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tdigest_quickstart_percentile_calculation_with_numpy_data.py
pythonThis quickstart demonstrates how to initialize a TDigest object, add data points
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tdigest_quickstart_percentile_calculation_with_numpy_data.py
1from tdigest import TDigest
2import numpy as np
3
4# Create a TDigest object
5tdigest = TDigest()
6
7# Add data points (e.g., 10,000 random samples from a normal distribution)
8data = np.random.randn(10000)
9tdigest.batch_update(data)
10
11# Calculate percentiles
12percentile_50 = tdigest.percentile(50)
13percentile_95 = tdigest.percentile(95)
14percentile_99 = tdigest.percentile(99)
15
16print(f"50th percentile: {percentile_50}")
17print(f"95th percentile: {percentile_95}")
18print(f"99th percentile: {percentile_99}")