tdigest_quickstart_batch_update_and_percentile_calculation.py

1from tdigest import TDigest
2import numpy as np
3
4# Initialize the T-Digest object
5tdigest = TDigest()
6
7# Generate some random data
8data = np.random.normal(size=10000)
9
10# Update the digest with data
11tdigest.batch_update(data)
12
13# Calculate percentiles (e.g., 50th and 99th)
14percentile_50 = tdigest.percentile(50)
15percentile_99 = tdigest.percentile(99)
16
17print(f"50th Percentile: {percentile_50}")
18print(f"99th Percentile: {percentile_99}")