# Pandas Tutor visualizes how your Python code transforms dataframes

**URL:** <https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146>\
**Category:** พูดคุยเกี่ยวกับ Data Tools ต่าง ๆ\
**Tags:** pandas\
**Created:** [March 30, 2022, 3:48am UTC](https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146 "2022-03-30T03:48:14Z")\
**Posts on this page:** 4\
**Page:** 1

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**Author:** ![yothinix](https://yyz1.discourse-cdn.com/flex035/user_avatar/discuss.dataengineercafe.io/yothinix/32/147_2.png) [@yothinix](https://discuss.dataengineercafe.io/u/yothinix)\
**Post date:** [March 30, 2022, 3:48am UTC](https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146/1 "2022-03-30T03:48:14Z")

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ไปเจอเว็บนี้มาจาก [Talk Python Podcast](https://talkpython.fm/episodes/show/358/understanding-pandas-visually-with-pandastutor) ครับ ช่วยให้เราดูได้ว่า pandas ทำอะไรกับ Dataframe เราบ้างเวลาเราใช้คำสั่ง transform ต่างๆ

ลองไปเล่นดูได้ครับที่ [https://pandastutor.com/](https://pandastutor.com/)

 ![Screen Shot 2565-03-30 at 10.46.16](https://canada1.discourse-cdn.com/flex035/uploads/dataengineercafe/original/1X/90da6a9c7625a530e2d15f0ea3217d6f7f66cc22.jpeg)

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**Author:** ![yothinix](https://yyz1.discourse-cdn.com/flex035/user_avatar/discuss.dataengineercafe.io/yothinix/32/147_2.png) [@yothinix](https://discuss.dataengineercafe.io/u/yothinix)\
**Post date:** [March 30, 2022, 7:20am UTC](https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146/2 "2022-03-30T07:20:36Z")

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Same thing, but in SQL [https://animatesql.com/](https://animatesql.com/)

 ![Screen Shot 2565-03-30 at 14.20.05](https://canada1.discourse-cdn.com/flex035/uploads/dataengineercafe/original/1X/ac9e3fd045c5281c4ba1ecdfd486cd7522d9c3bd.jpeg)

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**Author:** ![zkan](https://yyz1.discourse-cdn.com/flex035/user_avatar/discuss.dataengineercafe.io/zkan/32/2_2.png) [@zkan](https://discuss.dataengineercafe.io/u/zkan)\
**Post date:** [March 31, 2022, 3:06pm UTC](https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146/3 "2022-03-31T15:06:34Z")

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โห ดีงามมาก กราบครับ 🙇‍♂️

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**Author:** ![atb](https://yyz1.discourse-cdn.com/flex035/user_avatar/discuss.dataengineercafe.io/atb/32/8_2.png) [@atb](https://discuss.dataengineercafe.io/u/atb)\
**Post date:** [April 1, 2022, 4:50am UTC](https://discuss.dataengineercafe.io/t/pandas-tutor-visualizes-how-your-python-code-transforms-dataframes/146/4 "2022-04-01T04:50:19Z")

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ของเค้าดีจริงๆครับ 🤩