Noah  Rowe

Noah Rowe


Scrape HTML Tables Without Leaving Pandas

Webscraping is often a pain. Researching, finding, and installing the libraries you need can be time consuming. Finding the content you need in the HTML can take time. Getting everything to work can be finicky.🙁

In this article, I’ll show you how to use the Python pandas library to scrape HTML tables with single line of code! It doesn’t work in all cases, but when you have HTML tables on a website it can make your life much easier. 😀

You’ll see how to use it to get data from websites about soccer and weightlifting. ⚽️ 🏋

soccer ball on grass

We’ll use [pd.read_html()]( to scrape tabular data. In my experience, a lot of folks don’t know about pd.read_html() even though it’s been around for over 7 years.

This article was originally published on Deepnote. You can run the interactive notebook there. 👍


To get the latest versions of necessary packages and their dependencies, uncomment and run the following code one time. Then restart your notebook kernel.

# !pip install pandas lxml beautifulsoup4 html5lib matplotlib -U

Generally, pandas will try to use lxml to parse HTML because it is fast. If that fails, then it will use BeautifulSoup4 with html5lib. You can read more about the parsers in the pandas docs.

Let’s import the packages and check versions. I always like to check the versions of Python and key libraries to help diagnose problems that might arise. 😉

import sys
import pandas as pd

print(f"Python version {sys.version}")
print(f"pandas version: {pd.__version__}")
> Python version 3.7.3 (default, Jun 11 2019, 01:11:15) 
> [GCC 6.3.0 20170516]
> pandas version: 1.0.5

If your Python version is less than 3.6, I suggest you update it. Same goes for pandas if your version is less than 1.0.5. To learn more about the pandas 1.0 update, see my guide here.

Example 1: Soccer ⚽️

Let’s scrape some soccer stats about the US Women’s National Team — that’s football in much of the world. ⚽️

Let’s use the U.S. Soccer website:

Soccer Stats Table

In Chrome, go to the website, right click on the data, and select Inspect.

Chrome inspect from menu

You should see the sidebar appear. This shows you the HTML behind the page, among other things. Look for the HTML tags , , , or

. These all signify you have found a table. See if you want to learn about HTML table basics.

The pandas function we are going to use requires us to find HTML tables. So you’ve just struck gold! 🎉

Let’s grab the data from the webpage. To get each table into a DataFrame we just need to run the following code.

list_of_dfs = pd.read_html('')

Now the DataFrames are in a list.


> list

Let’s see how many DataFrames are in the list.


> 2

Alright, let’s have a look at the first DataFrame. 👀


player data

Looks like a bunch of players’ stats. Good, that matches what we would expect from looking at the website.

Let’s see what’s in the second table.

#machine-learning #data-science #python #html

What is GEEK

Buddha Community

Scrape HTML Tables Without Leaving Pandas
Ava Watson

Ava Watson


Know Everything About HTML With HTML Experts

HTML stands for a hypertext markup language. For the designs to be displayed in web browser HTML is the markup language. Technologies like Cascading style sheets (CSS) and scripting languages such as JavaScript assist HTML. With the help of HTML websites and the web, designs are created. Html has a wide range of academic applications. HTML has a series of elements. HTML helps to display web content. Its elements tell the web how to display the contents.

The document component of HTML is known as an HTML element. HTML element helps in displaying the web pages. An HTML document is a mixture of text nodes and HTML elements.

Basics of HTML are-

The simple fundamental components oh HTML is

  1. Head- the setup information for the program and web pages is carried in the head
  2. Body- the actual substance that is to be shown on the web page is carried in the body
  3. HTML- information starts and ends with and labels.
  4. Comments- come up in between

Html versions timeline

  1. HTML was created in 1990. Html is a program that is updated regularly. the timeline for the HTML versions is
  2. HTML 2- November, 1995
  3. HTML 3- January, 1997
  4. HTML 4- December, 1997; April, 1998; December, 1999; May, 2000
  5. HTML 5- October, 2014; November, 2016; December, 2017

HTML draft version timelines are

  1. October 1991
  2. June 1992
  3. November 1992
  4. June 1993
  5. November 1993
  6. November 1994
  7. April 1995
  8. January 2008
  9. HTML 5-
    2011, last call
    2012 candidate recommendation
    2014 proposed recommendation and recommendation

HTML helps in creating web pages. In web pages, there are texts, pictures, colouring schemes, tables, and a variety of other things. HTML allows all these on a web page.
There are a lot of attributes in HTML. It may get difficult to memorize these attributes. HTML is a tricky concept. Sometimes it gets difficult to find a single mistake that doesn’t let the web page function properly.

Many minor things are to be kept in mind in HTML. To complete an HTML assignment, it is always advisable to seek help from online experts. These experts are well trained and acknowledged with the subject. They provide quality content within the prescribed deadline. With several positive reviews, the online expert help for HTML assignment is highly recommended.

#html assignment help #html assignment writing help #online html assignment writing help #html assignment help service online #what is html #about html

Alisha  Larkin

Alisha Larkin


HTML Tutorial For Beginners

The prospect of learning HTML can seem confusing at first: where to begin, what to learn, the best ways to learn — it can be difficult to get started. In this article, we’ll explore the best ways for learning HTML to assist you on your programming journey.

What is HTML?

Hypertext Markup Language (HTML) is the standard markup language for documents meant to be displayed in a web browser. Along with Cascading Style Sheets (CSS) and JavaScript, HTML completes the trio of essential tools used in creating modern web documents.

HTML provides the structure of a webpage, from the header and footer sections to paragraphs of text, videos, and images. CSS allows you to set the visual properties of different HTML elements, like changing colors, setting the order of blocks on the screen, and defining which elements to display. JavaScript automates changes to HTML and CSS, for example, making the font larger in a paragraph when a user clicks a button on the page.

#html #html-css #html-fundamentals #learning-html #html-css-basics #html-templates

ashika eliza


HTML - A Complete Guide to Master the Top Programming Language

In this era of technology, anything digital holds a prime significance in our day-to-day life. Hence, developers have submerged themselves to create a major impact using programming languages.According to Statista, HTML/CSS holds the second position (the first being Javascript), in the list of most widely-used programming languages globally (2020).Interested to learn this language? Then head on to this tutorial and get to know all about HTML! Plus we have added numerous examples such that you can learn better! So happy learning!
html for beginners

#html #html-for-beginners #html-tutorials #introduction-to-html #learn-html #tutorials-html

Angela  Dickens

Angela Dickens


Commonly Used HTML Tags with Examples

HTML tags are keywords used in HTML to display web-pages with certain properties. They are further used for defining HTML elements. An HTML element consists of a starting tag, some content, and an ending tag. The web browser reads the HTML document from top to bottom, left to right. Each HTML tag defines a new property that helps in rendering the website.



The ‘<>’ brackets contain an HTML tag. There are two types of HTML tags- empty tags or singleton tags and container tags. Singleton tags or empty tags do not contain any content such as an image or a paragraph and hence do not need to be closed, whereas container tags should be closed.


  1. Some Content

Examples of:

Empty tag: 


Container tags: 



  1. <!DOCTYPE>
  2. Paragraph

  3. Heading

  4. Bold
  5. Italic
  6. Underline


HTML Tags example

Head tags:

,<style>,<script>,<link>,<meta> and <base>. <p>Text-formatting tags:</p> <p><h>,<b>,<strong>,<small>,<pre>,<i>,<em>,<sub>,<sup>,<ins>,<dfn>,<del>,<div> and <span>.</p> <p>Link tags:</p> <p><a>, <base>.</p> <p>List tags:</p> <ul>, <ol>, <li>, <dl>, <dd> <p>Table tags:</p> <table> ,<tr> , <td>, <th>, <thead>, <tbody>, <tfoot>. <p>Form tags:</p> <form>, <input>, <select>, <option>, <button>, <label>, <fieldset>, <textarea>. <p>Scripting tags:</p> <script>, <noscript> Image and Object tags: <img>, <figure>, <figcaption>, <area>, <map>, <object>. Here is an alphabetical list of tags used in HTML.

#html tutorials #html image tags #html link tags #html list tags #html tags #html

Syu Swiy

Syu Swiy


List Useful list of Codes for HTML Symbols or Special Characters

List of useful lists of Codes for HTML Symbols or Special Characters - For those of you who have hobbies as blog writers or admins as well as website creators, you may be familiar with Codes for HTML Symbols or Characters, the combination of the code is written in the html script writing section and when run on a browser will display a certain symbol or character. Its function is to add symbols or special characters in existing posts on web pages or blogs. The way it works is that the symbols or special characters are converted into certain character combination codes, which will later be translated by the browser into certain symbols or characters. Read more in ☞

#html_code #symbols_or_special_characters_html #html_character_code #html_character #html_code_symbol #list_html_symbol_code_list