Create README.md

README.md

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+
+# Data Source
+High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections found online [here](https://collections.si.edu/search/results.htm?q=butterfly&view=list&fq=online_media_type%3A%22Images%22&fq=topic%3A%22Insects%22&fq=data_source%3A%22NMNH+-+Entomology+Dept.%22&media.CC0=true&dsort=title&start=0)
+
+License: Only CC0
+
+Includes metadata about the scientific name etc.! Might be  also good for classifications 
+
+
+# Example data
+
+```
+{'image_url': 'https://ids.si.edu/ids/deliveryService?id=ark:/65665/m3b3132f6666904de396880d9dc811c5cd',
+ 'image_alt': 'view Aholibah Underwing digital asset number 1',
+ 'id': 'ark:/65665/m3b3132f6666904de396880d9dc811c5cd',
+ 'name': 'Aholibah Underwing',
+ 'scientific_name': 'Catocala aholibah',
+ 'gender': None,
+ 'taxonomy': 'Animalia, Arthropoda, Hexapoda, Insecta, Lepidoptera, Noctuidae, Catocalinae',
+ 'region': None,
+ 'locality': None,
+ 'date': None,
+ 'usnm_no': 'EO400317-DSP',
+ 'guid': 'http://n2t.net/ark:/65665/39b506292-715f-45a7-8511-b49bb087c7de',
+ 'edan_url': 'edanmdm:nmnheducation_10866595',
+ 'source': 'Smithsonian Education and Outreach collections',
+ 'stage': None,
+ 'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=2000x1328 at 0x7F57D0504DC0>,
+ 'image_hash': '27a5fe92f72f8b116d3b7d65bac84958',
+ 'sim_score': 0.8440760970115662}
+​
+```
+
+# Processing
+ sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc)