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https://github.com/labex-labs/pandas-practice-labs
[Pandas Practice Labs] This repository collects 80 of programming scenarios (labs and challenges) for Pandas Practice Labs. This course contains lots of labs for Pandas, each lab is a small Pandas project with detailed guidance and solutions. You can practice your Pandas skills by completing thes...
https://github.com/labex-labs/pandas-practice-labs
List: pandas-practice-labs
awesome awesome-list challenges course education hands-on labex labs pandas programming
Last synced: 5 days ago
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[Pandas Practice Labs] This repository collects 80 of programming scenarios (labs and challenges) for Pandas Practice Labs. This course contains lots of labs for Pandas, each lab is a small Pandas project with detailed guidance and solutions. You can practice your Pandas skills by completing thes...
- Host: GitHub
- URL: https://github.com/labex-labs/pandas-practice-labs
- Owner: labex-labs
- Created: 2024-05-24T09:06:59.000Z (6 months ago)
- Default Branch: master
- Last Pushed: 2024-08-01T01:31:22.000Z (4 months ago)
- Last Synced: 2024-08-02T04:25:19.826Z (4 months ago)
- Topics: awesome, awesome-list, challenges, course, education, hands-on, labex, labs, pandas, programming
- Homepage: https://labex.io/skilltrees/pandas
- Size: 9.77 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Pandas Practice Labs
[](https://labex.io/courses/pandas-practice-labs)
[](https://labex.io/courses/pandas-practice-labs)
This course contains lots of labs for Pandas, each lab is a small Pandas project with detailed guidance and solutions. You can practice your Pandas skills by completing these labs, improve your coding skills, and learn how to write clean and efficient code.
## Environment
LabEx is an interactive, hands-on learning platform dedicated to coding and technology. It combines labs, AI assistance, and virtual machines to provide a no-video, practical learning experience.
- A strict “Learn by Doing” approach with exclusive hands-on labs and no videos.
- Interactive online environments within the browser, with automated step-by-step checks.
- A structured content organization with the Skill Tree based learning system.
- A growing learning resource of 30 Skill Trees and over 6,000 Labs.
- The AI learning assistant Labby, built on ChatGPT, providing a conversational learning experience.
Learn more about [LabEx VM](https://support.labex.io/using-labex/virtual-machine).
## Exercises
| Index | Name | Difficulty | Practice |
|---------|--------------------------------------------------|--------------|-------------------------------------------------------------------------------------------------------------------------------|
| 01 | 📖 Introduction to Pandas | ★☆☆ | Start Lab |
| 02 | 📖 Handling Missing Data | ★☆☆ | Start Lab |
| 03 | 📖 Working with Nullable Integers | ★☆☆ | Start Lab |
| 04 | 📖 Pandas DataFrame Expanding Method | ★☆☆ | Start Lab |
| 05 | 📖 Pandas DataFrame Groupby Method | ★☆☆ | Start Lab |
| 06 | 📖 Using Sparse Structures in Pandas | ★☆☆ | Start Lab |
| 07 | 📖 Enhance Pandas with PyArrow | ★☆☆ | Start Lab |
| 08 | 📖 Pandas DataFrame Agg Method | ★☆☆ | Start Lab |
| 09 | 📖 Scaling Large Datasets | ★☆☆ | Start Lab |
| 10 | 📖 Pandas DataFrame Any Method | ★☆☆ | Start Lab |
| 11 | 📖 Pandas DataFrame Drop Method | ★☆☆ | Start Lab |
| 12 | 📖 Pandas DataFrame Rank Method | ★☆☆ | Start Lab |
| 13 | 📖 Pandas DataFrame Astype Method | ★☆☆ | Start Lab |
| 14 | 📖 Pandas DataFrame Apply Method | ★☆☆ | Start Lab |
| 15 | 📖 Data Reshaping with Pandas | ★☆☆ | Start Lab |
| 16 | 📖 Pandas Copy-On-Write Implementation Guide | ★☆☆ | Start Lab |
| 17 | 📖 Working with Time Deltas | ★☆☆ | Start Lab |
| 18 | 📖 Pandas DataFrame Combine_first Method | ★☆☆ | Start Lab |
| 19 | 📖 Pandas DataFrame Dropna Method | ★☆☆ | Start Lab |
| 20 | 📖 Pandas DataFrame Drop Duplicates Method | ★☆☆ | Start Lab |
| 21 | 📖 Pandas DataFrame Count Method | ★☆☆ | Start Lab |
| 22 | 📖 Pandas DataFrame Pivot Table Method | ★☆☆ | Start Lab |
| 23 | 📖 Pandas DataFrame Pivot Method | ★☆☆ | Start Lab |
| 24 | 📖 Windowing Operations in Pandas | ★☆☆ | Start Lab |
| 25 | 📖 Pandas Data Manipulation Fundamentals | ★☆☆ | Start Lab |
| 26 | 📖 Pandas DataFrame Query Method | ★☆☆ | Start Lab |
| 27 | 📖 Pandas DataFrame Copy Method | ★☆☆ | Start Lab |
| 28 | 📖 Pandas DataFrame Eq Method | ★☆☆ | Start Lab |
| 29 | 📖 Working with Nullable Boolean Data | ★☆☆ | Start Lab |
| 30 | 📖 Pandas Series Agg Method | ★☆☆ | Start Lab |
| 31 | 📖 Pandas Basics: DataFrame Memory and Operations | ★☆☆ | Start Lab |
| 32 | 📖 Pandas DataFrame Items Method | ★☆☆ | Start Lab |
| 33 | 📖 Pandas DataFrame Iterrows Method | ★☆☆ | Start Lab |
| 34 | 📖 Pandas DataFrame Memory Usage Method | ★☆☆ | Start Lab |
| 35 | 📖 Pandas Series Aggregate Method | ★☆☆ | Start Lab |
| 36 | 📖 Pandas DataFrame Itertuples Method | ★☆☆ | Start Lab |
| 37 | 📖 Working with Data Structures in Pandas | ★☆☆ | Start Lab |
| 38 | 📖 Pandas DataFrame Align Function | ★☆☆ | Start Lab |
| 39 | 📖 Pandas DataFrame Boxplot Method | ★☆☆ | Start Lab |
| 40 | 📖 Pandas DataFrame Corrwith Method | ★☆☆ | Start Lab |
| 41 | 📖 Pandas DataFrame Cov Method | ★☆☆ | Start Lab |
| 42 | 📖 Pandas DataFrame Droplevel Method | ★☆☆ | Start Lab |
| 43 | 📖 Pandas DataFrame From_dict Method | ★☆☆ | Start Lab |
| 44 | 📖 Pandas DataFrame Get Method | ★☆☆ | Start Lab |
| 45 | 📖 Pandas DataFrame Info Method | ★☆☆ | Start Lab |
| 46 | 📖 Pandas Series Append Method | ★☆☆ | Start Lab |
| 47 | 📖 Pandas Series Astype Method | ★☆☆ | Start Lab |
| 48 | 📖 Handling Duplicate Labels | ★☆☆ | Start Lab |
| 49 | 📖 Pandas Series Apply Method | ★☆☆ | Start Lab |
| 50 | 📖 Pandas Series Asfreq Method | ★☆☆ | Start Lab |
| 51 | 📖 Pandas DataFrame Abs Method | ★☆☆ | Start Lab |
| 52 | 📖 Pandas DataFrame Asof Method | ★☆☆ | Start Lab |
| 53 | 📖 Pandas DataFrame Compare Method | ★☆☆ | Start Lab |
| 54 | 📖 Pandas DataFrame Idxmax Method | ★☆☆ | Start Lab |
| 55 | 📖 Pandas DataFrame Keys Method | ★☆☆ | Start Lab |
| 56 | 📖 Pandas DataFrame Nlargest Method | ★☆☆ | Start Lab |
| 57 | 📖 Pandas DataFrame Nsmallest Method | ★☆☆ | Start Lab |
| 58 | 📖 Pandas DataFrame Pop Method | ★☆☆ | Start Lab |
| 59 | 📖 Pandas DataFrame Pct_change Method | ★☆☆ | Start Lab |
| 60 | 📖 Pandas DataFrame Hist Method | ★☆☆ | Start Lab |
| 61 | 📖 Pandas DataFrame Asfreq Method | ★☆☆ | Start Lab |
| 62 | 📖 Pandas DataFrame Assign Method | ★☆☆ | Start Lab |
| 63 | 📖 Pandas DataFrame Backfill Method | ★☆☆ | Start Lab |
| 64 | 📖 Pandas DataFrame Convert_dtypes Method | ★☆☆ | Start Lab |
| 65 | 📖 Pandas DataFrame Describe Method | ★☆☆ | Start Lab |
| 66 | 📖 Pandas DataFrame Duplicated Method | ★☆☆ | Start Lab |
| 67 | 📖 Pandas DataFrame Head Method | ★☆☆ | Start Lab |
| 68 | 📖 Pandas DataFrame Interpolate Method | ★☆☆ | Start Lab |
| 69 | 📖 Pandas DataFrame Reindex Method | ★☆☆ | Start Lab |
| 70 | 📖 Pandas DataFrame At_time Method | ★☆☆ | Start Lab |
| 71 | 📖 Pandas DataFrame Mean Method | ★☆☆ | Start Lab |
| 72 | 📖 Pandas DataFrame Median Method | ★☆☆ | Start Lab |
| 73 | 📖 Pandas DataFrame Corr Method | ★☆☆ | Start Lab |
| 74 | 📖 Pandas DataFrame Filter Method | ★☆☆ | Start Lab |
| 75 | 📖 Pandas DataFrame Idxmin Method | ★☆☆ | Start Lab |
| 76 | 📖 Pandas DataFrame Join Method | ★☆☆ | Start Lab |
| 77 | 📖 Pandas DataFrame Applymap Method | ★☆☆ | Start Lab |
| 78 | 📖 Pandas DataFrame Fillna Method | ★☆☆ | Start Lab |
| 79 | 📖 Pandas Append Method | ★☆☆ | Start Lab |
| 80 | 📖 Text Data Handling in Pandas | ★☆☆ | Start Lab |
## More
- 🔗 [Pandas Programming Courses](https://github.com/labex-labs/awesome-programming-courses)
- 🔗 [Pandas Programming Projects](https://github.com/labex-labs/awesome-programming-projects)
- 🔗 [Pandas Free Tutorials](https://github.com/labex-labs/pandas-free-tutorials)