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โœ…How much ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป is enough to crack a ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„?

๐Ÿ“Œ ๐—•๐—ฎ๐˜€๐—ถ๐—ฐ ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€
- Data types: Lists, Dicts, Tuples, Sets
- Loops & conditionals (for, while, if-else)
- Functions & lambda expressions
- File handling (open, read, write)

๐Ÿ“Š ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€ ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐—ฎ๐—ป๐—ฑ๐—ฎ๐˜€
- read_csv, head(), info()
- Filtering, sorting, and grouping data
- Handling missing values
- Merging & joining DataFrames

๐Ÿ“ˆ ๐——๐—ฎ๐˜๐—ฎ ๐—ฉ๐—ถ๐˜€๐˜‚๐—ฎ๐—น๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป
- Matplotlib: plot(), bar(), hist()
- Seaborn: heatmap(), pairplot(), boxplot()
- Plot styling, titles, and legends

๐Ÿงฎ ๐—ก๐˜‚๐—บ๐—ฃ๐˜† & ๐— ๐—ฎ๐˜๐—ต ๐—ข๐—ฝ๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป
- Arrays and broadcasting
- Vectorized operations
- Basic statistics: mean, median, std

๐Ÿงฉ ๐——๐—ฎ๐˜๐—ฎ ๐—–๐—น๐—ฒ๐—ฎ๐—ป๐—ถ๐—ป๐—ด & ๐—ฃ๐—ฟ๐—ฒ๐—ฝ
- Remove duplicates, rename columns
- Apply functions row-wise or column-wise
- Convert data types, parse dates

โš™๏ธ ๐—”๐—ฑ๐˜ƒ๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป ๐—ง๐—ถ๐—ฝ๐˜€
- List comprehensions
- Exception handling (try-except)
- Working with APIs (requests, json)
- Automating tasks with scripts

๐Ÿ’ผ ๐—ฃ๐—ฟ๐—ฎ๐—ฐ๐˜๐—ถ๐—ฐ๐—ฎ๐—น ๐—ฆ๐—ฐ๐—ฒ๐—ป๐—ฎ๐—ฟ๐—ถ๐—ผ๐˜€
- Sales forecasting
- Web scraping for data
- Survey result analysis
- Excel automation with openpyxl or xlsxwriter

โœ… Must-Have Strengths:
- Data wrangling & preprocessing
- EDA (Exploratory Data Analysis)
- Writing clean, reusable code
- Extracting insights & telling stories with data

Python Programming Resources: https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L

๐Ÿ’ฌ Tap โค๏ธ for more!
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