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Expand Up @@ -15,15 +15,15 @@ In the context of the Twitter API, when you want to request Tweets from Twitter,

## Installing Python

Checkout [this tutorial](https://realpython.com/installing-python/) that explains how to install Python on your computer
Checkout [this tutorial](https://realpython.com/installing-python/) that explains how to install Python on your computer.

## Introductory course for Python

Here is a [list of beginners guides](https://wiki.python.org/moin/BeginnersGuide/Programmers) for Python
Here is a [list of beginners guides](https://wiki.python.org/moin/BeginnersGuide/Programmers) for Python.

## Installing R and introductory course on R

Check out [this guide](https://rstudio-education.github.io/hopr/starting.html) that explains how to install R and Rstudio on your computer and provides an introduction to getting started in R
Check out [this guide](https://rstudio-education.github.io/hopr/starting.html) that explains how to install R and Rstudio on your computer and provides an introduction to getting started in R.

## Endpoint

Expand Down Expand Up @@ -62,7 +62,7 @@ Every day many thousands of developers make requests to the Twitter developer pl

## Search query

In order to get data from the Twitter API using search endpoints (recent search and full-archive search), you have to specify the kind of data you are looking for. In order to describe this data, you need to write a search query that consists of operators (described below)
In order to get data from the Twitter API using search endpoints (recent search and full-archive search), you have to specify the kind of data you are looking for. In order to describe this data, you need to write a search query that consists of operators (described below).

## Rules

Expand All @@ -86,7 +86,7 @@ Conversation thread refers to the full conversation from a Tweet including all t

## Apps

[Apps](https://developer.twitter.com/en/docs/apps/overview) are placeholders for your keys and [tokens](https://developer.twitter.com/en/docs/authentication/oauth-2-0/bearer-tokens), that you need in order to connect to the Twitter API
[Apps](https://developer.twitter.com/en/docs/apps/overview) are placeholders for your keys and [tokens](https://developer.twitter.com/en/docs/authentication/oauth-2-0/bearer-tokens), that you need in order to connect to the Twitter API.

## Tweet cap

Expand Down Expand Up @@ -114,11 +114,11 @@ Historical data refers to the Tweets from the past and are obtained from endpoin

## Follower graph

The follower graph refers to the network and relationship of users on Twitter
The follower graph refers to the network and relationship of users on Twitter.

## Text mining

It refers to the the process of deriving analytics and insights from Text
It refers to the the process of deriving analytics and insights from Text.

## Named entity-recognition

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