From 3d17d045096b9f084bb2d7618f90d7daee5d2c35 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 16 Jun 2026 13:32:53 +0200 Subject: [PATCH] chore: sync content to repo (#10083) Co-authored-by: nilbuild <4921183+nilbuild@users.noreply.github.com> --- .../content/args--kwargs@7ukR74cN6lHbvhs4mFn6R.md | 1 + .../content/array-operations@qOZ-T7zaPjvIT222rSV4o.md | 3 ++- .../content/customizing-plots@JTYST4p4O9RQbCzxsoQhA.md | 1 + .../content/groupby--aggregation@KnSv5dPToipoz2RF1dDnO.md | 1 + .../content/indexing--slicing@mAOljEWt_0Hb9jLBKuc-H.md | 3 ++- .../interactive-visualization@ES8zVixZ5wZ0tW6beOWxJ.md | 3 ++- .../content/list-comprehensions@la9oiXURvw6AH-Vuh-WqT.md | 3 ++- .../content/loops@Dvy7BnNzK55qbh_SgOk8m.md | 4 ++-- .../content/merging--joining@Rq9TFEEJnjEgVa1DiJxFz.md | 3 ++- .../content/numpy@IO-disDSfkPau4Pd_TNwc.md | 1 + .../content/operators@so95CO6Qw3I0S98ISENS-.md | 2 +- .../content/seaborn@zx7uCaQiCxvXMhm9FG3XG.md | 2 +- .../content/working-with-strings@Sg5w8zO2Ji-uDJKEoWey9.md | 1 + 13 files changed, 19 insertions(+), 9 deletions(-) diff --git a/src/data/roadmaps/python-data-analysis/content/args--kwargs@7ukR74cN6lHbvhs4mFn6R.md b/src/data/roadmaps/python-data-analysis/content/args--kwargs@7ukR74cN6lHbvhs4mFn6R.md index dbba5a08b..95b282ea7 100644 --- a/src/data/roadmaps/python-data-analysis/content/args--kwargs@7ukR74cN6lHbvhs4mFn6R.md +++ b/src/data/roadmaps/python-data-analysis/content/args--kwargs@7ukR74cN6lHbvhs4mFn6R.md @@ -4,5 +4,6 @@ Visit the following resources to learn more: +- [@article@Args and Kwargs in Python – Function Calling Made Easy](https://towardsdatascience.com/args-and-kwargs-in-python-function-calling-made-easy-acfe736f988a/) - [@article@Python args & kwargs](https://www.w3schools.com/python/python_args_kwargs.asp) - [@video@Python *ARGS & **KWARGS are awesome!](https://www.youtube.com/watch?v=Vh__2V2tXUM) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/array-operations@qOZ-T7zaPjvIT222rSV4o.md b/src/data/roadmaps/python-data-analysis/content/array-operations@qOZ-T7zaPjvIT222rSV4o.md index 63851e39c..5411052cd 100644 --- a/src/data/roadmaps/python-data-analysis/content/array-operations@qOZ-T7zaPjvIT222rSV4o.md +++ b/src/data/roadmaps/python-data-analysis/content/array-operations@qOZ-T7zaPjvIT222rSV4o.md @@ -5,4 +5,5 @@ NumPy supports a wide range of array operations: element-wise arithmetic, aggreg Visit the following resources to learn more: - [@article@NumPy Arithmetic Array Operations](https://www.programiz.com/python-programming/numpy/basic-array-operations) -- [@video@Ultimate Guide to NumPy Arrays](https://www.youtube.com/watch?v=lLRBYKwP8GQ) \ No newline at end of file +- [@video@Ultimate Guide to NumPy Arrays](https://www.youtube.com/watch?v=lLRBYKwP8GQ) +- [@article@Doing Math with Arrays](https://towardsdatascience.com/introducing-numpy-part-4-doing-math-with-arrays-5e77ac595641/) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/customizing-plots@JTYST4p4O9RQbCzxsoQhA.md b/src/data/roadmaps/python-data-analysis/content/customizing-plots@JTYST4p4O9RQbCzxsoQhA.md index e74f0529b..18b280a5f 100644 --- a/src/data/roadmaps/python-data-analysis/content/customizing-plots@JTYST4p4O9RQbCzxsoQhA.md +++ b/src/data/roadmaps/python-data-analysis/content/customizing-plots@JTYST4p4O9RQbCzxsoQhA.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@course@Advanced Matplotlib: Design & Customize Visualizations](https://www.coursera.org/learn/advanced-matplotlib-design-customize-visualizations) - [@article@Customizing Plots](https://apxml.com/courses/intermediate-python-programming-ml/chapter-4-data-visualization-matplotlib-seaborn/matplotlib-customization) +- [@article@3 Tricks to Prettify Matplotlib Plots](https://towardsdatascience.com/3-tricks-to-prettify-matplotlib-plots-d0a73b861c09/) - [@video@Matplotlib customization is easy! 🎨](https://www.youtube.com/watch?v=hunq_UOdmoo) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/groupby--aggregation@KnSv5dPToipoz2RF1dDnO.md b/src/data/roadmaps/python-data-analysis/content/groupby--aggregation@KnSv5dPToipoz2RF1dDnO.md index f425904b6..cdf562165 100644 --- a/src/data/roadmaps/python-data-analysis/content/groupby--aggregation@KnSv5dPToipoz2RF1dDnO.md +++ b/src/data/roadmaps/python-data-analysis/content/groupby--aggregation@KnSv5dPToipoz2RF1dDnO.md @@ -5,4 +5,5 @@ Visit the following resources to learn more: - [@official@pandas.DataFrame.groupby](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.groupby.html) +- [@article@All About Pandas Groupby Explained with 25 Examples](https://towardsdatascience.com/all-about-pandas-groupby-explained-with-25-examples-494e04a8ef56/) - [@video@Group By and Aggregate Functions in Pandas |](https://www.youtube.com/watch?v=VRmXto2YA2I) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/indexing--slicing@mAOljEWt_0Hb9jLBKuc-H.md b/src/data/roadmaps/python-data-analysis/content/indexing--slicing@mAOljEWt_0Hb9jLBKuc-H.md index eaf56b101..6c0eba228 100644 --- a/src/data/roadmaps/python-data-analysis/content/indexing--slicing@mAOljEWt_0Hb9jLBKuc-H.md +++ b/src/data/roadmaps/python-data-analysis/content/indexing--slicing@mAOljEWt_0Hb9jLBKuc-H.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@official@Indexing on ndarrays](https://numpy.org/doc/stable/user/basics.indexing.html) - [@article@NumPy Array Indexing](https://www.w3schools.com/python/numpy/numpy_array_indexing.asp) -- [@article@NumPy Array Slicing](https://www.w3schools.com/python/numpy/numpy_array_slicing.asp) \ No newline at end of file +- [@article@NumPy Array Slicing](https://www.w3schools.com/python/numpy/numpy_array_slicing.asp) +- [@article@Indexing Arrays](https://towardsdatascience.com/introducing-numpy-part-2-indexing-arrays-5b381b90d1d0/) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/interactive-visualization@ES8zVixZ5wZ0tW6beOWxJ.md b/src/data/roadmaps/python-data-analysis/content/interactive-visualization@ES8zVixZ5wZ0tW6beOWxJ.md index 1e0dbc73c..5efba9666 100644 --- a/src/data/roadmaps/python-data-analysis/content/interactive-visualization@ES8zVixZ5wZ0tW6beOWxJ.md +++ b/src/data/roadmaps/python-data-analysis/content/interactive-visualization@ES8zVixZ5wZ0tW6beOWxJ.md @@ -4,4 +4,5 @@ Interactive visualizations allow users to explore data by hovering, zooming, pan Visit the following resources to learn more: -- [@article@Top 10 Python Data Visualization Libraries](https://reflex.dev/blog/top-10-data-visualization-libraries/) \ No newline at end of file +- [@article@Top 10 Python Data Visualization Libraries](https://reflex.dev/blog/top-10-data-visualization-libraries/) +- [@article@4 Key Players in Python Data Visualization Ecosystem: Matplotlib, Seaborn, Altair, and Plotly](https://towardsdatascience.com/4-key-players-in-python-data-visualization-ecosystem-matplotlib-seaborn-altair-and-plotly-23ae37a68227/) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/list-comprehensions@la9oiXURvw6AH-Vuh-WqT.md b/src/data/roadmaps/python-data-analysis/content/list-comprehensions@la9oiXURvw6AH-Vuh-WqT.md index 6ed18352a..3310af958 100644 --- a/src/data/roadmaps/python-data-analysis/content/list-comprehensions@la9oiXURvw6AH-Vuh-WqT.md +++ b/src/data/roadmaps/python-data-analysis/content/list-comprehensions@la9oiXURvw6AH-Vuh-WqT.md @@ -5,4 +5,5 @@ List comprehensions provide a concise syntax for creating lists by applying an e Visit the following resources to learn more: - [@official@List Comprehensions](https://docs.python.org/3/tutorial/datastructures.html#list-comprehensions) -- [@article@When to Use a List Comprehension in Python Quiz](https://realpython.com/quizzes/list-comprehension-python/) \ No newline at end of file +- [@article@When to Use a List Comprehension in Python Quiz](https://realpython.com/quizzes/list-comprehension-python/) +- [@article@List Comprehensions in Python](https://towardsdatascience.com/list-comprehensions-in-python-28d54c9286ca/) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/loops@Dvy7BnNzK55qbh_SgOk8m.md b/src/data/roadmaps/python-data-analysis/content/loops@Dvy7BnNzK55qbh_SgOk8m.md index 2806c9e39..98cb08911 100644 --- a/src/data/roadmaps/python-data-analysis/content/loops@Dvy7BnNzK55qbh_SgOk8m.md +++ b/src/data/roadmaps/python-data-analysis/content/loops@Dvy7BnNzK55qbh_SgOk8m.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@article@Python while Loops: Repeating Tasks Conditionally](https://realpython.com/python-while-loop/) - [@article@Python for Loops: The Pythonic Way](https://realpython.com/python-for-loop/#the-guts-of-the-python-for-loop) -- [@video@Learn Python for loops in 5 minutes!](https://www.youtube.com/watch?v=KWgYha0clzw) -- [@video@While loops in Python are easy! ♾️](https://www.youtube.com/watch?v=rRTjPnVooxE) \ No newline at end of file +- [@article@Understand Loops in Python with One Article](https://towardsdatascience.com/understand-loops-in-python-with-one-article-bace2ddba789/) +- [@video@Learn Python for loops in 5 minutes!](https://www.youtube.com/watch?v=KWgYha0clzw) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/merging--joining@Rq9TFEEJnjEgVa1DiJxFz.md b/src/data/roadmaps/python-data-analysis/content/merging--joining@Rq9TFEEJnjEgVa1DiJxFz.md index 4539805bd..e9ecac44a 100644 --- a/src/data/roadmaps/python-data-analysis/content/merging--joining@Rq9TFEEJnjEgVa1DiJxFz.md +++ b/src/data/roadmaps/python-data-analysis/content/merging--joining@Rq9TFEEJnjEgVa1DiJxFz.md @@ -5,4 +5,5 @@ Pandas provides `merge()` and `join()` for combining DataFrames based on common Visit the following resources to learn more: - [@official@Merge, join, concatenate and compare](https://pandas.pydata.org/docs/user_guide/merging.html) -- [@article@Combining Data in pandas With merge(), .join(), and concat()](https://realpython.com/pandas-merge-join-and-concat/) \ No newline at end of file +- [@article@Combining Data in pandas With merge(), .join(), and concat()](https://realpython.com/pandas-merge-join-and-concat/) +- [@article@Pandas: Combining Data](https://towardsdatascience.com/pandas-combining-data-b190d793b626/) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/numpy@IO-disDSfkPau4Pd_TNwc.md b/src/data/roadmaps/python-data-analysis/content/numpy@IO-disDSfkPau4Pd_TNwc.md index 54c5df5e0..08dd4e6a8 100644 --- a/src/data/roadmaps/python-data-analysis/content/numpy@IO-disDSfkPau4Pd_TNwc.md +++ b/src/data/roadmaps/python-data-analysis/content/numpy@IO-disDSfkPau4Pd_TNwc.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@official@NumPy quickstart](https://numpy.org/doc/stable/user/quickstart.html) - [@article@NumPy Tutorial](https://www.w3schools.com/python/numpy/default.asp) +- [@article@NumPy for Absolute Beginners: A Project-Based Approach to Data Analysis](https://towardsdatascience.com/numpy-for-absolute-beginners-a-project-based-approach-to-data-analysis/) - [@video@Python NumPy Tutorial for Beginners](https://www.youtube.com/watch?v=QUT1VHiLmmI) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/operators@so95CO6Qw3I0S98ISENS-.md b/src/data/roadmaps/python-data-analysis/content/operators@so95CO6Qw3I0S98ISENS-.md index 551406e36..5d779cbc6 100644 --- a/src/data/roadmaps/python-data-analysis/content/operators@so95CO6Qw3I0S98ISENS-.md +++ b/src/data/roadmaps/python-data-analysis/content/operators@so95CO6Qw3I0S98ISENS-.md @@ -5,5 +5,5 @@ Operators are symbols that perform operations on values and variables. Python su Visit the following resources to learn more: - [@article@Python Operators](https://www.w3schools.com/python/python_operators.asp) -- [@article@Python Operators with examples](https://www.programiz.com/python-programming/operators) +- [@article@Python Operators from Scratch!!! – A Beginner’s Guide](https://towardsdatascience.com/python-operators-from-scratch-a-beginners-guide-8471306f4278/) - [@video@Python Tutorial for Beginners | Operators in Python](https://www.youtube.com/watch?v=v5MR5JnKcZI) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/seaborn@zx7uCaQiCxvXMhm9FG3XG.md b/src/data/roadmaps/python-data-analysis/content/seaborn@zx7uCaQiCxvXMhm9FG3XG.md index 16e07dd2c..a3a237ad4 100644 --- a/src/data/roadmaps/python-data-analysis/content/seaborn@zx7uCaQiCxvXMhm9FG3XG.md +++ b/src/data/roadmaps/python-data-analysis/content/seaborn@zx7uCaQiCxvXMhm9FG3XG.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@official@Seaborn Tutorials](https://seaborn.pydata.org/tutorial.html) - [@official@Introduction to Seaborn for dataviz with Python](https://python-graph-gallery.com/seaborn/) -- [@article@Best Seaborn Visualizations for Data Science](https://towardsdatascience.com/best-seaborn-visualizations-for-data-science-3d866f99c3a9/) +- [@article@Data Visualisation Tutorial Using Seaborn](https://towardsdatascience.com/data-visualisation-tutorial-using-seaborn-26e1ef9043db/) - [@video@Introduction to Seaborn](https://www.youtube.com/watch?v=vaf4ir8eT38&list=PLtPIclEQf-3cG31dxSMZ8KTcDG7zYng1j) \ No newline at end of file diff --git a/src/data/roadmaps/python-data-analysis/content/working-with-strings@Sg5w8zO2Ji-uDJKEoWey9.md b/src/data/roadmaps/python-data-analysis/content/working-with-strings@Sg5w8zO2Ji-uDJKEoWey9.md index 40dd0f0c6..f1c7a45b9 100644 --- a/src/data/roadmaps/python-data-analysis/content/working-with-strings@Sg5w8zO2Ji-uDJKEoWey9.md +++ b/src/data/roadmaps/python-data-analysis/content/working-with-strings@Sg5w8zO2Ji-uDJKEoWey9.md @@ -5,5 +5,6 @@ Python provides a rich set of string methods for manipulating text: `strip()`, ` Visit the following resources to learn more: - [@official@string — Common string operations](https://docs.python.org/3/library/string.html) +- [@article@Useful String Methods in Python](https://towardsdatascience.com/useful-string-methods-in-python-5047ea4d3f90/) - [@video@String methods in Python are easy! 〰️](https://www.youtube.com/watch?v=tb6EYiHtcXU) - [@video@Python Tutorial for Beginners 2: Strings](https://www.youtube.com/watch?v=k9TUPpGqYTo) \ No newline at end of file