drugtargetpred-chemselfies / test_results.txt
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Update test_results.txt
e9e12e6 verified
=================
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
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