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Achievement: Pair ExtraordinaireAchievement: Pull SharkAchievement: YOLO

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull SharkAchievement: YOLO

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sam-shabbir/README.md

Hi, I'm Samad 👋

Aspiring Data Analyst. I turn messy public data into clear answers using Python, and I document every cleaning decision and caveat along the way. I'm open to data analyst roles.

Tools: Python · pandas · NumPy · matplotlib · seaborn · GeoPandas · Jupyter · Git

📊 Featured data projects

UK crime maps

UK Crime: London vs West Mercia

1.35M police records joined with ONS population and deprivation data. London's overall crime rate is ~65% higher, but its violent-crime rate is the same; the gap comes from theft and robbery in crowded areas.

pandas GeoPandas choropleth maps correlation

 Flight cancellations July 2024

US Flight Delays: When, Where and Why

634K US domestic flights (July 2024). One IT outage (CrowdStrike, 19 Jul) caused more cancellations than a hurricane, and one airline group took 62% of them.

pandas data profiling time series (in progress)
Optimal data analyst skills

Data Job Market: What Should Analysts Learn?

~785K 2023 job postings. SQL appears in ~58% of Data Analyst postings, and Python and Tableau pay more than SQL.

pandas seaborn EDA

🐍 Python Projects

28 programs I built while learning Python (games, tools, and API and file automation) plus 40+ practice problems.

🌐 Web apps (live)

How I work

  • Question first. Each project starts from a question, not a dataset.
  • Show the caveats. Missing data, outliers and source disagreements are explained, not quietly dropped.
  • Reproducible. Every project links its sources, and its charts can be rebuilt from code.

Popular repositories Loading

  1. Data_Analytics_Job_Market_EDA Data_Analytics_Job_Market_EDA Public

    Which skills should a Data Analyst learn? EDA of ~785K 2023 data-job postings: demand, trends, salaries. Python, pandas, seaborn.

    Jupyter Notebook

  2. sam-shabbir sam-shabbir Public

    Profile README

  3. python_programming_projects python_programming_projects Public

    Python learning projects: 28 games & tools, 40+ practice problems, and data analytics course notebooks

    Jupyter Notebook

  4. Data_Analytics_Airflights_Data Data_Analytics_Airflights_Data Public

    EDA of 634k US domestic flights (BTS, July 2024): when, where and why flights get delayed. Python, pandas, matplotlib, seaborn.

    Jupyter Notebook

  5. Data_Analytics_UK_Crime_Data Data_Analytics_UK_Crime_Data Public

    1.35M UK police records joined with ONS population & deprivation data: London vs West Mercia crime rates, maps and correlations. Python, pandas, GeoPandas.

    Jupyter Notebook

  6. Type.Master Type.Master Public

    A daily touch-typing trainer that builds speed and accuracy from the home row up through numbers, symbols, and code. Offline-friendly, single HTML file.

    HTML