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| # Kaggle Pandas Solved Exercise | ||
| I'm sharing my Kaggle Pandas Course - Exercise complete solution notebook which I have solved while undertaking this course. | ||
| <h1 align="center"> Kaggle Pandas Solved Exercise <a href="https://www.kaggle.com/learn/certification/mrankitgupta/pandas" target="_blank"> <img src="https://raw.githubusercontent.com/devicons/devicon/2ae2a900d2f041da66e950e4d48052658d850630/icons/pandas/pandas-original.svg" alt="pandas" width="55" height="40"/> </a> </h1> | ||
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| **I'm sharing my Kaggle Pandas Course - Exercise Notebook which I have solved while undertaking this course in my journey of Data Science.** | ||
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| For more detials, refer: <code>[Data Analyst Roadmap](https://github.com/mrankitgupta/Data-Analyst-Roadmap)</code> :hourglass:, <code>[Python Lessons](https://github.com/mrankitgupta/PythonLessons)</code> 📑 & <code>[Python Libraries for Data Science](https://github.com/mrankitgupta/PythonLibraries)</code> 🗂️ | ||
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| ### Overview of Pandas - Python Library | ||
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| <h2 align="left">My Certifications 📜 🎓 ✔️</h2> | ||
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| - [Data Analysis with Python](https://github.com/mrankitgupta) - by IBM | ||
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| - [Data Visualization with Python](https://github.com/mrankitgupta) - by IBM | ||
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| - [Pandas](https://www.kaggle.com/learn/certification/mrankitgupta/pandas) - by Kaggle | ||
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| - [Numpy](https://olympus1.mygreatlearning.com/course_certificate/IQVNJSIN) - by Great Learning | ||
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| - [Matplotlib](https://olympus1.mygreatlearning.com/course_certificate/RNVTUIMW) - by Great Learning | ||
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| - [Databases and SQL for Data Science with Python](https://github.com/mrankitgupta) - by IBM | ||
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| - [Statistics for Data Science with Python](https://www.credly.com/badges/354576a0-b672-4245-8cad-82dc3f3df76f/public_url) - by IBM | ||
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| ## What are my Featured projects:question: 👨💻 🛰️ | ||
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| <code>[Data Analyst Roadmap](https://github.com/mrankitgupta/Data-Analyst-Roadmap)</code> :hourglass: | ||
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| <code>[Spotify Data Analysis using Python](https://github.com/mrankitgupta/Spotify-Data-Analysis-using-Python)</code> 📊 | ||
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| <code>[Sales Insights - Data Analysis using Tableau & SQL](https://github.com/mrankitgupta/Sales-Insights-Data-Analysis-using-Tableau-and-SQL)</code> 📊 | ||
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| <code>[Statistics for Data Science using Python](https://github.com/mrankitgupta/Statistics-for-Data-Science-using-Python)</code> 📊 | ||
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| <code>[Python Lessons](https://github.com/mrankitgupta/PythonLessons)</code> 📑 | ||
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| <code>[Python Libraries for Data Science](https://github.com/mrankitgupta/PythonLibraries)</code> 🗂️ | ||
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| ## <a href="https://www.kaggle.com/learn/certification/mrankitgupta/pandas">Pandas</a><a href="https://www.kaggle.com/learn/certification/mrankitgupta/pandas" target="_blank" rel="noreferrer"> <img src="https://raw.githubusercontent.com/devicons/devicon/2ae2a900d2f041da66e950e4d48052658d850630/icons/pandas/pandas-original.svg" alt="pandas" width="45" height="30"/> </a> - Python Library for Data Science by Kaggle | ||
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| **Before learning [Pandas Course by Kaggle](https://github.com/mrankitgupta/Kaggle-Pandas-Solved-Exercises), begin with learning [Python Programming](https://github.com/mrankitgupta/Python-Lessons)** | ||
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| |**Sr.No. 🔢**|**Lessons 📕**| **Reference Links :link:**| **Exercises 👨💻**| | ||
| |------|--------------------|---------------------|---------------------| | ||
| |1| Basics, Data Structures - Series, DataFrame, Panel | [Pandas Course - by Kaggle](https://www.kaggle.com/learn/certification/mrankitgupta/pandas) | | ||
| |2| **Summary Functions and Maps, Operations** - Slicing, Merging | [Kaggle Notebooks on Pandas](https://www.kaggle.com/mrankitgupta/code) | | ||
| |3| **Operations** - Joining, Concatenation | [GitHub Repo on Pandas](https://github.com/mrankitgupta/Kaggle-Pandas-Solved-Exercises) | | ||
| |4| Changing Index & Column Header, Data Munging | [JavaTpoint](https://www.javatpoint.com/python-pandas)| | ||
| |5| Grouping & Sorting, Data Types & Missing Values | [YouTube](https://www.youtube.com/watch?v=WGJJIrtnfpk&t=30498s)| | ||
| |6| Renaming and Combining | [TutorialsPoint](https://www.tutorialspoint.com/python_pandas/index.htm)| | ||
| |7| Pandas-Matplotlib | :white_check_mark:| | ||
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| ### Projects in Python | ||
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| |**Sr.No. 🔢**|**Projects 👨💻**| **Reference Links :link:**| | ||
| |------|--------------------|---------------------| | ||
| |**Python Project 1**| Spotify Data Analysis using Python | [GitHub Project](https://github.com/mrankitgupta/Spotify-Data-Analysis-using-Python) & [Kaggle Notebook](https://www.kaggle.com/code/mrankitgupta/spotify-data-analysis-using-python-project) | | ||
| |**Python Project 2**| Boston Housing Data Analysis using Python | [Project](https://github.com/mrankitgupta/Statistics-for-Data-Science-using-Python-Project) | | ||
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| ## Useful sites to learn Coding in Python :link: | ||
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| ### YouTube Channels: | ||
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| | [freeCodeCamp.org](https://www.youtube.com/channel/UC8butISFwT-Wl7EV0hUK0BQ) | [Code With Harry](https://www.youtube.com/channel/UCeVMnSShP_Iviwkknt83cww), [Programming With Harry](https://www.youtube.com/channel/UC7btqG2Ww0_2LwuQxpvo2HQ) | [CodeBasics](https://www.youtube.com/c/codebasics) | [Edureka](https://www.youtube.com/channel/UCkw4JCwteGrDHIsyIIKo4tQ) | [Gate Smashers](https://www.youtube.com/c/GateSmashers) | [Jenny's Lectures](https://www.youtube.com/c/JennyslecturesCSITNETJRF) | [Simplilearn](https://www.youtube.com/channel/UCsvqVGtbbyHaMoevxPAq9Fg) | [Intellipaat](https://www.youtube.com/c/Intellipaat) | | ||
| |--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------| | ||
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| ### Other Learning Platforms: | ||
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| | [JavaTpoint](https://www.javatpoint.com/) | [TutorialsPoint](https://www.tutorialspoint.com/tutorialslibrary.htm) | [Geeks For Geeks](https://www.geeksforgeeks.org/) | [Code With Harry](https://www.codewithharry.com/) | [GitHub](https://github.com/mrankitgupta) | [Kaggle](https://www.kaggle.com/mrankitgupta) | [DataCamp](https://www.datacamp.com/) | [W3Schools](https://www.w3schools.com/) | [Guru99](https://www.guru99.com/) | [Dev](https://dev.to/mrankitgupta) | | ||
| |--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------| | ||
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| ### For Certifications: | ||
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| | [Coursera](https://coursera.org/share/c40b8f3c3c8ef8195d4dbfe8b2528f4d) | [Kaggle](https://www.kaggle.com/learn/certification/mrankitgupta/pandas) | [Simplilearn](https://www.simplilearn.com/skillup-certificate-landing?token=eyJjb3Vyc2VfaWQiOiI3OTUiLCJjZXJ0aWZpY2F0ZV91cmwiOiJodHRwczpcL1wvY2VydGlmaWNhdGVzLnNpbXBsaWNkbi5uZXRcL3NoYXJlXC90aHVtYl8zMzkyNjI4XzE2NTAxMTE0NzcucG5nIiwidXNlcm5hbWUiOiJBbmtpdCBHdXB0YSJ9&utm_source=shared-certificate&utm_medium=lms&utm_campaign=shared-certificate-promotion) | [Great Learnings](https://olympus1.mygreatlearning.com/course_certificate/IQVNJSIN) | [Forage](https://www.theforage.com/) | [Edureka](https://www.edureka.co/) | [HackerRank](https://www.hackerrank.com/mrankitgupta) | [Udemy](https://www.udemy.com/) | [Codechef](https://www.codechef.com/) | [Upgrad](https://www.upgrad.com/) | [Udacity](https://www.udacity.com/) | | ||
| |--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------| | ||
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| ### For Coding Practice: | ||
| | [HackerRank](https://www.hackerrank.com/mrankitgupta) | [Leetcode](https://leetcode.com/mrankitgupta1/) | [Kaggle](https://www.kaggle.com/mrankitgupta) | [Codechef](https://www.codechef.com/) | [Unstop](https://unstop.com/) | [HackerEarth](https://www.hackerearth.com/practice/) | [Codeforces](https://codeforces.com/) | [Interviewbit](https://www.interviewbit.com/) | [Google Dev](https://developers.google.com/) | | ||
| |--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------| | ||
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| ### Liked my Contributions:question:[Follow Me](https://github.com/mrankitgupta/):point_right: [Nominate Me for GitHub Stars](https://stars.github.com/nominate/) :star: :sparkles: | ||
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| ## For any queries/doubts 🔗 👇 | ||
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| ### [Ankit Gupta](https://ankitgupta.bio.link/) | ||
| <p align="left"> <a href="https://twitter.com/MrAnkitGupta_/" target="blank"><img src="https://img.shields.io/twitter/follow/MrAnkitGupta_?logo=twitter&style=for-the-badge" alt="MrAnkitGupta_" /></a> </p> | ||
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| <a href="mailto:[email protected]" target="blank"><img align="center" src="https://img.shields.io/badge/Gmail-D14836?style=for-the-badge&logo=gmail&logoColor=white" alt="[email protected]" height="20" width="85" /></a> | ||
| <a href="https://www.linkedin.com/in/mrankitgupta" target="blank"><img align="center" src="https://img.shields.io/badge/-MrAnkitGupta-blue?style=flat-square&logo=Linkedin&logoColor=white&link=https://www.linkedin.com/in/mrankitgupta/" alt="MrAnkitGupta" height="20" width="100" /></a> | ||
| <a href="https://www.instagram.com/MrAnkitGupta_" target="blank"><img align="center" src="https://img.shields.io/badge/-@MrAnkitGupta_-D7008A?style=flat-square&labelColor=D7008A&logo=Instagram&logoColor=white&link=https://www.instagram.com/MrAnkitGupta_" alt="MrAnkitGupta_" height="20" width="110" /></a> | ||
| <a href="https://ankitgupta.bio.link/" target="blank"><img align="center" src="https://img.shields.io/badge/website-000000?style=for-the-badge&logo=About.me&logoColor=white&link=https://ankitgupta.bio.link/" alt="AnkitGupta" height="20" width="90" /></a> | ||
| <a href="https://github.com/mrankitgupta/" target="blank"><img align="center" src="https://img.shields.io/github/followers/mrankitgupta?label=Follow&style=social&link=https://github.com/mrankitgupta/" alt="MrAnkitGupta" height="20" width="90" /></a> | ||
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