メインコンテンツへスキップ

ホーム Python

コース

Analyzing Social Media Data in Python

中級スキルレベル

更新日 2026/01

In this course, you'll learn how to collect Twitter data and analyze Twitter text, networks, and geographical origin.

コースを無料で開始

PythonData Manipulation

4時間

14 ビデオ

51 演習

4,000 XP

24,142

修了証明書

何千もの企業の従業員が支持

チームのトレーニングを担当していますか？

Businessをお試しください

コース説明

Twitter produces hundreds of million messages per day, with people around the world discussing sports, politics, business, and entertainment. You can access thousands of messages flowing in this stream in a matter of minutes. In this course, you will learn how to collect Twitter data and analyze tweet text, Twitter networks, and the geographical origin of the tweet. We'll be doing this with datasets on tech companies, data science hashtags, and the 2018 State of the Union address. Using these methods, you will be able to inform business and political decision-making by discovering the prevalence of important topics, the diversity of discussion networks, and a topic's geographical reach.

前提条件

Data Manipulation with pandas

1

Basics of Analyzing Twitter Data

Why analyze Twitter, how to access Twitter APIs, and understanding Twitter JSON.

Analyzing Twitter data

Why Analyze Twitter Data?

Uses of Twitter analysis

Collecting data through the Twitter API

Twitter APIs

Setting up tweepy authentication

Collecting data on keywords

Understanding Twitter JSON

Loading and accessing tweets

Accessing user data

Accessing retweet data

チャプターを開始

2

Processing Twitter text

How to process Twitter text.

Processing Twitter text

Tweet Items and Tweet Flattening

A tweet flattening function

Loading tweets into a DataFrame

Counting words

Finding keywords

Looking for text in all the wrong places

Comparing #python to #rstats

Time series

Creating time series data frame

Generating mean frequency

Plotting mean frequency

Sentiment analysis

Loading VADER

Calculating sentiment scores

Plotting sentiment scores

チャプターを開始

3

Twitter Networks

Network analysis with Twitter data.

Twitter networks

Types of Twitter networks

Which direction is the arrow?

Importing and visualizing Twitter networks

Creating retweet network

Creating reply network

Visualizing retweet network

Individual-level network metrics

In-degree centrality

Betweenness centrality

チャプターを開始

4

Putting Twitter data on the map

How to map Twitter data.

Maps and Twitter data

Motivations

Comparisons

Geographical data in Twitter JSON

Coordinates and bounding boxes

Accessing user-defined location

Accessing bounding box

Calculating the centroid

Creating Twitter maps

Creating Basemap map

Plotting centroid coordinates

Coloring by sentiment

Congratulations!

チャプターを開始

Analyzing Social Media Data in Python

コース完了

修了証明書を取得

この修了書をLinkedInや履歴書、CVに追加しましょう
ソーシャルメディアや人事評価で共有しましょう今すぐ登録

19百万人を超える学習者と共にAnalyzing Social Media Data in Pythonを始めましょう！

DataCamp for Mobileでデータスキルを磨きましょう

モバイルコースと毎日の 5 分間のコーディングチャレンジで、外出先でも進歩できます。