inflearn logo
강의

Course

Instructor
inflearn logo
Data Science

/

Data Analysis

Spatial Analysis Using Python Modules

Let's use the Folium library and Google Cloud API provided by default in Python. You can perform spatial data analysis based on coding without a separate tool.

(5.0) 25 reviews

1,338 learners

Level Basic

Course period Unlimited

Folium
Folium
GIS
GIS
Folium
Folium
GIS
GIS

Reviews from Early Learners

5.0

5.0

Jang Jaehoon

16% enrolled

Thank you for the great lecture!

5.0

Stella Kim

100% enrolled

I was looking for map visualization methods and this is really helpful! I'm going to try applying it to my personal project too! Thank you.

5.0

고명진

32% enrolled

Kinder and cleaner lecture than Kaggle geospatial.

What you will gain after the course

  • Folium

  • How to use Google Cloud API

  • Spatial Analysis Fundamentals

Challenge yourself with versatile Python
Map-based spatial analysis + visualization! 🧭

spatial data analysis ,
It's not difficult, right?

Using only Python-based Polyum library + Google API
You can do spatial analysis on maps !

In this lecture 📖

Among various data analysis processes, spatial analysis is performed to analyze location and geographic data.
Based on the programming language Python, you will learn how to visualize data and draw analytical conclusions using Folium, Google Cloud APIs, and other tools.

Even beginners new to spatial data analysis can benefit. Instead of relying on complex visualization tools or GIS-specific analysis tools, try out a familiar Python library for a fun way to analyze spatial data!

Lecture Learning Objectives
Check it out 📜

  • Basic Learning of Spatial Data Analysis
  • Introduction to Folium and basic function practice (add markers, cluster, change tiles, etc.)
  • Administrative district notation and mapping data analysis
  • Overview and Usage of the Geocoding API
  • Loading Public Data and Geocoding Conversion
  • Handling Real-World Geo Data (Subway Passenger Count Dataset)
  • Preprocessing subway station name data and calculating the total number of passengers getting on and off.
  • Data extraction and Folium visualization by district
  • The importance of visualizing and normalizing other statistics, and analyzing patterns.

How you will look after taking this course ✨

Learn the basics of using Folium for spatial data analysis.

You can use various data-related functions provided by Folium.

You can preprocess/convert and utilize Geo Data using the Geocoding API.

You can perform map visualization and spatial analysis using real public data.

Lecture contents
Check it out in advance! 💻

Build a foundation in Python-based spatial data analysis by following the curriculum! 🚩

Recommended for
these people

Who is this course right for?

  • People who want to do data analysis using Python modules

  • Anyone who wants to try map-based spatial analysis and visualization

Need to know before starting?

  • Python

Hello
This is dee

15,155

Learners

404

Reviews

17

Answers

4.7

Rating

7

Courses

This is the DIP Daegu Big Data Utilization Center.

Our staff, consisting of data analysts, are conducting the lectures. :)

If you visit the center, we provide data analysis and consulting support free of charge.

Website

YouTube Channel

Homepage YouTube Channel

More

Curriculum

All

19 lectures ∙ (2hr 29min)

Published: 
Last updated: 

Reviews

All

25 reviews

5.0

25 reviews

  • teaminssomnia7286님의 프로필 이미지
    teaminssomnia7286

    Reviews 3

    ∙

    Average Rating 5.0

    5

    32% enrolled

    Kinder and cleaner lecture than Kaggle geospatial.

    • estellahjkim4343님의 프로필 이미지
      estellahjkim4343

      Reviews 4

      ∙

      Average Rating 5.0

      5

      100% enrolled

      I was looking for map visualization methods and this is really helpful! I'm going to try applying it to my personal project too! Thank you.

      • kukaeden님의 프로필 이미지
        kukaeden

        Reviews 549

        ∙

        Average Rating 5.0

        5

        21% enrolled

        I learned a lot about development using Python modules. Thank you for the great lecture~^^

        • mani10275162님의 프로필 이미지
          mani10275162

          Reviews 1

          ∙

          Average Rating 5.0

          5

          32% enrolled

          I received a lot of help.

          • jjhgwx님의 프로필 이미지
            jjhgwx

            Reviews 1,073

            ∙

            Average Rating 4.9

            5

            16% enrolled

            Thank you for the great lecture!

            dee's other courses

            Check out other courses by the instructor!

            [For Beginners] Machine Learning with Kaggle • Deep Learning AnalysisCourse Thumbnail

            [For Beginners] Machine Learning with Kaggle • Deep Learning Analysis

            dee

            Free

            Basic / Kaggle, Machine Learning(ML), Deep Learning(DL)

            4.8

            (80)

            2,700+

            This is a basic course on machine learning and deep learning analysis for data analysis beginners.

            Basic

            Basic

            Kaggle, Machine Learning(ML), Deep Learning(DL)

            [For Beginners] Machine Learning with Kaggle • Deep Learning AnalysisCourse Thumbnail

            [For Beginners] Machine Learning with Kaggle • Deep Learning Analysis

            dee

            Free

            Basic / Kaggle, Machine Learning(ML), Deep Learning(DL)

            4.8

            (80)

            2,700+
            [For Beginners] Data Visualization with QGISCourse Thumbnail

            [For Beginners] Data Visualization with QGIS

            dee

            Free

            Beginner / QGIS

            4.5

            (73)

            2,000+

            In the [Beginner's] Data Visualization with QGIS course, you will learn about basic spatial analysis methods using the QGIS program and spatial data.

            Beginner

            Beginner

            QGIS

            [For Beginners] Data Visualization with QGISCourse Thumbnail

            [For Beginners] Data Visualization with QGIS

            dee

            Free

            Beginner / QGIS

            4.5

            (73)

            2,000+
            Big Data Analyst Exam Practice (Python)Course Thumbnail

            Big Data Analyst Exam Practice (Python)

            dee

            Free

            Basic / Big Data, Python

            4.9

            (119)

            5,200+

            This is a lecture on the National Technical Qualification Big Data Analysis Technician Practical with Python. We hope you all pass!

            Basic

            Basic

            Big Data, Python

            Big Data Analyst Exam Practice (Python)Course Thumbnail

            Big Data Analyst Exam Practice (Python)

            dee

            Free

            Basic / Big Data, Python

            4.9

            (119)

            5,200+
            [For Beginners] Data Visualization with Power BICourse Thumbnail

            [For Beginners] Data Visualization with Power BI

            dee

            Free

            Beginner / Power BI, MS-Office

            4.6

            (79)

            2,700+

            In the [Beginner's] Data Visualization with Power BI course, you will learn how to edit data using the query editor, visualize data using various tools, and check and share the analyzed results.

            Beginner

            Beginner

            Power BI, MS-Office

            [For Beginners] Data Visualization with Power BICourse Thumbnail

            [For Beginners] Data Visualization with Power BI

            dee

            Free

            Beginner / Power BI, MS-Office

            4.6

            (79)

            2,700+
            [Mito] Python Data Analysis Starting with MitoCourse Thumbnail

            [Mito] Python Data Analysis Starting with Mito

            dee

            Free

            Beginner / Mito, Pandas, Seaborn

            4.7

            (10)

            400+

            Analyze in an environment like Excel and automatically create Python code. This lecture will help you understand data analysis by comparing it to Pandas and Seaborn.

            Beginner

            Beginner

            Mito, Pandas, Seaborn

            [Mito] Python Data Analysis Starting with MitoCourse Thumbnail

            [Mito] Python Data Analysis Starting with Mito

            dee

            Free

            Beginner / Mito, Pandas, Seaborn

            4.7

            (10)

            400+
            [For Beginners] Machine Learning Analysis with AutoKerasCourse Thumbnail

            [For Beginners] Machine Learning Analysis with AutoKeras

            dee

            Free

            Basic / AutoKeras, Keras, Machine Learning(ML)

            4.8

            (18)

            600+

            In the [Learn Machine Learning with AutoKeras] lecture, you can learn about AutoKeras, which was developed from the Keras library previously used in machine learning, and use it directly through examples.

            Basic

            Basic

            AutoKeras, Keras, Machine Learning(ML)

            [For Beginners] Machine Learning Analysis with AutoKerasCourse Thumbnail

            [For Beginners] Machine Learning Analysis with AutoKeras

            dee

            Free

            Basic / AutoKeras, Keras, Machine Learning(ML)

            4.8

            (18)

            600+

            Similar courses

            Explore other courses in the same field!

            QGIS Map Visualization A to Z (Vector/Basics)Course Thumbnail

            QGIS Map Visualization A to Z (Vector/Basics)

            UPWISE

            $47.30

            Basic / QGIS, GIS, data-visualization, spatial-data

            4.8

            (20)

            200+

            This is a QGIS course where you will learn various map visualization and layout functions through hands-on practice. You will gain practical skills by creating 7 different types of thematic maps as real-world examples!!

            Basic

            Basic

            QGIS, GIS, data-visualization

            QGIS Map Visualization A to Z (Vector/Basics)Course Thumbnail

            QGIS Map Visualization A to Z (Vector/Basics)

            UPWISE

            $47.30

            Basic / QGIS, GIS, data-visualization, spatial-data

            4.8

            (20)

            200+
            [Free] A Taste of Trendy QGIS Visualization (Presidential Election Map)Course Thumbnail

            [Free] A Taste of Trendy QGIS Visualization (Presidential Election Map)

            UPWISE

            Free

            Beginner / QGIS, GIS, mapping, data-visualization, trend

            5.0

            (29)

            300+

            Through the visualization of the 20th presidential election results by city, county, and district, you can practically utilize GIS and gain links and insights that can be applied to your major or professional field. This QGIS lecture is designed for beginners to practice the program easily and quickly.

            Beginner

            Beginner

            QGIS, GIS, mapping

            [Free] A Taste of Trendy QGIS Visualization (Presidential Election Map)Course Thumbnail

            [Free] A Taste of Trendy QGIS Visualization (Presidential Election Map)

            UPWISE

            Free

            Beginner / QGIS, GIS, mapping, data-visualization, trend

            5.0

            (29)

            300+

            Free