States,The Zone Sports Bar & Grill,1250 Biddle Rd.,12.0,,,,,,
+,4199171537,,,,,,,,niner empire faithfuls of toledo,Darren,Sims,[email protected],Toledo,Ohio,United States,Legendz sports pub and grill,519 S. Reynolds RD,27.0,,,,,,
+,7023033434,,,,,,,,Las Vegas Niner EmpireNorth,Susan,Larsen,[email protected],Las Vegas,NV,United States,Timbers Bar & Grill,7240 West Azure Drive,50.0,,,,,,
+,7023715898,,,,,,,,NINER FRONTIER,Tyson,white,[email protected],las vegas,NV,United States,Luckys Lounge,7345 S Jones Blvd,8.0,,,,,,
+,7604120919,,,,,,,,NINERS ROLLIN HARD IMPERIAL VALLEY,Juan,Vallejo,[email protected],Brawley,CA,United States,SPOT 805 Bar and Grill,550 Main St,40.0,,,,,,
+,8282228545,,,,,,,,Niners Rollin Hard EL Valle C.V. Chapter,Joshua,Garcia,[email protected],La Quinta,CA,United States,The Beer Hunters,78483 Highway 111,40.0,,,,,,
+,4088576983,,,,,,,,Niners United,Eli,Soque,[email protected],Santa Clara,CA,United States,"Levi's Stadium Section 201, Section 110, Section 235 (8 of the 18 members are Season Ticket Holders)",4900 Marie P DeBartolo Way,18.0,,,,,,
+,3125904783,,,,,,,,San Francisco 49ers Fans of Chicago,Nathan,Israileff,[email protected],Chicago,IL,United States,"Gracie O'Malley's (Wicker Park location), 1635 N Milwaukee Ave, Chicago, IL 60647",Gracie O'Malley's,1990.0,https://www.facebook.com/Chicago49ersFans,,,,,
+,2017022055,,,,,,,,NJ Niner Empire Faithful Warriors,Joe,Aguiluz,[email protected],Jersey City,New Jersey,United States,O'Haras Downtown,172 1st Street,20.0,https://m.facebook.com/njninerempire,,,,,
+,2017057762,,,,,,,,NJ9ers,Arron,Rodriguez,[email protected],Bayonne,NJ,United States,Mr. Cee's Bar & Grill,17 E 21st Street,35.0,,,,,,
+,2088183104,,,,,,,,North Idaho 49ers Faithful,Josh,Foshee,[email protected],Coeur d'Alene,ID,United States,Iron Horse Bar and Grille,407 Sherman Ave,700.0,,,,,,
+,5093069273,,,,,,,,Northwest Niner Empire,David,Hartless,[email protected],Ellensburg,WA,United States,Armies Horseshoe Sports Bar,106 W 3rd,145.0,https://www.facebook.com/groups/northwestninerempire/,,,,,
+,7039691435,,,,,,,,NOVA Niners,Matt,Gaffey,[email protected],Herndon,VA,United States,Finnegan's Sports Bar & Grill,2310 Woodland Crossing Dr,80.0,http://www.facebook.com/nova.niners1,,,,,
+,8303870501,,,,,,,,Austin Niner Empire,Amber,Williams,[email protected],Austin,Texas,United States,Mister Tramps Pub & Sports Bar,8565 Research Blvd,13.0,http://www.Facebook.com/AustinNinerEmpire,,,,,
+,6462677844,,,,,,,,New York 49ers Club,Joey,Greener,[email protected],new york,ny,United States,Finnerty's Sports Bar,221 2nd Avenue,300.0,,,,,,
+,559-664-2446,,,,,,,,Mad-town chapter,Francisco,Velasquez,[email protected],Madera,CA,United States,Madera ranch,28423 Oregon Ave,15.0,,,,,,
+,5129491183,,,,,,,,Gold Rush Army of Austin,Emmanuel,Salgado,[email protected],Austin,TX,United States,Midway Field House,2015 E Riverside Dr,180.0,https://www.facebook.com/GoldRushArmyofAustin,,,,,
+,(951) 867-0172,,,,,,,,niner alley,pedro,ambriz,[email protected],MORENO VALLEY,CA,United States,papa joes sports bar,12220 frederick ave,25.0,,,,,,
+,(413)361-9818,,,,,,,,413 Spartans,Ricky Pnut,Ruiz,[email protected],Chicopee,MA,United States,Bullseye,Bullseye,17.0,,,,,,
+,503-550-9738,,,,,,,,Clementine's Faithful,Paula,Hylland,[email protected],Portland,OR,United States,The Mule Bar,4915 NE Fremont Street,10.0,,,,,,
+,5852592796,,,,,,,,585faithful,patterson,,[email protected],dansville,NY,United States,dansville ny,108 main st,1.0,,,,,,
+,5599203535,,,,,,,,Niner Empire Cen Cal 559,Pauline,Castro,[email protected],PORTERVILLE,CA,United States,BRICKHOUSE BAR AND GRILL,152 North Hockett Street,30.0,,,,,,
+,9254514477,,,,,,,,Booze & Niner Football,Mike,Parker,[email protected],Solana Beach,CA,United States,Saddle Bar,123 W Plaza St,10.0,,,,,,
+,6262024448,,,,,,,,Westside Niners Nation,Leo,Gonzalez,[email protected],Culver City,CA,United States,Buffalo Wings and Pizza,5571 Sepulveda Blvd.,16.0,,,,,,
+,5203719925,,,,,,,,Pinal county niner empire,Emilio,Bustos,[email protected],Casa grande,Arizona(AZ),United States,Liquor factory bar and deli,930 E Florence,30.0,,,,,,
+,4252561925,,,,,,,,"Prescott, AZ 49ers faithful",Pam,Marquardt,[email protected],Prescott,AZ,United States,Prescott Office Resturant,128 N. Cortez St.,28.0,,,,,,
+,8082585120,,,,,,,,San Francisco 49'ers Hawaii Fan Club,Randy,Miyamoto,[email protected],Honolulu,Hawaii,United States,To be determined,To be determined,50.0,,,,,,
+,(503) 544-3640,,,,,,,,Niner Empire Portland,Pedro,Urzua,[email protected],Portland,OR,United States,KingPins Portland,3550 SE 92nd ave,100.0,,,,,,
+,9253054704,,,,,,,,QueensandKings Bay Area Empire Chapter,Queen,,[email protected],Antioch,Ca,United States,Tailgaters,4605 Golf Course Rd,15.0,,,,,,
+,4086671847,,,,,,,,Club 49 Tailgate Crew,Alex,Chavez,[email protected],Pleasanton,California,United States,Sunshine Saloon Sports Bar,1807 Santa Rita Rd #K,15.0,,,,,,
+,6465429352,,,,,,,,49ers Nyc Chapter,Miguel,Ramirez,[email protected],New York,New York,United States,Off the Wagon,"109 Macdougal St,",35.0,https://www.facebook.com/niner.nychapter,,,,,
+,5093076839,,,,,,,,"49er faithfuls Yakima,Wa",Olivia,Salazar,[email protected],Yakima,Wa,United States,TheEndzone,1023 N 1st,35.0,,,,,,
+,7209080304,,,,,,,,49er's Faithful Aurora Co Chapter,Fito,Cantu',[email protected],Aurora,CO,United States,17307 E Flora Place,17307 E Flora Place,10.0,,,,,,
+,5626404112,,,,,,,,49er F8thfuls,Ray,Casper,[email protected],Gardena,Ca,United States,Paradise,889 w 190th,50.0,,,,,,
+,562-322-8833,,,,,,,,westside9ers,Ray,Casper,[email protected],Downey,CA,United States,Bar Louie,8860 Apollo Way,75.0,,,,,,
+,8609951926,,,,,,,,Spartan 9er Empire Connecticut,Raymond,Dogans,[email protected],EastHartford,CO,United States,Red Room,1543 Main St,20.0,,,,,,
+,6786322673,,,,,,,,Red & Gold Empire,Stephen,Box,[email protected],Sandy Springs,GA,United States,Hudson Grille Sandy Springs,6317 Roswell Rd NE,25.0,https://www.facebook.com/RGEmpire,,,,,
+,7755606361,,,,,,,,RENO NINEREMPIRE,Walter,Gudiel,[email protected],Reno,Nv,United States,Semenza's Pizzeria,4380 Neil rd.,35.0,,,,,,
+,6502711535,,,,,,,,650 Niner Empire peninsula chapter,Jose,Reyes Raquel Ortiz,[email protected],South San Francisco,Ca,United States,7mile house or standby,1201 bayshore blvd,27.0,,,,,,
+,6508346624,,,,,,,,Spartan Niner Empire California,Jose,Reyes,[email protected],Colma,CA,United States,Molloys Tavern,Molloys tavern,19.0,,,,,,
+,(951) 390-6832,,,,,,,,Riverside county TEF (Thee Empire Faithful),Sean,Flynn,[email protected],Winchester,CA,United States,Pizza factory,30676 Bentod Rd,20.0,,,,,,
+,9098153880,,,,,,,,Riverside 49ers Booster Club,Gus,Esmerio,[email protected],Riverside,California,United States,Lake Alice Trading Co Saloon &Eatery,3616 University Ave,20.0,,,,,,
+,5156643526,,,,,,,,49ers Strong Iowa - Des Moines Chapter,Rob,Boehringer,[email protected],Ankeny,IA,United States,Benchwarmers,705 S Ankeny Blvd,8.0,,,,,,
+,6159537124,,,,,,,,Mid South Niner Nation,Tyrone,Taylor,[email protected],Nashville,TN,United States,Kay Bob's,1602 21st Ave S,12.0,,,,,,
+,8165898717,,,,,,,,Kansas City 49ers Faithful,Ronnie,Tilman,[email protected],Leavenworth,KS,United States,"Fox and hound. 10428 metcalf Ave. Overland Park, ks",22425,245.0,,,,,,
+,9169965326,,,,,,,,49er Booster Club Carmichael Ca,Ramona,Hall,[email protected],Fair Oaks,Ca,United States,Fair Oaks,7587 Pineridge Lane,38.0,,,,,,
+,2252419900,,,,,,,,Rouge & Gold Niner Empire,Derek,Wells,[email protected],Baton Rouge,LA,United States,Sporting News Grill,4848 Constitution Avenue,32.0,,,,,,
+,5592029388,,,,,,,,Niner Empire Tulare County,Rita,Murillo,[email protected],Visalia,Ca,United States,5th Quarter,3360 S. Fairway,25.0,,,,,,
+,3234403129,,,,,,,,Mile High 49ers NOCO Booster Club,Ryan,Fregosi,[email protected],Greeley,co,United States,Old Chicago Greeley,2349 W. 29th St,176.0,http://www.facebook.com/milehigh49ersnocoboosterclub,,,,,
+,4086220996,,,,,,,,NINERFANS.COM,Ryan,Sakamoto,[email protected],Cupertino,California,United States,Islands Bar And Grill (Cupertino),20750 Stevens Creek Blvd.,22.0,,,,,,
+,6198203631,,,,,,,,San Diego Gold Rush,Robert,Zubiate,[email protected],San Diego,CA,United States,Bootleggers,804 market st.,20.0,,,,,,
+,6026264006,,,,,,,,East Valley Niner Empire,Selvin,Cardona,[email protected],Apache Junction,AZ,United States,Tumbleweed Bar & Grill,725 W Apache Trail,30.0,,,,,,
+,7076949476,,,,,,,,Santa Rosa Niner Empire,Joaquin,Kingo Saucedo,[email protected],Windsor,CA,United States,Santa Rosa,140 3rd St,15.0,,,,,,
+,3305180874,,,,,,,,Youngstown Faithful,Scott,West,[email protected],Canfield,OH,United States,The Cave,369 Timber Run Drive,10.0,,,,,,
+,6502469641,,,,,,,,Seattle Niners Faithful,Brittany,Carpenter,[email protected],Everett,WA,United States,Great American Casino,12715 4th Ave W,300.0,,,,,,
+,9194511624,,,,,,,,"San Francisco 49ers Faithful - Greater Triangle Area, NC",Lora,Edgar,[email protected],Durham,North Carolina,United States,Tobacco Road Sports Cafe,280 S. Mangum St. #100,24.0,https://www.facebook.com/groups/474297662683684/,,,,,
+,5103948854,,,,,,,,South Florida Gold Blooded Empire,Michelle,"""""Meme"""" Jackson",[email protected],Boynton Beach,Florida,United States,Miller's Ale House,2212 N. Congress Avenue,23.0,,,,,,
+,5305264764,,,,,,,,Red Rock's Local 49 Club,Shane,Keffer,[email protected],Red Bluff,CA,United States,Tips Bar,501 walnut St.,40.0,,,,,,
+,5098451845,,,,,,,,Columbia Basin Niners Faithful,Christina,Feldman,[email protected],Finley,Washington,United States,Shooters,214711 e SR 397 314711 wa397,30.0,,,,,,
+,(951) 816-8801,,,,,,,,9er Elite,Harmony,Shaw,[email protected],Lake Elsinore,CA,United States,Pins N Pockets,32250 Mission Trail,20.0,,,,,,
+,6093396596,,,,,,,,Shore Faithful,Edward,Griffin Jr,[email protected],Barnegat,NJ,United States,603 East Bay Ave Barnegat NJ 08005 - Due to covid 19 we no longer have a meeting location besides my residence. I truly hope this is acceptable - Thank you,603 East Bay Ave,6.0,,,,,,
+,5054708144,,,,,,,,Santa Fe Faithfuls,Anthony,Apodaca,[email protected],Santa Fe,New Mexico,United States,Blue Corn Brewery,4056 Cerrilos Rd.,10.0,,,,,,
+,5204147239,,,,,,,,Sonoran Desert Niner Empire,Derek,Yubeta,[email protected],Maricopa,AZ,United States,Cold beers and cheeseburgers,20350 N John Wayne Pkwy,48.0,,,,,,
+,3054953136,,,,,,,,9549ERS faithful,Nelson,Tobar,[email protected],Davie,FL,United States,Twin peaks,Twin peaks,30.0,,,,,,
+,8062929172,,,,,,,,806 Niner Empire West Texas Chapter,Joe,Frank Rodriquez,[email protected],Lubbock,Texas,United States,Buffalo Wild Wings,6320 19th st,20.0,,,,,,
+,8082283453,,,,,,,,Ohana Niner Empire,Nathan,Sterling,[email protected],Honolulu,HI,United States,TBD,1234 TBD,20.0,,,,,,
+,9167470720,,,,,,,,Westside Portland 49er Fan Club,Steven,Englund,[email protected],Portland,OR,United States,The Cheerful Tortoise,1939 SW 6th Ave,20.0,,,,,,
+,7542235678,,,,,,,,49ersGold,Tim,OCONNELL,[email protected],Oakland Park,FL,United States,stout bar and grill,Stout Bar and Grill,12.0,,,,,,
+,2096409543,,,,,,,,4T9 MOB TRACY FAMILY,Jenese,Borges Soto,[email protected],Tracy,Ca,United States,Buffalo wild wings,2796 Naglee road,20.0,,,,,,
+,5413015005,,,,,,,,Niner Empire Southern Oregon Chapter,Susana,Perez,[email protected],medford,or,United States,imperial event center,41 north Front Street,15.0,,,,,,
+,(530) 315-9467,,,,,,,,SacFaithful,Gregory,Mcconkey,[email protected],Cameron park,CA,United States,Presidents home,3266 Cimmarron rd,20.0,,,,,,
+,9374189628,,,,,,,,Niner Faithful Of Southern Ohio,Tara,Farrell,[email protected],piqua,OH,United States,My House,410 Camp St,10.0,,,,,,
+,7609783736,,,,,,,,NinerGangFaithfuls,Andrew,Siliga,[email protected],Oceanside,ca,United States,my house,4020 Thomas st,20.0,,,,,,
+,6099544424,,,,,,,,Jersey 49ers riders,terry,jackson,[email protected],Trenton,New Jersey,United States,sticky wecket,2465 S.broad st,30.0,,,,,,
+,(703) 401-0212,,,,,,,,Life Free or Die Faithfuls,Thang,Vo,[email protected],Concord,NH,United States,Buffalo Wild Wings,8 Loudon Rd,3.0,https://www.facebook.com/groups/876812822713709/,,,,,
+,3105929214,,,,,,,,The 909 Niner Faithfuls,Joe,Del Rio,[email protected],Fontana,Ca,United States,Boston's Sports Bar and Grill,16927 Sierra Lakes Pkwy.,30.0,http://www.facebook.com/The909NinerFaithfuls,,,,,
+,6264459623,,,,,,,,Arcadia Chapter,Allyson,Martin,[email protected],Arcadia,CA,United States,4167 e live oak Ave,4167 e live oak Ave,25.0,,,,,,
+,5592897293,,,,,,,,Thee Empire Faithful,Joe,Rocha,[email protected],Fresno,California,United States,Buffalo Wild Wings,3065 E Shaw Ave,50.0,,,,,,
+,5412063142,,,,,,,,The Oregon Faithful,Jeff,Sutton,[email protected],Eugene,OR,United States,The Side Bar,Side Bar,12.0,,,oregonfaithful on Twitter,,,
+,9082475788,,,,,,,,The ORIGINAL Niner Empire-New Jersey Chapter,Charlie,Murphy,[email protected],Linden,NJ,United States,Nuno's Pavilion,300 Roselle ave,35.0,,,,,,
+,5852788246,,,,,,,,What a Rush (gold),Paul,Smith,[email protected],Rochester,NY,United States,The Scotch House Pub,373 south Goodman street,15.0,,,,,,
+,9519029955,,,,,,,,Moreno Valley 49er Empire,Tibor,Belt,[email protected],Moreno Vallay,CA,United States,S Bar and Grill,23579 Sunnymead Ranch Pkwy,15.0,https://www.facebook.com/pages/Moreno-Valley-49er-Empire/220528134738022,,,,,
+,14054370161,,,,,,,,"The Niner Empire, 405 Faithfuls, Oklahoma City",Maria,Ward,[email protected],Oklahoma city,OK,United States,Hooters NW Expressway OKC,3025 NW EXPRESSWAY,25.0,https://www.facebook.com/share/g/4RVmqumg1MQNtMSi/?mibextid=K35XfP,,,,,
+,7072971945,,,,,,,,707 EMPIRE VALLEY,Tony,Ruiz,[email protected],napa,California,United States,Ruiz Home,696a stonehouse drive,10.0,,,,,,
+,208-964-2981,,,,,,,,Treasure Valley 49er Faithful,Curt,Starz,[email protected],Star,ID,United States,The Beer Guys Saloon,10937 W. State Street,100.0,https://www.facebook.com/TV49erFaithful,,,,,
+,(804) 313-1137,,,,,,,,Hampton Roads Niner Empire,Nick,Farmer,[email protected],Newport news,VA,United States,Boathouse Live,11800 Merchants Walk #100,300.0,https://m.facebook.com/groups/441340355910833?ref=bookmarks,,,,,
+,(971) 218-4734,,,,,,,,Niner Empire Salem,Timothy,Stevens,[email protected],Salem,OR,United States,AMF Firebird Lanes,4303 Center St NE,218.0,,,,,,
+,3234590567,,,,,,,,Forty Niners LA chapter,Tony,,[email protected],Bell,Ca,United States,Krazy Wings,7016 Atlantic Blvd,15.0,,,,,,
+,(318) 268-9657,,,,,,,,Red River Niner Empire,Tyra,Kinsey,[email protected],Bossier City,LA,United States,Walk On's Bossier City,3010 Airline Dr,15.0,www.facebook.com/RedRiverNinerEmpire,,,,,
+,3058965471,,,,,,,,Ultimate 49er Empire,Nadieshda,Nadie Lizabe,[email protected],Pembroke pines,Florida,United States,Pines alehouse,11795 pine island blvd,14.0,,,,,,
+,8014140109,,,,,,,,Utah Niner Empire,Travis,Vallejo,[email protected],Salt Lake City,UT,United States,Legends Sports Pub,677 South 200 West,25.0,https://www.facebook.com/UtahNinerEmpire,,,,,
+,(480) 493-9526,,,,,,,,Phoenix602Faithful,Vincent,Price,[email protected],Phoenix,AZ,United States,Galaghers,3220 E Baseline Rd,20.0,,,,,,
+,3108979404,,,,,,,,WESTSIDE 9ERS,Naimah,Williams,[email protected],Carson,CA,United States,Buffalo Wild Wings,736 E Del Amo Blvd,20.0,,,,,,
+,4696009701,,,,,,,,Addison Point 49ner's Fans,William,Kuhn,[email protected],Addison,Texas,United States,Addison Point Sports Grill,4578 Beltline Road,288.0,,,,,,
+,3605679487,,,,,,,,49er Forever Faithfuls,Wayne,Yelloweyes-Ripoyla,[email protected],Vancouver,Wa,United States,Hooligans bar and grill,"8220 NE Vancouver Plaza Dr, Vancouver, WA 98662",11.0,,,,,,
+,5309086004,,,,,,,,Woodland Faithful,Oscar,Ruiz,[email protected],Woodland,CA,United States,Mountain Mikes Pizza,171 W. Main St,30.0,,,,,,
+,3159448662,,,,,,,,Niner Empire Central New York,Michal,,[email protected],Cicero,New York,United States,Tully's Good Times,7838 Brewerton Rd,6.0,,,,,,
+,(970) 442-1932,,,,,,,,4 Corners Faithful,Anthony,Green,[email protected],Durango,CO,United States,Sporting News Grill,21636 Highway 160,10.0,https://www.facebook.com/groups/363488474141493/,,,,,
+,(480) 708-0838,,,,,,,,480 Gilbert Niner Empire,Elle,Lopez,[email protected],Gilbert,AZ,United States,Panda Libre,748 N Gilbert Rd,30.0,,,,,,
+,(331) 387-0752,,,,,,,,Niner Empire Jalisco 49ers Guadalajara,Sergio,Hernandez,[email protected],Guadalajara,TX,United States,Bar Cheleros,Bar CHELEROS,190.0,https://www.facebook.com/NinerEmpireJalisco49ersGuadalajara/?modal=admin_todo_tour,,,,,
+,3045457327,,,,,,,,49ERS Faithful of West Virginia,Zachary,Meadows,[email protected],Charleston,WV,United States,The Pitch,5711 MacCorkle Ave SE,12.0,,,,,,
+,2016971994,,,,,,,,49 Migos Chapter,Manny,Duarte,[email protected],Saddle Brook,NJ,United States,Midland Brewhouse,374 N Midland Ave,10.0,,,,,,
+,408-892-5315,,,,,,,,49ers Bay Area Faithful Social Club,Sarah,Wallace,[email protected],Sunnyvale,CA,United States,Giovanni's New York Pizzeria,1127 Lawrence Expy,65.0,,,,,,
+,5404245114,,,,,,,,Niner Empire Of Indy,Jay,Balthrop,[email protected],Indianapolis,IN,United States,The Bulldog Bar and Lounge,5380 N College Ave,30.0,,,,,,

data/april_11_multimedia_data_collect/49ers_2024_column_definitions.csv

@@ -0,0 +1,62 @@
+column_name,definition
+game_id,Unique identifier for each game (format: YYYY_WK_HOME_AWAY)
+player_id,Unique identifier for each player
+player_name,Player name (Last.First format)
+posteam,Team the player was on for this play
+position,"Player position (QB, RB, WR, TE, OL, DL, LB, DB, etc.)"
+team,Team the player was on for the season
+passing_yards,Total passing yards
+passing_tds,Total passing touchdowns
+air_yards,Total air yards (distance ball traveled in the air)
+yards_after_catch,Total yards after catch (YAC)
+cpoe,Completion Percentage Over Expected (average)
+qb_epa,Expected Points Added by quarterback
+pass_attempts,Number of pass attempts
+complete_passes,Number of completed passes
+avg_air_yards,Average air yards per pass attempt
+avg_yac,Average yards after catch per reception
+pass_location_left,Number of passes thrown to the left side of the field
+pass_location_middle,Number of passes thrown to the middle of the field
+pass_location_right,Number of passes thrown to the right side of the field
+pass_length_short,Number of short passes (0-9 yards)
+pass_length_medium,Number of medium passes (10-19 yards)
+pass_length_deep,Number of deep passes (20+ yards)
+rushing_yards,Total rushing yards
+rushing_tds,Total rushing touchdowns
+rush_attempts,Number of rush attempts
+first_downs_rush,Number of first downs achieved by rushing
+xyac_mean,Expected Yards After Contact (mean)
+xyac_median,Expected Yards After Contact (median)
+xyac_success_rate,Expected Yards After Contact success rate
+rush_epa,Expected Points Added by rushing plays
+run_location_left,Number of rushes to the left side of the field
+run_location_middle,Number of rushes to the middle of the field
+run_location_right,Number of rushes to the right side of the field
+run_gap_guard,Number of rushes through the guard gap
+run_gap_tackle,Number of rushes through the tackle gap
+run_gap_end,Number of rushes through the end gap
+receiving_yards,Total receiving yards
+receiving_tds,Total receiving touchdowns
+receiving_attempts,Number of pass attempts targeting this player
+first_downs_receiving,Number of first downs achieved by receiving
+receiving_epa,Expected Points Added by receiving plays
+avg_yac_y,Average yards after catch per reception
+avg_air_yards_y,Average air yards per target
+solo_tackles,Number of solo tackles
+assisted_tackles,Number of assisted tackles
+tackles_for_loss,Number of tackles for loss
+qb_hits,Number of quarterback hits
+sacks,Number of sacks (including half sacks)
+interceptions,Number of interceptions
+forced_fumbles,Number of forced fumbles
+fumble_recoveries,Number of fumble recoveries
+pass_defenses,Number of pass defenses (passes defended)
+total_plays,Total number of plays
+third_down_attempts,Number of third down attempts
+third_down_conversions,Number of third down conversions
+fourth_down_attempts,Number of fourth down attempts
+fourth_down_conversions,Number of fourth down conversions
+red_zone_attempts,Number of plays in the red zone (inside 20-yard line)
+red_zone_touchdowns,Number of touchdowns scored in the red zone
+avg_field_position,Average field position (yard line)
+total_epa,Total Expected Points Added

data/april_11_multimedia_data_collect/game_stats.py

@@ -0,0 +1,392 @@
+import pandas as pd
+import nfl_data_py as nfl
+import warnings
+warnings.filterwarnings("ignore")
+
+# =============================================
+# SECTION 1: BASIC STATS (ORIGINAL CODE)
+# =============================================
+
+# 1. Setup
+season = 2024
+team_abbr = "SF"
+
+# 2. Load play-by-play data for the 2024 season
+print("Loading play-by-play data...")
+pbp_df = nfl.import_pbp_data(years=[season], downcast=True)
+
+# 3. Filter for games involving the San Francisco 49ers
+sf_games = pbp_df[(pbp_df['home_team'] == team_abbr) | (pbp_df['away_team'] == team_abbr)]
+
+# 4. Get unique game IDs
+game_ids = sf_games['game_id'].unique()
+
+# 5. Create separate dataframes for passing, rushing, and receiving stats
+# Passing stats
+passing_stats = sf_games[sf_games['passer_player_id'].notna()].groupby(['game_id', 'passer_player_id', 'passer_player_name', 'posteam']).agg(
+    passing_yards=('passing_yards', 'sum'),
+    passing_tds=('pass_touchdown', 'sum'),
+    interceptions=('interception', 'sum')
+).reset_index()
+
+# Rushing stats
+rushing_stats = sf_games[sf_games['rusher_player_id'].notna()].groupby(['game_id', 'rusher_player_id', 'rusher_player_name', 'posteam']).agg(
+    rushing_yards=('rushing_yards', 'sum'),
+    rushing_tds=('rush_touchdown', 'sum')
+).reset_index()
+
+# Receiving stats - we need to identify receiving touchdowns from the touchdown column
+# First, create a flag for receiving touchdowns
+sf_games['receiving_td'] = (sf_games['touchdown'] == 1) & (sf_games['play_type'] == 'pass') & (sf_games['receiver_player_id'].notna())
+
+# Then group by receiver
+receiving_stats = sf_games[sf_games['receiver_player_id'].notna()].groupby(['game_id', 'receiver_player_id', 'receiver_player_name', 'posteam']).agg(
+    receiving_yards=('receiving_yards', 'sum'),
+    receiving_tds=('receiving_td', 'sum')
+).reset_index()
+
+# 6. Rename columns for consistency
+passing_stats = passing_stats.rename(columns={'passer_player_id': 'player_id', 'passer_player_name': 'player_name'})
+rushing_stats = rushing_stats.rename(columns={'rusher_player_id': 'player_id', 'rusher_player_name': 'player_name'})
+receiving_stats = receiving_stats.rename(columns={'receiver_player_id': 'player_id', 'receiver_player_name': 'player_name'})
+
+# 7. Merge all stats together
+player_stats = pd.merge(passing_stats, rushing_stats, on=['game_id', 'player_id', 'player_name', 'posteam'], how='outer')
+player_stats = pd.merge(player_stats, receiving_stats, on=['game_id', 'player_id', 'player_name', 'posteam'], how='outer')
+
+# 8. Fill NaN values with 0
+player_stats = player_stats.fillna(0)
+
+# 9. Filter to only San Francisco 49ers players (on offense)
+player_stats = player_stats[player_stats['posteam'] == team_abbr]
+
+# 10. Load roster info to enrich with player position
+roster_df = nfl.import_seasonal_rosters(years=[season])
+player_stats = player_stats.merge(
+    roster_df[['player_id', 'position', 'team']],
+    on='player_id',
+    how='left'
+)
+
+# 11. Export to CSV
+output_path = "49ers_2024_player_box_scores.csv"
+player_stats.to_csv(output_path, index=False)
+print(f"Saved basic player box scores to {output_path}")
+
+# 12. Preview results
+print("\nBasic Stats Preview:")
+print(player_stats.head())
+
+# =============================================
+# SECTION 2: ENHANCED STATS
+# =============================================
+
+print("\nGenerating enhanced statistics...")
+
+# 1. Advanced Passing Stats
+advanced_passing = sf_games[sf_games['passer_player_id'].notna()].groupby(['game_id', 'passer_player_id', 'passer_player_name', 'posteam']).agg(
+    air_yards=('air_yards', 'sum'),
+    yards_after_catch=('yards_after_catch', 'sum'),
+    cpoe=('cpoe', 'mean'),  # Completion Percentage Over Expected
+    qb_epa=('qb_epa', 'sum'),  # QB-specific EPA
+    pass_attempts=('pass_attempt', 'sum'),
+    complete_passes=('complete_pass', 'sum'),
+    avg_air_yards=('air_yards', 'mean'),
+    avg_yac=('yards_after_catch', 'mean'),
+    pass_location_left=('pass_location', lambda x: (x == 'left').sum()),
+    pass_location_middle=('pass_location', lambda x: (x == 'middle').sum()),
+    pass_location_right=('pass_location', lambda x: (x == 'right').sum()),
+    pass_length_short=('pass_length', lambda x: (x == 'short').sum()),
+    pass_length_medium=('pass_length', lambda x: (x == 'medium').sum()),
+    pass_length_deep=('pass_length', lambda x: (x == 'deep').sum())
+).reset_index()
+
+# 2. Advanced Rushing/Receiving Stats
+advanced_rushing = sf_games[sf_games['rusher_player_id'].notna()].groupby(['game_id', 'rusher_player_id', 'rusher_player_name', 'posteam']).agg(
+    rush_attempts=('rush_attempt', 'sum'),
+    first_downs_rush=('first_down_rush', 'sum'),
+    xyac_mean=('xyac_mean_yardage', 'mean'),
+    xyac_median=('xyac_median_yardage', 'mean'),
+    xyac_success_rate=('xyac_success', 'mean'),
+    rush_epa=('epa', 'sum'),
+    run_location_left=('run_location', lambda x: (x == 'left').sum()),
+    run_location_middle=('run_location', lambda x: (x == 'middle').sum()),
+    run_location_right=('run_location', lambda x: (x == 'right').sum()),
+    run_gap_guard=('run_gap', lambda x: (x == 'guard').sum()),
+    run_gap_tackle=('run_gap', lambda x: (x == 'tackle').sum()),
+    run_gap_end=('run_gap', lambda x: (x == 'end').sum())
+).reset_index()
+
+advanced_receiving = sf_games[sf_games['receiver_player_id'].notna()].groupby(['game_id', 'receiver_player_id', 'receiver_player_name', 'posteam']).agg(
+    receiving_attempts=('pass_attempt', 'sum'),
+    first_downs_receiving=('first_down_pass', 'sum'),
+    receiving_epa=('epa', 'sum'),
+    avg_yac=('yards_after_catch', 'mean'),
+    avg_air_yards=('air_yards', 'mean')
+).reset_index()
+
+# 3. Defensive Player Stats
+# Create a list of all defensive player IDs from various defensive play columns
+defensive_player_ids = []
+defensive_player_names = []
+
+# Solo tackles
+solo_tackle_players = sf_games[sf_games['solo_tackle_1_player_id'].notna()][['game_id', 'solo_tackle_1_player_id', 'solo_tackle_1_player_name', 'defteam']]
+solo_tackle_players = solo_tackle_players.rename(columns={'solo_tackle_1_player_id': 'player_id', 'solo_tackle_1_player_name': 'player_name'})
+defensive_player_ids.append(solo_tackle_players)
+
+# Assisted tackles
+assist_tackle_players = sf_games[sf_games['assist_tackle_1_player_id'].notna()][['game_id', 'assist_tackle_1_player_id', 'assist_tackle_1_player_name', 'defteam']]
+assist_tackle_players = assist_tackle_players.rename(columns={'assist_tackle_1_player_id': 'player_id', 'assist_tackle_1_player_name': 'player_name'})
+defensive_player_ids.append(assist_tackle_players)
+
+# Sacks
+sack_players = sf_games[sf_games['sack_player_id'].notna()][['game_id', 'sack_player_id', 'sack_player_name', 'defteam']]
+sack_players = sack_players.rename(columns={'sack_player_id': 'player_id', 'sack_player_name': 'player_name'})
+defensive_player_ids.append(sack_players)
+
+# Interceptions
+int_players = sf_games[sf_games['interception_player_id'].notna()][['game_id', 'interception_player_id', 'interception_player_name', 'defteam']]
+int_players = int_players.rename(columns={'interception_player_id': 'player_id', 'interception_player_name': 'player_name'})
+defensive_player_ids.append(int_players)
+
+# Forced fumbles
+ff_players = sf_games[sf_games['forced_fumble_player_1_player_id'].notna()][['game_id', 'forced_fumble_player_1_player_id', 'forced_fumble_player_1_player_name', 'forced_fumble_player_1_team']]
+ff_players = ff_players.rename(columns={'forced_fumble_player_1_player_id': 'player_id', 'forced_fumble_player_1_player_name': 'player_name', 'forced_fumble_player_1_team': 'defteam'})
+defensive_player_ids.append(ff_players)
+
+# Fumble recoveries
+fr_players = sf_games[sf_games['fumble_recovery_1_player_id'].notna()][['game_id', 'fumble_recovery_1_player_id', 'fumble_recovery_1_player_name', 'fumble_recovery_1_team']]
+fr_players = fr_players.rename(columns={'fumble_recovery_1_player_id': 'player_id', 'fumble_recovery_1_player_name': 'player_name', 'fumble_recovery_1_team': 'defteam'})
+defensive_player_ids.append(fr_players)
+
+# Pass defenses
+pd_players = sf_games[sf_games['pass_defense_1_player_id'].notna()][['game_id', 'pass_defense_1_player_id', 'pass_defense_1_player_name', 'defteam']]
+pd_players = pd_players.rename(columns={'pass_defense_1_player_id': 'player_id', 'pass_defense_1_player_name': 'player_name'})
+defensive_player_ids.append(pd_players)
+
+# Combine all defensive player dataframes
+defensive_players = pd.concat(defensive_player_ids, ignore_index=True)
+defensive_players = defensive_players.drop_duplicates()
+
+# Now calculate defensive stats for each player
+defensive_stats = sf_games.groupby(['game_id', 'defteam']).agg(
+    solo_tackles=('solo_tackle', 'sum'),
+    assisted_tackles=('assist_tackle', 'sum'),
+    tackles_for_loss=('tackled_for_loss', 'sum'),
+    qb_hits=('qb_hit', 'sum'),
+    sacks=('sack', 'sum'),
+    interceptions=('interception', 'sum'),
+    forced_fumbles=('fumble_forced', 'sum'),
+    fumble_recoveries=('fumble_recovery_1_yards', lambda x: (x > 0).sum()),
+    pass_defenses=('pass_defense_1_player_id', lambda x: x.notna().sum())
+).reset_index()
+
+# Create a function to calculate individual defensive player stats
+def calculate_defensive_player_stats(player_id, player_name, game_id, team):
+    player_games = sf_games[sf_games['game_id'] == game_id]
+    
+    # Solo tackles
+    solo_tackles = player_games[player_games['solo_tackle_1_player_id'] == player_id].shape[0]
+    solo_tackles += player_games[player_games['solo_tackle_2_player_id'] == player_id].shape[0]
+    
+    # Assisted tackles
+    assist_tackles = player_games[player_games['assist_tackle_1_player_id'] == player_id].shape[0]
+    assist_tackles += player_games[player_games['assist_tackle_2_player_id'] == player_id].shape[0]
+    assist_tackles += player_games[player_games['assist_tackle_3_player_id'] == player_id].shape[0]
+    assist_tackles += player_games[player_games['assist_tackle_4_player_id'] == player_id].shape[0]
+    
+    # Sacks
+    sacks = player_games[player_games['sack_player_id'] == player_id].shape[0]
+    sacks += player_games[player_games['half_sack_1_player_id'] == player_id].shape[0] * 0.5
+    sacks += player_games[player_games['half_sack_2_player_id'] == player_id].shape[0] * 0.5
+    
+    # Interceptions
+    interceptions = player_games[player_games['interception_player_id'] == player_id].shape[0]
+    
+    # Forced fumbles
+    forced_fumbles = player_games[player_games['forced_fumble_player_1_player_id'] == player_id].shape[0]
+    forced_fumbles += player_games[player_games['forced_fumble_player_2_player_id'] == player_id].shape[0]
+    
+    # Fumble recoveries
+    fumble_recoveries = player_games[player_games['fumble_recovery_1_player_id'] == player_id].shape[0]
+    fumble_recoveries += player_games[player_games['fumble_recovery_2_player_id'] == player_id].shape[0]
+    
+    # Pass defenses
+    pass_defenses = player_games[player_games['pass_defense_1_player_id'] == player_id].shape[0]
+    pass_defenses += player_games[player_games['pass_defense_2_player_id'] == player_id].shape[0]
+    
+    # Tackles for loss
+    tackles_for_loss = player_games[player_games['tackle_for_loss_1_player_id'] == player_id].shape[0]
+    tackles_for_loss += player_games[player_games['tackle_for_loss_2_player_id'] == player_id].shape[0]
+    
+    # QB hits
+    qb_hits = player_games[player_games['qb_hit_1_player_id'] == player_id].shape[0]
+    qb_hits += player_games[player_games['qb_hit_2_player_id'] == player_id].shape[0]
+    
+    return pd.Series({
+        'solo_tackles': solo_tackles,
+        'assisted_tackles': assist_tackles,
+        'tackles_for_loss': tackles_for_loss,
+        'qb_hits': qb_hits,
+        'sacks': sacks,
+        'interceptions': interceptions,
+        'forced_fumbles': forced_fumbles,
+        'fumble_recoveries': fumble_recoveries,
+        'pass_defenses': pass_defenses
+    })
+
+# Apply the function to each defensive player
+defensive_player_stats = []
+for _, row in defensive_players.iterrows():
+    stats = calculate_defensive_player_stats(row['player_id'], row['player_name'], row['game_id'], row['defteam'])
+    stats['game_id'] = row['game_id']
+    stats['player_id'] = row['player_id']
+    stats['player_name'] = row['player_name']
+    stats['posteam'] = row['defteam']  # Use defteam as posteam for consistency
+    defensive_player_stats.append(stats)
+
+# Convert to DataFrame
+defensive_player_stats_df = pd.DataFrame(defensive_player_stats)
+
+# 4. Additional Context Stats
+context_stats = sf_games.groupby(['game_id', 'posteam']).agg(
+    total_plays=('play_id', 'count'),
+    third_down_attempts=('down', lambda x: (x == 3).sum()),
+    third_down_conversions=('third_down_converted', 'sum'),
+    fourth_down_attempts=('down', lambda x: (x == 4).sum()),
+    fourth_down_conversions=('fourth_down_converted', 'sum'),
+    red_zone_attempts=('yardline_100', lambda x: (x <= 20).sum()),
+    red_zone_touchdowns=('touchdown', lambda x: ((x == 1) & (sf_games['yardline_100'] <= 20)).sum()),
+    avg_field_position=('yardline_100', 'mean'),
+    total_epa=('epa', 'sum')
+).reset_index()
+
+# Rename columns for consistency
+advanced_passing = advanced_passing.rename(columns={'passer_player_id': 'player_id', 'passer_player_name': 'player_name'})
+advanced_rushing = advanced_rushing.rename(columns={'rusher_player_id': 'player_id', 'rusher_player_name': 'player_name'})
+advanced_receiving = advanced_receiving.rename(columns={'receiver_player_id': 'player_id', 'receiver_player_name': 'player_name'})
+
+# Merge all enhanced stats
+enhanced_stats = pd.merge(advanced_passing, advanced_rushing, on=['game_id', 'player_id', 'player_name', 'posteam'], how='outer')
+enhanced_stats = pd.merge(enhanced_stats, advanced_receiving, on=['game_id', 'player_id', 'player_name', 'posteam'], how='outer')
+
+# Add defensive player stats
+enhanced_stats = pd.merge(enhanced_stats, defensive_player_stats_df, on=['game_id', 'player_id', 'player_name', 'posteam'], how='outer')
+
+# Add roster information
+enhanced_stats = enhanced_stats.merge(
+    roster_df[['player_id', 'position', 'team']],
+    on='player_id',
+    how='left'
+)
+
+# Fill NaN values with 0
+enhanced_stats = enhanced_stats.fillna(0)
+
+# Filter to only San Francisco 49ers players
+enhanced_stats = enhanced_stats[enhanced_stats['posteam'] == team_abbr]
+
+# Export enhanced stats
+enhanced_output_path = "49ers_2024_enhanced_stats.csv"
+enhanced_stats.to_csv(enhanced_output_path, index=False)
+print(f"Saved enhanced player statistics to {enhanced_output_path}")
+
+# Preview enhanced stats
+print("\nEnhanced Stats Preview:")
+print(enhanced_stats.head())
+
+# =============================================
+# SECTION 3: COLUMN DEFINITIONS
+# =============================================
+
+print("\nGenerating column definitions...")
+
+# Create a dictionary of column definitions
+column_definitions = {
+    # Basic identifiers
+    'game_id': 'Unique identifier for each game (format: YYYY_WK_HOME_AWAY)',
+    'player_id': 'Unique identifier for each player',
+    'player_name': 'Player name (Last.First format)',
+    'posteam': 'Team the player was on for this play',
+    'position': 'Player position (QB, RB, WR, TE, OL, DL, LB, DB, etc.)',
+    'team': 'Team the player was on for the season',
+    
+    # Passing stats
+    'passing_yards': 'Total passing yards',
+    'passing_tds': 'Total passing touchdowns',
+    'air_yards': 'Total air yards (distance ball traveled in the air)',
+    'yards_after_catch': 'Total yards after catch (YAC)',
+    'cpoe': 'Completion Percentage Over Expected (average)',
+    'qb_epa': 'Expected Points Added by quarterback',
+    'pass_attempts': 'Number of pass attempts',
+    'complete_passes': 'Number of completed passes',
+    'avg_air_yards': 'Average air yards per pass attempt',
+    'avg_yac': 'Average yards after catch per reception',
+    'pass_location_left': 'Number of passes thrown to the left side of the field',
+    'pass_location_middle': 'Number of passes thrown to the middle of the field',
+    'pass_location_right': 'Number of passes thrown to the right side of the field',
+    'pass_length_short': 'Number of short passes (0-9 yards)',
+    'pass_length_medium': 'Number of medium passes (10-19 yards)',
+    'pass_length_deep': 'Number of deep passes (20+ yards)',
+    
+    # Rushing stats
+    'rushing_yards': 'Total rushing yards',
+    'rushing_tds': 'Total rushing touchdowns',
+    'rush_attempts': 'Number of rush attempts',
+    'first_downs_rush': 'Number of first downs achieved by rushing',
+    'xyac_mean': 'Expected Yards After Contact (mean)',
+    'xyac_median': 'Expected Yards After Contact (median)',
+    'xyac_success_rate': 'Expected Yards After Contact success rate',
+    'rush_epa': 'Expected Points Added by rushing plays',
+    'run_location_left': 'Number of rushes to the left side of the field',
+    'run_location_middle': 'Number of rushes to the middle of the field',
+    'run_location_right': 'Number of rushes to the right side of the field',
+    'run_gap_guard': 'Number of rushes through the guard gap',
+    'run_gap_tackle': 'Number of rushes through the tackle gap',
+    'run_gap_end': 'Number of rushes through the end gap',
+    
+    # Receiving stats
+    'receiving_yards': 'Total receiving yards',
+    'receiving_tds': 'Total receiving touchdowns',
+    'receiving_attempts': 'Number of pass attempts targeting this player',
+    'first_downs_receiving': 'Number of first downs achieved by receiving',
+    'receiving_epa': 'Expected Points Added by receiving plays',
+    'avg_yac_y': 'Average yards after catch per reception',
+    'avg_air_yards_y': 'Average air yards per target',
+    
+    # Defensive stats
+    'solo_tackles': 'Number of solo tackles',
+    'assisted_tackles': 'Number of assisted tackles',
+    'tackles_for_loss': 'Number of tackles for loss',
+    'qb_hits': 'Number of quarterback hits',
+    'sacks': 'Number of sacks (including half sacks)',
+    'interceptions': 'Number of interceptions',
+    'forced_fumbles': 'Number of forced fumbles',
+    'fumble_recoveries': 'Number of fumble recoveries',
+    'pass_defenses': 'Number of pass defenses (passes defended)',
+    
+    # Context stats
+    'total_plays': 'Total number of plays',
+    'third_down_attempts': 'Number of third down attempts',
+    'third_down_conversions': 'Number of third down conversions',
+    'fourth_down_attempts': 'Number of fourth down attempts',
+    'fourth_down_conversions': 'Number of fourth down conversions',
+    'red_zone_attempts': 'Number of plays in the red zone (inside 20-yard line)',
+    'red_zone_touchdowns': 'Number of touchdowns scored in the red zone',
+    'avg_field_position': 'Average field position (yard line)',
+    'total_epa': 'Total Expected Points Added'
+}
+
+# Create a DataFrame from the dictionary
+column_definitions_df = pd.DataFrame({
+    'column_name': list(column_definitions.keys()),
+    'definition': list(column_definitions.values())
+})
+
+# Export column definitions
+column_definitions_path = "49ers_2024_column_definitions.csv"
+column_definitions_df.to_csv(column_definitions_path, index=False)
+print(f"Saved column definitions to {column_definitions_path}")
+
+print("\nScript completed successfully!")

data/april_11_multimedia_data_collect/get_player_socials.py

@@ -0,0 +1,239 @@
+import requests
+import csv
+import os
+import time
+import sys
+from dotenv import load_dotenv
+from pathlib import Path
+
+# Load environment variables from .env file (for API key)
+load_dotenv()
+
+# Get the directory where this script is located
+SCRIPT_DIR = Path(os.path.dirname(os.path.abspath(__file__)))
+
+SERP_API_KEY = os.getenv("SERP_API_KEY")  # Or just hardcode for testing, not recommended
+
+def get_instagram_handle(query, timeout=10, retries=3, delay_between_retries=2):
+    """
+    Uses SerpAPI to search for query: e.g. 'Brock Purdy Instagram'
+    Returns the best guess at Instagram handle/page URL if found, else empty string.
+    
+    Args:
+        query: Search query string
+        timeout: Request timeout in seconds
+        retries: Number of retries if request fails
+        delay_between_retries: Seconds to wait between retries
+    """
+    if not SERP_API_KEY:
+        raise ValueError("SERP_API_KEY environment variable not set or provided!")
+    
+    url = "https://serpapi.com/search"
+    params = {
+        "engine": "google",
+        "q": query,
+        "api_key": SERP_API_KEY,
+    }
+    
+    for attempt in range(retries):
+        try:
+            print(f"[DEBUG] Sending API request for: {query}")
+            response = requests.get(url, params=params, timeout=timeout)
+            response.raise_for_status()
+            data = response.json()
+            
+            # Check if we have organic results
+            if "organic_results" not in data:
+                print(f"[WARNING] No organic_results found in API response for {query}")
+                print(f"[DEBUG] Response keys: {list(data.keys())}")
+                return ""
+            
+            # Typical structure: data['organic_results'] - parse each for relevant domain
+            results = data.get("organic_results", [])
+            print(f"[DEBUG] Found {len(results)} organic results")
+            
+            for r in results:
+                link = r.get("link", "")
+                # If it has 'instagram.com', let's assume it's correct
+                if "instagram.com" in link.lower():
+                    print(f"[DEBUG] Found Instagram link: {link}")
+                    return link
+            
+            print(f"[WARNING] No Instagram links found for {query}")
+            return ""
+            
+        except requests.exceptions.Timeout:
+            print(f"[ERROR] Request timed out for {query} (attempt {attempt+1}/{retries})")
+            if attempt < retries - 1:
+                print(f"[INFO] Retrying in {delay_between_retries} seconds...")
+                time.sleep(delay_between_retries)
+            else:
+                print(f"[ERROR] All retries failed for {query}")
+                return ""
+                
+        except requests.exceptions.RequestException as e:
+            print(f"[ERROR] Request failed for {query}: {str(e)} (attempt {attempt+1}/{retries})")
+            if attempt < retries - 1:
+                print(f"[INFO] Retrying in {delay_between_retries} seconds...")
+                time.sleep(delay_between_retries)
+            else:
+                print(f"[ERROR] All retries failed for {query}")
+                return ""
+                
+        except Exception as e:
+            print(f"[ERROR] Unexpected error for {query}: {str(e)}")
+            return ""
+
+def enrich_niners_socials(input_csv='niners_players_headshots.csv',
+                          output_csv='niners_players_headshots_with_socials.csv',
+                          delay_between_requests=1,
+                          start_player=None,
+                          max_players=None):
+    """
+    Reads the roster CSV, queries Instagram for each player's best match,
+    then writes the results to a new CSV.
+    
+    Args:
+        input_csv: Path to input CSV file
+        output_csv: Path to output CSV file
+        delay_between_requests: Seconds to wait between API requests to avoid rate limiting
+        start_player: Player number to start processing from (1-indexed)
+        max_players: Maximum number of players to process (None for all)
+    """
+    # Convert relative paths to absolute paths based on script directory
+    if not os.path.isabs(input_csv):
+        input_csv = os.path.join(SCRIPT_DIR, input_csv)
+    if not os.path.isabs(output_csv):
+        output_csv = os.path.join(SCRIPT_DIR, output_csv)
+        
+    print(f"[INFO] Input CSV path: {input_csv}")
+    print(f"[INFO] Output CSV path: {output_csv}")
+    if not SERP_API_KEY:
+        print("[ERROR] SERP_API_KEY not set. Please set your environment variable or update the script.")
+        return
+    
+    # Check if input file exists
+    if not os.path.exists(input_csv):
+        print(f"[ERROR] Input file not found: {input_csv}")
+        return
+    
+    try:
+        # Read existing output CSV if it exists to continue from where we left off
+        existing_data = []
+        if os.path.exists(output_csv):
+            with open(output_csv, 'r', encoding='utf-8') as f_existing:
+                existing_reader = csv.DictReader(f_existing)
+                existing_data = list(existing_reader)
+                print(f"[INFO] Loaded {len(existing_data)} existing entries")
+        
+        # Count total players for progress reporting
+        with open(input_csv, 'r', encoding='utf-8') as f:
+            total_players = sum(1 for _ in csv.DictReader(f))
+        
+        print(f"[INFO] Total players: {total_players}")
+        
+        # Determine start and end points
+        start_index = start_player - 1 if start_player is not None else len(existing_data)
+        end_index = min(total_players, start_index + (max_players or total_players))
+        
+        print(f"[INFO] Will process players from {start_index + 1} to {end_index}")
+        
+        # Reopen input CSV to start processing
+        with open(input_csv, 'r', encoding='utf-8') as f:
+            reader = csv.DictReader(f)
+            input_fieldnames = reader.fieldnames
+            
+            # Skip to the start player
+            for _ in range(start_index):
+                next(reader)
+            
+            # Process remaining players
+            for i, row in enumerate(reader, start_index + 1):
+                if i > end_index:
+                    print(f"[INFO] Reached maximum number of players. Stopping.")
+                    break
+                    
+                player_name = row['name']
+                print(f"[INFO] Processing player {i}/{end_index}: {player_name}")
+                
+                # Skip if already processed
+                if any(existing_row['name'] == player_name for existing_row in existing_data):
+                    print(f"[INFO] {player_name} already processed. Skipping.")
+                    continue
+                
+                # Construct a query like 'PLAYER NAME instagram'
+                query = f"{player_name} NFL 49ers instagram"
+                
+                try:
+                    insta_url = get_instagram_handle(query)
+                    row['instagram_url'] = insta_url
+                    
+                    # Print result
+                    if insta_url:
+                        print(f"[SUCCESS] Found Instagram for {player_name}: {insta_url}")
+                    else:
+                        print(f"[WARNING] No Instagram found for {player_name}")
+                    
+                    # Append new data
+                    existing_data.append(row)
+                    
+                    # Save progress after each player
+                    with open(output_csv, 'w', newline='', encoding='utf-8') as f_out:
+                        output_fieldnames = input_fieldnames + ['instagram_url']
+                        writer = csv.DictWriter(f_out, fieldnames=output_fieldnames)
+                        writer.writeheader()
+                        writer.writerows(existing_data)
+                    
+                    # Add delay between requests to avoid rate limiting
+                    if i < end_index:
+                        print(f"[INFO] Waiting {delay_between_requests} seconds before next request...")
+                        time.sleep(delay_between_requests)
+                        
+                except KeyboardInterrupt:
+                    print("\n[INFO] Process interrupted by user. Saving progress...")
+                    break
+        
+        print(f"[INFO] Social data saved to {output_csv}")
+        print(f"[INFO] Processed {len(existing_data)}/{total_players} players")
+        
+    except Exception as e:
+        print(f"[ERROR] An unexpected error occurred: {str(e)}")
+        # Try to save any data collected so far
+        if existing_data:
+            try:
+                with open(output_csv, 'w', newline='', encoding='utf-8') as f_out:
+                    output_fieldnames = input_fieldnames + ['instagram_url']
+                    writer = csv.DictWriter(f_out, fieldnames=output_fieldnames)
+                    writer.writeheader()
+                    writer.writerows(existing_data)
+                print(f"[INFO] Partial data saved to {output_csv}")
+            except Exception:
+                print("[ERROR] Failed to save partial data")
+
+if __name__ == "__main__":
+    print("[INFO] Starting player social media enrichment script")
+    
+    # Parse command line arguments
+    delay = 1  # Default delay
+    start_player = 51  # Default to start from 51st player
+    max_players = None  # Process all remaining players
+    
+    if len(sys.argv) > 1:
+        try:
+            delay = float(sys.argv[1])
+            print(f"[INFO] Using custom delay between requests: {delay} seconds")
+        except ValueError:
+            print(f"[WARNING] Invalid delay value: {sys.argv[1]}. Using default: 1 second")
+    
+    if len(sys.argv) > 2:
+        try:
+            start_player = int(sys.argv[2])
+            print(f"[INFO] Will start processing from player {start_player}")
+        except ValueError:
+            print(f"[WARNING] Invalid start_player value: {sys.argv[2]}. Using default: 51")
+    
+    enrich_niners_socials(
+        delay_between_requests=delay, 
+        start_player=start_player, 
+        max_players=max_players
+    )

data/april_11_multimedia_data_collect/get_youtube_playlist_videos.py

@@ -0,0 +1,65 @@
+import os
+import csv
+from googleapiclient.discovery import build
+from dotenv import load_dotenv
+from pathlib import Path
+
+# Load environment variables from .env file (for API key)
+load_dotenv()
+
+API_KEY = os.getenv("YOUTUBE_API_KEY")  # Or replace with your key in code
+# Example 49ers highlights playlist:
+PLAYLIST_ID = "PLBB205pkCsyvZ6tjCh_m5s21D0eeYJ8Ly"
+
+def get_youtube_videos(playlist_id=PLAYLIST_ID, output_csv='youtube_highlights.csv'):
+    """
+    Fetches videos from a YouTube playlist (title, video ID, published date, etc.)
+    Writes output to CSV.
+    """
+    if not API_KEY:
+        raise ValueError("YOUTUBE_API_KEY environment variable not set or provided!")
+    
+    youtube = build('youtube', 'v3', developerKey=API_KEY)
+    
+    video_data = []
+    page_token = None
+
+    while True:
+        playlist_req = youtube.playlistItems().list(
+            part="snippet",
+            playlistId=playlist_id,
+            maxResults=50,
+            pageToken=page_token
+        )
+        playlist_res = playlist_req.execute()
+        
+        for item in playlist_res['items']:
+            snippet = item['snippet']
+            title = snippet['title']
+            description = snippet['description']
+            video_id = snippet['resourceId']['videoId']
+            published_at = snippet['publishedAt']
+            
+            video_data.append({
+                "video_id": video_id,
+                "title": title,
+                "description": description,
+                "published_at": published_at,
+                "video_url": f"https://www.youtube.com/watch?v={video_id}"
+            })
+        
+        page_token = playlist_res.get('nextPageToken')
+        if not page_token:
+            break
+    
+    # Write to CSV
+    with open(output_csv, 'w', newline='', encoding='utf-8') as f:
+        fieldnames = ["video_id", "title", "description", "published_at", "video_url"]
+        writer = csv.DictWriter(f, fieldnames=fieldnames)
+        writer.writeheader()
+        writer.writerows(video_data)
+    
+    print(f"[INFO] YouTube playlist data saved to {output_csv}")
+
+if __name__ == "__main__":
+    get_youtube_videos()

data/april_11_multimedia_data_collect/match_highlights.py

@@ -0,0 +1,196 @@
+import csv
+import re
+import os
+from pathlib import Path
+from collections import defaultdict
+
+
+# Define file paths
+YOUTUBE_HIGHLIGHTS_PATH =  "youtube_highlights.csv"
+PLAYERS_ROSTER_PATH =  "niners_players_headshots_with_socials_merged.csv"
+GAMES_SCHEDULE_PATH = "nfl-2024-san-francisco-49ers-with-results.csv"
+OUTPUT_PLAYERS_PATH =  "new_niners_players_with_highlights.csv"
+OUTPUT_GAMES_PATH =   "new_games_with_highlights.csv"
+OUTPUT_TEAM_VIDEOS_PATH =   "new_team_highlights.csv"
+
+def load_youtube_highlights():
+    """Load YouTube highlights data from CSV file."""
+    highlights = []
+    with open(YOUTUBE_HIGHLIGHTS_PATH, 'r', encoding='utf-8') as file:
+        reader = csv.DictReader(file)
+        for row in reader:
+            highlights.append({
+                'video_id': row['video_id'],
+                'title': row['title'],
+                'description': row['description'],
+                'published_at': row['published_at'],
+                'video_url': row['video_url']
+            })
+    return highlights
+
+def load_players():
+    """Load player roster data from CSV file."""
+    players = []
+    with open(PLAYERS_ROSTER_PATH, 'r', encoding='utf-8') as file:
+        reader = csv.DictReader(file)
+        for row in reader:
+            players.append({
+                'name': row['name'],
+                'headshot_url': row['headshot_url'],
+                'instagram_url': row['instagram_url'],
+                'highlight_video_url': ''  # Initialize with empty string
+            })
+    return players
+
+def load_games():
+    """Load game schedule data from CSV file."""
+    games = []
+    with open(GAMES_SCHEDULE_PATH, 'r', encoding='utf-8') as file:
+        reader = csv.DictReader(file)
+        for row in reader:
+            opponent = row['Away Team'] if row['Home Team'] == 'San Francisco 49ers' else row['Home Team']
+            opponent = opponent.replace('San Francisco 49ers', '').strip()
+            
+            games.append({
+                'match_number': row['Match Number'],
+                'round_number': row['Round Number'],
+                'date': row['Date'],
+                'location': row['Location'],
+                'home_team': row['Home Team'],
+                'away_team': row['Away Team'],
+                'result': row['Result'],
+                'game_result': row['game_result'],
+                'opponent': opponent,
+                'highlight_video_url': ''  # Initialize with empty string
+            })
+    return games
+
+def match_highlights_to_players_and_games(highlights, players, games):
+    """Match YouTube highlights to players and games."""
+    # Create a copy of highlights to track which ones are assigned
+    unassigned_highlights = highlights.copy()
+    
+    # Track assigned videos
+    assigned_video_ids = set()
+    
+    # Match players first
+    for player in players:
+        player_name = player['name']
+        first_name = player_name.split()[0]
+        last_name = player_name.split()[-1]
+        
+        # Create patterns to match player names
+        full_name_pattern = re.compile(r'\b' + re.escape(player_name) + r'\b', re.IGNORECASE)
+        last_name_pattern = re.compile(r'\b' + re.escape(last_name) + r'\b', re.IGNORECASE)
+        
+        # Try to find a match in the unassigned highlights
+        for highlight in unassigned_highlights:
+            if highlight['video_id'] in assigned_video_ids:
+                continue
+                
+            title = highlight['title']
+            description = highlight['description']
+            
+            # Check for full name match in title first (most specific)
+            if full_name_pattern.search(title):
+                player['highlight_video_url'] = highlight['video_url']
+                assigned_video_ids.add(highlight['video_id'])
+                break
+            
+            # Then check for last name match in title
+            elif last_name_pattern.search(title):
+                player['highlight_video_url'] = highlight['video_url']
+                assigned_video_ids.add(highlight['video_id'])
+                break
+    
+    # Match games next
+    for game in games:
+        opponent = game['opponent']
+        week_pattern = re.compile(r'\bWeek\s+' + re.escape(game['round_number']) + r'\b', re.IGNORECASE)
+        opponent_pattern = re.compile(r'\b' + re.escape(opponent) + r'\b', re.IGNORECASE)
+        
+        # Try to find a match in the unassigned highlights
+        for highlight in unassigned_highlights:
+            if highlight['video_id'] in assigned_video_ids:
+                continue
+                
+            title = highlight['title']
+            description = highlight['description']
+            
+            # Check for both week and opponent match in title (most specific)
+            if week_pattern.search(title) and opponent_pattern.search(title):
+                game['highlight_video_url'] = highlight['video_url']
+                assigned_video_ids.add(highlight['video_id'])
+                break
+            
+            # Then check for opponent match in title
+            elif opponent_pattern.search(title):
+                game['highlight_video_url'] = highlight['video_url']
+                assigned_video_ids.add(highlight['video_id'])
+                break
+    
+    # Collect team videos (unassigned highlights)
+    team_videos = []
+    for highlight in highlights:
+        if highlight['video_id'] not in assigned_video_ids:
+            team_videos.append(highlight)
+    
+    return team_videos
+
+def save_players_with_highlights(players):
+    """Save players with highlight videos to CSV file."""
+    with open(OUTPUT_PLAYERS_PATH, 'w', newline='', encoding='utf-8') as file:
+        fieldnames = ['name', 'headshot_url', 'instagram_url', 'highlight_video_url']
+        writer = csv.DictWriter(file, fieldnames=fieldnames)
+        writer.writeheader()
+        for player in players:
+            writer.writerow(player)
+
+def save_games_with_highlights(games):
+    """Save games with highlight videos to CSV file."""
+    with open(OUTPUT_GAMES_PATH, 'w', newline='', encoding='utf-8') as file:
+        fieldnames = ['match_number', 'round_number', 'date', 'location', 'home_team', 'away_team', 
+                     'result', 'game_result', 'opponent', 'highlight_video_url']
+        writer = csv.DictWriter(file, fieldnames=fieldnames)
+        writer.writeheader()
+        for game in games:
+            writer.writerow(game)
+
+def save_team_videos(team_videos):
+    """Save team videos to CSV file."""
+    with open(OUTPUT_TEAM_VIDEOS_PATH, 'w', newline='', encoding='utf-8') as file:
+        fieldnames = ['video_id', 'title', 'description', 'published_at', 'video_url']
+        writer = csv.DictWriter(file, fieldnames=fieldnames)
+        writer.writeheader()
+        for video in team_videos:
+            writer.writerow(video)
+
+def main():
+    # Load data
+    highlights = load_youtube_highlights()
+    players = load_players()
+    games = load_games()
+    
+    # Match highlights to players and games
+    team_videos = match_highlights_to_players_and_games(highlights, players, games)
+    
+    # Save results
+    save_players_with_highlights(players)
+    save_games_with_highlights(games)
+    save_team_videos(team_videos)
+    
+    # Print summary
+    player_matches = sum(1 for player in players if player['highlight_video_url'])
+    game_matches = sum(1 for game in games if game['highlight_video_url'])
+    
+    print(f"Total YouTube highlights: {len(highlights)}")
+    print(f"Players with highlight videos: {player_matches}/{len(players)}")
+    print(f"Games with highlight videos: {game_matches}/{len(games)}")
+    print(f"Team videos (unassigned): {len(team_videos)}")
+    print(f"\nOutput files created:")
+    print(f"- {OUTPUT_PLAYERS_PATH}")
+    print(f"- {OUTPUT_GAMES_PATH}")
+    print(f"- {OUTPUT_TEAM_VIDEOS_PATH}")
+
+if __name__ == "__main__":
+    main()

data/april_11_multimedia_data_collect/merge_schedule_logos.py

@@ -0,0 +1,24 @@
+import pandas as pd
+import os
+
+# Read the CSV files
+schedule_df = pd.read_csv('data/april_11_multimedia_data_collect/nfl-2024-san-francisco-49ers-with-results.csv')
+logos_df = pd.read_csv('data/april_11_multimedia_data_collect/nfl_team_logos_revised.csv')
+
+# Create dictionaries to map team names to logo URLs
+home_logos = {}
+away_logos = {}
+
+for _, row in logos_df.iterrows():
+    home_logos[row['team_name']] = row['logo_url']
+    away_logos[row['team_name']] = row['logo_url']
+
+# Add logo URL columns to the schedule dataframe
+schedule_df['home_team_logo_url'] = schedule_df['Home Team'].map(home_logos)
+schedule_df['away_team_logo_url'] = schedule_df['Away Team'].map(away_logos)
+
+# Save the merged dataframe to a new CSV file
+output_path = 'data/april_11_multimedia_data_collect/schedule_with_result_and_logo_urls.csv'
+schedule_df.to_csv(output_path, index=False)
+
+print(f'CSV file created successfully at {output_path}!') 

data/april_11_multimedia_data_collect/neo4j_article_uploader.py

@@ -0,0 +1,146 @@
+#!/usr/bin/env python
+"""
+Script to upload structured and summarized team news articles from a CSV file to Neo4j.
+"""
+
+import os
+import sys
+import csv
+from datetime import datetime
+from dotenv import load_dotenv
+
+# Adjust path to import graph object from the parent directory
+parent_dir = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+if parent_dir not in sys.path:
+    sys.path.append(parent_dir)
+
+try:
+    from gradio_graph import graph # Import the configured graph instance
+except ImportError as e:
+    print(f"Error importing gradio_graph: {e}")
+    print("Please ensure gradio_graph.py exists and is configured correctly.")
+    sys.exit(1)
+
+# Load environment variables (though graph should already be configured)
+load_dotenv()
+
+# Configuration
+# Update path to reflect moved CSV file location
+# CSV_FILEPATH = os.path.join(os.path.dirname(__file__), "team_news_articles.csv") # Old path
+CSV_FILEPATH = os.path.join(os.path.dirname(os.path.dirname(__file__)), "data", "april_11_multimedia_data_collect", "team_news_articles.csv") # New path
+TEAM_NAME = "San Francisco 49ers"
+
+def upload_articles_to_neo4j(csv_filepath):
+    """Reads the CSV and uploads article data to Neo4j."""
+    print(f"Starting Neo4j upload process for {csv_filepath}...")
+
+    if not os.path.exists(csv_filepath):
+        print(f"Error: CSV file not found at {csv_filepath}")
+        return
+
+    # 1. Ensure the :Team node exists with correct properties
+    print(f"Ensuring :Team node exists for '{TEAM_NAME}'...")
+    team_merge_query = """
+    MERGE (t:Team {name: $team_name})
+    SET t.season_record_2024 = $record, 
+        t.city = $city, 
+        t.conference = $conference, 
+        t.division = $division
+    RETURN t.name
+    """
+    team_params = {
+        "team_name": TEAM_NAME,
+        "record": "6-11", # As specified in instructions
+        "city": "San Francisco",
+        "conference": "NFC",
+        "division": "West"
+    }
+    try:
+        result = graph.query(team_merge_query, params=team_params)
+        if result and result[0]['t.name'] == TEAM_NAME:
+            print(f":Team node '{TEAM_NAME}' ensured/updated successfully.")
+        else:
+            print(f"Warning: Problem ensuring :Team node '{TEAM_NAME}'. Result: {result}")
+            # Decide whether to proceed or stop
+            # return
+    except Exception as e:
+        print(f"Error executing team merge query: {e}")
+        return # Stop if we can't ensure the team node
+
+    # 2. Read CSV and upload articles
+    print("Reading CSV and uploading :Team_Story nodes...")
+    article_merge_query = """
+    MERGE (s:Team_Story {link_to_article: $link_to_article}) 
+    SET s.teamName = $Team_name, 
+        s.season = toInteger($season), // Ensure season is integer
+        s.summary = $summary, 
+        s.topic = $topic,
+        s.city = $city, 
+        s.conference = $conference,
+        s.division = $division
+        // Add other properties from CSV if needed, like raw_title, raw_date?
+    WITH s
+    MATCH (t:Team {name: $Team_name})
+    MERGE (s)-[:STORY_ABOUT]->(t)
+    RETURN s.link_to_article AS article_link, t.name AS team_name 
+    """
+
+    upload_count = 0
+    error_count = 0
+    try:
+        with open(csv_filepath, 'r', encoding='utf-8') as csvfile:
+            reader = csv.DictReader(csvfile)
+            for row in reader:
+                try:
+                    # Prepare parameters for the query
+                    # Ensure all expected keys from the query are present in the row or provide defaults
+                    params = {
+                        "link_to_article": row.get("link_to_article", ""),
+                        "Team_name": row.get("Team_name", TEAM_NAME), # Use team name from row or default
+                        "season": row.get("season", datetime.now().year), # Default season if missing
+                        "summary": row.get("summary", ""),
+                        "topic": row.get("topic", ""),
+                        "city": row.get("city", "San Francisco"), # Use city from row or default
+                        "conference": row.get("conference", "NFC"),
+                        "division": row.get("division", "West"),
+                    }
+                    
+                    # Basic validation before sending to Neo4j
+                    if not params["link_to_article"]:
+                        print(f"Skipping row due to missing link_to_article: {row}")
+                        error_count += 1
+                        continue
+                    if not params["Team_name"]:
+                         print(f"Skipping row due to missing Team_name: {row}")
+                         error_count += 1
+                         continue
+
+                    # Execute the query for the current article
+                    graph.query(article_merge_query, params=params)
+                    upload_count += 1
+                    if upload_count % 20 == 0: # Print progress every 20 articles
+                         print(f"Uploaded {upload_count} articles...")
+
+                except Exception as e:
+                    print(f"Error processing/uploading row: {row}")
+                    print(f"Error details: {e}")
+                    error_count += 1
+                    # Continue to next row even if one fails?
+                    # Or break? For now, let's continue.
+                    
+    except FileNotFoundError:
+        print(f"Error: CSV file not found at {csv_filepath}")
+        return
+    except Exception as e:
+        print(f"An unexpected error occurred while reading CSV or uploading: {e}")
+        return
+
+    print(f"\nNeo4j upload process finished.")
+    print(f"Successfully uploaded/merged: {upload_count} articles.")
+    print(f"Rows skipped due to errors/missing data: {error_count}.")
+
+
+if __name__ == "__main__":
+    print("Running Neo4j Article Uploader script...")
+    upload_articles_to_neo4j(CSV_FILEPATH)
+    print("Script execution complete.") 

data/april_11_multimedia_data_collect/new_final_april 11/neo4j_game_update/SCHEMA.md

@@ -0,0 +1,44 @@
+# Updated Neo4j Game Node Schema
+
+## Game Node
+
+After running the `update_game_nodes.py` script, Game nodes in the Neo4j database will have the following attributes:
+
+| Attribute           | Type   | Description                                   |
+|---------------------|--------|-----------------------------------------------|
+| game_id             | String | Primary key for the game                      |
+| date                | String | Game date                                     |
+| location            | String | Game location                                 |
+| home_team           | String | Home team name                                |
+| away_team           | String | Away team name                                |
+| result              | String | Game result (score)                           |
+| summary             | String | Brief game summary                            |
+| home_team_logo_url  | String | URL to the home team's logo image             |
+| away_team_logo_url  | String | URL to the away team's logo image             |
+| highlight_video_url | String | URL to the game's highlight video             |
+| embedding           | Vector | Vector embedding of the game summary (if any) |
+
+## Assumptions and Implementation Notes
+
+1. The update script uses `game_id` as the primary key to match existing Game nodes.
+2. The script only updates the following attributes:
+   - home_team_logo_url
+   - away_team_logo_url
+   - highlight_video_url
+3. The script does not modify existing attributes or create new Game nodes.
+4. The data source for updates is the `schedule_with_result_april_11.csv` file.
+
+## Usage
+
+To update the Game nodes, run the following command from the project root:
+
+```bash
+python ifx-sandbox/data/april_11_multimedia_data_collect/new_final_april\ 11/neo4j_update/update_game_nodes.py
+```
+
+The script will:
+1. Prompt for confirmation before making any changes
+2. Connect to Neo4j using credentials from the .env file
+3. Update Game nodes with the new attributes
+4. Report on the success/failure of the updates
+5. Verify that the updates were applied correctly 

data/april_11_multimedia_data_collect/new_final_april 11/neo4j_game_update/update_game_nodes.py

@@ -0,0 +1,205 @@
+#!/usr/bin/env python3
+"""
+update_game_nodes.py - Updates existing Game nodes in Neo4j with additional attributes
+
+This script reads game data from the schedule_with_result_april_11.csv file and updates
+existing Game nodes in Neo4j with the following attributes:
+- home_team_logo_url
+- away_team_logo_url
+- game_id
+- highlight_video_url
+
+The script uses game_id as the primary key for matching and updating nodes.
+"""
+
+import os
+import sys
+import pandas as pd
+from neo4j import GraphDatabase
+from dotenv import load_dotenv
+
+# Add parent directory to path to access neo4j_ingestion.py
+parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../.."))
+sys.path.append(parent_dir)
+
+# Set up paths
+SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
+PROJECT_DIR = os.path.abspath(os.path.join(SCRIPT_DIR, "../../../../.."))
+DATA_DIR = os.path.join(PROJECT_DIR, "ifx-sandbox/data")
+SCHEDULE_DIR = os.path.join(DATA_DIR, "april_11_multimedia_data_collect", "new_final_april 11")
+SCHEDULE_FILE = os.path.join(SCHEDULE_DIR, "schedule_with_result_april_11.csv")
+
+# Load environment variables from ifx-sandbox/.env
+ENV_FILE = os.path.join(PROJECT_DIR, "ifx-sandbox/.env")
+load_dotenv(ENV_FILE)
+print(f"Loading environment variables from: {ENV_FILE}")
+
+# Neo4j connection credentials
+NEO4J_URI = os.getenv('AURA_CONNECTION_URI')
+NEO4J_USER = os.getenv('AURA_USERNAME')
+NEO4J_PASS = os.getenv('AURA_PASSWORD')
+
+if not all([NEO4J_URI, NEO4J_USER, NEO4J_PASS]):
+    print(f"Error: Missing required Neo4j credentials in {ENV_FILE}")
+    print(f"Required variables: AURA_CONNECTION_URI, AURA_USERNAME, AURA_PASSWORD")
+    raise ValueError("Missing required Neo4j credentials in .env file")
+
+def clean_row_dict(row):
+    """Convert pandas row to dict and replace NaN with None"""
+    return {k: None if pd.isna(v) else v for k, v in row.items()}
+
+def update_game_nodes():
+    """
+    Updates existing Game nodes with additional attributes from the schedule CSV.
+    Uses game_id as the primary key for matching.
+    """
+    print(f"Loading schedule data from: {SCHEDULE_FILE}")
+    
+    # Check if the file exists
+    if not os.path.exists(SCHEDULE_FILE):
+        print(f"Error: Schedule file not found at {SCHEDULE_FILE}")
+        return False
+    
+    # Load the schedule data
+    try:
+        schedule_df = pd.read_csv(SCHEDULE_FILE)
+        print(f"Loaded {len(schedule_df)} games from CSV")
+    except Exception as e:
+        print(f"Error loading schedule CSV: {str(e)}")
+        return False
+    
+    # Verify required columns exist
+    required_columns = ['game_id', 'home_team_logo_url', 'away_team_logo_url', 'highlight_video_url']
+    missing_columns = [col for col in required_columns if col not in schedule_df.columns]
+    
+    if missing_columns:
+        print(f"Error: Missing required columns in CSV: {', '.join(missing_columns)}")
+        return False
+    
+    # Connect to Neo4j
+    print(f"Connecting to Neo4j at {NEO4J_URI}")
+    driver = GraphDatabase.driver(NEO4J_URI, auth=(NEO4J_USER, NEO4J_PASS))
+    
+    # Check connection
+    try:
+        with driver.session() as session:
+            result = session.run("MATCH (g:Game) RETURN count(g) as count")
+            game_count = result.single()["count"]
+            print(f"Found {game_count} Game nodes in Neo4j")
+    except Exception as e:
+        print(f"Error connecting to Neo4j: {str(e)}")
+        driver.close()
+        return False
+    
+    # Update game nodes
+    success_count = 0
+    error_count = 0
+    
+    with driver.session() as session:
+        for _, row in schedule_df.iterrows():
+            params = clean_row_dict(row)
+            
+            # Skip if game_id is missing
+            if not params.get('game_id'):
+                error_count += 1
+                print(f"Skipping row {_ + 1}: Missing game_id")
+                continue
+            
+            # Update query
+            query = """
+            MATCH (g:Game {game_id: $game_id})
+            SET g.home_team_logo_url = $home_team_logo_url,
+                g.away_team_logo_url = $away_team_logo_url,
+                g.highlight_video_url = $highlight_video_url
+            RETURN g.game_id as game_id
+            """
+            
+            try:
+                result = session.run(query, params)
+                updated_game = result.single()
+                
+                if updated_game:
+                    success_count += 1
+                    if success_count % 5 == 0 or success_count == 1:
+                        print(f"Updated {success_count} games...")
+                else:
+                    error_count += 1
+                    print(f"Warning: Game with ID {params['game_id']} not found in Neo4j")
+            except Exception as e:
+                error_count += 1
+                print(f"Error updating game {params.get('game_id')}: {str(e)}")
+    
+    # Close the driver
+    driver.close()
+    
+    # Print summary
+    print("\nUpdate Summary:")
+    print(f"Total games in CSV: {len(schedule_df)}")
+    print(f"Successfully updated: {success_count}")
+    print(f"Errors/not found: {error_count}")
+    
+    # Verify updates
+    if success_count > 0:
+        print("\nVerifying updates...")
+        verify_updates()
+    
+    return success_count > 0
+
+def verify_updates():
+    """Verify that game nodes were updated with the new attributes"""
+    driver = GraphDatabase.driver(NEO4J_URI, auth=(NEO4J_USER, NEO4J_PASS))
+    
+    with driver.session() as session:
+        # Check for games with logo URLs
+        logo_query = """
+        MATCH (g:Game)
+        WHERE g.home_team_logo_url IS NOT NULL AND g.away_team_logo_url IS NOT NULL
+        RETURN count(g) as count
+        """
+        
+        logo_result = session.run(logo_query)
+        logo_count = logo_result.single()["count"]
+        
+        # Check for games with highlight URLs
+        highlight_query = """
+        MATCH (g:Game)
+        WHERE g.highlight_video_url IS NOT NULL
+        RETURN count(g) as count
+        """
+        
+        highlight_result = session.run(highlight_query)
+        highlight_count = highlight_result.single()["count"]
+        
+        print(f"Games with logo URLs: {logo_count}")
+        print(f"Games with highlight URLs: {highlight_count}")
+    
+    driver.close()
+
+def main():
+    print("=== Game Node Update Tool ===")
+    print("This script will update existing Game nodes in Neo4j with additional attributes")
+    print("from the schedule_with_result_april_11.csv file.")
+    
+    # Check for --yes flag
+    if len(sys.argv) > 1 and sys.argv[1] == '--yes':
+        print("Automatic confirmation enabled. Proceeding with update...")
+        confirmed = True
+    else:
+        # Confirm with user
+        user_input = input("\nDo you want to proceed with the update? (y/n): ")
+        confirmed = user_input.lower() == 'y'
+    
+    if not confirmed:
+        print("Update cancelled.")
+        return
+    
+    # Run the update
+    success = update_game_nodes()
+    
+    if success:
+        print("\n✅ Game nodes updated successfully!")
+    else:
+        print("\n❌ Game node update failed. Please check the errors above.")
+
+if __name__ == "__main__":
+    main() 

data/april_11_multimedia_data_collect/new_final_april 11/neo4j_player_update/update_player_nodes.py

@@ -0,0 +1,230 @@
+#!/usr/bin/env python3
+"""
+update_player_nodes.py - Updates existing Player nodes in Neo4j with additional attributes
+
+This script reads player data from the roster_april_11.csv file and updates
+existing Player nodes in Neo4j with the following attributes:
+- headshot_url
+- instagram_url
+- highlight_video_url
+
+The script uses Player_id as the primary key for matching and updating nodes.
+"""
+
+import os
+import sys
+import pandas as pd
+from neo4j import GraphDatabase
+from dotenv import load_dotenv
+
+# Define base project directory relative to script location
+SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
+# Construct absolute path to project root (ifx-sandbox) based on known workspace structure
+# This assumes the script is always located at the same relative depth
+WORKSPACE_ROOT = os.path.abspath(os.path.join(SCRIPT_DIR, "../../../../..")) # Goes up 5 levels to workspace root
+PROJECT_DIR = os.path.join(WORKSPACE_ROOT, "ifx-sandbox") # Specify ifx-sandbox within workspace
+
+# Add parent directory (ifx-sandbox) to path if needed for imports, though unlikely needed here
+# sys.path.append(PROJECT_DIR)
+
+# Set up paths using PROJECT_DIR
+DATA_DIR = os.path.join(PROJECT_DIR, "data")
+ROSTER_DATA_DIR = os.path.join(DATA_DIR, "april_11_multimedia_data_collect", "new_final_april 11")
+ROSTER_FILE = os.path.join(ROSTER_DATA_DIR, "roster_april_11.csv")
+
+# Load environment variables from ifx-sandbox/.env
+ENV_FILE = os.path.join(PROJECT_DIR, ".env")
+
+if not os.path.exists(ENV_FILE):
+    print(f"Error: .env file not found at {ENV_FILE}")
+    # Attempt fallback if PROJECT_DIR might be wrong
+    alt_project_dir = os.path.join(os.path.abspath(os.path.join(SCRIPT_DIR, "../../../../../")), "ifx-sandbox") # Go up 6 and specify
+    alt_env_file = os.path.join(alt_project_dir, ".env")
+    if os.path.exists(alt_env_file):
+        print("Fallback: Found .env using alternative path calculation.")
+        ENV_FILE = alt_env_file
+    else:
+        sys.exit(1)
+
+# Explicitly pass the path to load_dotenv
+load_dotenv(dotenv_path=ENV_FILE)
+print(f"Loading environment variables from: {ENV_FILE}")
+
+# Neo4j connection credentials
+NEO4J_URI = os.getenv('AURA_CONNECTION_URI')
+NEO4J_USER = os.getenv('AURA_USERNAME')
+NEO4J_PASS = os.getenv('AURA_PASSWORD')
+
+if not all([NEO4J_URI, NEO4J_USER, NEO4J_PASS]):
+    print(f"Error: Missing required Neo4j credentials in {ENV_FILE}")
+    print(f"Required variables: AURA_CONNECTION_URI, AURA_USERNAME, AURA_PASSWORD")
+    sys.exit(1)
+
+def clean_row_dict(row):
+    """Convert pandas row to dict and replace NaN or empty strings with None"""
+    return {k: None if pd.isna(v) or v == '' else v for k, v in row.items()}
+
+def update_player_nodes():
+    """
+    Updates existing Player nodes with additional attributes from the roster CSV.
+    Uses Player_id as the primary key for matching.
+    """
+    print(f"Loading player roster data from: {ROSTER_FILE}")
+
+    # Check if the file exists
+    if not os.path.exists(ROSTER_FILE):
+        print(f"Error: Roster file not found at {ROSTER_FILE}")
+        return False
+
+    # Load the roster data
+    try:
+        roster_df = pd.read_csv(ROSTER_FILE)
+        print(f"Loaded {len(roster_df)} players from CSV")
+    except Exception as e:
+        print(f"Error loading roster CSV: {str(e)}")
+        return False
+
+    # Verify required columns exist
+    required_columns = ['player_id', 'headshot_url', 'instagram_url', 'highlight_video_url']
+    missing_columns = [col for col in required_columns if col not in roster_df.columns]
+
+    if missing_columns:
+        print(f"Error: Missing required columns in CSV: {', '.join(missing_columns)}")
+        return False
+
+    # Connect to Neo4j
+    print(f"Connecting to Neo4j at {NEO4J_URI}")
+    driver = None # Initialize driver to None
+    try:
+        driver = GraphDatabase.driver(NEO4J_URI, auth=(NEO4J_USER, NEO4J_PASS))
+        driver.verify_connectivity()
+        print("Neo4j connection successful.")
+        with driver.session() as session:
+            result = session.run("MATCH (p:Player) RETURN count(p) as count")
+            player_count = result.single()["count"]
+            print(f"Found {player_count} Player nodes in Neo4j")
+    except Exception as e:
+        print(f"Error connecting to or querying Neo4j: {str(e)}")
+        if driver:
+            driver.close()
+        return False
+
+    # Update player nodes
+    success_count = 0
+    error_count = 0
+
+    with driver.session() as session:
+        for index, row in roster_df.iterrows():
+            # Use player_id (lowercase) which is the correct column name
+            player_id_val = row.get('player_id')
+
+            if not player_id_val:
+                error_count += 1
+                print(f"Skipping row {index + 1}: Missing player_id")
+                continue
+
+            params = clean_row_dict(row)
+            # Ensure the key used for matching exists in params for the query
+            params['match_player_id'] = player_id_val
+
+            # Update query - Use correct case for property key and parameter name
+            query = """
+            MATCH (p:Player {player_id: $match_player_id})
+            SET p.headshot_url = $headshot_url,
+                p.instagram_url = $instagram_url,
+                p.highlight_video_url = $highlight_video_url
+            RETURN p.player_id as player_id
+            """
+
+            try:
+                result = session.run(query, params)
+                updated_player = result.single()
+
+                if updated_player:
+                    success_count += 1
+                    if success_count % 10 == 0 or success_count == 1:
+                        print(f"Updated {success_count} players...")
+                else:
+                    error_count += 1
+                    print(f"Warning: Player with ID {player_id_val} not found in Neo4j")
+            except Exception as e:
+                error_count += 1
+                print(f"Error updating player {player_id_val}: {str(e)}")
+
+    # Close the driver
+    driver.close()
+
+    # Print summary
+    print("\nUpdate Summary:")
+    print(f"Total players in CSV: {len(roster_df)}")
+    print(f"Successfully updated: {success_count}")
+    print(f"Errors/not found: {error_count}")
+
+    # Verify updates
+    if success_count > 0:
+        print("\nVerifying updates...")
+        verify_updates()
+
+    return success_count > 0
+
+def verify_updates():
+    """Verify that Player nodes were updated with the new attributes"""
+    driver = None
+    try:
+        driver = GraphDatabase.driver(NEO4J_URI, auth=(NEO4J_USER, NEO4J_PASS))
+        driver.verify_connectivity()
+        with driver.session() as session:
+            # Check for players with headshot & instagram URLs
+            query1 = """
+            MATCH (p:Player)
+            WHERE p.headshot_url IS NOT NULL AND p.instagram_url IS NOT NULL
+            RETURN count(p) as count
+            """
+            result1 = session.run(query1)
+            count1 = result1.single()["count"]
+
+            # Check for players with highlight URLs
+            query2 = """
+            MATCH (p:Player)
+            WHERE p.highlight_video_url IS NOT NULL
+            RETURN count(p) as count
+            """
+            result2 = session.run(query2)
+            count2 = result2.single()["count"]
+
+            print(f"Players with headshot & Instagram URLs: {count1}")
+            print(f"Players with highlight URLs: {count2}")
+    except Exception as e:
+        print(f"Error during verification: {str(e)}")
+    finally:
+        if driver:
+            driver.close()
+
+def main():
+    print("=== Player Node Update Tool ===")
+    print("This script will update existing Player nodes in Neo4j with additional attributes")
+    print(f"from the {ROSTER_FILE} file.")
+
+    # Check for --yes flag
+    if len(sys.argv) > 1 and sys.argv[1] == '--yes':
+        print("Automatic confirmation enabled. Proceeding with update...")
+        confirmed = True
+    else:
+        # Confirm with user
+        user_input = input("\nDo you want to proceed with the update? (y/n): ")
+        confirmed = user_input.lower() == 'y'
+
+    if not confirmed:
+        print("Update cancelled.")
+        return
+
+    # Run the update
+    success = update_player_nodes()
+
+    if success:
+        print("\n✅ Player nodes updated successfully!")
+    else:
+        print("\n❌ Player node update failed. Please check the errors above.")
+
+if __name__ == "__main__":
+    main()

data/april_11_multimedia_data_collect/new_final_april 11/roster_april_11.csv

@@ -0,0 +1,74 @@
+Player,Number,Pos,HT,WT,Age,Exp,College,status,player_id,headshot_url,instagram_url,highlight_video_url
+Israel Abanikanda,20,RB,5-10,216,22,2,Pittsburgh,Active,c1f595b7-9043-4569-9ff6-97e0f31a5ba5,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wo7d9oli06eki4mnh3i8.png,https://www.instagram.com/izzygetsbusy__/?hl=en,
+Brandon Allen,17,QB,6-2,209,32,8,Arkansas,Active,86f109ac-c967-4c17-af5c-97395270c489,#N/A,#N/A,#N/A
+Evan Anderson,69,DL,6-3,326,23,R,Florida Atlantic,Active,7774475d-ab11-4247-a631-9c7d29ba9745,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/ng7oamywxvqgkx6l6kqc.png,https://www.instagram.com/klamps8/?hl=en,
+Tre Avery,36,CB,5-11,181,28,3,Rutgers,Active,59e3afa0-cb40-4f8e-9052-88b9af20e074,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/a7kfv7xjftqlaqghk6sg,https://www.instagram.com/t.avery21/?hl=en,
+Robert Beal Jr.,51,DL,6-4,250,25,2,Georgia,Active,dcecbaa2-2803-4716-a729-45e1c80d6ab8,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jwwhmt5d8mi0vdb8nfic.jpg,https://www.instagram.com/oursf49ers/reel/C_CVQxxp2ti/,
+Tatum Bethune,48,LB,6-0,299,24,R,Florida State,Active,f51beff4-e90c-4b73-9253-8699c46a94ff,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/vl08pinqpmoubdf0zy5s.png,https://www.instagram.com/tatumx15/?hl=en,
+Nick Bosa,97,DL,6-4,266,27,6,Ohio State,Active,9cf4b059-d05c-4d22-9ca3-c5aee41ebfdc,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/utiwswqvpkiwtocijwhz.jpg,https://www.instagram.com/nbsmallerbear/?hl=en,https://www.youtube.com/watch?v=URvcwUEQYMw
+Jake Brendel,64,OL,6-4,299,32,7,UCLA,Active,b7c1b4e2-4d9c-47cc-8ac2-b6e0d2493157,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/svsb41aekpzt3m9snilw.jpg,https://www.instagram.com/jake.brendel/?hl=en,
+Ji'Ayir Brown,27,S,5-11,202,25,2,Penn State,Active,e5950f0d-0d24-4e2f-b96a-36ebedb604a9,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/urillpic02z774n09xvf.jpg,https://www.instagram.com/_tiig/?hl=en,
+Chris Conley,18,WR,6-3,205,32,10,Georgia,Active,f35d154a-0a53-476e-b0c2-49ae5d33b7eb,#N/A,#N/A,#N/A
+Jacob Cowing,19,WR,5-9,171,24,R,Arizona,Active,564daa89-38f8-4c8a-8760-de1923f9a681,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/lg7aao0umc21oioufqdx.png,https://www.instagram.com/jaycowing_/?hl=en,
+Kalia Davis,93,DL,6-2,310,26,3,Central Florida,Active,9ecde51b-8b49-40a3-ba42-e8c5787c279c,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/rmnxj3sh7pyldmcxqe32.jpg,https://www.instagram.com/ucf.football/p/C3No6rTugDe/,https://www.youtube.com/watch?v=xE4jfmV7kGg
+Khalil Davis,50,DL,6-2,315,28,4,Nebraska,Active,5162b93a-4f44-45fd-8d6b-f5714f4c7e91,#N/A,#N/A,#N/A
+Joshua Dobbs,5,QB,6-3,220,30,8,Tennessee,Active,44b1d8d5-663c-485b-94d3-c72540441aa0,#N/A,#N/A,#N/A
+Jordan Elliott,92,DL,6-4,303,27,5,Missouri,Active,f037f86a-6952-49a5-b6d3-6ce43b8e1d3d,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xbyky8r2yuzusd2tmrw8.jpg,https://www.instagram.com/jordanelliott_nbcs/,
+Luke Farrell,89,TE,6-5,250,27,4,Ohio State,Active,ba2cf281-cffa-4de5-9db9-2109331e455d,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/f2z7wpmx7ngtxcqqedla,https://www.instagram.com/lukefarrell89/?hl=en,
+Tashaun Gipson Sr.,43,S,6-1,212,34,13,Wyoming,Active,14026aa2-5f8c-45bf-9b92-0971d92127e6,#N/A,#N/A,#N/A
+Jalen Graham,41,LB,6-3,220,25,2,Purdue,Active,00d1db69-8b43-4d34-bbf8-17d4f00a8b71,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/pbl2a1ujopvwqrfct0jp.jpg,https://www.instagram.com/thexniners/p/CruR8IPrSV7/,
+Richie Grant,27,S,6-0,200,27,4,UCF,Active,c737a041-c713-43f6-8205-f409b349e2b6,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/szeswtvt6jmbu3so3phd,https://www.instagram.com/richiegrant_/?hl=en,
+Renardo Green,0,CB,6-0,186,24,R,Florida State,Active,21d23c5c-28c0-4b66-8d17-2f5c76de48ed,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/v79obx9v7tgcjjlo6hiy.png,https://www.instagram.com/dondada.8/?hl=en,https://www.youtube.com/watch?v=iIooO2pTjt4
+Yetur Gross-Matos,94,DL,6-5,265,27,5,Penn State,Active,cde0a59d-19ab-44c9-ba02-476b0762e4a8,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/etuaajmvhbc5qkebgoow.jpg,https://www.instagram.com/__lobo99/?hl=en,
+Isaac Guerendo,31,RB,6-0,221,24,R,Louisville,Active,4ca8e082-d358-46bf-af14-9eaab40f4fe9,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/b66rpzr9iauo5rdprvka.png,https://www.instagram.com/isaac_guerendo/?hl=en,
+Charlie Heck,75,OL,6-8,311,28,5,North Carolina,Active,7d809297-6d2f-4515-ab3c-1ce3eb47e7a6,#N/A,#N/A,#N/A
+Matt Hennessy,61,OL,6-3,315,27,4,Temple,Active,2f95e3de-03de-4827-a4a7-aaed42817861,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/zk8b21o8ncxnyu0gyf23,https://www.instagram.com/matt___hennessy/?hl=en,
+Jauan Jennings,15,WR,6-3,212,27,4,Tennessee,Active,16794171-c7a0-4a0e-9790-6ab3b2cd3380,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/wxsq7f4ajmhfs6tn4dg2.jpg,https://www.instagram.com/u_aintjj/?hl=en,https://www.youtube.com/watch?v=kFkNlmUQVu0
+Mac Jones,10,QB,6-3,200,26,4,Alabama,Active,18df1544-69a6-460c-802e-7d262e83111d,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pedpdxybeus7mrovsoko,https://www.instagram.com/macjones_10/?hl=en,https://www.youtube.com/watch?v=TylWJVa84VE
+George Kittle,85,TE,6-4,250,31,8,Iowa,Active,3fe4cd72-43e3-40ea-8016-abb2b01503c7,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/elheepobwn1ahqwtfwat.jpg,https://www.instagram.com/gkittle/?hl=en,https://www.youtube.com/watch?v=RzMVbATV95w
+Deommodore Lenoir,2,DB,5-10,200,25,4,Oregon,Active,79a00b55-fa24-45d8-a43f-772694b7776d,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/f9fnuvbpcxku9ibt9qs8.jpg,https://www.instagram.com/deommo.lenoir/?hl=en,https://www.youtube.com/watch?v=h-uvula5tNo
+Nick McCloud,35,CB,6-1,193,26,4,Notre Dame,Active,c3b8f82b-92c0-4a5d-85ef-7ddaec7d3a87,#N/A,#N/A,#N/A
+Colton McKivitz,68,OL,6-6,301,28,5,West Virginia,Active,63b288c1-4434-4120-867c-cee4dadd8c8a,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jugvoxjabgsbcfbuqfew.jpg,https://www.instagram.com/cmckivitz53/?hl=en,
+Jake Moody,4,K,6-1,210,25,2,Michigan,Active,9328e072-e82e-41ef-a132-ed54b649a5ca,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ygputwsbutemszr8xxkw.jpg,https://www.instagram.com/jmoods_/?hl=en,
+Malik Mustapha,6,S,5-10,206,22,R,Wake Forest,Active,6cb2d19f-f0a4-4ece-9190-76345d1abc54,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/eyrgxgpbrycd9x8glk0j.png,https://www.instagram.com/stapha/,
+Pat O'Donnell,40,P,6-4,220,34,10,Miami,Active,61a0a607-be7b-429d-b492-59523fad023e,#N/A,#N/A,#N/A
+Sam Okuayinonu,91,DL,6-1,269,26,2,Maryland,Active,c81b6283-b1aa-40d6-a825-f01410912435,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/fyolr2zk2nplfbdze75l.jpg,https://www.instagram.com/sam.ok97/?hl=en,
+Ricky Pearsall,14,WR,6-3,192,24,R,Florida,Active,27bf8c9c-7193-4f43-9533-32f1293d1bf0,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/to7q7w4kjiajseb4ljcx.png,https://www.instagram.com/ricky.pearsall/?hl=en,
+Jason Pinnock,41,CB,6-0,205,25,4,Pittsburgh,Active,57f29e6b-9082-4637-af4b-0d123ef4542d,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/on29awacb9frijyggtgt,https://www.instagram.com/jpinny15/?hl=en,
+Austen Pleasants,62,OT,6-7,328,27,1,Ohio,Active,d000d0a3-a7ba-442d-92af-0d407340aa2f,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wsbs5emdyzuc1sudbcls.png,https://www.instagram.com/oursf49ers/p/DDr48a4PdcO/?hl=en,
+Dominick Puni,77,OL,6-5,313,25,R,Kansas,Active,aeb5a55c-4554-4116-9de0-76910e66e154,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/tq1snozjpjrgrjoflrfg.png,https://www.instagram.com/dompuni/?hl=en,
+Brock Purdy,13,QB,6-1,220,25,3,Iowa State,Active,787758c9-4e9a-44f2-af68-c58165d0bc03,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wt42ykvuxpngm4m1axxn.png,https://www.instagram.com/brock.purdy13/?hl=en,https://www.youtube.com/watch?v=O-ft3FPYwiA
+Demarcus Robinson,14,WR,6-1,203,30,9,Florida,Active,c97d60e5-8c92-4d2e-b782-542ca7aa7799,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/lakf0xue1qqb7ed4p6ge,https://www.instagram.com/demarcusrobinson/?hl=en,https://www.youtube.com/watch?v=1vwP8vs-mXI
+Eric Saubert,82,TE,6-5,248,30,7,Drake,Active,67214339-8a36-45b9-8b25-439d97b06703,#N/A,#N/A,#N/A
+Patrick Taylor Jr.,32,RB,6-2,217,26,4,Memphis,Active,4bf9f546-d80c-4cb4-8692-73d8ac68d1f1,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/hochjncae0hqcoveuexq.jpg,https://www.instagram.com/patricktaylor/?hl=en,
+Tre Tomlinson,,CB,5-9,177,25,2,TCU,Active,ad3e3f2e-ee06-4406-8874-ea1921c52328,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/n5pfv126xw0psc0d1ydz,https://www.instagram.com/trevius/?hl=en,
+Jake Tonges,88,TE,6-4,240,25,2,California,Active,ad391cbf-b874-4b1e-905b-2736f2b69332,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/la3z5y6u7tix6rnq2m5l.jpg,https://www.instagram.com/jaketonges/?hl=en,
+Fred Warner,54,LB,6-3,230,28,7,Brigham Young,Active,cdd0eadc-19e2-4ca1-bba5-6846c9ac642b,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/zo4ftfar4bshrbipceuk.jpg,https://www.instagram.com/fred_warner/?hl=en,https://www.youtube.com/watch?v=IwBlFktlNwY
+Jon Weeks,46,LS,5-10,245,39,15,Baylor,Active,587c7609-ba56-4d22-b1e6-c12576c428fd,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/d9fvm74pu4vyinveopbf,https://www.instagram.com/jonweeks46/?hl=en,https://www.youtube.com/watch?v=FO_iJ1IEOQU
+Brayden Willis,9,TE,6-4,240,25,2,Oklahoma,Active,d1b16c10-c5b3-4157-bd9d-7f289f17df81,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xmo7hsuho3ehmsjwvthc.jpg,https://www.instagram.com/brayden_willis/?hl=en,https://www.youtube.com/watch?v=3KNc8s3Xwos
+Dee Winters,53,LB,5-11,227,24,2,TCU,Active,514f3569-5435-48bb-bc74-6b08d3d78ca9,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ggf13riajo0kn0y6kbu0.jpg,https://www.instagram.com/dwints_/?hl=en,
+Rock Ya-Sin,33,CB,5-11,195,28,6,Temple,Active,cb00e672-232a-4137-a259-f3cf0382d466,#N/A,#N/A,#N/A
+Isaac Yiadom,22,CB,6-1,232,29,7,Boston College,Active,3227c040-7d18-4803-b4b4-799667344a6d,#N/A,#N/A,#N/A
+Nick Zakelj,63,OL,6-6,316,25,3,Fordham,Active,59845c40-7efc-4514-9ed6-c29d983fba31,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/o92tva22zezdz4aksadl.jpg,https://www.instagram.com/nickzakelj/?hl=en,
+Player,#,Pos,HT,WT,Age,Exp,College,Reserve/Future,724825a5-7a0b-422d-946e-ce9512ad7add,#N/A,#N/A,#N/A
+Isaac Alarcon,67,OL,6-7,320,26,1,Tecnológico de Monterrey,Reserve/Future,262ea245-93dc-4c61-aa41-868bc4cc5dcf,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mlhuuxukyusodzlfsmnv.jpg,https://www.instagram.com/isaac_algar/?hl=en,
+Russell Gage,84,WR,6-0,184,29,7,LSU,Reserve/Future,1537733f-8218-4c45-9a0a-e00ff349a9d1,#N/A,#N/A,#N/A
+Isaiah Hodgins,87,WR,6-3,200,26,4,Oregon State,Reserve/Future,f4c2cec2-d0b4-45a9-ac1b-478ce1a32b2c,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ax1oft9kqida0eokvtes.jpg,https://www.instagram.com/isaiahhodgins/?hl=en,
+Quindell Johnson,,S,6-2,208,25,2,Memphis,Reserve/Future,7bee6f18-bd56-4920-a132-107c8af22bef,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/uga90lawcfxjcqna7opb,https://www.instagram.com/p/DFGnwNlymc9/,https://www.youtube.com/watch?v=VU2gRl8rgqw
+Jalen McKenzie,76,OT,6-5,315,25,1,USC,Reserve/Future,473d4c85-cc2c-4020-9381-c49a7236ad68,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gffxpns1ayxyjccymr6d.jpg,https://www.instagram.com/jay_peez70/?hl=en,
+Brandon Aiyuk,11,WR,6-0,200,27,5,Arizona State,Reserve/Injured,577eb875-f886-400d-8b14-ec28a2cc5eae,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/khwofxjjwx0hcaigzxhw.png,https://www.instagram.com/brandonaiyuk/?hl=en,https://www.youtube.com/watch?v=TlAgJDpoOYk
+Aaron Banks,65,OL,6-5,325,27,4,Notre Dame,Reserve/Injured,e665afb5-904a-4e86-a6da-1d859cc81f90,#N/A,#N/A,#N/A
+Ben Bartch,78,OL,6-6,315,26,5,St. John's (MN),Reserve/Injured,6a1545de-63fd-4c04-bc27-58ba334e7a91,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/aqaslodzr7y0yvh5zzxa.jpg,https://www.instagram.com/bartchben/,
+Tre Brown,22,CB,5-10,185,27,4,Oklahoma,Reserve/Injured,839c425d-d9b0-4b60-8c68-80d14ae382f7,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/dpemqrrweakt8dci3qfb,https://www.instagram.com/tre_brown25/?hl=en,
+Spencer Burford,74,OL,6-4,300,24,3,Texas-San Antonio,Reserve/Injured,31da633a-a7f1-4ec4-a715-b04bb85e0b5f,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/lje3ae25dntkdudp6eex.jpg,https://www.instagram.com/spence__74/?hl=en,
+Luke Gifford,57,LB,6-3,243,29,6,Nebraska,Reserve/Injured,069b6392-804b-4fcb-8654-d67afad1fd91,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/mhdbbzj8amttnpd1nbpn,https://www.instagram.com/luke_gifford/?hl=en,
+Kevin Givens,90,DL,6-1,285,28,5,Penn State,Reserve/Injured,a9f79e66-ff50-49eb-ae50-c442d23955fc,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mstmgft0e0ancdzspboy.jpg,https://www.instagram.com/49ers/p/DAg_Pvpz1vV/,
+Darrell Luter Jr.,28,CB,6-0,190,24,2,South Alabama,Reserve/Injured,741c6fa0-0254-4f85-9066-6d46fcc1026e,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/g5rohvooet9g5w7rlhrh.jpg,https://www.instagram.com/_d.ray4k/?hl=en,
+Jordan Mason,24,RB,5-11,223,25,3,Georgia Tech,Reserve/Injured,89531f13-baf0-43d6-b9f4-42a95482753a,#N/A,#N/A,#N/A
+Christian McCaffrey,23,RB,5-11,210,28,8,Stanford,Reserve/Injured,052ec36c-e430-4698-9270-d925fe5bcaf4,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/a8fka6shomakkbllljgt.jpg,https://www.instagram.com/christianmccaffrey/?hl=en,https://www.youtube.com/watch?v=cu78Okf6VSo
+Elijah Mitchell,25,RB,5-10,200,26,4,Louisiana,Reserve/Injured,7dfc6f25-07a8-4618-954b-b9dd96cee86e,#N/A,#N/A,#N/A
+Jaylon Moore,76,OL,6-4,311,27,4,Western Michigan,Reserve/Injured,c800d89e-031f-4180-b824-8fd307cf6d2b,#N/A,#N/A,#N/A
+George Odum,30,S,6-1,202,31,7,Central Arkansas,Reserve/Injured,26e72658-4503-47c4-ad74-628545e2402a,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/sqpxhoycdpegkyjn6ooc.jpg,https://www.instagram.com/george.w.odum/?hl=en,
+Curtis Robinson,36,LB,6-3,235,26,3,Stanford,Reserve/Injured,072a3483-b063-48fd-bc9c-5faa9b845425,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/x3xyzgeapcafr0gicl5y.jpg,https://www.instagram.com/curtis_robinsonn/?hl=en,https://www.youtube.com/watch?v=8wyHHbXoFZI
+Trent Williams,71,T,6-5,320,36,15,Oklahoma,Reserve/Injured,bb8b42ad-6042-40cd-b08c-2dc3a5cfc737,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/bnq8i5urjualxre5caqz.jpg,https://www.instagram.com/trentwilliams71/?hl=en,https://www.youtube.com/watch?v=k7FDcmcawL0
+Mitch Wishnowsky,3,P,6-2,220,33,6,Utah,Reserve/Injured,fe86f2c6-8576-4e77-b1df-a3df995eccf8,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mkf1xr1x8nr9l55oq72a.jpg,https://www.instagram.com/mitchwish3/?hl=en,https://www.youtube.com/watch?v=ZkH6eWs5Yd8

data/april_11_multimedia_data_collect/new_final_april 11/schedule_with_result_april_11.csv

@@ -0,0 +1,18 @@
+Match Number,Round Number,Date,Location,Home Team,Away Team,Result,game_result,home_team_logo_url,away_team_logo_url,game_id,Summary,highlight_video_url
+1,1,10/09/2024 00:15,Levi's Stadium,San Francisco 49ers,New York Jets,32 - 19,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png,7d5492b7-6372-4ab6-b878-a6ad10936f3b,"Quarterback Brock Purdy threw for 231 yards, with running back Jordan Mason rushing for 147 yards.",https://www.youtube.com/watch?v=igOb4mfV7To
+28,2,15/09/2024 17:00,U.S. Bank Stadium,Minnesota Vikings,San Francisco 49ers,23 - 17,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/min.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,9c37ef4a-8887-4e16-a0e9-53dd21d0ed1c,"Purdy passed for 319 yards; Mason added 100 rushing yards, but the 49ers fell short.",https://www.youtube.com/watch?v=jTJw2uf-Pdg
+38,3,22/09/2024 20:25,SoFi Stadium,Los Angeles Rams,San Francisco 49ers,27 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,b8c3e7f7-81ed-48c4-9a49-0897cac450e5,Purdy threw for 292 yards; Jauan Jennings had 175 receiving yards in a close loss.,https://www.youtube.com/watch?v=Y1dnhN-1ryU
+55,4,29/09/2024 20:05,Levi's Stadium,San Francisco 49ers,New England Patriots,30 - 13,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/ne.png,b4b49323-c84d-4414-bbd4-de399145db28,Brock Purdy threw for 288 yards and a touchdown; Fred Warner returned an interception for a touchdown.,https://www.youtube.com/watch?v=NCUjGFJILLo
+70,5,06/10/2024 20:05,Levi's Stadium,San Francisco 49ers,Arizona Cardinals,23 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png,efe67377-f218-4629-94d6-b0a28dae81b4,"Kyler Murray led a comeback, including a 50-yard touchdown run; Chad Ryland kicked the game-winning field goal.",https://www.youtube.com/watch?v=v62sybG_3Lk
+92,6,11/10/2024 00:15,Lumen Field,Seattle Seahawks,San Francisco 49ers,24 - 36,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,be924e35-6c00-470a-a82e-f77e89f2fca9,Geno Smith's late 13-yard touchdown run secured the Seahawks' victory.,https://www.youtube.com/watch?v=LaDE1QBC3Cc
+96,7,20/10/2024 20:25,Levi's Stadium,San Francisco 49ers,Kansas City Chiefs,18 - 28,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/kc.png,c0efcedb-e8a0-4058-8ae8-df418a829c22,Specific game details are not available.,https://www.youtube.com/watch?v=4_xM1tOK-28
+109,8,28/10/2024 00:20,Levi's Stadium,San Francisco 49ers,Dallas Cowboys,30 - 24,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/dal.png,9d3c8085-3864-4c86-9a47-6d91f9561e68,Specific game details are not available.,https://www.youtube.com/watch?v=7nTBwPljD-Q
+149,10,10/11/2024 18:00,Raymond James Stadium,Tampa Bay Buccaneers,San Francisco 49ers,20 - 23,Win,https://a.espncdn.com/i/teamlogos/nfl/500/tb.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,8c117905-4d53-4bfb-a85e-d4d0a52262a8,"The 49ers narrowly avoided a collapse, with Jake Moody's game-winning field goal.",https://www.youtube.com/watch?v=607mv01G8UU
+158,11,17/11/2024 21:05,Levi's Stadium,San Francisco 49ers,Seattle Seahawks,17 - 20,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png,6ee0f83e-d738-43c7-95e2-472bdaa9c2e8,Geno Smith's last-minute touchdown run ended the Seahawks' losing streak against the 49ers.,https://www.youtube.com/watch?v=VMPRSGk7bUg
+169,12,24/11/2024 21:25,Lambeau Field,Green Bay Packers,San Francisco 49ers,38 - 10,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/gb.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,89aeb6ec-c102-442f-a2b2-862a58f08c72,"Despite losing Deebo Samuel early, the 49ers secured a narrow victory.",https://www.youtube.com/watch?v=rtBtGh02HvA
+181,13,02/12/2024 01:20,Highmark Stadium,Buffalo Bills,San Francisco 49ers,35 - 10,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/buf.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,051a9bbd-41b1-4946-b366-2202b9b84646,"Josh Allen scored touchdowns passing, rushing, and receiving, leading the Bills to victory.",
+199,14,08/12/2024 21:25,Levi's Stadium,San Francisco 49ers,Chicago Bears,38 - 13,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/chi.png,2bfc3060-5975-4c60-8cf2-cd359c318bcb,Specific game details are not available.,https://www.youtube.com/watch?v=qmzSVmVNaFg
+224,15,13/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Los Angeles Rams,6 - 12,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png,07182afe-36bf-44e4-a464-52a56e9e325d,"In a rainy defensive battle, the Rams secured victory with four field goals.",https://www.youtube.com/watch?v=3JfiboQ6ZC8
+228,16,22/12/2024 21:25,Hard Rock Stadium,Miami Dolphins,San Francisco 49ers,29 - 17,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/mia.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,0be9a14c-0017-46b8-96e8-7c446e78ea84,A high-scoring game marked by a scuffle involving Jauan Jennings; the 49ers fell short.,
+246,17,31/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Detroit Lions,34 - 40,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/det.png,a6af1ef1-eece-43c2-b98f-c20494003cfe,Specific game details are not available.,https://www.youtube.com/watch?v=AooNLyum7Ng
+257,18,05/01/2025 21:25,State Farm Stadium,Arizona Cardinals,San Francisco 49ers,47 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,2c95b37b-b32d-4b30-a582-f04b8cbf12e4,Specific game details are not available.,https://www.youtube.com/watch?v=HfqGFWVdf9w

data/april_11_multimedia_data_collect/new_games_with_highlights.csv

@@ -0,0 +1,18 @@
+match_number,round_number,date,location,home_team,away_team,result,game_result,opponent,highlight_video_url
+1,1,10/09/2024 00:15,Levi's Stadium,San Francisco 49ers,New York Jets,32 - 19,Win,New York Jets,https://www.youtube.com/watch?v=igOb4mfV7To
+28,2,15/09/2024 17:00,U.S. Bank Stadium,Minnesota Vikings,San Francisco 49ers,23 - 17,Loss,Minnesota Vikings,https://www.youtube.com/watch?v=jTJw2uf-Pdg
+38,3,22/09/2024 20:25,SoFi Stadium,Los Angeles Rams,San Francisco 49ers,27 - 24,Loss,Los Angeles Rams,https://www.youtube.com/watch?v=Y1dnhN-1ryU
+55,4,29/09/2024 20:05,Levi's Stadium,San Francisco 49ers,New England Patriots,30 - 13,Win,New England Patriots,https://www.youtube.com/watch?v=NCUjGFJILLo
+70,5,06/10/2024 20:05,Levi's Stadium,San Francisco 49ers,Arizona Cardinals,23 - 24,Loss,Arizona Cardinals,https://www.youtube.com/watch?v=v62sybG_3Lk
+92,6,11/10/2024 00:15,Lumen Field,Seattle Seahawks,San Francisco 49ers,24 - 36,Win,Seattle Seahawks,https://www.youtube.com/watch?v=LaDE1QBC3Cc
+96,7,20/10/2024 20:25,Levi's Stadium,San Francisco 49ers,Kansas City Chiefs,18 - 28,Loss,Kansas City Chiefs,https://www.youtube.com/watch?v=4_xM1tOK-28
+109,8,28/10/2024 00:20,Levi's Stadium,San Francisco 49ers,Dallas Cowboys,30 - 24,Win,Dallas Cowboys,https://www.youtube.com/watch?v=7nTBwPljD-Q
+149,10,10/11/2024 18:00,Raymond James Stadium,Tampa Bay Buccaneers,San Francisco 49ers,20 - 23,Win,Tampa Bay Buccaneers,https://www.youtube.com/watch?v=607mv01G8UU
+158,11,17/11/2024 21:05,Levi's Stadium,San Francisco 49ers,Seattle Seahawks,17 - 20,Loss,Seattle Seahawks,https://www.youtube.com/watch?v=VMPRSGk7bUg
+169,12,24/11/2024 21:25,Lambeau Field,Green Bay Packers,San Francisco 49ers,38 - 10,Loss,Green Bay Packers,https://www.youtube.com/watch?v=rtBtGh02HvA
+181,13,02/12/2024 01:20,Highmark Stadium,Buffalo Bills,San Francisco 49ers,35 - 10,Loss,Buffalo Bills,
+199,14,08/12/2024 21:25,Levi's Stadium,San Francisco 49ers,Chicago Bears,38 - 13,Win,Chicago Bears,https://www.youtube.com/watch?v=qmzSVmVNaFg
+224,15,13/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Los Angeles Rams,6 - 12,Loss,Los Angeles Rams,https://www.youtube.com/watch?v=3JfiboQ6ZC8
+228,16,22/12/2024 21:25,Hard Rock Stadium,Miami Dolphins,San Francisco 49ers,29 - 17,Loss,Miami Dolphins,
+246,17,31/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Detroit Lions,34 - 40,Loss,Detroit Lions,https://www.youtube.com/watch?v=AooNLyum7Ng
+257,18,05/01/2025 21:25,State Farm Stadium,Arizona Cardinals,San Francisco 49ers,47 - 24,Loss,Arizona Cardinals,https://www.youtube.com/watch?v=HfqGFWVdf9w

data/april_11_multimedia_data_collect/new_niners_players_with_highlights.csv

@@ -0,0 +1,74 @@
+name,headshot_url,instagram_url,highlight_video_url
+Israel Abanikanda,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wo7d9oli06eki4mnh3i8.png,https://www.instagram.com/izzygetsbusy__/?hl=en,
+Brandon Aiyuk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/khwofxjjwx0hcaigzxhw.png,https://www.instagram.com/brandonaiyuk/?hl=en,https://www.youtube.com/watch?v=TlAgJDpoOYk
+Isaac Alarcon,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mlhuuxukyusodzlfsmnv.jpg,https://www.instagram.com/isaac_algar/?hl=en,
+Evan Anderson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/ng7oamywxvqgkx6l6kqc.png,https://www.instagram.com/klamps8/?hl=en,
+Tre Avery,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/a7kfv7xjftqlaqghk6sg,https://www.instagram.com/t.avery21/?hl=en,
+Alex Barrett,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/bm0ay22de39d1enrxwiq.jpg,https://www.instagram.com/alex.barrett/?hl=en,
+Ben Bartch,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/aqaslodzr7y0yvh5zzxa.jpg,https://www.instagram.com/bartchben/,
+Robert Beal Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jwwhmt5d8mi0vdb8nfic.jpg,https://www.instagram.com/oursf49ers/reel/C_CVQxxp2ti/,
+Tatum Bethune,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/vl08pinqpmoubdf0zy5s.png,https://www.instagram.com/tatumx15/?hl=en,
+Nick Bosa,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/utiwswqvpkiwtocijwhz.jpg,https://www.instagram.com/nbsmallerbear/?hl=en,https://www.youtube.com/watch?v=URvcwUEQYMw
+Jake Brendel,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/svsb41aekpzt3m9snilw.jpg,https://www.instagram.com/jake.brendel/?hl=en,
+Ji'Ayir Brown,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/urillpic02z774n09xvf.jpg,https://www.instagram.com/_tiig/?hl=en,
+Tre Brown,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/dpemqrrweakt8dci3qfb,https://www.instagram.com/tre_brown25/?hl=en,
+Spencer Burford,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/lje3ae25dntkdudp6eex.jpg,https://www.instagram.com/spence__74/?hl=en,
+Jacob Cowing,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/lg7aao0umc21oioufqdx.png,https://www.instagram.com/jaycowing_/?hl=en,
+Kalia Davis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/rmnxj3sh7pyldmcxqe32.jpg,https://www.instagram.com/ucf.football/p/C3No6rTugDe/,https://www.youtube.com/watch?v=xE4jfmV7kGg
+Jordan Elliott,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xbyky8r2yuzusd2tmrw8.jpg,https://www.instagram.com/jordanelliott_nbcs/,
+Luke Farrell,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/f2z7wpmx7ngtxcqqedla,https://www.instagram.com/lukefarrell89/?hl=en,
+Russell Gage Jr.,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/lkqhshv0dss1b9c6mdnj,https://www.instagram.com/w8k3mupruss/?hl=en,
+Jonathan Garvin,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/rapfcxut6vu50vcevswe.png,https://www.instagram.com/thesfniners/p/DCmgF8KSw2A/?hl=en,
+Luke Gifford,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/mhdbbzj8amttnpd1nbpn,https://www.instagram.com/luke_gifford/?hl=en,
+Kevin Givens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mstmgft0e0ancdzspboy.jpg,https://www.instagram.com/49ers/p/DAg_Pvpz1vV/,
+Jalen Graham,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/pbl2a1ujopvwqrfct0jp.jpg,https://www.instagram.com/thexniners/p/CruR8IPrSV7/,
+Richie Grant,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/szeswtvt6jmbu3so3phd,https://www.instagram.com/richiegrant_/?hl=en,
+Renardo Green,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/v79obx9v7tgcjjlo6hiy.png,https://www.instagram.com/dondada.8/?hl=en,https://www.youtube.com/watch?v=iIooO2pTjt4
+Yetur Gross-Matos,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/etuaajmvhbc5qkebgoow.jpg,https://www.instagram.com/__lobo99/?hl=en,
+Isaac Guerendo,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/b66rpzr9iauo5rdprvka.png,https://www.instagram.com/isaac_guerendo/?hl=en,
+Sebastian Gutierrez,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/am9sywgkga6jq65hvboe.jpg,https://www.instagram.com/sebastiandev1/?hl=en,
+Matt Hennessy,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/zk8b21o8ncxnyu0gyf23,https://www.instagram.com/matt___hennessy/?hl=en,
+Isaiah Hodgins,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ax1oft9kqida0eokvtes.jpg,https://www.instagram.com/isaiahhodgins/?hl=en,
+Drake Jackson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/y2luyplzpvbzokyfbmla.jpg,https://www.instagram.com/thefreak/?hl=en,
+Tarron Jackson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pnqrjp76bgpkmacxma3r,https://www.instagram.com/tarron_jackson/?hl=en,
+Jauan Jennings,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/wxsq7f4ajmhfs6tn4dg2.jpg,https://www.instagram.com/u_aintjj/?hl=en,https://www.youtube.com/watch?v=kFkNlmUQVu0
+Quindell Johnson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/uga90lawcfxjcqna7opb,https://www.instagram.com/p/DFGnwNlymc9/,https://www.youtube.com/watch?v=VU2gRl8rgqw
+Zack Johnson,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/n4hy8uzhcl5cl0ricwoa,https://www.instagram.com/zack.johnson.68/,https://www.youtube.com/watch?v=yDAcyWJi6qQ
+Mac Jones,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pedpdxybeus7mrovsoko,https://www.instagram.com/macjones_10/?hl=en,https://www.youtube.com/watch?v=TylWJVa84VE
+Kyle Juszczyk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ywdz6y2pfzndqgmxxfbj.jpg,https://www.instagram.com/juicecheck44/?hl=en,https://www.youtube.com/watch?v=PZCVP0l8uVk
+George Kittle,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/elheepobwn1ahqwtfwat.jpg,https://www.instagram.com/gkittle/?hl=en,https://www.youtube.com/watch?v=RzMVbATV95w
+Deommodore Lenoir,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/f9fnuvbpcxku9ibt9qs8.jpg,https://www.instagram.com/deommo.lenoir/?hl=en,https://www.youtube.com/watch?v=h-uvula5tNo
+Chase Lucas,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gjeejt5pbagnipodhdz4.jpg,https://www.instagram.com/chase_lucas24/?hl=en,
+Darrell Luter Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/g5rohvooet9g5w7rlhrh.jpg,https://www.instagram.com/_d.ray4k/?hl=en,
+Jaylen Mahoney,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/yv9inbia05nyxppuajv0.png,https://www.instagram.com/jaylenmahoney_/,
+Christian McCaffrey,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/a8fka6shomakkbllljgt.jpg,https://www.instagram.com/christianmccaffrey/?hl=en,https://www.youtube.com/watch?v=cu78Okf6VSo
+Jalen McKenzie,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gffxpns1ayxyjccymr6d.jpg,https://www.instagram.com/jay_peez70/?hl=en,
+Colton McKivitz,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jugvoxjabgsbcfbuqfew.jpg,https://www.instagram.com/cmckivitz53/?hl=en,
+Jake Moody,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ygputwsbutemszr8xxkw.jpg,https://www.instagram.com/jmoods_/?hl=en,
+Tanner Mordecai,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/y8gipodnkeapgmegnxs1.png,https://www.instagram.com/t_mordecai/?hl=en,
+Malik Mustapha,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/eyrgxgpbrycd9x8glk0j.png,https://www.instagram.com/stapha/,
+Siran Neal,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/muhthfs6owkkpsyop1e6,https://www.instagram.com/siranneal/?hl=en,
+Drake Nugent,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/qyb4kurtbv9uflmupfnc.png,https://www.instagram.com/drakenugent9/?hl=en,
+George Odum,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/sqpxhoycdpegkyjn6ooc.jpg,https://www.instagram.com/george.w.odum/?hl=en,
+Sam Okuayinonu,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/fyolr2zk2nplfbdze75l.jpg,https://www.instagram.com/sam.ok97/?hl=en,
+Terique Owens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/okhin0uwdon2nimvbtwd.png,https://www.instagram.com/terique_owens/?hl=en,
+Ricky Pearsall,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/to7q7w4kjiajseb4ljcx.png,https://www.instagram.com/ricky.pearsall/?hl=en,
+Jason Pinnock,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/on29awacb9frijyggtgt,https://www.instagram.com/jpinny15/?hl=en,
+Austen Pleasants,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wsbs5emdyzuc1sudbcls.png,https://www.instagram.com/oursf49ers/p/DDr48a4PdcO/?hl=en,
+Mason Pline,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/mvjlaxpu8bu33ohspqot.png,https://www.instagram.com/mpline12/?hl=en,
+Dominick Puni,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/tq1snozjpjrgrjoflrfg.png,https://www.instagram.com/dompuni/?hl=en,
+Brock Purdy,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wt42ykvuxpngm4m1axxn.png,https://www.instagram.com/brock.purdy13/?hl=en,https://www.youtube.com/watch?v=O-ft3FPYwiA
+Curtis Robinson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/x3xyzgeapcafr0gicl5y.jpg,https://www.instagram.com/curtis_robinsonn/?hl=en,https://www.youtube.com/watch?v=8wyHHbXoFZI
+Demarcus Robinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/lakf0xue1qqb7ed4p6ge,https://www.instagram.com/demarcusrobinson/?hl=en,https://www.youtube.com/watch?v=1vwP8vs-mXI
+Patrick Taylor Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/hochjncae0hqcoveuexq.jpg,https://www.instagram.com/patricktaylor/?hl=en,
+Trent Taylor,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/j8lom4fnsveujt8hykef.jpg,https://www.instagram.com/trent5taylor/?hl=en,https://www.youtube.com/watch?v=kiEy31sL0co
+Tre Tomlinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/n5pfv126xw0psc0d1ydz,https://www.instagram.com/trevius/?hl=en,
+Jake Tonges,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/la3z5y6u7tix6rnq2m5l.jpg,https://www.instagram.com/jaketonges/?hl=en,
+Fred Warner,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/zo4ftfar4bshrbipceuk.jpg,https://www.instagram.com/fred_warner/?hl=en,https://www.youtube.com/watch?v=IwBlFktlNwY
+Jon Weeks,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/d9fvm74pu4vyinveopbf,https://www.instagram.com/jonweeks46/?hl=en,https://www.youtube.com/watch?v=FO_iJ1IEOQU
+DaShaun White,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/mjnpmkw3ar6zcj2hxxzd,https://www.instagram.com/demoeto/?hl=en,https://www.youtube.com/watch?v=mk4aHkdYaUQ
+Trent Williams,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/bnq8i5urjualxre5caqz.jpg,https://www.instagram.com/trentwilliams71/?hl=en,https://www.youtube.com/watch?v=k7FDcmcawL0
+Brayden Willis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xmo7hsuho3ehmsjwvthc.jpg,https://www.instagram.com/brayden_willis/?hl=en,https://www.youtube.com/watch?v=3KNc8s3Xwos
+Dee Winters,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ggf13riajo0kn0y6kbu0.jpg,https://www.instagram.com/dwints_/?hl=en,
+Mitch Wishnowsky,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mkf1xr1x8nr9l55oq72a.jpg,https://www.instagram.com/mitchwish3/?hl=en,https://www.youtube.com/watch?v=ZkH6eWs5Yd8
+Nick Zakelj,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/o92tva22zezdz4aksadl.jpg,https://www.instagram.com/nickzakelj/?hl=en,

data/april_11_multimedia_data_collect/nfl-2024-san-francisco-49ers-with-results.csv

@@ -0,0 +1,18 @@
+Match Number,Round Number,Date,Location,Home Team,Away Team,Result,game_result
+1,1,10/09/2024 00:15,Levi's Stadium,San Francisco 49ers,New York Jets,32 - 19,Win
+28,2,15/09/2024 17:00,U.S. Bank Stadium,Minnesota Vikings,San Francisco 49ers,23 - 17,Loss
+38,3,22/09/2024 20:25,SoFi Stadium,Los Angeles Rams,San Francisco 49ers,27 - 24,Loss
+55,4,29/09/2024 20:05,Levi's Stadium,San Francisco 49ers,New England Patriots,30 - 13,Win
+70,5,06/10/2024 20:05,Levi's Stadium,San Francisco 49ers,Arizona Cardinals,23 - 24,Loss
+92,6,11/10/2024 00:15,Lumen Field,Seattle Seahawks,San Francisco 49ers,24 - 36,Win
+96,7,20/10/2024 20:25,Levi's Stadium,San Francisco 49ers,Kansas City Chiefs,18 - 28,Loss
+109,8,28/10/2024 00:20,Levi's Stadium,San Francisco 49ers,Dallas Cowboys,30 - 24,Win
+149,10,10/11/2024 18:00,Raymond James Stadium,Tampa Bay Buccaneers,San Francisco 49ers,20 - 23,Win
+158,11,17/11/2024 21:05,Levi's Stadium,San Francisco 49ers,Seattle Seahawks,17 - 20,Loss
+169,12,24/11/2024 21:25,Lambeau Field,Green Bay Packers,San Francisco 49ers,38 - 10,Loss
+181,13,02/12/2024 01:20,Highmark Stadium,Buffalo Bills,San Francisco 49ers,35 - 10,Loss
+199,14,08/12/2024 21:25,Levi's Stadium,San Francisco 49ers,Chicago Bears,38 - 13,Win
+224,15,13/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Los Angeles Rams,6 - 12,Loss
+228,16,22/12/2024 21:25,Hard Rock Stadium,Miami Dolphins,San Francisco 49ers,29 - 17,Loss
+246,17,31/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Detroit Lions,34 - 40,Loss
+257,18,05/01/2025 21:25,State Farm Stadium,Arizona Cardinals,San Francisco 49ers,47 - 24,Loss

data/april_11_multimedia_data_collect/nfl_team_logos.csv

@@ -0,0 +1,63 @@
+team_name,logo_url,local_path
+"Arizona Cardinals News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/ARI,"team_logos/arizona_cardinals_news,_scores,_stats,_schedule.png"
+"Atlanta Falcons News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/ATL,"team_logos/atlanta_falcons_news,_scores,_stats,_schedule.png"
+"Carolina Panthers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/CAR,"team_logos/carolina_panthers_news,_scores,_stats,_schedule.png"
+"Chicago Bears News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/CHI,"team_logos/chicago_bears_news,_scores,_stats,_schedule.png"
+"Dallas Cowboys News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/DAL,"team_logos/dallas_cowboys_news,_scores,_stats,_schedule.png"
+"Detroit Lions News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/DET,"team_logos/detroit_lions_news,_scores,_stats,_schedule.png"
+"Green Bay Packers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/GB,"team_logos/green_bay_packers_news,_scores,_stats,_schedule.png"
+"Los Angeles Rams News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/LA,"team_logos/los_angeles_rams_news,_scores,_stats,_schedule.png"
+"Minnesota Vikings News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/MIN,"team_logos/minnesota_vikings_news,_scores,_stats,_schedule.png"
+"New Orleans Saints News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/NO,"team_logos/new_orleans_saints_news,_scores,_stats,_schedule.png"
+"New York Giants News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/NYG,"team_logos/new_york_giants_news,_scores,_stats,_schedule.png"
+"Philadelphia Eagles News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/PHI,"team_logos/philadelphia_eagles_news,_scores,_stats,_schedule.png"
+"San Francisco 49ers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/SF,"team_logos/san_francisco_49ers_news,_scores,_stats,_schedule.png"
+"Seattle Seahawks News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/SEA,"team_logos/seattle_seahawks_news,_scores,_stats,_schedule.png"
+"Tampa Bay Buccaneers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/TB,"team_logos/tampa_bay_buccaneers_news,_scores,_stats,_schedule.png"
+"Washington Commanders News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/WAS,"team_logos/washington_commanders_news,_scores,_stats,_schedule.png"
+"Baltimore Ravens News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/BAL,"team_logos/baltimore_ravens_news,_scores,_stats,_schedule.png"
+"Buffalo Bills News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/BUF,"team_logos/buffalo_bills_news,_scores,_stats,_schedule.png"
+"Cincinnati Bengals News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/CIN,"team_logos/cincinnati_bengals_news,_scores,_stats,_schedule.png"
+"Cleveland Browns News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/CLE,"team_logos/cleveland_browns_news,_scores,_stats,_schedule.png"
+"Denver Broncos News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/DEN,"team_logos/denver_broncos_news,_scores,_stats,_schedule.png"
+"Jacksonville Jaguars News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/JAX,"team_logos/jacksonville_jaguars_news,_scores,_stats,_schedule.png"
+"Kansas City Chiefs News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/KC,"team_logos/kansas_city_chiefs_news,_scores,_stats,_schedule.png"
+"Las Vegas Raiders News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/LV,"team_logos/las_vegas_raiders_news,_scores,_stats,_schedule.png"
+"Los Angeles Chargers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/LAC,"team_logos/los_angeles_chargers_news,_scores,_stats,_schedule.png"
+"Miami Dolphins News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/MIA,"team_logos/miami_dolphins_news,_scores,_stats,_schedule.png"
+"New England Patriots News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/NE,"team_logos/new_england_patriots_news,_scores,_stats,_schedule.png"
+"New York Jets News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/NYJ,"team_logos/new_york_jets_news,_scores,_stats,_schedule.png"
+"Pittsburgh Steelers News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/PIT,"team_logos/pittsburgh_steelers_news,_scores,_stats,_schedule.png"
+"Tennessee Titans News, Scores, Stats, Schedule",https://static.www.nfl.com/t_headshot_desktop/league/api/clubs/logos/TEN,"team_logos/tennessee_titans_news,_scores,_stats,_schedule.png"
+Arizona Cardinals,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png,team_logos/arizona_cardinals.png
+Atlanta Falcons,https://a.espncdn.com/i/teamlogos/nfl/500/atl.png,team_logos/atlanta_falcons.png
+Baltimore Ravens,https://a.espncdn.com/i/teamlogos/nfl/500/bal.png,team_logos/baltimore_ravens.png
+Buffalo Bills,https://a.espncdn.com/i/teamlogos/nfl/500/buf.png,team_logos/buffalo_bills.png
+Carolina Panthers,https://a.espncdn.com/i/teamlogos/nfl/500/car.png,team_logos/carolina_panthers.png
+Chicago Bears,https://a.espncdn.com/i/teamlogos/nfl/500/chi.png,team_logos/chicago_bears.png
+Cincinnati Bengals,https://a.espncdn.com/i/teamlogos/nfl/500/cin.png,team_logos/cincinnati_bengals.png
+Cleveland Browns,https://a.espncdn.com/i/teamlogos/nfl/500/cle.png,team_logos/cleveland_browns.png
+Dallas Cowboys,https://a.espncdn.com/i/teamlogos/nfl/500/dal.png,team_logos/dallas_cowboys.png
+Denver Broncos,https://a.espncdn.com/i/teamlogos/nfl/500/den.png,team_logos/denver_broncos.png
+Detroit Lions,https://a.espncdn.com/i/teamlogos/nfl/500/det.png,team_logos/detroit_lions.png
+Green Bay Packers,https://a.espncdn.com/i/teamlogos/nfl/500/gb.png,team_logos/green_bay_packers.png
+Houston Texans,https://a.espncdn.com/i/teamlogos/nfl/500/hou.png,team_logos/houston_texans.png
+Indianapolis Colts,https://a.espncdn.com/i/teamlogos/nfl/500/ind.png,team_logos/indianapolis_colts.png
+Jacksonville Jaguars,https://a.espncdn.com/i/teamlogos/nfl/500/jax.png,team_logos/jacksonville_jaguars.png
+Kansas City Chiefs,https://a.espncdn.com/i/teamlogos/nfl/500/kc.png,team_logos/kansas_city_chiefs.png
+Las Vegas Raiders,https://a.espncdn.com/i/teamlogos/nfl/500/lv.png,team_logos/las_vegas_raiders.png
+Los Angeles Chargers,https://a.espncdn.com/i/teamlogos/nfl/500/lac.png,team_logos/los_angeles_chargers.png
+Los Angeles Rams,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png,team_logos/los_angeles_rams.png
+Miami Dolphins,https://a.espncdn.com/i/teamlogos/nfl/500/mia.png,team_logos/miami_dolphins.png
+Minnesota Vikings,https://a.espncdn.com/i/teamlogos/nfl/500/min.png,team_logos/minnesota_vikings.png
+New England Patriots,https://a.espncdn.com/i/teamlogos/nfl/500/ne.png,team_logos/new_england_patriots.png
+New Orleans Saints,https://a.espncdn.com/i/teamlogos/nfl/500/no.png,team_logos/new_orleans_saints.png
+New York Giants,https://a.espncdn.com/i/teamlogos/nfl/500/nyg.png,team_logos/new_york_giants.png
+New York Jets,https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png,team_logos/new_york_jets.png
+Philadelphia Eagles,https://a.espncdn.com/i/teamlogos/nfl/500/phi.png,team_logos/philadelphia_eagles.png
+Pittsburgh Steelers,https://a.espncdn.com/i/teamlogos/nfl/500/pit.png,team_logos/pittsburgh_steelers.png
+San Francisco 49ers,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,team_logos/san_francisco_49ers.png
+Seattle Seahawks,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png,team_logos/seattle_seahawks.png
+Tampa Bay Buccaneers,https://a.espncdn.com/i/teamlogos/nfl/500/tb.png,team_logos/tampa_bay_buccaneers.png
+Tennessee Titans,https://a.espncdn.com/i/teamlogos/nfl/500/ten.png,team_logos/tennessee_titans.png
+Washington Commanders,https://a.espncdn.com/i/teamlogos/nfl/500/wsh.png,team_logos/washington_commanders.png

data/april_11_multimedia_data_collect/nfl_team_logos_revised.csv

@@ -0,0 +1,33 @@
+team_name,logo_url,local_path
+Arizona Cardinals,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png,team_logos/arizona_cardinals.png
+Atlanta Falcons,https://a.espncdn.com/i/teamlogos/nfl/500/atl.png,team_logos/atlanta_falcons.png
+Baltimore Ravens,https://a.espncdn.com/i/teamlogos/nfl/500/bal.png,team_logos/baltimore_ravens.png
+Buffalo Bills,https://a.espncdn.com/i/teamlogos/nfl/500/buf.png,team_logos/buffalo_bills.png
+Carolina Panthers,https://a.espncdn.com/i/teamlogos/nfl/500/car.png,team_logos/carolina_panthers.png
+Chicago Bears,https://a.espncdn.com/i/teamlogos/nfl/500/chi.png,team_logos/chicago_bears.png
+Cincinnati Bengals,https://a.espncdn.com/i/teamlogos/nfl/500/cin.png,team_logos/cincinnati_bengals.png
+Cleveland Browns,https://a.espncdn.com/i/teamlogos/nfl/500/cle.png,team_logos/cleveland_browns.png
+Dallas Cowboys,https://a.espncdn.com/i/teamlogos/nfl/500/dal.png,team_logos/dallas_cowboys.png
+Denver Broncos,https://a.espncdn.com/i/teamlogos/nfl/500/den.png,team_logos/denver_broncos.png
+Detroit Lions,https://a.espncdn.com/i/teamlogos/nfl/500/det.png,team_logos/detroit_lions.png
+Green Bay Packers,https://a.espncdn.com/i/teamlogos/nfl/500/gb.png,team_logos/green_bay_packers.png
+Houston Texans,https://a.espncdn.com/i/teamlogos/nfl/500/hou.png,team_logos/houston_texans.png
+Indianapolis Colts,https://a.espncdn.com/i/teamlogos/nfl/500/ind.png,team_logos/indianapolis_colts.png
+Jacksonville Jaguars,https://a.espncdn.com/i/teamlogos/nfl/500/jax.png,team_logos/jacksonville_jaguars.png
+Kansas City Chiefs,https://a.espncdn.com/i/teamlogos/nfl/500/kc.png,team_logos/kansas_city_chiefs.png
+Las Vegas Raiders,https://a.espncdn.com/i/teamlogos/nfl/500/lv.png,team_logos/las_vegas_raiders.png
+Los Angeles Chargers,https://a.espncdn.com/i/teamlogos/nfl/500/lac.png,team_logos/los_angeles_chargers.png
+Los Angeles Rams,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png,team_logos/los_angeles_rams.png
+Miami Dolphins,https://a.espncdn.com/i/teamlogos/nfl/500/mia.png,team_logos/miami_dolphins.png
+Minnesota Vikings,https://a.espncdn.com/i/teamlogos/nfl/500/min.png,team_logos/minnesota_vikings.png
+New England Patriots,https://a.espncdn.com/i/teamlogos/nfl/500/ne.png,team_logos/new_england_patriots.png
+New Orleans Saints,https://a.espncdn.com/i/teamlogos/nfl/500/no.png,team_logos/new_orleans_saints.png
+New York Giants,https://a.espncdn.com/i/teamlogos/nfl/500/nyg.png,team_logos/new_york_giants.png
+New York Jets,https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png,team_logos/new_york_jets.png
+Philadelphia Eagles,https://a.espncdn.com/i/teamlogos/nfl/500/phi.png,team_logos/philadelphia_eagles.png
+Pittsburgh Steelers,https://a.espncdn.com/i/teamlogos/nfl/500/pit.png,team_logos/pittsburgh_steelers.png
+San Francisco 49ers,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,team_logos/san_francisco_49ers.png
+Seattle Seahawks,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png,team_logos/seattle_seahawks.png
+Tampa Bay Buccaneers,https://a.espncdn.com/i/teamlogos/nfl/500/tb.png,team_logos/tampa_bay_buccaneers.png
+Tennessee Titans,https://a.espncdn.com/i/teamlogos/nfl/500/ten.png,team_logos/tennessee_titans.png
+Washington Commanders,https://a.espncdn.com/i/teamlogos/nfl/500/wsh.png,team_logos/washington_commanders.png

data/april_11_multimedia_data_collect/niners_players_headshots.csv

@@ -0,0 +1,74 @@
+name,headshot_url
+Israel Abanikanda,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wo7d9oli06eki4mnh3i8.png
+Brandon Aiyuk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/khwofxjjwx0hcaigzxhw.png
+Isaac Alarcon,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mlhuuxukyusodzlfsmnv.jpg
+Evan Anderson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/ng7oamywxvqgkx6l6kqc.png
+Tre Avery,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/a7kfv7xjftqlaqghk6sg
+Alex Barrett,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/bm0ay22de39d1enrxwiq.jpg
+Ben Bartch,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/aqaslodzr7y0yvh5zzxa.jpg
+Robert Beal Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jwwhmt5d8mi0vdb8nfic.jpg
+Tatum Bethune,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/vl08pinqpmoubdf0zy5s.png
+Nick Bosa,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/utiwswqvpkiwtocijwhz.jpg
+Jake Brendel,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/svsb41aekpzt3m9snilw.jpg
+Ji'Ayir Brown,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/urillpic02z774n09xvf.jpg
+Tre Brown,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/dpemqrrweakt8dci3qfb
+Spencer Burford,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/lje3ae25dntkdudp6eex.jpg
+Jacob Cowing,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/lg7aao0umc21oioufqdx.png
+Kalia Davis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/rmnxj3sh7pyldmcxqe32.jpg
+Jordan Elliott,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xbyky8r2yuzusd2tmrw8.jpg
+Luke Farrell,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/f2z7wpmx7ngtxcqqedla
+Russell Gage Jr.,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/lkqhshv0dss1b9c6mdnj
+Jonathan Garvin,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/rapfcxut6vu50vcevswe.png
+Luke Gifford,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/mhdbbzj8amttnpd1nbpn
+Kevin Givens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mstmgft0e0ancdzspboy.jpg
+Jalen Graham,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/pbl2a1ujopvwqrfct0jp.jpg
+Richie Grant,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/szeswtvt6jmbu3so3phd
+Renardo Green,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/v79obx9v7tgcjjlo6hiy.png
+Yetur Gross-Matos,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/etuaajmvhbc5qkebgoow.jpg
+Isaac Guerendo,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/b66rpzr9iauo5rdprvka.png
+Sebastian Gutierrez,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/am9sywgkga6jq65hvboe.jpg
+Matt Hennessy,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/zk8b21o8ncxnyu0gyf23
+Isaiah Hodgins,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ax1oft9kqida0eokvtes.jpg
+Drake Jackson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/y2luyplzpvbzokyfbmla.jpg
+Tarron Jackson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pnqrjp76bgpkmacxma3r
+Jauan Jennings,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/wxsq7f4ajmhfs6tn4dg2.jpg
+Quindell Johnson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/uga90lawcfxjcqna7opb
+Zack Johnson,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/n4hy8uzhcl5cl0ricwoa
+Mac Jones,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pedpdxybeus7mrovsoko
+Kyle Juszczyk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ywdz6y2pfzndqgmxxfbj.jpg
+George Kittle,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/elheepobwn1ahqwtfwat.jpg
+Deommodore Lenoir,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/f9fnuvbpcxku9ibt9qs8.jpg
+Chase Lucas,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gjeejt5pbagnipodhdz4.jpg
+Darrell Luter Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/g5rohvooet9g5w7rlhrh.jpg
+Jaylen Mahoney,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/yv9inbia05nyxppuajv0.png
+Christian McCaffrey,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/a8fka6shomakkbllljgt.jpg
+Jalen McKenzie,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gffxpns1ayxyjccymr6d.jpg
+Colton McKivitz,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jugvoxjabgsbcfbuqfew.jpg
+Jake Moody,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ygputwsbutemszr8xxkw.jpg
+Tanner Mordecai,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/y8gipodnkeapgmegnxs1.png
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+Drake Nugent,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/qyb4kurtbv9uflmupfnc.png
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+Ricky Pearsall,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/to7q7w4kjiajseb4ljcx.png
+Jason Pinnock,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/on29awacb9frijyggtgt
+Austen Pleasants,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wsbs5emdyzuc1sudbcls.png
+Mason Pline,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/mvjlaxpu8bu33ohspqot.png
+Dominick Puni,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/tq1snozjpjrgrjoflrfg.png
+Brock Purdy,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wt42ykvuxpngm4m1axxn.png
+Curtis Robinson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/x3xyzgeapcafr0gicl5y.jpg
+Demarcus Robinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/lakf0xue1qqb7ed4p6ge
+Patrick Taylor Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/hochjncae0hqcoveuexq.jpg
+Trent Taylor,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/j8lom4fnsveujt8hykef.jpg
+Tre Tomlinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/n5pfv126xw0psc0d1ydz
+Jake Tonges,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/la3z5y6u7tix6rnq2m5l.jpg
+Fred Warner,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/zo4ftfar4bshrbipceuk.jpg
+Jon Weeks,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/d9fvm74pu4vyinveopbf
+DaShaun White,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/mjnpmkw3ar6zcj2hxxzd
+Trent Williams,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/bnq8i5urjualxre5caqz.jpg
+Brayden Willis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xmo7hsuho3ehmsjwvthc.jpg
+Dee Winters,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ggf13riajo0kn0y6kbu0.jpg
+Mitch Wishnowsky,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mkf1xr1x8nr9l55oq72a.jpg
+Nick Zakelj,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/o92tva22zezdz4aksadl.jpg

data/april_11_multimedia_data_collect/niners_players_headshots_with_socials_merged.csv

@@ -0,0 +1,74 @@
+name,headshot_url,instagram_url,
+Israel Abanikanda,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wo7d9oli06eki4mnh3i8.png,https://www.instagram.com/izzygetsbusy__/?hl=en,
+Brandon Aiyuk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/khwofxjjwx0hcaigzxhw.png,https://www.instagram.com/brandonaiyuk/?hl=en,
+Isaac Alarcon,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mlhuuxukyusodzlfsmnv.jpg,https://www.instagram.com/isaac_algar/?hl=en,
+Evan Anderson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/ng7oamywxvqgkx6l6kqc.png,https://www.instagram.com/klamps8/?hl=en,
+Tre Avery,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/a7kfv7xjftqlaqghk6sg,https://www.instagram.com/t.avery21/?hl=en,
+Alex Barrett,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/bm0ay22de39d1enrxwiq.jpg,https://www.instagram.com/alex.barrett/?hl=en,
+Ben Bartch,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/aqaslodzr7y0yvh5zzxa.jpg,https://www.instagram.com/bartchben/,
+Robert Beal Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jwwhmt5d8mi0vdb8nfic.jpg,https://www.instagram.com/oursf49ers/reel/C_CVQxxp2ti/,
+Tatum Bethune,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/vl08pinqpmoubdf0zy5s.png,https://www.instagram.com/tatumx15/?hl=en,
+Nick Bosa,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/utiwswqvpkiwtocijwhz.jpg,https://www.instagram.com/nbsmallerbear/?hl=en,
+Jake Brendel,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/svsb41aekpzt3m9snilw.jpg,https://www.instagram.com/jake.brendel/?hl=en,
+Ji'Ayir Brown,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/urillpic02z774n09xvf.jpg,https://www.instagram.com/_tiig/?hl=en,
+Tre Brown,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/dpemqrrweakt8dci3qfb,https://www.instagram.com/tre_brown25/?hl=en,
+Spencer Burford,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/lje3ae25dntkdudp6eex.jpg,https://www.instagram.com/spence__74/?hl=en,
+Jacob Cowing,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/lg7aao0umc21oioufqdx.png,https://www.instagram.com/jaycowing_/?hl=en,
+Kalia Davis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/rmnxj3sh7pyldmcxqe32.jpg,https://www.instagram.com/ucf.football/p/C3No6rTugDe/,
+Jordan Elliott,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xbyky8r2yuzusd2tmrw8.jpg,https://www.instagram.com/jordanelliott_nbcs/,
+Luke Farrell,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/f2z7wpmx7ngtxcqqedla,https://www.instagram.com/lukefarrell89/?hl=en,
+Russell Gage Jr.,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/lkqhshv0dss1b9c6mdnj,https://www.instagram.com/w8k3mupruss/?hl=en,
+Jonathan Garvin,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/rapfcxut6vu50vcevswe.png,https://www.instagram.com/thesfniners/p/DCmgF8KSw2A/?hl=en,
+Luke Gifford,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/mhdbbzj8amttnpd1nbpn,https://www.instagram.com/luke_gifford/?hl=en,
+Kevin Givens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mstmgft0e0ancdzspboy.jpg,https://www.instagram.com/49ers/p/DAg_Pvpz1vV/,
+Jalen Graham,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/pbl2a1ujopvwqrfct0jp.jpg,https://www.instagram.com/thexniners/p/CruR8IPrSV7/,
+Richie Grant,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/szeswtvt6jmbu3so3phd,https://www.instagram.com/richiegrant_/?hl=en,
+Renardo Green,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/v79obx9v7tgcjjlo6hiy.png,https://www.instagram.com/dondada.8/?hl=en,
+Yetur Gross-Matos,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/etuaajmvhbc5qkebgoow.jpg,https://www.instagram.com/__lobo99/?hl=en,
+Isaac Guerendo,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/b66rpzr9iauo5rdprvka.png,https://www.instagram.com/isaac_guerendo/?hl=en,
+Sebastian Gutierrez,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/am9sywgkga6jq65hvboe.jpg,https://www.instagram.com/sebastiandev1/?hl=en,
+Matt Hennessy,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/zk8b21o8ncxnyu0gyf23,https://www.instagram.com/matt___hennessy/?hl=en,
+Isaiah Hodgins,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ax1oft9kqida0eokvtes.jpg,https://www.instagram.com/isaiahhodgins/?hl=en,
+Drake Jackson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/y2luyplzpvbzokyfbmla.jpg,https://www.instagram.com/thefreak/?hl=en,
+Tarron Jackson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pnqrjp76bgpkmacxma3r,https://www.instagram.com/tarron_jackson/?hl=en,
+Jauan Jennings,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/wxsq7f4ajmhfs6tn4dg2.jpg,https://www.instagram.com/u_aintjj/?hl=en,
+Quindell Johnson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/uga90lawcfxjcqna7opb,https://www.instagram.com/p/DFGnwNlymc9/,
+Zack Johnson,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/n4hy8uzhcl5cl0ricwoa,https://www.instagram.com/zack.johnson.68/,
+Mac Jones,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pedpdxybeus7mrovsoko,https://www.instagram.com/macjones_10/?hl=en,
+Kyle Juszczyk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ywdz6y2pfzndqgmxxfbj.jpg,https://www.instagram.com/juicecheck44/?hl=en,
+George Kittle,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/elheepobwn1ahqwtfwat.jpg,https://www.instagram.com/gkittle/?hl=en,
+Deommodore Lenoir,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/f9fnuvbpcxku9ibt9qs8.jpg,https://www.instagram.com/deommo.lenoir/?hl=en,
+Chase Lucas,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gjeejt5pbagnipodhdz4.jpg,https://www.instagram.com/chase_lucas24/?hl=en,
+Darrell Luter Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/g5rohvooet9g5w7rlhrh.jpg,https://www.instagram.com/_d.ray4k/?hl=en,
+Jaylen Mahoney,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/yv9inbia05nyxppuajv0.png,https://www.instagram.com/jaylenmahoney_/,
+Christian McCaffrey,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/a8fka6shomakkbllljgt.jpg,https://www.instagram.com/christianmccaffrey/?hl=en,
+Jalen McKenzie,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gffxpns1ayxyjccymr6d.jpg,https://www.instagram.com/jay_peez70/?hl=en,
+Colton McKivitz,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jugvoxjabgsbcfbuqfew.jpg,https://www.instagram.com/cmckivitz53/?hl=en,
+Jake Moody,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ygputwsbutemszr8xxkw.jpg,https://www.instagram.com/jmoods_/?hl=en,
+Tanner Mordecai,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/y8gipodnkeapgmegnxs1.png,https://www.instagram.com/t_mordecai/?hl=en,
+Malik Mustapha,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/eyrgxgpbrycd9x8glk0j.png,https://www.instagram.com/stapha/,
+Siran Neal,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/muhthfs6owkkpsyop1e6,https://www.instagram.com/siranneal/?hl=en,
+Drake Nugent,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/qyb4kurtbv9uflmupfnc.png,https://www.instagram.com/drakenugent9/?hl=en,
+George Odum,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/sqpxhoycdpegkyjn6ooc.jpg,https://www.instagram.com/george.w.odum/?hl=en,
+Sam Okuayinonu,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/fyolr2zk2nplfbdze75l.jpg,https://www.instagram.com/sam.ok97/?hl=en,
+Terique Owens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/okhin0uwdon2nimvbtwd.png,https://www.instagram.com/terique_owens/?hl=en,
+Ricky Pearsall,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/to7q7w4kjiajseb4ljcx.png,https://www.instagram.com/ricky.pearsall/?hl=en,
+Jason Pinnock,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/on29awacb9frijyggtgt,https://www.instagram.com/jpinny15/?hl=en,
+Austen Pleasants,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wsbs5emdyzuc1sudbcls.png,https://www.instagram.com/oursf49ers/p/DDr48a4PdcO/?hl=en,
+Mason Pline,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/mvjlaxpu8bu33ohspqot.png,https://www.instagram.com/mpline12/?hl=en,
+Dominick Puni,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/tq1snozjpjrgrjoflrfg.png,https://www.instagram.com/dompuni/?hl=en,
+Brock Purdy,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wt42ykvuxpngm4m1axxn.png,https://www.instagram.com/brock.purdy13/?hl=en,
+Curtis Robinson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/x3xyzgeapcafr0gicl5y.jpg,https://www.instagram.com/curtis_robinsonn/?hl=en,
+Demarcus Robinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/lakf0xue1qqb7ed4p6ge,https://www.instagram.com/demarcusrobinson/?hl=en,
+Patrick Taylor Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/hochjncae0hqcoveuexq.jpg,https://www.instagram.com/patricktaylor/?hl=en,
+Trent Taylor,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/j8lom4fnsveujt8hykef.jpg,https://www.instagram.com/trent5taylor/?hl=en,
+Tre Tomlinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/n5pfv126xw0psc0d1ydz,https://www.instagram.com/trevius/?hl=en,
+Jake Tonges,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/la3z5y6u7tix6rnq2m5l.jpg,https://www.instagram.com/jaketonges/?hl=en,
+Fred Warner,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/zo4ftfar4bshrbipceuk.jpg,https://www.instagram.com/fred_warner/?hl=en,
+Jon Weeks,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/d9fvm74pu4vyinveopbf,https://www.instagram.com/jonweeks46/?hl=en,
+DaShaun White,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/mjnpmkw3ar6zcj2hxxzd,https://www.instagram.com/demoeto/?hl=en,
+Trent Williams,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/bnq8i5urjualxre5caqz.jpg,https://www.instagram.com/trentwilliams71/?hl=en,
+Brayden Willis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xmo7hsuho3ehmsjwvthc.jpg,https://www.instagram.com/brayden_willis/?hl=en,
+Dee Winters,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ggf13riajo0kn0y6kbu0.jpg,https://www.instagram.com/dwints_/?hl=en,
+Mitch Wishnowsky,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mkf1xr1x8nr9l55oq72a.jpg,https://www.instagram.com/mitchwish3/?hl=en,
+Nick Zakelj,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/o92tva22zezdz4aksadl.jpg,https://www.instagram.com/nickzakelj/?hl=en,

data/april_11_multimedia_data_collect/niners_players_with_highlights.csv

@@ -0,0 +1,74 @@
+name,headshot_url,instagram_url,highlight_video_url
+Israel Abanikanda,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wo7d9oli06eki4mnh3i8.png,https://www.instagram.com/izzygetsbusy__/?hl=en,
+Brandon Aiyuk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/khwofxjjwx0hcaigzxhw.png,https://www.instagram.com/brandonaiyuk/?hl=en,https://www.youtube.com/watch?v=TlAgJDpoOYk
+Isaac Alarcon,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mlhuuxukyusodzlfsmnv.jpg,https://www.instagram.com/isaac_algar/?hl=en,
+Evan Anderson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/ng7oamywxvqgkx6l6kqc.png,https://www.instagram.com/klamps8/?hl=en,
+Tre Avery,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/a7kfv7xjftqlaqghk6sg,https://www.instagram.com/t.avery21/?hl=en,
+Alex Barrett,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/bm0ay22de39d1enrxwiq.jpg,https://www.instagram.com/alex.barrett/?hl=en,
+Ben Bartch,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/aqaslodzr7y0yvh5zzxa.jpg,https://www.instagram.com/bartchben/,
+Robert Beal Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jwwhmt5d8mi0vdb8nfic.jpg,https://www.instagram.com/oursf49ers/reel/C_CVQxxp2ti/,
+Tatum Bethune,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/vl08pinqpmoubdf0zy5s.png,https://www.instagram.com/tatumx15/?hl=en,
+Nick Bosa,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/utiwswqvpkiwtocijwhz.jpg,https://www.instagram.com/nbsmallerbear/?hl=en,https://www.youtube.com/watch?v=URvcwUEQYMw
+Jake Brendel,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/svsb41aekpzt3m9snilw.jpg,https://www.instagram.com/jake.brendel/?hl=en,
+Ji'Ayir Brown,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/urillpic02z774n09xvf.jpg,https://www.instagram.com/_tiig/?hl=en,
+Tre Brown,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/dpemqrrweakt8dci3qfb,https://www.instagram.com/tre_brown25/?hl=en,
+Spencer Burford,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/lje3ae25dntkdudp6eex.jpg,https://www.instagram.com/spence__74/?hl=en,
+Jacob Cowing,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/lg7aao0umc21oioufqdx.png,https://www.instagram.com/jaycowing_/?hl=en,
+Kalia Davis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/rmnxj3sh7pyldmcxqe32.jpg,https://www.instagram.com/ucf.football/p/C3No6rTugDe/,https://www.youtube.com/watch?v=xE4jfmV7kGg
+Jordan Elliott,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xbyky8r2yuzusd2tmrw8.jpg,https://www.instagram.com/jordanelliott_nbcs/,
+Luke Farrell,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/f2z7wpmx7ngtxcqqedla,https://www.instagram.com/lukefarrell89/?hl=en,
+Russell Gage Jr.,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/lkqhshv0dss1b9c6mdnj,https://www.instagram.com/w8k3mupruss/?hl=en,
+Jonathan Garvin,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/rapfcxut6vu50vcevswe.png,https://www.instagram.com/thesfniners/p/DCmgF8KSw2A/?hl=en,
+Luke Gifford,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/mhdbbzj8amttnpd1nbpn,https://www.instagram.com/luke_gifford/?hl=en,
+Kevin Givens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mstmgft0e0ancdzspboy.jpg,https://www.instagram.com/49ers/p/DAg_Pvpz1vV/,
+Jalen Graham,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/pbl2a1ujopvwqrfct0jp.jpg,https://www.instagram.com/thexniners/p/CruR8IPrSV7/,
+Richie Grant,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/szeswtvt6jmbu3so3phd,https://www.instagram.com/richiegrant_/?hl=en,
+Renardo Green,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/v79obx9v7tgcjjlo6hiy.png,https://www.instagram.com/dondada.8/?hl=en,https://www.youtube.com/watch?v=iIooO2pTjt4
+Yetur Gross-Matos,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/etuaajmvhbc5qkebgoow.jpg,https://www.instagram.com/__lobo99/?hl=en,
+Isaac Guerendo,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/b66rpzr9iauo5rdprvka.png,https://www.instagram.com/isaac_guerendo/?hl=en,
+Sebastian Gutierrez,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/am9sywgkga6jq65hvboe.jpg,https://www.instagram.com/sebastiandev1/?hl=en,
+Matt Hennessy,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/zk8b21o8ncxnyu0gyf23,https://www.instagram.com/matt___hennessy/?hl=en,
+Isaiah Hodgins,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ax1oft9kqida0eokvtes.jpg,https://www.instagram.com/isaiahhodgins/?hl=en,
+Drake Jackson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/y2luyplzpvbzokyfbmla.jpg,https://www.instagram.com/thefreak/?hl=en,
+Tarron Jackson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pnqrjp76bgpkmacxma3r,https://www.instagram.com/tarron_jackson/?hl=en,
+Jauan Jennings,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/wxsq7f4ajmhfs6tn4dg2.jpg,https://www.instagram.com/u_aintjj/?hl=en,https://www.youtube.com/watch?v=kFkNlmUQVu0
+Quindell Johnson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/uga90lawcfxjcqna7opb,https://www.instagram.com/p/DFGnwNlymc9/,https://www.youtube.com/watch?v=VU2gRl8rgqw
+Zack Johnson,https://static.www.nfl.com/image/private/t_thumb_squared_2x/f_auto/league/n4hy8uzhcl5cl0ricwoa,https://www.instagram.com/zack.johnson.68/,https://www.youtube.com/watch?v=yDAcyWJi6qQ
+Mac Jones,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/pedpdxybeus7mrovsoko,https://www.instagram.com/macjones_10/?hl=en,https://www.youtube.com/watch?v=TylWJVa84VE
+Kyle Juszczyk,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ywdz6y2pfzndqgmxxfbj.jpg,https://www.instagram.com/juicecheck44/?hl=en,https://www.youtube.com/watch?v=PZCVP0l8uVk
+George Kittle,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/elheepobwn1ahqwtfwat.jpg,https://www.instagram.com/gkittle/?hl=en,https://www.youtube.com/watch?v=RzMVbATV95w
+Deommodore Lenoir,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/f9fnuvbpcxku9ibt9qs8.jpg,https://www.instagram.com/deommo.lenoir/?hl=en,https://www.youtube.com/watch?v=h-uvula5tNo
+Chase Lucas,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gjeejt5pbagnipodhdz4.jpg,https://www.instagram.com/chase_lucas24/?hl=en,
+Darrell Luter Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/g5rohvooet9g5w7rlhrh.jpg,https://www.instagram.com/_d.ray4k/?hl=en,
+Jaylen Mahoney,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/yv9inbia05nyxppuajv0.png,https://www.instagram.com/jaylenmahoney_/,
+Christian McCaffrey,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/a8fka6shomakkbllljgt.jpg,https://www.instagram.com/christianmccaffrey/?hl=en,https://www.youtube.com/watch?v=cu78Okf6VSo
+Jalen McKenzie,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/gffxpns1ayxyjccymr6d.jpg,https://www.instagram.com/jay_peez70/?hl=en,
+Colton McKivitz,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/jugvoxjabgsbcfbuqfew.jpg,https://www.instagram.com/cmckivitz53/?hl=en,
+Jake Moody,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ygputwsbutemszr8xxkw.jpg,https://www.instagram.com/jmoods_/?hl=en,
+Tanner Mordecai,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/y8gipodnkeapgmegnxs1.png,https://www.instagram.com/t_mordecai/?hl=en,
+Malik Mustapha,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/eyrgxgpbrycd9x8glk0j.png,https://www.instagram.com/stapha/,
+Siran Neal,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/muhthfs6owkkpsyop1e6,https://www.instagram.com/siranneal/?hl=en,
+Drake Nugent,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/qyb4kurtbv9uflmupfnc.png,https://www.instagram.com/drakenugent9/?hl=en,
+George Odum,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/sqpxhoycdpegkyjn6ooc.jpg,https://www.instagram.com/george.w.odum/?hl=en,
+Sam Okuayinonu,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/fyolr2zk2nplfbdze75l.jpg,https://www.instagram.com/sam.ok97/?hl=en,
+Terique Owens,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/okhin0uwdon2nimvbtwd.png,https://www.instagram.com/terique_owens/?hl=en,
+Ricky Pearsall,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/to7q7w4kjiajseb4ljcx.png,https://www.instagram.com/ricky.pearsall/?hl=en,
+Jason Pinnock,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/on29awacb9frijyggtgt,https://www.instagram.com/jpinny15/?hl=en,
+Austen Pleasants,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wsbs5emdyzuc1sudbcls.png,https://www.instagram.com/oursf49ers/p/DDr48a4PdcO/?hl=en,
+Mason Pline,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/mvjlaxpu8bu33ohspqot.png,https://www.instagram.com/mpline12/?hl=en,
+Dominick Puni,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/tq1snozjpjrgrjoflrfg.png,https://www.instagram.com/dompuni/?hl=en,
+Brock Purdy,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_png/49ers/wt42ykvuxpngm4m1axxn.png,https://www.instagram.com/brock.purdy13/?hl=en,https://www.youtube.com/watch?v=O-ft3FPYwiA
+Curtis Robinson,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/x3xyzgeapcafr0gicl5y.jpg,https://www.instagram.com/curtis_robinsonn/?hl=en,https://www.youtube.com/watch?v=8wyHHbXoFZI
+Demarcus Robinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/lakf0xue1qqb7ed4p6ge,https://www.instagram.com/demarcusrobinson/?hl=en,https://www.youtube.com/watch?v=1vwP8vs-mXI
+Patrick Taylor Jr.,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/hochjncae0hqcoveuexq.jpg,https://www.instagram.com/patricktaylor/?hl=en,
+Trent Taylor,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/j8lom4fnsveujt8hykef.jpg,https://www.instagram.com/trent5taylor/?hl=en,https://www.youtube.com/watch?v=kiEy31sL0co
+Tre Tomlinson,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/n5pfv126xw0psc0d1ydz,https://www.instagram.com/trevius/?hl=en,
+Jake Tonges,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/la3z5y6u7tix6rnq2m5l.jpg,https://www.instagram.com/jaketonges/?hl=en,
+Fred Warner,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/zo4ftfar4bshrbipceuk.jpg,https://www.instagram.com/fred_warner/?hl=en,https://www.youtube.com/watch?v=IwBlFktlNwY
+Jon Weeks,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/d9fvm74pu4vyinveopbf,https://www.instagram.com/jonweeks46/?hl=en,https://www.youtube.com/watch?v=FO_iJ1IEOQU
+DaShaun White,https://static.www.nfl.com/image/upload/t_thumb_squared_2x/f_auto/league/mjnpmkw3ar6zcj2hxxzd,https://www.instagram.com/demoeto/?hl=en,https://www.youtube.com/watch?v=mk4aHkdYaUQ
+Trent Williams,https://static.clubs.nfl.com/image/private/t_thumb_squared_2x/f_auto/49ers/bnq8i5urjualxre5caqz.jpg,https://www.instagram.com/trentwilliams71/?hl=en,https://www.youtube.com/watch?v=k7FDcmcawL0
+Brayden Willis,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/xmo7hsuho3ehmsjwvthc.jpg,https://www.instagram.com/brayden_willis/?hl=en,https://www.youtube.com/watch?v=3KNc8s3Xwos
+Dee Winters,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/ggf13riajo0kn0y6kbu0.jpg,https://www.instagram.com/dwints_/?hl=en,
+Mitch Wishnowsky,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/mkf1xr1x8nr9l55oq72a.jpg,https://www.instagram.com/mitchwish3/?hl=en,https://www.youtube.com/watch?v=ZkH6eWs5Yd8
+Nick Zakelj,https://static.clubs.nfl.com/image/upload/t_thumb_squared_2x/f_auto/49ers/o92tva22zezdz4aksadl.jpg,https://www.instagram.com/nickzakelj/?hl=en,

data/april_11_multimedia_data_collect/player_headshots.py

@@ -0,0 +1,73 @@
+import requests
+from bs4 import BeautifulSoup
+import csv
+
+ROSTER_URL = "https://www.49ers.com/team/players-roster/"
+
+def scrape_49ers_roster(output_csv='niners_players_headshots.csv'):
+    """
+    Scrapes the 49ers roster page for player data and saves to CSV.
+    Extracts:
+        - Name
+        - Headshot Image URL
+    """
+    response = requests.get(ROSTER_URL)
+    response.raise_for_status()
+    soup = BeautifulSoup(response.text, 'html.parser')
+
+    player_rows = soup.select('div.d3-o-table--horizontal-scroll tbody tr')
+    if not player_rows:
+        raise ValueError("No player rows found. The page structure may have changed.")
+
+    roster_data = []
+    for row in player_rows:
+        try:
+            # Extract player name and headshot
+            player_cell = row.find('td')
+            name_tag = player_cell.select_one('.nfl-o-roster__player-name')
+            name = name_tag.get_text(strip=True) if name_tag else ""
+
+            img_tag = player_cell.find('img')
+            headshot_url = img_tag['src'] if img_tag and img_tag.get('src') else ""
+            
+            # Fix the URL by replacing t_lazy with t_thumb_squared_2x
+            if headshot_url:
+                headshot_url = headshot_url.replace('/t_thumb_squared/t_lazy/', '/t_thumb_squared_2x/')
+
+            # Other stats (in order of table columns)
+            # cells = row.find_all('td')
+            # jersey_number = cells[1].get_text(strip=True) if len(cells) > 1 else ""
+            # position = cells[2].get_text(strip=True) if len(cells) > 2 else ""
+            # height = cells[3].get_text(strip=True) if len(cells) > 3 else ""
+            # weight = cells[4].get_text(strip=True) if len(cells) > 4 else ""
+            # age = cells[5].get_text(strip=True) if len(cells) > 5 else ""
+            # experience = cells[6].get_text(strip=True) if len(cells) > 6 else ""
+            # college = cells[7].get_text(strip=True) if len(cells) > 7 else ""
+
+            roster_data.append({
+                'name': name,
+                # 'jersey_number': jersey_number,
+                # 'position': position,
+                # 'height': height,
+                # 'weight': weight,
+                # 'age': age,
+                # 'experience': experience,
+                # 'college': college,
+                'headshot_url': headshot_url
+            })
+
+        except Exception as e:
+            print(f"[WARNING] Skipping row due to error: {e}")
+            continue
+
+    # Save to CSV
+    with open(output_csv, 'w', newline='', encoding='utf-8') as f:
+        fieldnames = ['name', 'headshot_url']
+        writer = csv.DictWriter(f, fieldnames=fieldnames)
+        writer.writeheader()
+        writer.writerows(roster_data)
+
+    print(f"[INFO] Successfully saved {len(roster_data)} players to '{output_csv}'.")
+
+if __name__ == "__main__":
+    scrape_49ers_roster()

data/april_11_multimedia_data_collect/schedule_with_result_and_logo_urls.csv

@@ -0,0 +1,18 @@
+Match Number,Round Number,Date,Location,Home Team,Away Team,Result,game_result,home_team_logo_url,away_team_logo_url
+1,1,10/09/2024 00:15,Levi's Stadium,San Francisco 49ers,New York Jets,32 - 19,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/nyj.png
+28,2,15/09/2024 17:00,U.S. Bank Stadium,Minnesota Vikings,San Francisco 49ers,23 - 17,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/min.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+38,3,22/09/2024 20:25,SoFi Stadium,Los Angeles Rams,San Francisco 49ers,27 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+55,4,29/09/2024 20:05,Levi's Stadium,San Francisco 49ers,New England Patriots,30 - 13,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/ne.png
+70,5,06/10/2024 20:05,Levi's Stadium,San Francisco 49ers,Arizona Cardinals,23 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png
+92,6,11/10/2024 00:15,Lumen Field,Seattle Seahawks,San Francisco 49ers,24 - 36,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+96,7,20/10/2024 20:25,Levi's Stadium,San Francisco 49ers,Kansas City Chiefs,18 - 28,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/kc.png
+109,8,28/10/2024 00:20,Levi's Stadium,San Francisco 49ers,Dallas Cowboys,30 - 24,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/dal.png
+149,10,10/11/2024 18:00,Raymond James Stadium,Tampa Bay Buccaneers,San Francisco 49ers,20 - 23,Win,https://a.espncdn.com/i/teamlogos/nfl/500/tb.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+158,11,17/11/2024 21:05,Levi's Stadium,San Francisco 49ers,Seattle Seahawks,17 - 20,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/sea.png
+169,12,24/11/2024 21:25,Lambeau Field,Green Bay Packers,San Francisco 49ers,38 - 10,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/gb.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+181,13,02/12/2024 01:20,Highmark Stadium,Buffalo Bills,San Francisco 49ers,35 - 10,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/buf.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+199,14,08/12/2024 21:25,Levi's Stadium,San Francisco 49ers,Chicago Bears,38 - 13,Win,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/chi.png
+224,15,13/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Los Angeles Rams,6 - 12,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/lar.png
+228,16,22/12/2024 21:25,Hard Rock Stadium,Miami Dolphins,San Francisco 49ers,29 - 17,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/mia.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png
+246,17,31/12/2024 01:15,Levi's Stadium,San Francisco 49ers,Detroit Lions,34 - 40,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png,https://a.espncdn.com/i/teamlogos/nfl/500/det.png
+257,18,05/01/2025 21:25,State Farm Stadium,Arizona Cardinals,San Francisco 49ers,47 - 24,Loss,https://a.espncdn.com/i/teamlogos/nfl/500/ari.png,https://a.espncdn.com/i/teamlogos/nfl/500/sf.png

data/april_11_multimedia_data_collect/team_logos.py

@@ -0,0 +1,298 @@
+import requests
+from bs4 import BeautifulSoup
+import csv
+import os
+import time
+import re
+import json
+import logging
+
+# Set up logging
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logger = logging.getLogger(__name__)
+
+# Constants
+NFL_TEAMS_URL = "https://www.nfl.com/teams/"
+OUTPUT_DIR = "team_logos"
+CSV_OUTPUT = "nfl_team_logos.csv"
+EXPECTED_TEAM_COUNT = 32
+
+def ensure_output_dir(dir_path):
+    """Ensure output directory exists"""
+    if not os.path.exists(dir_path):
+        os.makedirs(dir_path)
+        logger.info(f"Created directory: {dir_path}")
+
+def download_image(url, file_path):
+    """Download image from URL and save to file_path"""
+    try:
+        headers = {
+            'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36',
+        }
+        response = requests.get(url, headers=headers, stream=True)
+        response.raise_for_status()
+        
+        with open(file_path, 'wb') as f:
+            for chunk in response.iter_content(chunk_size=8192):
+                f.write(chunk)
+        
+        return True
+    except Exception as e:
+        logger.error(f"Failed to download image from {url}: {e}")
+        return False
+
+def get_team_logo_urls():
+    """
+    Get team logo URLs directly from team pages.
+    Returns a dictionary mapping team names to their logo URLs.
+    """
+    logger.info(f"Fetching team information from {NFL_TEAMS_URL}")
+    
+    headers = {
+        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36',
+    }
+    
+    try:
+        response = requests.get(NFL_TEAMS_URL, headers=headers)
+        response.raise_for_status()
+    except Exception as e:
+        logger.error(f"Failed to fetch NFL teams page: {e}")
+        return {}
+    
+    soup = BeautifulSoup(response.text, 'html.parser')
+    
+    # Find all team links
+    team_links = []
+    for a_tag in soup.find_all('a', href=True):
+        if '/teams/' in a_tag['href'] and a_tag['href'].count('/') >= 3:
+            # This looks like a team-specific link
+            team_links.append(a_tag['href'])
+    
+    # Get unique team URLs
+    team_urls = {}
+    for link in team_links:
+        # Extract team slug (e.g., 'cardinals', '49ers')
+        match = re.search(r'/teams/([a-z0-9-]+)/?$', link)
+        if match:
+            team_slug = match.group(1)
+            if team_slug not in team_urls:
+                full_url = f"https://www.nfl.com{link}" if not link.startswith('http') else link
+                team_urls[team_slug] = full_url
+    
+    logger.info(f"Found {len(team_urls)} unique team URLs")
+    
+    # Visit each team page to get the official logo
+    team_logos = {}
+    for slug, url in team_urls.items():
+        try:
+            logger.info(f"Visiting team page: {url}")
+            team_response = requests.get(url, headers=headers)
+            team_response.raise_for_status()
+            
+            team_soup = BeautifulSoup(team_response.text, 'html.parser')
+            
+            # Get team name from title
+            title_tag = team_soup.find('title')
+            if title_tag:
+                title_text = title_tag.text
+                team_name = title_text.split('|')[0].strip()
+                if not team_name:
+                    team_name = slug.replace('-', ' ').title()  # Fallback to slug
+            else:
+                team_name = slug.replace('-', ' ').title()  # Fallback to slug
+            
+            # Look for team logo in various places
+            logo_url = None
+            
+            # Method 1: Look for logo in meta tags (most reliable)
+            og_image = team_soup.find('meta', property='og:image')
+            if og_image and og_image.get('content'):
+                logo_url = og_image.get('content')
+            
+            # Method 2: Look for team logos in certain image tags or SVGs
+            if not logo_url:
+                team_header = team_soup.find('div', class_=lambda c: c and ('team-header' in c or 'logo' in c))
+                if team_header:
+                    img = team_header.find('img')
+                    if img and img.get('src'):
+                        logo_url = img.get('src')
+            
+            # Method 3: JavaScript data
+            if not logo_url:
+                scripts = team_soup.find_all('script')
+                for script in scripts:
+                    if script.string and ('logo' in script.string.lower() or 'image' in script.string.lower()):
+                        # Try to extract JSON data with logo information
+                        json_matches = re.findall(r'({.*?"logo".*?})', script.string)
+                        for match in json_matches:
+                            try:
+                                data = json.loads(match)
+                                if 'logo' in data and isinstance(data['logo'], str):
+                                    logo_url = data['logo']
+                                    break
+                            except:
+                                continue
+            
+            # Method 4: Fallback to a known pattern based on team abbreviation
+            if not logo_url and len(slug) > 2:
+                # Some teams have standardized logo URLs with abbreviations
+                team_abbr = slug[:2].upper()  # Get first 2 chars as abbreviation
+                logo_url = f"https://static.www.nfl.com/t_headshot_desktop/f_auto/league/api/clubs/logos/{team_abbr}"
+            
+            # If we found a logo, add it to our dictionary
+            if logo_url:
+                # If necessary, make the URL absolute
+                if not logo_url.startswith('http'):
+                    logo_url = f"https://www.nfl.com{logo_url}" if logo_url.startswith('/') else f"https://www.nfl.com/{logo_url}"
+                
+                team_logos[team_name] = logo_url
+                logger.info(f"Found logo for {team_name}: {logo_url}")
+            else:
+                logger.warning(f"Could not find logo URL for {team_name}")
+            
+            # Be polite with rate limiting
+            time.sleep(1)
+            
+        except Exception as e:
+            logger.error(f"Error processing team page {url}: {e}")
+    
+    logger.info(f"Found logos for {len(team_logos)} teams")
+    return team_logos
+
+def download_team_logos():
+    """Download NFL team logos and save to CSV"""
+    logger.info("Starting NFL team logo download")
+    
+    # Ensure output directory exists
+    ensure_output_dir(OUTPUT_DIR)
+    
+    # Get team logo URLs from team pages
+    team_logos = get_team_logo_urls()
+    
+    # Use a backup approach for any missing teams
+    if len(team_logos) < EXPECTED_TEAM_COUNT:
+        logger.warning(f"Only found {len(team_logos)} team logos from web scraping. Using ESPN API as backup.")
+        # We'll use ESPN's API to get team data including logos
+        try:
+            espn_url = "https://site.api.espn.com/apis/site/v2/sports/football/nfl/teams"
+            response = requests.get(espn_url)
+            response.raise_for_status()
+            
+            espn_data = response.json()
+            if 'sports' in espn_data and len(espn_data['sports']) > 0:
+                if 'leagues' in espn_data['sports'][0] and len(espn_data['sports'][0]['leagues']) > 0:
+                    if 'teams' in espn_data['sports'][0]['leagues'][0]:
+                        for team_data in espn_data['sports'][0]['leagues'][0]['teams']:
+                            team = team_data.get('team', {})
+                            team_name = team.get('displayName')
+                            if team_name and team_name not in team_logos:
+                                logo_url = team.get('logos', [{}])[0].get('href')
+                                if logo_url:
+                                    team_logos[team_name] = logo_url
+                                    logger.info(f"Added {team_name} logo from ESPN API: {logo_url}")
+        except Exception as e:
+            logger.error(f"Error fetching from ESPN API: {e}")
+    
+    # If we still don't have enough teams, use a manually defined dictionary
+    if len(team_logos) < EXPECTED_TEAM_COUNT:
+        logger.warning(f"Still only have {len(team_logos)} teams. Adding manual definitions for missing teams.")
+        
+        # Standard team names that should be present
+        standard_teams = [
+            "Arizona Cardinals", "Atlanta Falcons", "Baltimore Ravens", "Buffalo Bills",
+            "Carolina Panthers", "Chicago Bears", "Cincinnati Bengals", "Cleveland Browns",
+            "Dallas Cowboys", "Denver Broncos", "Detroit Lions", "Green Bay Packers",
+            "Houston Texans", "Indianapolis Colts", "Jacksonville Jaguars", "Kansas City Chiefs",
+            "Las Vegas Raiders", "Los Angeles Chargers", "Los Angeles Rams", "Miami Dolphins",
+            "Minnesota Vikings", "New England Patriots", "New Orleans Saints", "New York Giants",
+            "New York Jets", "Philadelphia Eagles", "Pittsburgh Steelers", "San Francisco 49ers",
+            "Seattle Seahawks", "Tampa Bay Buccaneers", "Tennessee Titans", "Washington Commanders"
+        ]
+        
+        # Manual dictionary of team logos (use correct ones from NFL's CDN)
+        manual_logos = {
+            "Arizona Cardinals": "https://static.www.nfl.com/image/private/f_auto/league/u9fltoslqdsyao8cpm0k",
+            "Atlanta Falcons": "https://static.www.nfl.com/image/private/f_auto/league/d8m7hzwsyzgg0smz7ifyj",
+            "Baltimore Ravens": "https://static.www.nfl.com/image/private/f_auto/league/ucsdijmddsqcj1i9tddd",
+            "Buffalo Bills": "https://static.www.nfl.com/image/private/f_auto/league/giphcy6ie9mxbnldntsf",
+            "Carolina Panthers": "https://static.www.nfl.com/image/private/f_auto/league/ervfzgrqdpnc7lh5gqwq",
+            "Chicago Bears": "https://static.www.nfl.com/image/private/f_auto/league/ra0poq2ivwyahbaq86d2",
+            "Cincinnati Bengals": "https://static.www.nfl.com/image/private/f_auto/league/bpx88i8nw4nnabuq0oob",
+            "Cleveland Browns": "https://static.www.nfl.com/image/private/f_auto/league/omlzo6n7dpxzbpwrqaak",
+            "Dallas Cowboys": "https://static.www.nfl.com/image/private/f_auto/league/dxibuyxbk0b9ua5ih9hn",
+            "Denver Broncos": "https://static.www.nfl.com/image/private/f_auto/league/t0p7m5cjdjy18rnzzqbx",
+            "Detroit Lions": "https://static.www.nfl.com/image/private/f_auto/league/dhfidtn8jrumakbawoxz",
+            "Green Bay Packers": "https://static.www.nfl.com/image/private/f_auto/league/q1l7xmkuuyrpdmnutkzf",
+            "Houston Texans": "https://static.www.nfl.com/image/private/f_auto/league/bpx88i8nw4nnabuq0oob",
+            "Indianapolis Colts": "https://static.www.nfl.com/image/private/f_auto/league/ketwqeuschqzjsllbid5",
+            "Jacksonville Jaguars": "https://static.www.nfl.com/image/private/f_auto/league/bwl1nuab0n2bhi8nxiar",
+            "Kansas City Chiefs": "https://static.www.nfl.com/image/private/f_auto/league/ujshjqvmnxce8m4obmvs",
+            "Las Vegas Raiders": "https://static.www.nfl.com/image/private/f_auto/league/gzcojbzcyjgubgyb6xf2",
+            "Los Angeles Chargers": "https://static.www.nfl.com/image/private/f_auto/league/dhfidtn8jrumakbawoxz",
+            "Los Angeles Rams": "https://static.www.nfl.com/image/private/f_auto/league/rjxoqpjirhjvvitffvwh",
+            "Miami Dolphins": "https://static.www.nfl.com/image/private/f_auto/league/lits6p8ycthy9to70bnt",
+            "Minnesota Vikings": "https://static.www.nfl.com/image/private/f_auto/league/teguylrnqqmfcwxvcmmz",
+            "New England Patriots": "https://static.www.nfl.com/image/private/f_auto/league/moyfxx3dq5pio4aiftnc",
+            "New Orleans Saints": "https://static.www.nfl.com/image/private/f_auto/league/grhjkahghuebpwzo6kxn",
+            "New York Giants": "https://static.www.nfl.com/image/private/f_auto/league/t6mhdmgizi6qhndh8b9p",
+            "New York Jets": "https://static.www.nfl.com/image/private/f_auto/league/ekijosiae96gektbo1lj",
+            "Philadelphia Eagles": "https://static.www.nfl.com/image/private/f_auto/league/puhrqgj71gobgmwb5g3p",
+            "Pittsburgh Steelers": "https://static.www.nfl.com/image/private/f_auto/league/xujik9a3j8hl6jjumu25",
+            "San Francisco 49ers": "https://static.www.nfl.com/image/private/f_auto/league/dxibuyxbk0b9ua5ih9hn",
+            "Seattle Seahawks": "https://static.www.nfl.com/image/private/f_auto/league/gcytzwpjdzbpwnwxincg",
+            "Tampa Bay Buccaneers": "https://static.www.nfl.com/image/private/f_auto/league/v8uqiualryypwqgvwcih",
+            "Tennessee Titans": "https://static.www.nfl.com/image/private/f_auto/league/pln44vuzugjgipyidsre",
+            "Washington Commanders": "https://static.www.nfl.com/image/private/f_auto/league/xymxwrxtyj9fhaegfwof"
+        }
+        
+        # Fill in any missing teams with manual data
+        for team_name in standard_teams:
+            if team_name not in team_logos and team_name in manual_logos:
+                team_logos[team_name] = manual_logos[team_name]
+                logger.info(f"Added {team_name} logo from manual dictionary")
+    
+    # Process and download team logos
+    results = []
+    for team_name, logo_url in team_logos.items():
+        # Create safe filename
+        safe_name = team_name.replace(' ', '_').lower()
+        file_extension = '.png'  # Default to PNG
+        filename = f"{safe_name}{file_extension}"
+        local_path = os.path.join(OUTPUT_DIR, filename)
+        
+        # Download the logo
+        logger.info(f"Downloading logo for {team_name} from {logo_url}")
+        download_success = download_image(logo_url, local_path)
+        
+        if download_success:
+            results.append({
+                'team_name': team_name,
+                'logo_url': logo_url,
+                'local_path': local_path
+            })
+            logger.info(f"Successfully downloaded logo for {team_name}")
+        else:
+            logger.error(f"Failed to download logo for {team_name}")
+        
+        # Add a small delay
+        time.sleep(0.5)
+    
+    # Save to CSV
+    with open(CSV_OUTPUT, 'w', newline='', encoding='utf-8') as f:
+        fieldnames = ['team_name', 'logo_url', 'local_path']
+        writer = csv.DictWriter(f, fieldnames=fieldnames)
+        writer.writeheader()
+        writer.writerows(results)
+    
+    logger.info(f"Successfully saved {len(results)} team logos out of {len(team_logos)} teams.")
+    logger.info(f"CSV data saved to '{CSV_OUTPUT}'")
+    
+    if len(results) < EXPECTED_TEAM_COUNT:
+        logger.warning(f"Only downloaded {len(results)} team logos, expected {EXPECTED_TEAM_COUNT}.")
+    else:
+        logger.info(f"SUCCESS! Downloaded all {EXPECTED_TEAM_COUNT} NFL team logos!")
+    
+    return results
+
+if __name__ == "__main__":
+    download_team_logos()