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August 29, 2015 14:18
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Small script for importing csv files to elasticsearch
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| #!/usr/bin/env python | |
| import argparse | |
| import sys, os, time | |
| import pandas | |
| import requests | |
| from elasticsearch import Elasticsearch | |
| es = Elasticsearch() | |
| def process_file(datafile, host, port, filetype, index, group, clear_index, sep): | |
| ''' Host and Port not supported yet ''' | |
| if 'csv' not in filetype: | |
| print('Just csv supported for now') | |
| sys.exit(1) | |
| if clear_index: | |
| resp = es.indices.delete(index=index, ignore=[404]) | |
| print resp | |
| df = pandas.io.parsers.read_csv(datafile, sep=sep) | |
| df.fillna(0,inplace=True) | |
| for (i, row) in df.iterrows(): | |
| res = es.index(index=index, doc_type=group, body=row.to_dict()) | |
| if i%1000==0: | |
| print i | |
| if __name__ == '__main__': | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument('--host', default='localhost') | |
| parser.add_argument('--port', default='9200') | |
| parser.add_argument('--index', required=True) | |
| parser.add_argument('--group', required=True) | |
| parser.add_argument('--sep', default=',', help="Separator for csv files") | |
| parser.add_argument('--clear-index', dest='clear_index', action='store_true') | |
| parser.add_argument('--dont-clear-index', dest='clear_index', action='store_false') | |
| parser.set_defaults(clear_index=True) | |
| parser.add_argument('datafile') | |
| args = parser.parse_args() | |
| _, fileext = os.path.splitext(args.datafile) | |
| process_file(filetype=fileext, **vars(args)) |
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