Lubna Shireen R LubnaShireenR

B.Tech final-year student in Electronics & Communication Engineering with Data Science at SRM Institute of Science and Technology, currently working as a Data Analyst Intern. I build dashboards and run analysis that answer a real business question — not just "here's a chart," but "here's why."

_Python	_Pandas	_NumPy	_MySQL	_{Power BI}	_Tableau
_Plotly	_Streamlit	_Jupyter	_Git	_GitHub	_Excel

Project	Description & Tech	Impact
🏥 HR Analytics — Employee Attrition	Stack: `Streamlit` `Pandas` `Plotly` Interactive dashboard digging into why people leave, not just that they do.	Turned a static HR export into a self-serve tool for spotting attrition risk by department and tenure.
🛍️ Global Retail Sales Analytics	Stack: `Streamlit` `Pandas` `Plotly` `SQL` Sales performance, profitability, and regional trend tracking.	Answers "why did Q3 dip in the South region" in two clicks instead of two meetings.
📡 Telecom Churn Prediction & Retention	Stack: `Python` `Scikit-learn` `EDA` Logistic Regression & Random Forest models trained on engineered churn features.	Flags likely churners before they leave, instead of explaining the loss after.
🏦 FinSight — Banking Executive Intelligence	Stack: `Power BI` `SQL` `Python` `DAX` Executive dashboard tracking conversions, campaigns, and banking KPIs.	Gives leadership one view of banking performance instead of five disconnected reports.
🛡️ CyberShield — Risk Intelligence Dashboard	Stack: `Python` `SQL` `Power BI` Tracks attack patterns, threat severity, and anomaly/network risk scores.	Surfaces the scary stuff on a dashboard before it becomes a headline.
📦 Supply Chain & Inventory Analytics	Stack: `Power BI` `Python` `SQL` `DAX` Inventory health, supplier efficiency, and delivery performance in one view.	Replaces manual spreadsheet tracking with a live operations control panel.

_{Full list of repos and smaller EDA/SQL experiments → github.com/LubnaShireenR}

_{One-time setup so this shows your real contribution data (2 minutes)}

This is generated by yoshi389111/github-profile-3d-contrib — 1.7k stars, actively maintained, and it commits the image directly into your own repo rather than depending on someone else's live server. Once set up, it can't go down the way the shared badge services can.

1. In your LubnaShireenR/LubnaShireenR profile repo, create .github/workflows/profile-3d.yml:

name: GitHub-Profile-3D-Contrib
on:
  schedule:
    - cron: "0 18 * * *"
  workflow_dispatch:
permissions:
  contents: write
jobs:
  build:
    runs-on: ubuntu-latest
    name: generate-github-profile-3d-contrib
    steps:
      - uses: actions/checkout@v5
      - uses: yoshi389111/github-profile-3d-contrib@latest
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          USERNAME: ${{ github.repository_owner }}
      - name: Commit & Push
        run: |
          git config user.name github-actions
          git config user.email github-actions@github.com
          git add -A .
          if git commit -m "generated"; then
            git push
          fi

2. Commit it, then go to Actions → GitHub-Profile-3D-Contrib → Run workflow to trigger it manually the first time.

3. It will create a profile-3d-contrib/ folder in your repo with several style options (profile-night-rainbow.svg, profile-green.svg, profile-gitblock.svg, etc.) — the image above already points at the rainbow one. Browse the style gallery here if you want to swap styles.

Until step 2 is run once, the image above will show broken — that's expected, not an error.

_{Trophies not loading?}

This one's a known issue with the free shared instance — its own maintainer has publicly said it's overloaded with traffic and increasingly unreliable, independent of your username or my markdown. Two options:

Just retry — reload your GitHub profile page in a minute or two; it often recovers on its own.
Permanent fix — deploy your own free copy on Vercel (removes you from the shared rate limit entirely): click Deploy with Vercel, connect your GitHub account, and once it's live, swap the image URL above from github-profile-trophy.vercel.app to your own https://your-deployment-name.vercel.app.

_{One-time setup so this eats your real graph (2 minutes)}

Add .github/workflows/snake.yml to your LubnaShireenR/LubnaShireenR profile repo with:

name: generate snake
on:
  schedule:
    - cron: "0 0 * * *"
  workflow_dispatch: {}
  push:
    branches: [ main ]
jobs:
  generate:
    permissions:
      contents: write
    runs-on: ubuntu-latest
    steps:
      - uses: Platane/snk@v3
        with:
          github_user_name: ${{ github.repository_owner }}
          outputs: dist/github-contribution-grid-snake-dark.svg?palette=github-dark
      - uses: crazy-max/ghaction-github-pages@v4
        with:
          target_branch: output
          build_dir: dist
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Commit it, let the Action run once (check the Actions tab), and the snake above will start eating your real green squares.

"Data doesn't lie. It just waits for someone to ask it the right question."

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