Harvesting data at the <html>
mine... Here comes Jason the Miner, a versatile Web scraper for Node.js.
- Composable: via a modular architecture based on pluggable processors. The output of one processor feeds the input of the next one. There are 3 types of processors:
- loaders: to fetch the data (via HTTP requests, by reading text files, etc.)
- parsers: to parse the data (HTML by default) & extract the relevant parts according to a predefined schema
- transformers: to transform and/or output the results (to a CSV file, via email, etc.)
- Configurable: each processor can be chosen & configured independently
- Extensible: you can register your own custom processors
- CLI-friendly: Jason the Miner works well with pipes & redirections
- Promise-based API
- MIT-licensed
npm install -g jason-the-miner
If you don't want to install it, you can use it directly with npx:
npx jason-the-miner -c my-config.json
Clone the project:
$ git clone https://github.com/mawrkus/jason-the-miner.git
$ cd jason-the-miner
$ npm install
$ npm run demos
Then have a look at the demos folder, you'll find examples of scraping:
- Simple GitHub search results (JSON, CSV, Markdown output)
- More complex GitHub search results (including following links & paginating issues)
- Goodreads books, following links to Amazon to grab their product ID
- Google search results for finding mobile apps in various blogs, etc.
- IMDb images gallery links with pagination
- Mixcloud stats, templating them & sending them by mail
- Mixcloud SPA scraping, by controlling a headless Chrome browser with Puppeteer
- Avatars and downloading them
- A CSV file to bulk insert data to Elasticsearch
Scraping the most popular Javascript scrapers from GitHub:
// github-config.json
{
"load": {
"http": {
"url": "https://github.com/search",
"params": {
"q": "scraper",
"l": "JavaScript",
"type": "Repositories",
"s": "stars",
"o": "desc"
}
}
},
"parse": {
"html": {
"repos": [".repo-list .repo-list-item h3 > a"]
}
},
"transform": {
"json-file": {
"path": "./github-repos.json"
}
}
}
jason-the-miner -c github-config.json
Alternatively, with pipes & redirections:
// github-config.json
{
"parse": {
"html": {
"repos": [".repo-list .repo-list-item h3 > a"]
}
}
}
curl https://github.com/search?q=scraper&l=JavaScript&type=Repositories&s=stars&o=desc | jason-the-miner -c github-config.json > github-repos.json
const JasonTheMiner = require('jason-the-miner');
const jason = new JasonTheMiner();
const load = {
http: {
url: "https://github.com/search",
params: {
q: "scraper",
l: "JavaScript",
type: "Repositories",
s: "stars",
o: "desc"
}
}
};
const parse = {
html: {
"repos": [".repo-list .repo-list-item h3 > a"]
}
};
jason.harvest({ load, parse }).then(results => console.log(results));
{
"load": {
"[loader name]": {
// loader options
}
},
"parse": {
"[parser name]": {
// parser options
}
},
"transform": {
"[transformer name]": {
// transformer options
}
}
}
Jason the Miner comes with 4 built-in loaders:
Name | Description | Options |
---|---|---|
http |
Uses axios as HTTP client | All axios request options + [_concurrency=1] (to limit the number of concurrent requests when following/paginating) & [_cache] (to cache responses on the file system) |
file |
Reads the content of a file | path , [stream=false] , [encoding="utf8"] & [_concurrency=1] (to limit the number of concurrent requests when paginating) |
csv-file |
Uses csv-parse to read a CSV file | All csv-parse options in a csv object + path + [encoding="utf8"] |
stdin |
Reads the content from the standard input | [encoding="utf8"] |
For example, an HTTP load config with responses cached in the "tests/http-cache" folder:
...
"load": {
"http": {
"baseURL": "https://github.com",
"url": "/search?l=JavaScript&o=desc&q=scraper&s=stars&type=Repositories",
"_concurrency": 2,
"_cache": {
"_folder": "tests/http-cache"
}
}
}
...
Check the demos folder for more examples.
Currently, Jason the Miner comes with 2 built-in parsers:
Name | Description | Options |
---|---|---|
html |
Parses HTML, built with Cheerio | A parse schema |
csv |
Parses CSV, built with csv-parse | All csv-parse options |
...
"html": {
// Single value
"repo": ".repo-list .repo-list-item h3 > a"
// Collection of values
"repos": [".repo-list .repo-list-item h3 > a"]
// Single object
"repo": {
"name": ".repo-list .repo-list-item h3 > a",
"description": ".repo-list .repo-list-item div:first-child"
}
// Single object, providing a root selector _$
"repo": {
"_$": ".repo-list .repo-list-item",
"name": "h3 > a",
"description": "div:first-child"
}
// Collection of objects
"repos": [{
"_$": ".repo-list .repo-list-item",
"name": "h3 > a",
"description": "div:first-child"
}]
// Following
"repos": [{
"_$": ".repo-list .repo-list-item",
"name": "h3 > a",
"description": "div:first-child",
"_follow": {
"_link": "h3 > a",
"stats": {
"_$": ".pagehead-actions",
"watchers": "li:nth-child(1) a.social-count",
"stars": "li:nth-child(2) a.social-count",
"forks": "li:nth-child(3) a.social-count"
}
}
}]
// Paginating
"repos": [{
"_$": ".repo-list .repo-list-item",
"name": "h3 > a",
"description": "div:first-child",
"_paginate": {
"_link": ".pagination > a[rel='next']",
"_depth": 1
}
}]
}
...
Full flavour
...
"html": {
"title": "title | trim",
"metas": {
"lang": "html < attr(lang)",
"content-type": "meta[http-equiv='Content-Type'] < attr(content)"
},
"stylesheets": ["link[rel='stylesheet'] < attr(href)"],
"repos": [{
"_$": ".repo-list .repo-list-item ? text(crawler)",
"_slice": "0,3",
"name": "h3 > a",
"last-update": "relative-time < attr(datetime)",
"_follow": {
"_link": "h3 > a",
"description": "meta[property='og:description'] < attr(content) | trim",
"url": "link[rel='canonical'] < attr(href)",
"stats": {
"_$": ".pagehead-actions",
"watchers": "li:nth-child(1) a.social-count | trim",
"stars": "li:nth-child(2) a.social-count | trim",
"forks": "li:nth-child(3) a.social-count | trim"
},
"_follow": {
"_link": ".js-repo-nav span[itemprop='itemListElement']:nth-child(2) > a",
"open-issues": [{
"_$": ".js-navigation-container li > div > div:nth-child(3)",
"desc": "a:first-child | trim",
"opened": "relative-time < attr(datetime)"
}],
"_paginate": {
"_link": "a[rel='next']",
"_slice": "0,1",
"_depth": 2
}
}
}
}],
}
...
As you can see, a schema is a plain object that recursively defines:
- the names of the values/collection of values that you want to extract: "title" (single value), "metas" (object), "stylesheets" (collection of values), "repos" (collection of objects)
- how to extract them:
[selector] ? [matcher] < [extractor] | [filter]
(check "Parse helpers" below)
Additional instructions can be passed to the parser:
_$
acts as a root selector: further parsing will happen in the context of the element identified by this selector_slice
limits the number of elements to parse, likeArray.prototype.slice(begin[, end])
_follow
tells Jason to follow a single link (fetch new data) & to continue scraping after the new data is received_paginate
tells Jason to paginate (fetch & scrape new data) & to merge the new values in the current context, here multiple links can be selected to scrape in parallel multiple pages
The following syntax specifies how to extract a value:
[property name]: [selector] ? [matcher] < [extractor] | [filter]
For instance:
...
"repos": [".repo-list-item h3 > a ? text(crawler) < attr(title) | trim"]
...
Will extract a "repos" array of values from the links identified by the ".repo-list-item h3 > a" selector, matching only the ones containing the text "crawler". The values will be retrieved from the "title" attribute of each link and will be trimmed.
Matchers:
text(regexString)
html(regexString)
attr(attributeName,regexString)
slice(begin,end)
They are used to test an element in order to decide whether to include/discard it from parsing. If not specified, Jason includes every element.
Extractors:
text([optionalStaticText])
(by default)html()
attr(attributeName)
regex(regexString)
date(inputFormat,outputFormat)
(parses a date with moment)uuid()
(generates a uuid v1 with uuid)count()
(counts the number of elements matching the selector, needs an array schema definition)
Filters:
trim
single-space
lowercase
uppercase
json-parse
(to parse JSON, like JSON-LD)
Name | Description | Options |
---|---|---|
stdout |
Writes the results to stdout | [encoding="utf8"] |
json-file |
Writes the results to a JSON file | path & [encoding="utf8"] |
csv-file |
Writes the results to a CSV file using csv-stringify | csv : same as csv-stringify + path , [encoding='utf8'] and [append=false] (whether to append the results to an existing file or not) |
download-file |
Downloads files to a given folder using axios | [baseURL] , [parseKey] , [folder='.'] , [namePattern='{name}'] , [maxSizeInMb=1] & [concurrency=1] |
email |
Sends the results by email using nodemailer | Same as nodemailer, split between the smtp and message options |
Jason supports a single transformer or an array of transformers:
{
...
"transform": [{
"json-file": {
"path": "./github-repos.json"
}
}, {
"csv-file": {
"path": "./github-repos.csv"
}
}]
}
Scraping parameters can be defined in a CSV file and applied to configure the processors:
{
"bulk": {
"csv-file": {
"path": "./github-search-queries.csv",
"csv": {
"columns": true,
"delimiter": ","
}
}
},
"load": {
"http": {
"baseURL": "https://github.com",
"url": "/search?l={language}&o=desc&q={query}&s=stars&type=Repositories",
"_concurrency": 2
}
},
"parse": {
"html": {
"title": "< text(Best {language} repos)",
"repos": [".repo-list .repo-list-item h3 > a"]
}
},
"transform": {
"json-file": {
"path": "./github-repos-{language}.json"
}
}
}
github-search-queries.csv :
language,query
JavaScript,scraper
Python,scraper
fallbacks
defines which processor to use when not explicitly configured (or missing in the config file):
load
: 'identity',parse
: 'identity',transform
: 'identity',bulk
: null
The fallbacks change when using the CLI (see bin/jason-the-miner.js
):
load
: 'stdin',parse
: 'html',transform
: 'stdout',bulk
: null
Loads a config from a JSON or JS file.
jason.loadConfig('./harvest-me.json');
Launches the harvesting process:
jason
.loadConfig('./config.json')
.then(() => jason.harvest())
.catch(error => console.error(error));
You can pass custom options to temporarily override the current config:
jason
.loadConfig('./config.json')
.then(() => jason.harvest({
load: {
http: {
url: "https://github.com/search?q=scraper&l=Python&type=Repositories"
}
}
}))
.catch(error => console.error(error));
To permanently override the current config, you can modify Jason's config
property:
const allResults = [];
jason
.loadConfig('./harvest-me.json')
.then(() => jason.harvest())
.then((results) => {
allResults.push(results);
jason.config.load.http.url = 'https://github.com/search?q=scraper&l=Python&type=Repositories';
return jason.harvest();
})
.then((results) => {
allResults.push(results);
})
.catch(error => console.error(error));
Registers a parse helper in one of the 3 categories: match
, extract
or filter
.
helper
must be a function.
const url = require('url');
jason.registerHelper({
category: 'filter',
name: 'remove-query-params',
helper: (href = '') => {
if (!href || href === '#') {
return href;
}
const { protocol, host, pathname } = url.parse(href);
return `${protocol}//${host}${pathname}`;
}
});
Registers a new processor in one of the 3 categories: load
, parse
or transform
.
processor
must be a class implementing the run()
method:
jason.registerProcessor({
category: 'transform',
name: 'template',
processor: Templater
});
class Templater {
constructor({ config }) {
// receives automatically its config
}
/**
* @param {*} results
* @return {Promise.<*>}
*/
run({ results }) {
// must be implemented & must return a promise.
}
}
jason.config.transform = {
template: {
"templatePath": "my-template.tpl",
"outputPath": "my-page.html"
}
};
Be aware that loaders must also implement the getConfig()
and buildLoadOptions({ link })
methods.
Have a look at the source code for more info.
$ git clone https://github.com/mawrkus/jason-the-miner.git
$ cd jason-the-miner
$ npm install
$ npm run test
- Web Scraping With Node.js: https://www.smashingmagazine.com/2015/04/web-scraping-with-nodejs/
- X-ray, The next web scraper. See through the noise: https://github.com/lapwinglabs/x-ray
- Simple, lightweight & expressive web scraping with Node.js: https://github.com/eeshi/node-scrapy
- Node.js Scraping Libraries: http://blog.webkid.io/nodejs-scraping-libraries/
- https://www.scrapesentry.com/scraping-wiki/web-scraping-legal-or-illegal/
- http://blog.icreon.us/web-scraping-and-you-a-legal-primer-for-one-of-its-most-useful-tools/
- Web scraping o rastreo de webs y legalidad: https://www.youtube.com/watch?v=EJzugD0l0Bw
- Scraper API blog: https://www.scraperapi.com/blog/
Please take these guidelines in consideration when scraping:
- The content being scraped is not copyright protected.
- The act of scraping does not burden the services of the site being scraped.
- The scraper does not violate the Terms of Use of the site being scraped.
- The scraper does not gather sensitive user information.
- The scraped content adheres to fair use standards.