Rule 754
	gravy <= -0.292
	qw2_ratio > 0.254
	ww7_ratio <= 0.069
	ww8_ratio > 0.061
	->  class mips_01_06_01_07 "isoprenoid biosynthesis"

	Evaluation on training data (2913 items):
	at_At1g66960	mips_01_06_01_07	"putative protein"
			mips_01_06_01_07_11
			mips_01_07_01
	at_At1g78500	mips_01_06_01	"Putative Oxidosqualene Cyclase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_40_07
	at_At1g78950	mips_01_06_01_07	"hypothetical protein"
			mips_01_06_01_07_11
			mips_01_07_01
	at_At1g78970	mips_01_06_01_07	"putative protein"
			mips_01_06_01_07_11
			mips_01_07_01
	at_At5g42600	mips_01_06_01_07	"cycloartenol synthase"
			mips_01_06_01_07_11
			mips_01_07_01
	at_At5g48010	mips_01_06_01_07	"cycloartenol synthase"
			mips_01_06_01_07_11
			mips_01_07_01
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_01_06_01_07': 62/2913 (2.13%)

	Evaluation on validation data (1468 items):
	at_At1g78960	mips_01_06_01_07	"hypothetical protein"
			mips_01_06_01_07_11
	at_At3g59380 -	mips_01_06_07	"protein farnesyltransferase subunit A (FTA)"
			mips_06_07_99
			mips_10
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_01
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
	at_At5g36150	mips_01_06	"putative protein"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_40_07
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_01_06_01_07': 37/1468 (2.52%)

	Evaluation on propertest data (2253 items):
	at_At1g04190 -	mips_01	"unknown protein"
			mips_06
			mips_06_07
			mips_06_07_02
			mips_06_07_02_01
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_10
			mips_63
			mips_63_01
	at_At1g77410 -	mips_01_05_01_01_01	""
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At2g17910 -	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At5g15380 -	mips_03_01_05_01	"putative protein"
			mips_03_01_09
			mips_03_01_09_05
	Propertest Accuracy: 0/4 (0.00%)
	Propertest Frequency class 'mips_01_06_01_07': 47/2253 (2.09%)

	New (unknown) data (1468 items):
	at_At1g10750 -	no entry	null
	at_At1g17850 -	no entry	null
	at_At1g23340 -	no entry	null
	at_At1g29190 -	no entry	null
	at_At1g31850 -	no entry	null
	at_At1g36910 -	no entry	null
	at_At1g70390 -	no entry	null
	at_At2g15710 -	no entry	null
	at_At2g25300 -	no entry	null
	at_At2g35080 -	no entry	null
	at_At2g41020 -	mips_06_13	"unknown protein"
	at_At2g44240 -	no entry	null
	at_At3g12050 -	no entry	null
	at_At3g12350 -	no entry	null
	at_At3g20580 -	mips_11_07_99	"predicted GPI-anchored protein"
	at_At3g46190 -	no entry	null
	at_At3g48580 -	mips_01_05_99	"endoxyloglucan transferase-like protein"
			mips_40_01
	at_At3g51070 -	no entry	null
	at_At3g58360 -	no entry	null
	at_At4g05440 -	mips_03_01_01	"D123 -like protein"
			mips_13_11_03
			mips_25_01
			mips_25_01_01
	at_At4g09510 -	no entry	null
	at_At4g19320 -	no entry	null
	at_At4g37730 -	mips_13_05	"bZip transcription factor AtbZip7"
			mips_13_05_01
	at_At4g39550 -	no entry	null
	at_At4g39570 -	no entry	null
	at_At5g50150 -	no entry	null
	at_At5g55060 -	no entry	null
	at_At5g62760 -	no entry	null
	at_At1g47300 -	no entry	null
	at_At2g39050 -	no entry	null
	at_At3g17600 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
	at_At3g24720 -	mips_01	"protein kinase, putative"
			mips_01_04
			mips_04
			mips_04_09
			mips_06
			mips_06_07
			mips_10
			mips_25
			mips_25_05
			mips_25_05_13
			mips_25_05_25
			mips_30
			mips_30_04
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_03
			mips_98
	at_At3g29620 -	no entry	null
	at_At4g11970 -	mips_11_01	"putative protein"
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
	at_At4g19120 -	no entry	null
	at_At4g36840 -	no entry	null
	at_At5g18460 -	no entry	null
	at_At5g36020 -	no entry	null
	at_At5g51240 -	no entry	null
	at_At5g56530 -	no entry	null
	at_At1g05470 -	mips_01_04	"hypothetical protein"
			mips_10_01_09
			mips_13_03
			mips_13_03_01
			mips_43
			mips_43_03
			mips_43_03_13
	at_At1g09400 -	mips_02	"putative 12-oxophytodienoate reductase OPR1"
			mips_02_11
			mips_02_99
			mips_14
			mips_14_04
			mips_25
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67
			mips_67_15
	at_At1g17990 -	mips_02_11	"hypothetical protein"
			mips_02_99
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67_15
	at_At1g18020 -	mips_02_11	"hypothetical protein"
			mips_02_99
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67_15
	at_At1g50830 -	no entry	null
	at_At1g55360 -	no entry	null
	at_At1g70550 -	no entry	null
	at_At1g76060 -	no entry	null
	at_At1g76680 -	mips_02_99	"12-oxophytodienoate reductase (OPR1)"
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g03460 -	no entry	null
	at_At2g05400 -	no entry	null
	at_At2g05410 -	no entry	null
	at_At2g17750 -	no entry	null
	at_At2g44210 -	no entry	null
	at_At2g44220 -	no entry	null
	at_At3g08810 -	no entry	null
	at_At3g13510 -	no entry	null
	at_At3g17040 -	no entry	null
	at_At3g48230 -	no entry	null
	at_At3g61280 -	no entry	null
	at_At4g19250 -	no entry	null
	at_At4g19870 -	no entry	null
	at_At4g24500 -	no entry	null
	at_At4g39750 -	no entry	null
	at_At5g49000 -	no entry	null


------------------
Rule 1774
	gravy > -0.292
	gravy <= 0.18
	wl3_ratio <= 0.273
	mc5_ratio <= 0.086
	wq5_ratio > 0.339
	wq9_ratio <= 0.104
	ch10_ratio <= 0.202
	qq10_ratio <= 0.093
	wi10_ratio <= 0.115
	->  class mips_10_01_05_05 "G-protein mediated signal transduction"

	Evaluation on training data (2913 items):
	at_At1g01200	mips_08_16	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g10630	mips_06_04	"similar to ADP-ribosylation factor gb|AAD17207; similar to ESTs gb|N65779, gb|AI996946.1, gb|AI725909.1, gb|T45928, gb|T42202"
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_02
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g20090	mips_10_01_05_05	"RAC-like GTP-binding protein ARAC4"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At1g43890	mips_10_01_05	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At1g70490	mips_08_07	"ADP-ribosylation factor 1 like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g75840	mips_10_01_05_05	"rac-like GTP binding protein (ARAC5)"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At2g15310	mips_06	"putative ADP-ribosylation factor"
			mips_06_04
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63
			mips_63_19
			mips_63_19_05
			mips_67
	at_At2g18390	mips_08_16	"putative ADP-ribosylation factor"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At2g44610	mips_10_01_05	"putative small GTP-binding protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At2g47170	mips_06_07_99	"ADP-ribosylation factor 1"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_30_08
			mips_40_08
			mips_40_09
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g09900	mips_08_07	"putative Ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g09910	mips_10_01_05_05	"putative Ras-like GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At3g15060	mips_08_07	"ras-related GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_63_19_05
	at_At3g22950	mips_06_07_99	"ADP-ribosylation factor, putative"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g51300	mips_10_01_05	"rac-like GTP binding protein Arac11"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11_01
			mips_13_05
			mips_13_07
			mips_13_11
			mips_30_04
	at_At3g53610	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At4g17530	mips_10_01_05_05	"ras-related small GTP-binding protein RAB1c"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At4g19640	mips_06_04	"small GTP-binding protein - like"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At4g28950	mips_10_01_05_05	"rac GTP binding protein Arac7"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35020	mips_10_01_05_05	"Rho1Ps homolog/ Rac-like protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35860	mips_08_07	"GTP-binding protein GB2"
			mips_08_07_27
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g35950	mips_10_01_05_05	"ras-related small GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g39890	mips_10_01_05_05	"small GTP-binding protein - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g03530	mips_10_01_05_05	"AtRab GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g10260	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g14670	mips_06_07_99	"ADP-ribosylation factor - like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g17060	mips_06_04	"ADP-ribosylation factor -like protein"
			mips_06_07
			mips_06_07_99
			mips_06_10
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g47960	mips_08_16	"RAS superfamily GTP-binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At5g52210	mips_08_07	"GTP-binding protein-like"
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g59150	mips_10_01_05_05	"GTP-binding protein rab11 - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g60860	mips_08_07	"GTP-binding protein - like"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	Training Accuracy: 32/32 (100.00%)
	Training Frequency class 'mips_10_01_05_05': 104/2913 (3.57%)

	Evaluation on validation data (1468 items):
	at_At1g05840 -	mips_06_13_99	"unknown protein"
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g13700 -	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_05_01_01_04
			mips_02_07
			mips_04_03
			mips_04_03_03
			mips_25_05_01
			mips_63_21
			mips_63_21_07
	at_At2g22290	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g46060	mips_04	"GTP-binding protein ara-3"
			mips_06
			mips_08_07
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19
	at_At4g17170	mips_10_01_05_05	"GTP-binding RAB2A like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_40_09
			mips_62_01_03
			mips_62_01_99
			mips_62_02_05
			mips_62_02_99
	at_At4g33180 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	Validation Accuracy: 3/6 (50.00%)
	Validation Frequency class 'mips_10_01_05_05': 47/1468 (3.20%)

	Evaluation on propertest data (2253 items):
	at_At1g07410	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_At1g23490	mips_06	"unknown protein (At1g23490)"
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19
			mips_63_19_05
			mips_67
	at_At2g16790 -	mips_01_02	"gluconokinase like protein"
			mips_01_02_99
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_01_03
			mips_01_03_01_01_99
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_01
			mips_01_03_04_03
			mips_01_03_07
			mips_01_03_07_01
			mips_01_03_07_03
			mips_01_03_10
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_16_03
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g17800	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At2g44690	mips_03	"rac-like protein ARAC9 (ARAC9)"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_11
			mips_11_01
			mips_13
			mips_13_05
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_02
			mips_63_19
			mips_63_19_05
	at_At3g11730	mips_10_01_05_05	"putative GTP-binding protein (ATFP8)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g48040	mips_03	"rac GTP binding protein Arac8 (Arac8)"
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_01
			mips_11_05
			mips_11_05_03
			mips_13
			mips_13_05
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_02
			mips_63_19
	at_At3g50560 -	mips_01	"unknown protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_19
			mips_67
			mips_67_15
	at_At3g54840	mips_10_01_05_05	"small GTPase Ara6 (ARA6)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g62290	mips_06_07_99	"ADP-ribosylation factor-like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At4g01380 -	mips_02_13	"putative copper-containing glycoprotein"
			mips_02_13_01
			mips_67_04_01
			mips_67_04_01_01
	at_At4g32230 -	mips_03_01_03	"hypothetical protein"
			mips_03_03_03
			mips_14_01
			mips_14_04_03
			mips_14_04_03_01
	at_At5g03520	mips_08_07	"GTP-binding protein - like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g39070 -	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_29
			mips_29_02
			mips_29_03
			mips_29_99
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_98
	at_At5g45130	mips_10_01_05	"ras-related GTP-binding protein RHA1 (sp|P31582)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g45970	mips_10_01_05	"Rac-like gtp binding protein ARAC2 (sp|Q38903)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At5g59840	mips_10_01_05	"GTP-binding protein ara-3"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At5g65270	mips_08_16	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_63_19_05
	Propertest Accuracy: 13/18 (72.22%)
	Propertest Frequency class 'mips_10_01_05_05': 81/2253 (3.60%)

	New (unknown) data (1468 items):
	at_At1g18130 -	mips_01_03_16	"hypothetical protein"
			mips_04_03
			mips_04_03_01
			mips_05_10
	at_At1g27790 -	mips_99	"hypothetical protein"
	at_At1g34440 -	mips_01_20	"hypothetical protein"
			mips_01_20_13
			mips_29
			mips_29_99
	at_At1g51930 -	no entry	null
	at_At1g52010 -	no entry	null
	at_At1g62980 -	mips_40_01	"expansin At-EXP6, putative"
	at_At2g04360 -	no entry	null
	at_At2g15120 -	no entry	null
	at_At2g22980 -	no entry	null
	at_At2g23730 -	no entry	null
	at_At2g27370 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_02_13_03
	at_At3g08000 -	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g12160 -	no entry	null
	at_At3g22340 -	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g25560 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At4g26410 -	no entry	null
	at_At5g12060 -	no entry	null
	at_At5g16870 -	no entry	null
	at_At5g21110 -	no entry	null
	at_At5g24920 -	no entry	null
	at_At5g28990 -	no entry	null
	at_At5g66530 -	no entry	null
	at_At1g02280 -	mips_03_03_03	"unknown protein"
			mips_13_05
			mips_14_01
			mips_40_04_03
			mips_48
			mips_63_07
			mips_63_19_05
	at_At1g02880 -	mips_01_07	"hypothetical protein"
	at_At1g53070 -	mips_10_01	"protein kinase, putative"
			mips_10_01_01
			mips_10_05
	at_At2g07290 -	no entry	null
	at_At2g18460 -	no entry	null
	at_At2g18670 -	no entry	null
	at_At2g27450 -	mips_01	"nitrilase like protein"
			mips_01_02
			mips_01_02_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At2g28100 -	mips_40_25	"unknown protein"
	at_At2g33740 -	no entry	null
	at_At2g46140 -	no entry	null
	at_At3g23460 -	no entry	null
	at_At3g25930 -	no entry	null
	at_At3g45350 -	no entry	null
	at_At3g51030 -	mips_40_26	"thioredoxin h"
			mips_40_26_03
			mips_40_27
	at_At3g59280 -	no entry	null
	at_At4g01110 -	mips_11_05	"hypothetical protein"
			mips_11_05_01
	at_At5g03350 -	no entry	null
	at_At1g09550 -	no entry	null
	at_At1g10820 -	no entry	null
	at_At1g31020 -	mips_11_07_03	"thioredoxin o (TRXO2)"
			mips_11_07_99
			mips_40_26
			mips_40_26_03
			mips_40_27
	at_At1g35930 -	no entry	null
	at_At1g72290 -	no entry	null
	at_At2g19180 -	no entry	null
	at_At2g26350 -	mips_06_10	"zinc-binding peroxisomal integral membrane protein (PEX10)"
			mips_25_05_10
			mips_30_19
			mips_40_19
			mips_63_17_09
	at_At2g26810 -	no entry	null
	at_At2g38270 -	mips_02_13	"unknown protein"
			mips_02_13_03
	at_At3g26470 -	no entry	null
	at_At3g54900 -	mips_02	"putative protein"
			mips_02_11
			mips_02_13
			mips_02_13_03
			mips_06_07
			mips_11_01
			mips_40_16
			mips_67_15
	at_At3g56360 -	no entry	null
	at_At3g62690 -	no entry	null
	at_At4g14000 -	no entry	null
	at_At5g05250 -	no entry	null
	at_At5g12990 -	no entry	null


------------------
Rule 1775
	gravy > -0.292
	gravy <= 0.18
	tp2_ratio <= 0.263
	mc5_ratio <= 0.086
	wq5_ratio > 0.339
	eq6_ratio <= 0.237
	wq9_ratio <= 0.104
	ch10_ratio <= 0.202
	qq10_ratio <= 0.093
	wi10_ratio <= 0.115
	->  class mips_10_05_01_10 "two-component signal transduction system (sensor kinase component)"

	Evaluation on training data (2913 items):
	at_At1g01200	mips_08_16	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g43890	mips_10_01_05	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At2g18390	mips_08_16	"putative ADP-ribosylation factor"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At2g44610	mips_10_01_05	"putative small GTP-binding protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At3g09900	mips_08_07	"putative Ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g09910	mips_10_01_05_05	"putative Ras-like GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At3g53610	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At4g17530	mips_10_01_05_05	"ras-related small GTP-binding protein RAB1c"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At4g19640	mips_06_04	"small GTP-binding protein - like"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At4g35860	mips_08_07	"GTP-binding protein GB2"
			mips_08_07_27
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g39890	mips_10_01_05_05	"small GTP-binding protein - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g10260	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g47960	mips_08_16	"RAS superfamily GTP-binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At5g52210	mips_08_07	"GTP-binding protein-like"
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g59150	mips_10_01_05_05	"GTP-binding protein rab11 - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g60860	mips_08_07	"GTP-binding protein - like"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	Training Accuracy: 17/17 (100.00%)
	Training Frequency class 'mips_10_05_01_10': 71/2913 (2.44%)

	Evaluation on validation data (1468 items):
	at_At1g05840 -	mips_06_13_99	"unknown protein"
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At2g22290	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g46060	mips_04	"GTP-binding protein ara-3"
			mips_06
			mips_08_07
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19
	at_At4g17170	mips_10_01_05_05	"GTP-binding RAB2A like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_40_09
			mips_62_01_03
			mips_62_01_99
			mips_62_02_05
			mips_62_02_99
	at_At4g33180 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	Validation Accuracy: 3/5 (60.00%)
	Validation Frequency class 'mips_10_05_01_10': 43/1468 (2.93%)

	Evaluation on propertest data (2253 items):
	at_At1g07410 -	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_At2g16790 -	mips_01_02	"gluconokinase like protein"
			mips_01_02_99
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_01_03
			mips_01_03_01_01_99
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_01
			mips_01_03_04_03
			mips_01_03_07
			mips_01_03_07_01
			mips_01_03_07_03
			mips_01_03_10
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_16_03
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g22570 -	mips_01_01_01_03	"unknown protein"
			mips_01_02
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_05_99
	at_At3g11730	mips_10_01_05_05	"putative GTP-binding protein (ATFP8)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g50560 -	mips_01	"unknown protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_19
			mips_67
			mips_67_15
	at_At4g32230 -	mips_03_01_03	"hypothetical protein"
			mips_03_03_03
			mips_14_01
			mips_14_04_03
			mips_14_04_03_01
	at_At5g03520	mips_08_07	"GTP-binding protein - like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g39070 -	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_29
			mips_29_02
			mips_29_03
			mips_29_99
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_98
	at_At5g47320 -	mips_25_05_13	"40S ribosomal protein S19"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At5g59840	mips_10_01_05	"GTP-binding protein ara-3"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At5g65270	mips_08_16	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_63_19_05
	Propertest Accuracy: 4/11 (36.36%)
	Propertest Frequency class 'mips_10_05_01_10': 65/2253 (2.89%)

	New (unknown) data (1468 items):
	at_At1g27790 -	mips_99	"hypothetical protein"
	at_At1g52010 -	no entry	null
	at_At2g22980 -	no entry	null
	at_At3g08000 -	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g12160 -	no entry	null
	at_At4g18080 -	no entry	null
	at_At4g26410 -	no entry	null
	at_At4g39310 -	no entry	null
	at_At5g16870 -	no entry	null
	at_At5g21110 -	no entry	null
	at_At5g28990 -	no entry	null
	at_At1g02880 -	mips_01_07	"hypothetical protein"
	at_At2g07290 -	no entry	null
	at_At2g18460 -	no entry	null
	at_At2g28100 -	mips_40_25	"unknown protein"
	at_At3g23460 -	no entry	null
	at_At3g51030 -	mips_40_26	"thioredoxin h"
			mips_40_26_03
			mips_40_27
	at_At4g25720 -	mips_05_99	"glutamine cyclotransferase precursor like protein"
			mips_40_08
			mips_40_27
	at_At4g39300 -	no entry	null
	at_At5g03350 -	no entry	null
	at_At1g31020 -	mips_11_07_03	"thioredoxin o (TRXO2)"
			mips_11_07_99
			mips_40_26
			mips_40_26_03
			mips_40_27
	at_At1g35930 -	no entry	null
	at_At1g72290 -	no entry	null
	at_At4g39930 -	no entry	null
	at_At5g05250 -	no entry	null
	at_At5g06380 -	no entry	null
	at_At5g12990 -	no entry	null


------------------
Rule 1925
	cc1_ratio <= 0.164
	ct2_ratio <= 0.088
	wl2_ratio <= 0.106
	fm3_ratio <= 0.197
	qc3_ratio <= 0.097
	yw3_ratio <= 0.238
	aa4_ratio <= 2.273
	mc4_ratio <= 0.14
	qc4_ratio <= 0.217
	rw6_ratio > 0.395
	fc7_ratio <= 0.108
	yw9_ratio <= 0.41
	dh10_ratio <= 0.22
	vh10_ratio <= 0.23
	->  class mips_11_07_07_01 "catalase reaction"

	Evaluation on training data (2913 items):
	at_At1g02920	mips_01_20_35	"glutathione S-transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02930	mips_01_20	"glutathione S-transferase"
			mips_01_20_35
			mips_01_20_35_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02940	mips_01_20_35	""
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02950	mips_11_07_07	"glutathione S-transferase (GST31)"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g17170	mips_01_01_10_05	"putative glutathione transferase"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_67_01
	at_At1g53680	mips_01	"glutathione transferase, putative"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g59700	mips_01_01_01_11	"glutathione S-transferase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
	at_At1g69920	mips_11_07	"putative glutathione transferase"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g78320	mips_01_01	"2,4-D inducible glutathione S-transferase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11_01
			mips_11_01_01
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_20
			mips_20_25
			mips_20_25_07
			mips_20_25_07_03
	at_At1g78370	mips_11_01	"unknown protein"
			mips_11_01_01
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_20
			mips_20_25
			mips_20_25_07
			mips_20_25_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g78380	mips_11_07	"glutathione S-transferase like protein"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_10_05
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
			mips_67_01
			mips_67_04
	at_At2g30860	mips_11_07_07	"glutathione S-transferase"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g09270	mips_01_01	"putative glutathione transferase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_11_07_07_01': 17/2913 (0.58%)

	Evaluation on validation data (1468 items):
	at_At1g07250 -	mips_01_20_17_07	"putative 3-o-glucosyltransferase"
	at_At1g27140 -	mips_01_01_01	"glutathione transferase, putative"
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_11_05_03
			mips_67_01
			mips_67_01_01
	at_At2g02930	mips_01_20_35	"putative glutathione S-transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g46670 -	mips_01	"glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g52600 -	mips_01_05_01_03	"beta-fructofuranosidase"
			mips_01_05_01_03_02
			mips_40_27
	at_At4g09450 -	mips_10_05	"putative protein"
			mips_10_05_01
			mips_10_05_01_10
	at_At4g35570 -	mips_04_05_01_01	"HMG delta protein"
			mips_25_05_10
			mips_25_05_13
			mips_25_05_17
			mips_25_05_23
			mips_33
			mips_33_03
			mips_33_03_13
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g17220	mips_01_20_35	"glutathione S-transferase-like protein"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Validation Accuracy: 2/8 (25.00%)
	Validation Frequency class 'mips_11_07_07_01': 5/1468 (0.34%)

	Evaluation on propertest data (2253 items):
	at_At1g13330 -	mips_03_03_02	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_10_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_15
			mips_47_03_15_07
			mips_62_01
			mips_62_01_07
	at_At1g17100 -	mips_01_07_10	"SOUL-like protein"
			mips_43
			mips_43_03
			mips_43_03_23
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_99
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_04
	at_At1g17180	mips_05	"putative glutathione transferase"
			mips_05_04
			mips_05_04_02
			mips_05_07
			mips_05_10
			mips_05_99
			mips_06_01
			mips_06_10
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_07
	at_At1g27130 -	mips_01_01	"glutathione transferase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11
			mips_11_05
			mips_11_05_03
			mips_20
			mips_40_03
			mips_40_04
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_05
			mips_67_04
			mips_67_04_07
			mips_67_50_25
	at_At1g33520 -	mips_03_03_01_01_11	"unknown protein"
			mips_04_05_01_04_03
			mips_05_01_01
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11_01_09
			mips_14_01_03
	at_At1g34760 -	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g74840 -	mips_03_01_09	"MYB family transcription factor like protein"
			mips_03_01_09_01
			mips_03_01_09_05
			mips_03_01_99
			mips_04_05_01_04_05
			mips_06_07_04
			mips_63_03_01
	at_At2g23400 -	mips_01_06	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_07
			mips_40_01
			mips_40_04
			mips_63_06
	at_At2g30870	mips_11_07_07	"glutathione S-transferase (erd13)"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g07760 -	mips_03_01	"unknown protein"
			mips_03_01_09
			mips_03_01_09_05
			mips_40_10_03
			mips_63_17
			mips_63_17_01
	at_At3g09370 -	mips_04_05_01_04_01	"MYB family like transcription factor"
	at_At4g02520	mips_01_20_35	"Atpm24.1 glutathione S transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At4g10250 -	mips_06_01	"heat shock protein 22.0"
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_43
			mips_43_03
			mips_43_03_23
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_01
	at_At4g15550 -	mips_01_05_01	"UDP-glucose:indole-3-acetate beta-D-glucosyltransferase (iaglu)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_06_07
	at_At4g32230 -	mips_03_01_03	"hypothetical protein"
			mips_03_03_03
			mips_14_01
			mips_14_04_03
			mips_14_04_03_01
	Propertest Accuracy: 3/15 (20.00%)
	Propertest Frequency class 'mips_11_07_07_01': 8/2253 (0.36%)

	New (unknown) data (1468 items):
	at_At1g01920 -	mips_04	"hypothetical protein"
			mips_40_10
			mips_67
			mips_67_50
			mips_67_50_25
	at_At1g06160 -	no entry	null
	at_At1g08580 -	no entry	null
	at_At1g20350 -	mips_30_16	"hypothetical protein"
			mips_67_99
	at_At1g23510 -	no entry	null
	at_At1g26290 -	no entry	null
	at_At1g63950 -	no entry	null
	at_At1g69320 -	no entry	null
	at_At1g74640 -	no entry	null
	at_At1g78890 -	no entry	null
	at_At2g01200 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At2g11200 -	no entry	null
	at_At2g36540 -	no entry	null
	at_At2g36900 -	mips_08_07_03	"putative cis-Golgi SNARE protein"
			mips_08_07_27
			mips_40_09
	at_At2g39070 -	no entry	null
	at_At2g39080 -	no entry	null
	at_At2g41890 -	mips_10_05	"putative receptor-like protein kinase"
	at_At2g42110 -	no entry	null
	at_At2g45360 -	no entry	null
	at_At2g46460 -	no entry	null
	at_At3g07580 -	no entry	null
	at_At3g11600 -	no entry	null
	at_At3g13910 -	no entry	null
	at_At3g16280 -	no entry	null
	at_At3g20610 -	no entry	null
	at_At3g22340 -	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g23230 -	no entry	null
	at_At3g29100 -	mips_08_07	"putative vesicle transport protein"
			mips_08_07_03
			mips_08_07_07
			mips_08_07_27
			mips_30_08
			mips_40_08
			mips_40_09
	at_At3g29265 -	no entry	null
	at_At3g30590 -	no entry	null
	at_At3g30750 -	no entry	null
	at_At3g42310 -	no entry	null
	at_At3g43410 -	no entry	null
	at_At3g44580 -	no entry	null
	at_At3g58080 -	no entry	null
	at_At4g03720 -	mips_29_02	"hypothetical protein"
	at_At4g07910 -	no entry	null
	at_At4g11020 -	no entry	null
	at_At4g19150 -	mips_63_07	"ankyrin-like protein"
	at_At4g21420 -	mips_29	"hypothetical protein"
			mips_29_99
			mips_63
			mips_63_03
			mips_63_03_03
			mips_98
			mips_99
	at_At4g32800 -	mips_04	"transcription factor TINY homolog"
	at_At5g06030 -	no entry	null
	at_At5g16200 -	no entry	null
	at_At5g19590 -	no entry	null
	at_At5g20580 -	no entry	null
	at_At5g38800 -	mips_13_05	"bZIP transcription factor AtbZip43"
			mips_13_05_01
			mips_25_05_25
			mips_30_10
			mips_63_17_01
	at_At5g38870 -	no entry	null
	at_At5g39730 -	no entry	null
	at_At5g52020 -	no entry	null
	at_At5g57790 -	no entry	null
	at_At5g64480 -	no entry	null
	at_At5g67000 -	no entry	null
	at_At1g01470 -	no entry	null
	at_At1g13600 -	mips_13_05	"bZip transcription factor AtbZip58"
			mips_13_05_01
			mips_30_10
			mips_63_17_01
	at_At1g16790 -	no entry	null
	at_At1g22520 -	no entry	null
	at_At1g30300 -	no entry	null
	at_At1g42710 -	no entry	null
	at_At1g64130 -	no entry	null
	at_At1g67870 -	no entry	null
	at_At1g69570 -	no entry	null
	at_At1g69600 -	no entry	null
	at_At2g04370 -	no entry	null
	at_At2g11380 -	no entry	null
	at_At2g30440 -	mips_06_04	"putative signal peptidase I"
			mips_06_07
			mips_06_07_11
			mips_08
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_02
			mips_40_16
			mips_40_30
	at_At2g41690 -	mips_10_01_99	"putative heat shock transcription factor"
			mips_40_10_03
	at_At3g17600 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
	at_At3g25780 -	no entry	null
	at_At3g29690 -	mips_01_20_15	"hypothetical protein"
	at_At3g30650 -	no entry	null
	at_At4g14740 -	no entry	null
	at_At4g21930 -	no entry	null
	at_At4g25660 -	no entry	null
	at_At4g28990 -	mips_04_05_99	"putative protein"
			mips_40_10_99
			mips_63_03_03
	at_At4g30410 -	no entry	null
	at_At4g34750 -	no entry	null
	at_At5g04080 -	no entry	null
	at_At5g19570 -	no entry	null
	at_At5g20790 -	no entry	null
	at_At5g39510 -	mips_03	"v-SNARE AtVTI1a"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_03
			mips_08_07_07
			mips_30
			mips_30_08
			mips_40_02
			mips_40_03
			mips_40_08
			mips_40_09
			mips_63_17
			mips_63_17_01
			mips_67
	at_At1g01130 -	no entry	null
	at_At1g14730 -	no entry	null
	at_At1g26670 -	mips_03	"v-SNARE AtVTI1b (VTI1b)"
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_03
			mips_08_07_07
			mips_08_07_27
			mips_30
			mips_30_08
			mips_40_02
			mips_40_03
			mips_40_08
			mips_40_09
			mips_67
			mips_98
	at_At1g41860 -	mips_29_02	"hypothetical protein"
	at_At1g47640 -	no entry	null
	at_At1g49510 -	no entry	null
	at_At1g56300 -	mips_11_01_05	"unknown protein"
	at_At1g56360 -	no entry	null
	at_At1g64560 -	no entry	null
	at_At1g68250 -	no entry	null
	at_At1g77200 -	no entry	null
	at_At2g24910 -	no entry	null
	at_At2g33400 -	no entry	null
	at_At2g34480 -	mips_05_01	"60S ribosomal protein L18A"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At2g43630 -	no entry	null
	at_At3g10950 -	mips_05_01	"putative 60S ribosomal protein L37a"
			mips_05_01_01
			mips_05_04
	at_At3g17190 -	no entry	null
	at_At3g23240 -	no entry	null
	at_At3g28490 -	mips_30_27	"prolyl 4-hydroxylase, putative"
			mips_30_27_01
			mips_40_07
			mips_40_08
			mips_67_01
			mips_67_04
			mips_67_15
	at_At3g30490 -	no entry	null
	at_At3g30530 -	mips_40_10_05	"bZip transcription factor AtbZip42"
	at_At3g44350 -	no entry	null
	at_At3g53770 -	mips_11_01	"putative protein"
	at_At3g56420 -	mips_01_03_04	"putative protein"
			mips_06_01
			mips_06_07_99
			mips_11_07_99
			mips_13_05
	at_At4g00530 -	no entry	null
	at_At4g20420 -	no entry	null
	at_At4g22320 -	no entry	null
	at_At4g25680 -	mips_14	"unknown protein"
			mips_14_10
	at_At5g22080 -	mips_06_01	"putative protein"
			mips_11_01_05
	at_At5g24890 -	no entry	null
	at_At5g26020 -	no entry	null
	at_At5g45740 -	no entry	null
	at_At5g46440 -	no entry	null
	at_At5g55210 -	no entry	null


------------------
Rule 1926
	cc1_ratio <= 0.164
	ct2_ratio <= 0.088
	wl2_ratio <= 0.106
	fm3_ratio <= 0.197
	qc3_ratio <= 0.097
	yw3_ratio <= 0.238
	aa4_ratio <= 2.273
	mc4_ratio <= 0.14
	rw6_ratio > 0.395
	fc7_ratio <= 0.108
	yw9_ratio <= 0.41
	dh10_ratio <= 0.22
	vh10_ratio <= 0.23
	->  class mips_11_07_07_03 "glutathione conjugation reaction"

	Evaluation on training data (2913 items):
	at_At1g02920	mips_01_20_35	"glutathione S-transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02930	mips_01_20	"glutathione S-transferase"
			mips_01_20_35
			mips_01_20_35_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02940	mips_01_20_35	""
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g02950	mips_11_07_07	"glutathione S-transferase (GST31)"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g17170	mips_01_01_10_05	"putative glutathione transferase"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_67_01
	at_At1g53680	mips_01	"glutathione transferase, putative"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g59670	mips_01_01_01_11	"glutathione S-transferase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_11_07_07
			mips_11_07_07_03
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_47_03_11
			mips_47_03_11_07
	at_At1g59700	mips_01_01_01_11	"glutathione S-transferase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
	at_At1g69920	mips_11_07	"putative glutathione transferase"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g78320	mips_01_01	"2,4-D inducible glutathione S-transferase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11_01
			mips_11_01_01
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_20
			mips_20_25
			mips_20_25_07
			mips_20_25_07_03
	at_At1g78360	mips_01_01_01_11	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_11_07_07
			mips_11_07_07_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g78370	mips_11_01	"unknown protein"
			mips_11_01_01
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_20
			mips_20_25
			mips_20_25_07
			mips_20_25_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At1g78380	mips_11_07	"glutathione S-transferase like protein"
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_10_05
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
			mips_67_01
			mips_67_04
	at_At2g30860	mips_11_07_07	"glutathione S-transferase"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g09270	mips_01_01	"putative glutathione transferase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_11_07_07_03': 27/2913 (0.93%)

	Evaluation on validation data (1468 items):
	at_At1g07250 -	mips_01_20_17_07	"putative 3-o-glucosyltransferase"
	at_At1g27140 -	mips_01_01_01	"glutathione transferase, putative"
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_11_05_03
			mips_67_01
			mips_67_01_01
	at_At2g02930	mips_01_20_35	"putative glutathione S-transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g46670 -	mips_01	"glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g52600 -	mips_01_05_01_03	"beta-fructofuranosidase"
			mips_01_05_01_03_02
			mips_40_27
	at_At4g09450 -	mips_10_05	"putative protein"
			mips_10_05_01
			mips_10_05_01_10
	at_At4g35570 -	mips_04_05_01_01	"HMG delta protein"
			mips_25_05_10
			mips_25_05_13
			mips_25_05_17
			mips_25_05_23
			mips_33
			mips_33_03
			mips_33_03_13
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g17220	mips_01_20_35	"glutathione S-transferase-like protein"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Validation Accuracy: 2/8 (25.00%)
	Validation Frequency class 'mips_11_07_07_03': 10/1468 (0.68%)

	Evaluation on propertest data (2253 items):
	at_At1g13330 -	mips_03_03_02	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_10_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_15
			mips_47_03_15_07
			mips_62_01
			mips_62_01_07
	at_At1g17100 -	mips_01_07_10	"SOUL-like protein"
			mips_43
			mips_43_03
			mips_43_03_23
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_99
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_04
	at_At1g17180	mips_05	"putative glutathione transferase"
			mips_05_04
			mips_05_04_02
			mips_05_07
			mips_05_10
			mips_05_99
			mips_06_01
			mips_06_10
			mips_11_07
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_40_07
	at_At1g18300 -	mips_01_03_01	"unknown protein"
			mips_01_03_07
			mips_01_03_07_01
			mips_01_03_10
			mips_02_13
			mips_10_01_09
			mips_10_01_09_11
			mips_11_07_99
	at_At1g27130 -	mips_01_01	"glutathione transferase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_11
			mips_11_05
			mips_11_05_03
			mips_20
			mips_40_03
			mips_40_04
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_05
			mips_67_04
			mips_67_04_07
			mips_67_50_25
	at_At1g33520 -	mips_03_03_01_01_11	"unknown protein"
			mips_04_05_01_04_03
			mips_05_01_01
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11_01_09
			mips_14_01_03
	at_At1g34760 -	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g59800 -	mips_01_01_04	"hypothetical protein"
			mips_03_01
			mips_03_01_01
			mips_03_01_99
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_02
			mips_06_07_05
			mips_13
			mips_13_11
			mips_13_11_03
			mips_14_10
			mips_14_10_02
			mips_25_01
			mips_25_01_01
			mips_30_10
			mips_40_10_03
	at_At1g74840 -	mips_03_01_09	"MYB family transcription factor like protein"
			mips_03_01_09_01
			mips_03_01_09_05
			mips_03_01_99
			mips_04_05_01_04_05
			mips_06_07_04
			mips_63_03_01
	at_At2g23400 -	mips_01_06	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_07
			mips_40_01
			mips_40_04
			mips_63_06
	at_At2g30870	mips_11_07_07	"glutathione S-transferase (erd13)"
			mips_11_07_07_01
			mips_11_07_07_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At3g07760 -	mips_03_01	"unknown protein"
			mips_03_01_09
			mips_03_01_09_05
			mips_40_10_03
			mips_63_17
			mips_63_17_01
	at_At3g09370 -	mips_04_05_01_04_01	"MYB family like transcription factor"
	at_At4g02520	mips_01_20_35	"Atpm24.1 glutathione S transferase"
			mips_01_20_35_01
			mips_11_07_07
			mips_11_07_07_01
			mips_11_07_07_03
			mips_25_05_13
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	at_At4g10250 -	mips_06_01	"heat shock protein 22.0"
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_43
			mips_43_03
			mips_43_03_23
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_01
	at_At4g15550 -	mips_01_05_01	"UDP-glucose:indole-3-acetate beta-D-glucosyltransferase (iaglu)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_06_07
	at_At4g32230 -	mips_03_01_03	"hypothetical protein"
			mips_03_03_03
			mips_14_01
			mips_14_04_03
			mips_14_04_03_01
	Propertest Accuracy: 3/17 (17.65%)
	Propertest Frequency class 'mips_11_07_07_03': 16/2253 (0.71%)

	New (unknown) data (1468 items):
	at_At1g01920 -	mips_04	"hypothetical protein"
			mips_40_10
			mips_67
			mips_67_50
			mips_67_50_25
	at_At1g06160 -	no entry	null
	at_At1g08580 -	no entry	null
	at_At1g20350 -	mips_30_16	"hypothetical protein"
			mips_67_99
	at_At1g23510 -	no entry	null
	at_At1g26290 -	no entry	null
	at_At1g63950 -	no entry	null
	at_At1g68880 -	no entry	null
	at_At1g69320 -	no entry	null
	at_At1g74640 -	no entry	null
	at_At1g78890 -	no entry	null
	at_At2g01200 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At2g11200 -	no entry	null
	at_At2g14280 -	no entry	null
	at_At2g36540 -	no entry	null
	at_At2g36900 -	mips_08_07_03	"putative cis-Golgi SNARE protein"
			mips_08_07_27
			mips_40_09
	at_At2g39070 -	no entry	null
	at_At2g39080 -	no entry	null
	at_At2g41890 -	mips_10_05	"putative receptor-like protein kinase"
	at_At2g42110 -	no entry	null
	at_At2g45360 -	no entry	null
	at_At2g46460 -	no entry	null
	at_At3g07580 -	no entry	null
	at_At3g11600 -	no entry	null
	at_At3g13910 -	no entry	null
	at_At3g16280 -	no entry	null
	at_At3g20610 -	no entry	null
	at_At3g22340 -	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g23230 -	no entry	null
	at_At3g29100 -	mips_08_07	"putative vesicle transport protein"
			mips_08_07_03
			mips_08_07_07
			mips_08_07_27
			mips_30_08
			mips_40_08
			mips_40_09
	at_At3g29265 -	no entry	null
	at_At3g30590 -	no entry	null
	at_At3g30750 -	no entry	null
	at_At3g42310 -	no entry	null
	at_At3g43410 -	no entry	null
	at_At3g44580 -	no entry	null
	at_At3g58080 -	no entry	null
	at_At4g03720 -	mips_29_02	"hypothetical protein"
	at_At4g07910 -	no entry	null
	at_At4g11020 -	no entry	null
	at_At4g12930 -	no entry	null
	at_At4g16720 -	mips_05_01	"ribosomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_63_03_03
	at_At4g19150 -	mips_63_07	"ankyrin-like protein"
	at_At4g21420 -	mips_29	"hypothetical protein"
			mips_29_99
			mips_63
			mips_63_03
			mips_63_03_03
			mips_98
			mips_99
	at_At4g32800 -	mips_04	"transcription factor TINY homolog"
	at_At5g06030 -	no entry	null
	at_At5g16200 -	no entry	null
	at_At5g19590 -	no entry	null
	at_At5g20580 -	no entry	null
	at_At5g38800 -	mips_13_05	"bZIP transcription factor AtbZip43"
			mips_13_05_01
			mips_25_05_25
			mips_30_10
			mips_63_17_01
	at_At5g38870 -	no entry	null
	at_At5g39730 -	no entry	null
	at_At5g52020 -	no entry	null
	at_At5g57790 -	no entry	null
	at_At5g64480 -	no entry	null
	at_At5g67000 -	no entry	null
	at_At1g01470 -	no entry	null
	at_At1g10020 -	no entry	null
	at_At1g13600 -	mips_13_05	"bZip transcription factor AtbZip58"
			mips_13_05_01
			mips_30_10
			mips_63_17_01
	at_At1g16790 -	no entry	null
	at_At1g22520 -	no entry	null
	at_At1g30300 -	no entry	null
	at_At1g42710 -	no entry	null
	at_At1g64130 -	no entry	null
	at_At1g67870 -	no entry	null
	at_At1g69570 -	no entry	null
	at_At1g69600 -	no entry	null
	at_At1g81000 -	no entry	null
	at_At2g04370 -	no entry	null
	at_At2g11380 -	no entry	null
	at_At2g30440 -	mips_06_04	"putative signal peptidase I"
			mips_06_07
			mips_06_07_11
			mips_08
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_02
			mips_40_16
			mips_40_30
	at_At2g41690 -	mips_10_01_99	"putative heat shock transcription factor"
			mips_40_10_03
	at_At3g17600 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
	at_At3g25780 -	no entry	null
	at_At3g29690 -	mips_01_20_15	"hypothetical protein"
	at_At3g30650 -	no entry	null
	at_At4g03660 -	no entry	null
	at_At4g14740 -	no entry	null
	at_At4g17390 -	mips_05	"60S ribosomal protein L15 homolog"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g21930 -	no entry	null
	at_At4g25660 -	no entry	null
	at_At4g28990 -	mips_04_05_99	"putative protein"
			mips_40_10_99
			mips_63_03_03
	at_At4g30410 -	no entry	null
	at_At4g34750 -	no entry	null
	at_At4g38090 -	no entry	null
	at_At5g04080 -	no entry	null
	at_At5g19570 -	no entry	null
	at_At5g20790 -	no entry	null
	at_At5g39510 -	mips_03	"v-SNARE AtVTI1a"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_03
			mips_08_07_07
			mips_30
			mips_30_08
			mips_40_02
			mips_40_03
			mips_40_08
			mips_40_09
			mips_63_17
			mips_63_17_01
			mips_67
	at_At1g01130 -	no entry	null
	at_At1g14730 -	no entry	null
	at_At1g26670 -	mips_03	"v-SNARE AtVTI1b (VTI1b)"
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_03
			mips_08_07_07
			mips_08_07_27
			mips_30
			mips_30_08
			mips_40_02
			mips_40_03
			mips_40_08
			mips_40_09
			mips_67
			mips_98
	at_At1g41860 -	mips_29_02	"hypothetical protein"
	at_At1g47640 -	no entry	null
	at_At1g49510 -	no entry	null
	at_At1g56300 -	mips_11_01_05	"unknown protein"
	at_At1g56360 -	no entry	null
	at_At1g64560 -	no entry	null
	at_At1g68250 -	no entry	null
	at_At1g77200 -	no entry	null
	at_At2g24910 -	no entry	null
	at_At2g31230 -	mips_25_03	"ethylene reponse factor-like AP2 domain transcription factor"
	at_At2g33400 -	no entry	null
	at_At2g34480 -	mips_05_01	"60S ribosomal protein L18A"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At2g39870 -	no entry	null
	at_At2g43630 -	no entry	null
	at_At3g10950 -	mips_05_01	"putative 60S ribosomal protein L37a"
			mips_05_01_01
			mips_05_04
	at_At3g17190 -	no entry	null
	at_At3g23240 -	no entry	null
	at_At3g28490 -	mips_30_27	"prolyl 4-hydroxylase, putative"
			mips_30_27_01
			mips_40_07
			mips_40_08
			mips_67_01
			mips_67_04
			mips_67_15
	at_At3g30310 -	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
	at_At3g30490 -	no entry	null
	at_At3g30530 -	mips_40_10_05	"bZip transcription factor AtbZip42"
	at_At3g44350 -	no entry	null
	at_At3g53770 -	mips_11_01	"putative protein"
	at_At3g56420 -	mips_01_03_04	"putative protein"
			mips_06_01
			mips_06_07_99
			mips_11_07_99
			mips_13_05
	at_At4g00530 -	no entry	null
	at_At4g20420 -	no entry	null
	at_At4g22320 -	no entry	null
	at_At4g25680 -	mips_14	"unknown protein"
			mips_14_10
	at_At5g07500 -	no entry	null
	at_At5g22080 -	mips_06_01	"putative protein"
			mips_11_01_05
	at_At5g24890 -	no entry	null
	at_At5g26020 -	no entry	null
	at_At5g45740 -	no entry	null
	at_At5g46440 -	no entry	null
	at_At5g55210 -	no entry	null


------------------
Rule 1313
	gravy > -0.292
	gravy <= 0.18
	ww2_ratio <= 0.07
	hp3_ratio > 0.414
	wp4_ratio > 0.209
	wq5_ratio <= 0.339
	nw8_ratio <= 0.108
	->  class mips_01_20_17_07 "biosynthesis of glycosinolates and derivatives"

	Evaluation on training data (2913 items):
	at_At1g06620	mips_01_01_99	"oxidoreductase, putative"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g30040	mips_01_20_17	"unknown protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At2g22590	mips_01_20_17_07	"putative anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At2g23210	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g25450	mips_01_01	"putative dioxygenase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At2g44800	mips_01_01_99	"putative flavonol synthase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g10500	mips_01_20_17_07	"putative Fe(II)/ascorbate oxidase"
			mips_01_20_35_01
	at_At4g15280	mips_01_20_17	"UTP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At4g15500	mips_01_20_17_07	"indole-3-acetate beta-glucosyltransferase like protein"
	at_At4g27570	mips_01_20_17	"UDP rhamnose--anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
			mips_01_20_17_07
	at_At5g12890	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g43450	mips_01_01_99	"1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At5g66690	mips_01_05	"UTP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_01_20_17_07': 114/2913 (3.91%)

	Evaluation on validation data (1468 items):
	at_At1g06640	mips_01_01	"putative Iron/Ascorbate oxidoreductase family protein"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_10_05
			mips_20
			mips_20_20
			mips_20_20_18
	at_At1g48100 -	mips_01_05_01_01_01	"polygalacturonase PG1, putative"
	at_At1g64920	mips_01_20_17_07	"hypothetical protein"
	at_At2g23250	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At3g54240 -	mips_01_02	"putative protein (fragment)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At4g36480 -	mips_01_01_01_07	"serine palmitoyltransferase (AtLCB1)"
			mips_01_07_01
	Validation Accuracy: 3/6 (50.00%)
	Validation Frequency class 'mips_01_20_17_07': 51/1468 (3.47%)

	Evaluation on propertest data (2253 items):
	at_At1g07240	mips_01_20_17_07	"unknown protein"
	at_At1g48590 -	mips_08_16	"unknown protein"
			mips_10_01_09
			mips_10_01_09_03
			mips_13_03
			mips_13_03_01
			mips_62_02_01_01
			mips_63_17_01
	at_At1g78440	mips_01_20_17_07	"putative dioxygenase"
			mips_20_20
			mips_20_20_18
	at_At2g29710	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g30830	mips_01_01_99	"putative dioxygenase"
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35_01
	at_At2g30840	mips_01_01_99	"putative dioxygenase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g13610	mips_01_01_99	"unknown protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At3g56900 -	mips_10_01_05	"putative protein"
			mips_10_01_05_05
	at_At4g15490	mips_01_20_17	"indole-3-acetate beta-glucosyltransferase like protein"
			mips_01_20_17_07
	at_At4g27560	mips_01_20_17_07	"UDP rhamnose-anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
	at_At4g32490 -	mips_02_11	"nodulin - like predicted GPI-anchored protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At5g26310	mips_01_20_17_07	"UTP-glucose glucosyltransferase - like protein"
	at_At5g42830 -	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_35
			mips_01_20_35_01
	Propertest Accuracy: 9/13 (69.23%)
	Propertest Frequency class 'mips_01_20_17_07': 100/2253 (4.44%)

	New (unknown) data (1468 items):
	at_At1g03500 -	mips_01_20_15	"hypothetical protein"
	at_At1g19570 -	mips_40_10_05	"GSH-dependent dehydroascorbate reductase 1 like protein"
			mips_67_01
			mips_67_01_01
			mips_67_01_05
			mips_67_04_07
			mips_67_50_25
	at_At1g30800 -	no entry	null
	at_At1g80540 -	no entry	null
	at_At2g05880 -	no entry	null
	at_At2g21530 -	no entry	null
	at_At2g29910 -	no entry	null
	at_At2g34770 -	mips_01_06_04	"fatty acid hydroxylase (FAH1)"
			mips_01_06_07
	at_At2g35810 -	no entry	null
	at_At2g38730 -	mips_20_25_16	"putative peptidyl-prolyl cis-trans isomerase"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g42720 -	no entry	null
	at_At3g19270 -	no entry	null
	at_At3g21740 -	no entry	null
	at_At3g27240 -	mips_02_13	"cytochrome c, putative"
	at_At3g32090 -	mips_11_05	"unknown protein"
	at_At3g61490 -	mips_01_20_99	"putative protein"
	at_At4g20870 -	mips_01_06_04	"fatty acid hydroxylase - like protein"
			mips_01_06_07
			mips_40_08
	at_At4g22430 -	no entry	null
	at_At4g27050 -	no entry	null
	at_At4g38360 -	no entry	null
	at_At5g12240 -	no entry	null
	at_At5g17340 -	no entry	null
	at_At5g22930 -	no entry	null
	at_At5g51250 -	no entry	null
	at_At5g59410 -	no entry	null
	at_At5g65810 -	no entry	null
	at_At1g18490 -	no entry	null
	at_At1g48390 -	no entry	null
	at_At2g03690 -	mips_01_07_01	"putative ubiquinone biosynthesis protein"
	at_At2g03800 -	no entry	null
	at_At2g04230 -	no entry	null
	at_At2g29860 -	no entry	null
	at_At4g11650 -	no entry	null
	at_At5g18250 -	no entry	null
	at_At5g39410 -	no entry	null
	at_At1g03940 -	mips_01_20	"hypothetical protein"
			mips_01_20_15
			mips_01_20_99
			mips_06_07
			mips_11_05
			mips_11_05_03
	at_At1g19930 -	no entry	null
	at_At1g52330 -	no entry	null
	at_At1g56550 -	no entry	null
	at_At1g70380 -	no entry	null
	at_At1g73090 -	no entry	null
	at_At1g73330 -	no entry	null
	at_At2g21140 -	no entry	null
	at_At2g26520 -	no entry	null
	at_At2g29780 -	no entry	null
	at_At2g29980 -	mips_01_06_01	"omega-3 fatty acid desaturase"
			mips_01_06_99
	at_At3g42520 -	no entry	null
	at_At3g43480 -	no entry	null
	at_At3g49720 -	no entry	null
	at_At3g54890 -	mips_02_11_05	"chlorophyll a/b-binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At4g01220 -	no entry	null
	at_At5g35430 -	no entry	null
	at_At5g35920 -	mips_11_07	"cytochrome P450-like"
			mips_11_07_01
	at_At5g37740 -	mips_40_09	"putative protein"
			mips_63_09
	at_At5g56810 -	no entry	null


------------------
Rule 2004
	ch1_ratio <= 0.072
	rw6_ratio > 0.395
	hc10_ratio > 0.207
	->  class mips_01_20_17_07 "biosynthesis of glycosinolates and derivatives"

	Evaluation on training data (2913 items):
	at_At1g22360	mips_01_20_17_07	"putative protein"
	at_At1g22380	mips_01_05	"hypothetical protein, 5' partial"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g22390	mips_01	"hypothetical protein, 3' partial"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At1g22400	mips_01_20_17	"Putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At3g46660	mips_01_20_17_07	"glucosyltransferase-like protein"
	at_At3g63120 -	mips_02	"unknown protein"
			mips_01_04
			mips_01_04_04
			mips_01_05
			mips_01_05_04
			mips_02_19
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
	at_At4g14100	mips_01_20_17_07	"glucosyltransferase like protein"
	at_At4g27570	mips_01_20_17	"UDP rhamnose--anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
			mips_01_20_17_07
	at_At5g38040	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
	Training Accuracy: 8/9 (88.89%)
	Training Frequency class 'mips_01_20_17_07': 114/2913 (3.91%)

	Evaluation on validation data (1468 items):
	at_At1g07250	mips_01_20_17_07	"putative 3-o-glucosyltransferase"
	at_At1g07260	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At1g22340	mips_01_20_17_07	"hypothetical protein"
	at_At1g29300 -	mips_04_05	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_06_04
			mips_08
			mips_08_07
			mips_08_16
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_40_03
			mips_63_17
			mips_63_17_01
	at_At3g46670	mips_01	"glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At4g21690	mips_01_20_13	"gibberellin 3 beta-hydroxylase - like protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g28130 -	mips_01_06_01_01	"putative diacylglycerol kinase (fragment)"
			mips_10_01_09
			mips_10_01_09_11
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17_01
			mips_63_19_03
	at_At5g38010	mips_01_20	"glucosyltransferase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At5g58740 -	mips_03_03_04	"putative protein"
			mips_03_03_04_09
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_01_20_17_07': 51/1468 (3.47%)

	Evaluation on propertest data (2253 items):
	at_At1g17370 -	mips_01_03	"oligouridylate binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g24100	mips_01_20_17_07	"putative indole-3-acetate beta-glucosyltransferase"
	at_At2g03720 -	mips_01_01_01_11	"unknown protein"
	at_At2g23400 -	mips_01_06	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_07
			mips_40_01
			mips_40_04
			mips_63_06
	at_At2g26400 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_04
	at_At2g29730	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g31630 -	mips_03_01_09	"putative SET-domain transcriptional regulator"
			mips_03_01_09_05
			mips_43
			mips_43_03
			mips_43_03_09
	at_At3g07760 -	mips_03_01	"unknown protein"
			mips_03_01_09
			mips_03_01_09_05
			mips_40_10_03
			mips_63_17
			mips_63_17_01
	at_At3g46460 -	mips_03_03	"ubiquitin conjugating enzyme E2 (UBC13)"
			mips_03_03_02
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_14_04_03
			mips_14_04_03_03
			mips_48
			mips_62_01_07
	at_At3g51080 -	mips_04_05_01_04_01	"transcription factor-like protein"
			mips_04_05_01_04_05
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_25_05_10
	at_At4g15550	mips_01_05_01	"UDP-glucose:indole-3-acetate beta-D-glucosyltransferase (iaglu)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_06_07
	at_At5g43850 -	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_04
	at_At5g59580	mips_01_20	"glucuronosyl transferase - like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g59590	mips_01_20_17	"glucuronosyl transferase - like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g63110 -	mips_03_01_09	"histone deacetylase"
			mips_03_01_09_05
			mips_04_05_01_04_03
			mips_06_07_04
			mips_14_10
			mips_14_10_02
			mips_40_10_03
			mips_63_03_01
	Propertest Accuracy: 5/15 (33.33%)
	Propertest Frequency class 'mips_01_20_17_07': 100/2253 (4.44%)

	New (unknown) data (1468 items):
	at_At1g23370 -	mips_04	"homeotic protein, putative"
			mips_14_04
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_10
	at_At1g35080 -	no entry	null
	at_At1g49780 -	mips_08_01	"hypothetical protein"
			mips_40_10_05
	at_At1g60060 -	no entry	null
	at_At1g61760 -	no entry	null
	at_At1g64810 -	no entry	null
	at_At1g69320 -	no entry	null
	at_At2g07380 -	mips_29_02	"Mutator-like transposase"
	at_At2g07650 -	mips_29_01	"putative non-LTR retrolelement reverse transcriptase"
			mips_29_99
	at_At2g22350 -	no entry	null
	at_At2g28110 -	mips_01_20_13	"unknown protein"
	at_At2g30940 -	no entry	null
	at_At2g35930 -	mips_40_10_05	"unknown protein"
	at_At2g38130 -	mips_03_01_99	"putative acetyltransferase"
			mips_06_07_04
	at_At3g08995 -	no entry	null
	at_At3g10240 -	no entry	null
	at_At3g11840 -	mips_13_07	"hypothetical protein"
	at_At3g13820 -	no entry	null
	at_At3g19380 -	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g43380 -	no entry	null
	at_At3g47120 -	mips_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g52450 -	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At3g57580 -	no entry	null
	at_At5g02800 -	no entry	null
	at_At5g35650 -	no entry	null
	at_At5g39260 -	mips_30_01	"expansin-like protein"
			mips_40_01
	at_At5g41180 -	no entry	null
	at_At5g61930 -	no entry	null
	at_At1g47790 -	no entry	null
	at_At1g52490 -	no entry	null
	at_At1g70740 -	no entry	null
	at_At2g30550 -	no entry	null
	at_At2g45830 -	no entry	null
	at_At3g27970 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_62
			mips_62_02
			mips_62_02_01
			mips_63_03_03
	at_At3g29620 -	no entry	null
	at_At3g42980 -	mips_03_01_03	"putative protein"
			mips_03_01_05
	at_At4g04360 -	no entry	null
	at_At4g19290 -	mips_29	"hypothetical protein"
	at_At4g29530 -	no entry	null
	at_At4g30370 -	no entry	null
	at_At4g33600 -	no entry	null
	at_At5g25170 -	mips_14_10	"putative protein"
	at_At5g49100 -	no entry	null
	at_At1g26790 -	no entry	null
	at_At1g27870 -	mips_29_99	"hypothetical protein"
	at_At1g34030 -	mips_05_04_01	"ribosomal protein S18 - like"
	at_At1g42560 -	mips_11	"membrane protein Mlo9"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g66160 -	mips_06_04	"unknown protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At2g12340 -	no entry	null
	at_At2g39870 -	no entry	null
	at_At2g43260 -	no entry	null
	at_At3g08990 -	mips_63_17_09	"Yippee-like protein"
	at_At3g25950 -	no entry	null
	at_At3g27270 -	no entry	null
	at_At3g32930 -	no entry	null
	at_At3g42520 -	no entry	null
	at_At3g43940 -	mips_29_99	"putative protein"
	at_At5g03370 -	mips_01	"unknown protein"
			mips_01_04
			mips_98
	at_At5g33240 -	mips_03_01_03	"putative protein"
	at_At5g36060 -	no entry	null
	at_At5g37490 -	mips_06	"putative protein"
			mips_10
			mips_10_01_01
			mips_13
			mips_13_07
			mips_63_01
	at_At5g37690 -	no entry	null
	at_At5g59300 -	mips_03_03_02	"ubiquitin-conjugating enzyme - like"
			mips_06_07_05
			mips_06_13_01
			mips_06_99
			mips_25_05_25
			mips_48
			mips_62_01
			mips_62_01_07


------------------
Rule 1892
	nitrogen > 1088
	gravy > 0.18
	cc10_ratio <= 0.147
	->  class mips_67_04_01_02 "other cation transporters (Na, K, Ca , NH4, etc.)"

	Evaluation on training data (2913 items):
	at_At1g06970	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g08150	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g31120	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g67420 -	mips_05_01	""
			mips_05_01_01
			mips_05_04
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_22
			mips_67_04
	at_At1g79400	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g13620	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At2g28180	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At3g53720	mips_67	"putative protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_99
	at_At4g19960	mips_67_04_01	"potassium transporter-like protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At4g23700	mips_67_04_01	"putative Na+/H+-exchanging protein"
			mips_67_04_01_02
	at_At5g09400	mips_67_04_01	"potassium transport protein-like"
			mips_67_04_01_02
			mips_67_50_22
	at_At5g22900	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	at_At5g22910	mips_67_04	"Na+/H+ antiporter-like protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At5g41610	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	Training Accuracy: 13/14 (92.86%)
	Training Frequency class 'mips_67_04_01_02': 92/2913 (3.16%)

	Evaluation on validation data (1468 items):
	at_At1g60160	mips_67	""
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At2g30240	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At2g35060	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50_22
	at_At2g40540	mips_67_04_01	"putative potassium transporter AtKT2p (AtKT2)"
			mips_67_04_01_02
			mips_67_50_22
	at_At5g01680	mips_67_04	"putative transporter protein"
			mips_67_04_01
			mips_67_04_01_02
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_67_04_01_02': 26/1468 (1.77%)

	Evaluation on propertest data (2253 items):
	at_At1g16380	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At1g64170	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At3g17630	mips_67_04	"unknown protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At3g44900	mips_67_04	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At4g23640	mips_67_04_01	"putative potassium transport protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At5g14880	mips_67_04	"HAK8"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At5g49890 -	mips_08_99	"chloride channel (emb|CAA70310.1)"
			mips_13_01
			mips_13_01_03
			mips_13_01_03_05
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_45_03_17
			mips_45_03_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_99
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	Propertest Accuracy: 6/7 (85.71%)
	Propertest Frequency class 'mips_67_04_01_02': 58/2253 (2.57%)

	New (unknown) data (1468 items):
	at_At1g10130 -	mips_13_05	"putative calcium ATPase"
			mips_13_07
			mips_25_05_09
			mips_63_17_01
			mips_67_50_25
	at_At1g10680 -	mips_67_28	"putative P-glycoprotein-2 emb|CAA71277"
			mips_67_50
			mips_67_50_25
	at_At1g48640 -	mips_08_10	"At1g48640/F11I4_17"
			mips_30_19
			mips_40_19
	at_At1g72120 -	no entry	null
	at_At3g13080 -	mips_67_50_25	"ABC transporter, putative"
	at_At3g21250 -	mips_40	"unknown protein"
			mips_63
			mips_63_19
			mips_67
			mips_67_50_25
	at_At4g01820 -	mips_67_28	"P-glycoprotein-like protein pgp3"
			mips_67_50
			mips_67_50_25
	at_At4g19180 -	no entry	null
	at_At4g34100 -	mips_04_99	"putative protein"
	at_At4g35870 -	no entry	null
	at_At3g09450 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At3g62700 -	mips_67_50_25	"ABC transporter-like protein"
	at_At4g18200 -	no entry	null
	at_At1g04120 -	mips_67_50_25	"multi-drug resistance protein"
	at_At1g12930 -	mips_04_07	"unknown protein"
			mips_04_09
			mips_08_01
	at_At1g29020 -	no entry	null
	at_At1g72130 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At2g07680 -	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At2g47800 -	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At4g01830 -	mips_67_28	"putative P-glycoprotein-like protein"
			mips_67_50_25
	at_At4g04340 -	no entry	null
	at_At4g22750 -	no entry	null
	at_At4g32670 -	mips_04_99	"putative protein"
	at_At5g13390 -	no entry	null
	at_At5g44790 -	mips_67_50	"COPPER-TRANSPORTING ATPASE RAN1 (RESPONSIVE-TO-ANTAGONIST 1)"
			mips_67_50_25


------------------