Last active
January 31, 2016 23:13
-
-
Save jsha/e6bd3860efd54224644b to your computer and use it in GitHub Desktop.
Python script to count occurrences of a field value in MySQL
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/usr/bin/env python | |
# | |
# Using MySQL's grouping and counting features for very large tables is | |
# very slow. This Python script makes it much faster to count unique | |
# values of a given column. It selects the column values in reasonably-sized | |
# chunks (10k rows), and feeds those values into a collections.Counter. | |
# | |
# Assumptions: you have a .my.cnf set up to connect to the right DB with the | |
# right username and password. Your table has an id field, which is numeric and | |
# ideally autoincrement (for smooth distribution of values). | |
import subprocess | |
import collections | |
import threading | |
process = subprocess.Popen("mysql -B --skip-column-names", shell=True, stdin=subprocess.PIPE, stdout=subprocess.PIPE) | |
field = "source_uid" | |
table = "Actions" | |
inc = 10000 | |
bottom = 0 | |
top = int(1e9) | |
def query(): | |
for i in range(bottom, top, inc): | |
process.stdin.write("""select %s from %s where %d <= id and id < %d;\n""" % ( | |
field, table, i, i + inc)) | |
process.stdin.close() | |
t = threading.Thread(target=query) | |
t.start() | |
c = collections.Counter(process.stdout) | |
for (value, count) in c.most_common(50): | |
print value.rstrip('\n'), count | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment