Skip to main content

perse converts HTML content into structured JSON data

Project description

Perse

PyPI version

Perse

Perse converts HTML to JSON using a mix of traditional html parsing and LLM based data extraction.

Features

It's core features includes:

  • Identify important fields to extract from html
  • Building a JSON schemas that handles nested fields
  • Process html tokens and fill the JSON schema object

It performs a few optimizations after fetching the html while preventing any accidental removal of important data.

These optimizations includes:

  • Removal of styling, scripting and svg tags
  • Collapsing Tags (e.g. divs) with only one child

Comparison

There are a few other libraries but none of them provide a solution for reliable data extraction from html.

HTML to JSON

html2json library is a simple html to json converter that doesn't handle nested fields, nor does it remove unnecessary tags.

When ran on exactly the same html, Perse provides a more structured and cleaner output and at least 50% less verbose output.

HTML to JSON Perse
rate_1.0 rate_1.0

HTML to Markdown

Reader-LM is a language model that converts html to markdown. It doesn't provide a json output catering only to the reader mode which is not suitabel for data extraction, analysis and automations.

Installation

pip install zf-perse

Usage

export PERSE_OPENAI_API_KEY="your-openai-api-key"

CLI

perse --url https://example.com

Python

from perse import perse

url = "https://example.com"
html = requests.get(url).text
j = perse(html)
print(j)

Example

Google's Homepage

$ perse --url https://google.com

{
  "title": "Google",
  "image": "/images/branding/googlelogo/2x/googlelogo_color_272x92dp.png",
  "nav_links": [
    {
      "link_text": "About",
      "link_url": "https://about.google/?fg=1&utm_source=google-SG&utm_medium=referral&utm_campaign=hp-header"
    },
    {
      "link_text": "Store",
      "link_url": "https://store.google.com/SG?utm_source=hp_header&utm_medium=google_ooo&utm_campaign=GS100042&hl=en-SG"
    }
  ],
  "logo": "/images/branding/googlelogo/2x/googlelogo_color_272x92dp.png",
  "search_form": {
    "search_query": "",
    "submit_button": "Google Search",
    "lucky_button": "I'm Feeling Lucky"
  },
  "footer_languages": [
    {
      "language_name": "\u4e2d\u6587(\u7b80\u4f53)",
      "language_url": "https://www.google.com/setprefs?sig=0_FYvV2GBLTXBgHB1mWB1S3fkaxOc%3D&hl=zh-CN&source=homepage&sa=X&ved=0ahUKEwj3ip2pw8iIAxUy1zgGHYB0DtkQ2ZgBCBc"
    },
    {
      "language_name": "Bahasa Melayu",
      "language_url": "https://www.google.com/setprefs?sig=0_FYvV2GBLTXBgHB1mWB1S3fkaxOc%3D&hl=ms&source=homepage&sa=X&ved=0ahUKEwj3ip2pw8iIAxUy1zgGHYB0DtkQ2ZgBCBg"
    },
    {
      "language_name": "\u0ba4\u0bae\u0bbf\u0bb4\u0bcd",
      "language_url": "https://www.google.com/setprefs?sig=0_FYvV2GBLTXBgHB1mWB1S3fkaxOc%3D&hl=ta&source=homepage&sa=X&ved=0ahUKEwj3ip2pw8iIAxUy1zgGHYB0DtkQ2ZgBCBk"
    }
  ],
  "footer_links": [
    {
      "footer_link_text": "Advertising",
      "footer_link_url": "https://www.google.com/intl/en_sg/ads/?subid=ww-ww-et-g-awa-a-g_hpafoot1_1!o2&utm_source=google.com&utm_medium=referral&utm_campaign=google_hpafooter&utm_fg=1"
    },
    {
      "footer_link_text": "Business",
      "footer_link_url": "https://www.google.com/services/?subid=ww-ww-et-g-awa-a-g_hpbfoot1_1!o2&utm_source=google.com&utm_medium=referral&utm_campaign=google_hpbfooter&utm_fg=1"
    },
    {
      "footer_link_text": "How Search works",
      "footer_link_url": "https://google.com/search/howsearchworks/?fg=1"
    },
    {
      "footer_link_text": "Privacy",
      "footer_link_url": "https://policies.google.com/privacy?hl=en-SG&utm_fg=1"
    },
    {
      "footer_link_text": "Terms",
      "footer_link_url": "https://policies.google.com/terms?hl=en-SG&utm_fg=1"
    }
  ]
}

Zeff Muks's Homepage

$ perse --url https://zeffmuks.com

{
  "title": "Zeff Muks",
  "description": "Antifragile Entropy Assassin \ud83e\udd77",
  "og_data": {
    "type": "website",
    "title": "Zeff Muks",
    "description": "Antifragile Entropy Assassin \ud83e\udd77",
    "url": "https://zeffmuks.com/",
    "image": "https://www.zeffmuks.com/images/ZeffMuks-1920.png",
    "site_name": "Zeff Muks"
  },
  "twitter_data": {
    "card": "summary_large_image",
    "site": "@zeffmuks",
    "title": "Zeff Muks",
    "description": "Antifragile Entropy Assassin \ud83e\udd77",
    "image": "https://www.zeffmuks.com/images/ZeffMuks-1920.png"
  },
  "user_section": {
    "header": {
      "profile_image_url": "/images/ZeffMuks-6912.png",
      "title": "Antifragile Entropy Assassin \ud83e\udd77",
      "signature": ""
    },
    "builds": [
      {
        "date": "08/30/2024",
        "name": "Cursor Git",
        "description": "Enhanced Git for Cursor AI Editor",
        "download_link": "https://zf-static.s3.us-west-1.amazonaws.com/cursor-git-0.1.12.vsix",
        "preview_image": "https://zf-static.s3.us-west-1.amazonaws.com/cursor-git-logo128.png",
        "alternative_link": ""
      },
      {
        "date": "08/18/2024",
        "name": "PyZF",
        "description": "Enhancements for Python",
        "download_link": "https://pypi.org/project/PyZF",
        "preview_image": "https://zf-static.s3.us-west-1.amazonaws.com/pyzf-logo128.png",
        "alternative_link": ""
      },
      {
        "date": "08/05/2024",
        "name": "Xanthus",
        "description": "X (formerly Twitter) Assistant",
        "download_link": "https://pypi.org/project/zf-xanthus",
        "preview_image": "https://zf-static.s3.us-west-1.amazonaws.com/xanthus-logo128.png",
        "alternative_link": ""
      },
      {
        "date": "07/24/2024",
        "name": "Jenga",
        "description": "Fast JSON5 Python Library",
        "download_link": "https://pypi.org/project/zf-jenga",
        "preview_image": "",
        "alternative_link": ""
      },
      {
        "date": "07/12/2024",
        "name": "Pegasus",
        "description": "Next Generation Tech Stack",
        "download_link": "https://zf-static.s3.us-west-1.amazonaws.com/pegasus.zip",
        "preview_image": "https://zf-static.s3.us-west-1.amazonaws.com/pegasus-logo128.png",
        "alternative_link": ""
      },
      ...
      {
        "date": "11/01/2023",
        "name": "Z",
        "description": "Next Generation Content Platform",
        "download_link": "https://x.com/zeffmuks/status/1718507463321010429",
        "preview_image": "https://zf-static.s3.us-west-1.amazonaws.com/z-logo128.png",
        "alternative_link": "https://alpha.thez.ai/try"
      }
    ]
  }
}

License

MIT License

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

zf-perse-0.1.8.tar.gz (10.7 kB view hashes)

Uploaded Source

Built Distribution

zf_perse-0.1.8-py3-none-any.whl (9.0 kB view hashes)

Uploaded Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page