Pandas is the most useful data analysis package in Python. You can use it to clean-up, transform and analyze data. Recently, I had a chance to use Pandas for some work. So, in this video let me share a quick but fairly in-depth introduction to Pandas with a real-world case study.
📃❓✅SAMPLE FILES & INSTRUCTIONS:
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~ i n s t a l l a t i o n ⚒ ~
Download and install Pandas & other data analysis packages:
- from Anaconda www.anaconda.com/
- from Pandas website pandas.pydata.org/
- from VS Code code.visualstudio.com/docs/da...
~ s a m p l e f i l e 📃 ~
- Direct Download chandoo.org/wp/wp-content/upl...
- On Kaggle www.kaggle.com/datasets/ronec...
~ c o d e 👨💻 ~
- Jupyter Notebook files.chandoo.org/py/pandas-i...
- Kaggle Notebook www.kaggle.com/ronecone/data-...
⏱ VIDEO CHAPTERS 👇
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0:00 - What is Pandas for Python?
0:55 - About the sample data & getting started
2:17 - Importing the libraries and loading data to data frame
4:08 - Fixing the data frame delimiter issue
5:21 - Using basic pandas functions (describe etc.)
7:15 - Fixing the text data issue by removing them
8:35 - Solving the problem correctly
11:20 - Adding a column with IF this then that type rule
13:38 - Filling the text value up (using fillna method)
16:13 - Removing the unnecessary rows
16:37 - Doing quick analysis of data (tables & graphs)
📚 LEARN MORE ABOUT PYTHON
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Watch my 1-hour Python Tutorial to understand and write your first programs - • Python for Absolute Be...
🤷♀️ Other ways to clean this data
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We can also use Power Query in Excel to cleanse and process this data. See this tutorial for that - • Data Cleaning PRO Tip:...
📚 LEARN MORE ABOUT PANDAS
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Data Science with Pandas - Tutorial on VSCODE page - code.visualstudio.com/docs/da...
Pandas documentation & examples - pandas.pydata.org/docs/gettin...
📕📗📘 Pandas books:
Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython by Wes McKinney - amzn.to/3QPTgCt
Pandas Cookbook by Daniel Chen - amzn.to/3ROiQbW
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🐼 What do pandas use to record their thoughts?
Notebooks of course 📓 🤣
#pandas #python #datascience
13 авг 2024