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99acres-scrape's Introduction

I'm Anshul Raj Verma

Currently, I am in 12th standard but dedicated to mastering Data Science and ML for the past two years. I've built a very good knowledge in Python and Data Science libraries. I've developed a solid foundation and applied it to various projects, you can see them on my website.

๐Ÿค Connect with Me ๐Ÿค

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๐Ÿ–ฅ๏ธ My Personal Website

  • ๐Ÿ‘จ Portfolio: Showcase of my skills, achievements, and projects to provide an overview of my professional journey.
  • ๐Ÿ—‚๏ธ Project Index: A comprehensive index highlighting the details of various projects I've undertaken, including descriptions, technologies used, and outcomes.
  • ๐Ÿ““ Projects Details: In-depth information and specifications about each project, offering a closer look into the methodologies, challenges, and solutions implemented during the development process.
  • ๐Ÿ“ Blogs: A collection of insightful and informative blogs covering a range of topics, sharing knowledge and experiences with the audience.

๐Ÿ‘€ Go to my website

๐Ÿ“‹ Data Science Projects

Project Name Domain Repository Link
YouTube Watch History Analyser Recommendation yt-watch-history-v2
My Data Science Notebooks EDA Notebooks notebooks
Indian Real Estate Project Real Estate campusx-real-estate
E-commerce Scrapper API - FastAPI E-commerce ecommerce-scrapper-api
PW Course Assignment Solution NLP pw-impact-batch
FreeAPI in Python using FastAPI FastAPI freeapi-py

๐Ÿ‘€ Want to see my awesome projects go to website

๐Ÿš€ Skills

Languages, Libraries & Frameworks

Bash CSS3 FastAPI HTML5 MongoDB MySQL Pydantic Python Rust SQLite Streamlit

ML, Data Analysis & Visualization

Matplotlib NLTK NumPy Pandas Plotly Polars scikit-learn Seaborn

Dev Tools & Workflows

Docker Git GitHub Actions Mkdocs MLflow pre-commit PyPI Pytest Rye Visual Studio Code Zed

๐Ÿ‘€ Want to see my portfolio go to website

๐Ÿ“Š Github Stats

arv-anshul arv-anshul arv-anshul

99acres-scrape's People

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99acres-scrape's Issues

[REFACTOR]: Data validation of properties.

As you know the fetched data is not well type hinted that's why the streamlit app throw ValidationError which is annoying. So remove the pydantic validation on the fetched data.

๐Ÿ˜Ž A better approach!
# Whole fetched data converted as pd.DataFrame
df = fetched_data_as_dataframe

imp_cols = [
    'PROP_ID', 'PREFERENCE', 'DESCRIPTION', 'PROPERTY_TYPE', 'CITY', 'TRANSACT_TYPE',
    'OWNTYPE', 'CLASS_LABEL', 'BEDROOM_NUM', 'PRICE_PER_UNIT_AREA', 'FURNISH',
    'FACING', 'AGE', 'TOTAL_FLOOR', 'FEATURES', 'PROP_NAME', 'PRICE_SQFT', 'MAP_DETAILS',
    'AMENITIES', 'AREA', 'PRICE', 'PROP_HEADING', 'SECONDARY_TAGS', 'TOTAL_LANDMARK_COUNT',
    'FORMATTED_LANDMARK_DETAILS', 'SOCIETY_NAME', 'BUILDING_NAME', 'location', 'BALCONY_NUM',
    'FLOOR_NUM', 'CARPET_SQFT', 'SUPERBUILTUP_SQFT', 'BUILTUP_SQFT', 'SUPER_SQFT',
]

# Filter the data using the most important columns
df = df[imp_cols]  # Now df contains only important columns

Now, you can provide a multiselect option in the app from that users can choose other important data (column/feature) related to properties. As specified above this method remove the pydantic validation on the fetched data.

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