WikiArt Scraper

This repository contains scrapers developed for wikiart.org. The scraper is a part of the project Art Guide undertaken in Practicing DS Skills in ML Competitions and Building ML-powered Applications classes.

For our project, we required comprehensive metadata about art pieces, such as genres, styles, and other descriptors which were not present in other datasets I found. Thus, these scrapers are designed to extract all tabular information about Art Pieces, Artists, Art Movements, Schools and Styles.
present on the website.

Overview

The project consists of 5 crawlers:

1. wikiart spider: This crawler extracts comprehensive details and images of various art pieces from the WikiArt website.
2. wikiart artists spider: This crawler specializes in gathering information about artists.
3. wikiart styles spider: This crawler is focused on collecting extensive information about different art styles.
4. wikiart movements spider: This crawler delves into the world of art movements.
5. wikiart schools spider: This crawler concentrates on gathering comprehensive data about art schools.

In addition to the primary crawlers, the project includes DuckDuckGo spiders for updating descriptions in specific categories:

• duck_duck_go.py: Updates descriptions for art pieces.
• duck_duck_go_artist.py: Updates information about artists.
• duck_duck_go_style.py: Updates information about art styles.
• duck_duck_go_movement.py: Updates information about art movements.
• duck_duck_go_school.py: Updates information about art schools.

These DuckDuckGo spiders enhance and maintain the data integrity by fetching updated information for paintings, artists, styles, movements, and schools based on the existing datasets.

Scraped Information for Artworks:

• URL
• Title
• Original Title
• Author
• Author Link
• Date
• Styles
• Series
• Series Link
• Genre
• Genre Link
• Media
• Location
• Dimensions
• Description
• Wiki Description
• Wiki Link
• Tags
• Image URLs
• Images

Scraped Information about Artists:

• URL
• Name
• Original Name
• Birth Date
• Birthplace
• Death Date
• Death Place
• Active Years
• Nationality
• Art Movements
• Painting School
• Genres
• Fields
• Influenced On
• Influenced By
• Teachers
• Pupils
• Art Institutions
• Friends And Coworkers
• Description
• Wiki Description
• Wikipedia Link

Scraped Information for Art Styles:

• Name
• Link
• Description

Scraped Information for Art Movements:

• Name
• Link
• Description

Scraped Information for Art Schools:

• Name
• Link
• Description

The main objective is to extract detailed data about art pieces and artists from the website, providing valuable datasets for data science and machine learning endeavors.

Scraping of 191265 images took ~14 hours on a MacBook Pro (Retina, 15-inch, Mid 2015, 2,2 GHz Quad-Core Intel Core i7). Scraping of 3521 artists took less than 10 minutes

Prerequisites

• Python 3.x (3.10 is verified)
• Scrapy

Installation

1. Clone this repository: git clone https://github.com/michaelvin1322/scrapWikiArt

2. Navigate to the repository and install the required packages:

cd ScrapWikiArt
pip install -r requirements.txt

Crawler	Command
Art Pieces Crawler	scrapy runspider -o data/data.csv -t csv ScrapWikiArt/spiders/wikiart.py
Artists Crawler	scrapy runspider -o data/artists.csv -t csv ScrapWikiArt/spiders/wikiart_artist.py
Styles Crawler	scrapy runspider -o data/styles.csv -t csv ScrapWikiArt/spiders/wikiart_style.py
Movements Crawler	scrapy runspider -o data/movements.csv -t csv ScrapWikiArt/spiders/wikiart_movement.py
Schools Crawler	scrapy runspider -o data/schools.csv -t csv ScrapWikiArt/spiders/wikiart_school.py
DuckDuckGo Crawler	scrapy runspider -o data/data_update.csv -t csv -a input_file=data/data.csv ScrapWikiArt/spiders/duck_duck_go.py
DuckDuckGo Artist Spider	scrapy runspider -o data/artist_update.csv -t csv -a input_file=data/artists.csv ScrapWikiArt/spiders/duck_duck_go_artist.py
DuckDuckGo Styles Spider	scrapy runspider -o data/styles_update.csv -t csv -a input_file=data/styles.csv ScrapWikiArt/spiders/duck_duck_go_style.py
DuckDuckGo Movements Spider	scrapy runspider -o data/movements_update.csv -t csv -a input_file=data/movements.csv ScrapWikiArt/spiders/duck_duck_go_movement.py
DuckDuckGo Schools Spider	scrapy runspider -o data/schools_update.csv -t csv -a input_file=data/schools.csv ScrapWikiArt/spiders/duck_duck_go_school.py

Output

Art Pieces Crawler

By default, images will be downloaded into the data/img directory and data will be saved in data/data.csv.

Images folder may be changed in settings.py by changing path in IMAGES_STORE.

Artists Crawler

By default, data will be saved in data/artists.csv.

Styles Crawler

By default, data will be saved in data/styles.csv.

Movements Crawler

By default, data will be saved in data/movements.csv.

Schools Crawler

By default, data will be saved in data/schools.csv.