Rule 3575
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 0
	ss(_1,_3,c,_2),coil_dist(_1,1.54-41.76),c_len(_3,11.0-15.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),beta_dist(_1,0.0-5.15) = 0
	->  class mips_01_01_04 "regulation of amino acid metabolism"

	Evaluation on training data (4955 items):
	at_At3g21830	mips_01_01_04	"kinetochore-like protein, Skp1p"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g21860	mips_01	"kinetochore-like protein, Skp1p"
			mips_01_01
			mips_01_01_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_99
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_25_05_09
			mips_30
			mips_30_04
			mips_40
			mips_40_10
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
			mips_99
	at_At3g60020	mips_01_01_04	"Skp1-like protein"
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_01_01_04': 19/4955 (0.38%)

	Evaluation on validation data (2463 items):
	at_At2g03170	mips_01_01	"putative kinetechore (Skp1p-like) protein"
			mips_01_01_04
			mips_04_05_01_04_99
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_30_04
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At4g34210	mips_01_01_04	"kinetochore (SKP1p) - like protein"
			mips_03
			mips_03_03_01
			mips_04_05_01_04_99
			mips_14_04
			mips_25_05
			mips_25_05_09
			mips_30
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_01_01_04': 13/2463 (0.53%)

	Evaluation on propertest data (3789 items):
	at_At2g20160	mips_01_01_04	"putative kinetechore (Skp1p-like) protein"
			mips_03_03_01
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g21850	mips_01_01_04	"kinetochore-like protein, Skp1p"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g60010	mips_01_01	"Skp1-like protein"
			mips_01_01_04
			mips_04_05_01_04_99
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_30_04
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At4g34470	mips_01_01_04	"Skp1p - like protein"
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_01_01_04': 21/3789 (0.55%)

	New (unknown) data (2463 items):
	at_At1g05780 -	no entry	null
	at_At1g29270 -	no entry	null


------------------
Rule 4610
	ss(_1,_3,b,_2),c_len(_2,9.0-11.0) = 0
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),a_len(_2,6.0-9.0) = 1
	ss(_1,_3,b,_2),alpha_dist(_1,45.54-101.0),b_len(_3,3.0-6.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),coil_dist(_1,1.54-41.76),c_len(_4,1.0-3.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,1.54-41.76),c_len(_2,9.0-11.0) = 0
	->  class mips_01_01_07 "amino acid transport"

	Evaluation on training data (4955 items):
	at_At1g24400	mips_01_01_07	"amino acid transporter-like protein 2 (AATL2)"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g58360	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At1g61270	mips_01_01_07	"amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g71680	mips_01_01_07	"amino acid permease, putative"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g77380	mips_01_01	"amino acid permease AAP3"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g80510	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At1g08230	mips_01_01_07	"hypothetical protein"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At2g38120	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At3g28960	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g56200	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At5g01240	mips_01_01_07	"LAX1 / AUX1 -like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_01_01_07': 36/4955 (0.73%)

	Evaluation on validation data (2463 items):
	at_At1g67640	mips_01_01_07	"putative amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g76430 -	mips_01_05_04	"putative phosphate transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g79820 -	mips_01_05_04	"putative hexose transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g11900	mips_01_01	"putative amino acid transporter protein"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g44100	mips_01_01_07	"amino acid permease AAP5"
			mips_08_99
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Validation Accuracy: 3/5 (60.00%)
	Validation Frequency class 'mips_01_01_07': 13/2463 (0.53%)

	Evaluation on propertest data (3789 items):
	at_At2g23980 -	mips_10_01_09	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09_07
			mips_10_05_01
			mips_10_05_01_10
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At2g36590	mips_01_01_07	"putative proline transporter"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g54690 -	mips_01_01	"sugar-phosphate isomerase - like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_05_01_03
			mips_01_05_01_03_04
			mips_14_04_03
			mips_14_04_03_03
			mips_63_13
			mips_63_13_01
	at_At1g16560 -	mips_13_01_01_01	"Unknown protein"
			mips_40_25
	at_At4g14240 -	mips_11_05_05	"hypothetical protein"
			mips_11_05_05_01
			mips_40_30
	at_At5g09220	mips_01_01_07	"amino acid transport protein AAP2"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g49630	mips_01_01_07	"amino acid permease 6 (emb|CAA65051.1)"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g25530	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Propertest Accuracy: 4/8 (50.00%)
	Propertest Frequency class 'mips_01_01_07': 21/3789 (0.55%)

	New (unknown) data (2463 items):
	at_At5g55380 -	no entry	null
	at_At1g29390 -	no entry	null
	at_At1g31300 -	no entry	null
	at_At1g48640 -	mips_08_10	"At1g48640/F11I4_17"
			mips_30_19
			mips_40_19
	at_At1g62080 -	no entry	null
	at_At3g27900 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g14050 -	no entry	null
	at_At4g24460 -	no entry	null
	at_At5g19520 -	no entry	null
	at_At5g37410 -	no entry	null
	at_At2g21080 -	no entry	null
	at_At2g40900 -	no entry	null
	at_At5g12080 -	no entry	null
	at_At1g45010 -	no entry	null
	at_At1g50710 -	no entry	null
	at_At2g19580 -	mips_14_20	"putative senescence-associated protein 5"


------------------
Rule 2547
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,15.0-30.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),b_len(_4,3.0-6.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	->  class mips_01_02_01 "nitrogen and sulfur utilization"

	Evaluation on training data (4955 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_01_02_01': 84/4955 (1.70%)

	Evaluation on validation data (2463 items):
	at_At1g04180 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11320 -	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g29940 -	mips_04_01	"DNA-directed RNA polymerase subunit, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_20
			mips_40_10_07
			mips_40_10_99
	at_At1g50110 -	mips_01_01_01_15	"branched-chain amino acid aminotransferase like protein"
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	Validation Accuracy: 3/7 (42.86%)
	Validation Frequency class 'mips_01_02_01': 52/2463 (2.11%)

	Evaluation on propertest data (3789 items):
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g04610 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g42010 -	mips_01_06_04	"phospholipase D (PLDbeta)"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At3g15730 -	mips_01_06	"phospholipase D"
			mips_01_06_04
			mips_10_01_09
			mips_11_01
			mips_30_04
			mips_40_02
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g35460	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g25620 -	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 5/9 (55.56%)
	Propertest Frequency class 'mips_01_02_01': 75/3789 (1.98%)

	New (unknown) data (2463 items):
	at_At2g03820 -	mips_04_99	"putative nonsense-mediated mRNA decay protein"
	at_At1g17820 -	no entry	null
	at_At2g06840 -	no entry	null
	at_At5g61250 -	no entry	null
	at_At1g67190 -	no entry	null
	at_At5g15870 -	no entry	null


------------------
Rule 5410
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),a_len(_3,30.0-1200.0) = 0
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 1
	ss(_1,_3,c,_2),a_len(_2,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),a_len(_5,6.0-9.0) = 1
	ss(_1,_3,b,_2),a_len(_2,15.0-30.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),a_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,1.54-41.76),c_len(_2,9.0-11.0) = 1
	ss(_1,_3,a,_2),c_len(_2,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,1.0-3.0) = 1
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),a_len(_3,30.0-1200.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,15.0-30.0) = 1
	->  class mips_01_20_13 "biosynthesis of derivatives of homoisopentenyl pyrophosphate"

	Evaluation on training data (4955 items):
	at_At5g44630	mips_01_20_13	"terpene cyclase/synthase"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g48820	mips_01_20_13	"hypothetical protein"
			mips_01_20_35_01
	at_At1g79460	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At2g23230	mips_01_20_13	"putative vetispiradiene synthase"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g14490	mips_01_20_13	"terpene synthase-related protein, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g29190	mips_01_20	"terpene synthase-related protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g32030	mips_01_20_13	"terpene synthase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13280	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13300	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g15870	mips_01_20_13	"delta-cadinene synthase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g20230	mips_01_20_13	"terpene cyclase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_01_20_13': 62/4955 (1.25%)

	Evaluation on validation data (2463 items):
	at_At1g02260 -	mips_01_07	"hypothetical protein"
			mips_01_07_01
			mips_08_16
			mips_11_07
			mips_11_07_05
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_40_30
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At1g61680	mips_01_20	"hypothetical protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At1g66020	mips_01	"hypothetical protein"
			mips_01_20
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_99
	at_At2g18580 -	mips_29_02	"Ac-like transposase"
			mips_29_99
			mips_40_10_03
	at_At2g32830 -	mips_01_04_07	"putative phosphate transporter"
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11_03
			mips_13_11_03_01
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At3g14540	mips_01_20_13	"hypothetical protein"
			mips_01_20_35_01
	at_At3g25810	mips_01_20_13	"terpene synthase-related protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g25830	mips_01_20_13	"limonene cyclase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g18720 -	mips_05_04	"putative protein"
			mips_40_10_99
	at_At4g20210	mips_01_20_13	"cadinene synthase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g38200 -	mips_01_03_01	"guanine nucleotide-exchange protein -like"
			mips_08_07
			mips_40_08
	at_At5g10440 -	mips_03_03_01	"cyclin protein - like"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_02_01_01
	at_At5g13060 -	mips_08_13	"unknown protein"
			mips_40_10_05
	at_At5g23960	mips_01_20_13	"(+)-delta-cadinene synthase (d-cadinene synthase)"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g45620 -	mips_06_13_01	"26S proteasome subunit-like protein"
			mips_06_13_01_01
	at_At1g33750	mips_01_20_13	"terpene synthase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g48800	mips_01_20_13	"hypothetical protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	Validation Accuracy: 9/17 (52.94%)
	Validation Frequency class 'mips_01_20_13': 32/2463 (1.30%)

	Evaluation on propertest data (3789 items):
	at_At1g04080 -	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
	at_At1g31950	mips_01_20_13	"hypothetical protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g70080	mips_01_20_13	"hypothetical protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At2g24210	mips_01_20_13	"myrcene/ocimene synthase (TPS10)"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At2g25130 -	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_06_04
			mips_40_10_05
	at_At2g37400 -	mips_06_07_02	"unknown protein"
			mips_06_07_02_01
	at_At3g14520	mips_01_20	"hypothetical protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g29110	mips_01_20_13	"putative terpene synthase-related protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g20200	mips_01_20	"terpene cyclase like protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At4g37880 -	mips_13_07	"putative protein"
			mips_14_10
			mips_14_10_02
	at_At4g38460	mips_01_06	"geranylgeranyl pyrophosphate synthase-related protein"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_10_05
			mips_30_26
			mips_30_26_03
	at_At5g17020 -	mips_04_07	"Exportin1 (XPO1) protein"
			mips_08_01
			mips_40_10_05
	at_At5g27120 -	mips_03_01_09	"SAR DNA-binding protein - like"
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05
			mips_40_10_07
			mips_40_10_99
	at_At5g47560 -	mips_01_05_07	"sodium-dicarboxylate cotransporter-like"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_20
			mips_14_20
			mips_20_05
			mips_20_07
			mips_20_07_05
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_07
			mips_67_07_03
			mips_67_50
			mips_67_50_01
			mips_67_50_03
			mips_67_50_03_03
	at_At5g48110	mips_01_20	"terpene synthase"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	Propertest Accuracy: 8/15 (53.33%)
	Propertest Frequency class 'mips_01_20_13': 34/3789 (0.90%)

	New (unknown) data (2463 items):
	at_At1g06710 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g13640 -	no entry	null
	at_At2g16960 -	mips_06_04	"putative importin, beta subunit"
			mips_08
	at_At4g14380 -	no entry	null
	at_At4g34940 -	mips_08_01	"putative protein"
			mips_08_13
			mips_30_10
	at_At5g18320 -	no entry	null
	at_At5g48850 -	no entry	null
	at_At5g60110 -	no entry	null
	at_At1g27460 -	no entry	null
	at_At2g43040 -	no entry	null
	at_At3g11880 -	no entry	null


------------------
Rule 3935
	ss(_1,_3,c,_2),alpha_dist(_1,33.33-45.54),a_len(_2,1.0-3.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,41.76-48.08),c_len(_3,6.0-9.0),a_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 1
	ss(_1,_3,c,_2),alpha_dist(_1,23.6-33.33),c_len(_3,1.0-3.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,9.0-11.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 0
	ss(_1,_3,b,_2),coil_dist(_1,60.98-101.0),c_len(_2,9.0-11.0),b_len(_3,3.0-6.0) = 0
	ss(_1,_3,b,_2),coil_dist(_1,48.08-53.24),c_len(_2,15.0-30.0),b_len(_3,1.0-3.0) = 0
	ss(_1,_3,b,_2),c_len(_2,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,b,_2),c_len(_2,1.0-3.0),b_len(_3,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2) = 1
	ss(_1,_3,a,_2),coil_dist(_1,53.24-60.98),c_len(_2,11.0-15.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),b_len(_2,1.0-3.0),a_len(_3,3.0-6.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2) = 0
	ss(_1,_3,a,_2),a_len(_3,11.0-15.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_3),notequal(_6,_2) = 1
	->  class mips_01_20_15 "biosynthesis of derivatives of dehydroquinic acid, shikimic acid and chorismic acid"

	Evaluation on training data (4955 items):
	at_At5g48930	mips_01_20_15	"anthranilate N-benzoyltransferase"
			mips_01_20_99
	at_At5g57840	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase"
			mips_01_20_35_01
			mips_01_20_99
	at_At5g63560	mips_01_20_15	"acyltransferase-like protein"
			mips_01_20_99
	at_At1g24420	mips_01_20_15	"unknown protein"
	at_At5g67160	mips_01_20	"anthranilate N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_15
			mips_01_20_35
			mips_01_20_35_01
			mips_06_07
	at_At1g27620	mips_01	"putative hypersensitivity-related protein"
			mips_01_20_15
			mips_01_20_99
			mips_11_05
			mips_11_05_03
	at_At1g03390	mips_01_20_15	"hypothetical protein"
			mips_01_20_99
	at_At1g03500	mips_01_20_15	"hypothetical protein"
	at_At2g23510	mips_01_20	"putative anthranilate N-hydroxycinnamoyl/benzoyltransferase"
			mips_01_20_15
			mips_01_20_99
			mips_11_05
			mips_11_05_03
	at_At2g25150	mips_01_20_15	"unknown protein"
			mips_01_20_99
	at_At2g39980	mips_01_20_15	"putative anthocyanin 5-aromatic acyltransferase"
			mips_01_20_35_01
	at_At3g50270	mips_01	"anthranilate N-hydroxycinnamoyl/benzoyltransferase - like protein"
			mips_01_20
			mips_01_20_15
			mips_01_20_35
			mips_01_20_35_01
			mips_06
			mips_06_07
			mips_99
	at_At3g50280	mips_01_20_15	"anthranilate N-hydroxycinnamoyl/benzoyltransferase - like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At3g62160	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At4g13840	mips_01_06	"fatty acid elongase - like protein (cer2-like)"
			mips_01_06_01
			mips_01_20
			mips_01_20_15
	at_At4g15390	mips_01_20_15	"HSR201 like protein"
			mips_01_20_99
			mips_11_05_03
	at_At4g31910	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g07080	mips_01_20_15	"putative protein"
			mips_01_20_99
	at_At5g07850	mips_01_20_15	"proanthranilate N-benzoyltransferase -like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g07860	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase - like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g39080	mips_01_20_15	"acyltransferase -like protein"
	at_At5g41040	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_99
			mips_11_05_03
	Training Accuracy: 22/22 (100.00%)
	Training Frequency class 'mips_01_20_15': 40/4955 (0.81%)

	Evaluation on validation data (2463 items):
	at_At1g62540 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At3g16150 -	mips_01_01_10_03	"putative L-asparaginase"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	at_At3g53460 -	mips_04_05_05	"RNA-binding protein cp29 protein"
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g58580 -	mips_01_01_04	"putative protein"
			mips_01_05_04
			mips_02_16
			mips_04_05_99
	at_At4g24510	mips_01_06_01	"CER2"
			mips_01_20_15
	at_At4g29250	mips_01_20_15	"hypothetical protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g38130	mips_01_20_15	"anthranilate N-benzoyltransferase -like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g39090	mips_01_20_15	"acyltransferase -like protein"
	at_At1g24430	mips_01_20	"similar to acetyl-CoA:benzylalcoholo acetyltransferase"
			mips_01_20_15
	at_At1g28680	mips_01_20	"anthranilate N-hydroxycinnamoyl/benzoyltransferase, putative"
			mips_01_20_15
			mips_06_07
			mips_11_05
			mips_11_05_03
	Validation Accuracy: 6/10 (60.00%)
	Validation Frequency class 'mips_01_20_15': 14/2463 (0.57%)

	Evaluation on propertest data (3789 items):
	at_At1g72090 -	mips_01_07_01	"putative protein"
	at_At1g79690 -	mips_01_06_01_07	"unknown protein (At1g79690)"
			mips_01_06_01_07_11
			mips_01_06_01_07_13
			mips_40_19
	at_At2g02970 -	mips_01_03_07	"nucleoside triphosphatase like protein"
			mips_06_07_02
			mips_13_07
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
			mips_40_08
			mips_40_25
			mips_63_17_01
			mips_63_17_07
			mips_63_17_11
	at_At2g32000 -	mips_03_01_03	"putative DNA topoisomerase III beta"
			mips_03_01_05
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_01_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_15
			mips_47_03_15_07
	at_At2g40230	mips_01_20_15	"putative anthranilate N-hydroxycinnamoyl/benzoyltransferase"
			mips_01_20_99
	at_At3g23270 -	mips_03_99	"hypothetical protein"
			mips_06_04
			mips_06_07
			mips_06_13
			mips_11_05
			mips_11_05_01
	at_At3g30280	mips_01_20_15	"deacetylvindoline 4-O-acetyltransferase, putative"
	at_At3g44880 -	mips_01_20_17_03	"lethal leaf-spot 1 homolog Lls1"
	at_At3g48720	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05
			mips_11_05_03
	at_At4g38530 -	mips_01_06_04	"phosphoinositide-specific phospholipase C"
			mips_10_01_09
			mips_10_01_09_11
			mips_63_09
			mips_63_17_01
	at_At5g07870	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase - like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g16410	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g23330 -	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_01_07_07
			mips_06_07
			mips_40_03
	at_At5g23940	mips_01_20_15	"acyltransferase"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g23970	mips_01_20_15	"acetyl-CoA:benzylalcohol acetyltranferase-like protein"
	at_At5g42830	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g47980	mips_01_20_15	"acetyl-CoA:benzylalcohol acetyltranferase-like protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g61540 -	mips_01_01_10	"glycosylasparaginase - like protein"
			mips_01_01_10_03
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	at_At5g63770 -	mips_01	"diacylglycerol kinase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_10
			mips_10_01
			mips_10_05
			mips_40
			mips_40_10
			mips_63
			mips_63_17
			mips_63_17_01
			mips_63_19
	at_At5g66060 -	mips_30_27	"prolyl 4-hydroxylase, alpha subunit-like protein"
			mips_30_27_01
	at_At5g67150	mips_01_20_15	"anthranilate N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At1g31490	mips_01_20_15	"putative protein"
			mips_01_20_99
	Propertest Accuracy: 11/22 (50.00%)
	Propertest Frequency class 'mips_01_20_15': 25/3789 (0.66%)

	New (unknown) data (2463 items):
	at_At5g43240 -	no entry	null
	at_At5g56690 -	no entry	null
	at_At1g47860 -	no entry	null
	at_At3g58000 -	no entry	null
	at_At3g58860 -	mips_99	"putative protein"
	at_At4g25650 -	no entry	null
	at_At4g28260 -	no entry	null
	at_At5g03380 -	no entry	null
	at_At5g41630 -	no entry	null
	at_At1g13970 -	no entry	null
	at_At1g22990 -	no entry	null
	at_At1g34570 -	no entry	null
	at_At1g35060 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g51420 -	mips_99	"unknown protein"
	at_At1g55660 -	no entry	null
	at_At4g05550 -	no entry	null
	at_At5g01150 -	no entry	null
	at_At1g20810 -	no entry	null


------------------
Rule 5241
	ss(_1,_3,c,_2),alpha_dist(_1,33.33-45.54),c_len(_3,30.0-1200.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 1
	ss(_1,_3,a,_2),a_len(_3,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,15.0-30.0) = 1
	->  class mips_02_13_03 "aerobic respiration"

	Evaluation on training data (4955 items):
	at_At1g61520	mips_02_11_05	"PSI type III chlorophyll a/b-binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34420	mips_02	"photosystem II type I chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34430	mips_02_11	"putative photosystem II type I chlorophyll a/b binding protein."
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g15820	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_02_13_03': 54/4955 (1.09%)

	Evaluation on validation data (2463 items):
	at_At3g28770 -	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_08
			mips_63_06
	at_At3g47470	mips_02_11	"light-harvesting chlorophyll a/b-binding protein (Cab4)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At5g54270	mips_02_11	"Lhcb3 chlorophyll a/b binding protein (gb|AAD28773.1)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At5g67470 -	mips_03_01_03	"formin-like protein"
			mips_14_01
			mips_25_05_25
			mips_40_04_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	Validation Accuracy: 2/4 (50.00%)
	Validation Frequency class 'mips_02_13_03': 19/2463 (0.77%)

	Evaluation on propertest data (3789 items):
	at_At2g05070	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At3g48710 -	mips_10	"unknown protein"
			mips_13_07
			mips_25_05_01
	Propertest Accuracy: 1/2 (50.00%)
	Propertest Frequency class 'mips_02_13_03': 36/3789 (0.95%)

	New (unknown) data (2463 items):
	at_At1g36150 -	no entry	null
	at_At3g22270 -	no entry	null
	at_At2g11140 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At4g00390 -	no entry	null
	at_At5g15020 -	no entry	null


------------------
Rule 3784
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),b_len(_2,1.0-3.0) = 0
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),a_len(_2,3.0-6.0) = 1
	ss(_1,_3,c,_2),coil_dist(_1,48.08-53.24),c_len(_3,1.0-3.0),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,b,_2),coil_dist(_1,60.98-101.0),c_len(_2,9.0-11.0),b_len(_3,3.0-6.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,11.94-19.41),b_len(_3,6.0-9.0),a_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 1
	ss(_1,_3,a,_2),a_len(_3,9.0-11.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,3.0-6.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,6.0-9.0) = 0
	->  class mips_05_04_01 "initiation"

	Evaluation on training data (4955 items):
	at_At5g51280	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At1g55150	mips_04_05_05_11	"Unknown protein (At1g55150; T7N22.9)"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At2g42520	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
	at_At2g47330	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At3g22310	mips_04_05_05_11	"putative RNA helicase"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At3g22330	mips_04_05_05_11	"DEAD-Box RNA helicase like protein"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At3g53110	mips_04_05_05	"RNA helicase -like protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At1g16280	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At4g33370	mips_04_05_05	"putative protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
	at_At5g11170	mips_04	"DEAD BOX RNA helicase RH15 - like protein"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05
			mips_05_01
			mips_05_01_01
			mips_05_01_99
			mips_05_04
			mips_05_04_01
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
			mips_98
	at_At5g14610	mips_04_05_05_11	"DRH1 DEAD box protein - like"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_05_04_01': 60/4955 (1.21%)

	Evaluation on validation data (2463 items):
	at_At1g77050 -	mips_04	""
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_40_03
			mips_40_10
			mips_63
			mips_63_03
			mips_63_19
	at_At5g65900	mips_03_01	"ATP-dependent RNA helicase-like"
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_30_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03_03
	at_At1g31970	mips_04_05_05_11	"putative protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_05_04_01': 24/2463 (0.97%)

	Evaluation on propertest data (3789 items):
	at_At3g18600	mips_03_01_09	"DEAD box helicase protein, putative"
			mips_03_01_09_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_04_01
			mips_40_10_07
			mips_40_10_99
	at_At3g58510 -	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At1g28180 -	mips_04_05_05_01	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_02
	Propertest Accuracy: 1/3 (33.33%)
	Propertest Frequency class 'mips_05_04_01': 29/3789 (0.77%)

	New (unknown) data (2463 items):
	at_At4g04000 -	no entry	null


------------------
Rule 2411
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,3.0-6.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,60.98-101.0),c_len(_3,6.0-9.0),a_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,3.0-6.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,b,_2),b_len(_3,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,11.94-19.41),c_len(_2,30.0-1200.0),a_len(_3,6.0-9.0) = 1
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),c_len(_5,1.0-3.0) = 0
	->  class mips_06_13_04 "lysosomal and vacuolar degradation"

	Evaluation on training data (4955 items):
	at_At5g43060	mips_06_07_11	"cysteine protease component of protease-inhibitor complex"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At1g06260	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
	at_At1g09850	mips_06_13_04	"papain-like cysteine peptidase XBCP3"
			mips_06_13_99
	at_At3g49340	mips_06_07_11	"cysteine protease - like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At4g01620	mips_06_07_11	"cathepsin B-like cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62_01
			mips_62_01_05
	at_At4g39090	mips_02_99	"drought-inducible cysteine proteinase RD19A precursor"
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_06_13_04': 38/4955 (0.77%)

	Evaluation on validation data (2463 items):
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At5g45890	mips_06_07_11	"senescence-specific cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_06_13_04': 24/2463 (0.97%)

	Evaluation on propertest data (3789 items):
	at_At1g04350 -	mips_01_01_99	"putative 1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g10400 -	mips_01_20_17	"puative glucosyl transferase"
			mips_01_20_17_07
	at_At3g49630 -	mips_01_20_17_07	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_20_20
			mips_20_20_18
	at_At3g53520 -	mips_01_05_01_01	"UDP-glucuronic acid decarboxylase (UXS1)"
			mips_01_05_99
	Propertest Accuracy: 0/4 (0.00%)
	Propertest Frequency class 'mips_06_13_04': 41/3789 (1.08%)

	New (unknown) data (2463 items):
	at_At1g66350 -	mips_25_03	"gibberellin regulatory protein, putative"
	at_At1g68330 -	no entry	null
	at_At1g69310 -	no entry	null
	at_At4g05250 -	no entry	null
	at_At4g36160 -	mips_25_03	"NAM like protein"
	at_At2g46160 -	no entry	null
	at_At3g20840 -	no entry	null
	at_At5g47220 -	no entry	null
	at_At1g80590 -	no entry	null
	at_At2g21900 -	mips_11_05	"putative WRKY-type DNA binding protein"
	at_At4g12050 -	no entry	null
	at_At5g62380 -	mips_25_03	"NAC - like protein"


------------------
Rule 217
	ss(_1,_3,c,_2),beta_dist(_1,11.94-19.41),c_len(_3,3.0-6.0),b_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),b_len(_4,6.0-9.0) = 1
	->  class mips_06_13_04 "lysosomal and vacuolar degradation"

	Evaluation on training data (4955 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_06_13_04': 38/4955 (0.77%)

	Evaluation on validation data (2463 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_06_13_04': 24/2463 (0.97%)

	Evaluation on propertest data (3789 items):
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 1/1 (100.00%)
	Propertest Frequency class 'mips_06_13_04': 41/3789 (1.08%)

	New (unknown) data (2463 items):
	at_At1g48730 -	no entry	null
	at_At1g69970 -	no entry	null
	at_At4g22580 -	no entry	null
	at_At1g19070 -	no entry	null
	at_At4g20480 -	no entry	null
	at_At2g04790 -	no entry	null


------------------
Rule 2408
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,3.0-6.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,60.98-101.0),c_len(_3,6.0-9.0),a_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,3.0-6.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,11.94-19.41),c_len(_2,30.0-1200.0),a_len(_3,6.0-9.0) = 1
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),c_len(_5,15.0-30.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),c_len(_5,1.0-3.0) = 0
	->  class mips_06_13_99 "other proteolytic degradation"

	Evaluation on training data (4955 items):
	at_At5g43060	mips_06_07_11	"cysteine protease component of protease-inhibitor complex"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At1g24140	mips_06_13	"putative metalloproteinase, predicted GPI-anchored protein"
			mips_06_13_99
			mips_13_05
			mips_13_05_01
			mips_14_01
			mips_14_01_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_05
			mips_14_04_09
			mips_14_04_09_05
			mips_25_05_02
			mips_30_27
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_17_09
	at_At1g06260	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
	at_At1g09850	mips_06_13_04	"papain-like cysteine peptidase XBCP3"
			mips_06_13_99
	at_At3g19400	mips_06_13_99	"putative cysteine proteinase RD21A precursor"
			mips_20_25_16
	at_At3g49340	mips_06_07_11	"cysteine protease - like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At4g01620	mips_06_07_11	"cathepsin B-like cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62_01
			mips_62_01_05
	at_At4g11310	mips_06_10	"cysteine proteinase-like protein"
			mips_06_13
			mips_06_13_99
	at_At4g11320	mips_06_13_99	"cysteine proteinase like protein"
			mips_08_13
			mips_40_25
	at_At4g23520	mips_06_13_99	"cysteine proteinase - like protein"
	at_At4g39090	mips_02_99	"drought-inducible cysteine proteinase RD19A precursor"
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_06_13_99': 76/4955 (1.53%)

	Evaluation on validation data (2463 items):
	at_At2g23250 -	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At2g27420	mips_06_07_11	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At4g11970 -	mips_11_01	"putative protein"
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
	at_At4g13000 -	mips_01_02	"putative protein"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_06_07
			mips_11_01
			mips_13_11
			mips_14_10
			mips_14_10_02
	at_At5g45890	mips_06_07_11	"senescence-specific cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At5g50260	mips_06	"cysteine endopeptidase"
			mips_06_13
			mips_06_13_99
			mips_40
			mips_40_25
			mips_98
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_06_13_99': 41/2463 (1.66%)

	Evaluation on propertest data (3789 items):
	at_At3g53520 -	mips_01_05_01_01	"UDP-glucuronic acid decarboxylase (UXS1)"
			mips_01_05_99
	at_At3g54940	mips_02_99	"cysteine proteinase precursor-like protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_99
	at_At5g60360 -	mips_06_07_11	"AALP protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_04_01
			mips_08_13
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At1g29090	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	Propertest Accuracy: 2/4 (50.00%)
	Propertest Frequency class 'mips_06_13_99': 44/3789 (1.16%)

	New (unknown) data (2463 items):
	at_At5g43770 -	no entry	null
	at_At1g64040 -	mips_02	"phosphoprotein phosphatase 1"
			mips_01_04
			mips_03_03
			mips_06_07
	at_At1g66350 -	mips_25_03	"gibberellin regulatory protein, putative"
	at_At2g30940 -	no entry	null
	at_At3g61120 -	no entry	null
	at_At2g29400 -	mips_01_04	"phosphoprotein phosphatase, type 1 catalytic subunit"
	at_At2g41330 -	mips_02_11	"unknown protein"
			mips_11_07
	at_At4g12050 -	no entry	null


------------------
Rule 218
	ss(_1,_3,c,_2),beta_dist(_1,11.94-19.41),c_len(_3,3.0-6.0),b_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),b_len(_4,6.0-9.0) = 1
	->  class mips_08_07_05 "intra golgi transport"

	Evaluation on training data (4955 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_08_07_05': 22/4955 (0.44%)

	Evaluation on validation data (2463 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_08_07_05': 6/2463 (0.24%)

	Evaluation on propertest data (3789 items):
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 1/1 (100.00%)
	Propertest Frequency class 'mips_08_07_05': 15/3789 (0.40%)

	New (unknown) data (2463 items):
	at_At1g48730 -	no entry	null
	at_At1g69970 -	no entry	null
	at_At4g22580 -	no entry	null
	at_At1g19070 -	no entry	null
	at_At4g20480 -	no entry	null
	at_At2g04790 -	no entry	null


------------------
Rule 4037
	alpha_dist(_1,23.6-33.33),coil_dist(_1,41.76-48.08) = 0
	ss(_1,_3,a,_2),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),coil_dist(_1,48.08-53.24),c_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,29.93-101.0),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,c,_2),alpha_dist(_1,23.6-33.33),c_len(_3,3.0-6.0),a_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),c_len(_3,11.0-15.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),alpha_dist(_1,13.03-23.6),c_len(_2,9.0-11.0),a_len(_3,9.0-11.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),c_len(_5,15.0-30.0) = 0
	->  class mips_10_01_05 "enzyme mediated signal transduction"

	Evaluation on training data (4955 items):
	at_At1g22740	mips_10_01_05	"RAS-related protein, RAB7"
			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_At5g45750	mips_08_07	"Rab-type small 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_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_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
	at_At1g52280	mips_06_04	"GTP-binding protein RAB7D, putative"
			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_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_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_At1g09180	mips_06_07_99	"putative GTP-binding protein, SAR1B"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At2g31680	mips_06_04	"putative RAS superfamily GTP-binding protein"
			mips_08
			mips_08_07
			mips_08_16
			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_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At2g33870	mips_08_07	"putative 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_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_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_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_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_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_At5g13650	mips_05_04	"GTP-binding protein typA (tyrosine phosphorylated protein A)"
			mips_05_04_02
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At5g37680	mips_08_07	"ADP-ribosylation factor-like protein (K12B20.15)"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	Training Accuracy: 23/23 (100.00%)
	Training Frequency class 'mips_10_01_05': 234/4955 (4.72%)

	Evaluation on validation data (2463 items):
	at_At1g05810	mips_06_04	"RAS-related protein ARA-1"
			mips_08
			mips_08_07
			mips_08_16
			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_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At1g59730 -	mips_01_03_04	"hypothetical protein"
			mips_06_07_99
			mips_11_07_99
			mips_40_27
	at_At3g49870	mips_06_04	"ADP-RIBOSYLATION FACTOR like protein"
			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_At4g08260	mips_06	"putative protein"
			mips_10
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g26510 -	mips_01_03_04	"uracil phosphoribosyl transferase like protein"
			mips_01_04_04
	at_At1g16920	mips_08_07	"unknown protein"
			mips_08_16
			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_At5g20020	mips_03_01_09	"small Ras-like GTP-binding protein"
			mips_03_01_09_05
			mips_08_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g42770 -	mips_01_20_17	"unknown protein"
			mips_01_20_17_03
			mips_01_20_50
			mips_03_03_03
	at_At1g28550	mips_08_07	"ras-related GTP-binding protein, putative"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g49770 -	mips_25_05_10	"putative bHLH transcription factor (bHLH095)"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	Validation Accuracy: 6/10 (60.00%)
	Validation Frequency class 'mips_10_01_05': 124/2463 (5.03%)

	Evaluation on propertest data (3789 items):
	at_At1g02130	mips_10_01_05_05	"GTP-binding protein, ara-5"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At1g02440	mips_06_07_99	"ADP-ribosylation factor, putative"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g04170 -	mips_05_01	"putative translation initiation factor eIF-2, gamma subunit"
			mips_05_04_02
			mips_14_01_03
			mips_40_10_03
	at_At1g49300	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	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_At2g17800	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At2g23060 -	mips_10_01_99	"similar to hookless1 (HLS1)"
	at_At2g43980 -	mips_10	"unknown protein (At2g43980)"
			mips_10_01_01
			mips_10_01_09
			mips_10_01_99
	at_At3g18820	mips_10_01_05_05	"GTP binding protein, putative"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At3g49860	mips_10_01_05	"putative 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_At3g53910 -	mips_01_05_01_03	"putative protein"
			mips_40_10_99
			mips_40_26
			mips_40_26_03
	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_At4g18430 -	mips_08_16	"membrane-bound small GTP-binding - like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At4g18800	mips_08_07	"ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g15770 -	mips_01_20_01	"acetyltransferase-like protein"
			mips_03_01_99
			mips_06_07_04
			mips_30_10
			mips_40_01
	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_At5g28060 -	mips_05_01	"40S ribosomal protein S19 - like"
			mips_05_01_01
	at_At5g39620	mips_10_01_05_05	"AtRab78 (AtRAB78)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g52470 -	mips_04_01	"fibrillarin homolog (Fbr1)"
			mips_04_01_04
			mips_04_05_05_01
			mips_40_10_07
	at_At5g64990	mips_08_16	"GTP binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g67560	mips_08_07_05	"ADP-ribosylation factor-like protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	Propertest Accuracy: 13/21 (61.90%)
	Propertest Frequency class 'mips_10_01_05': 188/3789 (4.96%)

	New (unknown) data (2463 items):
	at_At2g05210 -	no entry	null
	at_At2g05300 -	no entry	null
	at_At3g12160 -	no entry	null
	at_At3g43410 -	no entry	null
	at_At5g10530 -	no entry	null
	at_At1g21050 -	no entry	null
	at_At1g07490 -	no entry	null
	at_At3g29040 -	mips_10_05	"hypothetical protein"
	at_At4g13450 -	no entry	null
	at_At4g21390 -	no entry	null
	at_At5g01550 -	no entry	null
	at_At1g63580 -	no entry	null
	at_At1g67370 -	no entry	null
	at_At2g21350 -	no entry	null
	at_At4g12650 -	mips_08_07	"putative protein"
			mips_40_22
			mips_67_01
	at_At4g20170 -	no entry	null
	at_At4g23230 -	no entry	null
	at_At4g36700 -	mips_65	"globulin-like protein"
	at_At1g21930 -	no entry	null
	at_At1g30910 -	mips_13_05	"F17F8.22"


------------------
Rule 5290
	ss(_1,_3,c,_2),c_len(_3,30.0-1200.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,1.0-3.0) = 1
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 1
	ss(_1,_3,b,_2),c_len(_2,1.0-3.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 1
	->  class mips_10_05_01 "receptor enzyme mediated signalling"

	Evaluation on training data (4955 items):
	at_At5g44190	mips_10_01	"unknown protein"
			mips_10_01_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11
			mips_11_01
			mips_30
			mips_30_04
	at_At1g49560	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
			mips_30_04
	at_At1g79430	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
			mips_11_01
			mips_30_04
	at_At2g20570	mips_10_05_01	"GPRI1 protein (gpri1)"
			mips_10_05_01_10
	at_At3g16857	mips_10_05_01	"ARR1 protein, putative, 5' partial"
			mips_10_05_01_10
	at_At3g25790	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
	at_At5g06800	mips_10_05_01	"putative protein"
			mips_10_05_01_10
	at_At5g16560	mips_10_05_01	"KANADI protein (KAN)"
			mips_10_05_01_10
			mips_30_04
	at_At5g18240	mips_10_05	"transcription factor like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
			mips_30_04
	at_At5g29000	mips_10_05	"unknown protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
	Training Accuracy: 10/10 (100.00%)
	Training Frequency class 'mips_10_05_01': 99/4955 (2.00%)

	Evaluation on validation data (2463 items):
	at_At1g13300	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
	at_At5g05090	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
			mips_30_04
	at_At5g07210	mips_01_04_04	"putative protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_10_05_01': 63/2463 (2.56%)

	Evaluation on propertest data (3789 items):
	at_At2g06020	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_10
	at_At2g13390 -	mips_03_01_09	"pseudogene"
			mips_03_01_09_05
			mips_03_01_99
			mips_30_10
			mips_40_10_03
	at_At2g25180	mips_02_13	"putative two-component response regulator protein"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At2g40260	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_10
			mips_30_04
	at_At2g42660	mips_10_05	"putative protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
			mips_30_04
	at_At3g24120	mips_10_05_01	"transfactor like protein"
			mips_10_05_01_10
	at_At4g37180	mips_10	"putative cytoskeletal protein"
			mips_10_01_01
			mips_10_05_01
			mips_10_05_01_10
	at_At1g25550	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
	at_At5g59570	mips_10_05_01	"ARR1 protein - like"
			mips_10_05_01_10
	Propertest Accuracy: 8/9 (88.89%)
	Propertest Frequency class 'mips_10_05_01': 93/3789 (2.45%)

	New (unknown) data (2463 items):


------------------
Rule 4038
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,9.0-11.0) = 1
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),coil_dist(_1,48.08-53.24),c_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,29.93-101.0),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,c,_2),c_len(_3,11.0-15.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),alpha_dist(_1,13.03-23.6),c_len(_2,9.0-11.0),a_len(_3,9.0-11.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),ss(_1,_5,c,_6),notequal(_6,_4),notequal(_6,_5),notequal(_6,_2),notequal(_6,_3) = 0
	->  class mips_10_05_01 "receptor enzyme mediated signalling"

	Evaluation on training data (4955 items):
	at_At1g22740	mips_10_01_05	"RAS-related protein, RAB7"
			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_At5g45750	mips_08_07	"Rab-type small 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_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_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
	at_At1g52280	mips_06_04	"GTP-binding protein RAB7D, putative"
			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_At2g31680	mips_06_04	"putative RAS superfamily GTP-binding protein"
			mips_08
			mips_08_07
			mips_08_16
			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_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At2g33870	mips_08_07	"putative 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_At3g15060 -	mips_08_07	"ras-related GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_63_19_05
	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_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_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
	Training Accuracy: 12/13 (92.31%)
	Training Frequency class 'mips_10_05_01': 99/4955 (2.00%)

	Evaluation on validation data (2463 items):
	at_At1g05810	mips_06_04	"RAS-related protein ARA-1"
			mips_08
			mips_08_07
			mips_08_16
			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_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At3g29050 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
	at_At3g53900 -	mips_01_03	"uracil phosphoribosyltransferase-like protein"
			mips_01_03_04
			mips_01_04
			mips_01_04_04
			mips_40_03
			mips_63_19
	at_At1g16920	mips_08_07	"unknown protein"
			mips_08_16
			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_At5g20020	mips_03_01_09	"small Ras-like GTP-binding protein"
			mips_03_01_09_05
			mips_08_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At1g28550	mips_08_07	"ras-related GTP-binding protein, putative"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_10_05_01': 63/2463 (2.56%)

	Evaluation on propertest data (3789 items):
	at_At1g02130	mips_10_01_05_05	"GTP-binding protein, ara-5"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At1g49300	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	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_At2g20930 -	mips_08_07	"unknown protein"
			mips_08_07_03
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At3g18820	mips_10_01_05_05	"GTP binding protein, putative"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At4g18430	mips_08_16	"membrane-bound small GTP-binding - like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At4g18800	mips_08_07	"ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g39620	mips_10_01_05_05	"AtRab78 (AtRAB78)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g64990	mips_08_16	"GTP binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_10_05_01': 93/3789 (2.45%)

	New (unknown) data (2463 items):
	at_At2g05300 -	no entry	null
	at_At3g12160 -	no entry	null
	at_At1g18000 -	no entry	null
	at_At1g21050 -	no entry	null
	at_At5g41290 -	no entry	null
	at_At1g18010 -	no entry	null
	at_At1g67370 -	no entry	null
	at_At4g20170 -	no entry	null
	at_At4g23230 -	no entry	null
	at_At1g21930 -	no entry	null


------------------
Rule 3968
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,1.0-3.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 1
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,b,_2),a_len(_2,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_2),notequal(_4,_3),c_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),c_len(_2,9.0-11.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,9.0-11.0) = 0
	->  class mips_11_05_01 "resistance proteins"

	Evaluation on training data (4955 items):
	at_At5g45060	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g45250	mips_11_05_01	"disease resistance protein RPS4"
			mips_11_05_03
	at_At4g12010	mips_11_05_01	"putative disease resistance protein (TMV N-like)"
			mips_11_05_03
	at_At4g19530	mips_11_05	"TMV resistance protein N - like"
			mips_11_05_01
	at_At5g17880	mips_11_05_01	"disease resistance protein - like"
			mips_11_05_03
	at_At5g17890	mips_11	"disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g41750	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_11_05_01': 133/4955 (2.68%)

	Evaluation on validation data (2463 items):
	at_At2g40930 -	mips_06_07_05	"ubiquitin-specific protease (UBP5)"
			mips_06_07_07
			mips_11_05_05
			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_99
	at_At4g09360	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g06820	mips_11_05_01	"receptor-like protein kinase"
	at_At5g22760 -	mips_03_01_09	"putative protein"
			mips_03_01_09_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g45260	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g53890 -	mips_14_01	"receptor protein kinase-like protein"
			mips_14_01_03
	at_At5g57690 -	mips_63_17_01	"diacylglycerol kinase-like protein"
	Validation Accuracy: 3/7 (42.86%)
	Validation Frequency class 'mips_11_05_01': 55/2463 (2.23%)

	Evaluation on propertest data (3789 items):
	at_At1g69440 -	mips_05_04_01	"hypothetical protein"
			mips_05_07
			mips_63_03_03
	at_At1g05460 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_04_07
			mips_63_03_01
			mips_63_03_03
	at_At2g21430 -	mips_02_99	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At3g13300 -	mips_03_01_05_01	"unknown protein"
			mips_03_01_05_03
			mips_14_10_02
			mips_63_06
	at_At3g47220 -	mips_01_06_04	"1-phosphatidylinositol-4,5-bisphosphate phosphodiesterase-like protein"
			mips_10_01_09
			mips_10_01_09_11
			mips_10_01_99
			mips_63_09
			mips_63_17_01
	at_At3g47290 -	mips_01_06_04	"1-phosphatidylinositol-4,5-bisphosphate phosphodiesterase"
			mips_10_01_05
			mips_10_01_09
			mips_10_01_09_11
			mips_10_01_99
			mips_63_09
			mips_63_17
			mips_63_17_01
	at_At3g52640 -	mips_06_07_11	"putative protein"
			mips_06_13_01
			mips_06_13_04
			mips_40_25
			mips_63_17
			mips_63_17_01
	at_At3g55940 -	mips_01_06_04	"phosphoinositide-specific phospholipase C - like protein"
			mips_10_01_09
			mips_10_01_09_11
			mips_63_09
	at_At4g10570 -	mips_06_07_05	"putative protein"
			mips_06_07_07
			mips_11_05_05
			mips_40_10
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At4g20830 -	mips_01_20_17	"reticuline oxidase -like protein"
			mips_01_20_17_09
	at_At4g39370 -	mips_06_13_01	"unknown protein"
			mips_13_11_03
			mips_13_11_03_13
			mips_14_04_03
			mips_14_04_03_05
			mips_30_25
			mips_40_07
	at_At5g07140 -	mips_01_04	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03_01_01
			mips_14_10
			mips_14_10_02
	at_At5g45200	mips_11_05_01	"disease resistance protein RPS4"
	at_At5g58690 -	mips_01_06	"phosphoinositide-specific phospholipase C-line (MZN1.13)"
			mips_01_06_04
			mips_10_01
			mips_10_01_05
			mips_10_01_09
			mips_10_01_09_11
			mips_63_09
			mips_63_17_01
	at_At5g58700 -	mips_01_06_04	"phosphoinositide-specific phospholipase C4 (PLC4)"
			mips_10_01_09
			mips_10_01_09_11
			mips_63_09
			mips_63_17_01
	at_At1g30720 -	mips_01	"putative reticuline oxidase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_01_20_99
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_04
	Propertest Accuracy: 1/16 (6.25%)
	Propertest Frequency class 'mips_11_05_01': 97/3789 (2.56%)

	New (unknown) data (2463 items):
	at_At5g56440 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At1g52780 -	no entry	null
	at_At1g69730 -	no entry	null
	at_At1g72250 -	mips_30_04	"kinesin, putative"
			mips_40_07
			mips_63_06
	at_At2g07620 -	no entry	null
	at_At3g23370 -	no entry	null
	at_At1g13570 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At4g01310 -	no entry	null
	at_At1g16940 -	no entry	null
	at_At4g20940 -	no entry	null
	at_At5g01950 -	no entry	null
	at_At5g32630 -	no entry	null
	at_At5g38390 -	no entry	null
	at_At1g60400 -	no entry	null
	at_At1g78730 -	no entry	null
	at_At1g78750 -	no entry	null
	at_At2g27210 -	mips_02	"putative phosphoprotein phosphatase"
			mips_01_04
			mips_03_03
			mips_06_07
	at_At3g44810 -	no entry	null
	at_At4g14090 -	no entry	null
	at_At5g36930 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At1g69630 -	no entry	null
	at_At2g04300 -	no entry	null
	at_At3g32950 -	no entry	null
	at_At3g58930 -	no entry	null
	at_At3g58940 -	no entry	null
	at_At4g03220 -	no entry	null
	at_At4g19510 -	no entry	null
	at_At4g26540 -	no entry	null
	at_At5g02700 -	no entry	null
	at_At1g21250 -	no entry	null
	at_At5g25860 -	no entry	null


------------------
Rule 4730
	ss(_1,_3,c,_2),c_len(_3,11.0-15.0),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,0.0-13.03),c_len(_3,3.0-6.0),b_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_3),notequal(_6,_2) = 1
	ss(_1,_3,c,_2),c_len(_3,1.0-3.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,15.0-30.0) = 1
	ss(_1,_3,c,_2),a_len(_2,6.0-9.0),ss(_1,_2,a,_4),notequal(_4,_2),notequal(_4,_3),c_len(_4,1.0-3.0) = 0
	ss(_1,_3,b,_2),alpha_dist(_1,0.0-13.03),coil_dist(_1,53.24-60.98),c_len(_2,6.0-9.0) = 1
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),a_len(_3,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),beta_dist(_1,29.93-101.0) = 1
	->  class mips_11_07_03 "detoxification by modification"

	Evaluation on training data (4955 items):
	at_At1g21850	mips_01_20_17_01	"pectinesterase, putative"
			mips_11_07_03
	at_At5g48100	mips_01_20_17_01	"laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g51480	mips_01_20_17_01	"predicted GPI-anchored protein"
			mips_11_07_03
			mips_11_07_99
	at_At5g58910	mips_01_20_17_01	"laccase precursor - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At1g75790	mips_01_20_17	"polymer protein, putative"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g29130	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g38080	mips_01_20_17_01	"putative diphenol oxidase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At3g13390	mips_01_20_17_01	"L-ascorbate oxidase precursor, putative"
			mips_11_07_03
	at_At3g13400	mips_01_20	"pollen specific protein, putative"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At4g12420	mips_01_20	"pollen-specific protein - like predicted GPI-anchored protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At4g25240	mips_01_05	"Pollen-specific protein precursor like"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
			mips_30
	at_At1g18140	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At4g37160	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At4g39830	mips_01_07	"putative L-ascorbate oxidase"
			mips_01_07_04
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g01050	mips_01_20_17	"laccase -like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g07130	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	Training Accuracy: 16/16 (100.00%)
	Training Frequency class 'mips_11_07_03': 56/4955 (1.13%)

	Evaluation on validation data (2463 items):
	at_At1g55570	mips_01_20_17_01	"overlap with bases 100,099-109,160 of 'IGF' clone F20N2, gb|AC002328. This region is annotated in the F20N2 entry, gb|AC002328"
			mips_11_07_03
	at_At1g76160	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
	at_At2g29070 -	mips_06_13_01	"putative ubiquitin fusion-degradation protein"
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At3g21210 -	mips_04	"unknown protein"
			mips_04_05
			mips_04_05_01
			mips_98
	at_At4g38420	mips_01_20_17_01	"pectinesterase like protein"
			mips_11_07_03
	at_At1g21860	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_11_07_03': 36/2463 (1.46%)

	Evaluation on propertest data (3789 items):
	at_At1g41830	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g55560	mips_01_20_17_01	""
			mips_11_07_03
			mips_11_07_99
	at_At2g23630	mips_01_20_17_01	"putative pectinesterase"
			mips_11_07_03
			mips_11_07_99
	at_At2g40370	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g46570	mips_01_20_17_01	"diphenol oxidase like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At4g28090	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
	at_At5g01190	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g03260	mips_01_20_17	"laccase (diphenol oxidase)-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g09360	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g21100	mips_01_07_04	"ascorbate oxidase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48450	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
	at_At5g66920	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_30_01
	Propertest Accuracy: 12/12 (100.00%)
	Propertest Frequency class 'mips_11_07_03': 48/3789 (1.27%)

	New (unknown) data (2463 items):
	at_At1g37050 -	mips_29	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
			mips_99
	at_At1g50040 -	no entry	null
	at_At2g05650 -	no entry	null
	at_At2g13890 -	no entry	null
	at_At3g12950 -	no entry	null
	at_At3g15840 -	no entry	null
	at_At4g04590 -	no entry	null
	at_At1g69890 -	no entry	null
	at_At1g75140 -	no entry	null
	at_At5g44530 -	no entry	null
	at_At5g54020 -	no entry	null
	at_At1g54710 -	no entry	null
	at_At2g44230 -	no entry	null
	at_At5g28440 -	no entry	null


------------------
Rule 2548
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,15.0-30.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	->  class mips_11_07_03 "detoxification by modification"

	Evaluation on training data (4955 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_11_07_03': 56/4955 (1.13%)

	Evaluation on validation data (2463 items):
	at_At1g04180	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g18370 -	mips_11	"disease resistance protein -like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g25370 -	mips_01_06_04	"phospholipase D1-like protein"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g29940 -	mips_04_01	"DNA-directed RNA polymerase subunit, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_20
			mips_40_10_07
			mips_40_10_99
	at_At1g50110 -	mips_01_01_01_15	"branched-chain amino acid aminotransferase like protein"
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_11_07_03': 36/2463 (1.46%)

	Evaluation on propertest data (3789 items):
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g04610	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g42010 -	mips_01_06_04	"phospholipase D (PLDbeta)"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At3g15730 -	mips_01_06	"phospholipase D"
			mips_01_06_04
			mips_10_01_09
			mips_11_01
			mips_30_04
			mips_40_02
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 7/10 (70.00%)
	Propertest Frequency class 'mips_11_07_03': 48/3789 (1.27%)

	New (unknown) data (2463 items):
	at_At2g03820 -	mips_04_99	"putative nonsense-mediated mRNA decay protein"
	at_At1g17820 -	no entry	null
	at_At2g06840 -	no entry	null
	at_At5g61250 -	no entry	null
	at_At1g67190 -	no entry	null
	at_At3g58830 -	no entry	null
	at_At5g15870 -	no entry	null


------------------
Rule 220
	ss(_1,_3,c,_2),beta_dist(_1,11.94-19.41),c_len(_3,3.0-6.0),b_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),b_len(_4,6.0-9.0) = 1
	->  class mips_40_04_05 "microtubule cytoskeleton"

	Evaluation on training data (4955 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_40_04_05': 29/4955 (0.59%)

	Evaluation on validation data (2463 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_40_04_05': 23/2463 (0.93%)

	Evaluation on propertest data (3789 items):
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 1/1 (100.00%)
	Propertest Frequency class 'mips_40_04_05': 30/3789 (0.79%)

	New (unknown) data (2463 items):
	at_At1g48730 -	no entry	null
	at_At1g69970 -	no entry	null
	at_At4g22580 -	no entry	null
	at_At1g19070 -	no entry	null
	at_At4g20480 -	no entry	null
	at_At2g04790 -	no entry	null


------------------
Rule 3581
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 0
	ss(_1,_3,c,_2),coil_dist(_1,1.54-41.76),c_len(_3,11.0-15.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),beta_dist(_1,0.0-5.15) = 0
	->  class mips_47_03_02 "sensory organs"

	Evaluation on training data (4955 items):
	at_At3g21830	mips_01_01_04	"kinetochore-like protein, Skp1p"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g21860	mips_01	"kinetochore-like protein, Skp1p"
			mips_01_01
			mips_01_01_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_99
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_25_05_09
			mips_30
			mips_30_04
			mips_40
			mips_40_10
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
			mips_99
	at_At3g60020	mips_01_01_04	"Skp1-like protein"
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_47_03_02': 31/4955 (0.63%)

	Evaluation on validation data (2463 items):
	at_At2g03170	mips_01_01	"putative kinetechore (Skp1p-like) protein"
			mips_01_01_04
			mips_04_05_01_04_99
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_30_04
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At4g34210	mips_01_01_04	"kinetochore (SKP1p) - like protein"
			mips_03
			mips_03_03_01
			mips_04_05_01_04_99
			mips_14_04
			mips_25_05
			mips_25_05_09
			mips_30
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_47_03_02': 16/2463 (0.65%)

	Evaluation on propertest data (3789 items):
	at_At2g20160	mips_01_01_04	"putative kinetechore (Skp1p-like) protein"
			mips_03_03_01
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g21850	mips_01_01_04	"kinetochore-like protein, Skp1p"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g60010	mips_01_01	"Skp1-like protein"
			mips_01_01_04
			mips_04_05_01_04_99
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_30_04
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At4g34470	mips_01_01_04	"Skp1p - like protein"
			mips_04_05_01_04_99
			mips_14_01_03
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_47_03_02': 27/3789 (0.71%)

	New (unknown) data (2463 items):
	at_At1g05780 -	no entry	null
	at_At1g29270 -	no entry	null


------------------
Rule 2554
	ss(_1,_3,b,_2),a_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,15.0-30.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),b_len(_4,3.0-6.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	->  class mips_47_03_09 "respiratory system"

	Evaluation on training data (4955 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 5/5 (100.00%)
	Training Frequency class 'mips_47_03_09': 40/4955 (0.81%)

	Evaluation on validation data (2463 items):
	at_At1g04180 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11320 -	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g50110 -	mips_01_01_01_15	"branched-chain amino acid aminotransferase like protein"
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	Validation Accuracy: 3/6 (50.00%)
	Validation Frequency class 'mips_47_03_09': 18/2463 (0.73%)

	Evaluation on propertest data (3789 items):
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g04610 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g42010 -	mips_01_06_04	"phospholipase D (PLDbeta)"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At3g15730 -	mips_01_06	"phospholipase D"
			mips_01_06_04
			mips_10_01_09
			mips_11_01
			mips_30_04
			mips_40_02
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160 -	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g25620 -	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 3/9 (33.33%)
	Propertest Frequency class 'mips_47_03_09': 21/3789 (0.55%)

	New (unknown) data (2463 items):
	at_At2g03820 -	mips_04_99	"putative nonsense-mediated mRNA decay protein"
	at_At5g28270 -	no entry	null
	at_At5g61250 -	no entry	null
	at_At5g15870 -	no entry	null


------------------
Rule 2550
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,15.0-30.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	->  class mips_47_03_11 "gastro-intestinal system"

	Evaluation on training data (4955 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_47_03_11': 77/4955 (1.55%)

	Evaluation on validation data (2463 items):
	at_At1g04180	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g18370 -	mips_11	"disease resistance protein -like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g25370 -	mips_01_06_04	"phospholipase D1-like protein"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g29940 -	mips_04_01	"DNA-directed RNA polymerase subunit, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_20
			mips_40_10_07
			mips_40_10_99
	at_At1g50110 -	mips_01_01_01_15	"branched-chain amino acid aminotransferase like protein"
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_47_03_11': 43/2463 (1.75%)

	Evaluation on propertest data (3789 items):
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g04610	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g42010 -	mips_01_06_04	"phospholipase D (PLDbeta)"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At3g15730 -	mips_01_06	"phospholipase D"
			mips_01_06_04
			mips_10_01_09
			mips_11_01
			mips_30_04
			mips_40_02
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 7/10 (70.00%)
	Propertest Frequency class 'mips_47_03_11': 53/3789 (1.40%)

	New (unknown) data (2463 items):
	at_At2g03820 -	mips_04_99	"putative nonsense-mediated mRNA decay protein"
	at_At1g17820 -	no entry	null
	at_At2g06840 -	no entry	null
	at_At5g61250 -	no entry	null
	at_At1g67190 -	no entry	null
	at_At3g58830 -	no entry	null
	at_At5g15870 -	no entry	null


------------------
Rule 221
	ss(_1,_3,c,_2),beta_dist(_1,11.94-19.41),c_len(_3,3.0-6.0),b_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),b_len(_4,6.0-9.0) = 1
	->  class mips_62_02_07 "regulator of receptor activity"

	Evaluation on training data (4955 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_62_02_07': 14/4955 (0.28%)

	Evaluation on validation data (2463 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_62_02_07': 8/2463 (0.32%)

	Evaluation on propertest data (3789 items):
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 1/1 (100.00%)
	Propertest Frequency class 'mips_62_02_07': 16/3789 (0.42%)

	New (unknown) data (2463 items):
	at_At1g48730 -	no entry	null
	at_At1g69970 -	no entry	null
	at_At4g22580 -	no entry	null
	at_At1g19070 -	no entry	null
	at_At4g20480 -	no entry	null
	at_At2g04790 -	no entry	null


------------------
Rule 2551
	ss(_1,_3,c,_2),beta_dist(_1,19.41-29.93),c_len(_3,15.0-30.0),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),c_len(_3,15.0-30.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),b_len(_4,3.0-6.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	->  class mips_63_21_05 "FAD/FMN binding"

	Evaluation on training data (4955 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_63_21_05': 13/4955 (0.26%)

	Evaluation on validation data (2463 items):
	at_At1g04180 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g29940 -	mips_04_01	"DNA-directed RNA polymerase subunit, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_20
			mips_40_10_07
			mips_40_10_99
	at_At1g50110 -	mips_01_01_01_15	"branched-chain amino acid aminotransferase like protein"
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_63_21_05': 16/2463 (0.65%)

	Evaluation on propertest data (3789 items):
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g04610 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g42010 -	mips_01_06_04	"phospholipase D (PLDbeta)"
			mips_01_20_19
			mips_01_20_19_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_01_09
			mips_30_04
	at_At3g15730 -	mips_01_06	"phospholipase D"
			mips_01_06_04
			mips_10_01_09
			mips_11_01
			mips_30_04
			mips_40_02
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g35460	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g25620 -	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 5/9 (55.56%)
	Propertest Frequency class 'mips_63_21_05': 19/3789 (0.50%)

	New (unknown) data (2463 items):
	at_At2g03820 -	mips_04_99	"putative nonsense-mediated mRNA decay protein"
	at_At1g17820 -	no entry	null
	at_At2g06840 -	no entry	null
	at_At5g61250 -	no entry	null
	at_At1g67190 -	no entry	null
	at_At5g15870 -	no entry	null


------------------
Rule 4611
	ss(_1,_3,b,_2),c_len(_2,9.0-11.0) = 0
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),a_len(_2,6.0-9.0) = 1
	ss(_1,_3,b,_2),alpha_dist(_1,45.54-101.0),b_len(_3,3.0-6.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),coil_dist(_1,1.54-41.76),c_len(_4,1.0-3.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,1.54-41.76),c_len(_2,9.0-11.0) = 0
	->  class mips_67_50_03 "symporters"

	Evaluation on training data (4955 items):
	at_At1g24400	mips_01_01_07	"amino acid transporter-like protein 2 (AATL2)"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g58360	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At1g61270	mips_01_01_07	"amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g71680	mips_01_01_07	"amino acid permease, putative"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g77380	mips_01_01	"amino acid permease AAP3"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g80510	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At1g08230	mips_01_01_07	"hypothetical protein"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At2g38120	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At3g28960	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g56200	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At5g01240	mips_01_01_07	"LAX1 / AUX1 -like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_67_50_03': 41/4955 (0.83%)

	Evaluation on validation data (2463 items):
	at_At1g67640	mips_01_01_07	"putative amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g76430 -	mips_01_05_04	"putative phosphate transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g79820 -	mips_01_05_04	"putative hexose transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g11900	mips_01_01	"putative amino acid transporter protein"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g44100	mips_01_01_07	"amino acid permease AAP5"
			mips_08_99
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Validation Accuracy: 3/5 (60.00%)
	Validation Frequency class 'mips_67_50_03': 25/2463 (1.02%)

	Evaluation on propertest data (3789 items):
	at_At2g23980 -	mips_10_01_09	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09_07
			mips_10_05_01
			mips_10_05_01_10
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At2g36590	mips_01_01_07	"putative proline transporter"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g54690 -	mips_01_01	"sugar-phosphate isomerase - like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_05_01_03
			mips_01_05_01_03_04
			mips_14_04_03
			mips_14_04_03_03
			mips_63_13
			mips_63_13_01
	at_At1g16560 -	mips_13_01_01_01	"Unknown protein"
			mips_40_25
	at_At4g14240 -	mips_11_05_05	"hypothetical protein"
			mips_11_05_05_01
			mips_40_30
	at_At5g09220	mips_01_01_07	"amino acid transport protein AAP2"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g49630	mips_01_01_07	"amino acid permease 6 (emb|CAA65051.1)"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g25530	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Propertest Accuracy: 4/8 (50.00%)
	Propertest Frequency class 'mips_67_50_03': 28/3789 (0.74%)

	New (unknown) data (2463 items):
	at_At5g55380 -	no entry	null
	at_At1g29390 -	no entry	null
	at_At1g31300 -	no entry	null
	at_At1g48640 -	mips_08_10	"At1g48640/F11I4_17"
			mips_30_19
			mips_40_19
	at_At1g62080 -	no entry	null
	at_At3g27900 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g14050 -	no entry	null
	at_At4g24460 -	no entry	null
	at_At5g19520 -	no entry	null
	at_At5g37410 -	no entry	null
	at_At2g21080 -	no entry	null
	at_At2g40900 -	no entry	null
	at_At5g12080 -	no entry	null
	at_At1g45010 -	no entry	null
	at_At1g50710 -	no entry	null
	at_At2g19580 -	mips_14_20	"putative senescence-associated protein 5"


------------------
Rule 5644
	ss(_1,_3,a,_2),c_len(_2,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,9.0-11.0) = 1
	ss(_1,_3,a,_2),a_len(_3,30.0-1200.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,30.0-1200.0) = 1
	->  class mips_67_50_25 "ABC transporters"

	Evaluation on training data (4955 items):
	at_At1g02530	mips_67_28	"hypothetical protein"
			mips_67_50
			mips_67_50_25
	at_At5g58270	mips_30_25	"ABC transporter-like protein"
			mips_67_50_25
	at_At1g28010	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g30400	mips_67_50_25	"AtMRP1"
	at_At2g39480	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At1g10680	mips_67_28	"putative P-glycoprotein-2 emb|CAA71277"
			mips_67_50
			mips_67_50_25
	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_At3g28345	mips_67_50	"P-glycoprotein, putative, 3'partial"
			mips_67_50_25
	at_At3g28390	mips_67_28	"P-glycoprotein, putative"
			mips_67_50
			mips_67_50_25
	at_At3g28860	mips_14_04	"P-glycoprotein, putative"
			mips_63_19
			mips_67
			mips_67_50_25
	at_At3g60160	mips_67_50_25	"multi resistance protein homolog"
	at_At3g62150	mips_01_06	"P-glycoprotein-like proetin"
			mips_08
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At4g01820	mips_67_28	"P-glycoprotein-like protein pgp3"
			mips_67_50
			mips_67_50_25
	at_At4g28620	mips_30_25	"ABC transporter - like protein"
			mips_67_50_25
	at_At4g28630	mips_30_25	"half-molecule ABC transporter ATM1"
			mips_67_50_25
	Training Accuracy: 16/16 (100.00%)
	Training Frequency class 'mips_67_50_25': 124/4955 (2.50%)

	Evaluation on validation data (2463 items):
	at_At1g02520	mips_67_28	"P-glycoprotein, putative"
			mips_67_50_25
	at_At2g34660	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At3g13090	mips_67_50_25	"ABC transporter like protein"
	at_At3g13100	mips_67_50	"ABC transporter, putative"
			mips_67_50_25
	at_At3g28380	mips_67_50	"P-glycoprotein, putative"
			mips_67_50_25
	at_At3g59140	mips_67_50_25	"ABC transporter-like protein"
	at_At3g60970	mips_08	"ABC transporter-like protein"
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At3g62700	mips_67_50_25	"ABC transporter-like protein"
	Validation Accuracy: 8/8 (100.00%)
	Validation Frequency class 'mips_67_50_25': 40/2463 (1.62%)

	Evaluation on propertest data (3789 items):
	at_At1g04120	mips_67_50_25	"multi-drug resistance protein"
	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_At3g28344	mips_67_50	"P-glycoprotein, 5' partial"
			mips_67_50_25
	at_At3g28360	mips_67_50_25	"P-glycoprotein like protein"
	at_At3g55320	mips_67_28	"P-glycoprotein - like"
			mips_67_50_25
	at_At4g01830	mips_67_28	"putative P-glycoprotein-like protein"
			mips_67_50_25
	at_At4g18050	mips_01_06	"multidrug resistance protein/P-glycoprotein - like"
			mips_06_13
			mips_08
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At4g25960	mips_67_28	"P-glycoprotein-2 (pgp2)"
			mips_67_50
			mips_67_50_25
	at_At4g39850	mips_01	"peroxisomal ABC transporter (PED3)"
			mips_01_06
			mips_08
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At5g03910	mips_67_50_25	"ABC transporter -like protein"
	at_At5g39040	mips_67_50_25	"transporter associated with antigen processing-like protein (TAP2)"
	at_At5g46540	mips_67_28	"multidrug resistance p-glycoprotein"
			mips_67_50_25
	at_At1g27940	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g30410	mips_08	"hypothetical protein"
			mips_40_02
			mips_67_50
			mips_67_50_25
	at_At1g30420	mips_67_50	"hypothetical protein"
			mips_67_50_25
	Propertest Accuracy: 16/16 (100.00%)
	Propertest Frequency class 'mips_67_50_25': 71/3789 (1.87%)

	New (unknown) data (2463 items):
	at_At1g48300 -	no entry	null
	at_At1g73860 -	no entry	null
	at_At4g38070 -	mips_63_06	"hypothetical protein"


------------------
Rule 1235
	ss(_1,_3,a,_2),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2) = 1
	ss(_1,_3,c,_2),coil_dist(_1,1.54-41.76),b_len(_2,1.0-3.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,29.93-101.0),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,45.54-101.0),coil_dist(_1,1.54-41.76),a_len(_2,30.0-1200.0) = 0
	ss(_1,_3,c,_2),b_len(_2,9.0-11.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),coil_dist(_1,1.54-41.76) = 0
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 1
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),coil_dist(_1,1.54-41.76),c_len(_4,1.0-3.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,1.54-41.76),c_len(_2,3.0-6.0) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_3),notequal(_6,_2) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,0.0-13.03),b_len(_4,3.0-6.0) = 0
	->  class mips_01_03_07 "deoxyribonucleotide metabolism"

	Evaluation on training data (4955 items):
	at_At1g03020	mips_01_03_07	"putative glutaredoxin"
	at_At1g03850	mips_01_03_07	"unknown protein (At1g03850)"
	at_At1g06830	mips_01_03	"glutaredoxin like protein"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At2g30540	mips_01_03_07	"putative glutaredoxin"
	at_At2g47880	mips_01_03	"putative glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g15700	mips_01_03	"glutaredoxin homolog"
			mips_02
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g28830 -	mips_03_01_05_01	"putative protein"
	at_At5g20500	mips_01_03_07	"glutaredoxin"
	at_At5g40370	mips_01_03_07	"glutaredoxin -like protein"
			mips_67
	Training Accuracy: 8/9 (88.89%)
	Training Frequency class 'mips_01_03_07': 26/4955 (0.52%)

	Evaluation on validation data (2463 items):
	at_At1g61960 -	mips_04_05_01_04_03	"hypothetical protein"
			mips_30_16
	at_At1g77120 -	mips_01_20_01	"alcohol dehydrogenase"
			mips_01_20_01_05
			mips_63_17_09
	at_At2g47870	mips_01_03	"putative glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At3g62950	mips_01_03_07	"glutaredoxin -like protein"
	at_At4g15660	mips_01_03_07	"glutaredoxin"
	at_At4g15690	mips_01_03	"glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g33350 -	mips_08_02	"Tic22 -like protein"
			mips_40_26
			mips_40_26_03
	at_At5g18600	mips_01_03_07	"glutaredoxin -like protein"
	at_At5g63030	mips_01_03_07	"glutaredoxin-like protein"
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_01_03_07': 15/2463 (0.61%)

	Evaluation on propertest data (3789 items):
	at_At1g73720 -	mips_04_05_05	"unknown protein (At1g73720)"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_10_01_05
			mips_10_01_05_05
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_48
	at_At3g21460	mips_01_03_07	"glutaredoxin, putative"
	at_At3g62930	mips_01_03_07	"glutaredoxin -like protein"
	at_At3g62960	mips_01_03	"glutaredoxin -like protein"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g15670	mips_01_03_07	"glutaredoxin"
	at_At4g15680	mips_01	"glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_67
			mips_67_15
			mips_98
	at_At4g21530 -	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_01_01_11
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_07_07
	Propertest Accuracy: 5/7 (71.43%)
	Propertest Frequency class 'mips_01_03_07': 21/3789 (0.55%)

	New (unknown) data (2463 items):
	at_At1g32570 -	no entry	null
	at_At1g77910 -	no entry	null
	at_At1g79660 -	no entry	null
	at_At2g15170 -	no entry	null
	at_At3g20510 -	no entry	null
	at_At3g26360 -	no entry	null
	at_At5g15690 -	no entry	null
	at_At4g12990 -	no entry	null
	at_At4g23930 -	no entry	null
	at_At2g04170 -	no entry	null
	at_At2g07070 -	mips_29_01	"pseudogene"
			mips_29_99
	at_At2g24920 -	no entry	null
	at_At3g11060 -	no entry	null
	at_At3g30470 -	no entry	null
	at_At3g43840 -	no entry	null
	at_At3g49420 -	mips_06_04	"putative protein"
	at_At4g24300 -	no entry	null
	at_At4g36460 -	no entry	null
	at_At5g01430 -	mips_06_04	"putative protein"
	at_At5g26350 -	no entry	null
	at_At5g35030 -	no entry	null
	at_At5g39210 -	no entry	null
	at_At5g64490 -	no entry	null


------------------
Rule 1909
	ss(_1,_3,c,_2),a_len(_2,9.0-11.0) = 0
	ss(_1,_3,b,_2),b_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),c_len(_4,9.0-11.0) = 1
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),a_len(_5,9.0-11.0) = 1
	->  class mips_13_05_99 "other cellular motility activities"

	Evaluation on training data (4955 items):
	at_At3g59790	mips_01_04	"mitogen-activated protein kinase-like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	at_At4g01370	mips_10_01_05_01	"MAP kinase 4"
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	at_At4g36450	mips_10_01_05_01	"MAP kinase like protein"
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	at_At5g14640 -	mips_25_05_07	"protein kinase MSK-3 - like"
	Training Accuracy: 3/4 (75.00%)
	Training Frequency class 'mips_13_05_99': 4/4955 (0.08%)

	Evaluation on validation data (2463 items):
	at_At1g01560 -	mips_10_01_05_01	"hypothetical protein"
			mips_10_01_05_01_03
			mips_13_05
			mips_20_25_16_07
			mips_47_03_15
			mips_47_03_15_05
			mips_47_03_21
			mips_47_03_21_02
			mips_47_03_21_03
			mips_47_03_21_03_01
			mips_47_03_21_03_05
	at_At1g59580 -	mips_10_01_05_01	"putative mitogen-activated protein kinase MMK2"
			mips_10_01_05_01_03
			mips_13_05
			mips_20_25_16
	at_At1g10210	mips_10_01_05	"putative mitogen-activated protein kinase, MAP Kinase 1"
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	at_At1g14260 -	mips_01_03	"hypothetical protein, 5' partial"
			mips_01_04
			mips_01_04_99
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20
			mips_11_01
			mips_13_07
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_02
			mips_40_08
			mips_40_25
			mips_63_17
			mips_63_17_01
			mips_63_17_07
			mips_63_17_11
			mips_63_19_99
	at_At4g11330	mips_10_01_05_01	"MAP kinase (ATMPK5)"
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	Validation Accuracy: 2/5 (40.00%)
	Validation Frequency class 'mips_13_05_99': 4/2463 (0.16%)

	Evaluation on propertest data (3789 items):
	at_At2g18170 -	mips_01_04	"MAP kinase (ATMPK7)"
			mips_03_01_01
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_17
			mips_35
			mips_35_03
			mips_35_03_12
	at_At3g45640	mips_10_01_05	"mitogen-activated protein kinase 3"
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11_01_03
			mips_13_05
			mips_13_05_99
			mips_20_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_01
			mips_20_25_16_07
	Propertest Accuracy: 1/2 (50.00%)
	Propertest Frequency class 'mips_13_05_99': 2/3789 (0.05%)

	New (unknown) data (2463 items):
	at_At5g40860 -	no entry	null
	at_At2g42470 -	no entry	null
	at_At2g45900 -	no entry	null
	at_At4g12650 -	mips_08_07	"putative protein"
			mips_40_22
			mips_67_01
	at_At4g30630 -	no entry	null


------------------
Rule 5325
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),a_len(_3,11.0-15.0) = 1
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),b_len(_2,3.0-6.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3) = 0
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,3.0-6.0) = 1
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 0
	ss(_1,_3,c,_2),a_len(_2,30.0-1200.0),ss(_1,_2,a,_4),notequal(_4,_2),notequal(_4,_3),c_len(_4,1.0-3.0) = 0
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,1.54-41.76),c_len(_2,9.0-11.0) = 1
	ss(_1,_3,a,_2),a_len(_3,30.0-1200.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,30.0-1200.0) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,1.0-3.0) = 0
	->  class mips_04_05_99 "other mRNA-transcription activities"

	Evaluation on training data (4955 items):
	at_At1g02060	mips_04_05_99	"unknown protein"
	at_At1g22820	mips_04_05_99	"hypothetical protein, 3' partial"
	at_At1g22960	mips_04_05_99	"putative salt-inducible protein"
	at_At5g46580	mips_04_05_99	"putative protein"
	at_At5g65560	mips_04_05_99	"putative protein"
	at_At1g52640	mips_04_05_99	""
	at_At1g61870	mips_04_05_99	"unknown protein"
	at_At1g62590	mips_04_05_99	"putative membrane-associated salt-inducible protein (AL021637); similar to EST gb|AA728420"
	at_At1g62820 -	mips_06_07_03	"calmodulin, putative"
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_01
	at_At1g71060	mips_04_05_99	"hypothetical protein"
	at_At1g74750	mips_04_05_99	""
	at_At1g74850	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g79080	mips_04_05_99	"hypothetical protein"
	at_At1g79540	mips_04_05_99	"hypothetical protein"
	at_At2g01390	mips_04_05_99	"hypothetical protein"
	at_At2g15630	mips_04_05_99	"putative salt-inducible protein"
	at_At2g16880	mips_04_05_99	"putative salt-inducible protein"
	at_At2g26790	mips_04	"putative salt-inducible protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g08610	mips_04_05_99	"hypothetical protein"
	at_At2g41100 -	mips_63_17_01	"calmodulin-like protein"
	at_At2g48000	mips_04_05_99	"hypothetical protein"
	at_At3g07290	mips_04_05_99	"hypothetical protein"
	at_At1g10910	mips_04_05_99	"membrane-associated salt-inducible protein isolog"
	at_At1g11900	mips_04_05_99	"hypothetical protein"
	at_At1g12300	mips_04_05_99	"hypothetical protein"
	at_At1g12310 -	mips_10_01_09	"putative protein"
			mips_10_01_09_03
	at_At3g13160	mips_04_05_99	"unknown protein"
	at_At3g24570 -	mips_11_07_07	"unknown protein"
			mips_30_19
			mips_40_19
	at_At3g42630	mips_04_05_99	"unknown protein"
	at_At1g13800	mips_04_05_99	"hypothetical protein"
	at_At3g49240	mips_04_05_99	"putative protein"
	at_At3g52450 -	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At3g53170	mips_04_05_99	"nodulin / glutamate-ammonia ligase - like protein"
	at_At3g53700	mips_04_05_99	"putative protein"
	at_At3g60980	mips_04_05_99	"putative protein"
	at_At4g01570	mips_04_05_99	"hypothetical protein"
	at_At1g16830	mips_04_05_99	"hypothetical protein"
	at_At4g19440	mips_04_05_99	"putative protein"
	at_At4g19900	mips_04_05_99	"putative protein"
	at_At4g20090	mips_04_05_99	"membrane-associated salt-inducible-like protein"
	at_At4g21880	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
	at_At4g27280 -	mips_06_07_03	"unknown protein"
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_48
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_17
			mips_63_17_01
	at_At1g18900	mips_04_05_99	"hypothetical protein"
	at_At5g02860	mips_04_05_99	"putative protein"
	at_At1g19280	mips_04_05_99	"hypothetical protein, 3' partial"
	at_At5g14080	mips_04_05_99	"putative protein"
	at_At5g41170	mips_04_05_99	"salt-inducible protein-like"
	Training Accuracy: 41/47 (87.23%)
	Training Frequency class 'mips_04_05_99': 88/4955 (1.78%)

	Evaluation on validation data (2463 items):
	at_At1g56380 -	mips_04_05_01_04_03	"hypothetical protein"
			mips_30_16
	at_At1g76390 -	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g80150	mips_04_05_99	""
	at_At2g01280 -	mips_04_01	"putative transcription factor IIIB 70 KD subunit (TFIIIB)"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_04_01
	at_At2g06000	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At2g18940	mips_04_05_99	"putative salt-inducible protein"
	at_At2g31400	mips_04_05_99	"unknown protein"
	at_At3g06920	mips_04_05_99	"hypothetical protein"
	at_At3g18020	mips_04_05_99	"hypothetical protein"
	at_At3g18970 -	mips_30_26	"hypothetical protein"
			mips_30_26_03
	at_At3g23020	mips_04_05_99	"hypothetical protein"
	at_At1g14470	mips_04_05_99	"hypothetical protein"
	at_At3g54980	mips_02_30	"putative protein"
			mips_04_05_99
	at_At3g62470	mips_04_05_99	"putative protein"
	at_At4g38160 -	mips_04_05_01_04_03	"putative protein"
			mips_30_16
	at_At5g42310	mips_04_05_99	"maize crp1 protein-like"
	at_At5g59900	mips_04_05	"putative protein"
			mips_04_05_99
	at_At5g61400	mips_04_05_99	"putative protein"
	at_At5g65820	mips_04_05_99	"putative protein"
	at_At5g65920 -	mips_06_04	"Unknown protein (At5g65920; K14B20.9)"
			mips_06_10
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_At5g67570	mips_04_05_99	"putative protein"
	at_At1g31840	mips_04_05_99	"hypothetical protein"
	Validation Accuracy: 16/22 (72.73%)
	Validation Frequency class 'mips_04_05_99': 44/2463 (1.79%)

	Evaluation on propertest data (3789 items):
	at_At1g02690 -	mips_03_01_05_03	"importin alpha, putative"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
	at_At1g03100	mips_02_30	"hypothetical protein"
			mips_04_05_99
			mips_08_99
	at_At1g03560	mips_04_05_99	"hypothetical protein"
	at_At1g63400	mips_04_05_99	"PPR-repeat protein"
	at_At1g63630	mips_04_05_99	"hypothetical protein"
	at_At1g80270	mips_02_30	"Unknown protein (At1g80270; F5I6.2)"
			mips_04_05_99
			mips_08_99
	at_At2g14860 -	mips_11_07	"22 kDa peroxisomal membrane protein"
			mips_11_07_07
			mips_30_19
			mips_40_19
	at_At1g09900	mips_04_05_99	"hypothetical protein"
	at_At2g32630	mips_04_05_99	"putative salt-inducible protein"
	at_At2g38290 -	mips_08_19	"putative ammonium transporter"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At2g41720	mips_04_05_99	"putative salt-inducible protein"
	at_At3g11380	mips_04_05_99	"hypothetical protein"
	at_At3g16010	mips_04_05_99	"hypothetical protein"
	at_At1g11710	mips_04_05_99	"putative salt-inducible protein"
	at_At3g48810	mips_04_05_99	"putative protein"
	at_At1g14090	mips_04_05_99	"unknown protein"
	at_At1g15480	mips_02_30	"hypothetical protein"
			mips_04_05_99
	at_At3g60960	mips_04_05_99	"putative protein"
	at_At4g01990	mips_04_05_99	"unknown protein"
	at_At5g12100	mips_04_05_99	"putative protein"
	at_At5g13730 -	mips_04_05	"sigma-like factor (SIG4)"
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_11
			mips_11_01
			mips_11_01_03
			mips_11_01_05
			mips_11_01_99
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_14_10
			mips_14_10_90
			mips_40_37
			mips_63_03
			mips_63_03_01
	at_At5g13770	mips_04_05_99	"putative protein"
	at_At5g15980	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At5g28460	mips_04_05_99	"putative protein"
	at_At5g39710	mips_04_05_99	"putative protein"
	at_At5g39980	mips_04_05_99	"putative protein"
	at_At5g40400	mips_04_05_99	"putative protein"
	at_At5g50280	mips_04_05_99	"putative protein"
	at_At5g61990	mips_04_05_99	"unknown protein"
	at_At1g30290	mips_04_05_99	"hypothetical protein"
	Propertest Accuracy: 26/30 (86.67%)
	Propertest Frequency class 'mips_04_05_99': 73/3789 (1.93%)

	New (unknown) data (2463 items):
	at_At1g02420 -	no entry	null
	at_At5g43790 -	no entry	null
	at_At5g46100 -	no entry	null
	at_At5g47360 -	no entry	null
	at_At5g48910 -	no entry	null
	at_At5g52850 -	no entry	null
	at_At5g55740 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g56310 -	no entry	null
	at_At5g57250 -	no entry	null
	at_At5g60960 -	no entry	null
	at_At5g63480 -	no entry	null
	at_At5g66500 -	mips_02_30	"putative protein"
			mips_08_99
	at_At1g26900 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g52620 -	no entry	null
	at_At1g05360 -	no entry	null
	at_At1g56570 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g77170 -	no entry	null
	at_At1g06940 -	no entry	null
	at_At2g01510 -	no entry	null
	at_At2g13600 -	no entry	null
	at_At2g17140 -	no entry	null
	at_At2g17670 -	no entry	null
	at_At2g20540 -	mips_99	"unknown protein"
	at_At2g21090 -	no entry	null
	at_At2g27610 -	no entry	null
	at_At1g09410 -	no entry	null
	at_At3g09040 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g11350 -	no entry	null
	at_At3g12770 -	no entry	null
	at_At3g14330 -	no entry	null
	at_At3g17110 -	no entry	null
	at_At3g47840 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g48250 -	no entry	null
	at_At3g58230 -	mips_99	"putative protein"
	at_At3g59040 -	no entry	null
	at_At4g13590 -	no entry	null
	at_At4g14820 -	no entry	null
	at_At4g18520 -	mips_06	"putative protein"
			mips_06_01
			mips_99
	at_At4g18650 -	no entry	null
	at_At4g19220 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At4g25270 -	mips_02_30	"putative protein"
			mips_06_01
			mips_08_99
	at_At4g26680 -	no entry	null
	at_At4g31850 -	no entry	null
	at_At4g34330 -	no entry	null
	at_At4g36680 -	no entry	null
	at_At5g08510 -	no entry	null
	at_At1g20300 -	no entry	null
	at_At5g15340 -	no entry	null
	at_At5g18340 -	no entry	null
	at_At5g27110 -	no entry	null
	at_At5g27460 -	no entry	null
	at_At5g28370 -	no entry	null
	at_At5g39680 -	no entry	null
	at_At1g03260 -	mips_40_30	"hypothetical protein"
	at_At1g68930 -	no entry	null
	at_At1g71210 -	no entry	null
	at_At1g71460 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g15990 -	no entry	null
	at_At2g17210 -	no entry	null
	at_At1g07590 -	no entry	null
	at_At1g09820 -	no entry	null
	at_At2g39620 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g14730 -	no entry	null
	at_At3g20730 -	mips_02_30	"unknown protein"
			mips_06
			mips_08_99
	at_At3g22670 -	no entry	null
	at_At3g23330 -	no entry	null
	at_At3g29290 -	mips_06_01	"hypothetical protein"
	at_At3g49710 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At4g08210 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g33990 -	no entry	null
	at_At4g37170 -	no entry	null
	at_At5g02830 -	mips_06	"putative protein"
			mips_06_01
	at_At5g09450 -	no entry	null
	at_At5g10690 -	mips_06_01	"unknown protein"
	at_At5g14820 -	no entry	null
	at_At5g16640 -	no entry	null
	at_At5g27270 -	mips_05_07	"putative protein"
	at_At5g42450 -	no entry	null
	at_At1g22830 -	no entry	null
	at_At5g43460 -	mips_14_10	"Nicotiana lesion-inducing like"
	at_At5g46460 -	no entry	null
	at_At5g62370 -	no entry	null
	at_At1g33500 -	no entry	null
	at_At1g43010 -	no entry	null
	at_At1g03540 -	no entry	null
	at_At1g31790 -	no entry	null
	at_At1g43980 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g54470 -	no entry	null
	at_At1g55890 -	no entry	null
	at_At1g56690 -	no entry	null
	at_At1g60770 -	no entry	null
	at_At1g62350 -	no entry	null
	at_At1g62910 -	no entry	null
	at_At1g64310 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g74400 -	no entry	null
	at_At1g05750 -	no entry	null
	at_At1g74900 -	no entry	null
	at_At1g77150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g77340 -	mips_06_01	""
	at_At1g80550 -	no entry	null
	at_At2g01360 -	no entry	null
	at_At2g03380 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g03880 -	no entry	null
	at_At2g14240 -	no entry	null
	at_At2g20710 -	no entry	null
	at_At2g21870 -	no entry	null
	at_At2g28050 -	no entry	null
	at_At1g09220 -	no entry	null
	at_At2g33680 -	mips_02_30	"hypothetical protein"
	at_At2g39230 -	no entry	null
	at_At3g11460 -	no entry	null
	at_At3g17040 -	no entry	null
	at_At3g19250 -	no entry	null
	at_At3g21470 -	no entry	null
	at_At3g61520 -	no entry	null
	at_At4g14170 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g18840 -	mips_06_01	"putative protein"
	at_At4g20770 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g21170 -	no entry	null
	at_At4g26800 -	no entry	null
	at_At1g19520 -	no entry	null
	at_At4g31070 -	mips_06_01	"putative protein"
	at_At4g32430 -	mips_02	"putative protein"
			mips_02_30
			mips_08_99
	at_At4g35850 -	no entry	null
	at_At4g37380 -	no entry	null
	at_At4g39620 -	no entry	null
	at_At5g08310 -	no entry	null
	at_At5g08490 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g10090 -	no entry	null
	at_At5g14770 -	no entry	null
	at_At5g16420 -	no entry	null
	at_At1g21150 -	no entry	null
	at_At1g23450 -	no entry	null
	at_At5g27300 -	no entry	null
	at_At5g37570 -	mips_06_01	"putative protein"
	at_At1g28000 -	no entry	null
	at_At5g59200 -	no entry	null


------------------
Rule 2493
	ss(_1,_3,c,_2),a_len(_2,15.0-30.0) = 1
	ss(_1,_3,c,_2),coil_dist(_1,53.24-60.98),c_len(_3,6.0-9.0),b_len(_2,1.0-3.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,48.08-53.24),c_len(_3,11.0-15.0),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,0.0-13.03),c_len(_3,3.0-6.0),b_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,c,_2),c_len(_3,1.0-3.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,11.0-15.0) = 0
	ss(_1,_3,c,_2),a_len(_2,11.0-15.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),c_len(_4,15.0-30.0) = 1
	ss(_1,_3,b,_2),alpha_dist(_1,0.0-13.03),coil_dist(_1,53.24-60.98),c_len(_2,6.0-9.0) = 0
	ss(_1,_3,b,_2),c_len(_2,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,b,_2),b_len(_3,1.0-3.0),a_len(_2,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3) = 0
	ss(_1,_3,a,_2),beta_dist(_1,19.41-29.93),coil_dist(_1,48.08-53.24),c_len(_2,15.0-30.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,19.41-29.93),c_len(_2,15.0-30.0),a_len(_3,3.0-6.0) = 0
	ss(_1,_3,a,_2),c_len(_2,9.0-11.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 1
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),alpha_dist(_1,13.03-23.6) = 0
	->  class mips_01_04_01 "phosphate utilization"

	Evaluation on training data (4955 items):
	at_At5g42720	mips_01_04	"beta-1,3-glucanase-like protein"
			mips_01_04_01
			mips_11_05_03
	at_At5g58090	mips_01_04	"predicted GPI-anchored protein"
			mips_01_04_01
			mips_11_05_03
			mips_30_01
	at_At1g33220 -	mips_01_05	"beta-1,3-glucanase, putative"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
			mips_25_03
			mips_30
			mips_98
	at_At1g61810 -	mips_01_05_01_01_02	"hypothetical protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At2g16230	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_30_01
	at_At2g19440	mips_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At2g22530	mips_01_04_01	"unknown protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_06_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_14_04_03_05
			mips_20_03
			mips_40_01
	at_At2g26600	mips_01_04_01	"beta-1,3-glucanase like protein"
			mips_11_05
			mips_11_05_03
	at_At3g13560	mips_01_04_01	"glucan endo-1,3-beta-glucosidase precursor, putative"
	at_At3g15800	mips_01_04_01	"putative beta-1,3-glucanase precursor"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	at_At3g55430	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
			mips_30
			mips_98
	at_At3g55780	mips_01_04	"beta-1,3-glucanase - like protein"
			mips_01_04_01
			mips_01_20_01
			mips_11_05_03
	at_At3g57260 -	mips_01	"beta-1,3-glucanase 2 (BG2)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	at_At4g17180	mips_01_04	"putative protein"
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_30
			mips_30_01
	at_At4g18340	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At4g34480	mips_01_04_01	"putative protein (fragment)"
	at_At5g09870 -	mips_01_05_01_03_02	"cellulose synthase catalytic subunit"
	at_At5g18220	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored protein"
	at_At5g42100	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored protein"
			mips_11_05_03
	Training Accuracy: 15/19 (78.95%)
	Training Frequency class 'mips_01_04_01': 35/4955 (0.71%)

	Evaluation on validation data (2463 items):
	at_At2g12040 -	mips_03_01_03	"T10J7.2"
			mips_03_01_05
			mips_03_01_05_03
	at_At2g18790 -	mips_01_04_04	"phytochrome B"
			mips_06_07_03
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_40_01
			mips_40_30
	at_At1g07180 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At3g61810	mips_01	"putative protein"
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	at_At4g01730 -	mips_06_07_01	"hypothetical protein"
			mips_08_19
			mips_48
	at_At4g15210 -	mips_02	"beta-amylase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At4g24000 -	mips_01_05_01_01	"putative protein"
			mips_01_05_01_03_02
	at_At4g31140	mips_01_04_01	"1,3-beta-glucanase - like predicted GPI-anchored protein"
			mips_11_05_03
	at_At5g18670 -	mips_01	"beta-amylase-like proten"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At5g22140 -	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g36890 -	mips_01_05_01_01_01	"beta-glucosidase -like protein"
			mips_01_05_01_01_02
			mips_02_01
	at_At5g37160 -	mips_01_03_16	"sen1-like protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g56590	mips_01_04	"beta-1,3-glucanase-like protein"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At5g58050 -	mips_01_06_01_01	"aluminium tolerance associated - like predicted GPI-anchored protein"
			mips_01_06_01_03
			mips_01_06_04
			mips_11_01_11
			mips_11_07_99
			mips_40_27
			mips_40_27_99
	Validation Accuracy: 3/14 (21.43%)
	Validation Frequency class 'mips_01_04_01': 22/2463 (0.89%)

	Evaluation on propertest data (3789 items):
	at_At1g03410 -	mips_01_01	"putative 1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g64760	mips_01_04_01	"hypothetical protein"
	at_At1g65840 -	mips_01_20_17_03	"polyamine oxidase, putative"
			mips_01_20_50
			mips_10
			mips_13_03
			mips_13_03_01
	at_At1g06650 -	mips_01	"oxidoreductase, putative"
			mips_01_01
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_10
			mips_10_05
			mips_20
			mips_20_20
			mips_20_20_18
			mips_98
	at_At1g79690 -	mips_01_06_01_07	"unknown protein (At1g79690)"
			mips_01_06_01_07_11
			mips_01_06_01_07_13
			mips_40_19
	at_At2g03270 -	mips_01_03	"helicase like protein"
			mips_01_03_16
			mips_03
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_04_07
			mips_05
			mips_05_07
			mips_40_03
			mips_63_03
			mips_63_03_01
			mips_63_03_03
			mips_63_19
	at_At2g05790	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At2g27500	mips_01_04	"beta-1,3-glucanase like protein"
			mips_01_04_01
			mips_11_05_03
	at_At1g09570 -	mips_06_07	"putative phytochrome A"
			mips_06_07_03
			mips_10_01
			mips_10_01_01
			mips_10_01_99
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11
			mips_11_05
			mips_11_05_05
			mips_11_05_05_99
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
	at_At2g45880 -	mips_02	"putative beta-amylase"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At3g11980 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g12580 -	mips_06_01	"putative protein"
			mips_11_01_05
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_67_99
	at_At1g12000 -	mips_01_05_04	"putative pyrophosphate-fructose-6-phosphate 1-phosphotransferase"
			mips_02_01
	at_At3g46570 -	mips_01_05_01	"glucosidase-like protein"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	at_At3g49830 -	mips_03_01_05_01	"RuvB DNA helicase - like protein"
			mips_03_01_05_03
			mips_11_01_05
			mips_11_01_09
			mips_48
			mips_62_01_07
	at_At4g14080	mips_01	"A6 anther-specific protein"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At4g17090 -	mips_02	"beta-amylase (ct-bmy gene)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At4g18130 -	mips_06_07_03	"phytochrome E"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
			mips_40_30
	at_At4g26830	mips_01	"putative beta-1,3-glucanase"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At1g18500 -	mips_01_01_01	"2-isopropylmalate synthase, putative"
			mips_01_01_01_15
			mips_01_01_01_15_03
			mips_01_07
			mips_63_21
			mips_63_21_15
	at_At4g29360	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At5g14220 -	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g35840 -	mips_06_07_03	"phytochrome C (sp|P14714)"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
			mips_40_30
	at_At5g45300 -	mips_01_05	"beta-amylase-like"
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At5g55180	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At5g64790	mips_01_04_01	"beta-1,3-glucanase"
	at_At1g30080	mips_01	"beta-1,3-glucanase precursor, putative"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	Propertest Accuracy: 9/27 (33.33%)
	Propertest Frequency class 'mips_01_04_01': 28/3789 (0.74%)

	New (unknown) data (2463 items):
	at_At5g55700 -	mips_02_19	"beta-amylase"
			mips_02_99
	at_At1g76090 -	mips_40_99	"putative protein"
	at_At3g19870 -	no entry	null
	at_At4g14180 -	no entry	null
	at_At4g21490 -	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At5g08410 -	no entry	null
	at_At3g15520 -	no entry	null
	at_At3g23410 -	no entry	null
	at_At1g17600 -	no entry	null
	at_At5g41390 -	no entry	null
	at_At1g35060 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g56510 -	no entry	null
	at_At1g63210 -	no entry	null
	at_At1g67570 -	mips_99	"unknown protein"
	at_At1g77790 -	no entry	null
	at_At2g04310 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At2g06860 -	no entry	null
	at_At2g40550 -	no entry	null
	at_At3g29782 -	no entry	null
	at_At3g57270 -	no entry	null
	at_At4g17250 -	no entry	null
	at_At4g28220 -	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At5g46490 -	no entry	null


------------------
Rule 1429
	ss(_1,_3,c,_2),a_len(_2,30.0-1200.0) = 0
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,11.94-19.41),c_len(_3,30.0-1200.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,33.33-45.54),coil_dist(_1,48.08-53.24),c_len(_3,30.0-1200.0) = 1
	ss(_1,_3,b,_2),beta_dist(_1,11.94-19.41),b_len(_3,6.0-9.0),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0) = 0
	ss(_1,_3,b,_2),b_len(_3,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,6.0-9.0) = 1
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,11.0-15.0),a_len(_3,6.0-9.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,6.0-9.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),a_len(_5,9.0-11.0) = 1
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4955 items):
	at_At1g22360	mips_01_20_17_07	"putative protein"
	at_At5g54010	mips_01	"flavonol 3-O-glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g65550	mips_01_20_17_07	"anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At5g66690	mips_01_05	"UTP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	at_At1g30530	mips_01_20_17	"putative UDP-gulcoronosyl and UDP-glucosyl transferase family protein"
			mips_01_20_17_07
	at_At1g50580	mips_01	"rhamnosyltransferase, putative"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At2g15490	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g22590	mips_01_20_17_07	"putative anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At2g23260	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g28080	mips_01_05_01	"putative glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At2g29750	mips_01_05_01	"putative flavonol 3-O-glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At2g30150	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g31750	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g31790	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g36770	mips_01_20_17_07	"putative glucosyl transferase"
	at_At2g43840	mips_01_20_17_07	"putative glucosyltransferase"
	at_At3g16520	mips_01_20_17	"glucosyltransferase like protein"
			mips_01_20_17_07
	at_At3g21750	mips_01_20_17	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At3g21780	mips_01_20_17	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At3g22250	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At3g46660	mips_01_20_17_07	"glucosyltransferase-like protein"
	at_At3g46700	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
	at_At4g14100	mips_01_20_17_07	"glucosyltransferase like protein"
	at_At4g15270	mips_01_20_17_07	"UTP-glucose glucosyltransferase like protein"
	at_At4g15280	mips_01_20_17	"UTP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At4g27570	mips_01_20_17	"UDP rhamnose--anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
			mips_01_20_17_07
	at_At5g03490	mips_01_05	"UDPG glucosyltransferase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g05870	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At5g05890	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At5g12890	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g17050	mips_01_05_01	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g38040	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
	Training Accuracy: 32/32 (100.00%)
	Training Frequency class 'mips_01_20_17': 222/4955 (4.48%)

	Evaluation on validation data (2463 items):
	at_At1g01390	mips_01_20_17_07	"flavonol 3-o-glucosyltransferase, putative"
			mips_01_20_35
			mips_01_20_35_01
	at_At1g05530	mips_01_20_17_07	"hypothetical protein"
	at_At1g60260 -	mips_01_05_01	"putative beta-glucosidase"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
			mips_40_02
	at_At1g74300 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g23250	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At2g26480	mips_01_20_17_07	"putative glucosyltransferase"
	at_At1g07260	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At2g43820	mips_01_20_17_07	"putative glucosyltransferase"
	at_At3g46680	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At3g53150	mips_01_20_17_07	"glucosyltransferase - like protein"
	at_At4g04070 -	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	at_At4g15260	mips_01_20_17_07	"glucosyltransferase"
	at_At5g05880	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g14860 -	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_05_01_03_04
	at_At5g18120 -	mips_02	"putative protein"
			mips_01_06
			mips_01_06_13
			mips_02_11
			mips_06_01
			mips_06_04
			mips_06_07
			mips_40_07
	at_At5g38010	mips_01_20	"glucosyltransferase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At5g38530	mips_01_01_01	"tryptophan synthase beta chain"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At5g61850 -	mips_14_01_03	"LFY floral meristem identity control protein, splice form 1"
	at_At1g50140 -	mips_02_11_05	"hypothetical protein, 5' partial"
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_08_07
	Validation Accuracy: 12/19 (63.16%)
	Validation Frequency class 'mips_01_20_17': 93/2463 (3.78%)

	Evaluation on propertest data (3789 items):
	at_At1g61850 -	mips_01_06_99	"hypothetical protein"
			mips_65
	at_At1g72440 -	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_05
			mips_05_99
			mips_14
			mips_14_01
			mips_14_01_03
			mips_25
			mips_25_05
			mips_25_05_09
			mips_25_05_25
			mips_30
			mips_30_99
			mips_40_10_03
			mips_63_03
			mips_63_03_01
	at_At1g05680	mips_01_20_17_07	"putative indole-3-acetate beta-glucosyltransferase"
	at_At1g06000	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g07240	mips_01_20_17_07	"unknown protein"
	at_At1g80350 -	mips_03_03_01_01	"CAD ATPase (AAA1)"
			mips_03_03_04
			mips_03_03_04_07
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_14_01
			mips_30_04
			mips_40_07
	at_At2g18570	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g30140	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At3g16290 -	mips_02	"putative FtsH-like metalloprotease"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_06_04
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
			mips_08_07
			mips_08_07_25
			mips_40_07
			mips_40_08
			mips_40_09
	at_At3g21800	mips_01_05_01	"putative UDP-glucose glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g46690	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At3g46720	mips_01	"glucuronosyl transferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
	at_At3g53160	mips_01_20_17_07	"glucosyltransferase - like protein"
	at_At3g54720 -	mips_01_20_05	"peptidase like protein"
			mips_01_20_05_99
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_01
			mips_47_03_15
			mips_47_03_15_09
	at_At3g55700	mips_01_20_17_07	"glucuronosyl transferase - like protein"
	at_At4g01070	mips_01_20_17_07	"putative flavonol glucosyltransferase"
			mips_01_20_35
			mips_01_20_35_01
	at_At4g34135	mips_01_20_17_07	"glucosyltransferase like protein"
	at_At4g34138	mips_01_20_17_07	"glucosyltransferase -like protein"
	at_At5g05900	mips_01_05	"glucuronosyl transferase-like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g17040	mips_01_20_17	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
			mips_01_20_17_07
	at_At1g22370	mips_01_20	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	at_At1g24100	mips_01_20_17_07	"putative indole-3-acetate beta-glucosyltransferase"
	at_At5g26310	mips_01_20_17_07	"UTP-glucose glucosyltransferase - like protein"
	at_At5g49980 -	mips_10_01	"transport inhibitor response 1 protein"
			mips_10_01_01
			mips_20_20
			mips_20_20_18
	at_At5g54060	mips_01_20_17_07	"flavonol 3-O-glucosyltransferase-like"
	at_At1g26700 -	mips_11_05_01	"membrane protein Mlo14"
			mips_11_05_03
	at_At5g59590	mips_01_20_17	"glucuronosyl transferase - like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g61870 -	mips_14_01	"LFY floral meristem identity control protein, splice form 3"
			mips_14_01_03
			mips_25_03
	Propertest Accuracy: 20/28 (71.43%)
	Propertest Frequency class 'mips_01_20_17': 184/3789 (4.86%)

	New (unknown) data (2463 items):
	at_At1g01040 -	mips_04_99	"CAF protein"
	at_At5g61450 -	no entry	null
	at_At5g62270 -	no entry	null
	at_At1g35220 -	no entry	null
	at_At1g66350 -	mips_25_03	"gibberellin regulatory protein, putative"
	at_At1g78610 -	no entry	null
	at_At3g32080 -	no entry	null
	at_At1g15020 -	mips_02_11	"thioredoxin, putative"
			mips_14_01
	at_At4g33300 -	no entry	null
	at_At5g32600 -	no entry	null
	at_At1g73110 -	no entry	null
	at_At3g50740 -	no entry	null
	at_At2g03220 -	no entry	null
	at_At3g28880 -	mips_63_07	"hypothetical protein"
	at_At4g03090 -	no entry	null
	at_At4g18560 -	no entry	null


------------------
Rule 1105
	ss(_1,_3,c,_2),coil_dist(_1,53.24-60.98),c_len(_3,9.0-11.0),a_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,48.08-53.24),c_len(_3,9.0-11.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,48.08-53.24),c_len(_3,1.0-3.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,23.6-33.33),c_len(_3,15.0-30.0),a_len(_2,15.0-30.0) = 1
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_6,b,_5),notequal(_6,_2),notequal(_6,_4),notequal(_6,_3),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,c,_2),c_len(_3,1.0-3.0),ss(_1,_5,c,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 1
	ss(_1,_3,c,_2),b_len(_2,6.0-9.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),c_len(_4,3.0-6.0) = 1
	ss(_1,_3,c,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),beta_dist(_1,19.41-29.93),c_len(_4,30.0-1200.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,11.94-19.41),alpha_dist(_1,23.6-33.33),b_len(_3,9.0-11.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,5.15-11.94),alpha_dist(_1,23.6-33.33),c_len(_2,1.0-3.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),c_len(_4,11.0-15.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33),c_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,29.93-101.0),c_len(_2,3.0-6.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,19.41-29.93),c_len(_2,15.0-30.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,11.94-19.41),c_len(_2,30.0-1200.0),a_len(_3,6.0-9.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,11.0-15.0),a_len(_3,6.0-9.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,6.0-9.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 1
	ss(_1,_3,a,_2),a_len(_3,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 0
	ss(_1,_3,a,_2),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),a_len(_3,1.0-3.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,1.0-3.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),b_len(_5,1.0-3.0) = 0
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4955 items):
	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_At5g63580	mips_01	"flavonol synthase"
			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
			mips_20_20
			mips_20_20_18
			mips_98
	at_At5g63590	mips_01_01	"flavonol synthase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g63600	mips_01_20_17_07	"1-aminocyclopropane-1-carboxylic acid oxidase-like protein"
			mips_01_20_35
			mips_01_20_35_01
			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_At1g44090	mips_01_20_17	"gibberelin 20-oxidase, putative"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g47990	mips_01_20_17_07	"dioxygenase, putative"
			mips_20_20
			mips_20_20_18
	at_At1g52790	mips_01_01_99	"putative oxidoreductase"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g03630	mips_01_01	"protochlorophyllide reductase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_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_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At1g60980	mips_01_01_99	"putative gibberellin 20-oxidase"
			mips_01_20_13
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g62380	mips_01_01	"Unknown protein (F24O1.10)"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g80330	mips_01_20_13	"putative gibberellin 3 beta-hydroxylase"
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g80340	mips_01_20	"gibberellin 3 beta-hydroxylase"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	at_At2g31740	mips_01_01_01_03	"unknown protein"
			mips_01_07_01
			mips_01_20_17_03
	at_At2g34550	mips_01_20_17_07	"putative gibberellin 2-oxidase"
			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_At1g12010	mips_01_20_17_07	"putative amino-cyclopropane-carboxylic acid oxidase (ACC oxidase)"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g12900	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g14130	mips_01_20_17_07	"dioxygenase-like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g46500	mips_01_20_17_07	"putative protein"
	at_At3g49620	mips_01_20_17_07	"2-oxoacid-dependent oxidase (din11)"
			mips_01_20_35_01_05
	at_At3g50210	mips_01_20_17_07	"flavonol synthase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_20_20
			mips_20_20_18
	at_At1g15540	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At4g10500	mips_01_20_17_07	"putative Fe(II)/ascorbate oxidase"
			mips_01_20_35_01
	at_At4g16770	mips_01_01_99	"gibberellin oxidase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_14
			mips_14_01_05
			mips_20_20
			mips_20_20_18
	at_At5g07200	mips_01_01_99	"gibberellin 20-oxidase"
			mips_01_20_13
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g08640	mips_01_20_17	"flavonol synthase (FLS) (sp|Q96330)"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g20400	mips_01_20_17	"ethylene-forming-enzyme-like dioxygenase-like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g24530	mips_01_20_17	"flavanone 3-hydroxylase-like protein"
			mips_01_20_17_07
	at_At5g37170	mips_01_20_17	"caffeic acid O-methyltransferase-like protein"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
	Training Accuracy: 31/31 (100.00%)
	Training Frequency class 'mips_01_20_17': 222/4955 (4.48%)

	Evaluation on validation data (2463 items):
	at_At1g02400	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g77330	mips_01_01_99	"unknown protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At2g19590	mips_01_20_17_07	"1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At2g21470 -	mips_06_07_07	"putative ubiquitin activating enzyme"
			mips_10_01_99
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_99
	at_At2g24940 -	mips_10_05_02	"putative steroid binding protein"
			mips_30_27
			mips_63_13
			mips_63_13_99
			mips_63_99
	at_At1g15550	mips_01_20_13	"putative protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At3g54610 -	mips_03_01	"histone acetyltransferase (HAT1)"
			mips_03_01_01
			mips_03_01_09
			mips_03_01_09_05
			mips_03_03
			mips_03_03_01
			mips_04_05_01_04_01
			mips_04_99
			mips_06_07_04
			mips_13_11
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_47_03_15
			mips_47_03_15_01
	at_At3g54780 -	mips_25	"putative protein"
			mips_25_05
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_02
			mips_40_27
			mips_67
			mips_67_01
			mips_67_04
	at_At4g18240 -	mips_02	"starch synthase-like protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06
			mips_01_06_01
			mips_02_19
			mips_06_07
			mips_30_01
			mips_30_34
			mips_40_07
			mips_40_16
			mips_40_30
	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_At1g17740 -	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_02_01
			mips_02_07
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			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_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_01
			mips_47_03_02
	at_At5g01930 -	mips_01	"(1-4)-beta-mannan endohydrolase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
	at_At5g11480 -	mips_05_04_01	"putative GTP-binding protein"
			mips_10_01_05_05
	at_At5g20550	mips_01_20_17_07	"ethylene-forming-enzyme-like dioxygenase - like"
	at_At5g56660 -	mips_01_01	"IAA-amino acid hydrolase (gb|AAC04866.1)"
			mips_01_01_01
			mips_01_01_04
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_06_13
			mips_63_17
			mips_63_17_11
	at_At5g67460 -	mips_01_04_01	"putative protein"
	Validation Accuracy: 6/16 (37.50%)
	Validation Frequency class 'mips_01_20_17': 93/2463 (3.78%)

	Evaluation on propertest data (3789 items):
	at_At1g50960	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g66800 -	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_05
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_04
			mips_04_05_01_04
			mips_30
			mips_40
			mips_40_10
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g05010	mips_01_20	"1-aminocyclopropane-1-carboxylate oxidase"
			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_At1g78440	mips_01_20_17_07	"putative dioxygenase"
			mips_20_20
			mips_20_20_18
	at_At1g78550	mips_01_01_99	"Hypothetical protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At2g07690 -	mips_03	"putative DNA replication licensing factor, mcm5"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_14_04
			mips_25_05
			mips_63_01
			mips_63_19
	at_At2g16500	mips_01_01_01_07	"arginine decarboxylase"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_20_17_03
			mips_01_20_29
			mips_01_20_50
			mips_03_03_01_01
			mips_03_03_01_01_03
			mips_03_03_01_01_09
			mips_13_03
			mips_13_03_05
	at_At2g36690	mips_01_01_99	"putative giberellin beta-hydroxylase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g21420	mips_01_20_17	"unknown protein"
			mips_01_20_17_07
	at_At3g22230 -	mips_05	"ribosomal protein L27, putative"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_48
			mips_63_03
			mips_63_03_03
	at_At3g55970	mips_01_20_17	"leucoanthocyanidin dioxygenase -like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g57560 -	mips_01_01	"acetylglutamate kinase-like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_02
			mips_01_02_01
	at_At1g14120	mips_01_01_99	"dioxygenase like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g25420	mips_01_01	"gibberellin 20-oxidase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g39740 -	mips_02_13	"putative protein"
			mips_02_13_05
			mips_08_04
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_12_02
			mips_45_03_12_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_04_01
			mips_67_04_01_01
	at_At4g39800 -	mips_01_05	"myo-inositol-1-phosphate synthase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
	at_At5g13320 -	mips_20_20	"auxin-responsive - like protein"
			mips_20_20_18
			mips_25_01
	at_At5g13370 -	mips_20_20	"auxin reponsive - like protein"
			mips_20_20_18
			mips_25_01
	at_At5g24420 -	mips_01_03	"6-phosphogluconolactonase-like protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_01_04
			mips_01_07
			mips_02_07
			mips_04_03
			mips_04_03_03
			mips_25
			mips_25_05
			mips_25_05_01
			mips_40_03
			mips_40_07
			mips_67
			mips_67_15
	at_At5g37530 -	mips_01_07_01	"putative protein"
			mips_06_13_01
	at_At5g51810	mips_01_20_17	"gibberellin 20-oxidase (emb|CAA58294.1)"
			mips_01_20_17_07
	at_At1g27480 -	mips_01_06_01	"unknown protein"
			mips_01_06_04
			mips_01_06_13
			mips_40_27
			mips_63_09
	at_At5g64460 -	mips_02_01	"putative phosphoglycerate mutase"
			mips_13_05
			mips_43
			mips_43_03
			mips_43_03_07
	Propertest Accuracy: 11/23 (47.83%)
	Propertest Frequency class 'mips_01_20_17': 184/3789 (4.86%)

	New (unknown) data (2463 items):
	at_At5g48020 -	no entry	null
	at_At5g54690 -	no entry	null
	at_At5g55050 -	no entry	null
	at_At5g60700 -	no entry	null
	at_At5g66420 -	no entry	null
	at_At1g53770 -	no entry	null
	at_At1g59500 -	mips_25_01	"auxin-responsive GH3-like protein"
	at_At1g61860 -	no entry	null
	at_At1g65160 -	no entry	null
	at_At1g65250 -	no entry	null
	at_At3g10890 -	no entry	null
	at_At3g31390 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At3g32010 -	mips_29	"hypothetical protein"
	at_At3g52870 -	no entry	null
	at_At3g57700 -	no entry	null
	at_At3g61290 -	no entry	null
	at_At2g12100 -	no entry	null
	at_At3g16200 -	no entry	null
	at_At3g32980 -	no entry	null
	at_At3g62660 -	mips_11_01	"unknown protein"
	at_At4g15450 -	no entry	null
	at_At5g17670 -	no entry	null
	at_At5g26990 -	no entry	null
	at_At1g47420 -	no entry	null
	at_At2g25280 -	no entry	null
	at_At3g09660 -	no entry	null
	at_At3g58690 -	no entry	null
	at_At4g37050 -	mips_65	"patatin-like protein"


------------------
Rule 4738
	ss(_1,_3,c,_2),alpha_dist(_1,0.0-13.03),c_len(_3,3.0-6.0),b_len(_2,15.0-30.0) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_3),notequal(_6,_2) = 1
	ss(_1,_3,c,_2),c_len(_3,1.0-3.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,15.0-30.0) = 1
	ss(_1,_3,c,_2),a_len(_2,6.0-9.0),ss(_1,_2,a,_4),notequal(_4,_2),notequal(_4,_3),c_len(_4,1.0-3.0) = 0
	ss(_1,_3,b,_2),alpha_dist(_1,0.0-13.03),coil_dist(_1,53.24-60.98),c_len(_2,6.0-9.0) = 1
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),a_len(_3,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),beta_dist(_1,29.93-101.0) = 1
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4955 items):
	at_At1g21850	mips_01_20_17_01	"pectinesterase, putative"
			mips_11_07_03
	at_At5g48100	mips_01_20_17_01	"laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g51480	mips_01_20_17_01	"predicted GPI-anchored protein"
			mips_11_07_03
			mips_11_07_99
	at_At5g58910	mips_01_20_17_01	"laccase precursor - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At1g62810	mips_01_01_10	"amine oxidase, putative"
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_13
			mips_63_13_99
			mips_63_17_09
			mips_67_15
	at_At1g75790	mips_01_20_17	"polymer protein, putative"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g29130	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g38080	mips_01_20_17_01	"putative diphenol oxidase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g42490	mips_01_02	"putative copper amine oxidase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17_03
			mips_01_20_50
			mips_13_07
			mips_48
			mips_63_21
			mips_63_21_99
	at_At3g13390	mips_01_20_17_01	"L-ascorbate oxidase precursor, putative"
			mips_11_07_03
	at_At3g13400	mips_01_20	"pollen specific protein, putative"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At3g23800 -	mips_63_17_11	"selenium binding protein, putative"
	at_At4g12420	mips_01_20	"pollen-specific protein - like predicted GPI-anchored protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At4g25240	mips_01_05	"Pollen-specific protein precursor like"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
			mips_30
	at_At1g18140	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At4g37160	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At4g39830	mips_01_07	"putative L-ascorbate oxidase"
			mips_01_07_04
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g01050	mips_01_20_17	"laccase -like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g07130	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	Training Accuracy: 18/19 (94.74%)
	Training Frequency class 'mips_01_20_17': 222/4955 (4.48%)

	Evaluation on validation data (2463 items):
	at_At1g55570	mips_01_20_17_01	"overlap with bases 100,099-109,160 of 'IGF' clone F20N2, gb|AC002328. This region is annotated in the F20N2 entry, gb|AC002328"
			mips_11_07_03
	at_At1g76160	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
	at_At2g29070 -	mips_06_13_01	"putative ubiquitin fusion-degradation protein"
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At3g21210 -	mips_04	"unknown protein"
			mips_04_05
			mips_04_05_01
			mips_98
	at_At4g38420	mips_01_20_17_01	"pectinesterase like protein"
			mips_11_07_03
	at_At1g21860	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_01_20_17': 93/2463 (3.78%)

	Evaluation on propertest data (3789 items):
	at_At1g41830	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g55560	mips_01_20_17_01	""
			mips_11_07_03
			mips_11_07_99
	at_At2g23630	mips_01_20_17_01	"putative pectinesterase"
			mips_11_07_03
			mips_11_07_99
	at_At2g40370	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g46570	mips_01_20_17_01	"diphenol oxidase like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At4g14040 -	mips_01_04	"selenium-binding protein (Z97335.13)"
			mips_02_11
			mips_11_07
			mips_63_17
			mips_63_17_11
			mips_67_15
	at_At4g28090	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
	at_At5g01190	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g03260	mips_01_20_17	"laccase (diphenol oxidase)-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g09360	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g21100	mips_01_07_04	"ascorbate oxidase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48450	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
	at_At5g66920	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_30_01
	Propertest Accuracy: 12/13 (92.31%)
	Propertest Frequency class 'mips_01_20_17': 184/3789 (4.86%)

	New (unknown) data (2463 items):
	at_At1g37050 -	mips_29	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
			mips_99
	at_At1g50040 -	no entry	null
	at_At2g05650 -	no entry	null
	at_At2g13890 -	no entry	null
	at_At3g12950 -	no entry	null
	at_At3g15840 -	no entry	null
	at_At3g29180 -	no entry	null
	at_At4g04590 -	no entry	null
	at_At4g18920 -	no entry	null
	at_At1g69890 -	no entry	null
	at_At1g75140 -	no entry	null
	at_At5g44530 -	no entry	null
	at_At5g54020 -	no entry	null
	at_At1g54710 -	no entry	null
	at_At2g44230 -	no entry	null
	at_At1g16120 -	no entry	null
	at_At5g28440 -	no entry	null
	at_At5g35080 -	mips_40_07	"putative protein"


------------------
Rule 3828
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,3.0-6.0) = 0
	ss(_1,_3,a,_2),c_len(_2,3.0-6.0),a_len(_3,1.0-3.0) = 0
	ss(_1,_3,c,_2),a_len(_2,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),c_len(_4,15.0-30.0) = 1
	ss(_1,_3,b,_2),beta_dist(_1,5.15-11.94),alpha_dist(_1,33.33-45.54),a_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,6.0-9.0),ss(_1,_6,a,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3),notequal(_5,_4),notequal(_5,_2),notequal(_5,_3) = 0
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	->  class mips_11_07_01 "detoxification involving cytochrome P450"

	Evaluation on training data (4955 items):
	at_At1g01600	mips_02	"hypothetical protein"
			mips_01_06
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
	at_At1g33720	mips_01_20_17	"cytochrome P450, putative"
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At1g74540	mips_11_07_01	"cytochrome P450 like protein"
	at_At2g02580	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At2g30770	mips_11_07_01	"putative cytochrome P450"
	at_At2g42250	mips_01_20	"putative cytochrome P450"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At2g45560	mips_01_20_17	"cytochrome P450 like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At3g26150	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26160	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26170	mips_11_07_01	"cytochrome P450, putative"
	at_At1g13710 -	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At3g52970	mips_02	"cytochrome P450 - like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At3g53280	mips_11_07	"cytochrome P450 monooxygenase (CYP71B5)"
			mips_11_07_01
	at_At3g61040	mips_01_20	"cytochrome P450 monooxygenase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At4g12320	mips_01_20_17_07	"cytochrome P450 homolog"
			mips_11_07_01
	at_At4g22710	mips_01_20_17	"cytochrome P450 - like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At4g31500	mips_11_07_01	"cytochrome P450 monooxygenase (CYP83B1)"
	at_At5g05260 -	mips_01	"cytochrome P450 CYP79A2 (CYP79A2)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_98
	at_At5g06900	mips_01_20_17_07	"cytochrome P450"
			mips_11_07_01
	at_At5g09970 -	mips_01_20_17_07	"cytochrome P450"
	at_At5g10610	mips_01_20_17_07	"cytochrome P450 - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_11_07_01
	Training Accuracy: 18/21 (85.71%)
	Training Frequency class 'mips_11_07_01': 58/4955 (1.17%)

	Evaluation on validation data (2463 items):
	at_At2g14100 -	mips_01_20_17	"putative cytochrome P450"
			mips_01_20_17_07
			mips_02_11
	at_At3g26270	mips_02_11	"cytochrome P450, putative"
			mips_11_07
			mips_11_07_01
	at_At3g44970	mips_01_01_01	"cytochrome P450 - like protein"
			mips_01_01_10
			mips_01_02
			mips_01_02_99
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_07
			mips_01_20_99
			mips_02_11
			mips_11_05_03
			mips_11_07
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At3g48270	mips_11_07	"cytochrome P450 - like protein"
			mips_11_07_01
	at_At1g16400	mips_01_20_17	"cytochrome P450-like protein (At1g16400)"
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At4g37590 -	mips_13_11_01	"unknown protein"
			mips_13_11_01_05
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_11_07_01': 22/2463 (0.89%)

	Evaluation on propertest data (3789 items):
	at_At2g45570	mips_01_20_17_07	"cytochrome P450 (CYP76C2)"
			mips_11_07_01
	at_At1g13110	mips_01_20	"putative cytochrome P450 monooxygenase"
			mips_11_07
			mips_11_07_01
	at_At3g26220	mips_02	"cytochrome P450 monooxygenase (CYP71B3)"
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g26230	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26320	mips_11_07_01	"cytochrome P450, putative"
	at_At4g13770	mips_11_07_01	"cytochrome P450 monooxygenase (CYP83A1)"
	at_At4g15350	mips_11_07	"cytochrome P450 like protein"
			mips_11_07_01
	at_At4g31940 -	mips_01_20	"Cytochrome P450-like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At4g31970 -	mips_01_20_17	"Cytochrome P450-like protein"
			mips_01_20_17_07
	at_At4g39950 -	mips_01_20_17_07	"cytochrome P450 like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g06905	mips_01_20_17	"cytochrome P450-like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At5g57260	mips_11_07_01	"cytochrome P450"
	Propertest Accuracy: 9/12 (75.00%)
	Propertest Frequency class 'mips_11_07_01': 45/3789 (1.19%)

	New (unknown) data (2463 items):
	at_At1g74110 -	no entry	null
	at_At3g20080 -	no entry	null
	at_At3g20090 -	no entry	null
	at_At3g20120 -	mips_01_20	"cytochrome P450, putative"
	at_At3g20960 -	no entry	null
	at_At4g15380 -	mips_01	"cytochrome P450 like protein"
			mips_02
			mips_01_06
			mips_02_11
			mips_40
			mips_63
			mips_98
			mips_99
	at_At5g24950 -	no entry	null
	at_At1g28430 -	no entry	null
	at_At3g20110 -	mips_02	"cytochrome P450, putative"
			mips_01_20
			mips_02_11


------------------
Rule 2913
	ss(_1,_3,c,_2),c_len(_3,15.0-30.0) = 1
	ss(_1,_3,c,_2),b_len(_2,9.0-11.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,b,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3) = 1
	ss(_1,_3,c,_2),alpha_dist(_1,45.54-101.0),c_len(_3,15.0-30.0),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,33.33-45.54),c_len(_3,15.0-30.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,3.0-6.0) = 1
	ss(_1,_3,c,_2),b_len(_2,1.0-3.0),ss(_1,_2,b,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,3.0-6.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,5.15-11.94),alpha_dist(_1,33.33-45.54),a_len(_2,3.0-6.0) = 0
	ss(_1,_3,b,_2),alpha_dist(_1,45.54-101.0),b_len(_3,3.0-6.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,b,_2),c_len(_2,3.0-6.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,b,_2),b_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,3.0-6.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),beta_dist(_1,5.15-11.94),coil_dist(_1,41.76-48.08) = 1
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0),a_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2) = 0
	->  class mips_11_07_01 "detoxification involving cytochrome P450"

	Evaluation on training data (4955 items):
	at_At5g45340	mips_01_06_01_07	"cytochrome P450"
			mips_01_06_01_07_11
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
	at_At1g55940	mips_01_01_10	"cytochrome P450, putative"
			mips_01_02
			mips_01_02_99
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_20_99
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_47_03_11
			mips_47_03_11_07
	at_At1g78490	mips_02	"putative protein"
			mips_01_06
			mips_01_06_04
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
	at_At2g12190 -	mips_01_20_17	"pseudogene"
			mips_01_20_17_07
	at_At2g45580	mips_01_20_17_07	"putative cytochrome P450"
			mips_11_07_01
	at_At3g26200	mips_11_07_01	"cytochrome P450 like protein"
	at_At3g26830	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At3g28740 -	mips_01_20	"cytochrome P450, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At3g44250	mips_01	"cytochrome P450-like protein"
			mips_01_20
			mips_11
			mips_11_07
			mips_11_07_01
			mips_98
	at_At1g13100	mips_11_07_01	"putative cytochrome P450 monooxygenase"
	at_At4g19230	mips_01_06_01	"putative cytochrome P450 protein"
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g14400	mips_01_06_04	"putative protein"
			mips_11_07_01
	at_At5g24910	mips_01_06_04	"cytochrome P450-like protein"
			mips_11_07_01
	at_At5g25120	mips_11_07_01	"cytochrome P450-like protein"
	at_At5g25180	mips_11_07_01	"cytochrome P450 71B1 - like protein"
	Training Accuracy: 13/15 (86.67%)
	Training Frequency class 'mips_11_07_01': 58/4955 (1.17%)

	Evaluation on validation data (2463 items):
	at_At1g64940	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At2g22330	mips_01_20_17	"putative cytochrome P450"
			mips_01_20_17_07
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At2g32440 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At1g13080	mips_11_07	"putative cytochrome P450 monooxygenase (At1g13080)"
			mips_11_07_01
	at_At4g37320 -	mips_01_20	"cytochrome P450-like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At4g39490	mips_11_07_01	"cytochrome P450 - like protein"
	at_At5g35170 -	mips_01_03	"adenylate kinase -like protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_99
			mips_30_26
			mips_30_26_03
			mips_40_16
			mips_63_19_03
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_11_07_01': 22/2463 (0.89%)

	Evaluation on propertest data (3789 items):
	at_At1g03290 -	mips_45	"unknown protein"
			mips_45_03
			mips_45_03_12
			mips_63_06
			mips_63_07
	at_At1g55450 -	mips_01_06_01	"unknown protein"
			mips_01_07
			mips_01_07_01
	at_At1g63710 -	mips_45	"cytochrome P450 like protein"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At1g13090	mips_11_07_01	"cytochrome P450 monooxygenase like protein"
	at_At3g26310	mips_11_07_01	"cytochrome P450, putative"
	at_At4g27710 -	mips_01_06_01	"cytochrome P450 - like protein"
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At4g36220 -	mips_01_20_35_01	"ferulate-5-hydroxylase (FAH1)"
	at_At5g04630	mips_01_20	"cytochrome P450 - like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_11_07_01
	at_At5g08250 -	mips_01_06_01	"cytochrome P450-like protein"
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g16010 -	mips_01_06_99	"steroid 5alpha-reductase-like protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_20_25_07
			mips_20_25_07_07
			mips_25_05_23
			mips_37
			mips_37_03
			mips_37_03_15
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At1g24540 -	mips_45_03_15	"putative cytochrome P450"
			mips_47_03_15
			mips_47_03_15_07
	Propertest Accuracy: 3/11 (27.27%)
	Propertest Frequency class 'mips_11_07_01': 45/3789 (1.19%)

	New (unknown) data (2463 items):
	at_At2g14950 -	mips_29_02	"Ac-like transposase"
			mips_29_03
	at_At2g28580 -	no entry	null
	at_At2g31290 -	no entry	null
	at_At3g19270 -	no entry	null
	at_At3g62940 -	no entry	null
	at_At4g04030 -	no entry	null
	at_At4g08930 -	no entry	null
	at_At5g05690 -	no entry	null
	at_At1g06440 -	no entry	null
	at_At3g30180 -	no entry	null
	at_At1g17940 -	no entry	null
	at_At5g21050 -	no entry	null
	at_At5g51220 -	no entry	null
	at_At2g16650 -	no entry	null
	at_At2g32330 -	no entry	null
	at_At3g13870 -	no entry	null
	at_At3g30490 -	no entry	null
	at_At3g50160 -	no entry	null
	at_At1g17060 -	no entry	null
	at_At4g21250 -	no entry	null
	at_At5g11290 -	no entry	null
	at_At5g25130 -	no entry	null
	at_At5g25140 -	no entry	null


------------------
Rule 3146
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2) = 0
	ss(_1,_3,a,_2),c_len(_2,9.0-11.0),a_len(_3,11.0-15.0) = 1
	ss(_1,_3,c,_2),coil_dist(_1,41.76-48.08),c_len(_3,11.0-15.0),a_len(_2,1.0-3.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,41.76-48.08),c_len(_3,9.0-11.0),a_len(_2,9.0-11.0) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),b_len(_5,1.0-3.0) = 0
	->  class mips_63_17_01 "calcium binding"

	Evaluation on training data (4955 items):
	at_At5g49480	mips_10_01_09	"NaCl-inducible Ca2+-binding protein-like; calmodulin-like"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At5g55990	mips_10_01_09	"calcineurin B-like protein 2 (gb|AAC26009.1)"
			mips_10_01_09_03
			mips_63_17_01
	at_At1g73630	mips_63_17_01	"calmodulin like protein"
	at_At1g76650	mips_63_17	"calmodulin like protein"
			mips_63_17_01
	at_At2g39280	mips_03_03_05	"unknown protein"
			mips_03_03_05_01
			mips_04
			mips_06
			mips_08_07
			mips_08_07_07
			mips_10
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_04
			mips_40_04_05
			mips_62_02_01_01
			mips_62_02_01_01_01
			mips_63_01
			mips_63_17_01
	at_At2g46600	mips_10_01_09	"caltractin like protein"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At3g18430	mips_10_01_09	"unknown protein"
			mips_10_01_09_03
			mips_10_05
			mips_40_02
			mips_63_17
			mips_63_17_01
	at_At3g24110	mips_10_01_01	"hypothetical protein"
			mips_63_17_01
	at_At3g29430 -	mips_01_06_01	"geranylgeranyl pyrophosphate synthase, putative"
			mips_01_06_01_07
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	at_At3g50360	mips_10_01	"centrin"
			mips_10_01_09
			mips_10_01_09_03
			mips_40_02
			mips_40_03
			mips_63_01
			mips_63_17_01
	at_At4g26570	mips_63_17	"calcineurin B-like protein 3"
			mips_63_17_01
	at_At4g32060	mips_63_17_01	"putative protein"
	Training Accuracy: 11/12 (91.67%)
	Training Frequency class 'mips_63_17_01': 107/4955 (2.16%)

	Evaluation on validation data (2463 items):
	at_At1g64480	mips_10_05	"calcineurin B-like protein"
			mips_11_01
			mips_13_05
			mips_40_02
			mips_40_32
			mips_63_17
			mips_63_17_01
	at_At3g25600	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_63_17_01
	at_At3g55020 -	mips_62_02_01	"unknown protein"
			mips_62_02_01_01
			mips_62_02_01_01_01
	at_At5g47100	mips_20_25_01	"calcium sensor protein, calcineurin-like"
			mips_20_25_01_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_63_17_01
	at_At5g53570	mips_25_05_25	"GTPase activator protein of Rab-like small GTPases-like protein"
			mips_62_02_01_01
			mips_62_02_01_01_01
			mips_63_17_01
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_63_17_01': 64/2463 (2.60%)

	Evaluation on propertest data (3789 items):
	at_At1g32250	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_13_05
			mips_40_32
			mips_63_17_01
	at_At1g77400 -	mips_04_05_99	""
	at_At2g43290	mips_10_01_09	"putative calcium binding protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At3g07490	mips_10_05	"putative calmodulin"
			mips_40_02
			mips_63_17
			mips_63_17_01
	at_At3g59440	mips_63_17	"calmodulin-like protein"
			mips_63_17_01
	at_At4g26470 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_98
	at_At4g33000	mips_13_05	"putative protein (fragment)"
			mips_40_32
			mips_63_17_01
	at_At5g15930 -	mips_06_07	"plant adhesion molecule 1 (PAM1)"
			mips_06_07_05
			mips_06_13
			mips_08
			mips_40_02
			mips_40_27
			mips_48
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_01
			mips_67
	at_At5g37810 -	mips_25_05	"Membrane integral protein (MIP) -like"
			mips_33_03_13
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_99
	at_At5g44460	mips_10_01_09	"calmodulin-like protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g46400 -	mips_02_45	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_13_05
			mips_20_25
			mips_20_25_09
			mips_25_05_15
			mips_30_04
			mips_30_04_03
			mips_35_03_12
			mips_40_04
			mips_40_04_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
	Propertest Accuracy: 6/11 (54.55%)
	Propertest Frequency class 'mips_63_17_01': 107/3789 (2.82%)

	New (unknown) data (2463 items):
	at_At3g12170 -	mips_06_01	"hypothetical protein"
			mips_30_04
	at_At5g02130 -	no entry	null
	at_At5g04520 -	mips_06	"3-oxoacyl-[acyl-carrier-protein] synthase - like protein"
			mips_06_07
	at_At1g21330 -	mips_29	"hypothetical protein"
			mips_29_02
			mips_29_99
	at_At4g20780 -	no entry	null
	at_At5g09860 -	no entry	null


------------------
Rule 4878
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),b_len(_2,11.0-15.0) = 0
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),b_len(_2,3.0-6.0),a_len(_3,9.0-11.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,60.98-101.0),c_len(_3,6.0-9.0),a_len(_2,9.0-11.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,5.15-11.94),c_len(_3,30.0-1200.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,5.15-11.94),c_len(_3,1.0-3.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),c_len(_3,30.0-1200.0),ss(_1,_5,b,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 1
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33) = 0
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),c_len(_4,3.0-6.0) = 1
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,19.41-29.93),alpha_dist(_1,0.0-13.03),c_len(_2,11.0-15.0) = 0
	ss(_1,_3,b,_2),alpha_dist(_1,0.0-13.03),c_len(_2,9.0-11.0),b_len(_3,3.0-6.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,19.41-29.93),c_len(_2,6.0-9.0),a_len(_3,9.0-11.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 0
	ss(_1,_3,a,_2),alpha_dist(_1,0.0-13.03),c_len(_2,3.0-6.0),a_len(_3,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),b_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),a_len(_3,15.0-30.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),a_len(_3,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),a_len(_4,1.0-3.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0),ss(_1,_4,b,_5),notequal(_5,_4),notequal(_5,_2),notequal(_5,_3) = 1
	->  class mips_01_03_16 "polynucleotide degradation"

	Evaluation on training data (4955 items):
	at_At1g22910	mips_01_03	"unknown protein (At1g22910)"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08
			mips_08_01
			mips_11
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14
			mips_14_01
			mips_14_01_01
			mips_25
			mips_25_05
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
			mips_25_05_10
			mips_25_05_99
			mips_30
			mips_30_03
	at_At5g44200 -	mips_04_05_05	"nuclear cap-binding protein; CBP20 (gb|AAD29697.1)"
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At5g50250 -	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g52040	mips_01_03_16	"arginine/serine-rich splicing factor RSP41 homolog"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g55550	mips_01_03_16	"RNA-binding protein-like"
			mips_01_03_16_01
			mips_04_99
			mips_20_25
			mips_20_25_16_09
	at_At5g61030 -	mips_04_01	"RNA-binding protein - like"
			mips_04_01_04
			mips_04_05_05
			mips_14_10
			mips_14_10_02
			mips_40_10_99
	at_At1g23860	mips_01_03_16	"9G8-like splicing factor / SRZ-21"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_33_03_99
	at_At1g30480 -	mips_04_05_01_04_03	"DNA damage repair protein, putative"
	at_At1g47500	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_05
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g50300	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g55310	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g66260	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g76460 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_40_10_99
	at_At1g07360 -	mips_04_05_05	"Unknown protein (At1g07360; F22G5.30)"
	at_At2g14550	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16260	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g29580	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At2g42890	mips_01_03_16	"MEI2-like protein (MEI2)"
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_07
			mips_04_09
	at_At2g43410	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
	at_At2g46610	mips_01_03	"putative arginine/serine-rich splicing factor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47310	mips_01_03	"putative FCA-related protein"
			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_At3g07240	mips_01_03	"putative RNA-binding protein"
			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_At1g11650	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25
			mips_20_25_16_09
	at_At3g14450	mips_01_03	"RNA-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_At1g13690 -	mips_04_05_05_01	"AtE1 (atE1)"
	at_At3g50670	mips_01_03_16	"U1 snRNP 70K protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At3g54230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At4g00830	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110 -	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g16290 -	mips_04_05_05	"FCA delta protein"
	at_At4g18120	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_At4g26650	mips_01_03_16	"hnRNP-like protein"
			mips_01_03_16_01
			mips_04_99
			mips_20_25_16
			mips_20_25_16_09
	at_At4g27000	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g18630 -	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At4g31580 -	mips_04_05_05_01	"splicing factor 9G8-like SR protein / SRZ-22"
			mips_04_05_05_01_10
			mips_20_25_16
			mips_63_03_03
	at_At4g36690 -	mips_04_05_05_01	"splicing factor like protein"
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_63_03_03
	at_At4g39260 -	mips_04	"glycine-rich protein (clone AtGRP8)"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_98
			mips_99
	at_At5g07290	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g10350 -	mips_04_05_05_05	"RNA binding protein - like"
			mips_04_05_05_11
			mips_04_07
			mips_08_01
			mips_13_05
	at_At5g11430 -	mips_10_05	"putative protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At5g16260	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25
			mips_20_25_16_09
	at_At5g37720	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	Training Accuracy: 30/45 (66.67%)
	Training Frequency class 'mips_01_03_16': 93/4955 (1.88%)

	Evaluation on validation data (2463 items):
	at_At1g78260 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g09140 -	mips_04	"putative SF2/ASF splicing modulator, Srp30"
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63
			mips_63_03
	at_At2g35410	mips_01_03	"putative chloroplast RNA binding protein precursor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At2g44410 -	mips_04_05_01_04_03	"unknown protein"
			mips_10_05_02
			mips_10_05_02_26
			mips_25_05_25
	at_At3g13570 -	mips_25_05_10	"serine/arginine-rich protein, putative"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
	at_At3g27700 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At3g58990 -	mips_01_20_17_07	"3-isopropylmalate dehydratase-like protein (small subunit)"
			mips_02_10
			mips_02_22
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
	at_At5g14620 -	mips_03_01_05_01	"putative protein"
			mips_03_01_09
			mips_03_01_09_05
	at_At5g46840 -	mips_40_25	"unknown protein"
			mips_40_26
			mips_40_26_03
	at_At5g47620 -	mips_04_99	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
			mips_25_05_25
	at_At5g59950 -	mips_04_03	"transcriptional coactivator - like protein"
			mips_04_03_03
			mips_04_05_01_01
	at_At5g61960 -	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200 -	mips_04_05_05_05	"putative protein"
	at_At5g65260 -	mips_04_05_05	"poly(A)-binding protein II-like"
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_04_07
			mips_08_01
			mips_13_05
	at_At1g29400 -	mips_03_03	"putative RNA-binding protein MEI2 (At1g29400)"
			mips_03_03_02
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At1g34140	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47490	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g53650	mips_01	"RNA-binding protein, putative"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	Validation Accuracy: 4/18 (22.22%)
	Validation Frequency class 'mips_01_03_16': 35/2463 (1.42%)

	Evaluation on propertest data (3789 items):
	at_At1g03460 -	mips_05_07	"putative ribonucleoprotein"
			mips_05_99
			mips_63_03_03
	at_At1g54080	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g67770	mips_01_03	"terminal ear1-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g74230 -	mips_25_05_13	"putative RNA-binding protein"
			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_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At2g18510 -	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g22090	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g24590 -	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At2g33410	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g41060	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g42240 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At3g07810 -	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	at_At3g14100 -	mips_04_05_05	"oligouridylate binding protein, putative"
	at_At3g15010	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At1g13190	mips_01	"Unknown protein (At1g13190; F3F19.21)"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At3g20890 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g56860	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g02430	mips_01_03_16	""
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g04210 -	mips_02_19	"putative membrane trafficking factor"
			mips_03_03_02
			mips_05_07
			mips_14_04_03
			mips_14_04_03_01
			mips_30_90
			mips_30_90_01
			mips_40_27
			mips_43
			mips_43_03
			mips_43_03_01
			mips_43_03_09
	at_At4g10610	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g13850 -	mips_14_10	"glycine-rich RNA-binding protein AtGRP2 - like"
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g14300 -	mips_04_05_05	"ribonucleoprotein like protein"
			mips_04_09
			mips_25_05
			mips_30
			mips_30_10_03
			mips_40_10_99
	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_At5g02530 -	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g04210 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280 -	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	at_At5g06940 -	mips_08_13	"receptor protein kinase-like protein"
			mips_11_05_01
	at_At5g19350	mips_01_03	"DNA binding protein ACBF - like"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At5g19960 -	mips_06	"glycine-rich RNA-binding protein - like"
			mips_13
			mips_13_05
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_19
	at_At1g20880	mips_01_03	"At1g20880/F9H16_14"
			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_At1g22330	mips_01_03	"hypothetical protein"
			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_At5g62020 -	mips_04_05_01_04_01	"heat shock factor 6"
			mips_11_01_05
			mips_30_10
	Propertest Accuracy: 15/32 (46.88%)
	Propertest Frequency class 'mips_01_03_16': 71/3789 (1.87%)

	New (unknown) data (2463 items):
	at_At1g01260 -	no entry	null
	at_At1g01440 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g62760 -	no entry	null
	at_At1g42420 -	no entry	null
	at_At1g50610 -	no entry	null
	at_At1g58470 -	mips_04_99	"putative protein"
	at_At1g60060 -	no entry	null
	at_At1g80420 -	mips_03	"putative DNA repair protein XRCC1 (XRCC1)"
			mips_03_01
			mips_63_01
	at_At2g10860 -	no entry	null
	at_At2g16910 -	no entry	null
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g39750 -	no entry	null
	at_At2g43200 -	no entry	null
	at_At3g11570 -	no entry	null
	at_At3g26420 -	no entry	null
	at_At3g62210 -	no entry	null
	at_At4g00740 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At3g55340 -	no entry	null
	at_At4g37300 -	no entry	null
	at_At5g15130 -	mips_04	"putative protein"
			mips_40_10
	at_At2g07040 -	no entry	null
	at_At3g13970 -	no entry	null
	at_At4g07520 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At1g17640 -	no entry	null
	at_At1g21320 -	no entry	null
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g40570 -	no entry	null
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g64030 -	no entry	null


------------------
Rule 3773
	ss(_1,_3,c,_2),a_len(_2,15.0-30.0) = 1
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0),a_len(_3,11.0-15.0) = 0
	ss(_1,_3,c,_2),alpha_dist(_1,13.03-23.6),coil_dist(_1,60.98-101.0),a_len(_2,15.0-30.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,11.94-19.41),b_len(_3,6.0-9.0),a_len(_2,3.0-6.0) = 1
	ss(_1,_3,b,_2),b_len(_3,6.0-9.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 1
	ss(_1,_3,b,_2),a_len(_2,15.0-30.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),a_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),c_len(_2,1.0-3.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	->  class mips_04_05_05 "mRNA processing (splicing, 5'-, 3'-end processing)"

	Evaluation on training data (4955 items):
	at_At5g51280	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At1g55150	mips_04_05_05_11	"Unknown protein (At1g55150; T7N22.9)"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At1g59990 -	mips_63_19_03	"putative protein"
	at_At1g71280	mips_04_01	"putative DEAD/DEAH box helicase"
			mips_04_01_04
			mips_04_05_05_01
	at_At2g40700 -	mips_04_99	"ATP-dependent RNA helicase"
			mips_63_19_03
	at_At2g42520	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
	at_At2g45810	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
			mips_04_99
	at_At2g47330	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At1g10930 -	mips_03_01_05	"DNA helicase isolog"
			mips_03_01_05_01
			mips_14_10
			mips_63_03_03
			mips_63_19_03
	at_At3g22310	mips_04_05_05_11	"putative RNA helicase"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At3g22330	mips_04_05_05_11	"DEAD-Box RNA helicase like protein"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At3g53110	mips_04_05_05	"RNA helicase -like protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At3g58570	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At3g62310	mips_04_05_05	"ATP-dependent RNA helicase-like protein"
			mips_04_05_05_01
	at_At1g16280	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At4g04350	mips_04_05_05_01	"putative leucyl tRNA synthetase"
			mips_05_10
	at_At4g33370	mips_04_05_05	"putative protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
	at_At5g11170	mips_04	"DEAD BOX RNA helicase RH15 - like protein"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05
			mips_05_01
			mips_05_01_01
			mips_05_01_99
			mips_05_04
			mips_05_04_01
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
			mips_98
	at_At5g14610	mips_04_05_05_11	"DRH1 DEAD box protein - like"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At5g39840	mips_01_03_16	"putative RNA helicase"
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
			mips_05_07
			mips_63_03_03
	Training Accuracy: 19/22 (86.36%)
	Training Frequency class 'mips_04_05_05': 178/4955 (3.59%)

	Evaluation on validation data (2463 items):
	at_At1g71370	mips_03	"putative ATP-dependent RNA helicase"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03
			mips_63_03_03
			mips_63_19
	at_At1g77050	mips_04	""
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_40_03
			mips_40_10
			mips_63
			mips_63_03
			mips_63_19
	at_At2g14400 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g48020 -	mips_01_05	"sugar transporter like protein"
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40_02
			mips_67
			mips_67_07
	at_At5g10450 -	mips_10_05_01	"14-3-3-like protein AFT1"
			mips_10_05_01_12
			mips_10_05_01_12_99
			mips_10_05_01_18
			mips_10_05_02
			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_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_01
	at_At5g19210	mips_04_05_05_01	"eIF-4AII - like protein"
			mips_25_05_10
	at_At5g33360 -	mips_29	"putative protein"
			mips_29_99
			mips_30_34
			mips_30_34_99
			mips_63_03_03
	at_At5g65900	mips_03_01	"ATP-dependent RNA helicase-like"
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_30_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03_03
	at_At1g31970	mips_04_05_05_11	"putative protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_04_05_05': 95/2463 (3.86%)

	Evaluation on propertest data (3789 items):
	at_At1g69340 -	mips_03_01_09	"unknown protein (At1g69340)"
			mips_03_01_09_05
			mips_03_01_99
			mips_10_01_05
			mips_10_01_05_05
			mips_30_10
			mips_30_10_03
			mips_35_03_17
			mips_40_10_03
	at_At2g42270	mips_04_05_05_01	"ATP-dependent RNA helicase like protein"
	at_At3g18600	mips_03_01_09	"DEAD box helicase protein, putative"
			mips_03_01_09_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_04_01
			mips_40_10_07
			mips_40_10_99
	at_At3g58510	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At1g16560 -	mips_13_01_01_01	"Unknown protein"
			mips_40_25
	at_At3g61240	mips_04_01	"DEAD box RNA helicase RH12"
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
			mips_63_19_03
	at_At4g35740 -	mips_04_01	"putative protein"
			mips_04_01_04
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
	at_At5g05450	mips_03	"ATP-dependent RNA helicase-like protein"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03
			mips_63_03_03
			mips_63_19
	at_At1g28180	mips_04_05_05_01	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_02
	Propertest Accuracy: 6/9 (66.67%)
	Propertest Frequency class 'mips_04_05_05': 127/3789 (3.35%)

	New (unknown) data (2463 items):
	at_At1g72170 -	no entry	null
	at_At2g17610 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
	at_At2g22970 -	mips_06_13	"putative serine carboxypeptidase II"
	at_At2g47780 -	no entry	null
	at_At4g23440 -	no entry	null
	at_At5g08720 -	no entry	null
	at_At4g17430 -	no entry	null
	at_At3g19750 -	mips_14_01	"hypothetical protein"
			mips_30_04
			mips_40_04
			mips_63_07
	at_At4g14620 -	no entry	null
	at_At4g38170 -	no entry	null
	at_At5g64930 -	no entry	null


------------------
Rule 4987
	ss(_1,_3,b,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,11.0-15.0) = 0
	ss(_1,_3,c,_2),coil_dist(_1,60.98-101.0),c_len(_3,6.0-9.0),a_len(_2,9.0-11.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,5.15-11.94),c_len(_3,1.0-3.0),b_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,23.6-33.33) = 0
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,1.0-3.0) = 0
	ss(_1,_3,c,_2),b_len(_2,11.0-15.0),ss(_1,_5,c,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,b,_2),beta_dist(_1,19.41-29.93),alpha_dist(_1,0.0-13.03),c_len(_2,11.0-15.0) = 0
	ss(_1,_3,b,_2),a_len(_2,15.0-30.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),a_len(_5,1.0-3.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,15.0-30.0),a_len(_3,9.0-11.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 0
	ss(_1,_3,a,_2),c_len(_2,11.0-15.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),c_len(_2,6.0-9.0),ss(_1,_2,c,_4),notequal(_4,_2),notequal(_4,_3),a_len(_4,15.0-30.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),beta_dist(_1,19.41-29.93),a_len(_4,9.0-11.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),b_len(_4,6.0-9.0),ss(_1,_4,b,_5),notequal(_5,_4),notequal(_5,_2),notequal(_5,_3) = 1
	->  class mips_04_05_05 "mRNA processing (splicing, 5'-, 3'-end processing)"

	Evaluation on training data (4955 items):
	at_At1g22910	mips_01_03	"unknown protein (At1g22910)"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08
			mips_08_01
			mips_11
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14
			mips_14_01
			mips_14_01_01
			mips_25
			mips_25_05
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
			mips_25_05_10
			mips_25_05_99
			mips_30
			mips_30_03
	at_At5g44200	mips_04_05_05	"nuclear cap-binding protein; CBP20 (gb|AAD29697.1)"
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At5g50250	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g52040	mips_01_03_16	"arginine/serine-rich splicing factor RSP41 homolog"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g55550 -	mips_01_03_16	"RNA-binding protein-like"
			mips_01_03_16_01
			mips_04_99
			mips_20_25
			mips_20_25_16_09
	at_At5g61030	mips_04_01	"RNA-binding protein - like"
			mips_04_01_04
			mips_04_05_05
			mips_14_10
			mips_14_10_02
			mips_40_10_99
	at_At1g23860	mips_01_03_16	"9G8-like splicing factor / SRZ-21"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_33_03_99
	at_At5g66010 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			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_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_63_03_03
	at_At1g30480 -	mips_04_05_01_04_03	"DNA damage repair protein, putative"
	at_At1g47500	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_05
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g50300 -	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g51510 -	mips_25_05_13	"unknown protein"
			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_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g51520 -	mips_25_05_25	"unknown protein"
	at_At1g55310 -	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g60900	mips_04_05_05	"putative U2 snRNP auxiliary factor"
			mips_04_05_05_01
			mips_25_05_10
			mips_25_05_13
	at_At1g66260 -	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g67800 -	mips_08_07	"unknown protein"
			mips_08_07_99
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_43
			mips_43_03
			mips_43_03_13
			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_63_17_01
			mips_67_99
	at_At1g71990 -	mips_01_06_01_03	"putative protein"
			mips_40_08
			mips_40_27
			mips_40_27_99
	at_At1g74870 -	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_03
			mips_06_13
			mips_20
			mips_30_01
			mips_43
			mips_43_03
			mips_43_03_13
			mips_47
			mips_47_03
			mips_47_03_01
	at_At1g76460	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_40_10_99
	at_At1g07360	mips_04_05_05	"Unknown protein (At1g07360; F22G5.30)"
	at_At2g14550 -	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16260 -	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940 -	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g22100 -	mips_14_10	"putative RNA-binding protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g29580	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At2g34920 -	mips_14_10_02	"hypothetical protein"
			mips_45
			mips_45_03
			mips_45_03_17
	at_At2g42520	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
	at_At2g42890 -	mips_01_03_16	"MEI2-like protein (MEI2)"
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_07
			mips_04_09
	at_At2g43410	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
	at_At2g46510 -	mips_25_05_13	"putative bHLH transcription factor (bHLH017)"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g46610 -	mips_01_03	"putative arginine/serine-rich splicing factor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47310 -	mips_01_03	"putative FCA-related protein"
			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_At3g07240 -	mips_01_03	"putative RNA-binding protein"
			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_At3g08000	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g10400 -	mips_25_05_13	"hypothetical protein"
			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
	at_At1g11650 -	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25
			mips_20_25_16_09
	at_At3g13060 -	mips_11_01	"unknown protein"
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
	at_At3g14450 -	mips_01_03	"RNA-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_At3g18610 -	mips_04_99	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			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_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At3g19090 -	mips_43	"RNA-binding protein, putative"
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_17
			mips_62_01
			mips_62_01_05
			mips_63_03_03
	at_At1g13690	mips_04_05_05_01	"AtE1 (atE1)"
	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_At3g50670	mips_01_03_16	"U1 snRNP 70K protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At3g54230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g58570	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At4g00830 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g02110 -	mips_11_01_09	"predicted protein of unknown function"
	at_At4g03110	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g16290	mips_04_05_05	"FCA delta protein"
	at_At4g18120	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g22070 -	mips_04	"WRKY transcription factor 31 (WRKY31)"
			mips_04_05_01
			mips_04_05_01_04
			mips_40
			mips_40_10
			mips_98
			mips_99
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_At4g26650 -	mips_01_03_16	"hnRNP-like protein"
			mips_01_03_16_01
			mips_04_99
			mips_20_25_16
			mips_20_25_16_09
	at_At4g27000 -	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g18630 -	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At4g31580	mips_04_05_05_01	"splicing factor 9G8-like SR protein / SRZ-22"
			mips_04_05_05_01_10
			mips_20_25_16
			mips_63_03_03
	at_At4g31670 -	mips_06_13	"putative protein"
			mips_25_05
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At4g32010 -	mips_20_20	"predicted protein"
			mips_20_20_18
			mips_25_03
	at_At4g36690	mips_04_05_05_01	"splicing factor like protein"
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_63_03_03
	at_At4g39260	mips_04	"glycine-rich protein (clone AtGRP8)"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_98
			mips_99
	at_At5g07290 -	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g10350	mips_04_05_05_05	"RNA binding protein - like"
			mips_04_05_05_11
			mips_04_07
			mips_08_01
			mips_13_05
	at_At5g10800 -	mips_20	"putative protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g11430 -	mips_10_05	"putative protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At5g16260	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25
			mips_20_25_16_09
	at_At5g18810	mips_04_05_05	"Serine/arginine rich protein - like"
			mips_14_10
			mips_14_10_02
	at_At5g37720	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	Training Accuracy: 30/69 (43.48%)
	Training Frequency class 'mips_04_05_05': 178/4955 (3.59%)

	Evaluation on validation data (2463 items):
	at_At1g78260 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At2g02540 -	mips_04_05_01_04_01	"hypothetical protein"
			mips_25_05_09
			mips_25_05_13
			mips_25_05_15
			mips_25_05_19
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
	at_At1g09140	mips_04	"putative SF2/ASF splicing modulator, Srp30"
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63
			mips_63_03
	at_At1g09230 -	mips_01_03	"unknown protein"
			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_At2g35410 -	mips_01_03	"putative chloroplast RNA binding protein precursor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At2g43970	mips_04_03	"unknown protein"
			mips_04_03_03
			mips_04_05_05_11
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At3g06970 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g13570 -	mips_25_05_10	"serine/arginine-rich protein, putative"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
	at_At3g13700 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At3g27700 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At3g49410 -	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_62_01_07
	at_At3g58990 -	mips_01_20_17_07	"3-isopropylmalate dehydratase-like protein (small subunit)"
			mips_02_10
			mips_02_22
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
	at_At5g05610 -	mips_04_05_01_04_01	"nucleic acid binding protein-like"
			mips_14_10
			mips_14_10_02
			mips_14_10_02_03
	at_At5g24330 -	mips_03_01_09	"putative protein"
			mips_03_01_09_05
			mips_14_04_03
			mips_14_04_03_05
			mips_14_10
			mips_30_01
			mips_30_10
			mips_30_10_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_43_03_09_03
			mips_43_03_99
	at_At5g47620 -	mips_04_99	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
			mips_25_05_25
	at_At5g54580 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At5g59950 -	mips_04_03	"transcriptional coactivator - like protein"
			mips_04_03_03
			mips_04_05_01_01
	at_At5g61960	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200	mips_04_05_05_05	"putative protein"
	at_At5g65260	mips_04_05_05	"poly(A)-binding protein II-like"
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_04_07
			mips_08_01
			mips_13_05
	at_At1g29400	mips_03_03	"putative RNA-binding protein MEI2 (At1g29400)"
			mips_03_03_02
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At1g34140 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47490 -	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g47870 -	mips_03_03_01_01	"E2F transcription factor like protein"
			mips_03_03_01_01_03
			mips_03_03_01_01_05
			mips_04_05_01_04_01
			mips_04_05_99
			mips_14_10
			mips_14_10_02
			mips_14_10_02_99
			mips_40_10_99
			mips_63_03_01
	at_At1g53650 -	mips_01	"RNA-binding protein, putative"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	Validation Accuracy: 6/25 (24.00%)
	Validation Frequency class 'mips_04_05_05': 95/2463 (3.86%)

	Evaluation on propertest data (3789 items):
	at_At1g01060 -	mips_04_05_01_01	"DNA-binding protein, putative"
			mips_63_07
	at_At1g03460 -	mips_05_07	"putative ribonucleoprotein"
			mips_05_99
			mips_63_03_03
	at_At1g48560 -	mips_03_01_05	"hypothetical protein"
			mips_20_25
			mips_30_10
			mips_30_10_03
	at_At1g67770	mips_01_03	"terminal ear1-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g74230 -	mips_25_05_13	"putative RNA-binding protein"
			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_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At2g02160 -	mips_14_01_03	"unknown protein"
			mips_14_04
			mips_20_25_16
			mips_25_05_25
	at_At2g18090 -	mips_03_01_09	"Unknown protein"
			mips_03_01_09_05
			mips_04_05_01_04_01
			mips_30_10
			mips_30_10_03
	at_At2g18510	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660 -	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g22090 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g24590	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At1g08170 -	mips_03_01_99	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At2g33410 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g41060 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g42240	mips_04_05_05	"putative RNA-binding protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At2g43370	mips_01_03	"putative U1 small nuclear ribonucleoprotein 70 kDa"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g07280 -	mips_13_07	"unknown protein"
			mips_25_05_01
			mips_63_07
			mips_63_17_01
	at_At3g07810 -	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	at_At3g09560 -	mips_02_13	"unknown protein"
			mips_20_25_16
	at_At3g14100	mips_04_05_05	"oligouridylate binding protein, putative"
	at_At3g15010 -	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At1g13190	mips_01	"Unknown protein (At1g13190; F3F19.21)"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At3g20890 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g53500	mips_01	"splicing factor - like protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_03
			mips_63
			mips_63_03
	at_At3g54770	mips_04_05_05	"RNA binding protein - like"
			mips_04_09
			mips_40_10_99
	at_At3g56860 -	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g02430	mips_01_03_16	""
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g04210 -	mips_02_19	"putative membrane trafficking factor"
			mips_03_03_02
			mips_05_07
			mips_14_04_03
			mips_14_04_03_01
			mips_30_90
			mips_30_90_01
			mips_40_27
			mips_43
			mips_43_03
			mips_43_03_01
			mips_43_03_09
	at_At4g10610 -	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g13850 -	mips_14_10	"glycine-rich RNA-binding protein AtGRP2 - like"
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g14300	mips_04_05_05	"ribonucleoprotein like protein"
			mips_04_09
			mips_25_05
			mips_30
			mips_30_10_03
			mips_40_10_99
	at_At4g15880 -	mips_06_07_07	"unknown protein"
			mips_06_13
	at_At4g16300 -	mips_25_05_10	"FCA alpha and beta protein"
	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_At5g02530	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g04210	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	at_At5g19350	mips_01_03	"DNA binding protein ACBF - like"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At5g19960 -	mips_06	"glycine-rich RNA-binding protein - like"
			mips_13
			mips_13_05
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_19
	at_At1g20880 -	mips_01_03	"At1g20880/F9H16_14"
			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_At1g22330 -	mips_01_03	"hypothetical protein"
			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_At5g46250	mips_04_03	"unknown protein"
			mips_04_05_05
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At5g51300	mips_04_05_05	"putative protein"
			mips_04_05_05_01
	at_At5g55670	mips_04_05	"unknown protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_25
			mips_25_05
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
			mips_63_01
			mips_63_03
	at_At5g58350 -	mips_01_02	"MAP kinase"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_01_05
			mips_01_05_04
			mips_06_07
			mips_10_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_14
			mips_14_10
			mips_14_10_02
			mips_40_03
			mips_63_19
	at_At5g62020 -	mips_04_05_01_04_01	"heat shock factor 6"
			mips_11_01_05
			mips_30_10
	Propertest Accuracy: 18/46 (39.13%)
	Propertest Frequency class 'mips_04_05_05': 127/3789 (3.35%)

	New (unknown) data (2463 items):
	at_At1g02170 -	no entry	null
	at_At5g54890 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g58130 -	no entry	null
	at_At5g62760 -	no entry	null
	at_At1g26750 -	no entry	null
	at_At1g31600 -	no entry	null
	at_At1g32540 -	mips_14_10	"putative zinc-finger protein (At1g32540)"
	at_At1g35790 -	no entry	null
	at_At1g42420 -	no entry	null
	at_At1g58470 -	mips_04_99	"putative protein"
	at_At1g60060 -	no entry	null
	at_At1g70990 -	no entry	null
	at_At1g73890 -	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67
			mips_67_13
	at_At1g80420 -	mips_03	"putative DNA repair protein XRCC1 (XRCC1)"
			mips_03_01
			mips_63_01
	at_At2g10650 -	no entry	null
	at_At2g10860 -	no entry	null
	at_At2g15560 -	no entry	null
	at_At2g16910 -	no entry	null
	at_At2g36220 -	no entry	null
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g39750 -	no entry	null
	at_At2g43200 -	no entry	null
	at_At2g47820 -	no entry	null
	at_At3g09170 -	no entry	null
	at_At3g11570 -	no entry	null
	at_At3g21100 -	no entry	null
	at_At3g24680 -	no entry	null
	at_At3g26420 -	no entry	null
	at_At3g28920 -	no entry	null
	at_At3g44510 -	no entry	null
	at_At3g62210 -	no entry	null
	at_At4g00740 -	no entry	null
	at_At4g03300 -	no entry	null
	at_At1g15800 -	no entry	null
	at_At4g07350 -	mips_29	""
	at_At4g18070 -	no entry	null
	at_At4g20350 -	no entry	null
	at_At4g28380 -	mips_10_05	"extensin-like protein"
			mips_40_01
	at_At1g17210 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At5g06050 -	no entry	null
	at_At5g35640 -	no entry	null
	at_At5g39970 -	no entry	null
	at_At5g41100 -	no entry	null
	at_At2g18490 -	no entry	null
	at_At2g37740 -	no entry	null
	at_At2g43500 -	no entry	null
	at_At2g48080 -	no entry	null
	at_At3g07930 -	no entry	null
	at_At3g22800 -	mips_40_01	"hypothetical protein"
	at_At3g55340 -	no entry	null
	at_At4g03130 -	no entry	null
	at_At4g12640 -	no entry	null
	at_At4g37300 -	no entry	null
	at_At5g15130 -	mips_04	"putative protein"
			mips_40_10
	at_At5g42780 -	no entry	null
	at_At5g61020 -	no entry	null
	at_At1g53040 -	no entry	null
	at_At1g67260 -	no entry	null
	at_At1g69420 -	no entry	null
	at_At1g72010 -	no entry	null
	at_At2g02910 -	no entry	null
	at_At2g14010 -	no entry	null
	at_At2g19180 -	no entry	null
	at_At3g13810 -	no entry	null
	at_At4g07890 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At4g24900 -	no entry	null
	at_At1g17640 -	no entry	null
	at_At5g04190 -	no entry	null
	at_At5g04570 -	no entry	null
	at_At5g19950 -	no entry	null
	at_At1g21320 -	no entry	null
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g28930 -	no entry	null
	at_At5g40570 -	no entry	null
	at_At5g41315 -	no entry	null
	at_At5g48610 -	no entry	null
	at_At5g53420 -	no entry	null
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g58880 -	no entry	null
	at_At5g62630 -	no entry	null
	at_At5g64030 -	no entry	null


------------------
Rule 2771
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),a_len(_2,11.0-15.0) = 1
	ss(_1,_3,c,_2),beta_dist(_1,29.93-101.0),c_len(_3,6.0-9.0),a_len(_2,11.0-15.0) = 0
	ss(_1,_3,b,_2),coil_dist(_1,60.98-101.0),c_len(_2,9.0-11.0),b_len(_3,3.0-6.0) = 0
	ss(_1,_3,b,_2),alpha_dist(_1,0.0-13.03),coil_dist(_1,53.24-60.98),c_len(_2,6.0-9.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 0
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),alpha_dist(_1,0.0-13.03),b_len(_4,3.0-6.0) = 1
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4955 items):
	at_At5g56870	mips_01_05_01_01_01	"beta-galactosidase (emb|CAB64740.1)"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At1g43080	mips_01_05_01_01_01	"hypothetical protein"
	at_At1g43090	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g43100	mips_01_05_01_01_01	"hypothetical protein"
	at_At2g15450	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_30_01
	at_At2g15470	mips_01_05_01_01	"putative polygalacturonase"
			mips_01_05_01_01_01
	at_At2g16730	mips_01_05_01_01_01	"putative beta-galactosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At2g23900	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_01_20_99
	at_At1g10640	mips_01_05_01_01_01	"similar to polygalacturonase-like protein"
			mips_30_01
	at_At3g13750	mips_01_05_01_01_01	"galactosidase, putative"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At3g16850	mips_01_05_01_01_01	"polygalacturonase like protein"
			mips_01_20_99
			mips_30_01
	at_At3g42950	mips_01_05_01	"polygalacturonase -like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
			mips_30_01
	at_At3g48950	mips_01_05_01_01_01	"endo-polygalacturonase - like protein"
			mips_01_20_99
			mips_30_01
	at_At3g61490 -	mips_01_20_99	"putative protein"
	at_At4g01890	mips_01_05_01	"putative polygalacturonidase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g17150	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At4g23500	mips_01_05_01_01_01	"putative protein"
			mips_01_20_99
	at_At4g26140	mips_01_05_01_01_01	"putative beta-galactosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	at_At4g35010	mips_01_05_01_01_01	"beta-galactosidase - like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At4g36360	mips_01_05_01_01_01	"beta-galactosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At1g19170	mips_01_05_01_01_01	"putative protein"
			mips_01_20_99
	Training Accuracy: 20/21 (95.24%)
	Training Frequency class 'mips_01_05_01': 494/4955 (9.97%)

	Evaluation on validation data (2463 items):
	at_At1g05660	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g78400	mips_01_05_01_01_01	"similar to exopolygalacturonase precursor sp|Q00293|PGLX_ASPTU"
			mips_30_01
	at_At2g15460	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_30_01
	at_At2g18900 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_02_01
			mips_14_10_02_02_02
			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
	at_At2g28470	mips_01_05_01_01_01	"beta-galactosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At2g40310	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g43860	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At2g43870	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
	at_At3g46740 -	mips_06_04	"chloroplast import-associated channel protein homolog"
			mips_08_02
			mips_40_26
			mips_40_26_03
	at_At3g62110	mips_01_05_01_01_01	"unknown protein"
			mips_01_20_99
	at_At4g00520 -	mips_02	"putative acetyl CoA thioesterase"
			mips_01_06
			mips_01_06_07
			mips_02_25
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_19
	at_At4g23820	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
			mips_30_01
	at_At5g01860 -	mips_63_17_09	"putative zinc finger protein"
	at_At5g14650	mips_01_05_01_01	"polygalacturonase - like protein"
			mips_01_05_01_01_01
	at_At5g20710	mips_01_05_01_01_01	"beta-galactosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At1g31740	mips_01_05_01	"putative protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	at_At1g48100	mips_01_05_01_01_01	"polygalacturonase PG1, putative"
	Validation Accuracy: 13/17 (76.47%)
	Validation Frequency class 'mips_01_05_01': 214/2463 (8.69%)

	Evaluation on propertest data (3789 items):
	at_At1g45130 -	mips_01_20_01	"putative beta-galactosidase emb|CAB64741.1; similar to ESTs gb|N96096.1, gb|AW096565.1, gb|AI994624.1, gb|T42360.1, gb|AI100297.1"
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At2g03200 -	mips_04	"putative chloroplast nucleoid DNA binding protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_20
			mips_20_03
			mips_98
			mips_99
	at_At2g43880	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g07830	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g07970	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g46920 -	mips_01_04	"protein kinase - like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_01
			mips_25_05_13
	at_At3g57790	mips_01_05_01_01_01	"putative protein"
			mips_30_01
	at_At3g59850	mips_01_05	"polygalacturonase-like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30
	at_At4g13760	mips_01_05	"putative polygalacturonase"
			mips_01_05_01_01
			mips_30
	at_At5g61620 -	mips_04	"transcriptional activator - like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_98
			mips_99
	Propertest Accuracy: 6/10 (60.00%)
	Propertest Frequency class 'mips_01_05_01': 338/3789 (8.92%)

	New (unknown) data (2463 items):
	at_At1g02790 -	no entry	null
	at_At5g54920 -	no entry	null
	at_At1g24490 -	no entry	null
	at_At1g66150 -	no entry	null
	at_At3g27400 -	no entry	null
	at_At4g26820 -	no entry	null
	at_At4g28350 -	no entry	null
	at_At5g14010 -	no entry	null
	at_At2g01720 -	no entry	null
	at_At2g15300 -	no entry	null
	at_At2g31460 -	no entry	null
	at_At3g20500 -	no entry	null
	at_At3g52780 -	no entry	null
	at_At4g09680 -	no entry	null
	at_At4g35670 -	no entry	null
	at_At1g44020 -	no entry	null
	at_At1g53730 -	no entry	null
	at_At3g07130 -	no entry	null
	at_At3g18900 -	no entry	null
	at_At3g19550 -	no entry	null
	at_At3g54920 -	no entry	null
	at_At3g57510 -	no entry	null
	at_At4g23370 -	no entry	null
	at_At4g24890 -	no entry	null
	at_At4g27470 -	no entry	null


------------------
Rule 5284
	ss(_1,_3,c,_2),c_len(_3,11.0-15.0),a_len(_2,9.0-11.0),ss(_1,_5,b,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3) = 0
	ss(_1,_3,c,_2),c_len(_3,6.0-9.0),ss(_1,_5,a,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),c_len(_4,6.0-9.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),coil_dist(_1,60.98-101.0),c_len(_2,30.0-1200.0) = 1
	ss(_1,_3,a,_2),ss(_1,_2,c,_4),notequal(_4,_3),notequal(_4,_2),ss(_1,_4,a,_5),notequal(_5,_2),notequal(_5,_4),notequal(_5,_3),c_len(_5,6.0-9.0) = 0
	->  class mips_04_05_01 "mRNA synthesis"

	Evaluation on training data (4955 items):
	at_At1g22690	mips_03_01_09	"putative gibberellin-regulated protein"
			mips_03_01_09_05
			mips_03_01_99
			mips_04_05_01_04_05
			mips_06_01
			mips_40_10_03
	at_At5g51700 -	mips_25_05_15	"similar to RAR1"
			mips_35_03_12
			mips_63_17_09
	at_At5g51910	mips_04	"unknown protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_10
			mips_98
	at_At5g53660 -	mips_25_03	"putative protein"
			mips_40_26
			mips_40_26_03
	at_At5g54680	mips_04_05_01_04_01	"putative bHLH transcription factor (bHLH105)"
			mips_20_05
			mips_48
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_62_02_99
	at_At5g57520 -	mips_63_17	"zinc finger protein ZFP2"
			mips_63_17_09
	at_At5g58850 -	mips_40_10_99	"putative transcription factor MYB119 (MYB119)"
	at_At5g62780 -	mips_06_01	"putative protein"
			mips_11_01_05
			mips_30_07
			mips_40_07
	at_At1g26960 -	mips_14_10	"putative DNA-binding protein"
			mips_14_10_02
			mips_25_05_10
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g29600	mips_01_03	"zinc finger protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_04_05_05_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			mips_13_11_99
			mips_40_03
			mips_63_03
	at_At1g31250 -	mips_20_25_01	"prolin rich protein, putative"
			mips_20_25_01_03
			mips_20_25_01_07
			mips_40_09
			mips_47_03_02
	at_At1g31750 -	mips_08_07	"unknown protein"
			mips_30_02
			mips_40_08
			mips_40_09
			mips_63_09
			mips_63_17_01
			mips_67_13
	at_At1g49210	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
	at_At1g53260	mips_03_03_01_01	"DAG-like protein emb|CAA16610.1"
			mips_03_03_01_01_11
			mips_04_05_01_04_03
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_01
			mips_14_01_03
			mips_25_05_13
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_40_22
			mips_48
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_03_01
	at_At1g54140	mips_04_05_01_01	"unknown protein"
			mips_04_05_01_04_01
			mips_40_10_99
	at_At1g62970 -	mips_20	"unknown protein"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
			mips_20_25_01_07
			mips_40_09
			mips_47
			mips_47_03
			mips_47_03_02
			mips_98
	at_At1g67590 -	mips_14_01_03	"unknown protein"
			mips_25_05_25
			mips_63_07
	at_At1g69780	mips_04	"homeobox gene 13 protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_13
			mips_13_11
			mips_14
			mips_14_04
			mips_14_10
			mips_14_10_02
			mips_25
			mips_25_05
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40_02
			mips_40_10
			mips_63
			mips_63_03
			mips_67
			mips_67_01
			mips_67_04
	at_At1g71000 -	mips_11_01_05	""
			mips_13_11
	at_At1g73410	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_63_03
	at_At2g18380	mips_04_05_01_01	"putative GATA-type zinc finger transcription factor"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
	at_At2g28340 -	mips_25_05_10	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
	at_At1g08000	mips_04_05_01_04_01	"GATA transcription factor 3, putative"
			mips_06_04
			mips_13_11
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_63_17_09
	at_At2g35880 -	mips_13_07	"unknown protein"
			mips_25_05_01
			mips_63_07
	at_At2g42280 -	mips_01_06_10	"putative bHLH transcription factor (bHLH129)"
			mips_14_01_03
			mips_14_10_02
			mips_40_10_05
	at_At2g43010	mips_04	"putative transcription factor BHLH9"
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_04
			mips_20
			mips_20_25
			mips_20_25_16
			mips_25
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40
			mips_40_07
			mips_40_10
			mips_40_10_05
			mips_63
			mips_63_01
			mips_63_03
			mips_99
	at_At2g46590	mips_04_05	"putative DOF zinc finger protein"
			mips_04_05_01
			mips_04_05_01_04
	at_At3g07340 -	mips_01_05_04	"putative bHLH transcription factor (bHLH062)"
			mips_01_06_10
	at_At3g12440 -	mips_03_03_01_01_11	"hypothetical protein"
			mips_40_09
	at_At3g13040 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
			mips_10_05_01
			mips_10_05_01_10
			mips_30
	at_At3g14200 -	mips_06_01	"hypothetical protein"
			mips_11_01_05
	at_At3g15680 -	mips_40_10_05	"putative zinc finger protein"
			mips_67_01
			mips_67_01_05
	at_At3g32940 -	mips_01_07	"hypothetical protein"
			mips_01_07_01
			mips_25_05_25
	at_At3g50870	mips_04_05_01_01	"transcription factor-like protein"
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At3g58720 -	mips_63_17	"putative protein"
			mips_63_17_09
	at_At3g62190 -	mips_06	"putative protein"
			mips_06_01
			mips_11_01_05
			mips_13
			mips_13_11
			mips_62_02_01
			mips_62_02_01_02
			mips_63_01
	at_At4g01120	mips_04_05_01_04_01	"G-box binding bZip transcription factor GBF2 / AtbZip54"
			mips_40_10_03
	at_At4g03120 -	mips_04_05_05	"putative C-type U1 snRNP"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_03
			mips_04_05_05_05
			mips_40_10_99
	at_At4g03510 -	mips_47_03_15	"RMA1 RING zinc finger protein"
			mips_47_03_15_07
			mips_63_17_09
	at_At1g15820 -	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At1g16610 -	mips_25_05_10	"arginine/serine-rich protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At4g11250 -	mips_25_05_15	"putative protein"
			mips_35
			mips_35_03
			mips_35_03_12
	at_At4g19580 -	mips_11_01_05	"putative protein"
			mips_62_02_01_02
	at_At1g17950	mips_04_05_01_01	"unknown protein"
	at_At4g34530 -	mips_01_06_10	"putative bHLH transcription factor (bHLH063)"
			mips_40_07
			mips_63_03_01
	at_At4g35890 -	mips_05	"unknown protein"
			mips_05_99
			mips_10_01
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_29
	at_At4g36240	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_04
			mips_25
			mips_63_03
	at_At4g36620	mips_04_05_01_01	"transcription factor like protein"
			mips_25_05_10
	at_At4g36740	mips_04_05	"homeodomain protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_04
			mips_20
			mips_20_07
			mips_20_07_07
			mips_25
			mips_25_05
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_10_03
			mips_63_03
	at_At4g37790 -	mips_14_10	"homeobox protein (HAT22)"
			mips_14_10_02
			mips_25_05_13
			mips_25_05_15
			mips_63_03_01
	at_At4g38000	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_10
	at_At4g38550 -	mips_01_06_04	"Phospholipase like protein"
	at_At5g06510	mips_04_05	"transcription factor-like protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_63_03
	at_At5g10380 -	mips_40_04_05	"putative protein"
	at_At5g11710 -	mips_08_07	"clathrin binding protein - like"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33
			mips_33_03
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At1g19310 -	mips_47	"unknown protein"
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17
			mips_63_17_09
	at_At5g15150	mips_04_05_01_01	"homeobox protein"
			mips_04_05_01_04_99
			mips_04_05_99
			mips_04_99
			mips_13_07
			mips_14_01_03
			mips_14_04_07
			mips_25_05_10
			mips_25_05_17
			mips_33_03_13
			mips_33_03_99
			mips_35_03_17
			mips_47_03_01
	at_At5g17160 -	mips_03_01_09	"putative protein (fragment)"
			mips_03_01_99
			mips_20_25_16
	at_At5g41520 -	mips_05_01	"unknown protein"
			mips_05_01_01
			mips_63_03_01
			mips_63_03_03
	Training Accuracy: 22/59 (37.29%)
	Training Frequency class 'mips_04_05_01': 359/4955 (7.25%)

	Evaluation on validation data (2463 items):
	at_At1g63530 -	mips_25_05_15	"unknown protein"
			mips_35_03_12
			mips_40_10_05
	at_At2g01600 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_06_10
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_40_09
	at_At2g12890 -	mips_04_05_05	"pseudogene"
			mips_04_05_05_01
			mips_40_10_99
	at_At2g17770 -	mips_40_10_05	"bZIP transcription factor atbzip27"
	at_At2g26410 -	mips_10_05	"putative SF16 protein {Helianthus annuus}"
			mips_30_03
			mips_40_04
			mips_40_10_99
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_06
	at_At1g07350 -	mips_03	"transformer-SR ribonucleoprotein, putative"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_33
			mips_33_03
			mips_33_03_99
			mips_40_04
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_06
			mips_63_19
	at_At2g34820	mips_04_05_01_04_01	"putative bHLH transcription factor (bHLH053)"
			mips_40_10_03
	at_At2g35210 -	mips_04_09	"unknown protein"
			mips_08_16
			mips_08_19
			mips_40_09
			mips_40_10_05
			mips_62_02_01_01
	at_At2g36320	mips_04_05_01_01	"unknown protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
			mips_08_07
			mips_08_07_22
			mips_10_01_05_05
			mips_10_01_05_05_01
	at_At2g45050 -	mips_01_02_04	"putative GATA-type zinc finger transcription factor"
			mips_25_05_10
	at_At3g12680 -	mips_63_03_01	"floral homeotic protein HUA1 (HUA1)"
	at_At3g16350	mips_04_05_01_04_03	"putative MYB family transcription factor"
	at_At3g44460	mips_04_05_01_01	"bZIP transcription factor DPBF2 / AtbZip67"
	at_At1g12440	mips_04_05_01_01	"hypothetical protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
			mips_08_07_22
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
	at_At4g00850	mips_04_05_01_01	"unknown protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
	at_At4g12040	mips_04	"unknown protein"
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
			mips_08_07_22
			mips_10
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_10
			mips_63_19
	at_At4g22820	mips_04_05_01_01	"predicted protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
	at_At1g17970 -	mips_03_03_04	"unknown protein"
			mips_03_03_04_07
	at_At4g28990 -	mips_04_05_99	"putative protein"
			mips_40_10_99
			mips_63_03_03
	at_At4g34680 -	mips_25_05_10	"GATA transcription factor 3"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g04170 -	mips_10_01_09	"EF - hand Calcium binding protein - like"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g25830	mips_04_05_01_04_01	"GATA transcription factor - like"
	at_At5g26930	mips_04_05_01_04_01	"unknown protein"
			mips_04_05_01_04_05
	at_At5g67120 -	mips_43	"putative protein"
			mips_43_03
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_48
	at_At1g49720	mips_01_20_37	"abscisic acid responsive elements-binding factor (ABRE/ABF1)/ bZip transcription factor AtbZip35"
			mips_01_20_37_01
			mips_04_05_01_04_01
			mips_06_10
			mips_11_01_01
			mips_11_07
			mips_11_07_07
			mips_11_07_07_03
			mips_40_10_03
	Validation Accuracy: 11/25 (44.00%)
	Validation Frequency class 'mips_04_05_01': 184/2463 (7.47%)

	Evaluation on propertest data (3789 items):
	at_At1g01110 -	mips_30_03	"unknown protein"
			mips_62_02_01_01
			mips_63_06
	at_At1g03790 -	mips_08_07_22	"unknown protein"
			mips_11_10
			mips_11_10_03
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_13_11_03_05
			mips_62_02_07
			mips_62_02_99
			mips_63_17_09
	at_At1g32150	mips_04_05_01_01	"bZip transcription factor AtbZip68"
			mips_11_01_01
			mips_30_10
			mips_43
			mips_43_03
			mips_43_03_13
			mips_47_03_01
	at_At1g49850 -	mips_01_06_01	"RING-H2 finger protein RHY1a"
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_40_22
			mips_63_17
			mips_63_17_09
	at_At1g53190 -	mips_43	"putative RING finger protein gb|AAD17397.1; similar to ESTs dbj|AV43597.1, gb|AA598107.1"
			mips_43_03
			mips_43_03_13
			mips_47_03_01
	at_At1g54160	mips_04_05_01	"Unknown protein (F15I1.26)"
			mips_04_05_01_04
			mips_63_03
	at_At1g70620 -	mips_20_25_16	"unknown protein"
	at_At1g72220 -	mips_40_04	"RING-H2 zinc finger protein ATL3, putative"
			mips_40_04_05
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17_09
	at_At1g74670 -	mips_20_20	"GAST1-like protein"
			mips_20_20_18
	at_At1g76930 -	mips_03_03_01_01	"extensin 4 (atExt4)"
			mips_03_03_01_01_09
			mips_03_03_01_02
			mips_03_03_02
			mips_33
			mips_33_03
			mips_33_03_02
			mips_43
			mips_43_03
			mips_43_03_02
	at_At2g07440 -	mips_10_01_05	"putative two-component response regulator protein"
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
			mips_63_03_01
	at_At2g14900 -	mips_20_20	"similar to gibberellin-regulated proteins"
			mips_20_20_18
	at_At2g20030	mips_03	"putative RING zinc finger protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_25
			mips_25_05
			mips_25_05_01
			mips_33_03_02
			mips_33_03_07
			mips_40_03
			mips_45
			mips_45_03
			mips_45_03_03
			mips_45_03_03_01
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_02
			mips_63_01
			mips_63_03
			mips_63_17_09
	at_At2g22160 -	mips_02	"putative cysteine proteinase"
			mips_02_99
			mips_06_13
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_11
			mips_11_01
			mips_40_25
	at_At2g24980 -	mips_20_25_01	"unknown protein"
			mips_20_25_01_03
			mips_20_25_01_07
			mips_20_25_16
			mips_47_03_02
	at_At2g30810 -	mips_20_20	"putative gibberellin-regulated protein"
			mips_20_20_18
	at_At2g35530 -	mips_13_11	"bZIP transcription factor AtbZip16"
			mips_13_11_03
			mips_13_11_03_07
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_29
	at_At2g40100 -	mips_02	"putative chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At2g43140 -	mips_25_05_15	"putative bHLH transcription factor (bHLH130)"
			mips_35
			mips_35_03
			mips_35_03_12
	at_At2g44910 -	mips_14_01_01	"homeodomain transcription factor (ATHB-4)"
			mips_14_04
			mips_14_04_07
	at_At3g09000 -	mips_25	"putative protein"
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_04
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63
			mips_63_01
	at_At3g12630	mips_04_05_01_01	"unknown protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
	at_At3g13310 -	mips_11_01_05	"DnaJ protein, putative"
			mips_62_02_01_02
	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_At4g09120 -	mips_20_25_16	"putative protein"
			mips_47_03_15
			mips_47_03_15_07
	at_At4g09600 -	mips_20_20	"gibberellin-regulated protein GASA3 precursor"
			mips_20_20_18
	at_At4g17460 -	mips_25_05_10	"homeobox-leucine zipper protein HAT1 (hd-zip protein 1)"
			mips_25_05_13
	at_At4g17520 -	mips_04_05_05_11	"nuclear RNA binding protein A-like protein"
			mips_63_03_03
	at_At4g22250 -	mips_14_04_03_03	"hypothetical protein"
			mips_48
	at_At4g24470 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
	at_At4g26400 -	mips_03_03_01	"putative protein"
			mips_03_03_01_01
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_08_01
			mips_40_10
	at_At4g38560 -	mips_01_06_04	"Phospholipase like protein"
	at_At5g08520 -	mips_10_05_01	"putative protein"
			mips_10_05_01_10
	at_At5g14920 -	mips_20_20	"unknown protein"
			mips_20_20_18
	at_At5g15230 -	mips_20_20	"GASA4"
			mips_20_20_18
	at_At5g18550 -	mips_63_03_01	"zinc finger -like protein"
	at_At5g19490 -	mips_40_10_99	"putative protein"
	at_At5g25490 -	mips_40_10_05	"putative protein"
			mips_67_01
			mips_67_01_05
	at_At5g41430	mips_04	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_98
	at_At5g44080 -	mips_40_10_05	"bZIP protein AtbZIP13"
	at_At5g44780 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
			mips_29
	at_At1g26110 -	mips_06_10	"putative protein"
			mips_13_07
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
			mips_20_25_01_07
			mips_20_25_16
			mips_20_25_16_09
			mips_40_27
			mips_40_27_99
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_17
			mips_63_17_09
	Propertest Accuracy: 6/42 (14.29%)
	Propertest Frequency class 'mips_04_05_01': 264/3789 (6.97%)

	New (unknown) data (2463 items):
	at_At1g02340 -	no entry	null
	at_At1g02750 -	no entry	null
	at_At1g02900 -	no entry	null
	at_At1g21510 -	no entry	null
	at_At5g43420 -	no entry	null
	at_At5g43540 -	no entry	null
	at_At5g44260 -	mips_14_01	"zinc finger like protein"
			mips_25_03
	at_At5g44540 -	no entry	null
	at_At5g46780 -	no entry	null
	at_At5g49080 -	mips_30_01	"putative protein"
			mips_40_01
	at_At5g49280 -	no entry	null
	at_At5g49640 -	no entry	null
	at_At5g51190 -	no entry	null
	at_At5g53830 -	no entry	null
	at_At5g57000 -	no entry	null
	at_At5g59170 -	mips_40_01	"cell wall protein"
	at_At5g60200 -	no entry	null
	at_At5g61610 -	mips_20_25	"putative protein"
	at_At5g61910 -	no entry	null
	at_At5g63260 -	no entry	null
	at_At1g24630 -	no entry	null
	at_At1g25440 -	mips_11_01	"hypothetical protein"
			mips_25_03
	at_At1g26250 -	no entry	null
	at_At5g66270 -	no entry	null
	at_At1g27640 -	no entry	null
	at_At1g28630 -	no entry	null
	at_At1g29010 -	no entry	null
	at_At1g29640 -	no entry	null
	at_At1g49680 -	no entry	null
	at_At1g51700 -	no entry	null
	at_At1g54460 -	no entry	null
	at_At1g03800 -	no entry	null
	at_At1g04000 -	no entry	null
	at_At1g04330 -	no entry	null
	at_At1g05290 -	no entry	null
	at_At1g60210 -	no entry	null
	at_At1g64380 -	no entry	null
	at_At1g72690 -	no entry	null
	at_At1g76230 -	no entry	null
	at_At1g78310 -	no entry	null
	at_At2g20080 -	no entry	null
	at_At2g22470 -	no entry	null
	at_At2g22510 -	no entry	null
	at_At2g23110 -	no entry	null
	at_At2g27130 -	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At2g28400 -	no entry	null
	at_At1g09670 -	no entry	null
	at_At1g10120 -	no entry	null
	at_At2g32310 -	mips_25_03	"hypothetical protein"
	at_At2g33780 -	no entry	null
	at_At2g34720 -	no entry	null
	at_At2g35910 -	no entry	null
	at_At2g36020 -	no entry	null
	at_At2g41010 -	no entry	null
	at_At2g44290 -	mips_08_16	"non-specific lipid transfer protein (nLTP) like protein"
			mips_08_99
			mips_67_13
	at_At2g44440 -	no entry	null
	at_At2g44720 -	no entry	null
	at_At2g45680 -	no entry	null
	at_At2g46420 -	no entry	null
	at_At3g09710 -	mips_20_25	"putative SF16 protein"
	at_At1g11480 -	no entry	null
	at_At3g14020 -	no entry	null
	at_At3g15790 -	no entry	null
	at_At3g19290 -	no entry	null
	at_At3g20910 -	no entry	null
	at_At3g23130 -	no entry	null
	at_At3g30670 -	mips_29	"hypothetical protein"
	at_At3g42190 -	no entry	null
	at_At3g43020 -	no entry	null
	at_At3g46750 -	no entry	null
	at_At3g48440 -	no entry	null
	at_At3g49930 -	no entry	null
	at_At3g50410 -	no entry	null
	at_At3g54580 -	no entry	null
	at_At3g55370 -	no entry	null
	at_At3g59060 -	no entry	null
	at_At3g60230 -	no entry	null
	at_At3g60530 -	no entry	null
	at_At4g00220 -	no entry	null
	at_At4g00890 -	mips_63_07	""
	at_At4g00940 -	no entry	null
	at_At4g02170 -	no entry	null
	at_At4g04900 -	no entry	null
	at_At4g05170 -	no entry	null
	at_At4g09830 -	no entry	null
	at_At4g11430 -	no entry	null
	at_At4g12340 -	no entry	null
	at_At4g13390 -	mips_30_01	"extensin-like protein"
	at_At4g22470 -	no entry	null
	at_At4g23480 -	no entry	null
	at_At4g28180 -	no entry	null
	at_At1g17380 -	mips_10	"unknown protein"
			mips_40_10
	at_At4g30070 -	no entry	null
	at_At4g36730 -	mips_30_10	"G-box binding bZip transcription factor GBF1 / AtbZip41"
	at_At5g03230 -	no entry	null
	at_At5g05280 -	no entry	null
	at_At5g06640 -	mips_30_01	"putative protein"
			mips_40_01
	at_At5g07040 -	no entry	null
	at_At5g08770 -	no entry	null
	at_At5g12840 -	no entry	null
	at_At5g15510 -	no entry	null
	at_At5g15600 -	no entry	null
	at_At5g15790 -	no entry	null
	at_At5g16200 -	no entry	null
	at_At5g16820 -	mips_30_10	"Heat Shock Factor 3"
	at_At5g30460 -	mips_29	"putative protein"
			mips_99
	at_At5g33210 -	no entry	null
	at_At5g35090 -	no entry	null
	at_At5g36960 -	no entry	null
	at_At5g38740 -	no entry	null
	at_At5g40430 -	no entry	null
	at_At5g41560 -	no entry	null
	at_At5g42290 -	no entry	null
	at_At1g02700 -	no entry	null
	at_At1g62530 -	no entry	null
	at_At1g76410 -	mips_04	"putative RING zinc finger protein"
			mips_98
	at_At1g77970 -	no entry	null
	at_At1g80450 -	no entry	null
	at_At2g17240 -	no entry	null
	at_At2g17400 -	no entry	null
	at_At2g20870 -	no entry	null
	at_At2g26580 -	no entry	null
	at_At2g28390 -	no entry	null
	at_At2g28510 -	no entry	null
	at_At1g07090 -	no entry	null
	at_At1g07330 -	no entry	null
	at_At1g08790 -	no entry	null
	at_At1g10480 -	no entry	null
	at_At2g33520 -	no entry	null
	at_At2g35470 -	no entry	null
	at_At2g37300 -	no entry	null
	at_At2g42360 -	no entry	null
	at_At2g42610 -	no entry	null
	at_At3g16760 -	no entry	null
	at_At3g19580 -	no entry	null
	at_At3g21270 -	no entry	null
	at_At3g21400 -	no entry	null
	at_At3g45370 -	no entry	null
	at_At3g50610 -	no entry	null
	at_At3g51180 -	no entry	null
	at_At3g51810 -	no entry	null
	at_At3g54590 -	no entry	null
	at_At3g61850 -	no entry	null
	at_At4g00820 -	no entry	null
	at_At4g02140 -	no entry	null
	at_At4g04730 -	no entry	null
	at_At4g08410 -	mips_30_01	"extensin-like protein"
			mips_40_01
	at_At4g13040 -	no entry	null
	at_At4g18880 -	no entry	null
	at_At4g21040 -	no entry	null
	at_At1g19610 -	no entry	null
	at_At4g33450 -	no entry	null
	at_At4g37710 -	no entry	null
	at_At5g01280 -	no entry	null
	at_At5g03510 -	no entry	null
	at_At5g07570 -	mips_13_07	"glycine/proline-rich protein"
			mips_20
			mips_40_02
	at_At5g09520 -	no entry	null
	at_At5g09530 -	mips_10	"periaxin - like protein"
			mips_13
			mips_13_07
			mips_63_19
			mips_67
	at_At5g09750 -	no entry	null
	at_At5g09960 -	no entry	null
	at_At5g23130 -	mips_30_01	"unknown protein"
	at_At5g35140 -	no entry	null
	at_At5g36760 -	no entry	null
	at_At5g40120 -	no entry	null
	at_At1g21310 -	no entry	null
	at_At1g21340 -	no entry	null
	at_At5g43170 -	mips_63_01	"Cys2/His2-type zinc finger protein 3 (dbj|BAA85109.1)"
			mips_63_03
	at_At5g59080 -	no entry	null
	at_At5g62550 -	no entry	null
	at_At5g64310 -	no entry	null
	at_At5g67450 -	no entry	null
	at_At1g26260 -	no entry	null
	at_At1g26620 -	no entry	null
	at_At1g28310 -	no entry	null
	at_At1g31580 -	no entry	null
	at_At1g35330 -	no entry	null
	at_At1g49230 -	no entry	null
	at_At1g01730 -	no entry	null
	at_At1g03320 -	no entry	null
	at_At1g03820 -	no entry	null
	at_At1g53010 -	no entry	null
	at_At1g60670 -	no entry	null
	at_At1g68480 -	no entry	null
	at_At1g73550 -	mips_08	""
			mips_08_99
			mips_67_13
	at_At1g04990 -	no entry	null
	at_At1g74660 -	no entry	null
	at_At1g78080 -	no entry	null
	at_At1g80730 -	no entry	null
	at_At2g03810 -	no entry	null
	at_At2g14340 -	no entry	null
	at_At2g18070 -	no entry	null
	at_At2g19030 -	no entry	null
	at_At2g19810 -	no entry	null
	at_At2g20070 -	no entry	null
	at_At2g25920 -	no entry	null
	at_At2g28540 -	no entry	null
	at_At1g07640 -	no entry	null
	at_At2g33690 -	no entry	null
	at_At2g33850 -	no entry	null
	at_At2g37070 -	no entry	null
	at_At2g39870 -	no entry	null
	at_At2g41070 -	no entry	null
	at_At2g42190 -	no entry	null
	at_At2g42410 -	no entry	null
	at_At2g42430 -	no entry	null
	at_At2g42440 -	no entry	null
	at_At2g47560 -	no entry	null
	at_At3g07230 -	no entry	null
	at_At3g15300 -	no entry	null
	at_At3g18050 -	no entry	null
	at_At1g13400 -	no entry	null
	at_At3g22610 -	no entry	null
	at_At3g23170 -	no entry	null
	at_At3g45170 -	no entry	null
	at_At3g45610 -	no entry	null
	at_At3g50350 -	no entry	null
	at_At3g52440 -	no entry	null
	at_At3g53600 -	no entry	null
	at_At3g62090 -	no entry	null
	at_At4g02640 -	mips_65	"bZIP protein Atbzip10"
	at_At4g08400 -	mips_30_01	"extensin-like protein"
			mips_40_01
	at_At4g09030 -	mips_40_01	"arabinogalactan-protein AGP10"
	at_At4g17920 -	no entry	null
	at_At4g20020 -	no entry	null
	at_At4g20420 -	no entry	null
	at_At4g21340 -	no entry	null
	at_At4g25580 -	no entry	null
	at_At4g26130 -	no entry	null
	at_At4g26880 -	no entry	null
	at_At1g18330 -	no entry	null
	at_At1g18840 -	mips_63_06	"hypothetical protein"
	at_At4g28790 -	no entry	null
	at_At4g28870 -	no entry	null
	at_At4g34410 -	no entry	null
	at_At4g38080 -	no entry	null
	at_At5g06630 -	mips_30_01	"putative protein"
			mips_40_01
	at_At5g06650 -	no entry	null
	at_At5g07500 -	no entry	null
	at_At5g09480 -	no entry	null
	at_At5g09940 -	no entry	null
	at_At5g13310 -	no entry	null
	at_At5g13970 -	no entry	null
	at_At1g22500 -	no entry	null
	at_At5g22040 -	no entry	null
	at_At5g25160 -	no entry	null
	at_At5g35190 -	mips_40_01	"extensin -like protein"
	at_At5g47390 -	no entry	null
	at_At5g52300 -	no entry	null
	at_At1g26600 -	no entry	null
	at_At1g28400 -	no entry	null
	at_At5g57370 -	no entry	null
	at_At5g60680 -	no entry	null
	at_At5g64690 -	no entry	null
	at_At5g64780 -	no entry	null
	at_At5g65330 -	no entry	null
	at_At5g65390 -	no entry	null
	at_At5g65590 -	no entry	null
	at_At1g30970 -	mips_63_03	"putative 11-zinc finger protein"


------------------
Rule 5844
	ss(_1,_3,b,_2),coil_dist(_1,41.76-48.08),a_len(_2,6.0-9.0) = 0
	ss(_1,_3,c,_2),beta_dist(_1,5.15-11.94),c_len(_3,1.0-3.0),a_len(_2,30.0-1200.0) = 0
	ss(_1,_3,c,_2),c_len(_3,30.0-1200.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),coil_dist(_1,41.76-48.08) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,1.0-3.0) = 0
	ss(_1,_3,c,_2),c_len(_3,9.0-11.0),ss(_1,_2,a,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,9.0-11.0) = 0
	ss(_1,_3,c,_2),c_len(_3,3.0-6.0),ss(_1,_2,b,_4),notequal(_4,_3),notequal(_4,_2),c_len(_4,9.0-11.0) = 0
	ss(_1,_3,c,_2),a_len(_2,1.0-3.0),ss(_1,_5,a,_4),notequal(_5,_2),notequal(_5,_3),notequal(_4,_2),notequal(_4,_3),ss(_1,_4,c,_6),notequal(_6,_5),notequal(_6,_4),notequal(_6,_2),notequal(_6,_3) = 1
	ss(_1,_3,b,_2),alpha_dist(_1,45.54-101.0),b_len(_3,3.0-6.0),a_len(_2,15.0-30.0) = 1
	ss(_1,_3,b,_2),b_len(_3,11.0-15.0),ss(_1,_5,b,_4),notequal(_5,_3),notequal(_5,_2),notequal(_4,_3),notequal(_4,_2),a_len(_4,11.0-15.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,11.94-19.41),c_len(_2,15.0-30.0),a_len(_3,11.0-15.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,5.15-11.94),c_len(_2,9.0-11.0),a_len(_3,1.0-3.0) = 0
	ss(_1,_3,a,_2),beta_dist(_1,0.0-5.15),c_len(_2,1.0-3.0),a_len(_3,30.0-1200.0) = 0
	->  class mips_01_05_07 "C-compound, carbohydrate transport"

	Evaluation on training data (4955 items):
	at_At1g01790 -	mips_13	"K Efflux antiporter KEA1"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At5g42420 -	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g45380 -	mips_08	"urea active transporter-like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_13_01_03
			mips_13_01_03_99
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_07
			mips_67_07_99
			mips_67_21
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At5g53550 -	mips_14_04_03	"EspB-like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g55950 -	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g62890 -	mips_01_03_19	"permease 1 - like protein"
			mips_67_07
			mips_67_07_99
			mips_67_50_03
			mips_67_99
	at_At5g67340 -	mips_06_04	"putative protein"
			mips_08
			mips_10_01
			mips_10_01_01
			mips_40_03
			mips_63_01
	at_At1g30560	mips_01_05_07	"unknown protein, 5' partial"
			mips_08_19
			mips_45_03_17
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At1g47240 -	mips_08_19	"stress response protein Nramp2"
			mips_11_05_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_20_25
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At1g47590 -	mips_08_16	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At1g50310	mips_01_05_04	"hexose transporter, putative"
			mips_01_05_07
			mips_08_19
			mips_67_07
	at_At1g54370 -	mips_67_01	"Na+/H+ exchanger 5 (NHX5)"
			mips_67_50_05
	at_At1g05030	mips_01	"putative sugar transporter protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	at_At1g55930 -	mips_11_05	"unknown protein"
			mips_11_05_05
			mips_11_05_05_01
			mips_11_07_05
			mips_13_01_01
			mips_13_01_01_01
			mips_40_30
			mips_67_04_01
			mips_67_04_01_01
	at_At1g66570 -	mips_33	"hypothetical protein"
			mips_33_03
			mips_33_03_99
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g70260 -	mips_01_05_01_03	"hypothetical protein"
			mips_01_05_01_03_02
			mips_25_03
	at_At1g71890 -	mips_33	"putative sucrose transport protein"
			mips_33_03
			mips_33_03_99
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g76800 -	mips_13_01	"nodulin-like protein"
			mips_13_01_01
			mips_13_01_01_99
	at_At1g06970 -	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g16120	mips_01_05	"putative sugar transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At2g28520 -	mips_40_25	"putative vacuolar proton-ATPase subunit"
			mips_47_03_07
			mips_47_03_07_01
			mips_67_04_01
			mips_67_04_01_02
	at_At1g08930	mips_01_05_07	"ERD6 protein"
			mips_08_19
			mips_67_07
	at_At1g08960 -	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
			mips_67_50_05
	at_At2g33820	mips_01_05_07	"putative mitochondrial carrier protein"
			mips_08_04
			mips_67_07
	at_At2g38060 -	mips_01	"putative Na+-dependent inorganic phosphate cotransporter"
			mips_01_04_07
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
			mips_67_50_03_03
			mips_98
	at_At2g43240	mips_01_05_07	"unknown protein"
			mips_06_07_02
			mips_08_07
			mips_08_07_05
			mips_40_08
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At2g43330	mips_01_05_07	"membrane transporter like protein"
			mips_08_19
			mips_67_07
	at_At1g12500 -	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At3g17130 -	mips_01_05_99	"hypothetical protein"
			mips_40_01
	at_At3g21160 -	mips_01_05_01_01_02	"putative alpha 1,2-mannosidase"
	at_At3g24290 -	mips_08_19	"ammonium transporter, putative"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At3g30340 -	mips_01_04	"hypothetical protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At3g47420	mips_01_04	"putative sugar transporter protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At3g62270 -	mips_10_05	"putative protein"
			mips_13_01
			mips_13_01_03
			mips_14_01
			mips_40_02
			mips_67_04
			mips_67_04_07
			mips_67_04_07_09
			mips_67_04_07_99
			mips_67_50
			mips_67_50_05
	at_At4g00370	mips_01	""
			mips_01_04
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_40
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
			mips_98
	at_At1g16390	mips_01_05_07	"putative transport protein"
			mips_11_07_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_04_01
			mips_67_07
			mips_67_21
	at_At4g16480	mips_01_05_07	"membrane transporter like protein"
			mips_01_06_13
			mips_02_11
			mips_08_19
			mips_67_07
			mips_67_15
	at_At4g21480	mips_01_05	"glucose transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At4g25220	mips_01_05_07	"putative protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g18940	mips_01_05_07	"hypothetical protein"
			mips_67_07
			mips_67_99
	at_At4g31340 -	mips_25_05_01	"unknown protein"
			mips_63_06
	at_At4g31600 -	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g34950	mips_01_05_07	"putative protein"
			mips_01_06
			mips_01_06_13
			mips_08_16
			mips_08_19
			mips_40_02
			mips_40_30
			mips_63_99
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At4g39390 -	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g03570 -	mips_14	"transporter like protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At1g19450	mips_01_05_07	"integral membrane protein, putative"
			mips_08_19
			mips_67
			mips_67_07
	at_At1g20860	mips_01_04_07	"putative inorganic phosphate transporter protein"
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67
			mips_67_04_07
			mips_67_07
	at_At5g14120	mips_01_01	"nodulin-like protein"
			mips_01_01_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_16
			mips_63_99
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_99
			mips_67_10
	at_At5g15100 -	mips_20_20	"auxin transport protein - like"
			mips_20_20_18
			mips_67_99
	at_At5g16150	mips_01_05	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_40_30
			mips_67
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At5g16740 -	mips_01_01_07	"putative protein"
			mips_67_10
			mips_67_12
	at_At5g17010	mips_01_05_07	"sugar transporter - like protein"
			mips_08_19
			mips_67_07
	at_At5g17630 -	mips_01_05_01	"glucose 6 phosphate/phosphate translocator-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g17860 -	mips_67_04	"potassium-dependent sodium-calcium exchanger - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At5g20380 -	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g23270	mips_01_05_04	"monosaccharide transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At5g33320 -	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g38820 -	mips_01_01_07	"transporter -like protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	Training Accuracy: 22/58 (37.93%)
	Training Frequency class 'mips_01_05_07': 78/4955 (1.57%)

	Evaluation on validation data (2463 items):
	at_At1g54730	mips_01_05_04	"Unknown protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g60030 -	mips_01_03_19	"hypothetical protein"
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g67300	mips_01	"putative transport protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	at_At2g05760 -	mips_01_03	"putative membrane transporter"
			mips_01_03_19
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At2g20780	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			mips_67_07
	at_At1g06470 -	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g06890 -	mips_01_05_01	"unknown protein (At1g06890)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_10_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g08890	mips_01_05_04	"putative sugar transport protein, ERD6"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_40_30
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At2g38940	mips_01_04	"phosphate transporter (AtPT2)"
			mips_01_04_07
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At3g14410 -	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g17430 -	mips_01_05_01	"Unknown protein (At3g17430; MTO12.2)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g19940	mips_01_05_07	"putative monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At3g45060 -	mips_01_04_07	"high-affinity nitrate transporter - like protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At3g62470 -	mips_04_05_99	"putative protein"
	at_At3g62540 -	mips_04_05_99	"putative protein"
	at_At4g22340 -	mips_13_11_01	"CDP-diacylglycerol synthetase-like protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_30_02
			mips_40_10_05
	at_At4g30350 -	mips_06_01	"putative protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At4g30420 -	mips_01_05	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_98
	at_At4g33700 -	mips_11	"unknown protein"
			mips_11_05
			mips_11_05_05
			mips_11_05_05_01
			mips_11_07
			mips_11_07_05
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_30
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At5g16070 -	mips_25_05_25	"TCP-1 chaperonin-like protein"
			mips_30_04_03
			mips_30_04_05
			mips_47_03_15
			mips_47_03_15_07
	at_At5g27350	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_67_07
	at_At1g21870 -	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g48370 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At1g54090 -	mips_08_16	"hypothetical protein"
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	Validation Accuracy: 7/24 (29.17%)
	Validation Frequency class 'mips_01_05_07': 36/2463 (1.46%)

	Evaluation on propertest data (3789 items):
	at_At1g34580	mips_01	"monosaccharide transporter, putative"
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At1g64780 -	mips_08_19	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At1g65040 -	mips_25_05_13	""
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40_07
			mips_63_17_09
	at_At1g74810 -	mips_67	"putative anion exchanger"
			mips_67_04_07
			mips_67_50_03
			mips_67_50_05
	at_At1g75220	mips_01_05_07	"integral membrane protein, putative"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g79410	mips_01_05_07	"hypothetical protein"
			mips_67_04
			mips_67_07
			mips_67_21
	at_At2g13650 -	mips_01_05_01_03_02	"putative vanadate resistance protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At2g16970	mips_01_05_07	"putative tetracycline transporter protein"
			mips_08_16
			mips_11_07_05
			mips_40_30
			mips_67_07
			mips_67_28
			mips_67_50_05
	at_At2g18480	mips_01_05_04	"putative sugar transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At2g23150 -	mips_08_19	"putative metal ion transporter (NRAMP)"
			mips_11_05_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At1g08920	mips_01_05_04	"putative sugar transport protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At2g34190 -	mips_01_03	"putative membrane transporter"
			mips_01_03_19
			mips_03_01
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At2g38170 -	mips_08_13	"Ca2+ antiporter like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_13_05
			mips_40_25
			mips_40_30
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
			mips_67_50_05_01
	at_At2g45950 -	mips_04_05_01_04_99	"SKP1-like protein"
			mips_14_01
			mips_14_01_03
			mips_30_04
			mips_40_10_99
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At3g10290 -	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g13050	mips_01_05_04	"putative transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g16090 -	mips_25_05_10	"putative zinc finger protein"
	at_At3g19930	mips_01_05_07	"monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At1g10540 -	mips_01_03	"putative permease"
			mips_01_03_19
			mips_03_01
			mips_08
			mips_40_02
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g11260	mips_01_05_07	"glucose transporter"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At3g20460	mips_01_05_04	"sugar transporter, putative"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g44930 -	mips_67_04_01	"putative protein"
			mips_67_04_01_02
	at_At3g53560 -	mips_06_07_02	"putative protein"
			mips_06_07_02_01
			mips_06_13_01
	at_At1g16380 -	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At4g12030 -	mips_13_01	"Sodium Bile acid symporter (SBF) like protein"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At4g15230 -	mips_01_07	"ABC transporter like protein"
			mips_01_07_01
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g24120 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At1g19780 -	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel, putative"
			mips_10_05_01_10
			mips_13_05
			mips_67_01
			mips_67_01_01
	at_At5g02410 -	mips_01_05_04	"putative protein"
	at_At5g13760 -	mips_67_07	"unknown protein"
			mips_67_07_99
			mips_67_12
	at_At5g14570	mips_01_04_07	"high affinity nitrate transporter - like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50_03
	at_At1g23480 -	mips_01_05_01_03_02	"putative glucosyltransferase"
			mips_30_34
			mips_30_34_03
	at_At5g26820 -	mips_67_04_01	"unknown protein"
			mips_67_04_01_01
	at_At5g43370	mips_01_04_07	"inorganic phosphate transporter (dbj|BAA24282.1)"
			mips_01_05_07
			mips_08_19
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04_07
			mips_67_07
	at_At5g43610 -	mips_33_03_99	"sucrose transporter protein"
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50_03
	at_At5g44370	mips_01_04_07	"Na+-dependent inorganic phosphate cotransporter-like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
	at_At5g51540 -	mips_01_20_37	"putative protein"
			mips_06_13_01
			mips_06_13_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_30_16
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At5g54800 -	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g60780 -	mips_67_04_07	"high affinity nitrate transporter protein - like"
			mips_67_50_03
	at_At5g61520	mips_01_05_07	"monosaccharide transporter STP3"
			mips_08_19
			mips_67_07
	Propertest Accuracy: 14/40 (35.00%)
	Propertest Frequency class 'mips_01_05_07': 46/3789 (1.21%)

	New (unknown) data (2463 items):
	at_At1g01020 -	mips_99	"unknown protein"
	at_At5g45460 -	no entry	null
	at_At5g45480 -	no entry	null
	at_At5g46530 -	no entry	null
	at_At5g55740 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At1g29310 -	mips_08_99	"transport protein sec61 alpha subunit, putative"
			mips_67_99
	at_At1g31720 -	no entry	null
	at_At1g43630 -	no entry	null
	at_At1g50240 -	no entry	null
	at_At1g52580 -	no entry	null
	at_At1g03670 -	mips_63_07	"hypothetical protein"
	at_At1g04200 -	no entry	null
	at_At1g57990 -	no entry	null
	at_At1g68570 -	mips_67_11	"peptide transporter, putative"
	at_At1g68650 -	no entry	null
	at_At1g69700 -	mips_08	"AtHVA22c"
			mips_08_07
	at_At1g69860 -	mips_67_11	"putative peptide transporter"
	at_At1g74450 -	no entry	null
	at_At1g74770 -	no entry	null
	at_At1g77860 -	no entry	null
	at_At2g17670 -	no entry	null
	at_At2g18630 -	no entry	null
	at_At2g21120 -	no entry	null
	at_At2g22010 -	no entry	null
	at_At2g22320 -	no entry	null
	at_At1g08430 -	no entry	null
	at_At2g31190 -	no entry	null
	at_At2g34250 -	mips_08_99	"putative protein transport protein SEC61 alpha subunit"
			mips_67_99
	at_At2g34370 -	no entry	null
	at_At2g40710 -	no entry	null
	at_At2g45890 -	no entry	null
	at_At3g26670 -	no entry	null
	at_At1g12750 -	no entry	null
	at_At3g59090 -	no entry	null
	at_At3g59310 -	no entry	null
	at_At3g59330 -	no entry	null
	at_At3g59800 -	no entry	null
	at_At3g60590 -	no entry	null
	at_At3g60800 -	no entry	null
	at_At4g13590 -	no entry	null
	at_At4g14390 -	mips_40_04	"hypothetical protein"
			mips_63_07
	at_At4g21910 -	no entry	null
	at_At1g18880 -	mips_67	"putative protein"
			mips_67_10
			mips_67_11
	at_At4g35870 -	no entry	null
	at_At4g36560 -	no entry	null
	at_At4g38320 -	no entry	null
	at_At5g07050 -	no entry	null
	at_At5g11960 -	no entry	null
	at_At5g14940 -	mips_67_11	"oligopeptide transporter -like protein"
	at_At5g19640 -	mips_67_11	"peptide transport protein-like"
	at_At5g37430 -	no entry	null
	at_At1g01550 -	no entry	null
	at_At1g59740 -	mips_67_11	"unknown protein"
	at_At1g64650 -	no entry	null
	at_At1g66110 -	no entry	null
	at_At1g72140 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At2g01590 -	no entry	null
	at_At3g12360 -	mips_63_07	"unknown protein"
	at_At1g11110 -	no entry	null
	at_At1g11760 -	no entry	null
	at_At1g15180 -	no entry	null
	at_At3g54510 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At3g59340 -	no entry	null
	at_At4g01360 -	no entry	null
	at_At4g03440 -	no entry	null
	at_At4g03460 -	no entry	null
	at_At4g03480 -	mips_30_04	"hypothetical protein"
			mips_40_04
			mips_63_07
	at_At4g19090 -	no entry	null
	at_At4g37680 -	no entry	null
	at_At5g14820 -	no entry	null
	at_At5g15000 -	no entry	null
	at_At1g22030 -	no entry	null
	at_At1g22550 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At5g65980 -	no entry	null
	at_At1g26460 -	no entry	null
	at_At1g26650 -	no entry	null
	at_At1g30360 -	no entry	null
	at_At1g48270 -	no entry	null
	at_At1g52190 -	mips_67	"peptide transporter like protein"
			mips_67_10
			mips_67_11
	at_At1g57680 -	no entry	null
	at_At1g64890 -	no entry	null
	at_At1g78720 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_99
			mips_20
			mips_40_07
			mips_67_99
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g27240 -	no entry	null
	at_At1g10340 -	no entry	null
	at_At2g32280 -	no entry	null
	at_At3g23200 -	no entry	null
	at_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	at_At3g27020 -	no entry	null
	at_At3g28050 -	no entry	null
	at_At3g45690 -	mips_67_11	"putative transporter protein"
	at_At3g45720 -	mips_67_11	"putative transporter protein"
	at_At3g48640 -	no entry	null
	at_At3g50830 -	no entry	null
	at_At3g59030 -	no entry	null
	at_At3g61500 -	no entry	null
	at_At4g03490 -	mips_63_07	"hypothetical protein"
	at_At4g03760 -	no entry	null
	at_At4g05130 -	no entry	null
	at_At4g17970 -	no entry	null
	at_At4g19080 -	no entry	null
	at_At4g24250 -	no entry	null
	at_At4g30820 -	no entry	null
	at_At5g01180 -	mips_67_11	"oligopeptide transporter - like protein"
	at_At5g09950 -	no entry	null
	at_At5g10780 -	no entry	null
	at_At5g12170 -	no entry	null
	at_At5g18970 -	no entry	null
	at_At5g24600 -	no entry	null
	at_At5g37920 -	no entry	null
	at_At5g41000 -	no entry	null
	at_At5g45470 -	no entry	null
	at_At5g45540 -	no entry	null
	at_At5g49130 -	no entry	null
	at_At5g51340 -	no entry	null
	at_At5g55350 -	no entry	null
	at_At1g24510 -	mips_06_01	"T-complex chaperonin protein , epsilon subunit"
	at_At5g60070 -	mips_30	"ankyrin-like protein"
			mips_30_04
			mips_40_02
			mips_40_08
			mips_67
			mips_67_99


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