════════════════════════════════════════════════════════════ EXPERIMENT: c18f71d2fda1d5ad6667f65d161f47e3 ════════════════════════════════════════════════════════════ Output: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm ══════════════════════════════════════════════════════════════════════ PREFERENCE ANALYSIS: Qwen3-4B-Instruct-2507 ══════════════════════════════════════════════════════════════════════ Total samples: 64 Choices: short_term: 25/64 ( 39.1%) long_term: 39/64 ( 60.9%) Rationality (choice matches economic optimum given horizon): rational: 33/64 ( 51.6%) irrational: 31/64 ( 48.4%) Association (choice time closest to horizon): associated: 39/64 ( 60.9%) non-associated: 25/64 ( 39.1%) ────────────────────────────────────────────────────────────────────── BY TIME HORIZON ────────────────────────────────────────────────────────────────────── Horizon │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── 1yr │ 16 │ 100.0% │ 0.0% │ 100.0% │ 100.0% 7yr │ 16 │ 56.2% │ 43.8% │ 56.2% │ 93.8% 15yr │ 16 │ 0.0% │ 100.0% │ 50.0% │ 50.0% no horizon │ 16 │ 0.0% │ 100.0% │ 0.0% │ 0.0% ────────────────────────────────────────────────────────────────────── BY SHORT-TERM REWARD ────────────────────────────────────────────────────────────────────── Reward │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── $1,000 │ 32 │ 40.6% │ 59.4% │ 53.1% │ 59.4% $2,500 │ 32 │ 37.5% │ 62.5% │ 50.0% │ 62.5% ────────────────────────────────────────────────────────────────────── BY LONG-TERM REWARD ────────────────────────────────────────────────────────────────────── Reward │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── $30,000 │ 32 │ 37.5% │ 62.5% │ 50.0% │ 62.5% $100,000 │ 32 │ 40.6% │ 59.4% │ 53.1% │ 59.4% ────────────────────────────────────────────────────────────────────── BY REWARD RATIO (long/short) ────────────────────────────────────────────────────────────────────── Ratio │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── 12.00x │ 16 │ 37.5% │ 62.5% │ 50.0% │ 62.5% 30.00x │ 16 │ 37.5% │ 62.5% │ 50.0% │ 62.5% 40.00x │ 16 │ 37.5% │ 62.5% │ 50.0% │ 62.5% 100.00x │ 16 │ 43.8% │ 56.2% │ 56.2% │ 56.2% ────────────────────────────────────────────────────────────────────── BY SHORT-TERM DELIVERY TIME ────────────────────────────────────────────────────────────────────── Time │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── 6mo │ 32 │ 37.5% │ 62.5% │ 50.0% │ 62.5% 1yr │ 32 │ 40.6% │ 59.4% │ 53.1% │ 59.4% ────────────────────────────────────────────────────────────────────── BY LONG-TERM DELIVERY TIME ────────────────────────────────────────────────────────────────────── Time │ N │ Short │ Long │ Rational │ Associated ─────────────┼──────┼───────┼───────┼──────────┼─────────── 10yr │ 32 │ 28.1% │ 71.9% │ 53.1% │ 71.9% 30yr │ 32 │ 50.0% │ 50.0% │ 50.0% │ 50.0% ══════════════════════════════════════════════════════════════════════ [ctx] Found 25 contrastive prefs, using 25 [ctx] Building pair 1/25 Loading Qwen/Qwen3-4B-Instruct-2507 on mps (HuggingFace)... Loading weights: 0%| | 0/398 [00:00 corrupted: 0 clean < corrupted: 12 clean == corrupted: 2 half_horizon: 11 pairs clean has horizon: 11 corrupted has horizon: 0 no_horizon: 0 pairs [pair] Saved pair analysis to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm labels: 25 pairs same_labels: 25 different_labels: 0 order: 25 pairs same_order: 25 both_short_first: 25 both_long_first: 0 different_order: 0 [attr] Loaded cached pair 1 [attr] Loaded cached pair 2 [attr] Loaded cached pair 3 [attr] Loaded cached pair 4 [attr] Loaded cached pair 5 [attr] Loaded cached pair 6 [attr] Loaded cached pair 7 [attr] Loaded cached pair 8 [attr] Loaded cached pair 9 [attr] Loaded cached pair 10 [attr] Loaded cached pair 11 [attr] Loaded cached pair 12 [attr] Loaded cached pair 13 [attr] Loaded cached pair 14 [attr] Loaded cached pair 15 [attr] Loaded cached pair 16 [attr] Loaded cached pair 17 [attr] Loaded cached pair 18 [attr] Loaded cached pair 19 [attr] Loaded cached pair 20 [attr] Loaded cached pair 21 [attr] Loaded cached pair 22 [attr] Loaded cached pair 23 [attr] Loaded cached pair 24 [attr] Loaded cached pair 25 [attr] Attribution: 25 loaded from cache, 50 total Attribution Patching (25 denoising, 25 noising): Denoising aggregated: Attribution results (25 pairs): eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 0.6938, Mean(|x|): 0.0032 Top 3: L31 @ pos 143: 0.6938 L31 @ pos 142: 0.5451 L35 @ pos 143: 0.5036 eap (resid_post): Shape: 36 layers x 147 positions Max: 9.5188, Mean(|x|): 0.1540 Top 3: L35 @ pos 143: 9.5188 L34 @ pos 143: 8.6241 L33 @ pos 143: 7.8634 eap (attn_out): Shape: 36 layers x 147 positions Max: 3.0155, Mean(|x|): 0.0310 Top 3: L24 @ pos 143: 3.0155 L25 @ pos 143: -2.3007 L21 @ pos 143: 1.6686 standard (mlp_out): Shape: 36 layers x 147 positions Max: 2.1291, Mean(|x|): 0.0358 Top 3: L31 @ pos 143: 2.1291 L35 @ pos 143: 1.9402 L12 @ pos 43: -1.8319 standard (attn_out): Shape: 36 layers x 147 positions Max: 3.0155, Mean(|x|): 0.0310 Top 3: L24 @ pos 143: 3.0155 L25 @ pos 143: -2.3007 L21 @ pos 143: 1.6686 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.2762, Mean(|x|): 0.0029 Top 3: L35 @ pos 143: -1.2762 L35 @ pos 132: -0.3490 L24 @ pos 143: 0.2591 eap (resid_post): Shape: 36 layers x 147 positions Max: 9.5188, Mean(|x|): 0.1540 Top 3: L35 @ pos 143: 9.5188 L34 @ pos 143: 8.6241 L33 @ pos 143: 7.8634 eap (attn_out): Shape: 36 layers x 147 positions Max: 3.0155, Mean(|x|): 0.0310 Top 3: L24 @ pos 143: 3.0155 L25 @ pos 143: -2.3007 L21 @ pos 143: 1.6686 eap (resid_post): Shape: 36 layers x 147 positions Max: 9.5188, Mean(|x|): 0.1540 Top 3: L35 @ pos 143: 9.5188 L34 @ pos 143: 8.6241 L33 @ pos 143: 7.8634 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 2.3897, Mean(|x|): 0.0150 Top 3: L35 @ pos 142: 2.3897 L35 @ pos 143: 2.0134 L34 @ pos 143: 1.7122 eap (mlp_out): Shape: 36 layers x 147 positions Max: 2.1291, Mean(|x|): 0.0358 Top 3: L31 @ pos 143: 2.1291 L35 @ pos 143: 1.9402 L12 @ pos 43: -1.8319 eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 0.7008, Mean(|x|): 0.0038 Top 3: L31 @ pos 143: 0.7008 L31 @ pos 142: 0.5492 L35 @ pos 143: 0.5021 eap (attn_out): Shape: 36 layers x 147 positions Max: 3.0155, Mean(|x|): 0.0310 Top 3: L24 @ pos 143: 3.0155 L25 @ pos 143: -2.3007 L21 @ pos 143: 1.6686 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 2.3681, Mean(|x|): 0.0152 Top 3: L35 @ pos 142: 2.3681 L35 @ pos 143: 1.9901 L34 @ pos 143: 1.6804 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.2822, Mean(|x|): 0.0026 Top 3: L35 @ pos 143: -1.2822 L35 @ pos 132: -0.3328 L24 @ pos 143: 0.2425 eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 0.7082, Mean(|x|): 0.0037 Top 3: L31 @ pos 143: 0.7082 L31 @ pos 142: 0.5558 L35 @ pos 143: 0.5072 eap (mlp_out): Shape: 36 layers x 147 positions Max: 2.1291, Mean(|x|): 0.0358 Top 3: L31 @ pos 143: 2.1291 L35 @ pos 143: 1.9402 L12 @ pos 43: -1.8319 standard (resid_post): Shape: 36 layers x 147 positions Max: 9.5188, Mean(|x|): 0.1540 Top 3: L35 @ pos 143: 9.5188 L34 @ pos 143: 8.6241 L33 @ pos 143: 7.8634 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 2.3640, Mean(|x|): 0.0136 Top 3: L35 @ pos 142: 2.3640 L35 @ pos 143: 1.9992 L34 @ pos 143: 1.6790 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.2926, Mean(|x|): 0.0028 Top 3: L35 @ pos 143: -1.2926 L35 @ pos 132: -0.3434 L24 @ pos 143: 0.2804 eap (mlp_out): Shape: 36 layers x 147 positions Max: 2.1291, Mean(|x|): 0.0358 Top 3: L31 @ pos 143: 2.1291 L35 @ pos 143: 1.9402 L12 @ pos 43: -1.8319 Top 5 overall: L35 @ pos 143: 9.5188 (resid_post) L35 @ pos 143: 9.5188 (resid_post) L35 @ pos 143: 9.5188 (resid_post) L35 @ pos 143: 9.5188 (resid_post) L34 @ pos 143: 8.6241 (resid_post) Noising aggregated: Attribution results (25 pairs): eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 1.0703, Mean(|x|): 0.0046 Top 3: L31 @ pos 143: -1.0703 L31 @ pos 144: -0.7645 L35 @ pos 144: -0.6930 eap (resid_post): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 143: nan L35 @ pos 144: nan L34 @ pos 144: -749.6000 eap (attn_out): Shape: 36 layers x 146 positions Max: 58.6597, Mean(|x|): 0.0385 Top 3: L35 @ pos 144: 58.6597 L35 @ pos 145: 43.7512 L35 @ pos 143: 18.8438 standard (mlp_out): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L32 @ pos 144: nan L26 @ pos 144: nan L35 @ pos 143: nan standard (attn_out): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 145: nan L33 @ pos 143: -65.7170 L32 @ pos 144: -41.0688 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.3105, Mean(|x|): 0.0043 Top 3: L35 @ pos 143: 1.3105 L24 @ pos 143: -1.0075 L25 @ pos 143: 0.6398 eap (resid_post): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 144: nan L35 @ pos 143: nan L34 @ pos 144: -694.6400 eap (attn_out): Shape: 36 layers x 146 positions Max: 15.2713, Mean(|x|): 0.0248 Top 3: L35 @ pos 145: 15.2713 L35 @ pos 144: 13.5423 L34 @ pos 144: -13.0020 eap (resid_post): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 144: nan L35 @ pos 143: -770.1620 L34 @ pos 144: -767.7600 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 3.5911, Mean(|x|): 0.0238 Top 3: L35 @ pos 144: -3.5911 L34 @ pos 143: -3.2229 L33 @ pos 143: -2.9724 eap (mlp_out): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 144: nan L35 @ pos 143: nan L35 @ pos 145: inf eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 1.0458, Mean(|x|): 0.0045 Top 3: L31 @ pos 143: -1.0458 L31 @ pos 144: -0.7456 L35 @ pos 144: -0.6884 eap (attn_out): Shape: 36 layers x 146 positions Max: 60.0976, Mean(|x|): 0.0363 Top 3: L35 @ pos 144: 60.0976 L35 @ pos 145: 43.7512 L34 @ pos 145: -7.4575 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 3.5229, Mean(|x|): 0.0234 Top 3: L35 @ pos 144: -3.5229 L34 @ pos 143: -3.1697 L33 @ pos 143: -2.9254 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.3273, Mean(|x|): 0.0045 Top 3: L35 @ pos 143: 1.3273 L24 @ pos 143: -1.0654 L25 @ pos 143: 0.6749 eap_ig (mlp_out): Shape: 36 layers x 147 positions Max: 1.0575, Mean(|x|): 0.0046 Top 3: L31 @ pos 143: -1.0575 L31 @ pos 144: -0.7601 L35 @ pos 144: -0.7019 eap (mlp_out): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 143: nan L35 @ pos 144: nan L34 @ pos 144: -212.0800 standard (resid_post): Shape: 36 layers x 146 positions Max: 452.4811, Mean(|x|): 0.5510 Top 3: L22 @ pos 145: -452.4811 L33 @ pos 144: -429.3855 L35 @ pos 144: -356.6400 eap_ig (resid_post): Shape: 36 layers x 147 positions Max: 3.5472, Mean(|x|): 0.0244 Top 3: L35 @ pos 144: -3.5472 L34 @ pos 143: -3.2332 L33 @ pos 143: -3.0031 eap_ig (attn_out): Shape: 36 layers x 147 positions Max: 1.3300, Mean(|x|): 0.0043 Top 3: L35 @ pos 143: 1.3300 L24 @ pos 143: -1.0360 L25 @ pos 143: 0.6702 eap (mlp_out): Shape: 36 layers x 146 positions Max: nan, Mean(|x|): nan Top 3: L35 @ pos 144: nan L34 @ pos 144: -228.0000 L35 @ pos 143: 52.2714 Top 5 overall: L22 @ pos 145: -452.4811 (resid_post) L31 @ pos 143: -1.0703 (mlp_out) L31 @ pos 144: -0.7645 (mlp_out) L35 @ pos 144: -0.6930 (mlp_out) L35 @ pos 143: -0.5346 (mlp_out) [attr] Saving aggregated results to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att... [attr] Saved. [coarse] Loaded cached pair 1, component=resid_post [coarse] Loaded cached pair 2, component=resid_post [coarse] Loaded cached pair 3, component=resid_post [coarse] Loaded cached pair 4, component=resid_post [coarse] Loaded cached pair 5, component=resid_post [coarse] Loaded cached pair 6, component=resid_post [coarse] Loaded cached pair 7, component=resid_post [coarse] Loaded cached pair 8, component=resid_post [coarse] Loaded cached pair 9, component=resid_post [coarse] Loaded cached pair 10, component=resid_post [coarse] Loaded cached pair 11, component=resid_post [coarse] Loaded cached pair 12, component=resid_post [coarse] Loaded cached pair 13, component=resid_post [coarse] Loaded cached pair 14, component=resid_post [coarse] Loaded cached pair 15, component=resid_post [coarse] Loaded cached pair 16, component=resid_post [coarse] Loaded cached pair 17, component=resid_post [coarse] Loaded cached pair 18, component=resid_post [coarse] Loaded cached pair 19, component=resid_post [coarse] Loaded cached pair 20, component=resid_post [coarse] Loaded cached pair 21, component=resid_post [coarse] Loaded cached pair 22, component=resid_post [coarse] Loaded cached pair 23, component=resid_post [coarse] Loaded cached pair 24, component=resid_post [coarse] Loaded cached pair 25, component=resid_post [coarse] Component resid_post: 25 loaded, 25 total Coarse patching: 25 samples Mean sanity score: 1.000 [step=1] Best layers: [35, 34, 33] (scores: ['1.000', '0.908', '0.900']) [coarse] Loaded cached pair 1, component=attn_out [coarse] Loaded cached pair 2, component=attn_out [coarse] Loaded cached pair 3, component=attn_out [coarse] Loaded cached pair 4, component=attn_out [coarse] Loaded cached pair 5, component=attn_out [coarse] Loaded cached pair 6, component=attn_out [coarse] Loaded cached pair 7, component=attn_out [coarse] Loaded cached pair 8, component=attn_out [coarse] Loaded cached pair 9, component=attn_out [coarse] Loaded cached pair 10, component=attn_out [coarse] Loaded cached pair 11, component=attn_out [coarse] Loaded cached pair 12, component=attn_out [coarse] Loaded cached pair 13, component=attn_out [coarse] Loaded cached pair 14, component=attn_out [coarse] Loaded cached pair 15, component=attn_out [coarse] Loaded cached pair 16, component=attn_out [coarse] Loaded cached pair 17, component=attn_out [coarse] Loaded cached pair 18, component=attn_out [coarse] Loaded cached pair 19, component=attn_out [coarse] Loaded cached pair 20, component=attn_out [coarse] Loaded cached pair 21, component=attn_out [coarse] Loaded cached pair 22, component=attn_out [coarse] Loaded cached pair 23, component=attn_out [coarse] Loaded cached pair 24, component=attn_out [coarse] Loaded cached pair 25, component=attn_out [coarse] Component attn_out: 25 loaded, 25 total Coarse patching: 25 samples Mean sanity score: 1.000 [step=1] Best layers: [24, 21, 23] (scores: ['0.360', '0.166', '0.154']) [coarse] Loaded cached pair 1, component=mlp_out [coarse] Loaded cached pair 2, component=mlp_out [coarse] Loaded cached pair 3, component=mlp_out [coarse] Loaded cached pair 4, component=mlp_out [coarse] Loaded cached pair 5, component=mlp_out [coarse] Loaded cached pair 6, component=mlp_out [coarse] Loaded cached pair 7, component=mlp_out [coarse] Loaded cached pair 8, component=mlp_out [coarse] Loaded cached pair 9, component=mlp_out [coarse] Loaded cached pair 10, component=mlp_out [coarse] Loaded cached pair 11, component=mlp_out [coarse] Loaded cached pair 12, component=mlp_out [coarse] Loaded cached pair 13, component=mlp_out [coarse] Loaded cached pair 14, component=mlp_out [coarse] Loaded cached pair 15, component=mlp_out [coarse] Loaded cached pair 16, component=mlp_out [coarse] Loaded cached pair 17, component=mlp_out [coarse] Loaded cached pair 18, component=mlp_out [coarse] Loaded cached pair 19, component=mlp_out [coarse] Loaded cached pair 20, component=mlp_out [coarse] Loaded cached pair 21, component=mlp_out [coarse] Loaded cached pair 22, component=mlp_out [coarse] Loaded cached pair 23, component=mlp_out [coarse] Loaded cached pair 24, component=mlp_out [coarse] Loaded cached pair 25, component=mlp_out [coarse] Component mlp_out: 25 loaded, 25 total Coarse patching: 25 samples Mean sanity score: 0.973 [step=1] Best layers: [35, 31, 24] (scores: ['0.271', '0.190', '0.167']) [coarse] Loaded cached pair 1, component=resid_pre [coarse] Loaded cached pair 2, component=resid_pre [coarse] Loaded cached pair 3, component=resid_pre [coarse] Loaded cached pair 4, component=resid_pre [coarse] Loaded cached pair 5, component=resid_pre [coarse] Loaded cached pair 6, component=resid_pre [coarse] Loaded cached pair 7, component=resid_pre [coarse] Loaded cached pair 8, component=resid_pre [coarse] Loaded cached pair 9, component=resid_pre [coarse] Loaded cached pair 10, component=resid_pre [coarse] Loaded cached pair 11, component=resid_pre [coarse] Loaded cached pair 12, component=resid_pre [coarse] Loaded cached pair 13, component=resid_pre [coarse] Loaded cached pair 14, component=resid_pre [coarse] Loaded cached pair 15, component=resid_pre [coarse] Loaded cached pair 16, component=resid_pre [coarse] Loaded cached pair 17, component=resid_pre [coarse] Loaded cached pair 18, component=resid_pre [coarse] Loaded cached pair 19, component=resid_pre [coarse] Loaded cached pair 20, component=resid_pre [coarse] Loaded cached pair 21, component=resid_pre [coarse] Loaded cached pair 22, component=resid_pre [coarse] Loaded cached pair 23, component=resid_pre [coarse] Loaded cached pair 24, component=resid_pre [coarse] Loaded cached pair 25, component=resid_pre [coarse] Component resid_pre: 25 loaded, 25 total Coarse patching: 25 samples Mean sanity score: 0.671 [step=1] Best layers: [30, 25, 32] (scores: ['0.874', '0.871', '0.863']) [diffmeans] Loaded cached pair 1 [diffmeans] Loaded cached pair 2 [diffmeans] Loaded cached pair 3 [diffmeans] Loaded cached pair 4 [diffmeans] Loaded cached pair 5 [diffmeans] Loaded cached pair 6 [diffmeans] Loaded cached pair 7 [diffmeans] Loaded cached pair 8 [diffmeans] Loaded cached pair 9 [diffmeans] Loaded cached pair 10 [diffmeans] Loaded cached pair 11 [diffmeans] Loaded cached pair 12 [diffmeans] Loaded cached pair 13 [diffmeans] Loaded cached pair 14 [diffmeans] Loaded cached pair 15 [diffmeans] Loaded cached pair 16 [diffmeans] Loaded cached pair 17 [diffmeans] Loaded cached pair 18 [diffmeans] Loaded cached pair 19 [diffmeans] Loaded cached pair 20 [diffmeans] Loaded cached pair 21 [diffmeans] Loaded cached pair 22 [diffmeans] Loaded cached pair 23 [diffmeans] Loaded cached pair 24 [diffmeans] Loaded cached pair 25 [diffmeans] Diffmeans: 25 loaded from cache, 25 total [diffmeans] Aggregated results: 25 pairs [diffmeans] Saving aggregated results to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_diffmeans/diffmeans_agg.json... [diffmeans] Saved. [geo] Processing pair 1/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 2/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 3/25 [geo] Processing pair 4/25 [geo] Processing pair 5/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 6/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 7/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 8/25 [geo] Processing pair 9/25 [geo] Processing pair 10/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 11/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 12/25 [geo] Processing pair 13/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 14/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 15/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 16/25 [geo] Processing pair 17/25 [geo] Processing pair 18/25 [geo] Processing pair 19/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 20/25 [geo] Processing pair 21/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 22/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 23/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 24/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Processing pair 25/25 /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/sklearn/decomposition/_pca.py:646: RuntimeWarning: invalid value encountered in divide explained_variance_ratio_ = explained_variance_ / total_var [geo] Geo: 0 loaded from cache, 25 total [geo] Aggregated results: 25 pairs Positions analyzed: [28, 30, 32, 35, 44, 48, 52, 86, 87, 88, 103, 121, 122, 139, 140, 143, 144, 145] Components tracked: 3 [geo] Saving aggregated results to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_geo/geo_agg.json... [geo] Saved. [process] Processing results... [process] Processing 4 components: ['resid_post', 'attn_out', 'mlp_out', 'resid_pre'] [process] Computing attribution method agreement... denoising: low agreement (Jaccard=0.254) noising: low agreement (Jaccard=0.381) [process] Saving processed results to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/processed_results.json... [process] Saved. [process] Done processing results [viz] Processing components: ['resid_post', 'attn_out', 'mlp_out', 'resid_pre'] Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/mlp_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/attn_out_denoising.png [viz] Attribution aggregated (denoising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/mlp_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/attn_out_noising.png [viz] Attribution aggregated (noising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all [viz] Attribution matrix plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/matrix [analysis] Generating analysis plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/analysis [analysis] Generated layer attribution plots [analysis] Generated score histograms [analysis] Generated mode comparison plots [analysis] Generated top scores plots [analysis] All analysis plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/all/analysis Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/mlp_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/attn_out_denoising.png [viz] Attribution aggregated (denoising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/mlp_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/attn_out_noising.png [viz] Attribution aggregated (noising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon [viz] Attribution matrix plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/matrix [analysis] Generating analysis plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/analysis [analysis] Generated layer attribution plots [analysis] Generated score histograms [analysis] Generated mode comparison plots [analysis] Generated top scores plots [analysis] All analysis plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/horizon/analysis Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/mlp_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/attn_out_denoising.png [viz] Attribution aggregated (denoising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/mlp_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/attn_out_noising.png [viz] Attribution aggregated (noising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon [viz] Attribution matrix plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/matrix [analysis] Generating analysis plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/analysis [analysis] Generated layer attribution plots [analysis] Generated score histograms [analysis] Generated mode comparison plots [analysis] Generated top scores plots [analysis] All analysis plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/no_horizon/analysis Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/mlp_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/attn_out_denoising.png [viz] Attribution aggregated (denoising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/mlp_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/attn_out_noising.png [viz] Attribution aggregated (noising) plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon [viz] Attribution matrix plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/matrix [analysis] Generating analysis plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/analysis [analysis] Generated layer attribution plots [analysis] Generated score histograms [analysis] Generated mode comparison plots [analysis] Generated top scores plots [analysis] All analysis plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att/half_horizon/analysis [viz] All attribution aggregated slices saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_att [viz] Generated attribution aggregated visualizations Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/all/sweep_component_comparison Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/horizon/sweep_component_comparison Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse/half_horizon/sweep_component_comparison [viz] All aggregated slices saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_coarse [viz] Generated aggregated visualizations /Users/unrulyabstractions/work/temporal-awareness/.venv/lib/python3.12/site-packages/numpy/core/_methods.py:173: RuntimeWarning: invalid value encountered in subtract x = asanyarray(arr - arrmean) [diffmeans_viz] Generated 9 plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_diffmeans [viz] Generated diffmeans visualizations /Users/unrulyabstractions/work/temporal-awareness/src/intertemporal/viz/geo_viz.py:631: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout(rect=[0, 0, 0.9, 1]) [geo_viz] Generated 5 plots in /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/agg_geo [viz] Generated geo visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_0/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_1/att_patching Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_3/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_3/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_3/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_3/sweep_component_comparison [viz] Generated pair 3 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_4/tokenization.png [viz] Tokenization plots saved to 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Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_5/sweep_component_comparison [viz] Generated pair 5 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/tokenization.png [viz] Tokenization plots saved to 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saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_post/redundancy_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_6/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_7/sweep_component_comparison [viz] Generated pair 7 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_attn_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_8/sweep_component_comparison [viz] Generated pair 8 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to 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Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_9/sweep_component_comparison [viz] Generated pair 9 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_attn_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_10/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: 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to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_11/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: 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plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/att_patching/resid_post_noising.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_mlp_out/denoising_vs_noising_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_12/sweep_component_comparison [viz] Generated pair 12 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13 Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_13/sweep_attn_out/coarse_position_sweep_short_5.png Saved: 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to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_14/sweep_component_comparison [viz] Generated pair 14 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/att_patching/resid_post_noising.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_mlp_out/denoising_vs_noising_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_15/sweep_component_comparison [viz] Generated pair 15 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_attn_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_16/sweep_component_comparison/README.md [viz] Component comparison plots saved to 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to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_17/sweep_component_comparison [viz] Generated pair 17 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_18/sweep_component_comparison [viz] Generated pair 18 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19 Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_attn_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_19/sweep_component_comparison/README.md [viz] Component comparison plots saved to 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to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_20/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: 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plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/att_patching/resid_post_noising.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_21/sweep_component_comparison [viz] Generated pair 21 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_22/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_22 Saved: 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to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_attn_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_attn_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_23/sweep_component_comparison [viz] Generated pair 23 visualizations /Users/unrulyabstractions/work/temporal-awareness/src/viz/plot_helpers.py:26: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.tight_layout() Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/tokenization.png [viz] Tokenization plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24 Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/resid_post_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/attn_out_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/mlp_out_denoising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/resid_post_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/attn_out_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching/mlp_out_noising.png [viz] Attribution patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/att_patching Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_post Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_attn_out/coarse_layer_sweep_short_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_attn_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_attn_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/coarse_layer_sweep_long_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/coarse_position_sweep_short_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/coarse_position_sweep_long_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/denoising_vs_noising_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/redundancy_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/denoising_vs_noising_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/redundancy_5.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out/sanity_check.png [viz] Coarse patching plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_mlp_out Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_pre/coarse_layer_sweep_short_1.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_pre/coarse_layer_sweep_long_1.png Saved: 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/Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_resid_pre Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/01_sanity_checks/resid_delta_sanity.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/01_sanity_checks/resid_delta_difference.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/02_overview/heatmap_layers_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/02_overview/heatmap_layers_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/02_overview/heatmap_layers_colnorm_denoising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/02_overview/heatmap_layers_colnorm_noising.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/03_component_decomp/attn_vs_mlp_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/03_component_decomp/attn_vs_mlp_paired.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/03_component_decomp/component_importance_ranked.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/03_component_decomp/cumulative_recovery.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/03_component_decomp/marginal_contribution.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/04_redundancy/noise_vs_denoise_per_component_position.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/04_redundancy/redundancy_gap.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/04_redundancy/redundancy_gap_sorted.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/04_redundancy/difference_heatmap_layer.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/05_circuit_synthesis/information_flow_diagram.png Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt Saved: /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison/README.md [viz] Component comparison plots saved to /Users/unrulyabstractions/work/temporal-awareness/out/experiments/mm/pairs/pair_24/sweep_component_comparison [viz] Generated pair 24 visualizations [viz] Done generating visualizations for mm ================================================== PROFILER REPORT ================================================== run_experiment: 1225781.5ms step_preference_data: 3706.3ms step_attribution_patching: 6613.1ms step_coarse_activation_patching: 2332.7ms step_diffmeans: 283.9ms step_geo: 10649.8ms step_process_results: 14.6ms step_visualize_results: 1202180.1ms visualize_all_att_aggregated_slices: 44276.1ms visualize_att_aggregated: 44276.0ms (4x, avg 11069.0ms) generate_analysis_plots: 12549.1ms (4x, avg 3137.3ms) plot_aggregated_layer_attribution: 3622.5ms (4x, avg 905.6ms) plot_layer_attribution_line: 3606.2ms (32x, avg 112.7ms) plot_aggregated_histograms: 731.6ms (4x, avg 182.9ms) plot_score_histogram: 730.2ms (8x, avg 91.3ms) plot_aggregated_mode_comparison: 5748.9ms (4x, avg 1437.2ms) plot_mode_bar_chart: 2950.4ms (4x, avg 737.6ms) plot_mode_scatter: 1291.2ms (4x, avg 322.8ms) plot_component_scatter_grid: 1504.8ms (4x, avg 376.2ms) plot_aggregated_top_scores: 2441.4ms (4x, avg 610.4ms) plot_top_scores_text: 394.7ms (8x, avg 49.3ms) plot_top_scores_bar: 2044.1ms (8x, avg 255.5ms) visualize_all_aggregated: 146356.8ms visualize_tokenization: 20710.9ms (25x, avg 828.4ms) visualize_att_patching: 101914.3ms (50x, avg 2038.3ms) visualize_coarse_patching: 749217.6ms (100x, avg 7492.2ms) visualize_component_comparison: 87789.2ms (25x, avg 3511.6ms) -------------------------------------------------- Total: 1225781.5ms 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