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# Same SQL, Same DB, 100x-200x Faster Analytics

<p align="center">
<img src="http://verdictdb.org/image/verdict-for-impala-speedup.png" width="600px" />
</p>

Verdict brings you Interactive-speed, resource-efficient data analytics.

1. **200x faster by sacrificing only 1% accuracy**
   Verdict can give you 99% accurate answers for your big data queries in a fraction of the time needed for calculating exact answers. If your data is too big to analyze in a couple of seconds, you will like Verdict.
2. **No change to your database**
   Verdict is a middleware standing between your application and your database. You can just issue the same queries as before and get approximate answers right away. Of course, Verdict handles exact query processing too.
3. **Runs on (almost) any database**<commit_msg>removed two demo badges that did not work.<commit_after>[![CircleCI](https://circleci.com/gh/umich-dbgroup/verdictdb-core/tree/master.svg?style=shield&circle-token=<PASSWORD>)](https://circleci.com/gh/umich-dbgroup/verdictdb-core/tree/master)

# Same SQL, Same DB, 100x-200x Faster Analytics

<p align="center">
<img src="http://verdictdb.org/image/verdict-for-impala-speedup.png" width="600px" />
</p>

Verdict brings you Interactive-speed, resource-efficient data analytics.

1. **200x faster by sacrificing only 1% accuracy**
   Verdict can give you 99% accurate answers for your big data queries in a fraction of the time needed for calculating exact answers. If your data is too big to analyze in a couple of seconds, you will like Verdict.
2. **No change to your database**
   Verdict is a middleware standing between your application and your database. You can just issue the same queries as before and get approximate answers right away. Of course, Verdict handles exact query processing too.
3. **Runs on (almost) any database**
{'fraction_non_alphanumeric': 0.10756972111553785, 'fraction_numerical': 0.01593625498007968, 'mean_word_length': 4.9317585301837275, 'pattern_counts': {'":': 0, '<': 11, '<?xml version=': 0, '>': 11, 'https://': 6, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '158660', 'n_tokens_mistral': 697, 'n_tokens_neox': 653, 'n_words': 244}