Analisis Data Berbasis Python — Peran Pandas dan Web Scraping
📰 Medium · Python
Learn how to analyze data using Python with Pandas and Web Scraping, and understand the role of Pandas in data manipulation and analysis
Action Steps
- Install Python and Pandas library
- Import Pandas library and start working with Series and DataFrame data structures
- Use Web Scraping to collect data from websites
- Apply data manipulation and analysis techniques using Pandas
- Visualize data using various libraries such as Matplotlib or Seaborn
Who Needs to Know This
Data analysts and scientists can benefit from this article to improve their skills in data analysis and manipulation using Python and Pandas. It can also be useful for web developers who need to scrape data from websites.
Key Insight
💡 Pandas is a powerful library for data manipulation and analysis in Python
Share This
📊 Learn data analysis with Python and Pandas! 💻
Key Takeaways
Learn how to analyze data using Python with Pandas and Web Scraping, and understand the role of Pandas in data manipulation and analysis
Full Article
Title: Analisis Data Berbasis Python — Peran Pandas dan Web Scraping
URL Source: https://medium.com/@asmarindaayesha/analisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14?source=rss------python-5
Published Time: 2026-04-22T01:45:58Z
Markdown Content:
# Analisis Data Berbasis Python — Peran Pandas dan Web Scraping | by Ayesha Asra Asmarinda | Apr, 2026 | Medium
[Sitemap](https://medium.com/sitemap/sitemap.xml)
[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)
[](https://medium.com/?source=post_page---top_nav_layout_nav-----------------------------------------)
Get app
[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)
[Search](https://medium.com/search?source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

# **Analisis Data Berbasis Python — Peran Pandas dan Web Scraping**
[](https://medium.com/@asmarindaayesha?source=post_page---byline--c07244770c14---------------------------------------)
[Ayesha Asra Asmarinda](https://medium.com/@asmarindaayesha?source=post_page---byline--c07244770c14---------------------------------------)
Follow
4 min read
·
1 hour ago
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fc07244770c14&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&user=Ayesha+Asra+Asmarinda&userId=41e4083d139b&source=---header_actions--c07244770c14---------------------clap_footer------------------)
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fc07244770c14&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=---header_actions--c07244770c14---------------------bookmark_footer------------------)
Share
Press enter or click to view image in full size

Tugas Pemograman dan Data Raya Lanjutan
Dosen Pengampu : Sabo Hermawan, S.Kom., M.Si.
Nama : Ayesha Asra Asmarinda
Prodi : S1 Bisnis Digital (C)
Universitas Negeri Jakarta
## Materi PDRL BAB 2 Manipulasi Data Tabular
### Apa itu Pandas?
Press enter or click to view image in full size

Pandas merupakan salah satu library penting dalam Python yang digunakan untuk mengelola dan menganalisis data secara efisien. Pandas menjadi alat yang mempermudah proses dalam mengelola data. Selain itu, Pandas banyak digunakan dalam berbagai bidang dari analisis bisnis hingga machine learning.
### Struktur Data Utama di Pandas
1. Series
Series merupakan struktur data paling dasar dalam pandas yang berisi nilai dan indeks. Indeks ini membantu dalam mengakses data tidak hanya berdasarkan posisi, tetapi juga label.
2. DataFrame
DataFrame merupakan struktur utama dalam Pandas yang berbe
URL Source: https://medium.com/@asmarindaayesha/analisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14?source=rss------python-5
Published Time: 2026-04-22T01:45:58Z
Markdown Content:
# Analisis Data Berbasis Python — Peran Pandas dan Web Scraping | by Ayesha Asra Asmarinda | Apr, 2026 | Medium
[Sitemap](https://medium.com/sitemap/sitemap.xml)
[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)
[](https://medium.com/?source=post_page---top_nav_layout_nav-----------------------------------------)
Get app
[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)
[Search](https://medium.com/search?source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

# **Analisis Data Berbasis Python — Peran Pandas dan Web Scraping**
[](https://medium.com/@asmarindaayesha?source=post_page---byline--c07244770c14---------------------------------------)
[Ayesha Asra Asmarinda](https://medium.com/@asmarindaayesha?source=post_page---byline--c07244770c14---------------------------------------)
Follow
4 min read
·
1 hour ago
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fc07244770c14&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&user=Ayesha+Asra+Asmarinda&userId=41e4083d139b&source=---header_actions--c07244770c14---------------------clap_footer------------------)
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fc07244770c14&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40asmarindaayesha%2Fanalisis-data-berbasis-python-peran-pandas-dan-web-scraping-c07244770c14&source=---header_actions--c07244770c14---------------------bookmark_footer------------------)
Share
Press enter or click to view image in full size

Tugas Pemograman dan Data Raya Lanjutan
Dosen Pengampu : Sabo Hermawan, S.Kom., M.Si.
Nama : Ayesha Asra Asmarinda
Prodi : S1 Bisnis Digital (C)
Universitas Negeri Jakarta
## Materi PDRL BAB 2 Manipulasi Data Tabular
### Apa itu Pandas?
Press enter or click to view image in full size

Pandas merupakan salah satu library penting dalam Python yang digunakan untuk mengelola dan menganalisis data secara efisien. Pandas menjadi alat yang mempermudah proses dalam mengelola data. Selain itu, Pandas banyak digunakan dalam berbagai bidang dari analisis bisnis hingga machine learning.
### Struktur Data Utama di Pandas
1. Series
Series merupakan struktur data paling dasar dalam pandas yang berisi nilai dan indeks. Indeks ini membantu dalam mengakses data tidak hanya berdasarkan posisi, tetapi juga label.
2. DataFrame
DataFrame merupakan struktur utama dalam Pandas yang berbe
DeepCamp AI