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Basic Statistics in Python
Coursera
Guided Project
Unknown

Basic Statistics in Python

Coursera

Learn to perform basic statistics including t-tests and correlations using Python, covering data cleaning, exploratory analysis, and visualization.

Unknown1 weeksEnglish

About this Course

By the end of this project, you will learn how to use Python for basic statistics (including t-tests and correlations). We will learn all the important steps of analysis, including loading, sorting and cleaning data. In this course, we will use exploratory data analysis to understand our data and plot boxplots to visualize the data. Boxplots also allow us to investigate any outliers in our datasets. We will then learn how to examine relationships between the different data using correlations and scatter plots. Finally, we will compare data using t-tests. Throughout this course we will analyse a dataset on Science and Technology from World Bank. The measures in this dataset are numeric, therefore you will learn how to handle and compare numeric data. This guided project is for anyone with an interest in performing statistical analysis using Python. This could be someone from a social science background with statistics knowledge who wants to advance their analysis, or anyone interested in analysing data

What You'll Learn

  • Clean data, including removing missing data and unnecessary columns
  • Explore data using descriptive statistics
  • Create visualizations of data and analysis
  • Perform statistical tests such as t-tests and correlations

Prerequisites

  • Basic familiarity with the software or workflow used in the project
  • Ability to follow step-by-step instructions in English

Instructors

L

Laura Gemmell

AI Researcher / Data Specialist

Topics

Probability and Statistics
Data Science
Education
Social Sciences
Statistical Hypothesis Testing
Exploratory Data Analysis
Statistical Visualization
Statistical Analysis
Pandas (Python Package)
Data Cleansing

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

الاحتمالات والإحصاء
علوم البيانات
التعليم
العلوم الاجتماعية
اختبار الفرضيات الإحصائية
التحليل الاستكشافي للبيانات
التصوير الإحصائي
التحليل الإحصائي
Pandas (Python Package)
Data Cleansing

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