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- Init 1/10 with method: k-means++
- Inertia for init 1/10: 12542121.769302
- Init 2/10 with method: k-means++
- Inertia for init 2/10: 11740229.798550
- Init 3/10 with method: k-means++
- Inertia for init 3/10: 12157150.778708
- Init 4/10 with method: k-means++
- Inertia for init 4/10: 11899131.259979
- Init 5/10 with method: k-means++
- Inertia for init 5/10: 12038138.570107
- Init 6/10 with method: k-means++
- Inertia for init 6/10: 12327521.342839
- Init 7/10 with method: k-means++
- Inertia for init 7/10: 12361252.587329
- Init 8/10 with method: k-means++
- Inertia for init 8/10: 12644719.134577
- Init 9/10 with method: k-means++
- Inertia for init 9/10: 12794746.085108
- Init 10/10 with method: k-means++
- Inertia for init 10/10: 12793970.874149
- Minibatch iteration 1/1000: mean batch inertia: 213657.404042, ewa inertia: 213657.404042
- Minibatch iteration 2/1000: mean batch inertia: 218004.716296, ewa inertia: 218004.716296
- Minibatch iteration 3/1000: mean batch inertia: 228879.938393, ewa inertia: 228879.938393
- Minibatch iteration 4/1000: mean batch inertia: 233992.486953, ewa inertia: 233992.486953
- Minibatch iteration 5/1000: mean batch inertia: 220473.475531, ewa inertia: 220473.475531
- Minibatch iteration 6/1000: mean batch inertia: 198509.020382, ewa inertia: 198509.020382
- Minibatch iteration 7/1000: mean batch inertia: 207093.985388, ewa inertia: 207093.985388
- Minibatch iteration 8/1000: mean batch inertia: 197195.474417, ewa inertia: 197195.474417
- Minibatch iteration 9/1000: mean batch inertia: 200806.059252, ewa inertia: 200806.059252
- Minibatch iteration 10/1000: mean batch inertia: 222666.521049, ewa inertia: 222666.521049
- Minibatch iteration 11/1000: mean batch inertia: 214609.176010, ewa inertia: 214609.176010
- Minibatch iteration 12/1000: mean batch inertia: 213660.220273, ewa inertia: 213660.220273
- Minibatch iteration 13/1000: mean batch inertia: 208136.454492, ewa inertia: 208136.454492
- Minibatch iteration 14/1000: mean batch inertia: 197395.526083, ewa inertia: 197395.526083
- Minibatch iteration 15/1000: mean batch inertia: 216699.009770, ewa inertia: 216699.009770
- Minibatch iteration 16/1000: mean batch inertia: 228424.947527, ewa inertia: 228424.947527
- Minibatch iteration 17/1000: mean batch inertia: 202329.283123, ewa inertia: 202329.283123
- Minibatch iteration 18/1000: mean batch inertia: 221468.495273, ewa inertia: 221468.495273
- Converged (lack of improvement in inertia) at iteration 18/1000
- Computing label assignment and total inertia
- KMeansSampler(batch_size=100, compute_labels=True, init='k-means++',
- init_size=None, max_iter=1000, max_no_improvement=10, n_clusters=10,
- n_init=10, random_state=None, reassignment_ratio=0.01, tol=0.0,
- verbose=True)
- 1
- kmeans.plot_centers(n_rows=2)
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