File size: 30,896 Bytes

=================

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