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AMAZON_ACCESS_KEY = 'WHATEVER'
AMAZON_SECRET_KEY = 'SECRET_WHATEVER'

# I'm old-school, so I like the AWS-S3 gem. It's just a lightweight wrapper around Amazon's API.
# https://github.com/marcel/aws-s3
require "aws/s3"
include AWS::S3

def publish_json!(bucket='int.nyt.com', path='applications/represent-json/', filename='foo.json')

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'''
pairwise.py

This script uses the Python Gensim library and heapq from the standard library to make
massively fast and scalable pairwise comparisons between an aribtrarily large number of
documents using TF-IDF and cosine distance.

The script first generates a similarity matrix between all documents in a set, then uses
heapq to retrieve the top K most similar matches to each document in that set. It has been
tested on sets as large as 400,000 documents on a Macbook Air.

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name|id
1911 United|C00508200
50 State Strategy|C00502633
9-9-9 FUND|C00504241
Accountability 2010|C00489641
AFL-CIO Workers' Voices PAC|C00484287
Alaskans Standing Together|C00489385
America for the People|C00497081
America Get Up|C00494278
America Votes Action Fund|C00492520