we have a requirement to extract dark data from unstructured sources such as letters, rad reports, etc. Please suggest azure resource to extract data from common document formats: DOC, DOCX, PDF, RTF, TXT, HTML, etc and then to do analysis on the extracted data.
Azure resource to handle unstructured data sources
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It sounds like you just want to extract raw text or images from these rich text format documents. If only do these, some libraries of parsing different documents is your real needs.
Here is some libraries in Java or Python to do that. If you are using .NET which I'm not familiar with, you can search in Google or Bing to find these alternative for .NET.
Apache POI
is a good library for extracting data from MS office files; for Python, there seems to be not any package to do that, except using COM object likeWord.Application
orIronPython
(Reading/Writing MS Word files in Python) in .NET on Windows.Apache PDFBox
,jPDFText
for Java andPyPDF2
for Python.javax.swing.text.rtf.RTFEditorKit
which you can get some sample code via search; like #1, also seems none for Python.jsoup
for Java andBeautifulSoup
&HTMLParser
for Python are best for extracting data from HTML.Stanford NLP
for Java andNLTK
for Python are useful, also using Azure Text Analytics API of Cognitive Service can help doing some like key phrase extraction, and language detection.Tess4J
or others you searched in GitHub.All of above are almost depended on the third party dev kits without Azure resources. However, you can store these documents in Azure Storage and process them on Azure VM or Batch services, even to analyze the extract data in Azure Jupyter Notebook or use Azure ML to do more deeper research.