René's URL Explorer Experiment


Title: Plot With pandas: Python Data Visualization for Beginners – Real Python

Open Graph Title: Plot With pandas: Python Data Visualization for Beginners – Real Python

Description: In this tutorial, you'll get to know the basic plotting possibilities that Python provides in the popular data analysis library pandas. You'll learn about the different kinds of plots that pandas offers, how to use them for data exploration, and which types of plots are best for certain use cases.

Open Graph Description: In this tutorial, you'll get to know the basic plotting possibilities that Python provides in the popular data analysis library pandas. You'll learn about the different kinds of plots that pandas offers, how to use them for data exploration, and which types of plots are best for certain use cases.

Mail addresses
?subject=Python article for you&body=Plot With pandas: Python Data Visualization for Beginners on Real Python https://realpython.com/pandas-plot-python/

Opengraph URL: https://realpython.com/pandas-plot-python/

X: @realpython

direct link

Domain: realpython.com

Hey, it has json ld scripts: 
{
  "@context": "http://schema.org",
  "@type": "Article",
  "headline": "Plot With pandas: Python Data Visualization for Beginners",
  "image": {
    "@type": "ImageObject",
    "url": "https://files.realpython.com/media/How-to-Plot-With-Pandas_Watermarked.5bb0299e061b.jpg",
    "width": 1920,
    "height": 1080
  },
  "mainEntityOfPage": {
    "@type": "WebPage",
    "@id": "https://realpython.com/pandas-plot-python/",
    "lastReviewed": "2023-07-21",
    "author": {
      "@type": "Person",
      "name": "Reka Horvath",
      "image": "https://realpython.com/cdn-cgi/image/width=1161,height=1161,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/portrait_Horvath_Reka_square.7bcf705ea5d8.png",
      "url": "https://realpython.com/team/rhorvath/",
      "affiliation": {
        "@type": "Organization",
        "@id": "https://realpython.com/#organization",
        "name": "Real Python",
        "url": "https://realpython.com",
        "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
      }
    },
    "reviewedBy": [
      {
        "@type": "Person",
        "name": "Aldren Santos",
        "image": "https://realpython.com/cdn-cgi/image/width=500,height=500,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/Aldren_Santos_Real_Python.6b0861d8b841.png",
        "url": "https://realpython.com/team/asantos/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      },
      {
        "@type": "Person",
        "name": "David Amos",
        "image": "https://realpython.com/cdn-cgi/image/width=400,height=400,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/me-small.f5f49f1c48e1.jpg",
        "url": "https://realpython.com/team/damos/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      },
      {
        "@type": "Person",
        "name": "Geir Arne Hjelle",
        "image": "https://realpython.com/cdn-cgi/image/width=800,height=800,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/gahjelle.470149ee709e.jpg",
        "url": "https://realpython.com/team/gahjelle/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      },
      {
        "@type": "Person",
        "name": "Joanna Jablonski",
        "image": "https://realpython.com/cdn-cgi/image/width=800,height=800,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/jjablonksi-avatar.e37c4f83308e.jpg",
        "url": "https://realpython.com/team/jjablonski/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      },
      {
        "@type": "Person",
        "name": "Jacob Schmitt",
        "image": "https://realpython.com/cdn-cgi/image/width=400,height=400,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/profile-small_js.2f4d0d8da1ca.jpg",
        "url": "https://realpython.com/team/jschmitt/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      },
      {
        "@type": "Person",
        "name": "Mirko Stojiljkovi\u0107",
        "image": "https://realpython.com/cdn-cgi/image/width=240,height=240,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/ms.fdcd0bdc2f4a.png",
        "url": "https://realpython.com/team/mstojiljkovic/",
        "affiliation": {
          "@type": "Organization",
          "@id": "https://realpython.com/#organization",
          "name": "Real Python",
          "url": "https://realpython.com",
          "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
        }
      }
    ]
  },
  "datePublished": "2020-09-14T14:00:00+00:00",
  "dateModified": "2023-07-21T23:16:02.947196+00:00",
  "publisher": {
    "@type": "Organization",
    "@id": "https://realpython.com/#organization",
    "name": "Real Python",
    "url": "https://realpython.com",
    "logo": {
      "@type": "ImageObject",
      "url": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png",
      "width": 512,
      "height": 512
    },
    "description": "Real Python is a leading provider of online Python education and one of the largest language-specific online communities for software developers. It publishes high-quality learning resources, such as tutorials, books, and courses to an audience of millions of developers, data scientists, and machine learning engineers each month.",
    "slogan": "Become a Python Expert",
    "email": "info@realpython.com",
    "sameAs": [
      "https://github.com/realpython",
      "https://www.youtube.com/realpython",
      "https://twitter.com/realpython",
      "https://x.com/realpython",
      "https://www.linkedin.com/company/realpython-com/",
      "https://www.facebook.com/learnrealpython",
      "https://www.instagram.com/realpython",
      "https://www.tiktok.com/@realpython.com"
    ]
  },
  "author": {
    "@type": "Person",
    "name": "Reka Horvath",
    "image": "https://realpython.com/cdn-cgi/image/width=1161,height=1161,fit=crop,gravity=auto,format=auto/https://files.realpython.com/media/portrait_Horvath_Reka_square.7bcf705ea5d8.png",
    "url": "https://realpython.com/team/rhorvath/",
    "affiliation": {
      "@type": "Organization",
      "@id": "https://realpython.com/#organization",
      "name": "Real Python",
      "url": "https://realpython.com",
      "logo": "https://realpython.com/static/real-python-logo-square-512.157ae6bf64ed.png"
    }
  },
  "description": "In this tutorial, you'll get to know the basic plotting possibilities that Python provides in the popular data analysis library pandas. You'll learn about the different kinds of plots that pandas offers, how to use them for data exploration, and which types of plots are best for certain use cases."
}
authorReal Python
twitter:cardsummary_large_image
twitter:imagehttps://files.realpython.com/media/How-to-Plot-With-Pandas_Watermarked.5bb0299e061b.jpg
og:imagehttps://files.realpython.com/media/How-to-Plot-With-Pandas_Watermarked.5bb0299e061b.jpg
twitter:creator@realpython
og:typearticle

Links:

https://realpython.com/
Start Herehttps://realpython.com/start-here/
Learn Python https://realpython.com/pandas-plot-python/
Python Tutorials →In-depth articles and video courseshttps://realpython.com/search?kind=article&kind=course&order=newest
Learning Paths →Guided study plans for accelerated learninghttps://realpython.com/learning-paths/
Quizzes & Exercises →Check your learning progresshttps://realpython.com/quizzes/
Browse Topics →Focus on a specific area or skill levelhttps://realpython.com/tutorials/all/
Community Chat →Learn with other Pythonistashttps://realpython.com/community/
Office Hours →Live Q&A calls with Python expertshttps://realpython.com/office-hours/
Podcast →Hear what’s new in the world of Pythonhttps://realpython.com/podcasts/rpp/
Books →Round out your knowledge and learn offlinehttps://realpython.com/products/books/
Reference →Concise definitions for common Python termshttps://realpython.com/ref/
Code Mentor →BetaPersonalized code assistance & learning toolshttps://realpython.com/mentor/
Unlock All Content →https://realpython.com/account/join/
More https://realpython.com/pandas-plot-python/
Learner Storieshttps://realpython.com/learner-stories/
Python Newsletterhttps://realpython.com/newsletter/
Python Job Boardhttps://www.pythonjobshq.com
Meet the Teamhttps://realpython.com/team/
Become a Tutorial Writerhttps://realpython.com/write-for-us/
Become a Video Instructorhttps://realpython.com/become-an-instructor/
Searchhttps://realpython.com/search
https://realpython.com/search
Joinhttps://realpython.com/account/join/
Sign‑Inhttps://realpython.com/account/login/?next=%2Fpandas-plot-python%2F
Browse Topicshttps://realpython.com/tutorials/all/
Guided Learning Pathshttps://realpython.com/learning-paths/
Basicshttps://realpython.com/search?level=basics
Intermediatehttps://realpython.com/search?level=intermediate
Advancedhttps://realpython.com/search?level=advanced
aihttps://realpython.com/tutorials/ai/
algorithmshttps://realpython.com/tutorials/algorithms/
apihttps://realpython.com/tutorials/api/
best-practiceshttps://realpython.com/tutorials/best-practices/
careerhttps://realpython.com/tutorials/career/
communityhttps://realpython.com/tutorials/community/
databaseshttps://realpython.com/tutorials/databases/
data-sciencehttps://realpython.com/tutorials/data-science/
data-structureshttps://realpython.com/tutorials/data-structures/
data-vizhttps://realpython.com/tutorials/data-viz/
devopshttps://realpython.com/tutorials/devops/
djangohttps://realpython.com/tutorials/django/
dockerhttps://realpython.com/tutorials/docker/
editorshttps://realpython.com/tutorials/editors/
flaskhttps://realpython.com/tutorials/flask/
front-endhttps://realpython.com/tutorials/front-end/
gamedevhttps://realpython.com/tutorials/gamedev/
guihttps://realpython.com/tutorials/gui/
machine-learninghttps://realpython.com/tutorials/machine-learning/
newshttps://realpython.com/tutorials/news/
numpyhttps://realpython.com/tutorials/numpy/
projectshttps://realpython.com/tutorials/projects/
pythonhttps://realpython.com/tutorials/python/
stdlibhttps://realpython.com/tutorials/stdlib/
testinghttps://realpython.com/tutorials/testing/
toolshttps://realpython.com/tutorials/tools/
web-devhttps://realpython.com/tutorials/web-dev/
web-scrapinghttps://realpython.com/tutorials/web-scraping/
Table of Contentshttps://realpython.com/pandas-plot-python/#toc
Set Up Your Environmenthttps://realpython.com/pandas-plot-python/#set-up-your-environment
Create Your First Pandas Plothttps://realpython.com/pandas-plot-python/#create-your-first-pandas-plot
Look Under the Hood: Matplotlibhttps://realpython.com/pandas-plot-python/#look-under-the-hood-matplotlib
Survey Your Datahttps://realpython.com/pandas-plot-python/#survey-your-data
Distributions and Histogramshttps://realpython.com/pandas-plot-python/#distributions-and-histograms
Outliershttps://realpython.com/pandas-plot-python/#outliers
Check for Correlationhttps://realpython.com/pandas-plot-python/#check-for-correlation
Analyze Categorical Datahttps://realpython.com/pandas-plot-python/#analyze-categorical-data
Groupinghttps://realpython.com/pandas-plot-python/#grouping
Determining Ratioshttps://realpython.com/pandas-plot-python/#determining-ratios
Zooming in on Categorieshttps://realpython.com/pandas-plot-python/#zooming-in-on-categories
Conclusionhttps://realpython.com/pandas-plot-python/#conclusion
Further Readinghttps://realpython.com/pandas-plot-python/#further-reading
https://realpython.com/feedback/survey/article/pandas-plot-python/liked/?from=article-sidebar
https://realpython.com/feedback/survey/article/pandas-plot-python/disliked/?from=article-sidebar
Plot With pandas: Python Data Visualization Basics 28m · 9 lessons https://realpython.com/courses/plot-pandas-data-visualization/
Reka Horvathhttps://realpython.com/pandas-plot-python/#author
https://realpython.com/pandas-plot-python/#reader-comments
intermediatehttps://realpython.com/tutorials/intermediate/
data-sciencehttps://realpython.com/tutorials/data-science/
data-vizhttps://realpython.com/tutorials/data-viz/
Set Up Your Environmenthttps://realpython.com/pandas-plot-python/#set-up-your-environment
Create Your First Pandas Plothttps://realpython.com/pandas-plot-python/#create-your-first-pandas-plot
Look Under the Hood: Matplotlibhttps://realpython.com/pandas-plot-python/#look-under-the-hood-matplotlib
Survey Your Datahttps://realpython.com/pandas-plot-python/#survey-your-data
Distributions and Histogramshttps://realpython.com/pandas-plot-python/#distributions-and-histograms
Outliershttps://realpython.com/pandas-plot-python/#outliers
Check for Correlationhttps://realpython.com/pandas-plot-python/#check-for-correlation
Analyze Categorical Datahttps://realpython.com/pandas-plot-python/#analyze-categorical-data
Groupinghttps://realpython.com/pandas-plot-python/#grouping
Determining Ratioshttps://realpython.com/pandas-plot-python/#determining-ratios
Zooming in on Categorieshttps://realpython.com/pandas-plot-python/#zooming-in-on-categories
Conclusionhttps://realpython.com/pandas-plot-python/#conclusion
Further Readinghttps://realpython.com/pandas-plot-python/#further-reading
Remove adshttps://realpython.com/account/join/
Plot With pandas: Python Data Visualization Basicshttps://realpython.com/courses/plot-pandas-data-visualization/
pandashttps://pandas.pydata.org/about/
Click here to get access to a Conda cheat sheethttps://realpython.com/bonus/conda-cheatsheet/
https://realpython.com/pandas-plot-python/#set-up-your-environment
Jupyter Notebookhttps://realpython.com/jupyter-notebook-introduction/
Anaconda distributionhttps://www.anaconda.com/distribution/
Setting Up Python for Machine Learning on Windowshttps://realpython.com/python-windows-machine-learning-setup/
piphttps://realpython.com/what-is-pip/
Jupyter Notebook trialhttps://jupyter.org/try
American Community Survey 2010–2012 Public Use Microdata Samplehttps://www.census.gov/newsroom/press-releases/2014/cb14-tps12.html
Economic Guide To Picking A College Majorhttps://fivethirtyeight.com/features/the-economic-guide-to-picking-a-college-major/
FiveThirtyEighthttps://fivethirtyeight.com/
DataFramehttps://pandas.pydata.org/pandas-docs/stable/reference/frame.html
Using Pandas and Python to Explore Your Datasethttps://realpython.com/pandas-python-explore-dataset/
The Pandas DataFrame: Make Working With Data Delightfulhttps://realpython.com/pandas-dataframe/
.head()https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.head.html
https://files.realpython.com/media/majors_df_head.31039ff82599.png
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#create-your-first-pandas-plot
magic commandhttps://realpython.com/ipython-interactive-python-shell/#become-a-power-user-with-ipython-magic-commands
Matplotlibhttps://realpython.com/python-matplotlib-guide/
Rich Outputs tutorialhttps://ipython.readthedocs.io/en/stable/interactive/plotting.html
.plot()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html
https://files.realpython.com/media/fig-1.d24c69699df7.jpg
Python Statistics Fundamentals: How to Describe Your Datahttps://realpython.com/python-statistics/
stringshttps://realpython.com/python-strings/
.area()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.area.html
.bar()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.bar.html
.barh()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.barh.html
.box()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.box.html
.hexbin()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.hexbin.html
.hist()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.hist.html
.kde()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.kde.html
.density()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.density.html
.line()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.line.html
.pie()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.pie.html
.scatter()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.scatter.html
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#look-under-the-hood-matplotlib
https://files.realpython.com/media/fig-2.9d5649b432cc.png
https://files.realpython.com/media/fig-2.9d5649b432cc.png
dictionaryhttps://realpython.com/python-dicts/
Python Plotting With Matplotlibhttps://realpython.com/courses/python-plotting-matplotlib/
https://realpython.com/pandas-plot-python/#survey-your-data
https://realpython.com/pandas-plot-python/#distributions-and-histograms
Serieshttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.html
histogramhttps://en.wikipedia.org/wiki/Histogram
https://files.realpython.com/media/fig-4.12d697849ee4.png
normal distributionhttps://en.wikipedia.org/wiki/Normal_distribution
Python Histogram Plotting: NumPy, Matplotlib, Pandas & Seabornhttps://realpython.com/python-histograms/
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#outliers
.sort_values()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sort_values.html
https://files.realpython.com/media/fig-5.8883d4f651a1.png
https://files.realpython.com/media/fig-6.8f6827dcb332.png
data cleaninghttps://realpython.com/python-data-cleaning-numpy-pandas/
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#check-for-correlation
https://files.realpython.com/media/fig-7.7e4c46ccb7e8.png
correlationhttps://realpython.com/numpy-scipy-pandas-correlation-python/
.corr()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.corr.html
several toolshttps://realpython.com/numpy-scipy-pandas-correlation-python/
correlation does not imply causationhttps://en.wikipedia.org/wiki/Correlation_does_not_imply_causation
https://realpython.com/pandas-plot-python/#analyze-categorical-data
https://realpython.com/pandas-plot-python/#grouping
groupinghttps://realpython.com/pandas-groupby/
.groupby()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html
.sum()https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.core.groupby.GroupBy.sum.html
https://files.realpython.com/media/fig-8.d10a3566d92b.png
improve the performance of your codehttps://realpython.com/python-pandas-tricks/#5-use-categorical-data-to-save-on-time-and-space
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#determining-ratios
https://files.realpython.com/media/fig-9.b0c6fb23f702.png
https://realpython.com/pandas-plot-python/#zooming-in-on-categories
normal distributionhttps://en.wikipedia.org/wiki/Normal_distribution
https://files.realpython.com/media/fig-10.519dacb94a49.png
https://realpython.com/pandas-plot-python/#conclusion
Remove adshttps://realpython.com/account/join/
https://realpython.com/pandas-plot-python/#further-reading
plotting sectionhttps://pandas.pydata.org/pandas-docs/stable/reference/frame.html#plotting
Anatomy of Matplotlibhttps://github.com/matplotlib/AnatomyOfMatplotlib
Interactive Data Visualization in Python With Bokehhttps://realpython.com/python-data-visualization-bokeh/
pandas-bokeh libraryhttps://pypi.org/project/pandas-bokeh/
Seabornhttp://seaborn.pydata.org/
short lesson about Seabornhttps://realpython.com/lessons/plotting-seaborn/
Python Histogram Plottinghttps://realpython.com/courses/python-histograms/
https://realpython.com/feedback/survey/article/pandas-plot-python/liked/?from=article-footer
https://realpython.com/feedback/survey/article/pandas-plot-python/disliked/?from=article-footer
Plot With pandas: Python Data Visualization Basicshttps://realpython.com/courses/plot-pandas-data-visualization/
https://realpython.com/team/rhorvath/
» More about Rekahttps://realpython.com/team/rhorvath/
https://realpython.com/team/asantos/
Aldrenhttps://realpython.com/team/asantos/
https://realpython.com/team/damos/
Davidhttps://realpython.com/team/damos/
https://realpython.com/team/gahjelle/
Geir Arnehttps://realpython.com/team/gahjelle/
https://realpython.com/team/jjablonski/
Joannahttps://realpython.com/team/jjablonski/
https://realpython.com/team/jschmitt/
Jacobhttps://realpython.com/team/jschmitt/
https://realpython.com/team/mstojiljkovic/
Mirkohttps://realpython.com/team/mstojiljkovic/
Level Up Your Python Skills »https://realpython.com/account/join/?utm_source=rp_article_footer&utm_content=pandas-plot-python
Level Up Your Python Skills »https://realpython.com/account/join/?utm_source=rp_article_footer&utm_content=pandas-plot-python
https://realpython.com/feedback/survey/article/pandas-plot-python/liked/?from=article-comments
https://realpython.com/feedback/survey/article/pandas-plot-python/disliked/?from=article-comments
LinkedInhttps://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Frealpython.com%2Fpandas-plot-python%2F
Twitterhttps://twitter.com/intent/tweet/?text=Interesting%20Python%20article%20on%20%40realpython%3A%20Plot%20With%20pandas%3A%20Python%20Data%20Visualization%20for%20Beginners&url=https%3A%2F%2Frealpython.com%2Fpandas-plot-python%2F
Blueskyhttps://bsky.app/intent/compose?text=Interesting%20Python%20article%20on%20%40realpython.com%3A%20Plot%20With%20pandas%3A%20Python%20Data%20Visualization%20for%20Beginners%20https%3A%2F%2Frealpython.com%2Fpandas-plot-python%2F
Facebookhttps://facebook.com/sharer/sharer.php?u=https%3A%2F%2Frealpython.com%2Fpandas-plot-python%2F
Get tips for asking good questionshttps://realpython.com/python-beginner-tips/#tip-9-ask-good-questions
get answers to common questions in our support portalhttps://support.realpython.com
Real Python Community Chathttps://realpython.com/community/
“Office Hours” Live Q&A Sessionhttps://realpython.com/office-hours/
intermediatehttps://realpython.com/tutorials/intermediate/
data-sciencehttps://realpython.com/tutorials/data-science/
data-vizhttps://realpython.com/tutorials/data-viz/
Plot With pandas: Python Data Visualization Basicshttps://realpython.com/courses/plot-pandas-data-visualization/?utm_source=realpython&utm_medium=web&utm_campaign=related-course&utm_content=pandas-plot-python
The pandas DataFrame: Make Working With Data Delightfulhttps://realpython.com/pandas-dataframe/?utm_source=realpython&utm_medium=web&utm_campaign=related-post&utm_content=pandas-plot-python
Using pandas and Python to Explore Your Datasethttps://realpython.com/pandas-python-explore-dataset/?utm_source=realpython&utm_medium=web&utm_campaign=related-post&utm_content=pandas-plot-python
pandas GroupBy: Your Guide to Grouping Data in Pythonhttps://realpython.com/pandas-groupby/?utm_source=realpython&utm_medium=web&utm_campaign=related-post&utm_content=pandas-plot-python
https://realpython.com/account/signup/?intent=continue_reading&utm_source=rp&utm_medium=web&utm_campaign=rwn&utm_content=v1&next=%2Fpandas-plot-python%2F
Continue »https://realpython.com/account/signup/?intent=continue_reading&utm_source=rp&utm_medium=web&utm_campaign=rwn&utm_content=v1&next=%2Fpandas-plot-python%2F
Sign-Inhttps://realpython.com/account/login/?next=/pandas-plot-python/
Start Herehttps://realpython.com/start-here/
Learning Resourceshttps://realpython.com/search
Code Mentorhttps://realpython.com/mentor/
Python Referencehttps://realpython.com/ref/
Python Cheat Sheethttps://realpython.com/cheatsheets/python/
Support Centerhttps://support.realpython.com/
Learning Pathshttps://realpython.com/learning-paths/
Quizzes & Exerciseshttps://realpython.com/quizzes/
Browse Topicshttps://realpython.com/tutorials/all/
Live Courseshttps://realpython.com/live/
Bookshttps://realpython.com/books/
Podcasthttps://realpython.com/podcasts/rpp/
Newsletterhttps://realpython.com/newsletter/
Community Chathttps://realpython.com/community/
Office Hourshttps://realpython.com/office-hours/
Learner Storieshttps://realpython.com/learner-stories/
Plans & Pricinghttps://realpython.com/account/join/
Team Planshttps://realpython.com/account/join-team/
For Businesshttps://realpython.com/account/join-team/inquiry/
For Schoolshttps://realpython.com/account/join-team/education-inquiry/
Reviewshttps://realpython.com/learner-stories/
About Ushttps://realpython.com/about/
Teamhttps://realpython.com/team/
Mission & Valueshttps://realpython.com/mission/
Editorial Guidelineshttps://realpython.com/editorial-guidelines/
Sponsorshipshttps://realpython.com/sponsorships/
Careershttps://realpython.workable.com
Press Kithttps://realpython.com/media-kit/
Merchhttps://realpython.com/merch
https://www.youtube.com/realpython
https://x.com/realpython
https://www.linkedin.com/company/realpython-com
https://www.facebook.com/LearnRealPython
https://github.com/realpython/
Privacy Policyhttps://realpython.com/privacy-policy/
Terms of Usehttps://realpython.com/terms/
Securityhttps://realpython.com/security/
Contacthttps://realpython.com/contact/
https://realpython.com/

Viewport: width=device-width, initial-scale=1, shrink-to-fit=no, viewport-fit=cover

Robots: max-image-preview:large

URLs of crawlers that visited me.