Text Classification
Transformers
PyTorch
Safetensors
bert
chemistry
biology
drug-discovery
drug-target
chembl34
selfies
drugs
molecules
compounds
Eval Results (legacy)
text-embeddings-inference
Instructions to use gbyuvd/drugtargetpred-chemselfies with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use gbyuvd/drugtargetpred-chemselfies with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="gbyuvd/drugtargetpred-chemselfies")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("gbyuvd/drugtargetpred-chemselfies") model = AutoModelForSequenceClassification.from_pretrained("gbyuvd/drugtargetpred-chemselfies") - Notebooks
- Google Colab
- Kaggle
| ================= | |
| Accuracy: 0.6199 | |
| Macro F1: 0.6127 | |
| Weighted F1: 0.6127 | |
| ================= | |
| F1-score 0.9-0.99: 39 classes | |
| F1-score 0.7-0.8: 23 classes | |
| F1-score 0.5-0.6: 24 classes | |
| F1-score 0.4-0.5: 36 classes | |
| F1-score below 0.4: 49 classes | |
| ================= | |
| ----------------- | |
| range 0.0 - 0.1 | |
| ----------------- | |
| None | |
| ----------------- | |
| range 0.1 - 0.2 | |
| ----------------- | |
| CHEMBL261: Carbonic anhydrase I (F1: 0.1833) | |
| CHEMBL333: Matrix metalloproteinase-2 (F1: 0.1763) | |
| CHEMBL228: Serotonin transporter (F1: 0.1625) | |
| CHEMBL2971: Tyrosine-protein kinase JAK2 (F1: 0.1571) | |
| CHEMBL3594: Carbonic anhydrase IX (F1: 0.1529) | |
| CHEMBL217: Dopamine D2 receptor (F1: 0.1306) | |
| ----------------- | |
| range 0.2 - 0.3 | |
| ----------------- | |
| CHEMBL301: Cyclin-dependent kinase 2 (F1: 0.2981) | |
| CHEMBL251: Adenosine A2a receptor (F1: 0.2963) | |
| CHEMBL332: Matrix metalloproteinase-1 (F1: 0.2959) | |
| CHEMBL3267: PI3-kinase p110-gamma subunit (F1: 0.2880) | |
| CHEMBL1937: Histone deacetylase 2 (F1: 0.2857) | |
| CHEMBL2185: Serine/threonine-protein kinase Aurora-B (F1: 0.2849) | |
| CHEMBL325: Histone deacetylase 1 (F1: 0.2799) | |
| CHEMBL226: Adenosine A1 receptor (F1: 0.2739) | |
| CHEMBL340: Cytochrome P450 3A4 (F1: 0.2733) | |
| CHEMBL1865: Histone deacetylase 6 (F1: 0.2633) | |
| CHEMBL224: Serotonin 2a (5-HT2a) receptor (F1: 0.2521) | |
| CHEMBL225: Serotonin 2c (5-HT2c) receptor (F1: 0.2520) | |
| CHEMBL205: Carbonic anhydrase II (F1: 0.2507) | |
| CHEMBL232: Alpha-1b adrenergic receptor (F1: 0.2234) | |
| CHEMBL233: Mu opioid receptor (F1: 0.2201) | |
| CHEMBL279: Vascular endothelial growth factor receptor 2 (F1: 0.2194) | |
| CHEMBL240: HERG (F1: 0.2188) | |
| CHEMBL229: Alpha-1a adrenergic receptor (F1: 0.2120) | |
| CHEMBL3397: Cytochrome P450 2C9 (F1: 0.2065) | |
| ----------------- | |
| range 0.3 - 0.4 | |
| ----------------- | |
| CHEMBL280: Matrix metalloproteinase 13 (F1: 0.3957) | |
| CHEMBL3231: Rho-associated protein kinase 1 (F1: 0.3923) | |
| CHEMBL210: Beta-2 adrenergic receptor (F1: 0.3911) | |
| CHEMBL256: Adenosine A3 receptor (F1: 0.3826) | |
| CHEMBL1936: Stem cell growth factor receptor (F1: 0.3786) | |
| CHEMBL245: Muscarinic acetylcholine receptor M3 (F1: 0.3774) | |
| CHEMBL3145: PI3-kinase p110-beta subunit (F1: 0.3697) | |
| CHEMBL213: Beta-1 adrenergic receptor (F1: 0.3696) | |
| CHEMBL3837: Cathepsin L (F1: 0.3684) | |
| CHEMBL2742: Fibroblast growth factor receptor 3 (F1: 0.3669) | |
| CHEMBL2148: Tyrosine-protein kinase JAK3 (F1: 0.3621) | |
| CHEMBL223: Alpha-1d adrenergic receptor (F1: 0.3579) | |
| CHEMBL2147: Serine/threonine-protein kinase PIM1 (F1: 0.3578) | |
| CHEMBL3650: Fibroblast growth factor receptor 1 (F1: 0.3386) | |
| CHEMBL283: Matrix metalloproteinase 3 (F1: 0.3379) | |
| CHEMBL289: Cytochrome P450 2D6 (F1: 0.3315) | |
| CHEMBL3242: Carbonic anhydrase XII (F1: 0.3229) | |
| CHEMBL214: Serotonin 1a (5-HT1a) receptor (F1: 0.3204) | |
| CHEMBL234: Dopamine D3 receptor (F1: 0.3204) | |
| CHEMBL1983: Serotonin 1d (5-HT1d) receptor (F1: 0.3150) | |
| CHEMBL4005: PI3-kinase p110-alpha subunit (F1: 0.3109) | |
| CHEMBL2292: Dual-specificity tyrosine-phosphorylation regulated kinase 1A (F1: 0.3096) | |
| CHEMBL321: Matrix metalloproteinase 9 (F1: 0.3056) | |
| CHEMBL211: Muscarinic acetylcholine receptor M2 (F1: 0.3030) | |
| ----------------- | |
| range 0.4 - 0.5 | |
| ----------------- | |
| CHEMBL2039: Monoamine oxidase B (F1: 0.4977) | |
| CHEMBL4361: Induced myeloid leukemia cell differentiation protein Mcl-1 (F1: 0.4962) | |
| CHEMBL1951: Monoamine oxidase A (F1: 0.4951) | |
| CHEMBL206: Estrogen receptor alpha (F1: 0.4948) | |
| CHEMBL236: Delta opioid receptor (F1: 0.4933) | |
| CHEMBL239: Peroxisome proliferator-activated receptor alpha (F1: 0.4916) | |
| CHEMBL267: Tyrosine-protein kinase SRC (F1: 0.4896) | |
| CHEMBL4072: Cathepsin B (F1: 0.4878) | |
| CHEMBL268: Cathepsin K (F1: 0.4808) | |
| CHEMBL2326: Carbonic anhydrase VII (F1: 0.4742) | |
| CHEMBL1913: Platelet-derived growth factor receptor beta (F1: 0.4717) | |
| CHEMBL1868: Vascular endothelial growth factor receptor 1 (F1: 0.4676) | |
| CHEMBL4142: Fibroblast growth factor receptor 2 (F1: 0.4579) | |
| CHEMBL1898: Serotonin 1b (5-HT1b) receptor (F1: 0.4560) | |
| CHEMBL3130: PI3-kinase p110-delta subunit (F1: 0.4505) | |
| CHEMBL4225: Dual specificity protein kinase CLK2 (F1: 0.4476) | |
| CHEMBL4588: Matrix metalloproteinase 8 (F1: 0.4472) | |
| CHEMBL4523: Serine/threonine-protein kinase PIM2 (F1: 0.4419) | |
| CHEMBL3155: Serotonin 7 (5-HT7) receptor (F1: 0.4416) | |
| CHEMBL238: Dopamine transporter (F1: 0.4403) | |
| CHEMBL220: Acetylcholinesterase (F1: 0.4375) | |
| CHEMBL258: Tyrosine-protein kinase LCK (F1: 0.4296) | |
| CHEMBL1974: Tyrosine-protein kinase receptor FLT3 (F1: 0.4293) | |
| CHEMBL308: Cyclin-dependent kinase 1 (F1: 0.4276) | |
| CHEMBL237: Kappa opioid receptor (F1: 0.4270) | |
| CHEMBL5113: Orexin receptor 1 (F1: 0.4252) | |
| CHEMBL231: Histamine H1 receptor (F1: 0.4251) | |
| CHEMBL222: Norepinephrine transporter (F1: 0.4245) | |
| CHEMBL3729: Carbonic anhydrase IV (F1: 0.4194) | |
| CHEMBL2722: Cytochrome P450 11B2 (F1: 0.4146) | |
| CHEMBL4722: Serine/threonine-protein kinase Aurora-A (F1: 0.4126) | |
| CHEMBL216: Muscarinic acetylcholine receptor M1 (F1: 0.4092) | |
| CHEMBL3192: Histone deacetylase 8 (F1: 0.4078) | |
| CHEMBL1829: Histone deacetylase 3 (F1: 0.4073) | |
| CHEMBL1833: Serotonin 2b (5-HT2b) receptor (F1: 0.4026) | |
| CHEMBL203: Epidermal growth factor receptor erbB1 (F1: 0.4023) | |
| ----------------- | |
| range 0.5 - 0.6 | |
| ----------------- | |
| CHEMBL204: Thrombin (F1: 0.5959) | |
| CHEMBL3979: Peroxisome proliferator-activated receptor delta (F1: 0.5919) | |
| CHEMBL4860: Apoptosis regulator Bcl-2 (F1: 0.5876) | |
| CHEMBL218: Cannabinoid CB1 receptor (F1: 0.5831) | |
| CHEMBL2056: Dopamine D1 receptor (F1: 0.5783) | |
| CHEMBL1862: Tyrosine-protein kinase ABL (F1: 0.5741) | |
| CHEMBL1908: Cytochrome P450 11B1 (F1: 0.5720) | |
| CHEMBL246: Beta-3 adrenergic receptor (F1: 0.5650) | |
| CHEMBL4204: MAP kinase signal-integrating kinase 2 (F1: 0.5504) | |
| CHEMBL4822: Beta-secretase 1 (F1: 0.5460) | |
| CHEMBL242: Estrogen receptor beta (F1: 0.5356) | |
| CHEMBL5407: Serine/threonine-protein kinase PIM3 (F1: 0.5311) | |
| CHEMBL253: Cannabinoid CB2 receptor (F1: 0.5288) | |
| CHEMBL262: Glycogen synthase kinase-3 beta (F1: 0.5248) | |
| CHEMBL219: Dopamine D4 receptor (F1: 0.5246) | |
| CHEMBL2973: Rho-associated protein kinase 2 (F1: 0.5241) | |
| CHEMBL4501: Ribosomal protein S6 kinase 1 (F1: 0.5209) | |
| CHEMBL3973: Fibroblast growth factor receptor 4 (F1: 0.5180) | |
| CHEMBL2954: Cathepsin S (F1: 0.5172) | |
| CHEMBL3553: Tyrosine-protein kinase TYK2 (F1: 0.5138) | |
| CHEMBL4792: Orexin receptor 2 (F1: 0.5133) | |
| CHEMBL2835: Tyrosine-protein kinase JAK1 (F1: 0.5119) | |
| CHEMBL235: Peroxisome proliferator-activated receptor gamma (F1: 0.5030) | |
| CHEMBL1821: Muscarinic acetylcholine receptor M4 (F1: 0.5000) | |
| ----------------- | |
| range 0.6 - 0.7 | |
| ----------------- | |
| CHEMBL5145: Serine/threonine-protein kinase B-raf (F1: 0.6977) | |
| CHEMBL4302: P-glycoprotein 1 (F1: 0.6957) | |
| CHEMBL230: Cyclooxygenase-2 (F1: 0.6847) | |
| CHEMBL2525: Beta secretase 2 (F1: 0.6829) | |
| CHEMBL3116: Cyclin-dependent kinase 9 (F1: 0.6667) | |
| CHEMBL4625: Apoptosis regulator Bcl-X (F1: 0.6652) | |
| CHEMBL2034: Glucocorticoid receptor (F1: 0.6650) | |
| CHEMBL244: Coagulation factor X (F1: 0.6649) | |
| CHEMBL264: Histamine H3 receptor (F1: 0.6617) | |
| CHEMBL4247: ALK tyrosine kinase receptor (F1: 0.6545) | |
| CHEMBL2276: c-Jun N-terminal kinase 1 (F1: 0.6506) | |
| CHEMBL4979: Sodium/glucose cotransporter 1 (F1: 0.6467) | |
| CHEMBL1824: Receptor protein-tyrosine kinase erbB-2 (F1: 0.6447) | |
| CHEMBL215: Arachidonate 5-lipoxygenase (F1: 0.6416) | |
| CHEMBL4333: Sphingosine 1-phosphate receptor Edg-1 (F1: 0.6409) | |
| CHEMBL3706: ADAM17 (F1: 0.6316) | |
| CHEMBL1844: Macrophage colony stimulating factor receptor (F1: 0.6263) | |
| CHEMBL208: Progesterone receptor (F1: 0.6253) | |
| CHEMBL2842: Serine/threonine-protein kinase mTOR (F1: 0.6196) | |
| CHEMBL1914: Butyrylcholinesterase (F1: 0.6186) | |
| CHEMBL255: Adenosine A2b receptor (F1: 0.6147) | |
| CHEMBL287: Sigma opioid receptor (F1: 0.6104) | |
| CHEMBL3371: Serotonin 6 (5-HT6) receptor (F1: 0.6087) | |
| ----------------- | |
| range 0.7 - 0.8 | |
| ----------------- | |
| CHEMBL5658: Prostaglandin E synthase (F1: 0.7913) | |
| CHEMBL335: Protein-tyrosine phosphatase 1B (F1: 0.7891) | |
| CHEMBL331: Cyclin-dependent kinase 4 (F1: 0.7810) | |
| CHEMBL3717: Hepatocyte growth factor receptor (F1: 0.7656) | |
| CHEMBL2014: Nociceptin receptor (F1: 0.7632) | |
| CHEMBL1978: Cytochrome P450 19A1 (F1: 0.7553) | |
| CHEMBL2111389: CDK9/cyclin T1 (F1: 0.7526) | |
| CHEMBL4578: Maternal embryonic leucine zipper kinase (F1: 0.7494) | |
| CHEMBL1906: Serine/threonine-protein kinase RAF (F1: 0.7488) | |
| CHEMBL4630: Serine/threonine-protein kinase Chk1 (F1: 0.7441) | |
| CHEMBL3024: Serine/threonine-protein kinase PLK1 (F1: 0.7422) | |
| CHEMBL3884: Sodium/glucose cotransporter 2 (F1: 0.7409) | |
| CHEMBL2581: Cathepsin D (F1: 0.7404) | |
| CHEMBL209: Trypsin I (F1: 0.7333) | |
| CHEMBL2815: Nerve growth factor receptor Trk-A (F1: 0.7296) | |
| CHEMBL2695: Focal adhesion kinase 1 (F1: 0.7294) | |
| CHEMBL3892: Sphingosine 1-phosphate receptor Edg-3 (F1: 0.7211) | |
| CHEMBL4282: Serine/threonine-protein kinase AKT (F1: 0.7163) | |
| CHEMBL5393: ATP-binding cassette sub-family G member 2 (F1: 0.7153) | |
| CHEMBL1957: Insulin-like growth factor I receptor (F1: 0.7115) | |
| CHEMBL2487: Amyloid-beta A4 protein (F1: 0.7042) | |
| CHEMBL1871: Androgen Receptor (F1: 0.7040) | |
| CHEMBL260: MAP kinase p38 alpha (F1: 0.7010) | |
| ----------------- | |
| range 0.8 - 0.9 | |
| ----------------- | |
| CHEMBL4015: C-C chemokine receptor type 2 (F1: 0.8993) | |
| CHEMBL4439: TGF-beta receptor type I (F1: 0.8988) | |
| CHEMBL1741186: Nuclear receptor ROR-gamma (F1: 0.8985) | |
| CHEMBL4235: 11-beta-hydroxysteroid dehydrogenase 1 (F1: 0.8967) | |
| CHEMBL4296: Sodium channel protein type IX alpha subunit (F1: 0.8960) | |
| CHEMBL4409: Phosphodiesterase 10A (F1: 0.8960) | |
| CHEMBL4794: Vanilloid receptor (F1: 0.8873) | |
| CHEMBL3983: Dual specificity protein kinase TTK (F1: 0.8834) | |
| CHEMBL1163125: Bromodomain-containing protein 4 (F1: 0.8788) | |
| CHEMBL274: C-C chemokine receptor type 5 (F1: 0.8784) | |
| CHEMBL3227: Metabotropic glutamate receptor 5 (F1: 0.8715) | |
| CHEMBL2334: Caspase-3 (F1: 0.8651) | |
| CHEMBL2047: Bile acid receptor FXR (F1: 0.8628) | |
| CHEMBL4040: MAP kinase ERK2 (F1: 0.8607) | |
| CHEMBL6136: Lysine-specific histone demethylase 1 (F1: 0.8544) | |
| CHEMBL3880: Heat shock protein HSP 90-alpha (F1: 0.8537) | |
| CHEMBL344: Melanin-concentrating hormone receptor 1 (F1: 0.8449) | |
| CHEMBL1827: Phosphodiesterase 5A (F1: 0.8325) | |
| CHEMBL275: Phosphodiesterase 4B (F1: 0.8286) | |
| CHEMBL3759: Histamine H4 receptor (F1: 0.8286) | |
| CHEMBL3473: C-C chemokine receptor type 3 (F1: 0.8253) | |
| CHEMBL2599: Tyrosine-protein kinase SYK (F1: 0.8247) | |
| CHEMBL1075104: Leucine-rich repeat serine/threonine-protein kinase 2 (F1: 0.8212) | |
| CHEMBL3778: Interleukin-1 receptor-associated kinase 4 (F1: 0.8177) | |
| CHEMBL4685: Indoleamine 2,3-dioxygenase (F1: 0.8171) | |
| CHEMBL2409: Epoxide hydratase (F1: 0.8075) | |
| CHEMBL5251: Tyrosine-protein kinase BTK (F1: 0.8051) | |
| ----------------- | |
| range 0.9 - 1.0 | |
| ----------------- | |
| CHEMBL252: Endothelin receptor ET-A (F1: 0.9875) | |
| CHEMBL4829: Acetyl-CoA carboxylase 2 (F1: 0.9849) | |
| CHEMBL3713062: Tissue factor pathway inhibitor (F1: 0.9825) | |
| CHEMBL2176771: Complement factor D (F1: 0.9801) | |
| CHEMBL3988583: Sepiapterin reductase (F1: 0.9798) | |
| CHEMBL3572: Cholesteryl ester transfer protein (F1: 0.9776) | |
| CHEMBL1800: Corticotropin releasing factor receptor 1 (F1: 0.9750) | |
| CHEMBL4198: Inhibitor of apoptosis protein 3 (F1: 0.9704) | |
| CHEMBL5137: Metabotropic glutamate receptor 2 (F1: 0.9679) | |
| CHEMBL5652: Glucose-dependent insulinotropic receptor (F1: 0.9677) | |
| CHEMBL1985: Glucagon receptor (F1: 0.9674) | |
| CHEMBL2001: Purinergic receptor P2Y12 (F1: 0.9674) | |
| CHEMBL2007625: Isocitrate dehydrogenase [NADP] cytoplasmic (F1: 0.9628) | |
| CHEMBL3820: Hexokinase type IV (F1: 0.9606) | |
| CHEMBL4550: 5-lipoxygenase activating protein (F1: 0.9606) | |
| CHEMBL6009: Diacylglycerol O-acyltransferase 1 (F1: 0.9604) | |
| CHEMBL298: Cholecystokinin B receptor (F1: 0.9582) | |
| CHEMBL1855: Gonadotropin-releasing hormone receptor (F1: 0.9538) | |
| CHEMBL1945: Melatonin receptor 1A (F1: 0.9512) | |
| CHEMBL4561: Neuropeptide Y receptor type 5 (F1: 0.9484) | |
| CHEMBL4805: P2X purinoceptor 7 (F1: 0.9439) | |
| CHEMBL5071: G protein-coupled receptor 44 (F1: 0.9438) | |
| CHEMBL4616: Ghrelin receptor (F1: 0.9409) | |
| CHEMBL4422: Free fatty acid receptor 1 (F1: 0.9406) | |
| CHEMBL4441: C-X-C chemokine receptor type 3 (F1: 0.9403) | |
| CHEMBL248: Leukocyte elastase (F1: 0.9373) | |
| CHEMBL2998: P2X purinoceptor 3 (F1: 0.9363) | |
| CHEMBL1744525: Nicotinamide phosphoribosyltransferase (F1: 0.9307) | |
| CHEMBL1966: Dihydroorotate dehydrogenase (F1: 0.9272) | |
| CHEMBL5023: p53-binding protein Mdm-2 (F1: 0.9250) | |
| CHEMBL259: Melanocortin receptor 4 (F1: 0.9246) | |
| CHEMBL1889: Vasopressin V1a receptor (F1: 0.9173) | |
| CHEMBL3105: Poly [ADP-ribose] polymerase-1 (F1: 0.9158) | |
| CHEMBL286: Renin (F1: 0.9148) | |
| CHEMBL2000: Plasma kallikrein (F1: 0.9109) | |
| CHEMBL249: Neurokinin 1 receptor (F1: 0.9104) | |
| CHEMBL2243: Anandamide amidohydrolase (F1: 0.9059) | |
| CHEMBL284: Dipeptidyl peptidase IV (F1: 0.9037) | |
| CHEMBL2094135: Gamma-secretase (F1: 0.9020) | |
| ================= | |
| Class: 0 | |
| Precision: 0.8274 | |
| Recall: 0.8150 | |
| F1-score: 0.8212 | |
| Support: 200 | |
| Class: 1 | |
| Precision: 0.8878 | |
| Recall: 0.8700 | |
| F1-score: 0.8788 | |
| Support: 200 | |
| Class: 2 | |
| Precision: 0.9124 | |
| Recall: 0.8850 | |
| F1-score: 0.8985 | |
| Support: 200 | |
| Class: 3 | |
| Precision: 0.9216 | |
| Recall: 0.9400 | |
| F1-score: 0.9307 | |
| Support: 200 | |
| Class: 4 | |
| Precision: 0.9750 | |
| Recall: 0.9750 | |
| F1-score: 0.9750 | |
| Support: 200 | |
| Class: 5 | |
| Precision: 0.4549 | |
| Recall: 0.5550 | |
| F1-score: 0.5000 | |
| Support: 200 | |
| Class: 6 | |
| Precision: 0.6089 | |
| Recall: 0.6850 | |
| F1-score: 0.6447 | |
| Support: 200 | |
| Class: 7 | |
| Precision: 0.8204 | |
| Recall: 0.8450 | |
| F1-score: 0.8325 | |
| Support: 200 | |
| Class: 8 | |
| Precision: 0.3436 | |
| Recall: 0.5000 | |
| F1-score: 0.4073 | |
| Support: 200 | |
| Class: 9 | |
| Precision: 0.3580 | |
| Recall: 0.4600 | |
| F1-score: 0.4026 | |
| Support: 200 | |
| Class: 10 | |
| Precision: 0.6327 | |
| Recall: 0.6200 | |
| F1-score: 0.6263 | |
| Support: 200 | |
| Class: 11 | |
| Precision: 0.9789 | |
| Recall: 0.9300 | |
| F1-score: 0.9538 | |
| Support: 200 | |
| Class: 12 | |
| Precision: 0.5422 | |
| Recall: 0.6100 | |
| F1-score: 0.5741 | |
| Support: 200 | |
| Class: 13 | |
| Precision: 0.2994 | |
| Recall: 0.2350 | |
| F1-score: 0.2633 | |
| Support: 200 | |
| Class: 14 | |
| Precision: 0.4353 | |
| Recall: 0.5050 | |
| F1-score: 0.4676 | |
| Support: 200 | |
| Class: 15 | |
| Precision: 0.7543 | |
| Recall: 0.6600 | |
| F1-score: 0.7040 | |
| Support: 200 | |
| Class: 16 | |
| Precision: 0.8700 | |
| Recall: 0.9700 | |
| F1-score: 0.9173 | |
| Support: 200 | |
| Class: 17 | |
| Precision: 0.4156 | |
| Recall: 0.5050 | |
| F1-score: 0.4560 | |
| Support: 200 | |
| Class: 18 | |
| Precision: 0.7117 | |
| Recall: 0.7900 | |
| F1-score: 0.7488 | |
| Support: 200 | |
| Class: 19 | |
| Precision: 0.4682 | |
| Recall: 0.7350 | |
| F1-score: 0.5720 | |
| Support: 200 | |
| Class: 20 | |
| Precision: 0.4638 | |
| Recall: 0.4800 | |
| F1-score: 0.4717 | |
| Support: 200 | |
| Class: 21 | |
| Precision: 0.5783 | |
| Recall: 0.6650 | |
| F1-score: 0.6186 | |
| Support: 200 | |
| Class: 22 | |
| Precision: 0.3414 | |
| Recall: 0.4250 | |
| F1-score: 0.3786 | |
| Support: 200 | |
| Class: 23 | |
| Precision: 0.3034 | |
| Recall: 0.2700 | |
| F1-score: 0.2857 | |
| Support: 200 | |
| Class: 24 | |
| Precision: 0.9286 | |
| Recall: 0.9750 | |
| F1-score: 0.9512 | |
| Support: 200 | |
| Class: 25 | |
| Precision: 0.4856 | |
| Recall: 0.5050 | |
| F1-score: 0.4951 | |
| Support: 200 | |
| Class: 26 | |
| Precision: 0.6852 | |
| Recall: 0.7400 | |
| F1-score: 0.7115 | |
| Support: 200 | |
| Class: 27 | |
| Precision: 0.9009 | |
| Recall: 0.9550 | |
| F1-score: 0.9272 | |
| Support: 200 | |
| Class: 28 | |
| Precision: 0.4337 | |
| Recall: 0.4250 | |
| F1-score: 0.4293 | |
| Support: 200 | |
| Class: 29 | |
| Precision: 0.8068 | |
| Recall: 0.7100 | |
| F1-score: 0.7553 | |
| Support: 200 | |
| Class: 30 | |
| Precision: 0.3315 | |
| Recall: 0.3000 | |
| F1-score: 0.3150 | |
| Support: 200 | |
| Class: 31 | |
| Precision: 0.9698 | |
| Recall: 0.9650 | |
| F1-score: 0.9674 | |
| Support: 200 | |
| Class: 32 | |
| Precision: 0.9275 | |
| Recall: 0.8950 | |
| F1-score: 0.9109 | |
| Support: 200 | |
| Class: 33 | |
| Precision: 0.9698 | |
| Recall: 0.9650 | |
| F1-score: 0.9674 | |
| Support: 200 | |
| Class: 34 | |
| Precision: 0.9557 | |
| Recall: 0.9700 | |
| F1-score: 0.9628 | |
| Support: 200 | |
| Class: 35 | |
| Precision: 0.6797 | |
| Recall: 0.8700 | |
| F1-score: 0.7632 | |
| Support: 200 | |
| Class: 36 | |
| Precision: 0.4825 | |
| Recall: 0.3450 | |
| F1-score: 0.4023 | |
| Support: 200 | |
| Class: 37 | |
| Precision: 0.6507 | |
| Recall: 0.6800 | |
| F1-score: 0.6650 | |
| Support: 200 | |
| Class: 38 | |
| Precision: 0.4690 | |
| Recall: 0.5300 | |
| F1-score: 0.4977 | |
| Support: 200 | |
| Class: 39 | |
| Precision: 0.6183 | |
| Recall: 0.5750 | |
| F1-score: 0.5959 | |
| Support: 200 | |
| Class: 40 | |
| Precision: 0.8607 | |
| Recall: 0.8650 | |
| F1-score: 0.8628 | |
| Support: 200 | |
| Class: 41 | |
| Precision: 0.2830 | |
| Recall: 0.2250 | |
| F1-score: 0.2507 | |
| Support: 200 | |
| Class: 42 | |
| Precision: 0.5115 | |
| Recall: 0.6650 | |
| F1-score: 0.5783 | |
| Support: 200 | |
| Class: 43 | |
| Precision: 0.5106 | |
| Recall: 0.4800 | |
| F1-score: 0.4948 | |
| Support: 200 | |
| Class: 44 | |
| Precision: 0.5982 | |
| Recall: 0.6550 | |
| F1-score: 0.6253 | |
| Support: 200 | |
| Class: 45 | |
| Precision: 0.7000 | |
| Recall: 0.7700 | |
| F1-score: 0.7333 | |
| Support: 200 | |
| Class: 46 | |
| Precision: 0.8846 | |
| Recall: 0.9200 | |
| F1-score: 0.9020 | |
| Support: 200 | |
| Class: 47 | |
| Precision: 0.4430 | |
| Recall: 0.3500 | |
| F1-score: 0.3911 | |
| Support: 200 | |
| Class: 48 | |
| Precision: 0.3061 | |
| Recall: 0.3000 | |
| F1-score: 0.3030 | |
| Support: 200 | |
| Class: 49 | |
| Precision: 0.7944 | |
| Recall: 0.7150 | |
| F1-score: 0.7526 | |
| Support: 200 | |
| Class: 50 | |
| Precision: 0.3744 | |
| Recall: 0.3650 | |
| F1-score: 0.3696 | |
| Support: 200 | |
| Class: 51 | |
| Precision: 0.3580 | |
| Recall: 0.2900 | |
| F1-score: 0.3204 | |
| Support: 200 | |
| Class: 52 | |
| Precision: 0.4956 | |
| Recall: 0.2800 | |
| F1-score: 0.3578 | |
| Support: 200 | |
| Class: 53 | |
| Precision: 0.4088 | |
| Recall: 0.3250 | |
| F1-score: 0.3621 | |
| Support: 200 | |
| Class: 54 | |
| Precision: 0.6432 | |
| Recall: 0.6400 | |
| F1-score: 0.6416 | |
| Support: 200 | |
| Class: 55 | |
| Precision: 0.4188 | |
| Recall: 0.4000 | |
| F1-score: 0.4092 | |
| Support: 200 | |
| Class: 56 | |
| Precision: 0.2088 | |
| Recall: 0.0950 | |
| F1-score: 0.1306 | |
| Support: 200 | |
| Class: 57 | |
| Precision: 0.9752 | |
| Recall: 0.9850 | |
| F1-score: 0.9801 | |
| Support: 200 | |
| Class: 58 | |
| Precision: 0.5628 | |
| Recall: 0.6050 | |
| F1-score: 0.5831 | |
| Support: 200 | |
| Class: 59 | |
| Precision: 0.3152 | |
| Recall: 0.2600 | |
| F1-score: 0.2849 | |
| Support: 200 | |
| Class: 60 | |
| Precision: 0.4934 | |
| Recall: 0.5600 | |
| F1-score: 0.5246 | |
| Support: 200 | |
| Class: 61 | |
| Precision: 0.5066 | |
| Recall: 0.3850 | |
| F1-score: 0.4375 | |
| Support: 200 | |
| Class: 62 | |
| Precision: 0.4018 | |
| Recall: 0.4500 | |
| F1-score: 0.4245 | |
| Support: 200 | |
| Class: 63 | |
| Precision: 0.3239 | |
| Recall: 0.4000 | |
| F1-score: 0.3579 | |
| Support: 200 | |
| Class: 64 | |
| Precision: 0.2866 | |
| Recall: 0.2250 | |
| F1-score: 0.2521 | |
| Support: 200 | |
| Class: 65 | |
| Precision: 0.8971 | |
| Recall: 0.9150 | |
| F1-score: 0.9059 | |
| Support: 200 | |
| Class: 66 | |
| Precision: 0.2652 | |
| Recall: 0.2400 | |
| F1-score: 0.2520 | |
| Support: 200 | |
| Class: 67 | |
| Precision: 0.2834 | |
| Recall: 0.2650 | |
| F1-score: 0.2739 | |
| Support: 200 | |
| Class: 68 | |
| Precision: 0.6279 | |
| Recall: 0.6750 | |
| F1-score: 0.6506 | |
| Support: 200 | |
| Class: 69 | |
| Precision: 0.2771 | |
| Recall: 0.1150 | |
| F1-score: 0.1625 | |
| Support: 200 | |
| Class: 70 | |
| Precision: 0.2483 | |
| Recall: 0.1850 | |
| F1-score: 0.2120 | |
| Support: 200 | |
| Class: 71 | |
| Precision: 0.3144 | |
| Recall: 0.3050 | |
| F1-score: 0.3096 | |
| Support: 200 | |
| Class: 72 | |
| Precision: 0.6748 | |
| Recall: 0.6950 | |
| F1-score: 0.6847 | |
| Support: 200 | |
| Class: 73 | |
| Precision: 0.4112 | |
| Recall: 0.4400 | |
| F1-score: 0.4251 | |
| Support: 200 | |
| Class: 74 | |
| Precision: 0.2455 | |
| Recall: 0.2050 | |
| F1-score: 0.2234 | |
| Support: 200 | |
| Class: 75 | |
| Precision: 0.3839 | |
| Recall: 0.6200 | |
| F1-score: 0.4742 | |
| Support: 200 | |
| Class: 76 | |
| Precision: 0.2966 | |
| Recall: 0.1750 | |
| F1-score: 0.2201 | |
| Support: 200 | |
| Class: 77 | |
| Precision: 0.8808 | |
| Recall: 0.8500 | |
| F1-score: 0.8651 | |
| Support: 200 | |
| Class: 78 | |
| Precision: 0.3113 | |
| Recall: 0.3300 | |
| F1-score: 0.3204 | |
| Support: 200 | |
| Class: 79 | |
| Precision: 0.6269 | |
| Recall: 0.4200 | |
| F1-score: 0.5030 | |
| Support: 200 | |
| Class: 80 | |
| Precision: 0.4472 | |
| Recall: 0.5500 | |
| F1-score: 0.4933 | |
| Support: 200 | |
| Class: 81 | |
| Precision: 0.4872 | |
| Recall: 0.3800 | |
| F1-score: 0.4270 | |
| Support: 200 | |
| Class: 82 | |
| Precision: 0.4141 | |
| Recall: 0.4700 | |
| F1-score: 0.4403 | |
| Support: 200 | |
| Class: 83 | |
| Precision: 0.4703 | |
| Recall: 0.5150 | |
| F1-score: 0.4916 | |
| Support: 200 | |
| Class: 84 | |
| Precision: 0.2917 | |
| Recall: 0.1750 | |
| F1-score: 0.2188 | |
| Support: 200 | |
| Class: 85 | |
| Precision: 0.7611 | |
| Recall: 0.8600 | |
| F1-score: 0.8075 | |
| Support: 200 | |
| Class: 86 | |
| Precision: 0.5266 | |
| Recall: 0.5450 | |
| F1-score: 0.5356 | |
| Support: 200 | |
| Class: 87 | |
| Precision: 0.6862 | |
| Recall: 0.6450 | |
| F1-score: 0.6649 | |
| Support: 200 | |
| Class: 88 | |
| Precision: 0.4094 | |
| Recall: 0.3500 | |
| F1-score: 0.3774 | |
| Support: 200 | |
| Class: 89 | |
| Precision: 0.5122 | |
| Recall: 0.6300 | |
| F1-score: 0.5650 | |
| Support: 200 | |
| Class: 90 | |
| Precision: 0.9397 | |
| Recall: 0.9350 | |
| F1-score: 0.9373 | |
| Support: 200 | |
| Class: 91 | |
| Precision: 0.6890 | |
| Recall: 0.7200 | |
| F1-score: 0.7042 | |
| Support: 200 | |
| Class: 92 | |
| Precision: 0.9059 | |
| Recall: 0.9150 | |
| F1-score: 0.9104 | |
| Support: 200 | |
| Class: 93 | |
| Precision: 0.3444 | |
| Recall: 0.2600 | |
| F1-score: 0.2963 | |
| Support: 200 | |
| Class: 94 | |
| Precision: 0.9899 | |
| Recall: 0.9850 | |
| F1-score: 0.9875 | |
| Support: 200 | |
| Class: 95 | |
| Precision: 0.6135 | |
| Recall: 0.7700 | |
| F1-score: 0.6829 | |
| Support: 200 | |
| Class: 96 | |
| Precision: 0.5549 | |
| Recall: 0.5050 | |
| F1-score: 0.5288 | |
| Support: 200 | |
| Class: 97 | |
| Precision: 0.5542 | |
| Recall: 0.6900 | |
| F1-score: 0.6147 | |
| Support: 200 | |
| Class: 98 | |
| Precision: 0.3709 | |
| Recall: 0.3950 | |
| F1-score: 0.3826 | |
| Support: 200 | |
| Class: 99 | |
| Precision: 0.3991 | |
| Recall: 0.4650 | |
| F1-score: 0.4296 | |
| Support: 200 | |
| Class: 100 | |
| Precision: 0.7130 | |
| Recall: 0.7700 | |
| F1-score: 0.7404 | |
| Support: 200 | |
| Class: 101 | |
| Precision: 0.9293 | |
| Recall: 0.9200 | |
| F1-score: 0.9246 | |
| Support: 200 | |
| Class: 102 | |
| Precision: 0.8511 | |
| Recall: 0.8000 | |
| F1-score: 0.8247 | |
| Support: 200 | |
| Class: 103 | |
| Precision: 0.7234 | |
| Recall: 0.6800 | |
| F1-score: 0.7010 | |
| Support: 200 | |
| Class: 104 | |
| Precision: 0.2062 | |
| Recall: 0.1650 | |
| F1-score: 0.1833 | |
| Support: 200 | |
| Class: 105 | |
| Precision: 0.4978 | |
| Recall: 0.5550 | |
| F1-score: 0.5248 | |
| Support: 200 | |
| Class: 106 | |
| Precision: 0.6537 | |
| Recall: 0.6700 | |
| F1-score: 0.6617 | |
| Support: 200 | |
| Class: 107 | |
| Precision: 0.5109 | |
| Recall: 0.4700 | |
| F1-score: 0.4896 | |
| Support: 200 | |
| Class: 108 | |
| Precision: 0.4921 | |
| Recall: 0.4700 | |
| F1-score: 0.4808 | |
| Support: 200 | |
| Class: 109 | |
| Precision: 0.6889 | |
| Recall: 0.7750 | |
| F1-score: 0.7294 | |
| Support: 200 | |
| Class: 110 | |
| Precision: 0.5312 | |
| Recall: 0.3400 | |
| F1-score: 0.4146 | |
| Support: 200 | |
| Class: 111 | |
| Precision: 0.8719 | |
| Recall: 0.8850 | |
| F1-score: 0.8784 | |
| Support: 200 | |
| Class: 112 | |
| Precision: 0.4493 | |
| Recall: 0.3100 | |
| F1-score: 0.3669 | |
| Support: 200 | |
| Class: 113 | |
| Precision: 0.8482 | |
| Recall: 0.8100 | |
| F1-score: 0.8286 | |
| Support: 200 | |
| Class: 114 | |
| Precision: 0.2941 | |
| Recall: 0.1750 | |
| F1-score: 0.2194 | |
| Support: 200 | |
| Class: 115 | |
| Precision: 0.4253 | |
| Recall: 0.3700 | |
| F1-score: 0.3957 | |
| Support: 200 | |
| Class: 116 | |
| Precision: 0.7448 | |
| Recall: 0.7150 | |
| F1-score: 0.7296 | |
| Support: 200 | |
| Class: 117 | |
| Precision: 0.3109 | |
| Recall: 0.3700 | |
| F1-score: 0.3379 | |
| Support: 200 | |
| Class: 118 | |
| Precision: 0.4521 | |
| Recall: 0.5900 | |
| F1-score: 0.5119 | |
| Support: 200 | |
| Class: 119 | |
| Precision: 0.8927 | |
| Recall: 0.9150 | |
| F1-score: 0.9037 | |
| Support: 200 | |
| Class: 120 | |
| Precision: 0.6244 | |
| Recall: 0.6150 | |
| F1-score: 0.6196 | |
| Support: 200 | |
| Class: 121 | |
| Precision: 0.8910 | |
| Recall: 0.9400 | |
| F1-score: 0.9148 | |
| Support: 200 | |
| Class: 122 | |
| Precision: 0.6059 | |
| Recall: 0.6150 | |
| F1-score: 0.6104 | |
| Support: 200 | |
| Class: 123 | |
| Precision: 0.3704 | |
| Recall: 0.3000 | |
| F1-score: 0.3315 | |
| Support: 200 | |
| Class: 124 | |
| Precision: 0.5475 | |
| Recall: 0.4900 | |
| F1-score: 0.5172 | |
| Support: 200 | |
| Class: 125 | |
| Precision: 0.2750 | |
| Recall: 0.1100 | |
| F1-score: 0.1571 | |
| Support: 200 | |
| Class: 126 | |
| Precision: 0.5632 | |
| Recall: 0.4900 | |
| F1-score: 0.5241 | |
| Support: 200 | |
| Class: 127 | |
| Precision: 0.9420 | |
| Recall: 0.9750 | |
| F1-score: 0.9582 | |
| Support: 200 | |
| Class: 128 | |
| Precision: 0.9183 | |
| Recall: 0.9550 | |
| F1-score: 0.9363 | |
| Support: 200 | |
| Class: 129 | |
| Precision: 0.3254 | |
| Recall: 0.2750 | |
| F1-score: 0.2981 | |
| Support: 200 | |
| Class: 130 | |
| Precision: 0.7163 | |
| Recall: 0.7700 | |
| F1-score: 0.7422 | |
| Support: 200 | |
| Class: 131 | |
| Precision: 0.3957 | |
| Recall: 0.4650 | |
| F1-score: 0.4276 | |
| Support: 200 | |
| Class: 132 | |
| Precision: 0.9069 | |
| Recall: 0.9250 | |
| F1-score: 0.9158 | |
| Support: 200 | |
| Class: 133 | |
| Precision: 0.6842 | |
| Recall: 0.6500 | |
| F1-score: 0.6667 | |
| Support: 200 | |
| Class: 134 | |
| Precision: 0.4461 | |
| Recall: 0.4550 | |
| F1-score: 0.4505 | |
| Support: 200 | |
| Class: 135 | |
| Precision: 0.3333 | |
| Recall: 0.4150 | |
| F1-score: 0.3697 | |
| Support: 200 | |
| Class: 136 | |
| Precision: 0.3838 | |
| Recall: 0.5200 | |
| F1-score: 0.4416 | |
| Support: 200 | |
| Class: 137 | |
| Precision: 0.3962 | |
| Recall: 0.4200 | |
| F1-score: 0.4078 | |
| Support: 200 | |
| Class: 138 | |
| Precision: 0.3295 | |
| Recall: 0.2850 | |
| F1-score: 0.3056 | |
| Support: 200 | |
| Class: 139 | |
| Precision: 0.8782 | |
| Recall: 0.8650 | |
| F1-score: 0.8715 | |
| Support: 200 | |
| Class: 140 | |
| Precision: 0.3761 | |
| Recall: 0.4100 | |
| F1-score: 0.3923 | |
| Support: 200 | |
| Class: 141 | |
| Precision: 0.3116 | |
| Recall: 0.3350 | |
| F1-score: 0.3229 | |
| Support: 200 | |
| Class: 142 | |
| Precision: 0.3357 | |
| Recall: 0.2400 | |
| F1-score: 0.2799 | |
| Support: 200 | |
| Class: 143 | |
| Precision: 0.3022 | |
| Recall: 0.2750 | |
| F1-score: 0.2880 | |
| Support: 200 | |
| Class: 144 | |
| Precision: 0.7455 | |
| Recall: 0.8200 | |
| F1-score: 0.7810 | |
| Support: 200 | |
| Class: 145 | |
| Precision: 0.3273 | |
| Recall: 0.2700 | |
| F1-score: 0.2959 | |
| Support: 200 | |
| Class: 146 | |
| Precision: 0.2737 | |
| Recall: 0.1300 | |
| F1-score: 0.1763 | |
| Support: 200 | |
| Class: 147 | |
| Precision: 0.7833 | |
| Recall: 0.7950 | |
| F1-score: 0.7891 | |
| Support: 200 | |
| Class: 148 | |
| Precision: 0.5888 | |
| Recall: 0.6300 | |
| F1-score: 0.6087 | |
| Support: 200 | |
| Class: 149 | |
| Precision: 0.2518 | |
| Recall: 0.1750 | |
| F1-score: 0.2065 | |
| Support: 200 | |
| Class: 150 | |
| Precision: 0.3607 | |
| Recall: 0.2200 | |
| F1-score: 0.2733 | |
| Support: 200 | |
| Class: 151 | |
| Precision: 0.8082 | |
| Recall: 0.8850 | |
| F1-score: 0.8449 | |
| Support: 200 | |
| Class: 152 | |
| Precision: 0.8359 | |
| Recall: 0.8150 | |
| F1-score: 0.8253 | |
| Support: 200 | |
| Class: 153 | |
| Precision: 0.4746 | |
| Recall: 0.5600 | |
| F1-score: 0.5138 | |
| Support: 200 | |
| Class: 154 | |
| Precision: 0.9751 | |
| Recall: 0.9800 | |
| F1-score: 0.9776 | |
| Support: 200 | |
| Class: 155 | |
| Precision: 0.2105 | |
| Recall: 0.1200 | |
| F1-score: 0.1529 | |
| Support: 200 | |
| Class: 156 | |
| Precision: 0.4538 | |
| Recall: 0.2700 | |
| F1-score: 0.3386 | |
| Support: 200 | |
| Class: 157 | |
| Precision: 0.5625 | |
| Recall: 0.7200 | |
| F1-score: 0.6316 | |
| Support: 200 | |
| Class: 158 | |
| Precision: 0.9801 | |
| Recall: 0.9850 | |
| F1-score: 0.9825 | |
| Support: 200 | |
| Class: 159 | |
| Precision: 0.7339 | |
| Recall: 0.8000 | |
| F1-score: 0.7656 | |
| Support: 200 | |
| Class: 160 | |
| Precision: 0.3889 | |
| Recall: 0.4550 | |
| F1-score: 0.4194 | |
| Support: 200 | |
| Class: 161 | |
| Precision: 0.7909 | |
| Recall: 0.8700 | |
| F1-score: 0.8286 | |
| Support: 200 | |
| Class: 162 | |
| Precision: 0.8058 | |
| Recall: 0.8300 | |
| F1-score: 0.8177 | |
| Support: 200 | |
| Class: 163 | |
| Precision: 0.9466 | |
| Recall: 0.9750 | |
| F1-score: 0.9606 | |
| Support: 200 | |
| Class: 164 | |
| Precision: 0.3889 | |
| Recall: 0.3500 | |
| F1-score: 0.3684 | |
| Support: 200 | |
| Class: 165 | |
| Precision: 0.8333 | |
| Recall: 0.8750 | |
| F1-score: 0.8537 | |
| Support: 200 | |
| Class: 166 | |
| Precision: 0.6479 | |
| Recall: 0.8650 | |
| F1-score: 0.7409 | |
| Support: 200 | |
| Class: 167 | |
| Precision: 0.6598 | |
| Recall: 0.7950 | |
| F1-score: 0.7211 | |
| Support: 200 | |
| Class: 168 | |
| Precision: 0.7524 | |
| Recall: 0.3950 | |
| F1-score: 0.5180 | |
| Support: 200 | |
| Class: 169 | |
| Precision: 0.5366 | |
| Recall: 0.6600 | |
| F1-score: 0.5919 | |
| Support: 200 | |
| Class: 170 | |
| Precision: 0.8768 | |
| Recall: 0.8900 | |
| F1-score: 0.8834 | |
| Support: 200 | |
| Class: 171 | |
| Precision: 0.9898 | |
| Recall: 0.9700 | |
| F1-score: 0.9798 | |
| Support: 200 | |
| Class: 172 | |
| Precision: 0.3226 | |
| Recall: 0.3000 | |
| F1-score: 0.3109 | |
| Support: 200 | |
| Class: 173 | |
| Precision: 0.8841 | |
| Recall: 0.9150 | |
| F1-score: 0.8993 | |
| Support: 200 | |
| Class: 174 | |
| Precision: 0.8564 | |
| Recall: 0.8650 | |
| F1-score: 0.8607 | |
| Support: 200 | |
| Class: 175 | |
| Precision: 0.4382 | |
| Recall: 0.5500 | |
| F1-score: 0.4878 | |
| Support: 200 | |
| Class: 176 | |
| Precision: 0.3357 | |
| Recall: 0.7200 | |
| F1-score: 0.4579 | |
| Support: 200 | |
| Class: 177 | |
| Precision: 0.9563 | |
| Recall: 0.9850 | |
| F1-score: 0.9704 | |
| Support: 200 | |
| Class: 178 | |
| Precision: 0.5411 | |
| Recall: 0.5600 | |
| F1-score: 0.5504 | |
| Support: 200 | |
| Class: 179 | |
| Precision: 0.4192 | |
| Recall: 0.4800 | |
| F1-score: 0.4476 | |
| Support: 200 | |
| Class: 180 | |
| Precision: 0.9036 | |
| Recall: 0.8900 | |
| F1-score: 0.8967 | |
| Support: 200 | |
| Class: 181 | |
| Precision: 0.6034 | |
| Recall: 0.7150 | |
| F1-score: 0.6545 | |
| Support: 200 | |
| Class: 182 | |
| Precision: 0.7975 | |
| Recall: 0.6500 | |
| F1-score: 0.7163 | |
| Support: 200 | |
| Class: 183 | |
| Precision: 0.8873 | |
| Recall: 0.9050 | |
| F1-score: 0.8960 | |
| Support: 200 | |
| Class: 184 | |
| Precision: 0.7120 | |
| Recall: 0.6800 | |
| F1-score: 0.6957 | |
| Support: 200 | |
| Class: 185 | |
| Precision: 0.7160 | |
| Recall: 0.5800 | |
| F1-score: 0.6409 | |
| Support: 200 | |
| Class: 186 | |
| Precision: 0.4975 | |
| Recall: 0.4950 | |
| F1-score: 0.4962 | |
| Support: 200 | |
| Class: 187 | |
| Precision: 0.8873 | |
| Recall: 0.9050 | |
| F1-score: 0.8960 | |
| Support: 200 | |
| Class: 188 | |
| Precision: 0.9314 | |
| Recall: 0.9500 | |
| F1-score: 0.9406 | |
| Support: 200 | |
| Class: 189 | |
| Precision: 0.8489 | |
| Recall: 0.9550 | |
| F1-score: 0.8988 | |
| Support: 200 | |
| Class: 190 | |
| Precision: 0.9356 | |
| Recall: 0.9450 | |
| F1-score: 0.9403 | |
| Support: 200 | |
| Class: 191 | |
| Precision: 0.5121 | |
| Recall: 0.5300 | |
| F1-score: 0.5209 | |
| Support: 200 | |
| Class: 192 | |
| Precision: 0.5098 | |
| Recall: 0.3900 | |
| F1-score: 0.4419 | |
| Support: 200 | |
| Class: 193 | |
| Precision: 0.9466 | |
| Recall: 0.9750 | |
| F1-score: 0.9606 | |
| Support: 200 | |
| Class: 194 | |
| Precision: 0.9324 | |
| Recall: 0.9650 | |
| F1-score: 0.9484 | |
| Support: 200 | |
| Class: 195 | |
| Precision: 0.7438 | |
| Recall: 0.7550 | |
| F1-score: 0.7494 | |
| Support: 200 | |
| Class: 196 | |
| Precision: 0.3816 | |
| Recall: 0.5400 | |
| F1-score: 0.4472 | |
| Support: 200 | |
| Class: 197 | |
| Precision: 0.9272 | |
| Recall: 0.9550 | |
| F1-score: 0.9409 | |
| Support: 200 | |
| Class: 198 | |
| Precision: 0.6041 | |
| Recall: 0.7400 | |
| F1-score: 0.6652 | |
| Support: 200 | |
| Class: 199 | |
| Precision: 0.7072 | |
| Recall: 0.7850 | |
| F1-score: 0.7441 | |
| Support: 200 | |
| Class: 200 | |
| Precision: 0.7783 | |
| Recall: 0.8600 | |
| F1-score: 0.8171 | |
| Support: 200 | |
| Class: 201 | |
| Precision: 0.4009 | |
| Recall: 0.4250 | |
| F1-score: 0.4126 | |
| Support: 200 | |
| Class: 202 | |
| Precision: 0.4977 | |
| Recall: 0.5300 | |
| F1-score: 0.5133 | |
| Support: 200 | |
| Class: 203 | |
| Precision: 0.8702 | |
| Recall: 0.9050 | |
| F1-score: 0.8873 | |
| Support: 200 | |
| Class: 204 | |
| Precision: 0.9635 | |
| Recall: 0.9250 | |
| F1-score: 0.9439 | |
| Support: 200 | |
| Class: 205 | |
| Precision: 0.6715 | |
| Recall: 0.4600 | |
| F1-score: 0.5460 | |
| Support: 200 | |
| Class: 206 | |
| Precision: 0.9899 | |
| Recall: 0.9800 | |
| F1-score: 0.9849 | |
| Support: 200 | |
| Class: 207 | |
| Precision: 0.6753 | |
| Recall: 0.5200 | |
| F1-score: 0.5876 | |
| Support: 200 | |
| Class: 208 | |
| Precision: 0.8060 | |
| Recall: 0.5400 | |
| F1-score: 0.6467 | |
| Support: 200 | |
| Class: 209 | |
| Precision: 0.9250 | |
| Recall: 0.9250 | |
| F1-score: 0.9250 | |
| Support: 200 | |
| Class: 210 | |
| Precision: 0.9234 | |
| Recall: 0.9650 | |
| F1-score: 0.9438 | |
| Support: 200 | |
| Class: 211 | |
| Precision: 0.4475 | |
| Recall: 0.4050 | |
| F1-score: 0.4252 | |
| Support: 200 | |
| Class: 212 | |
| Precision: 0.9561 | |
| Recall: 0.9800 | |
| F1-score: 0.9679 | |
| Support: 200 | |
| Class: 213 | |
| Precision: 0.7219 | |
| Recall: 0.6750 | |
| F1-score: 0.6977 | |
| Support: 200 | |
| Class: 214 | |
| Precision: 0.8154 | |
| Recall: 0.7950 | |
| F1-score: 0.8051 | |
| Support: 200 | |
| Class: 215 | |
| Precision: 0.6967 | |
| Recall: 0.7350 | |
| F1-score: 0.7153 | |
| Support: 200 | |
| Class: 216 | |
| Precision: 0.4539 | |
| Recall: 0.6400 | |
| F1-score: 0.5311 | |
| Support: 200 | |
| Class: 217 | |
| Precision: 0.9606 | |
| Recall: 0.9750 | |
| F1-score: 0.9677 | |
| Support: 200 | |
| Class: 218 | |
| Precision: 0.7689 | |
| Recall: 0.8150 | |
| F1-score: 0.7913 | |
| Support: 200 | |
| Class: 219 | |
| Precision: 0.9510 | |
| Recall: 0.9700 | |
| F1-score: 0.9604 | |
| Support: 200 | |
| Class: 220 | |
| Precision: 0.8174 | |
| Recall: 0.8950 | |
| F1-score: 0.8544 | |
| Support: 200 | |
| Class: macro avg | |
| Precision: 0.6142 | |
| Recall: 0.6199 | |
| F1-score: 0.6127 | |
| Support: 44200 | |
| Class: weighted avg | |
| Precision: 0.6142 | |
| Recall: 0.6199 | |
| F1-score: 0.6127 | |
| Support: 44200 | |